# Time Series AIKP Base Module

`ocli.aikp.timeseries` module provides common functionality for time-series related tasks in OCLI.

The base module provides `BaseTimeSeriesTemplate` which overrides standard OCLI strategies to support Zarr-based time series:

## Shared Strategies

see `ocli.aikp.timeseries.strategies`

- `TimeseriesMakeGeoJSON`: Generates metadata compliant with the `TimeSeries` specification, including temporal coordinates and S3 proxy URLs.
- `TimeseriesUpload`: Handles recursive upload of Zarr stores to Object Storage.

## Features
 
- **State Machine**: Shared `setup`, `calculation`, and `publication` commands.
- **Configurable Filters**: `satellite_type`, `max_products`, `cloud_cover`.
- **Zarr Storage**: Shared logic for managing temporal Zarr stores.
- **Iteration Recipes**: Automatically generates and archives child recipes for each time slice to ensure reproducibility and correct spatial alignment (zones).
- **Reusable Adapter**: `TimeSeriesAdapter` for fetching and downloading products.

## Submodules

- [ocli.aikp.timeseries.index](./index/README.md): Concrete implementation for spectral indices (NDVI, NDWI, etc.).