Move anomaly_detection jobs to spark3
- Update factory to differenciate between dag_id and processed dataset
- Move DAG factory to the DAG folder as it is not reused
- Use spark3 default_args in dags
- Use refinery-job v0.2.1 in dags
- Add minimal test for each dag