245 add updated functions create calibration curve and create calibration curve times

AGENTS.md

@@ -0,0 +1,77 @@
+# rtichoke Agent Information
+
+This document provides guidance for AI agents working on the `rtichoke` repository.
+
+## Development Environment
+
+To set up the development environment, follow these steps:
+
+1. **Install `uv`**: If you don't have `uv` installed, please follow the official installation instructions.
+2. **Create a virtual environment**: Use `uv venv` to create a virtual environment.
+3. **Install dependencies**: Install the project dependencies, including the `dev` dependencies, with the following command:
+
+    ```bash
+    uv pip install -e .[dev]
+    ```
+
+## Running Tests
+
+The test suite is run using `pytest`. To run the tests, use the following command:
+
+```bash
+uv run pytest
+```
+
+## Coding Conventions
+
+### Functional Programming
+
+Strive to use a functional programming style as much as possible. Avoid side effects and mutable state where practical.
+
+### Docstrings
+
+All exported functions must have NumPy-style docstrings. This is to ensure that the documentation is clear, consistent, and can be easily parsed by tools like `quartodoc`.
+
+Example of a NumPy-style docstring:
+
+```python
+def my_function(param1, param2):
+    """Summary of the function's purpose.
+
+    Parameters
+    ----------
+    param1 : int
+        Description of the first parameter.
+    param2 : str
+        Description of the second parameter.
+
+    Returns
+    -------
+    bool
+        Description of the return value.
+    """
+    # function body
+    return True
+```
+
+## Pre-commit Hooks
+
+This repository uses pre-commit hooks to ensure code quality and consistency. The following hooks are configured:
+
+* **`ruff-check`**: A linter to check for common errors and style issues.
+* **`ruff-format`**: A code formatter to ensure a consistent code style.
+* **`uv-lock`**: A hook to keep the `uv.lock` file up to date.
+
+Before committing, please ensure that the pre-commit hooks pass. You can run them manually on all files with `pre-commit run --all-files`.
+
+## Documentation
+
+The documentation for this project is built using `quartodoc`. The documentation is automatically built and deployed via GitHub Actions. There is no need to build the documentation manually.
+
+## Type Checking
+
+This project uses `ty` for type checking. To check for type errors, run the following command:
+
+```bash
+uv run ty check src tests
+```

pyproject.toml

@@ -12,9 +12,10 @@ dependencies = [
     "polarstate==0.1.8",
     "marimo>=0.17.0",
     "pyarrow>=21.0.0",
+    "statsmodels>=0.14.0",
 ]
 name = "rtichoke"
-version = "0.1.25"
+version = "0.1.26"
 description = "interactive visualizations for performance of predictive models"
 readme = "README.md"
 

src/rtichoke/__init__.py

@@ -30,9 +30,10 @@
 )
 from rtichoke.discrimination.gains import plot_gains_curve as plot_gains_curve
 
-# from rtichoke.calibration.calibration import (
-#     create_calibration_curve as create_calibration_curve,
-# )
+from rtichoke.calibration.calibration import (
+    create_calibration_curve as create_calibration_curve,
+    create_calibration_curve_times as create_calibration_curve_times,
+)
 
 from rtichoke.utility.decision import (
     create_decision_curve as create_decision_curve,

src/rtichoke/calibration/__init__.py

@@ -1,3 +1,7 @@
 """
 Subpackage for Calibration
 """
+
+from .calibration import create_calibration_curve, create_calibration_curve_times
+
+__all__ = ["create_calibration_curve", "create_calibration_curve_times"]