Merge dev into main

rahiqraees · rahiqraees · commit 7baad1af9aa6 · 2026-02-03T16:31:35.000-08:00
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
@@ -31,4 +31,9 @@ jobs:
 
       - name: Run tests with coverage
         run: |
-          pytest --cov --cov-report=term --cov-branch
+          pytest --cov --cov-report=term --cov-report=xml --cov-branch
+
+      - name: Upload coverage reports to Codecov
+        uses: codecov/codecov-action@v5
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
@@ -1,9 +1,6 @@
-name: deploy-test-pypi
+name: build-and-deploy
 
 on:
-  push:
-  pull_request:
-    branches: [ main ]
   workflow_dispatch:
 
 jobs:
@@ -17,7 +14,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v4
         with:
-          python-version: '3.14'
+          python-version: '3.13'
 
       - name: Install dependencies
         run: |
@@ -43,7 +40,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v4
         with:
-          python-version: '3.14'
+          python-version: '3.13'
 
       - name: Install hatch
         run: |
diff --git a/.github/workflows/docs-publish.yml b/.github/workflows/docs-publish.yml
@@ -1,5 +1,4 @@
-name: 03b-quartodoc-publish
-
+name: Publish Documentation to GitHub Pages
 on:
   pull_request:
     branches: [ main ]
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
@@ -0,0 +1,46 @@
+name: Release to TestPyPI
+
+on:
+  push:
+    tags:
+      - "v*"  # Triggers when you push a tag like v0.1.4, v1.0.0, etc.
+  workflow_dispatch:  # Allows manual triggering
+
+jobs:
+  build-and-publish:
+    name: Build and Publish to TestPyPI
+    runs-on: ubuntu-latest
+    
+    steps:
+      # 1. Check out the code with full git history (required for hatch-vcs to see tags)
+      - name: Check out repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0  # CRITICAL: Fetch all history including tags
+
+      # 2. Set up Python
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.13"
+
+      # 3. Install dev dependencies including hatch
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install -e ".[dev]"
+
+      # 4. Build the package
+      # hatch-vcs will automatically detect the git tag and use it as the version
+      - name: Build package
+        run: hatch build
+
+      # 5. Publish to TestPyPI
+      - name: Publish to TestPyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          user: __token__
+          password: ${{ secrets.TEST_PYPI_API_TOKEN }}
+          repository-url: https://test.pypi.org/legacy/
+          verbose: true  # Shows detailed output for debugging
+          skip-existing: true  # Skip if version already exists
diff --git a/.gitignore b/.gitignore
@@ -243,3 +243,8 @@ cython_debug/
 
 # Hatch-VCS
 _version.py
+
+/.quarto/
+
+# Hatch version file (auto-generated from git tags)
+src/pyos_data_validation/__version__.py
diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -16,6 +16,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Improved `DriftReport` to include missingness-related changes.
 - Updated documentation for `compare_contracts` with explicit drift definitions and directionality.
 - Renamed the package in documentation/metadata to `pyos_data_validation`.
+- Removed shell prompt and split commands inside README command snippets for easier copy/paste.
+- Standardized docstrings across public APIs (consistent Notes formatting, Raises sections).
+- Added hyperlinks to Pandera, Great Expectations, and Pydantic in README comparison section.
+- Added docs to the developer guid install list for quartodoc build to work.
 
 ### Tests
 - Added comprehensive unit tests for `compare_contracts`, covering schema drift, constraint drift, edge cases, and error handling.
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
@@ -16,6 +16,11 @@ You can contribute in many ways, for example:
     - [Submit Feedback](#submit-feedback)
   - [Get Started!](#get-started)
     - [Pull Request Guidelines](#pull-request-guidelines)
+  - [Development Tools, Infrastructure, and Practices](#development-tools-infrastructure-and-practices)
+    - [Development Tools](#development-tools)
+    - [GitHub Infrastructure](#github-infrastructure)
+    - [Organizational and Collaboration Practices](#organizational-and-collaboration-practices)
+  - [Scaling Considerations](#scaling-considerations)
 
 ### Report Bugs
 
@@ -114,3 +119,44 @@ Before you submit a pull request, check that it meets these guidelines:
    new functionality into a function with a docstring.
 3. Your pull request will automatically be checked by the full test suite.
    It needs to pass all of them before it can be considered for merging.
+
+---
+
+## Development Tools, Infrastructure, and Practices
+
+This project applies modern Python development workflows and collaborative practices learned in DSCI 524, with a strong emphasis on reproducibility, automation, and code quality.
+
+### Development Tools
+
+* **Hatch** is used for environment management, testing, and task execution. This ensures consistent developer environments and simplifies common workflows such as running tests and checks.
+* **Ruff** is used for formatting and linting to enforce PEP 8–compliant, readable code and to provide fast feedback during development.
+* **Pytest** is used for automated testing to validate correctness and prevent regressions as the codebase evolves.
+* **Quartodoc + Quarto** are used to generate API documentation directly from docstrings, ensuring documentation stays closely aligned with the code.
+
+### GitHub Infrastructure
+
+* **GitHub Issues** are used to track bugs, feature requests, and documentation improvements, with labels (`bug`, `enhancement`, `help wanted`) to organize work and encourage contributions.
+* **Pull Requests** are the primary mechanism for code review, discussion, and integration. All changes are reviewed before merging.
+* **GitHub Actions (CI)** automatically run tests, formatting checks, and build steps on every pull request to `main`, ensuring consistent quality standards and preventing broken code from being merged.
+* **Branch-based development** is used, with feature and fix branches (`feat/*`, `fix/*`) to keep the main branch stable.
+
+### Organizational and Collaboration Practices
+
+* **Semantic commit messages** (Conventional Commits) improve readability of the project history and support changelog generation.
+* **Consistent docstring standards** ensure functions are easy to understand and maintain, especially for new contributors.
+* **Clear contribution guidelines** lower the barrier to entry for contributors and help standardize collaboration across the team.
+
+---
+
+## Scaling Considerations
+
+If this project (or a similar one) were to scale to a larger user base or contributor community, the following tools and practices would be adopted or expanded:
+
+* **Stricter CI gates**, such as required test coverage thresholds and branch protection rules, to maintain code quality at scale.
+* **Dependency monitoring** tools (e.g., Dependabot) to keep dependencies secure and up to date.
+* **Pre-commit hooks** to catch formatting, linting, and documentation issues earlier in the development cycle.
+* **Expanded documentation and examples**, including tutorials and usage guides, to support a broader audience.
+* **Issue and PR templates refinement**, ensuring high-quality reports and consistent reviews as contribution volume grows.
+
+These tools and practices help ensure that the project remains maintainable, reliable, and welcoming as it scales in complexity and community size.
+
diff --git a/README.md b/README.md
@@ -2,20 +2,18 @@
 
 |        |        |
 |--------|--------|
-| Package | [![Latest PyPI Version](https://img.shields.io/pypi/v/pyos_data_validation.svg)](https://pypi.org/project/pyos_data_validation/) [![Supported Python Versions](https://img.shields.io/pypi/pyversions/pyos_data_validation.svg)](https://pypi.org/project/pyos_data_validation/) |
-| CI / Release | [![deploy-test-pypi](https://github.com/UBC-MDS/DSCI_524_G26_Data_Validation/actions/workflows/deploy.yml/badge.svg?branch=main)](https://github.com/UBC-MDS/DSCI_524_G26_Data_Validation/actions/workflows/deploy.yml) |
+| Package | [![TestPyPI](https://img.shields.io/badge/TestPyPI-0.1.3-blue)](https://test.pypi.org/project/pyos-data-validation/) [![Python](https://img.shields.io/badge/python-3.10%20%7C%203.11%20%7C%203.12%20%7C%203.13-blue)](https://test.pypi.org/project/pyos-data-validation/) |
+| CI / Release | [![deploy-test-pypi](https://github.com/UBC-MDS/DSCI_524_G26_Data_Validation/actions/workflows/deploy.yml/badge.svg?branch=main)](https://github.com/UBC-MDS/DSCI_524_G26_Data_Validation/actions/workflows/deploy.yml) [![codecov](https://codecov.io/gh/UBC-MDS/DSCI_524_G26_Data_Validation/branch/main/graph/badge.svg)](https://codecov.io/gh/UBC-MDS/DSCI_524_G26_Data_Validation) |
 | Meta   | [![Code of Conduct](https://img.shields.io/badge/Contributor%20Covenant-v2.0%20adopted-ff69b4.svg)](CODE_OF_CONDUCT.md) |
 | Documentation | [View Full Documentation](https://ubc-mds.github.io/DSCI_524_G26_Data_Validation/) |
 
-
-
 `pyos_data_validation` is a lightweight Python package for defining, validating, and comparing **data contracts** for tabular datasets. It enables data scientists to formalize assumptions about their data—such as schema, missingness constraints, numeric ranges, and categorical domains—and to automatically validate new datasets against those expectations. The package supports reproducible workflows and CI-friendly automation by producing structured validation outputs and clear, actionable error messages suitable for use in unit tests and GitHub Actions.
 
 ---
 
 ## Table of Contents
-- [Quick Start](#get-started)
 - [Function Reference](#function-reference)
+- [Quick Start](#get-started)
 - [Usage Examples](#usage-examples)
 - [Developer Guide](#developer-guide)
 - [Contributors](#contributors)
@@ -468,12 +466,12 @@ print(f"Validation passed: {summary.ok}")
 print(f"Total issues: {len(result.issues)}")
 
 # Show top 5 most severe issues
-print("\n🔴 Top Issues to Fix:")
+print("\n Top Issues to Fix:")
 for i, issue in enumerate(summary.top_issues, 1):
     print(f"{i}. [{issue.kind}] {issue.column}: {issue.message}")
 
 # Example output:
-# 🔴 Top Issues to Fix:
+#  Top Issues to Fix:
 # 1. [missing_column] user_id: Missing required column: user_id
 # 2. [extra_column] debug_flag: Unexpected extra column: debug_flag
 # 3. [dtype] age: age: expected int64, got object
@@ -501,16 +499,16 @@ for kind, count in summary.counts_by_kind.items():
 
 `pyos_data_validation` is inspired by production-grade data validation frameworks but serves a different purpose:
 
-| Feature | pyos_data_validation | Pandera | Great Expectations | Pydantic |
+| Feature | pyos_data_validation | [Pandera](https://pandera.readthedocs.io/) | [Great Expectations](https://greatexpectations.io/) | [Pydantic](https://docs.pydantic.dev/) |
 |---------|---------------------|---------|-------------------|----------|
 | **Target Use Case** | Educational, lightweight validation | Production data validation | Enterprise data quality | API input validation |
 | **Learning Curve** | Low | Medium | High | Low-Medium |
-| **Contract Inference** | ✅ Automatic | ⚠️ Limited | ✅ Profiling | ❌ Manual only |
-| **Drift Detection** | ✅ Built-in | ❌ No | ✅ Via profiling | ❌ No |
-| **Tabular Data Focus** | ✅ Yes | ✅ Yes | ✅ Yes | ❌ No (objects) |
-| **CI/CD Friendly** | ✅ Simple integration | ✅ Yes | ⚠️ Complex setup | ✅ Yes |
-| **Minimal Dependencies** | ✅ pandas only | ⚠️ Medium | ❌ Heavy | ✅ Minimal |
-| **Validation Customization** | ⚠️ Basic | ✅ Extensive | ✅ Extensive | ✅ Extensive |
+| **Contract Inference** |  Automatic |  Limited |  Profiling |  Manual only |
+| **Drift Detection** |  Built-in |  No |  Via profiling |  No |
+| **Tabular Data Focus** |  Yes | Yes | Yes | No (objects) |
+| **CI/CD Friendly** | Simple integration | Yes |  Complex setup |  Yes |
+| **Minimal Dependencies** |  pandas only |  Medium |  Heavy |  Minimal |
+| **Validation Customization** |  Basic |  Extensive |  Extensive |  Extensive |
 
 **When to use pyos_data_validation:**
 - Small to medium projects
@@ -520,17 +518,19 @@ for kind, count in summary.counts_by_kind.items():
 - When you need simple drift detection out of the box
 
 **When to use alternatives:**
-- **Pandera**: Production ML pipelines with complex validation rules and custom checks
-- **Great Expectations**: Enterprise data quality monitoring with extensive reporting and data docs
-- **Pydantic**: API request/response validation or configuration management with type safety
+- **[Pandera](https://pandera.readthedocs.io/)**: Production ML pipelines with complex validation rules and custom checks
+- **[Great Expectations](https://greatexpectations.io/)**: Enterprise data quality monitoring with extensive reporting and data docs
+- **[Pydantic](https://docs.pydantic.dev/)**: API request/response validation or configuration management with type safety
 
 ---
 
 ## Get started
 
 You can install this package locally into your preferred Python environment using pip:
 
-    $ pip install -e .
+```bash
+    pip install -e .
+```
 
 ### Basic usage
 
@@ -574,20 +574,30 @@ Clone the repository:
 
 ```bash
 git clone https://github.com/UBC-MDS/DSCI_524_G26_Data_Validation.git
+```
+
+Change the directory to the project:
+
+```bash
 cd DSCI_524_G26_Data_Validation
 ```
 
-Create and activate the conda environment:
+Create the conda environment:
 
 ```bash
 conda env create -f environment.yml
+```
+
+Activate the environment: 
+
+```bash
 conda activate pyos_data_validation
 ```
 
 Install the package in editable mode with development dependencies:
 
 ```bash
-pip install -e ".[dev,tests]"
+pip install -e ".[dev,tests,docs]"
 ```
 
 ### Running tests
@@ -670,7 +680,3 @@ View the live documentation at: https://ubc-mds.github.io/DSCI_524_G26_Data_Vali
 - [Full Documentation](https://ubc-mds.github.io/DSCI_524_G26_Data_Validation/)
 - [Issue Tracker](https://github.com/UBC-MDS/DSCI_524_G26_Data_Validation/issues)
 - [Project Board](https://github.com/UBC-MDS/DSCI_524_G26_Data_Validation/projects?query=is%3Aopen)
-- [Pandera](https://github.com/unionai-oss/pandera)
-- [Great Expectations](https://github.com/great-expectations/great_expectations)
-- [Pydantic](https://github.com/pydantic/pydantic)
-
diff --git a/objects.json b/objects.json
@@ -0,0 +1 @@
+{"project": "pyos_data_validation", "version": "0.0.9999", "count": 15, "items": [{"name": "pyos_data_validation.infer_contract.infer_contract", "domain": "py", "role": "function", "priority": "1", "uri": "reference/infer_contract.html#pyos_data_validation.infer_contract.infer_contract", "dispname": "-"}, {"name": "pyos_data_validation.infer_contract", "domain": "py", "role": "module", "priority": "1", "uri": "reference/infer_contract.html#pyos_data_validation.infer_contract", "dispname": "-"}, {"name": "pyos_data_validation.validate_contract.validate_contract", "domain": "py", "role": "function", "priority": "1", "uri": "reference/validate_contract.html#pyos_data_validation.validate_contract.validate_contract", "dispname": "-"}, {"name": "pyos_data_validation.validate_contract", "domain": "py", "role": "module", "priority": "1", "uri": "reference/validate_contract.html#pyos_data_validation.validate_contract", "dispname": "-"}, {"name": "pyos_data_validation.compare_contracts.compare_contracts", "domain": "py", "role": "function", "priority": "1", "uri": "reference/compare_contracts.html#pyos_data_validation.compare_contracts.compare_contracts", "dispname": "-"}, {"name": "pyos_data_validation.compare_contracts", "domain": "py", "role": "module", "priority": "1", "uri": "reference/compare_contracts.html#pyos_data_validation.compare_contracts", "dispname": "-"}, {"name": "pyos_data_validation.summarize_violations.summarize_violations", "domain": "py", "role": "function", "priority": "1", "uri": "reference/summarize_violations.html#pyos_data_validation.summarize_violations.summarize_violations", "dispname": "-"}, {"name": "pyos_data_validation.summarize_violations", "domain": "py", "role": "module", "priority": "1", "uri": "reference/summarize_violations.html#pyos_data_validation.summarize_violations", "dispname": "-"}, {"name": "pyos_data_validation.types.ColumnRule", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.ColumnRule.html#pyos_data_validation.types.ColumnRule", "dispname": "-"}, {"name": "pyos_data_validation.types.Contract", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.Contract.html#pyos_data_validation.types.Contract", "dispname": "-"}, {"name": "pyos_data_validation.types.Issue", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.Issue.html#pyos_data_validation.types.Issue", "dispname": "-"}, {"name": "pyos_data_validation.types.ValidationResult", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.ValidationResult.html#pyos_data_validation.types.ValidationResult", "dispname": "-"}, {"name": "pyos_data_validation.types.DriftReport", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.DriftReport.html#pyos_data_validation.types.DriftReport", "dispname": "-"}, {"name": "pyos_data_validation.types.Summary", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.Summary.html#pyos_data_validation.types.Summary", "dispname": "-"}, {"name": "pyos_data_validation.types.ContractViolationError", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.ContractViolationError.html#pyos_data_validation.types.ContractViolationError", "dispname": "-"}]}
diff --git a/pyproject.toml b/pyproject.toml
@@ -4,16 +4,16 @@
 
 [build-system]
 build-backend = "hatchling.build"
-requires = ["hatchling"]
+requires = ["hatchling", "hatch-vcs"]  ##release - Added hatch-vcs
 
 ################################################################################
 # Project Configuration
 ################################################################################
 
 [project]
 name = "pyos_data_validation"
-# You can chose to use dynamic versioning with hatch or static where you add it manually.
-version = "0.1.3"
+# Dynamic versioning from git tags
+dynamic = ["version"]  ##release - Changed from static to dynamic
 
 description = """
 pyos_data_validation is a lightweight Python package for defining, validating, and comparing
@@ -95,6 +95,15 @@ only-packages = true
 packages = ["src/pyos_data_validation"]
 
 
+###### git tag-based version bump #####
+
+[tool.hatch.version]  ##release
+source = "vcs"  ##release
+raw-options = {version_scheme = "no-guess-dev", local_scheme = "no-local-version"}  ##release
+
+[tool.hatch.build.hooks.vcs]  ##release
+version-file = "src/pyos_data_validation/__version__.py"  ##release
+
 
 ######## Configure pytest for your test suite ########
 [tool.pytest.ini_options]
diff --git a/src/pyos_data_validation/compare_contracts.py b/src/pyos_data_validation/compare_contracts.py
@@ -52,11 +52,20 @@ def compare_contracts(contract_a, contract_b):
 
     Notes
     -----
-    - This function compares contract metadata only; it does not inspect raw data.
-    - Drift is evaluated only for columns that exist in both contracts, except for
-      added/removed columns which are detected via column name differences.
-    - None handling for optional fields (min_value/max_value/allowed_values) is
-      implementation-defined; document your chosen rule if it matters for users.
+    This function compares contract metadata only and does not inspect raw data.
+    Drift is evaluated only for columns that exist in both contracts, except for
+    added or removed columns detected via column name differences. Handling of
+    optional fields (min_value, max_value, allowed_values) is implementation-
+    defined; document your chosen rule if it matters for users.
+
+    Raises
+    ------
+    TypeError
+        If contract_a or contract_b is not a Contract instance, or if a column
+        rule is not a ColumnRule instance.
+    ValueError
+        If max_missing_frac is non-numeric, outside [0, 1], or if min_value
+        exceeds max_value.
 
     Examples
     --------
diff --git a/src/pyos_data_validation/infer_contract.py b/src/pyos_data_validation/infer_contract.py
@@ -27,6 +27,11 @@ def infer_contract(df):
         A Contract object mapping column names to ColumnRule definitions,
         describing the expected schema and constraints of the dataset.
 
+    Raises
+    ------
+    TypeError
+        If df is not a pandas DataFrame.
+
     Examples
     --------
     >>> import pandas as pd
diff --git a/src/pyos_data_validation/summarize_violations.py b/src/pyos_data_validation/summarize_violations.py
diff --git a/src/pyos_data_validation/validate_contract.py b/src/pyos_data_validation/validate_contract.py
diff --git a/tests/unit/test_compare_contracts.py b/tests/unit/test_compare_contracts.py
diff --git a/tests/unit/test_infer_contract.py b/tests/unit/test_infer_contract.py
diff --git a/tests/unit/test_summarize_violations.py b/tests/unit/test_summarize_violations.py
diff --git a/tests/unit/test_validate_contract.py b/tests/unit/test_validate_contract.py

Original file line number	Diff line number	Diff line change
`@@ -0,0 +1 @@`
	`1`	+{"project": "pyos_data_validation", "version": "0.0.9999", "count": 15, "items": [{"name": "pyos_data_validation.infer_contract.infer_contract", "domain": "py", "role": "function", "priority": "1", "uri": "reference/infer_contract.html#pyos_data_validation.infer_contract.infer_contract", "dispname": "-"}, {"name": "pyos_data_validation.infer_contract", "domain": "py", "role": "module", "priority": "1", "uri": "reference/infer_contract.html#pyos_data_validation.infer_contract", "dispname": "-"}, {"name": "pyos_data_validation.validate_contract.validate_contract", "domain": "py", "role": "function", "priority": "1", "uri": "reference/validate_contract.html#pyos_data_validation.validate_contract.validate_contract", "dispname": "-"}, {"name": "pyos_data_validation.validate_contract", "domain": "py", "role": "module", "priority": "1", "uri": "reference/validate_contract.html#pyos_data_validation.validate_contract", "dispname": "-"}, {"name": "pyos_data_validation.compare_contracts.compare_contracts", "domain": "py", "role": "function", "priority": "1", "uri": "reference/compare_contracts.html#pyos_data_validation.compare_contracts.compare_contracts", "dispname": "-"}, {"name": "pyos_data_validation.compare_contracts", "domain": "py", "role": "module", "priority": "1", "uri": "reference/compare_contracts.html#pyos_data_validation.compare_contracts", "dispname": "-"}, {"name": "pyos_data_validation.summarize_violations.summarize_violations", "domain": "py", "role": "function", "priority": "1", "uri": "reference/summarize_violations.html#pyos_data_validation.summarize_violations.summarize_violations", "dispname": "-"}, {"name": "pyos_data_validation.summarize_violations", "domain": "py", "role": "module", "priority": "1", "uri": "reference/summarize_violations.html#pyos_data_validation.summarize_violations", "dispname": "-"}, {"name": "pyos_data_validation.types.ColumnRule", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.ColumnRule.html#pyos_data_validation.types.ColumnRule", "dispname": "-"}, {"name": "pyos_data_validation.types.Contract", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.Contract.html#pyos_data_validation.types.Contract", "dispname": "-"}, {"name": "pyos_data_validation.types.Issue", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.Issue.html#pyos_data_validation.types.Issue", "dispname": "-"}, {"name": "pyos_data_validation.types.ValidationResult", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.ValidationResult.html#pyos_data_validation.types.ValidationResult", "dispname": "-"}, {"name": "pyos_data_validation.types.DriftReport", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.DriftReport.html#pyos_data_validation.types.DriftReport", "dispname": "-"}, {"name": "pyos_data_validation.types.Summary", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.Summary.html#pyos_data_validation.types.Summary", "dispname": "-"}, {"name": "pyos_data_validation.types.ContractViolationError", "domain": "py", "role": "class", "priority": "1", "uri": "reference/types.ContractViolationError.html#pyos_data_validation.types.ContractViolationError", "dispname": "-"}]}