kbt-devops
a643767359
Add complete test data preparation system for energy trading strategy demo. Includes configuration, data generation scripts, and validation tools for 7 datasets covering electricity prices, battery capacity, renewable/conventional generation, load profiles, data centers, and mining data. Excluded from git: Actual parquet data files (data/raw/, data/processed/) can be regenerated using the provided scripts. Datasets: - electricity_prices: Day-ahead and real-time prices (5 regions) - battery_capacity: Storage system charge/discharge cycles - renewable_generation: Solar, wind, hydro with forecast errors - conventional_generation: Gas, coal, nuclear plant outputs - load_profiles: Regional demand with weather correlations - data_centers: Power demand profiles including mining operations - mining_data: Hashrate, price, profitability (mempool.space API)
97 lines
2.1 KiB
YAML
97 lines
2.1 KiB
YAML
# Energy Test Data Configuration
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# For energy trading strategy demo
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time_range:
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# Last 10 days from current date (adjustable)
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start_date: "2026-01-31"
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end_date: "2026-02-10"
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granularity: "1min" # 1-minute intervals
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regions:
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# European energy markets
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- "FR" # France
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- "BE" # Belgium
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- "DE" # Germany
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- "NL" # Netherlands
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- "UK" # United Kingdom
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data_sources:
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electricity_prices:
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type: "hybrid"
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historical_source: "epex_spot"
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synthetic_patterns: true
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battery_capacity:
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type: "synthetic"
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num_batteries: 10
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renewable_generation:
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type: "synthetic"
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plants_per_source: 5
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sources: ["solar", "wind", "hydro"]
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conventional_generation:
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type: "synthetic"
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num_plants: 10
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fuel_types: ["gas", "coal", "nuclear"]
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load_profiles:
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type: "synthetic"
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historical_source: "entso_e"
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data_centers:
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type: "synthetic"
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num_centers: 5
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special_client: "bitcoin"
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bitcoin_mining:
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type: "hybrid"
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historical_source: "mempool.space"
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synthetic_patterns: true
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output:
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format: "parquet"
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compression: "snappy"
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target_size_mb: 200
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precision: "float32"
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generation:
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seed: 42
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add_noise: true
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noise_level: 0.05
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include_outliers: true
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outlier_rate: 0.01
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include_missing_values: true
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missing_rate: 0.005
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battery:
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capacity_range: [10, 100] # MWh
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charge_rate_range: [5, 50] # MW
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discharge_rate_range: [5, 50] # MW
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efficiency_range: [0.85, 0.95]
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degradation_rate: 0.001
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renewable:
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solar:
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capacity_range: [50, 500] # MW
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forecast_error_sd: 0.15
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wind:
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capacity_range: [100, 800] # MW
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forecast_error_sd: 0.20
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hydro:
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capacity_range: [50, 300] # MW
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forecast_error_sd: 0.05
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conventional:
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gas:
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capacity_range: [200, 1000] # MW
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marginal_cost_range: [30, 80] # EUR/MWh
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coal:
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capacity_range: [300, 1500] # MW
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marginal_cost_range: [40, 70] # EUR/MWh
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nuclear:
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capacity_range: [800, 1600] # MW
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marginal_cost_range: [10, 30] # EUR/MWh
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data_center:
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power_demand_range: [10, 100] # MW
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price_sensitivity_range: [0.8, 1.2]
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bitcoin:
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hashrate_range: [150, 250] # EH/s
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mining_efficiency_range: [25, 35] # J/TH
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