ClimaDC

ClimaDC is a leakage-aware, contract-first framework for climate-aware data-center forecasting and shadow decision evaluation.

Use it to validate climate/DC time semantics, run temporal baselines, calibrate uncertainty, compare an energy-conserving shadow decision policy, and publish an eight-file research record. The Alpha is an offline research framework—not an online controller or a claim of production energy savings.

flowchart LR
    A["Climate + DC inputs"] --> B["Canonical contracts"]
    B --> C["LeakageGuard"]
    C --> D["Temporal benchmark"]
    D --> E["Calibration + evaluation"]
    E --> F["Shadow decision"]
    F --> G["Auditable artifacts"]

Start with the five-command Quickstart, then read the issue_time / available_at / valid_time guide. The WeatherDC example separates a fully offline synthetic benchmark from verified upstream conversion-only mode.

Current boundary

Implemented adapters cover local CSV/Parquet, optional Xarray, Open-Meteo, and WeatherDC conversion. The full WeatherDC path converts HII observations and meter data but does not fabricate historical forecast availability, workload, control, or full retraining results.