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| Path | What It Is | Typical Use | |------|------------|-------------| | data/raw/*.csv | Raw smart‑meter logs (timestamp, meter_id, voltage, kWh). | Baseline ETL exercises. | | data/processed/*.parquet | Cleaned, type‑cast, and de‑duplicated version. | Direct ingestion into analytics pipelines. | | scripts/preprocess.py | Python script that transforms raw CSV → Parquet, handling missing values and timezone normalization. | Run once to reproduce the processed/ folder on new data. | | notebooks/02_load_forecast.ipynb | End‑to‑end demand‑forecast model (ARIMA + Gradient Boosting). | Learning reference for time‑series forecasting. | | docker/Dockerfile | Minimal Ubuntu‑based image with Python 3.11, pandas, scikit‑learn, and the AMS‑Cherish SDK. | Spin up a reproducible environment in seconds. | | docs/Install_Guide.pdf | Step‑by‑step installation guide for the Docker image and SDK. | On‑boarding new team members. |