Datasets:
prompt stringlengths 10 11.9k ⌀ | completion stringlengths 3 11.5k ⌀ | enhanced_prompt stringlengths 11 8.3k | enhanced_completion stringlengths 495 43.6k | reasoning_trace stringlengths 63 149k ⌀ | country stringclasses 5
values | family stringclasses 11
values | license stringclasses 3
values | response_constraints stringlengths 981 1.33k ⌀ | source stringclasses 5
values |
|---|---|---|---|---|---|---|---|---|---|
A crop yields 5.5 t/ha and sells for 170 per tonne. Variable costs are 1030 per hectare. What is the gross margin per hectare? | Revenue = 5.5 x 170 = 935 per ha. Gross margin = revenue - variable costs = 935 - 1030 = -95 per ha. The final answer is $\boxed{-95}$. | Calculate the gross margin per hectare using the following agricultural data:
- Crop Yield: 5.5 t/ha
- Selling Price: 170 per tonne
- Variable Costs: 1030 per hectare
Note: Gross margin is defined as total revenue minus variable costs. Show your calculation steps clearly. | The gross margin for this operation is **-95 per hectare**.
### Step-by-Step Calculation
To determine the gross margin, we calculate the total revenue per hectare and subtract the variable costs. All units are tracked below to ensure accuracy.
**1. Calculate Total Revenue per Hectare**
$$ \text{Total Revenue} = \tex... | Alright, let me look at this. The user wants a gross margin calculation. Straightforward enough — gross margin is total revenue minus variable costs. Let me make sure I have the numbers right.
Yield: 5.5 t/ha
Selling price: 170 per tonne
Variable costs: 1,030 per hectare
Okay, so first I need total revenue. That's yi... | economics | cc0-1.0 | # Constraints
The question you must answer is from a agriculture domain. You are a senior agribusiness consultant in your 50s living in the American Midwest, specializing in farm financial management. With decades of experience analyzing crop yields and variable costs for commercial growers, you possess an unmatched ab... | manifesta/verified-agronomy-17k | |
What are some effective ways to improve the health and productivity of my cow? | Here are some effective ways to achieve that:
- **Proper Nutrition**:
- Ensure cows have access to high-quality forage and dairy meal.
- Provide adequate minerals and vitamins to support their health and milk production.
- Feed cows several times a day, especially after milking, to keep them satisfied and healthy.... | Provide a comprehensive guide on effective strategies to improve both the health and productivity of a cow. Please structure your response with clear headers and bullet points, covering the following key areas:
1. **Nutrition**: Dietary requirements, feed types, and supplementation.
2. **Health Management**: Preventat... | To improve the health and productivity of a cow, you must implement a system of "precision management" that balances high-quality nutrition, proactive health interventions, and a low-stress environment.
**Assumptions:** This guide assumes you are managing high-producing dairy cattle or beef cows in a temperate climat... | Let me break down what's being asked here. The user wants a comprehensive guide covering four specific areas: nutrition, health management, housing/environment, and productivity optimization. They want headers and bullet points, practical advice, and it should be suitable for a cow owner.
But I also need to follow my ... | Kenya | advisory | cc-by-4.0 | # Constraints
The question you must answer is from a agriculture domain. You are a seasoned livestock veterinarian and agricultural scientist in your 50s, living on a multi-generational dairy farm in Wisconsin. With decades of hands-on experience in bovine nutrition, herd health management, and sustainable farming prac... | DigiGreen/farmerchat-queries |
What are the best crops to grow in Eti-Osa this season? | Given the current season in Eti-Osa, Lagos, let's explore some of the best crops you can consider growing. The climate in your area is tropical, with a mix of wet and dry seasons, which influences the types of crops that thrive.
As we're in May, you're in the middle of the rainy season, which typically runs from April... | Identify the best crops to grow in Eti-Osa for the current agricultural season. Provide a concise list of recommended crops, considering local climate conditions, soil types, and seasonal weather patterns specific to the Eti-Osa Local Government Area in Lagos State, Nigeria. | The best crops to grow in Eti-Osa right now depend on whether you are leveraging the natural rainfall of the Major Wet Season or utilizing irrigation for the Dry Season. Assuming the current agricultural season aligns with the primary planting window of the Major Wet Season (March–July), the most suitable crops for Eti... | Okay, let me think through this carefully. The user wants crop recommendations for Eti-Osa Local Government Area in Lagos State, Nigeria. They want me to consider local climate, soil types, and seasonal weather patterns. Let me break this down.
First, what do I know about Eti-Osa? It's a coastal LGA in Lagos — bordere... | Nigeria | advisory | cc-by-4.0 | # Constraints
The question you must answer is from a agriculture domain. You are a senior agronomist and soil scientist based in Lagos, Nigeria, with 20 years of experience specializing in coastal agro-ecological zones like Eti-Osa. Your expertise covers seasonal crop selection, saline soil management, and local climat... | DigiGreen/farmerchat-queries |
What are common pests and diseases affecting chili peppers? | Common chili pepper pests include aphids, thrips, spider mites, and pepper weevils, while diseases such as powdery mildew, bacterial spot, and blossom end rot can affect chili plants. Integrated pest management (IPM) practices involving cultural, biological, and chemical control methods are used to manage pests and dis... | Provide a comprehensive overview of the common pests and diseases that affect chili peppers. Organize the response with clear headers for 'Pests' and 'Diseases.' For each entry, include:
1. **Name**: The common name of the pest or pathogen.
2. **Identification**: Key physical signs or symptoms to look for on the plant... | To effectively manage chili pepper crops, growers must implement an Integrated Pest Management (IPM) strategy that combines cultural, biological, and chemical controls. Because chili peppers are susceptible to a wide array of stressors, early detection through scouting is critical for preventing yield loss. Below is a ... | Let me think about how to approach this. The user wants a comprehensive overview of common pests and diseases affecting chili peppers, organized with clear headers and specific information for each entry.
First, let me consider what's being asked. They want two main sections - Pests and Diseases. For each entry, I nee... | advisory | apache-2.0 | # Constraints
The question you must answer is from a agriculture domain. You are a seasoned horticulturist and plant pathologist in your 50s, living in a tropical agricultural hub. With decades of field experience managing chili crops, you possess deep expertise in identifying pests and diseases. Your practical, scienc... | me-nabi/hindikrishi-farmer-advisory-dataset | |
How can I take care of my crops in Jharkhand considering the weather conditions this month? | Taking care of your crops in Murbhaga, Kathikund, Dumka, during October requires careful attention to the weather conditions, especially as this month can bring varying rainfall and temperature changes. Here are some practical steps you can take to protect your crops from potential weather damage:
1. **Monitoring Weat... | Provide a comprehensive guide on crop care for Jharkhand tailored to the current month's weather conditions. Structure your response with the following sections:
1. **Current Weather Analysis**: Briefly summarize the typical weather patterns in Jharkhand for this specific month (e.g., temperature, rainfall, humidity).... | **Assumption Statement:** As real-time calendar data is not available, this guide assumes the current month is **October**. This is a critical transition period in Jharkhand, marking the withdrawal of the southwest monsoon, the late Kharif harvest, and early Rabi sowing. If you are reading this in a different month, pl... | Okay, let me look at this prompt carefully. The user wants a comprehensive crop care guide for Jharkhand tailored to the current month's weather conditions. They want it structured with four sections: weather analysis, key agricultural challenges, actionable crop management steps, and crop-specific recommendations.
Fi... | India | advisory | cc-by-4.0 | # Constraints
The question you must answer is from a agriculture domain. You are a senior agronomist specializing in Jharkhand's agro-climatic zones with 20 years of field experience. Based in Ranchi, you possess deep expertise in local monsoon patterns, soil health, and crop resilience strategies tailored to the regio... | DigiGreen/farmerchat-queries |
What is the best fertilizer dose to apply to my crops in New Bussa this week for optimal growth? | Given the warm and dry weather, it's important to ensure your crops receive the right nutrients for optimal growth. Since you haven't specified the type of crops or their current growth stage, I'll provide some general guidance that you can adapt based on your specific situation.
In New Bussa, a balanced NPK (Nitrogen... | Determine the optimal fertilizer dose to apply this week for crops in New Bussa to ensure maximum growth. In your response, please consider:
1. **Local Context**: Specific soil conditions and climate factors relevant to New Bussa.
2. **Crop Type**: General recommendations assuming common regional crops, or note if spe... | **Direct Answer**
A precise optimal fertilizer dose cannot be determined without knowing the specific crop type, current growth stage, and soil test results. However, assuming you are cultivating the most common regional staple—**Maize**—and the crop is in the early vegetative stage (approximately 4–6 weeks after plant... | Okay, let me work through this carefully. The user is asking for an optimal fertilizer dose for crops in New Bussa this week. Let me break down what I'm working with and what I need to figure out.
First, the big problem here: they're asking for an "optimal" dose to ensure "maximum growth," but they haven't told me wha... | Nigeria | advisory | cc-by-4.0 | # Constraints
The question you must answer is from a agriculture domain. You are a seasoned agronomist in your 50s based in Niger, specializing in semi-arid crop production and soil science. With decades of field experience in the New Bussa region, you possess deep knowledge of local rainfall patterns, soil nutrient pr... | DigiGreen/farmerchat-queries |
What pest control methods are recommended for groundnut in Gollapalle, Anantapur Rural, Andhra Pradesh? | Pest control is crucial for ensuring a healthy yield, especially in our region where certain pests can be quite challenging.
For groundnuts, you might encounter pests like the leaf miner, aphids, and the groundnut bud necrosis virus, among others. Here are some practical pest control methods you can consider:
1. **Cu... | Provide a comprehensive list of recommended pest control methods for groundnut cultivation specifically tailored to the agro-climatic conditions of Gollapalle, Anantapur Rural, Andhra Pradesh.
Please structure your response to include:
1. **Major Pests**: Identify the most common pests affecting groundnuts in this sp... | **Direct Answer**
For groundnut cultivation in Gollapalle, Anantapur Rural, the most effective pest control strategy is an Integrated Pest Management (IPM) approach prioritizing deep summer ploughing and seed treatment to manage White Grubs and sucking pests (Thrips, Aphids), followed by monitoring-based foliar interve... | I need to provide a comprehensive pest control guide for groundnut cultivation in Gollapalle, Anantapur Rural, Andhra Pradesh. The prompt asks for major pests, control strategies (IPM, biological, chemical, cultural), and local context considerations, specifically for the semi-arid climate and soils of Anantapur.
Firs... | India | advisory | cc-by-4.0 | # Constraints
The question you must answer is from a agriculture domain. You are a senior agronomist specializing in semi-arid groundnut cultivation in Andhra Pradesh, India. With 20 years of field experience in Anantapur district, you possess deep knowledge of local pest cycles, soil conditions in Gollapalle, and inte... | DigiGreen/farmerchat-queries |
What is the best method of irrigation for pigeon pea crops in Bihar this season? | For your pigeon pea crops in Sekhodewra, the best method of irrigation this season will depend on the current growth stage of your plants and the local weather conditions. Since it's early October, your pigeon peas might be in the flowering or pod-setting stage, which requires careful water management.
Here are some e... | What is the most effective irrigation method for pigeon pea crops in Bihar for the current agricultural season, considering local climate conditions and water availability? | The most effective irrigation strategy for pigeon pea (Arhar) in Bihar for the current Kharif season is **supplemental irrigation applied strictly at critical growth stages**. **Drip irrigation** is the most efficient delivery method if the infrastructure is available, but **controlled furrow irrigation** is the most p... | Okay, let me break down this question. The user is asking about irrigation for pigeon pea in Bihar for the current agricultural season. I need to consider local climate, water availability, and what "most effective" really means here.
First, let me think about pigeon pea as a crop. Pigeon pea — Arhar dal — is a deep-r... | India | advisory | cc-by-4.0 | # Constraints
The question you must answer is from a agriculture domain. You are a senior agronomist in your 50s based in Patna, Bihar, with 25 years of field experience in pulse cultivation. You specialize in semi-arid farming systems and possess deep knowledge of local soil types, monsoon patterns, and irrigation inf... | DigiGreen/farmerchat-queries |
which other method is used to improve clay soil for maize production. | "Use cover crops: Growing cover crops, such as clover or rye, can help improve soil health and struc(...TRUNCATED) | "Identify and explain alternative methods used to improve clay soil specifically for maize productio(...TRUNCATED) | "**Direct Answer**\n\nTo improve clay soil specifically for maize production, the most effective alt(...TRUNCATED) | "Okay, let me break down this prompt. The user wants me to identify and explain alternative methods (...TRUNCATED) | advisory | apache-2.0 | "# Constraints\nThe question you must answer is from a agriculture domain. You are a seasoned agrono(...TRUNCATED) | me-nabi/hindikrishi-farmer-advisory-dataset | |
What is the required quantity of ingredients to make Jeevamrutha? | "The ingredients needed to prepare Jeevamrutha are as follows: a) 20 litres of water b) 2 litres of (...TRUNCATED) | What is the required quantity of ingredients to make Jeevamrutha? | "**Direct Answer: Standard Ingredient Quantities for 200 Liters of Jeevamrutha**\n\nTo prepare one s(...TRUNCATED) | "Okay, let me look at this question. \"What is the required quantity of ingredients to make Jeevamru(...TRUNCATED) | advisory | apache-2.0 | "# Constraints\nThe question you must answer is from a agriculture domain. You are a seasoned organi(...TRUNCATED) | me-nabi/hindikrishi-farmer-advisory-dataset |
End of preview. Expand in Data Studio
Agriculture Advisor (Adaption-adapted) v1
The adapted dataset used to fine-tune our agricultural advisory model for the Adaption AutoScientist Challenge.
Produced by running 15juneee/agriculture-advisor-seed-v1 through
Adaption's datasets.run. The seed carries the prompts and the curation; this carries
the completions the model was actually trained on.
Rows
17,039 rows. Adaption writes its output to enhanced_prompt / enhanced_completion
and leaves the uploaded prompt / completion columns intact, so both the input and
the adapted output are inspectable side by side.
Median adapted completion length: 6,317 characters.
Adaptation configuration
| Setting | Value |
|---|---|
brand_controls.blueprint |
domain blueprint (see below) |
brand_controls.hallucination_mitigation |
true (web-search grounding) |
brand_controls.length |
detailed |
recipes.deduplication |
true |
recipes.prompt_rephrase |
true |
recipes.reasoning_traces |
true |
training_type |
instruction_dataset |
Why the adaptation mattered, measured
We first fine-tuned on the raw seed and the resulting models lost to their own base model - 28.7% and 42.5% win rates over 200 held-out pairs. Scoring the raw training completions with the same behavioural checks used on model output explained why: the data was worse than the base on the very behaviours the blueprint specifies.
| Check | Raw seed | Base model | Adapted |
|---|---|---|---|
| well-structured output | 47% | 94% | 100% |
| hedges / flags uncertainty | 35% | 37-54% | 85% |
| asks for missing detail | 0% | 20% | 18% |
| invents a specific policy (lower is better) | 0% | 0% | 0% |
Adaption's own dataset-quality evaluation on this run reported average message quality rising from 6.66 to 8.52, with average completion quality 9.72 (median 10).
The training targets are now better than the base model on the measured rubric, which is the condition the earlier runs failed.
Provenance and licence
Derived from the seed dataset, which composes CC0-1.0, Apache-2.0, MIT and CC-BY-4.0 sources; see the seed card for the full attribution table. Released under CC-BY-4.0, the most restrictive of the upstream licences.
Limitations
Completions are model-generated. hallucination_mitigation grounds generation in web
search, which reduces fabrication but does not eliminate it, and no row was
expert-reviewed. Treat this as high-quality advisory text, not verified fact.
Not a substitute for local agricultural extension services. Any pesticide, herbicide or veterinary guidance must be checked against the current product label and local regulations.
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