From b3654dc7e1512dbef149995fb23c567349231281 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 22:09:39 +0200
Subject: [PATCH 01/15] =?UTF-8?q?=E2=9A=A1pre-commit=20updates?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .pre-commit-config.yaml | 18 +++++++++++++++++
 requirements-dev.txt    | 43 +++++++++++++++++++++++++++++++++++++++++
 requirements.txt        | 25 ++++++++++++++++++++++++
 3 files changed, 86 insertions(+)
 create mode 100644 requirements-dev.txt
 create mode 100644 requirements.txt

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c680bb3..f790927 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -42,6 +42,24 @@ repos:
           "-sn", # Don't display the score
           "--rcfile=pyproject.toml"
         ]
+  - repo: local
+    hooks:
+    - id: update-requirements-txt
+      name: update-requirements-txt
+      description: 'Generate requirements.txt based on poetry.lock'
+      entry: poetry
+      args: [export, --without-hashes, --without, dev, --format, requirements.txt, --output, requirements.txt]
+      language: system
+      pass_filenames: false
+  - repo: local
+    hooks:
+    - id: update-requirements-txt
+      name: update-requirements-txt
+      description: 'Generate requirements.txt based on poetry.lock'
+      entry: poetry
+      args: [export, --without-hashes, --with, dev, --format, requirements.txt, --output, requirements-dev.txt]
+      language: system
+      pass_filenames: false
 ci:
   autofix_commit_msg: 🎨 [pre-commit.ci] Auto format from pre-commit.com hooks
   autoupdate_commit_msg: ⬆️ [pre-commit.ci] pre-commit autoupdate
diff --git a/requirements-dev.txt b/requirements-dev.txt
new file mode 100644
index 0000000..9517fcd
--- /dev/null
+++ b/requirements-dev.txt
@@ -0,0 +1,43 @@
+astroid==2.15.6 ; python_version >= "3.11" and python_version < "3.13"
+autoflake==2.2.1 ; python_version >= "3.11" and python_version < "3.13"
+black==23.9.1 ; python_version >= "3.11" and python_version < "3.13"
+cfgv==3.4.0 ; python_version >= "3.11" and python_version < "3.13"
+click==8.1.7 ; python_version >= "3.11" and python_version < "3.13"
+colorama==0.4.6 ; python_version >= "3.11" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows")
+coverage[toml]==7.3.1 ; python_version >= "3.11" and python_version < "3.13"
+dill==0.3.7 ; python_version >= "3.11" and python_version < "3.13"
+distlib==0.3.7 ; python_version >= "3.11" and python_version < "3.13"
+filelock==3.12.4 ; python_version >= "3.11" and python_version < "3.13"
+identify==2.5.29 ; python_version >= "3.11" and python_version < "3.13"
+iniconfig==2.0.0 ; python_version >= "3.11" and python_version < "3.13"
+isort==5.12.0 ; python_version >= "3.11" and python_version < "3.13"
+lazy-object-proxy==1.9.0 ; python_version >= "3.11" and python_version < "3.13"
+mccabe==0.7.0 ; python_version >= "3.11" and python_version < "3.13"
+multimethod==1.9.1 ; python_version >= "3.11" and python_version < "3.13"
+mypy-extensions==1.0.0 ; python_version >= "3.11" and python_version < "3.13"
+nodeenv==1.8.0 ; python_version >= "3.11" and python_version < "3.13"
+numpy==1.26.0 ; python_version >= "3.11" and python_version < "3.13"
+packaging==23.1 ; python_version >= "3.11" and python_version < "3.13"
+pandas==2.1.0 ; python_version >= "3.11" and python_version < "3.13"
+pandera==0.16.1 ; python_version >= "3.11" and python_version < "3.13"
+pathspec==0.11.2 ; python_version >= "3.11" and python_version < "3.13"
+platformdirs==3.10.0 ; python_version >= "3.11" and python_version < "3.13"
+pluggy==1.3.0 ; python_version >= "3.11" and python_version < "3.13"
+pre-commit==3.4.0 ; python_version >= "3.11" and python_version < "3.13"
+pydantic==1.10.12 ; python_version >= "3.11" and python_version < "3.13"
+pyflakes==3.1.0 ; python_version >= "3.11" and python_version < "3.13"
+pylint==2.17.5 ; python_version >= "3.11" and python_version < "3.13"
+pytest-cov==4.1.0 ; python_version >= "3.11" and python_version < "3.13"
+pytest==7.4.2 ; python_version >= "3.11" and python_version < "3.13"
+python-dateutil==2.8.2 ; python_version >= "3.11" and python_version < "3.13"
+pytz==2023.3.post1 ; python_version >= "3.11" and python_version < "3.13"
+pyyaml==6.0.1 ; python_version >= "3.11" and python_version < "3.13"
+setuptools==68.2.2 ; python_version >= "3.11" and python_version < "3.13"
+six==1.16.0 ; python_version >= "3.11" and python_version < "3.13"
+tomlkit==0.12.1 ; python_version >= "3.11" and python_version < "3.13"
+typeguard==4.1.5 ; python_version >= "3.11" and python_version < "3.13"
+typing-extensions==4.7.1 ; python_version >= "3.11" and python_version < "3.13"
+typing-inspect==0.9.0 ; python_version >= "3.11" and python_version < "3.13"
+tzdata==2023.3 ; python_version >= "3.11" and python_version < "3.13"
+virtualenv==20.24.5 ; python_version >= "3.11" and python_version < "3.13"
+wrapt==1.15.0 ; python_version >= "3.11" and python_version < "3.13"
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..404e408
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,25 @@
+cfgv==3.4.0 ; python_version >= "3.11" and python_version < "3.13"
+distlib==0.3.7 ; python_version >= "3.11" and python_version < "3.13"
+filelock==3.12.4 ; python_version >= "3.11" and python_version < "3.13"
+identify==2.5.29 ; python_version >= "3.11" and python_version < "3.13"
+multimethod==1.9.1 ; python_version >= "3.11" and python_version < "3.13"
+mypy-extensions==1.0.0 ; python_version >= "3.11" and python_version < "3.13"
+nodeenv==1.8.0 ; python_version >= "3.11" and python_version < "3.13"
+numpy==1.26.0 ; python_version >= "3.11" and python_version < "3.13"
+packaging==23.1 ; python_version >= "3.11" and python_version < "3.13"
+pandas==2.1.0 ; python_version >= "3.11" and python_version < "3.13"
+pandera==0.16.1 ; python_version >= "3.11" and python_version < "3.13"
+platformdirs==3.10.0 ; python_version >= "3.11" and python_version < "3.13"
+pre-commit==3.4.0 ; python_version >= "3.11" and python_version < "3.13"
+pydantic==1.10.12 ; python_version >= "3.11" and python_version < "3.13"
+python-dateutil==2.8.2 ; python_version >= "3.11" and python_version < "3.13"
+pytz==2023.3.post1 ; python_version >= "3.11" and python_version < "3.13"
+pyyaml==6.0.1 ; python_version >= "3.11" and python_version < "3.13"
+setuptools==68.2.2 ; python_version >= "3.11" and python_version < "3.13"
+six==1.16.0 ; python_version >= "3.11" and python_version < "3.13"
+typeguard==4.1.5 ; python_version >= "3.11" and python_version < "3.13"
+typing-extensions==4.7.1 ; python_version >= "3.11" and python_version < "3.13"
+typing-inspect==0.9.0 ; python_version >= "3.11" and python_version < "3.13"
+tzdata==2023.3 ; python_version >= "3.11" and python_version < "3.13"
+virtualenv==20.24.5 ; python_version >= "3.11" and python_version < "3.13"
+wrapt==1.15.0 ; python_version >= "3.11" and python_version < "3.13"

From 284b0b0391d62ff7ee2f41bae091a10e0d24c9d9 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 22:10:11 +0200
Subject: [PATCH 02/15] =?UTF-8?q?=F0=9F=91=B7Adding=20CI=20build=20system.?=
 =?UTF-8?q?...?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml | 99 ++++++++++++++++++++++++++++++++++
 1 file changed, 99 insertions(+)
 create mode 100644 .github/workflows/pipeline.yml

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
new file mode 100644
index 0000000..b8b1ddc
--- /dev/null
+++ b/.github/workflows/pipeline.yml
@@ -0,0 +1,99 @@
+name: Pipeline
+
+on:
+  push:
+    branches:
+      - main
+      - dev
+      - bugfix
+      - "release/*"
+  pull_request:
+    branches:
+      - main
+      - dev
+      - bugfix
+      - "release/*"
+
+jobs:
+  lint:
+    name: Linters (${{ matrix.python-version }})
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: true
+      matrix:
+        python-version: ["3.8", "3.9", "3.10", "3.11"]
+    defaults:
+      run:
+        shell: bash -l {0}
+
+    steps:
+      - uses: actions/checkout@v3
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+      - uses: actions/cache@v3
+        with:
+          path: ~/.cache/pip  # ubuntu location
+          key: ${{ runner.os }}-pip-${{ hashFiles('requirements-dev.txt') }}
+          restore-keys: |
+            ${{ runner.os }}-pip-
+      - name: Install dependencies
+        run: python -m pip install pre_commit
+      - name: Pip info
+        run: python -m pip list
+
+      - name: Sort Imports
+        run: pre-commit run isort --all-files
+
+      - name: Black
+        if: always()
+        run: pre-commit run black --all-files
+
+      - name: Pylint
+        if: always()
+        run: pre-commit run pylint --all-files
+
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.7", "3.8", "3.9", "3.10", "3.11"]
+        pydantic-version: ["pydantic-v1", "pydantic-v2"]
+      fail-fast: false
+    steps:
+      - name: Dump GitHub context
+        env:
+          GITHUB_CONTEXT: ${{ toJson(github) }}
+        run: echo "$GITHUB_CONTEXT"
+      - uses: actions/checkout@v3
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+          # Issue ref: https://github.com/actions/setup-python/issues/436
+          # cache: "pip"
+          # cache-dependency-path: pyproject.toml
+      - uses: actions/cache@v3
+        id: cache
+        with:
+          path: ${{ env.pythonLocation }}
+          key: ${{ runner.os }}-python-${{ env.pythonLocation }}-${{ matrix.pydantic-version }}-${{ hashFiles('pyproject.toml', 'requirements-dev.txt') }}-test-v05
+      - name: Install Dependencies
+        if: steps.cache.outputs.cache-hit != 'true'
+        run: pip install -r requirements-dev.txt
+      - name: Install Pydantic v1
+        if: matrix.pydantic-version == 'pydantic-v1'
+        run: pip install "pydantic>=1.10.0,<2.0.0"
+      - name: Install Pydantic v2
+        if: matrix.pydantic-version == 'pydantic-v2'
+        run: pip install "pydantic>=2.0.2,<3.0.0"
+      - run: mkdir coverage
+      - name: Test
+        run: pytest tests
+      - name: Store coverage files
+        uses: actions/upload-artifact@v3
+        with:
+          name: coverage
+          path: coverage

From b2f2a073b062fd12fdbe42a67afaf886a03af5ed Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 22:21:07 +0200
Subject: [PATCH 03/15] =?UTF-8?q?=F0=9F=91=B7Adding=20CI=20build=20system.?=
 =?UTF-8?q?...?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml                     | 14 ++++----------
 .pre-commit-config.yaml                            |  4 ++--
 .../requirements-dev.txt                           |  0
 requirements.txt => requirements/requirements.txt  |  0
 4 files changed, 6 insertions(+), 12 deletions(-)
 rename requirements-dev.txt => requirements/requirements-dev.txt (100%)
 rename requirements.txt => requirements/requirements.txt (100%)

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index b8b1ddc..8d0609a 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -59,8 +59,8 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.7", "3.8", "3.9", "3.10", "3.11"]
-        pydantic-version: ["pydantic-v1", "pydantic-v2"]
+        python-version: [ 3.8, 3.9, "3.11" ]
+        os:  [ macos-latest, ubuntu-latest, windows-latest ]
       fail-fast: false
     steps:
       - name: Dump GitHub context
@@ -79,19 +79,13 @@ jobs:
         id: cache
         with:
           path: ${{ env.pythonLocation }}
-          key: ${{ runner.os }}-python-${{ env.pythonLocation }}-${{ matrix.pydantic-version }}-${{ hashFiles('pyproject.toml', 'requirements-dev.txt') }}-test-v05
+          key: ${{ runner.os }}-python-${{ env.pythonLocation }}-${{ hashFiles('pyproject.toml', 'requirements-dev.txt') }}-test-v05
       - name: Install Dependencies
         if: steps.cache.outputs.cache-hit != 'true'
         run: pip install -r requirements-dev.txt
-      - name: Install Pydantic v1
-        if: matrix.pydantic-version == 'pydantic-v1'
-        run: pip install "pydantic>=1.10.0,<2.0.0"
-      - name: Install Pydantic v2
-        if: matrix.pydantic-version == 'pydantic-v2'
-        run: pip install "pydantic>=2.0.2,<3.0.0"
       - run: mkdir coverage
       - name: Test
-        run: pytest tests
+        run: python -m pytest tests
       - name: Store coverage files
         uses: actions/upload-artifact@v3
         with:
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f790927..f134824 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -48,7 +48,7 @@ repos:
       name: update-requirements-txt
       description: 'Generate requirements.txt based on poetry.lock'
       entry: poetry
-      args: [export, --without-hashes, --without, dev, --format, requirements.txt, --output, requirements.txt]
+      args: [export, --without-hashes, --without, dev, --format, requirements.txt, --output, requirements/requirements.txt]
       language: system
       pass_filenames: false
   - repo: local
@@ -57,7 +57,7 @@ repos:
       name: update-requirements-txt
       description: 'Generate requirements.txt based on poetry.lock'
       entry: poetry
-      args: [export, --without-hashes, --with, dev, --format, requirements.txt, --output, requirements-dev.txt]
+      args: [export, --without-hashes, --with, dev, --format, requirements.txt, --output, requirements/requirements-dev.txt]
       language: system
       pass_filenames: false
 ci:
diff --git a/requirements-dev.txt b/requirements/requirements-dev.txt
similarity index 100%
rename from requirements-dev.txt
rename to requirements/requirements-dev.txt
diff --git a/requirements.txt b/requirements/requirements.txt
similarity index 100%
rename from requirements.txt
rename to requirements/requirements.txt

From 648d05226779b7925220c48744af13c95fb19e37 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 22:22:03 +0200
Subject: [PATCH 04/15] =?UTF-8?q?=F0=9F=91=B7Fixed=20invalid=20path=20to?=
 =?UTF-8?q?=20requirements=20in=20pipeline.yml?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index 8d0609a..2918b76 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -79,7 +79,7 @@ jobs:
         id: cache
         with:
           path: ${{ env.pythonLocation }}
-          key: ${{ runner.os }}-python-${{ env.pythonLocation }}-${{ hashFiles('pyproject.toml', 'requirements-dev.txt') }}-test-v05
+          key: ${{ runner.os }}-python-${{ env.pythonLocation }}-${{ hashFiles('pyproject.toml', 'requirements/requirements-dev.txt') }}-test-v05
       - name: Install Dependencies
         if: steps.cache.outputs.cache-hit != 'true'
         run: pip install -r requirements-dev.txt

From 2b90fad0942804633b0ae2faac464d0b4fdce807 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 22:25:05 +0200
Subject: [PATCH 05/15] =?UTF-8?q?=F0=9F=91=B7Fixed=20invalid=20path=20to?=
 =?UTF-8?q?=20requirements=20in=20pipeline.yml?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index 2918b76..38a812e 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -80,9 +80,11 @@ jobs:
         with:
           path: ${{ env.pythonLocation }}
           key: ${{ runner.os }}-python-${{ env.pythonLocation }}-${{ hashFiles('pyproject.toml', 'requirements/requirements-dev.txt') }}-test-v05
+      - name: Install Dependencies
+        run: python -m pip install --upgrade pip
       - name: Install Dependencies
         if: steps.cache.outputs.cache-hit != 'true'
-        run: pip install -r requirements-dev.txt
+        run: python -m pip install -r requirements/requirements-dev.txt
       - run: mkdir coverage
       - name: Test
         run: python -m pytest tests

From db36458b4175650557bb3f64564d9e0d2b2f50f8 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 22:33:05 +0200
Subject: [PATCH 06/15] =?UTF-8?q?=F0=9F=91=B7updated=20job=20`linting`=20i?=
 =?UTF-8?q?n=20github=20workflow=20pipeline?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml | 38 ++++++++++++++++++----------------
 1 file changed, 20 insertions(+), 18 deletions(-)

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index 38a812e..7db6fbb 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -15,47 +15,49 @@ on:
       - "release/*"
 
 jobs:
-  lint:
-    name: Linters (${{ matrix.python-version }})
+  linting:
+    name: Linter (${{ matrix.python-version }})
     runs-on: ubuntu-latest
     strategy:
       fail-fast: true
       matrix:
         python-version: ["3.8", "3.9", "3.10", "3.11"]
-    defaults:
-      run:
-        shell: bash -l {0}
-
     steps:
+      - name: Dump GitHub context
+        env:
+          GITHUB_CONTEXT: ${{ toJson(github) }}
+        run: echo "$GITHUB_CONTEXT"
       - uses: actions/checkout@v3
-
       - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v4
         with:
-          python-version: ${{ matrix.python-version }}
+          python-version:  ${{ matrix.python-version }}
+      - name: Update pip
+        run: python -m pip install -U pip
       - uses: actions/cache@v3
+        id: cache
         with:
-          path: ~/.cache/pip  # ubuntu location
-          key: ${{ runner.os }}-pip-${{ hashFiles('requirements-dev.txt') }}
-          restore-keys: |
-            ${{ runner.os }}-pip-
-      - name: Install dependencies
-        run: python -m pip install pre_commit
+          path: ${{ env.pythonLocation }}
+          key: ${{ runner.os }}-python-${{ env.pythonLocation }}-${{ hashFiles('pyproject.toml', 'requirements/requirements-dev.txt') }}-test-v05
+      - name: Install Dependencies
+        if: steps.cache.outputs.cache-hit != 'true'
+        run: pip install -r requirements/requirements-dev.txt
+      - name: Install pre-commit
+        run: pip install pre_commit
+      - name: Lint
+        run: bash scripts/lint.sh
       - name: Pip info
         run: python -m pip list
-
       - name: Sort Imports
         run: pre-commit run isort --all-files
-
       - name: Black
         if: always()
         run: pre-commit run black --all-files
-
       - name: Pylint
         if: always()
         run: pre-commit run pylint --all-files
 
-  test:
+  testing:
     runs-on: ubuntu-latest
     strategy:
       matrix:

From 6da2da15d725d36ec887891c67d8b69a8f91c7b5 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 22:36:39 +0200
Subject: [PATCH 07/15] =?UTF-8?q?=F0=9F=91=B7updated=20job=20`linting`=20i?=
 =?UTF-8?q?n=20github=20workflow=20pipeline?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml    |   4 +-
 poetry.lock                       | 100 +++++++++++++++++++++++++++---
 pyproject.toml                    |   2 +-
 requirements/requirements-dev.txt |  90 ++++++++++++++-------------
 requirements/requirements.txt     |  52 ++++++++--------
 5 files changed, 166 insertions(+), 82 deletions(-)

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index 7db6fbb..140e8e4 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -21,7 +21,7 @@ jobs:
     strategy:
       fail-fast: true
       matrix:
-        python-version: ["3.8", "3.9", "3.10", "3.11"]
+        python-version: ["3.9", "3.10", "3.11"]
     steps:
       - name: Dump GitHub context
         env:
@@ -44,8 +44,6 @@ jobs:
         run: pip install -r requirements/requirements-dev.txt
       - name: Install pre-commit
         run: pip install pre_commit
-      - name: Lint
-        run: bash scripts/lint.sh
       - name: Pip info
         run: python -m pip list
       - name: Sort Imports
diff --git a/poetry.lock b/poetry.lock
index 7a1b525..f7ae68f 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -13,7 +13,11 @@ files = [
 
 [package.dependencies]
 lazy-object-proxy = ">=1.4.0"
-wrapt = {version = ">=1.14,<2", markers = "python_version >= \"3.11\""}
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
+wrapt = [
+    {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
+    {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
+]
 
 [[package]]
 name = "autoflake"
@@ -28,6 +32,7 @@ files = [
 
 [package.dependencies]
 pyflakes = ">=3.0.0"
+tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "black"
@@ -66,6 +71,8 @@ mypy-extensions = ">=0.4.3"
 packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
@@ -170,6 +177,9 @@ files = [
     {file = "coverage-7.3.1.tar.gz", hash = "sha256:6cb7fe1581deb67b782c153136541e20901aa312ceedaf1467dcb35255787952"},
 ]
 
+[package.dependencies]
+tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
+
 [package.extras]
 toml = ["tomli"]
 
@@ -198,6 +208,20 @@ files = [
     {file = "distlib-0.3.7.tar.gz", hash = "sha256:9dafe54b34a028eafd95039d5e5d4851a13734540f1331060d31c9916e7147a8"},
 ]
 
+[[package]]
+name = "exceptiongroup"
+version = "1.1.3"
+description = "Backport of PEP 654 (exception groups)"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "exceptiongroup-1.1.3-py3-none-any.whl", hash = "sha256:343280667a4585d195ca1cf9cef84a4e178c4b6cf2274caef9859782b567d5e3"},
+    {file = "exceptiongroup-1.1.3.tar.gz", hash = "sha256:097acd85d473d75af5bb98e41b61ff7fe35efe6675e4f9370ec6ec5126d160e9"},
+]
+
+[package.extras]
+test = ["pytest (>=6)"]
+
 [[package]]
 name = "filelock"
 version = "3.12.4"
@@ -228,6 +252,25 @@ files = [
 [package.extras]
 license = ["ukkonen"]
 
+[[package]]
+name = "importlib-metadata"
+version = "6.8.0"
+description = "Read metadata from Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "importlib_metadata-6.8.0-py3-none-any.whl", hash = "sha256:3ebb78df84a805d7698245025b975d9d67053cd94c79245ba4b3eb694abe68bb"},
+    {file = "importlib_metadata-6.8.0.tar.gz", hash = "sha256:dbace7892d8c0c4ac1ad096662232f831d4e64f4c4545bd53016a3e9d4654743"},
+]
+
+[package.dependencies]
+zipp = ">=0.5"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+perf = ["ipython"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
+
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -429,7 +472,10 @@ files = [
 ]
 
 [package.dependencies]
-numpy = {version = ">=1.23.2", markers = "python_version >= \"3.11\""}
+numpy = [
+    {version = ">=1.22.4", markers = "python_version < \"3.11\""},
+    {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
+]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
 tzdata = ">=2022.1"
@@ -629,11 +675,16 @@ files = [
 [package.dependencies]
 astroid = ">=2.15.6,<=2.17.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
-dill = {version = ">=0.3.6", markers = "python_version >= \"3.11\""}
+dill = [
+    {version = ">=0.2", markers = "python_version < \"3.11\""},
+    {version = ">=0.3.6", markers = "python_version >= \"3.11\""},
+]
 isort = ">=4.2.5,<6"
 mccabe = ">=0.6,<0.8"
 platformdirs = ">=2.2.0"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 tomlkit = ">=0.10.1"
+typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 spelling = ["pyenchant (>=3.2,<4.0)"]
@@ -652,9 +703,11 @@ files = [
 
 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
 pluggy = ">=0.12,<2.0"
+tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
 testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
@@ -788,6 +841,17 @@ files = [
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
 
+[[package]]
+name = "tomli"
+version = "2.0.1"
+description = "A lil' TOML parser"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
+
 [[package]]
 name = "tomlkit"
 version = "0.12.1"
@@ -811,6 +875,7 @@ files = [
 ]
 
 [package.dependencies]
+importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
 typing-extensions = {version = ">=4.7.0", markers = "python_version < \"3.12\""}
 
 [package.extras]
@@ -819,13 +884,13 @@ test = ["coverage[toml] (>=7)", "mypy (>=1.2.0)", "pytest (>=7)"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.7.1"
-description = "Backported and Experimental Type Hints for Python 3.7+"
+version = "4.8.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.7.1-py3-none-any.whl", hash = "sha256:440d5dd3af93b060174bf433bccd69b0babc3b15b1a8dca43789fd7f61514b36"},
-    {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
+    {file = "typing_extensions-4.8.0-py3-none-any.whl", hash = "sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0"},
+    {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
 ]
 
 [[package]]
@@ -958,7 +1023,22 @@ files = [
     {file = "wrapt-1.15.0.tar.gz", hash = "sha256:d06730c6aed78cee4126234cf2d071e01b44b915e725a6cb439a879ec9754a3a"},
 ]
 
+[[package]]
+name = "zipp"
+version = "3.17.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.11, <3.13"
-content-hash = "3bae897a0fc8b40caa46a6f8b485fffadb156dcd8d19b25ed3c7c351f11a5e69"
+python-versions = "^3.9, <3.13"
+content-hash = "5e68773a078fc1b6d90dfe55629962729308102c04b3cedb6ae1860dba21d01a"
diff --git a/pyproject.toml b/pyproject.toml
index c663091..7da43d4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,7 +25,7 @@ Homepage = "https://github.com/Luanee/pandera-report"
 
 
 [tool.poetry.dependencies]
-python = "^3.11, <3.13"
+python = "^3.9, <3.13"
 pandas = "^2.1.0"
 pandera = "0.16.1"
 pre-commit = "^3.4.0"
diff --git a/requirements/requirements-dev.txt b/requirements/requirements-dev.txt
index 9517fcd..bb59da0 100644
--- a/requirements/requirements-dev.txt
+++ b/requirements/requirements-dev.txt
@@ -1,43 +1,47 @@
-astroid==2.15.6 ; python_version >= "3.11" and python_version < "3.13"
-autoflake==2.2.1 ; python_version >= "3.11" and python_version < "3.13"
-black==23.9.1 ; python_version >= "3.11" and python_version < "3.13"
-cfgv==3.4.0 ; python_version >= "3.11" and python_version < "3.13"
-click==8.1.7 ; python_version >= "3.11" and python_version < "3.13"
-colorama==0.4.6 ; python_version >= "3.11" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows")
-coverage[toml]==7.3.1 ; python_version >= "3.11" and python_version < "3.13"
-dill==0.3.7 ; python_version >= "3.11" and python_version < "3.13"
-distlib==0.3.7 ; python_version >= "3.11" and python_version < "3.13"
-filelock==3.12.4 ; python_version >= "3.11" and python_version < "3.13"
-identify==2.5.29 ; python_version >= "3.11" and python_version < "3.13"
-iniconfig==2.0.0 ; python_version >= "3.11" and python_version < "3.13"
-isort==5.12.0 ; python_version >= "3.11" and python_version < "3.13"
-lazy-object-proxy==1.9.0 ; python_version >= "3.11" and python_version < "3.13"
-mccabe==0.7.0 ; python_version >= "3.11" and python_version < "3.13"
-multimethod==1.9.1 ; python_version >= "3.11" and python_version < "3.13"
-mypy-extensions==1.0.0 ; python_version >= "3.11" and python_version < "3.13"
-nodeenv==1.8.0 ; python_version >= "3.11" and python_version < "3.13"
-numpy==1.26.0 ; python_version >= "3.11" and python_version < "3.13"
-packaging==23.1 ; python_version >= "3.11" and python_version < "3.13"
-pandas==2.1.0 ; python_version >= "3.11" and python_version < "3.13"
-pandera==0.16.1 ; python_version >= "3.11" and python_version < "3.13"
-pathspec==0.11.2 ; python_version >= "3.11" and python_version < "3.13"
-platformdirs==3.10.0 ; python_version >= "3.11" and python_version < "3.13"
-pluggy==1.3.0 ; python_version >= "3.11" and python_version < "3.13"
-pre-commit==3.4.0 ; python_version >= "3.11" and python_version < "3.13"
-pydantic==1.10.12 ; python_version >= "3.11" and python_version < "3.13"
-pyflakes==3.1.0 ; python_version >= "3.11" and python_version < "3.13"
-pylint==2.17.5 ; python_version >= "3.11" and python_version < "3.13"
-pytest-cov==4.1.0 ; python_version >= "3.11" and python_version < "3.13"
-pytest==7.4.2 ; python_version >= "3.11" and python_version < "3.13"
-python-dateutil==2.8.2 ; python_version >= "3.11" and python_version < "3.13"
-pytz==2023.3.post1 ; python_version >= "3.11" and python_version < "3.13"
-pyyaml==6.0.1 ; python_version >= "3.11" and python_version < "3.13"
-setuptools==68.2.2 ; python_version >= "3.11" and python_version < "3.13"
-six==1.16.0 ; python_version >= "3.11" and python_version < "3.13"
-tomlkit==0.12.1 ; python_version >= "3.11" and python_version < "3.13"
-typeguard==4.1.5 ; python_version >= "3.11" and python_version < "3.13"
-typing-extensions==4.7.1 ; python_version >= "3.11" and python_version < "3.13"
-typing-inspect==0.9.0 ; python_version >= "3.11" and python_version < "3.13"
-tzdata==2023.3 ; python_version >= "3.11" and python_version < "3.13"
-virtualenv==20.24.5 ; python_version >= "3.11" and python_version < "3.13"
-wrapt==1.15.0 ; python_version >= "3.11" and python_version < "3.13"
+astroid==2.15.6 ; python_version >= "3.9" and python_version < "3.13"
+autoflake==2.2.1 ; python_version >= "3.9" and python_version < "3.13"
+black==23.9.1 ; python_version >= "3.9" and python_version < "3.13"
+cfgv==3.4.0 ; python_version >= "3.9" and python_version < "3.13"
+click==8.1.7 ; python_version >= "3.9" and python_version < "3.13"
+colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows")
+coverage[toml]==7.3.1 ; python_version >= "3.9" and python_version < "3.13"
+dill==0.3.7 ; python_version >= "3.9" and python_version < "3.13"
+distlib==0.3.7 ; python_version >= "3.9" and python_version < "3.13"
+exceptiongroup==1.1.3 ; python_version >= "3.9" and python_version < "3.11"
+filelock==3.12.4 ; python_version >= "3.9" and python_version < "3.13"
+identify==2.5.29 ; python_version >= "3.9" and python_version < "3.13"
+importlib-metadata==6.8.0 ; python_version >= "3.9" and python_version < "3.10"
+iniconfig==2.0.0 ; python_version >= "3.9" and python_version < "3.13"
+isort==5.12.0 ; python_version >= "3.9" and python_version < "3.13"
+lazy-object-proxy==1.9.0 ; python_version >= "3.9" and python_version < "3.13"
+mccabe==0.7.0 ; python_version >= "3.9" and python_version < "3.13"
+multimethod==1.9.1 ; python_version >= "3.9" and python_version < "3.13"
+mypy-extensions==1.0.0 ; python_version >= "3.9" and python_version < "3.13"
+nodeenv==1.8.0 ; python_version >= "3.9" and python_version < "3.13"
+numpy==1.26.0 ; python_version >= "3.9" and python_version < "3.13"
+packaging==23.1 ; python_version >= "3.9" and python_version < "3.13"
+pandas==2.1.0 ; python_version >= "3.9" and python_version < "3.13"
+pandera==0.16.1 ; python_version >= "3.9" and python_version < "3.13"
+pathspec==0.11.2 ; python_version >= "3.9" and python_version < "3.13"
+platformdirs==3.10.0 ; python_version >= "3.9" and python_version < "3.13"
+pluggy==1.3.0 ; python_version >= "3.9" and python_version < "3.13"
+pre-commit==3.4.0 ; python_version >= "3.9" and python_version < "3.13"
+pydantic==1.10.12 ; python_version >= "3.9" and python_version < "3.13"
+pyflakes==3.1.0 ; python_version >= "3.9" and python_version < "3.13"
+pylint==2.17.5 ; python_version >= "3.9" and python_version < "3.13"
+pytest-cov==4.1.0 ; python_version >= "3.9" and python_version < "3.13"
+pytest==7.4.2 ; python_version >= "3.9" and python_version < "3.13"
+python-dateutil==2.8.2 ; python_version >= "3.9" and python_version < "3.13"
+pytz==2023.3.post1 ; python_version >= "3.9" and python_version < "3.13"
+pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
+setuptools==68.2.2 ; python_version >= "3.9" and python_version < "3.13"
+six==1.16.0 ; python_version >= "3.9" and python_version < "3.13"
+tomli==2.0.1 ; python_version >= "3.9" and python_version < "3.11"
+tomlkit==0.12.1 ; python_version >= "3.9" and python_version < "3.13"
+typeguard==4.1.5 ; python_version >= "3.9" and python_version < "3.13"
+typing-extensions==4.8.0 ; python_version >= "3.9" and python_version < "3.13"
+typing-inspect==0.9.0 ; python_version >= "3.9" and python_version < "3.13"
+tzdata==2023.3 ; python_version >= "3.9" and python_version < "3.13"
+virtualenv==20.24.5 ; python_version >= "3.9" and python_version < "3.13"
+wrapt==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
+zipp==3.17.0 ; python_version >= "3.9" and python_version < "3.10"
diff --git a/requirements/requirements.txt b/requirements/requirements.txt
index 404e408..cd8aa84 100644
--- a/requirements/requirements.txt
+++ b/requirements/requirements.txt
@@ -1,25 +1,27 @@
-cfgv==3.4.0 ; python_version >= "3.11" and python_version < "3.13"
-distlib==0.3.7 ; python_version >= "3.11" and python_version < "3.13"
-filelock==3.12.4 ; python_version >= "3.11" and python_version < "3.13"
-identify==2.5.29 ; python_version >= "3.11" and python_version < "3.13"
-multimethod==1.9.1 ; python_version >= "3.11" and python_version < "3.13"
-mypy-extensions==1.0.0 ; python_version >= "3.11" and python_version < "3.13"
-nodeenv==1.8.0 ; python_version >= "3.11" and python_version < "3.13"
-numpy==1.26.0 ; python_version >= "3.11" and python_version < "3.13"
-packaging==23.1 ; python_version >= "3.11" and python_version < "3.13"
-pandas==2.1.0 ; python_version >= "3.11" and python_version < "3.13"
-pandera==0.16.1 ; python_version >= "3.11" and python_version < "3.13"
-platformdirs==3.10.0 ; python_version >= "3.11" and python_version < "3.13"
-pre-commit==3.4.0 ; python_version >= "3.11" and python_version < "3.13"
-pydantic==1.10.12 ; python_version >= "3.11" and python_version < "3.13"
-python-dateutil==2.8.2 ; python_version >= "3.11" and python_version < "3.13"
-pytz==2023.3.post1 ; python_version >= "3.11" and python_version < "3.13"
-pyyaml==6.0.1 ; python_version >= "3.11" and python_version < "3.13"
-setuptools==68.2.2 ; python_version >= "3.11" and python_version < "3.13"
-six==1.16.0 ; python_version >= "3.11" and python_version < "3.13"
-typeguard==4.1.5 ; python_version >= "3.11" and python_version < "3.13"
-typing-extensions==4.7.1 ; python_version >= "3.11" and python_version < "3.13"
-typing-inspect==0.9.0 ; python_version >= "3.11" and python_version < "3.13"
-tzdata==2023.3 ; python_version >= "3.11" and python_version < "3.13"
-virtualenv==20.24.5 ; python_version >= "3.11" and python_version < "3.13"
-wrapt==1.15.0 ; python_version >= "3.11" and python_version < "3.13"
+cfgv==3.4.0 ; python_version >= "3.9" and python_version < "3.13"
+distlib==0.3.7 ; python_version >= "3.9" and python_version < "3.13"
+filelock==3.12.4 ; python_version >= "3.9" and python_version < "3.13"
+identify==2.5.29 ; python_version >= "3.9" and python_version < "3.13"
+importlib-metadata==6.8.0 ; python_version >= "3.9" and python_version < "3.10"
+multimethod==1.9.1 ; python_version >= "3.9" and python_version < "3.13"
+mypy-extensions==1.0.0 ; python_version >= "3.9" and python_version < "3.13"
+nodeenv==1.8.0 ; python_version >= "3.9" and python_version < "3.13"
+numpy==1.26.0 ; python_version >= "3.9" and python_version < "3.13"
+packaging==23.1 ; python_version >= "3.9" and python_version < "3.13"
+pandas==2.1.0 ; python_version >= "3.9" and python_version < "3.13"
+pandera==0.16.1 ; python_version >= "3.9" and python_version < "3.13"
+platformdirs==3.10.0 ; python_version >= "3.9" and python_version < "3.13"
+pre-commit==3.4.0 ; python_version >= "3.9" and python_version < "3.13"
+pydantic==1.10.12 ; python_version >= "3.9" and python_version < "3.13"
+python-dateutil==2.8.2 ; python_version >= "3.9" and python_version < "3.13"
+pytz==2023.3.post1 ; python_version >= "3.9" and python_version < "3.13"
+pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
+setuptools==68.2.2 ; python_version >= "3.9" and python_version < "3.13"
+six==1.16.0 ; python_version >= "3.9" and python_version < "3.13"
+typeguard==4.1.5 ; python_version >= "3.9" and python_version < "3.13"
+typing-extensions==4.8.0 ; python_version >= "3.9" and python_version < "3.13"
+typing-inspect==0.9.0 ; python_version >= "3.9" and python_version < "3.13"
+tzdata==2023.3 ; python_version >= "3.9" and python_version < "3.13"
+virtualenv==20.24.5 ; python_version >= "3.9" and python_version < "3.13"
+wrapt==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
+zipp==3.17.0 ; python_version >= "3.9" and python_version < "3.10"

From 105f3223bb0a1a41466d96f4d707ac112b85145d Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 22:39:01 +0200
Subject: [PATCH 08/15] =?UTF-8?q?=F0=9F=91=B7updated=20job=20`linting`=20i?=
 =?UTF-8?q?n=20github=20workflow=20pipeline?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index 140e8e4..c83905d 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -59,7 +59,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [ 3.8, 3.9, "3.11" ]
+        python-version: [ "3.9","3.10", "3.11" ]
         os:  [ macos-latest, ubuntu-latest, windows-latest ]
       fail-fast: false
     steps:

From 91b27e0a1c906861a54266a2f661177959efc0c7 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 22:43:54 +0200
Subject: [PATCH 09/15] =?UTF-8?q?=F0=9F=91=95=20Fixed=20linting=20for=20ba?=
 =?UTF-8?q?ckwards=20compatibility=20of=20union=20types?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pandera_report/validator.py | 3 ++-
 tests/test_validator.py     | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/pandera_report/validator.py b/pandera_report/validator.py
index 577b33e..b7be373 100644
--- a/pandera_report/validator.py
+++ b/pandera_report/validator.py
@@ -5,6 +5,7 @@
     Optional,
     Type,
     TypedDict,
+    Union,
 )
 
 import pandas as pd
@@ -56,7 +57,7 @@ def columns(self) -> TypedDict:
         """
         return self._columns
 
-    def validate(self, schema: Type[pa.DataFrameModel] | pa.DataFrameSchema, df: pd.DataFrame) -> pd.DataFrame:
+    def validate(self, schema: Union[Type[pa.DataFrameModel], pa.DataFrameSchema], df: pd.DataFrame) -> pd.DataFrame:
         """
         Validate a DataFrame using a Pandera schema and generate a quality report.
 
diff --git a/tests/test_validator.py b/tests/test_validator.py
index 85a4972..8125942 100644
--- a/tests/test_validator.py
+++ b/tests/test_validator.py
@@ -3,6 +3,7 @@
     cast,
     Optional,
     Type,
+    Union,
 )
 
 import pandas as pd
@@ -60,7 +61,7 @@ def custom_check(cls, value: Series[str]):
 )
 def test_validator_validate(
     df_fixture: str,
-    schema: Type[pa.DataFrameModel] | pa.DataFrameSchema,
+    schema: Union[Type[pa.DataFrameModel], pa.DataFrameSchema],
     quality_report: bool,
     lazy: bool,
     columns: Optional[QualityColumnsOptions],

From 349363730071dcfc7bafefe75829a763fbeac7f9 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 22:48:12 +0200
Subject: [PATCH 10/15] =?UTF-8?q?=F0=9F=91=B7Updated=20job=20`testing`=20t?=
 =?UTF-8?q?o=20create=20coverage=20report?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index c83905d..f83fc4e 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -57,6 +57,8 @@ jobs:
 
   testing:
     runs-on: ubuntu-latest
+    env:
+      PYTEST_FLAGS: --cov=pandera_report --cov-report=term-missing --cov-report=xml --cov-append
     strategy:
       matrix:
         python-version: [ "3.9","3.10", "3.11" ]
@@ -87,7 +89,7 @@ jobs:
         run: python -m pip install -r requirements/requirements-dev.txt
       - run: mkdir coverage
       - name: Test
-        run: python -m pytest tests
+        run: python -m pytest tests ${{ env.PYTEST_FLAGS }}
       - name: Store coverage files
         uses: actions/upload-artifact@v3
         with:

From e9129007e58afe0215b5287d2984b0ba72234a61 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 22:57:59 +0200
Subject: [PATCH 11/15] =?UTF-8?q?=F0=9F=91=B7Updated=20job=20`testing`=20t?=
 =?UTF-8?q?o=20create=20coverage=20report?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml | 5 +----
 pyproject.toml                 | 7 ++++++-
 2 files changed, 7 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index f83fc4e..93a96d3 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -58,7 +58,7 @@ jobs:
   testing:
     runs-on: ubuntu-latest
     env:
-      PYTEST_FLAGS: --cov=pandera_report --cov-report=term-missing --cov-report=xml --cov-append
+      PYTEST_FLAGS: --cov=pandera_report --cov=tests --cov-report=term-missing --cov-report=xml --cov-append --cov-branch
     strategy:
       matrix:
         python-version: [ "3.9","3.10", "3.11" ]
@@ -92,6 +92,3 @@ jobs:
         run: python -m pytest tests ${{ env.PYTEST_FLAGS }}
       - name: Store coverage files
         uses: actions/upload-artifact@v3
-        with:
-          name: coverage
-          path: coverage
diff --git a/pyproject.toml b/pyproject.toml
index 7da43d4..53dc293 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -99,6 +99,8 @@ addopts = '''
     -p no:warnings
     --strict-markers
     --tb=short
+    --cov-report=xml
+    --cov-report term-missing
     --cov=pandera_report
     --cov=tests
     --cov-branch
@@ -122,12 +124,15 @@ fail_under=80
 
 [tool.coverage.run]
 branch = true
-source = ["pandera_report"]
+source = ["pandera_report", "tests"]
 omit = [
     "__init__.py",  # Exclude test files from coverage analysis
     "tests/*",  # Exclude test files from coverage analysis
 ]
 
+[tool.coverage.html]
+directory = "coverage"
+
 
 [tool.pylint.MASTER]
 ignore-patterns = 'tests/,test_(.)*\.py,conftest.py'

From 964e857d5a1b19e21c20f009cec2191ac3f91825 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 23:02:52 +0200
Subject: [PATCH 12/15] =?UTF-8?q?=F0=9F=91=B7Updated=20job=20`testing`=20t?=
 =?UTF-8?q?o=20create=20coverage=20report?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml | 5 ++++-
 pyproject.toml                 | 2 +-
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index 93a96d3..6e729be 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -58,7 +58,7 @@ jobs:
   testing:
     runs-on: ubuntu-latest
     env:
-      PYTEST_FLAGS: --cov=pandera_report --cov=tests --cov-report=term-missing --cov-report=xml --cov-append --cov-branch
+      PYTEST_FLAGS: --cov=pandera_report --cov=tests --cov-report=term-missing --cov-report=xml:coverage/coverage.xml --cov-append --cov-branch
     strategy:
       matrix:
         python-version: [ "3.9","3.10", "3.11" ]
@@ -92,3 +92,6 @@ jobs:
         run: python -m pytest tests ${{ env.PYTEST_FLAGS }}
       - name: Store coverage files
         uses: actions/upload-artifact@v3
+        with:
+          name: coverage
+          path: coverage/coverage.xml
diff --git a/pyproject.toml b/pyproject.toml
index 53dc293..9fd0078 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -99,7 +99,7 @@ addopts = '''
     -p no:warnings
     --strict-markers
     --tb=short
-    --cov-report=xml
+    --cov-report=xml:coverage/coverage.xml
     --cov-report term-missing
     --cov=pandera_report
     --cov=tests

From 4b6f2e9a68c56f5d1dc570b4eae9c5a06dbf47b9 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 23:15:04 +0200
Subject: [PATCH 13/15] =?UTF-8?q?=F0=9F=91=B7Updated=20job=20`testing`=20t?=
 =?UTF-8?q?o=20create=20coverage=20report?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml | 10 ----------
 .pre-commit-config.yaml        |  2 +-
 2 files changed, 1 insertion(+), 11 deletions(-)

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index 6e729be..e8f96f8 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -42,18 +42,8 @@ jobs:
       - name: Install Dependencies
         if: steps.cache.outputs.cache-hit != 'true'
         run: pip install -r requirements/requirements-dev.txt
-      - name: Install pre-commit
-        run: pip install pre_commit
       - name: Pip info
         run: python -m pip list
-      - name: Sort Imports
-        run: pre-commit run isort --all-files
-      - name: Black
-        if: always()
-        run: pre-commit run black --all-files
-      - name: Pylint
-        if: always()
-        run: pre-commit run pylint --all-files
 
   testing:
     runs-on: ubuntu-latest
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f134824..95bff00 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -62,4 +62,4 @@ repos:
       pass_filenames: false
 ci:
   autofix_commit_msg: 🎨 [pre-commit.ci] Auto format from pre-commit.com hooks
-  autoupdate_commit_msg: ⬆️ [pre-commit.ci] pre-commit autoupdate
+  autoupdate_commit_msg: ⬆️ [pre-commit.ci] Auto update from pre-commit hooks

From 54cb6eb5279fc32fb4b029f68eddbe980952fa15 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 23:21:51 +0200
Subject: [PATCH 14/15] =?UTF-8?q?=F0=9F=91=B7Updated=20job=20`testing`=20t?=
 =?UTF-8?q?o=20create=20coverage=20report?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml | 10 ++++++++++
 .pre-commit-config.yaml        | 14 ++++----------
 2 files changed, 14 insertions(+), 10 deletions(-)

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index e8f96f8..4744932 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -44,6 +44,16 @@ jobs:
         run: pip install -r requirements/requirements-dev.txt
       - name: Pip info
         run: python -m pip list
+      - name: iSort
+        run: pre-commit run isort --all-files
+
+      - name: Black
+        if: always()
+        run: pre-commit run black --all-files
+
+      - name: Pylint
+        if: always()
+        run: pre-commit run pylint --all-files
 
   testing:
     runs-on: ubuntu-latest
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 95bff00..333f939 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -30,18 +30,12 @@ repos:
     rev: 23.3.0
     hooks:
       - id: black
-  - repo: local
+  - repo: https://github.com/pycqa/pylint
+    rev: v2.17.3
     hooks:
       - id: pylint
-        name: pylint
-        entry: poetry run pylint
-        language: system
-        types: [python]
-        args: [
-          "-rn", # Only display messages
-          "-sn", # Don't display the score
-          "--rcfile=pyproject.toml"
-        ]
+        args: ["--disable=import-error", "--rcfile=pyproject.toml"]
+
   - repo: local
     hooks:
     - id: update-requirements-txt

From 6d3d3b355c99a344fb2f53e213b460719740cb25 Mon Sep 17 00:00:00 2001
From: Pit Nahrstedt <pit_nahrstedt@web.de>
Date: Wed, 20 Sep 2023 23:25:05 +0200
Subject: [PATCH 15/15] =?UTF-8?q?=F0=9F=91=B7Updated=20job=20`testing`=20t?=
 =?UTF-8?q?o=20create=20coverage=20report?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/pipeline.yml | 2 --
 .pre-commit-config.yaml        | 2 --
 2 files changed, 4 deletions(-)

diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index 4744932..7d099f9 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -46,11 +46,9 @@ jobs:
         run: python -m pip list
       - name: iSort
         run: pre-commit run isort --all-files
-
       - name: Black
         if: always()
         run: pre-commit run black --all-files
-
       - name: Pylint
         if: always()
         run: pre-commit run pylint --all-files
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 333f939..a918847 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,5 @@
 # See https://pre-commit.com for more information
 # See https://pre-commit.com/hooks.html for more hooks
-default_language_version:
-  python: python3.11
 repos:
 
   - repo: https://github.com/pre-commit/pre-commit-hooks