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Smart Grid Energy Trader — Dataset

Complete training and evaluation dataset for the Smart Grid OpenEnv environment.

Files

File Rows Description
states.csv 216 All environment states across all tasks
episodes.csv 3,860 Full episode rollouts with agent decisions
price_patterns.csv 96 24-hour price curves for 4 market scenarios
llm_prompts.jsonl 500 LLM training examples in OpenAI chat format

states.csv columns

Column Type Description
task_id int 1=easy, 2=medium, 3=hard
day int Day number (1–7)
hour int Hour (0–23)
weather str sunny / cloudy / stormy
solar_output float kWh from solar this hour
wind_output float kWh from wind this hour
generation float Total kWh generated
grid_price float Rs per kWh
home_demand float kWh homes need
price_zone str peak / mid / off_peak
is_storm_day int 1 if stormy (Task 3 Days 4–5)
is_spike_day int 1 if price spike (Task 3 Day 6)

episodes.csv columns

All state columns above, plus:

Column Type Description
episode_id int Unique episode identifier
seed int Random seed used
battery_level float Battery % at this step
rule_action int Rule-based agent decision
rule_action_name str STORE / DISTRIBUTE / SELL
rule_reward float Reward from rule-based action
optimal_action int Optimal agent decision
optimal_action_name str STORE / DISTRIBUTE / SELL
optimal_reward float Reward from optimal action
reward_gap float How much better optimal was

llm_prompts.jsonl format

{
  "messages": [
    {"role": "system",    "content": "You manage a microgrid..."},
    {"role": "user",      "content": "Current state:\n{...}"},
    {"role": "assistant", "content": "{\"action\": 2}"}
  ],
  "optimal_action": 2,
  "optimal_action_name": "SELL",
  "reason": "Grid price is high (11.5 Rs/kWh). Sell to maximize revenue.",
  "task_id": 2
}

Regenerate

python generate_dataset.py
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