diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6df62abd..eb864b6d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -10,7 +10,7 @@ ci:
 
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: 3e8a8703264a2f4a69428a0aa4dcb512790b2c8c # v6.0.0
+    rev: v6.0.0 # v6.0.0
     hooks:
     - id: check-json
       types: [file]  # override `types: [json]`
@@ -24,33 +24,33 @@ repos:
     - id: end-of-file-fixer
     - id: trailing-whitespace
   - repo: https://github.com/tox-dev/pyproject-fmt
-    rev: a007bb7dd9043d022292401abc3061cb1906b4bc # v2.21.2
+    rev: v2.23.0 # v2.21.2
     hooks:
     - id: pyproject-fmt
   - repo: https://github.com/abravalheri/validate-pyproject
-    rev: 4b2e70d08cb2ccd26d1fba73588de41c7a5d50b7 # v0.25
+    rev: v0.25 # v0.25
     hooks:
     - id: validate-pyproject
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 5e2fb545eba1ea9dc051f6f962d52fe8f76a9794 # v0.15.13
+    rev: v0.15.15 # v0.15.13
     hooks:
       - id: ruff-check
         args: [--fix, --exit-non-zero-on-fix]
       - id: ruff-format
   - repo: https://github.com/sphinx-contrib/sphinx-lint
-    rev: c883505f64b59c3c5c9375191e4ad9f98e727ccd # v1.0.2
+    rev: v1.0.2 # v1.0.2
     hooks:
     - id: sphinx-lint
       types: [rst]
   - repo: https://github.com/adamchainz/blacken-docs
-    rev: fda77690955e9b63c6687d8806bafd56a526e45f # 1.20.0
+    rev: 1.20.0 # 1.20.0
     hooks:
     - id: blacken-docs
       args: [--line-length=79]
       additional_dependencies:
       - black
   - repo: https://github.com/codespell-project/codespell
-    rev: 2ccb47ff45ad361a21071a7eedda4c37e6ae8c5a # v2.4.2
+    rev: v2.4.2 # v2.4.2
     hooks:
     - id: codespell
       args: [--toml pyproject.toml]
diff --git a/docs/clean-prep/scikit-learn-reprocessing.ipynb b/docs/clean-prep/scikit-learn-reprocessing.ipynb
index f1f1aa34..9abb3269 100644
--- a/docs/clean-prep/scikit-learn-reprocessing.ipynb
+++ b/docs/clean-prep/scikit-learn-reprocessing.ipynb
@@ -47,8 +47,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from datetime import datetime\n",
-    "\n",
     "import numpy as np\n",
     "import pandas as pd\n",
     "\n",
@@ -62,7 +60,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "hvac = pd.read_csv(\"https://raw.githubusercontent.com/kjam/data-cleaning-101/master/data/HVAC_with_nulls.csv\")"
+    "hvac = pd.read_csv(\n",
+    "    \"https://raw.githubusercontent.com/kjam/data-cleaning-101/master/data/HVAC_with_nulls.csv\"\n",
+    ")"
    ]
   },
   {
@@ -336,7 +336,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "hvac[\"TargetTemp\"], hvac[\"SystemAge\"] = transformed[:,0], transformed[:,1]"
+    "hvac[\"TargetTemp\"], hvac[\"SystemAge\"] = transformed[:, 0], transformed[:, 1]"
    ]
   },
   {
@@ -583,7 +583,7 @@
     }
    ],
    "source": [
-    "hvac[\"MinMaxScaledTemp\"] = temp_minmax[:,0]\n",
+    "hvac[\"MinMaxScaledTemp\"] = temp_minmax[:, 0]\n",
     "hvac[\"MinMaxScaledTemp\"].head()"
    ]
   },
diff --git a/docs/data-processing/apis/fastapi/example.rst b/docs/data-processing/apis/fastapi/example.rst
index e097d687..0f94c9cd 100644
--- a/docs/data-processing/apis/fastapi/example.rst
+++ b/docs/data-processing/apis/fastapi/example.rst
@@ -16,7 +16,6 @@ Erstellt die Datei :file:`main.py` mit diesem Inhalt:
 
     from fastapi import FastAPI
 
-
     app = FastAPI()
 
 
@@ -81,7 +80,6 @@ zu erhalten:
 
     from fastapi import FastAPI
 
-
     app = FastAPI()
 
 
diff --git a/docs/data-processing/intake/data-engineers.ipynb b/docs/data-processing/intake/data-engineers.ipynb
index 3e6e8d75..00aa26ec 100644
--- a/docs/data-processing/intake/data-engineers.ipynb
+++ b/docs/data-processing/intake/data-engineers.ipynb
@@ -1128,7 +1128,6 @@
     }
    ],
    "source": [
-    "import hvplot.pandas\n",
     "import intake\n",
     "\n",
     "\n",
diff --git a/docs/data-processing/intake/gui.ipynb b/docs/data-processing/intake/gui.ipynb
index 6b851f13..14335b1a 100644
--- a/docs/data-processing/intake/gui.ipynb
+++ b/docs/data-processing/intake/gui.ipynb
@@ -5110,11 +5110,7 @@
     "intake.output_notebook()\n",
     "\n",
     "us_crime.plot.bivariate(\n",
-    "    \"Burglary rate\",\n",
-    "    \"Property crime rate\",\n",
-    "    legend=False,\n",
-    "    width=500,\n",
-    "    height=400\n",
+    "    \"Burglary rate\", \"Property crime rate\", legend=False, width=500, height=400\n",
     ") * us_crime.plot.scatter(\n",
     "    \"Burglary rate\",\n",
     "    \"Property crime rate\",\n",
@@ -5122,12 +5118,7 @@
     "    size=15,\n",
     "    legend=False,\n",
     ") + us_crime.plot.table(\n",
-    "    [\n",
-    "        \"Burglary rate\",\n",
-    "        \"Property crime rate\"\n",
-    "    ],\n",
-    "    width=350,\n",
-    "    height=350\n",
+    "    [\"Burglary rate\", \"Property crime rate\"], width=350, height=350\n",
     ")"
    ]
   },
diff --git a/docs/data-processing/postgresql/sqlalchemy.rst b/docs/data-processing/postgresql/sqlalchemy.rst
index 3d00b9ea..cd04f65f 100644
--- a/docs/data-processing/postgresql/sqlalchemy.rst
+++ b/docs/data-processing/postgresql/sqlalchemy.rst
@@ -44,7 +44,6 @@ Datenbankverbindung
 
     from sqlalchemy import create_engine
 
-
     engine = create_engine("postgresql:///example", echo=True)
 
 Datenmodell
@@ -56,7 +55,6 @@ Datenmodell
     from sqlalchemy.ext.declarative import declarative_base
     from sqlalchemy.orm import relationship
 
-
     Base = declarative_base()
 
 
diff --git a/docs/data-processing/serialisation-formats/toml/index.rst b/docs/data-processing/serialisation-formats/toml/index.rst
index ef548fde..ebb6a607 100644
--- a/docs/data-processing/serialisation-formats/toml/index.rst
+++ b/docs/data-processing/serialisation-formats/toml/index.rst
@@ -66,7 +66,6 @@ Beispiel
 
     import toml
 
-
     config = toml.load("pyproject.toml")
 
 .. seealso::
diff --git a/docs/data-processing/serialisation-formats/toml/pyproject.toml b/docs/data-processing/serialisation-formats/toml/pyproject.toml
index 0ea3af0e..e583d8be 100644
--- a/docs/data-processing/serialisation-formats/toml/pyproject.toml
+++ b/docs/data-processing/serialisation-formats/toml/pyproject.toml
@@ -6,12 +6,12 @@ line-length = 79
 
 [tool.isort]
 atomic = true
-force_grid_wrap = 0
+multi_line_output = 3
+use_parentheses = true
 include_trailing_comma = true
+force_grid_wrap = 0
 lines_after_imports = 2
 lines_between_types = 1
-multi_line_output = 3
-not_skip = "__init__.py"
-use_parentheses = true
-known_first_party = [ "MY_FIRST_MODULE", "MY_SECOND_MODULE" ]
 known_third_party = [ "mpi4py", "numpy", "requests" ]
+known_first_party = [ "MY_FIRST_MODULE", "MY_SECOND_MODULE" ]
+not_skip = "__init__.py"
diff --git a/docs/performance/index.rst b/docs/performance/index.rst
index 4a179198..13ac6776 100644
--- a/docs/performance/index.rst
+++ b/docs/performance/index.rst
@@ -58,7 +58,6 @@ Beispieldaten können wir uns erstellen mit:
 
     from sklearn.datasets import make_blobs
 
-
     points, labels_true = make_blobs(
         n_samples=1000, centers=3, random_state=0, cluster_std=0.60
     )
@@ -136,7 +135,6 @@ k-Means-Algorithmus gibt es sogar gleich zwei Implementierungen:
 
      from sklearn.cluster import KMeans
 
-
      KMeans(10).fit_predict(points)
 
 * `dask_ml.cluster.KMeans
@@ -146,7 +144,6 @@ k-Means-Algorithmus gibt es sogar gleich zwei Implementierungen:
 
      from dask_ml.cluster import KMeans
 
-
      KMeans(10).fit(points).predict(points)
 
 Gegen diese bestehenden Lösungen könnte bestenfalls sprechen, dass sie einen
diff --git a/docs/workspace/pandas/date-time.ipynb b/docs/workspace/pandas/date-time.ipynb
index b25638dd..39c2073d 100644
--- a/docs/workspace/pandas/date-time.ipynb
+++ b/docs/workspace/pandas/date-time.ipynb
@@ -228,7 +228,7 @@
     }
    ],
    "source": [
-    "(pd.to_datetime(uts, unit='s').tz_localize(\"UTC\"))"
+    "(pd.to_datetime(uts, unit=\"s\").tz_localize(\"UTC\"))"
    ]
   },
   {
diff --git a/docs/workspace/pandas/group-operations.ipynb b/docs/workspace/pandas/group-operations.ipynb
index 5d723aff..5ddebe51 100644
--- a/docs/workspace/pandas/group-operations.ipynb
+++ b/docs/workspace/pandas/group-operations.ipynb
@@ -38,8 +38,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import pandas as pd\n",
-    "import numpy as np"
+    "import numpy as np\n",
+    "import pandas as pd"
    ]
   },
   {
diff --git a/docs/workspace/pandas/python-data-structures.ipynb b/docs/workspace/pandas/python-data-structures.ipynb
index fc26cbdc..b65abae4 100644
--- a/docs/workspace/pandas/python-data-structures.ipynb
+++ b/docs/workspace/pandas/python-data-structures.ipynb
@@ -17,7 +17,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import numpy as np\n",
     "import pandas as pd"
    ]
   },
diff --git a/fastapi/main.py b/fastapi/main.py
index 1a75788e..c8856bb3 100644
--- a/fastapi/main.py
+++ b/fastapi/main.py
@@ -4,9 +4,8 @@
 
 """FastAPI application for items."""
 
-from pydantic import BaseModel
-
 from fastapi import FastAPI
+from pydantic import BaseModel
 
 
 app = FastAPI()
diff --git a/pyproject.toml b/pyproject.toml
index 10606d0e..4c00c3ea 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -153,8 +153,8 @@ lint.isort.lines-after-imports = 2
 lint.isort.lines-between-types = 1
 
 [tool.codespell]
+ignore-words-list = "comit"
 skip = """\
   *.csv, *.html, *.pdf, *.rst, *.ipynb, ./docs/_build/*, */books.json,  */books.txt, ./styles/*, \
   ./Python4DataScience.egg-info/*\
   """
-ignore-words-list = "comit"