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)
234 lines
6.3 KiB
YAML
234 lines
6.3 KiB
YAML
# Schema definitions for energy test data datasets
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schemas:
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electricity_prices:
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columns:
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- name: "timestamp"
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type: "datetime64[ns]"
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description: "Timestamp of price observation"
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- name: "region"
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type: "category"
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description: "Market region code"
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- name: "day_ahead_price"
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type: "float32"
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unit: "EUR/MWh"
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description: "Day-ahead market clearing price"
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- name: "real_time_price"
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type: "float32"
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unit: "EUR/MWh"
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description: "Real-time market price"
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- name: "capacity_price"
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type: "float32"
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unit: "EUR/MWh"
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description: "Capacity market price"
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- name: "regulation_price"
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type: "float32"
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unit: "EUR/MWh"
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description: "Frequency regulation price"
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- name: "volume_mw"
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type: "float32"
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unit: "MW"
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description: "Traded volume"
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battery_capacity:
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columns:
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- name: "timestamp"
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type: "datetime64[ns]"
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description: "Timestamp of battery state"
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- name: "battery_id"
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type: "category"
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description: "Unique battery identifier"
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- name: "capacity_mwh"
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type: "float32"
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unit: "MWh"
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description: "Total storage capacity"
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- name: "charge_level_mwh"
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type: "float32"
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unit: "MWh"
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description: "Current energy stored"
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- name: "charge_rate_mw"
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type: "float32"
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unit: "MW"
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description: "Current charging rate (positive) or discharging (negative)"
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- name: "discharge_rate_mw"
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type: "float32"
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unit: "MW"
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description: "Maximum discharge rate"
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- name: "efficiency"
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type: "float32"
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description: "Round-trip efficiency (0-1)"
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renewable_generation:
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columns:
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- name: "timestamp"
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type: "datetime64[ns]"
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description: "Timestamp of generation measurement"
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- name: "source"
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type: "category"
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description: "Renewable source type (solar, wind, hydro)"
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- name: "plant_id"
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type: "category"
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description: "Unique plant identifier"
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- name: "generation_mw"
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type: "float32"
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unit: "MW"
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description: "Actual generation output"
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- name: "forecast_mw"
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type: "float32"
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unit: "MW"
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description: "Forecasted generation"
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- name: "actual_mw"
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type: "float32"
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unit: "MW"
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description: "Actual measured generation (after correction)"
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- name: "capacity_factor"
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type: "float32"
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description: "Capacity utilization factor (0-1)"
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conventional_generation:
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columns:
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- name: "timestamp"
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type: "datetime64[ns]"
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description: "Timestamp of generation measurement"
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- name: "plant_id"
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type: "category"
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description: "Unique plant identifier"
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- name: "fuel_type"
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type: "category"
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description: "Primary fuel type (gas, coal, nuclear)"
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- name: "generation_mw"
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type: "float32"
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unit: "MW"
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description: "Current generation output"
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- name: "marginal_cost"
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type: "float32"
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unit: "EUR/MWh"
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description: "Short-run marginal cost"
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- name: "heat_rate"
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type: "float32"
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unit: "MMBtu/MWh"
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description: "Thermal efficiency metric"
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load_profiles:
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columns:
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- name: "timestamp"
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type: "datetime64[ns]"
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description: "Timestamp of load measurement"
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- name: "region"
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type: "category"
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description: "Region code"
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- name: "load_mw"
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type: "float32"
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unit: "MW"
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description: "Actual system load"
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- name: "forecast_mw"
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type: "float32"
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unit: "MW"
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description: "Load forecast"
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- name: "weather_temp"
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type: "float32"
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unit: "Celsius"
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description: "Average temperature"
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- name: "humidity"
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type: "float32"
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unit: "%"
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description: "Relative humidity"
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data_centers:
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columns:
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- name: "timestamp"
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type: "datetime64[ns]"
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description: "Timestamp of demand measurement"
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- name: "data_center_id"
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type: "category"
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description: "Data center identifier"
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- name: "location"
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type: "category"
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description: "Geographic location"
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- name: "power_demand_mw"
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type: "float32"
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unit: "MW"
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description: "Current power demand"
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- name: "max_bid_price"
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type: "float32"
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unit: "EUR/MWh"
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description: "Maximum price willing to pay"
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- name: "client_type"
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type: "category"
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description: "Client type (bitcoin, enterprise, etc.)"
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bitcoin_mining:
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columns:
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- name: "timestamp"
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type: "datetime64[ns]"
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description: "Timestamp of mining measurement"
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- name: "pool_id"
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type: "category"
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description: "Mining pool identifier"
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- name: "hashrate_ths"
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type: "float32"
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unit: "TH/s"
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description: "Mining pool hashrate"
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- name: "btc_price_usd"
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type: "float32"
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unit: "USD"
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description: "Bitcoin price"
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- name: "mining_profitability"
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type: "float32"
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unit: "USD/TH/day"
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description: "Mining profitability per terahash per day"
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- name: "electricity_cost"
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type: "float32"
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unit: "EUR/MWh"
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description: "Electricity cost breakeven point"
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validation_rules:
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electricity_prices:
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- column: "day_ahead_price"
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min: -500
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max: 3000
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- column: "real_time_price"
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min: -500
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max: 5000
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battery_capacity:
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- column: "charge_level_mwh"
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min: 0
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check_max: "capacity_mwh"
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- column: "efficiency"
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min: 0.5
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max: 1.0
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renewable_generation:
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- column: "generation_mw"
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min: 0
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- column: "capacity_factor"
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min: 0
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max: 1.0
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conventional_generation:
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- column: "generation_mw"
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min: 0
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- column: "heat_rate"
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min: 5
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max: 15
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load_profiles:
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- column: "load_mw"
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min: 0
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- column: "weather_temp"
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min: -30
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max: 50
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data_centers:
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- column: "power_demand_mw"
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min: 0
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- column: "max_bid_price"
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min: 0
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bitcoin_mining:
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- column: "hashrate_ths"
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min: 0
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- column: "btc_price_usd"
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min: 1000
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