diff --git a/.github/workflows/2023-PyConIT-workflow.yaml b/.github/workflows/2023-PyConIT-workflow.yaml
index 9e16bd1..7938cc7 100644
--- a/.github/workflows/2023-PyConIT-workflow.yaml
+++ b/.github/workflows/2023-PyConIT-workflow.yaml
@@ -32,7 +32,7 @@ jobs:
         uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
         with:
           fetch-depth: 1
-      - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
+      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
         with:
           python-version: ${{ env.PYTHON_VERSION }}
       - name: Install dependencies
@@ -53,7 +53,7 @@ jobs:
         uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
         with:
           fetch-depth: 0
-      - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
+      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
         with:
           python-version: ${{ env.PYTHON_VERSION }}
       - name: Install dependencies
@@ -71,7 +71,7 @@ jobs:
         uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
         with:
           fetch-depth: 0
-      - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
+      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
         with:
           python-version: ${{ env.PYTHON_VERSION }}
       - name: Install dependencies
diff --git a/.github/workflows/2023-PyData_Berlin-python-pdf-workflow.yaml b/.github/workflows/2023-PyData_Berlin-python-pdf-workflow.yaml
index 6730ec6..e159e86 100644
--- a/.github/workflows/2023-PyData_Berlin-python-pdf-workflow.yaml
+++ b/.github/workflows/2023-PyData_Berlin-python-pdf-workflow.yaml
@@ -32,7 +32,7 @@ jobs:
         uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
         with:
           fetch-depth: 1
-      - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
+      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
         with:
           python-version: ${{ env.PYTHON_VERSION }}
       - name: Install dependencies
@@ -53,7 +53,7 @@ jobs:
         uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
         with:
           fetch-depth: 0
-      - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
+      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
         with:
           python-version: ${{ env.PYTHON_VERSION }}
       - name: Install dependencies
@@ -71,7 +71,7 @@ jobs:
         uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
         with:
           fetch-depth: 0
-      - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
+      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
         with:
           python-version: ${{ env.PYTHON_VERSION }}
       - name: Install dependencies
diff --git a/.github/workflows/2023_EuroSciPy_workflow.yaml b/.github/workflows/2023_EuroSciPy_workflow.yaml
index 776080b..1c00865 100644
--- a/.github/workflows/2023_EuroSciPy_workflow.yaml
+++ b/.github/workflows/2023_EuroSciPy_workflow.yaml
@@ -37,7 +37,7 @@ jobs:
           fetch-depth: 1
           sparse-checkout: 2023_EuroSciPy
       - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
+        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
         with:
           python-version: ${{ matrix.python-version }}
       - name: Install 2023_EuroSciPy