# Simulacrum Python SDK

## Docs

- [Preparing time series](https://docs.smlcrm.com/guides/data-preparation.md): Clean and transform source data before you send it to the Simulacrum forecasting API.
- [Error handling](https://docs.smlcrm.com/guides/error-handling.md): Catch and respond to Simulacrum exceptions in production systems.
- [Forecasting workflows](https://docs.smlcrm.com/guides/forecasting.md): Structure client calls, batching, and post-processing strategies for Simulacrum forecasts.
- [Integration patterns](https://docs.smlcrm.com/guides/integration.md): Embed Simulacrum forecasts into pipelines, jobs, and products.
- [Validation & observability](https://docs.smlcrm.com/guides/validation.md): Keep credentials healthy and track service health with Simulacrum's validation endpoint.
- [Welcome to Simulacrum](https://docs.smlcrm.com/index.md): Forecast faster with a Python-first SDK that wraps Simulacrum's time-series foundation models.
- [Quickstart](https://docs.smlcrm.com/quickstart.md): Install the Simulacrum SDK, authenticate, and deliver your first forecast.
- [Simulacrum client](https://docs.smlcrm.com/reference/client.md): Public methods on the high-level `Simulacrum` Python class.
- [Configuration constants](https://docs.smlcrm.com/reference/config.md): Runtime configuration exposed by the SDK.
- [REST API overview](https://docs.smlcrm.com/reference/endpoints.md): Overview of REST endpoints. See individual endpoint pages for playground.
- [Exception hierarchy](https://docs.smlcrm.com/reference/errors.md): Errors raised by the Simulacrum SDK and how to react to them.
- [Forecast](https://docs.smlcrm.com/reference/forecast.md): Generate a next-step forecast for a univariate time series.
- [Data models](https://docs.smlcrm.com/reference/models.md): Request and response schemas used by the Simulacrum SDK.
- [Validate API key](https://docs.smlcrm.com/reference/validate.md): Validate an API key and retrieve metadata.

## Optional

- [Simulacrum PyPi Distribution](https://pypi.org/project/simulacrum-sdk/)
- [Support](mailto:support@smlcrm.com)