Below is an agriculture report published by the USDA. It gives an overview of the fruit and nut market in the United States, with an additional focus on information pertaining to apple, avocado, grape, lemon.

Market Overview: the usda report provides an outlook on the u.s. noncitrus fruit and tree nut market for the 2021/22 marketing year. overall, fruit production is forecast to rise, with increases predicted for apples, grapes, peaches, cranberries, and cherries. however, pear production is expected to decline. tree nut supplies are forecast down from last year's record, with smaller crops of almonds and walnuts due to severe weather and drought conditions. grower prices for fruit and tree nuts remain high, driven by factors such as reduced supply due to weather events, strong demand, and low carry-in stocks. consumer prices for fresh fruit are also up, likely due to the reopening of the foodservice industry and increased demand. the report highlights the impact of the northwest heat dome on fruit production, with potential for lower yields, smaller sizes, and sunburn damage. drought in california is another significant factor affecting production, particularly for almonds, walnuts, and peaches. the report also discusses the impact of imports on the u.s. market, with increasing imports of certain fruits, such as blueberries and avocados, posing challenges for domestic producers.

- apple:
    - Product Summary: the usda forecasts a 3% increase in apple production for the 2021/22 season, driven by predicted increases in washington, virginia, pennsylvania, and oregon. however, the u.s. apple association forecasts a lower harvest, citing potential heat damage in washington. grower prices are expected to remain strong due to a decrease in fresh-market apple holdings. however, prices could decrease if the large washington state crop is realized. exports are expected to remain sluggish due to high tariffs in india and china, as well as challenging overseas shipping conditions.
    - California Price and Yield Statistics: the average apple yield is 19,000 LB / ACRE and the average price per unit is 0.244 $ / LB.
- avocado:
    - Product Summary: avocado per capita availability increased from 5 pounds per person in 2008-10 to 8 pounds per person in 2018-20. california avocado production decreased by 9% from 2008-10 to 2018-20 due to wildfires, mandatory water reductions, and competition from mexican imports. mexico is the leading global supplier of avocados, with over 80% of its avocado exports shipped to the united states. imports from mexico increased 260% between 2008-10 and 2018-20. despite the increase in imports, u.s. growers are managing the competition due to the large growth in per capita consumption, which has raised prices for all producers.
    - California Price and Yield Statistics: the average avocado yield is 2.87 TONS / ACRE and the average price per unit is 2,430 $ / TON.
- grape:
    - Product Summary: the usda expects a 9% increase in u.s. grape production in 2021, despite drought in california. table grape production is also forecast to be up 8% from last year. california table grape prices were up every month compared with last year. imports from mexico, the main competitor to california in the early part of the season, were down, but total shipments (domestic and imported) were higher in 2021 than last year. the report notes an increase in competition from imports from peru and mexico, particularly in the early and late season.
    - California Price and Yield Statistics: the average grape yield is 6.92 TONS / ACRE and the average price per unit is 908 $ / TON.
- lemon:
    - Product Summary: the u.s. lemon crop in 2020/21 was the lowest in five years, with production down 6% from the previous season. this was due to smaller crops in both california and arizona, attributed to heat damage and aging lemon groves. fresh lemon imports increased to offset the lower domestic production, while exports decreased. the smaller lemon crop led to higher grower prices.
    - California Price and Yield Statistics: the average lemon yield is 428 BOXES / ACRE and the average price per unit is 23.3 $ / BOX, ON TREE EQUIV.

I'm a farmer in California planning what fruit to plant next year. I would like to maximize my profit with '10' acres of land.

Below are the actions I can take:
Action 1. apple: 10 acres
Action 2. avocado: 10 acres
Action 3. grape: 10 acres
Action 4. lemon: 10 acres

I would like to adopt a decision making under uncertainty framework to make my decision. The goal of you, the decision maker, is to choose an optimal action, while accounting for uncertainty in the unknown state. Previously, you have already provided a forecast of future state variables relevant to planting decisions. The state is a vector of 11 elements, each of which is a random variable. The state variables (and their most probable values) are enumerated below:
- climate condition: {'drought': 'somewhat likely', 'heat waves': 'likely', 'winter freezes': 'somewhat unlikely'}
- demand: {'high': 'likely', 'moderate': 'somewhat likely', 'low': 'somewhat unlikely'}
- imports: {'high': 'likely', 'moderate': 'somewhat likely', 'low': 'somewhat unlikely'}
- apple price change: {'increase': 'somewhat likely', 'no change': 'likely', 'decrease': 'somewhat unlikely'}
- apple yield change: {'increase': 'somewhat likely', 'no change': 'likely', 'decrease': 'somewhat unlikely'}
- avocado price change: {'increase': 'likely', 'no change': 'somewhat likely', 'decrease': 'somewhat unlikely'}
- avocado yield change: {'no change': 'likely', 'increase': 'somewhat likely', 'decrease': 'somewhat unlikely'}
- grape price change: {'increase': 'likely', 'no change': 'somewhat likely', 'decrease': 'somewhat unlikely'}
- grape yield change: {'increase': 'likely', 'no change': 'somewhat likely', 'decrease': 'somewhat unlikely'}
- lemon price change: {'increase': 'somewhat likely', 'no change': 'likely', 'decrease': 'somewhat unlikely'}
- lemon yield change: {'no change': 'likely', 'increase': 'somewhat likely', 'decrease': 'somewhat unlikely'}

Below, I have sampled a set of state-action pairs, wherein states are sampled from the state belief distribution you provided and actions are sampled uniformly from the action space. I would like to construct a utility function from your comparisons of state-action pairs

- State-Action Pair 1. State: climate condition: heat waves, demand: high, imports: low, apple price change: increase, apple yield change: decrease, avocado price change: decrease, avocado yield change: no change, grape price change: increase, grape yield change: increase, lemon price change: no change, lemon yield change: increase; Action 2. avocado: 10 acres

- State-Action Pair 2. State: climate condition: heat waves, demand: high, imports: low, apple price change: increase, apple yield change: decrease, avocado price change: decrease, avocado yield change: no change, grape price change: increase, grape yield change: increase, lemon price change: no change, lemon yield change: increase; Action 1. apple: 10 acres

- State-Action Pair 3. State: climate condition: winter freezes, demand: high, imports: moderate, apple price change: increase, apple yield change: decrease, avocado price change: increase, avocado yield change: no change, grape price change: decrease, grape yield change: increase, lemon price change: increase, lemon yield change: decrease; Action 1. apple: 10 acres

- State-Action Pair 4. State: climate condition: winter freezes, demand: high, imports: moderate, apple price change: increase, apple yield change: decrease, avocado price change: increase, avocado yield change: no change, grape price change: decrease, grape yield change: increase, lemon price change: increase, lemon yield change: decrease; Action 3. grape: 10 acres

- State-Action Pair 5. State: climate condition: drought, demand: moderate, imports: high, apple price change: increase, apple yield change: no change, avocado price change: decrease, avocado yield change: no change, grape price change: increase, grape yield change: increase, lemon price change: increase, lemon yield change: no change; Action 4. lemon: 10 acres

- State-Action Pair 6. State: climate condition: heat waves, demand: moderate, imports: low, apple price change: no change, apple yield change: no change, avocado price change: no change, avocado yield change: no change, grape price change: increase, grape yield change: increase, lemon price change: decrease, lemon yield change: decrease; Action 2. avocado: 10 acres

- State-Action Pair 7. State: climate condition: heat waves, demand: high, imports: high, apple price change: no change, apple yield change: no change, avocado price change: decrease, avocado yield change: increase, grape price change: increase, grape yield change: increase, lemon price change: no change, lemon yield change: no change; Action 1. apple: 10 acres

- State-Action Pair 8. State: climate condition: heat waves, demand: high, imports: high, apple price change: no change, apple yield change: no change, avocado price change: decrease, avocado yield change: increase, grape price change: increase, grape yield change: increase, lemon price change: no change, lemon yield change: no change; Action 3. grape: 10 acres

- State-Action Pair 9. State: climate condition: drought, demand: moderate, imports: high, apple price change: increase, apple yield change: no change, avocado price change: increase, avocado yield change: increase, grape price change: decrease, grape yield change: decrease, lemon price change: decrease, lemon yield change: increase; Action 3. grape: 10 acres

- State-Action Pair 10. State: climate condition: heat waves, demand: high, imports: high, apple price change: no change, apple yield change: no change, avocado price change: decrease, avocado yield change: increase, grape price change: increase, grape yield change: increase, lemon price change: no change, lemon yield change: no change; Action 2. avocado: 10 acres

- State-Action Pair 11. State: climate condition: drought, demand: moderate, imports: moderate, apple price change: increase, apple yield change: no change, avocado price change: no change, avocado yield change: increase, grape price change: decrease, grape yield change: decrease, lemon price change: no change, lemon yield change: no change; Action 3. grape: 10 acres

- State-Action Pair 12. State: climate condition: drought, demand: moderate, imports: moderate, apple price change: no change, apple yield change: no change, avocado price change: no change, avocado yield change: decrease, grape price change: increase, grape yield change: decrease, lemon price change: decrease, lemon yield change: no change; Action 2. avocado: 10 acres

- State-Action Pair 13. State: climate condition: heat waves, demand: high, imports: low, apple price change: increase, apple yield change: decrease, avocado price change: decrease, avocado yield change: no change, grape price change: increase, grape yield change: increase, lemon price change: no change, lemon yield change: increase; Action 3. grape: 10 acres

- State-Action Pair 14. State: climate condition: heat waves, demand: moderate, imports: low, apple price change: no change, apple yield change: no change, avocado price change: no change, avocado yield change: no change, grape price change: increase, grape yield change: increase, lemon price change: decrease, lemon yield change: decrease; Action 3. grape: 10 acres

- State-Action Pair 15. State: climate condition: drought, demand: moderate, imports: moderate, apple price change: increase, apple yield change: no change, avocado price change: no change, avocado yield change: increase, grape price change: decrease, grape yield change: decrease, lemon price change: no change, lemon yield change: no change; Action 1. apple: 10 acres

- State-Action Pair 16. State: climate condition: heat waves, demand: low, imports: moderate, apple price change: increase, apple yield change: decrease, avocado price change: increase, avocado yield change: no change, grape price change: no change, grape yield change: decrease, lemon price change: decrease, lemon yield change: decrease; Action 4. lemon: 10 acres

- State-Action Pair 17. State: climate condition: drought, demand: low, imports: high, apple price change: no change, apple yield change: decrease, avocado price change: increase, avocado yield change: increase, grape price change: increase, grape yield change: no change, lemon price change: no change, lemon yield change: decrease; Action 2. avocado: 10 acres

- State-Action Pair 18. State: climate condition: heat waves, demand: high, imports: low, apple price change: increase, apple yield change: decrease, avocado price change: no change, avocado yield change: increase, grape price change: no change, grape yield change: no change, lemon price change: no change, lemon yield change: no change; Action 1. apple: 10 acres

- State-Action Pair 19. State: climate condition: drought, demand: moderate, imports: moderate, apple price change: no change, apple yield change: no change, avocado price change: no change, avocado yield change: decrease, grape price change: increase, grape yield change: decrease, lemon price change: decrease, lemon yield change: no change; Action 3. grape: 10 acres

- State-Action Pair 20. State: climate condition: heat waves, demand: moderate, imports: moderate, apple price change: increase, apple yield change: decrease, avocado price change: increase, avocado yield change: increase, grape price change: increase, grape yield change: decrease, lemon price change: decrease, lemon yield change: decrease; Action 3. grape: 10 acres

- State-Action Pair 21. State: climate condition: heat waves, demand: high, imports: low, apple price change: increase, apple yield change: decrease, avocado price change: no change, avocado yield change: increase, grape price change: no change, grape yield change: no change, lemon price change: no change, lemon yield change: no change; Action 3. grape: 10 acres

- State-Action Pair 22. State: climate condition: drought, demand: low, imports: high, apple price change: no change, apple yield change: decrease, avocado price change: increase, avocado yield change: increase, grape price change: increase, grape yield change: no change, lemon price change: no change, lemon yield change: decrease; Action 1. apple: 10 acres

- State-Action Pair 23. State: climate condition: winter freezes, demand: moderate, imports: moderate, apple price change: no change, apple yield change: no change, avocado price change: increase, avocado yield change: no change, grape price change: no change, grape yield change: increase, lemon price change: no change, lemon yield change: no change; Action 1. apple: 10 acres

- State-Action Pair 24. State: climate condition: drought, demand: moderate, imports: high, apple price change: increase, apple yield change: no change, avocado price change: increase, avocado yield change: increase, grape price change: decrease, grape yield change: decrease, lemon price change: decrease, lemon yield change: increase; Action 4. lemon: 10 acres

- State-Action Pair 25. State: climate condition: heat waves, demand: low, imports: moderate, apple price change: increase, apple yield change: decrease, avocado price change: increase, avocado yield change: no change, grape price change: no change, grape yield change: decrease, lemon price change: decrease, lemon yield change: decrease; Action 2. avocado: 10 acres

- State-Action Pair 26. State: climate condition: drought, demand: low, imports: high, apple price change: no change, apple yield change: decrease, avocado price change: increase, avocado yield change: increase, grape price change: increase, grape yield change: no change, lemon price change: no change, lemon yield change: decrease; Action 3. grape: 10 acres

- State-Action Pair 27. State: climate condition: winter freezes, demand: moderate, imports: low, apple price change: no change, apple yield change: increase, avocado price change: decrease, avocado yield change: no change, grape price change: no change, grape yield change: increase, lemon price change: decrease, lemon yield change: increase; Action 1. apple: 10 acres

- State-Action Pair 28. State: climate condition: drought, demand: moderate, imports: moderate, apple price change: no change, apple yield change: no change, avocado price change: no change, avocado yield change: decrease, grape price change: increase, grape yield change: decrease, lemon price change: decrease, lemon yield change: no change; Action 1. apple: 10 acres

- State-Action Pair 29. State: climate condition: winter freezes, demand: high, imports: moderate, apple price change: increase, apple yield change: decrease, avocado price change: increase, avocado yield change: no change, grape price change: decrease, grape yield change: increase, lemon price change: increase, lemon yield change: decrease; Action 2. avocado: 10 acres

- State-Action Pair 30. State: climate condition: drought, demand: moderate, imports: high, apple price change: decrease, apple yield change: increase, avocado price change: increase, avocado yield change: no change, grape price change: increase, grape yield change: increase, lemon price change: decrease, lemon yield change: decrease; Action 1. apple: 10 acres

- State-Action Pair 31. State: climate condition: drought, demand: moderate, imports: low, apple price change: decrease, apple yield change: increase, avocado price change: no change, avocado yield change: increase, grape price change: increase, grape yield change: no change, lemon price change: decrease, lemon yield change: increase; Action 1. apple: 10 acres

- State-Action Pair 32. State: climate condition: drought, demand: moderate, imports: low, apple price change: decrease, apple yield change: increase, avocado price change: no change, avocado yield change: increase, grape price change: increase, grape yield change: no change, lemon price change: decrease, lemon yield change: increase; Action 2. avocado: 10 acres


You should format your response as a JSON object. The JSON object should contain the following keys:
- decision: a string that describes the state-action pair you recommend the farmer to take. The output format should be the same as the format of the state-action pairs listed above, e.g. State-Action Pair 5.
- rank: a list of integers that ranks the state-action pairs in decreasing rank of preference. For example, if you think the first state-action pair is the most preferred, the second state-action pair is the second most preferred, and so on. For example, [1, 2, 3, 4, 5].
- explanation: a string that describes, in detail, the reasoning behind your decision. You should include information on the expected yield and price of each fruit, as well as factors that affect them.