15juneee/agriculture-advisor-multilingual
Updated • 8
Datasets:
prompt stringlengths 18 374 | completion stringlengths 36 4.83k ⌀ | enhanced_prompt stringlengths 20 5.39k | enhanced_completion stringlengths 1.07k 64k | reasoning_trace stringlengths 232 94.1k | country stringclasses 5
values | family stringclasses 11
values | license stringclasses 3
values | response_constraints stringlengths 977 1.31k | source stringclasses 5
values |
|---|---|---|---|---|---|---|---|---|---|
Na nawa ruwa zan yi amfani da shi wajen gauraya 6kg na NPK 15-15-15 don tsarin fertigation, kuma riging nawa zai isa wa shuke-shuken tumatir na 1,400? | Bari mu tattauna game da yadda za a gauraya 6kg na NPK 15-15-15 da ruwa don shuke-shuken tumatir na 1,400, musamman idan kana shirin ba da 200ml na maganin ga kowane shuki.
Da farko, bari mu tattauna game da yadda ake gaurayawa. NPK 15-15-15 takin daidaitacce ce wacce ke ba da sassa daidai na nitrogen, phosphorus, da ... | Ka lissafa adadin ruwa da ake bukata don gauraya 6kg na takin NPK 15-15-15 (Nitrogen-Phosphorus-Potassium) don tsarin fertigation (hanyar ba da taki ta hanyar ruwa). Haka kuma, ka lissafa adadin riging da zai isa wa shuke-shuken tumatir数量 na 1,400. | **Amsa ta kai-tsaye:**
Don gauraya 6kg na takin NPK 15-15-15 don tsarin fertigation, kana buƙatar aƙalla **Lita 60 na ruwa** (ko Lita 100 don ƙarin aminci) don yin mafita mai ƙarfi (stock solution). Don shuke-shuken tumatir 1,400, za ka buƙaci kimanin **Lita 2,800 zuwa 5,600 na ruwa a rana ɗaya**, dangane da matakin gi... | Okay, let me read this prompt carefully. It's in Hausa. Let me translate it mentally: "Calculate the amount of water needed to mix 6kg of NPK 15-15-15 fertilizer for a fertigation system. Also, calculate the amount of water needed for 1,400 tomato plants."
So there are two parts here:
1. Water needed to dissolve/mix 6... | Nigeria | advisory | cc-by-4.0 | # Constraints
The question you must answer is from a agriculture domain. You are a senior agronomist specializing in hydroponic tomato production and fertigation systems in West Africa. With over 15 years of field experience optimizing NPK ratios for Solanaceous crops, you possess deep expertise in calculating precise ... | DigiGreen/farmerchat-queries |
የሚዛን መኪና ከአንድ አከር 17.0% እርጥበት ያለው 9,075 ፓውንድ በቆሎ እንደሚያሳይ ተገልጿል። በ15.5% መደበኛ እርጥበት ሲሆን ምርቱ በቡሼል በአከር ስንት ነው? | የደረቅ ነገር መጠን ስለማይቀየር፣ በ15.5% እርጥበት ያለው ክብደት = 9,075 x (100 - 17.0) / (100 - 15.5) = 9,075 x 83 / 84.5 = 8,913.91 ፓውንድ ነው። በቆሎ በአንድ ቡሼል 56 ፓውንድ ስለሆነ፣ ምርቱ = 8,913.91 / 56 = 159.18 ቡሼል/አከር ነው። የመጨረሻው መልስ $oxed{159.18 bu/ac}$ ነው። | # የቡሼል ስሌት ተልዕኮ
የሚከተለውን የግብርና መረጃ በመጠቀም የተስተካከለውን የምርት መጠን ያሰሉ።
## የተሰጠ መረጃ
- **የመኪና ክብደት:** 9,075 ፓውንድ
- **የአሁኑ እርጥበት:** 17.0%
- **መደበኛ የእርጥበት መጠን:** 15.5%
## ተልዕኮ
በ15.5% መደበኛ እርጥበት ሲሆን፣ ምርቱ በቡሼል (bushel) በአከር ስንት እንደሆነ ይወስኑ።
## መመሪያዎች
1. ደረቅ ክብደትን (dry weight) ከጠቅላላ ክብደት እና ከአሁኑ እርጥበት በመጠቀም ያሰሉ።
2. ይህንን ደረቅ ክብደት ... | **መልስ፡ በ15.5% መደበኛ እርጥበት ሲስተካከል፣ የምርቱ መጠን 159.18 ቡሼል (bushels) ነው።**
ይህንን ውጤት ለማግኘት የተከተልኩት የስሌት ሂደት እና ምክንያቶች ከዚህ በታች ቀርበዋል። በጥብቅ የተደራጀው የስሌት መንገድ በገበያው ደንብ መሰረት ትክክለኛውን የፋይናንስ ዋጋ ለመወሰን ወሳኝ ነው።
### የስሌት ሂደት (Step-by-Step Calculation)
**1. ደረቅ ክብደትን (Dry Weight) ማስላት**
በመጀመሪያ ደረጃ፣ ከጠቅላላ ክብደት ውስጥ የውሃውን መጠን በመቀነስ የምርቱ... | Okay, let me look at this prompt. It's in Amharic, so I need to respond in Amharic. The task is a bushel calculation mission — calculating adjusted yield at standard moisture.
Let me translate the key details:
- Vehicle weight: 9,075 pounds
- Current moisture: 17.0%
- Standard moisture: 15.5%
- Task: Determine the yie... | grain | cc0-1.0 | # Constraints
The question you must answer is from a agriculture domain. You are a senior agricultural economist and grain merchandiser with 20 years of experience in the US Midwest. You specialize in crop moisture adjustments, bushel weight calculations, and commodity trading standards. Your expertise ensures precise ... | manifesta/verified-agronomy-17k | |
When should fertilizer be applied to corn crops in Mithapur, Patna Rural, Bihar? | Fertilizer application is crucial for ensuring healthy growth and maximizing your yield.
In Bihar, the best time to apply fertilizer to corn is typically during the following stages:
1. **Pre-planting:** Before you sow your seeds, it's beneficial to apply a base fertilizer. This usually includes a balanced mix of nit... | Provide a detailed schedule for applying fertilizer to corn crops in Mithapur, Patna Rural, Bihar. Your response should specify the optimal timing for each growth stage, recommend suitable fertilizer types and quantities based on local soil conditions, and account for the region's specific climate patterns. | ### Direct Answer: Fertilizer Application Schedule for Maize in Mithapur, Patna
For a high-yielding hybrid maize crop in Mithapur, Patna Rural, assuming average medium-fertility alluvial soil and a Kharif (monsoon) sowing in June–July, the following split-application schedule is recommended. This plan targets a yield ... | I need to provide a detailed fertilizer schedule for corn (maize) in Mithapur, Patna Rural, Bihar. The user wants optimal timing, fertilizer types, quantities, and accounting for local climate.
First, let's identify the specifics. Mithapur is in the Indo-Gangetic plains, alluvial soils, mostly loamy to clay loam. The ... | India | advisory | cc-by-4.0 | # Constraints
The question you must answer is from a agriculture domain. You are a senior agronomist specializing in Indo-Gangetic Plains agriculture, based in Patna, Bihar. With 20 years of field experience advising farmers in Mithapur on maize cultivation, you possess deep knowledge of local soil profiles, monsoon pa... | DigiGreen/farmerchat-queries |
What type of fertilizer should I use for yams during the planting stage in Okuta? | In Okuta, yams are a significant crop, and using the right fertilizer can make a big difference in your yield.
At the sowing stage, it's crucial to provide your yam setts with the nutrients they need to establish strong roots and healthy vines. Here's some practical advice on fertilizing your yams:
1. **Soil Testing:... | Act as an agricultural expert specializing in Nigerian crop production. Provide a specific fertilizer recommendation for cultivating yams during the planting stage in Okuta. Your response should:
1. Identify the optimal fertilizer type (e.g., N-P-K ratio or organic alternatives) suitable for the local soil conditions ... | For yam cultivation at the planting stage in Okuta, Kwara State, the optimal fertilizer strategy is a combined application of well-decomposed organic manure and a compound mineral fertilizer with an N-P-K ratio of 15-15-15. Apply the organic manure during land preparation (mounding) and place the mineral fertilizer at ... | Okay, let me work through this carefully. I'm being asked to provide fertilizer recommendations for yam planting in Okuta, Kwara State, Nigeria. Let me consider what I know and what I need to address.
First, let me think about Okuta. It's in Baruten Local Government Area of Kwara State, in the Guinea Savanna ecologica... | Nigeria | advisory | cc-by-4.0 | # Constraints
The question you must answer is from a agriculture domain. You are a seasoned agronomist specializing in West African root crops, currently based in Kwara State, Nigeria. With 20 years of field experience in Okuta's specific savanna soil conditions, you expertly advise yam farmers on optimal fertilizer bl... | DigiGreen/farmerchat-queries |
A crop yields 4.3 t/ha and sells for 280 per tonne. Variable costs are 1150 per hectare. What is the gross margin per hectare? | Revenue = 4.3 x 280 = 1,204 per ha. Gross margin = revenue - variable costs = 1,204 - 1150 = 54 per ha. The final answer is $\boxed{54}$. | Calculate the gross margin per hectare based on the following agricultural data:
- Crop yield: 4.3 t/ha
- Selling price: 280 per tonne
- Variable costs: 1150 per hectare
Note: Gross margin is defined as total revenue minus variable costs. Show your step-by-step calculation. | The gross margin for this crop enterprise is **54 per hectare**.
### Step-by-Step Calculation
To determine the gross margin, we first calculate the total revenue generated per hectare and then subtract the variable costs associated with producing that crop.
**1. Calculate Total Revenue per Hectare**
Revenue is deriv... | Okay, let me work through this prompt carefully. The user wants me to calculate a gross margin per hectare. Let me break down what I'm given.
The data:
- Crop yield: 4.3 t/ha
- Selling price: 280 per tonne
- Variable costs: 1,150 per hectare
And the definition: Gross margin = total revenue minus variable costs.
So I... | 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 analysis. With decades of experience optimizing crop profitability for large-scale producers, you possess deep expertise in calcula... | manifesta/verified-agronomy-17k | |
What are the best practices for general care and nutrition management in cattle farming? | It looks like I might have missed some information on general care and nutrition management in cattle farming. But don't worry, I can still help you with some insights based on what I know!
Here are some best practices for cattle care and nutrition management:
### General Care:
- **Housing**: Ensure cows are kept in... | Provide a comprehensive guide on the best practices for general care and nutrition management in cattle farming. Structure your response with clear headers and bullet points covering the following key areas:
1. **General Care Best Practices**: Include housing, hygiene, disease prevention, and routine health monitoring... | **Operational Assumptions:** This guide assumes a commercial cattle operation in a temperate climate context, applicable to both beef and dairy sectors where principles overlap. Specific nutrient requirements vary by breed, genetics, and local forage availability.
# Comprehensive Guide to Cattle Care and Nutrition Man... | Okay, let me think through this carefully. The user wants a comprehensive guide on cattle farming covering general care, nutrition management, and implementation strategies. They've asked for clear headers and bullet points, professional educational tone, and technical term definitions.
But wait — I also have system-l... | Kenya | advisory | cc-by-4.0 | # Constraints
The question you must answer is from a agriculture domain. You are a seasoned livestock nutritionist and agricultural scientist with 20 years of field experience in cattle farming across the American Midwest. You hold a PhD in Animal Science and specialize in ruminant digestion, herd health management, an... | DigiGreen/farmerchat-queries |
What fertilizers are recommended for paddy cultivation in Hyderabad, Telangana? | Fertilizing your paddy crop is crucial for ensuring healthy growth and a good yield. Here’s some practical advice tailored to your region.
### Recommended Fertilizers for Paddy Cultivation
1. **Nitrogen (N):**
- **Urea** is a common nitrogen source. It’s typically applied in three splits:
- First application at 2... | Provide a detailed recommendation for fertilizers suitable for paddy cultivation specifically in Hyderabad, Telangana. Your response should include:
1. **Recommended Fertilizer Types**: List specific NPK (Nitrogen, Phosphorus, Potassium) ratios and micronutrients advised for this region.
2. **Application Schedule**: O... | **Direct Recommendation**
For irrigated paddy cultivation in Hyderabad, Telangana, the standard blanket recommendation for medium-duration varieties on average fertility soils is **100:50:50 kg/ha** of Nitrogen (N), Phosphorus (P₂O₅), and Potassium (K₂O), supplemented with **25 kg/ha of Zinc Sulphate**. This should be... | Alright, let me think through this carefully. The user wants a detailed fertilizer recommendation for paddy cultivation in Hyderabad, Telangana. Let me break down what they're asking for.
First, they want specific NPK ratios and micronutrients. Then an application schedule with basal and top dressing timing. Local soi... | 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 tropical rice cultivation, based in Hyderabad, Telangana. With 20 years of field experience advising local farmers on soil health and fertilizer protocols for the Deccan Plateau, you possess de... | DigiGreen/farmerchat-queries |
Ni wakati gani wa kutoa maji kwenye mazao ya dengu baada ya mvua huko Remidicherla, Bollapalli, Palnadu, Andhra Pradesh? | Kusimamia maji vizuri ni muhimu sana kwa mazao ya dengu, hasa baada ya mvua.
Baada ya mvua kunyesha, ni muhimu kukagua unyevu wa udongo kabla ya kuamua kutoa maji. Dengu hupenda udongo unaotoa maji haraka, na maji yaliyosimama yanaweza kusababisha uoza wa mizizi na magonjwa mengine. Hapa kuna hatua za vitendo unazowez... | Ni wakati gani wa kufaa wa kutoa maji kwenye mazao ya dengu baada ya mvua huko Remidicherla, Bollapalli, Palnadu, Andhra Pradesh?
Tafadhali toa ushauri ulioegemezwa na mazingira maalum ya eneo hilo, ukizingatia:
1. Hali ya hewa na mvua ya kawaida katika eneo la Palnadu, Andhra Pradesh.
2. Mahitaji maalum ya maji ya mm... | **Jibu la Moja kwa Moja**
Muda unaofaa wa kusubiri kabla ya kutoa maji ya ziada (umwagiliaji) kwenye mazao ya dengu baada ya mvua huko Remidicherla, Bollapalli, Palnadu ni **siku 2 hadi 3 kwa udongo mwekundu (red loam)** baada ya mvua ya kiasi, na **siku 4 hadi 5 kwa udongo mweusi (black cotton soil)** au baada ya mvu... | Ninaulizwa kuhusu wakati wa kufaa wa kutoa maji ya ziada kwenye mazao ya dengu baada ya mvua huko Remidicherla, Bollapalli, Palnadu, Andhra Pradesh. Swali limewekwa kwa Kiswahili, hivyo nitajibu kwa Kiswahili. Hili ni swali la kilimo linalohitaji ujuzi wa mazingira maalum ya eneo, aina za udongo, tabia za mvua, na mahi... | 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 crop cultivation in Andhra Pradesh, India. With 20 years of field experience in the Palnadu district, you possess deep knowledge of local soil profiles, monsoon patterns, and specific irrigatio... | DigiGreen/farmerchat-queries |
What nutrients enhance wheat grain development during the grain filling stage in Jimma, Oromia, Ethiopia? | This is a crucial time for your wheat, as the nutrients you provide now can significantly impact the yield and quality of your harvest.
In Jimma, during the grain filling stage, it's important to focus on a few key nutrients:
1. **Nitrogen (N):** This is essential for protein synthesis in the grain. If your wheat sho... | Identify the specific nutrients that enhance wheat grain development during the grain filling stage in Jimma, Oromia, Ethiopia.
Please structure your response to:
1. List the critical macro- and micronutrients required for this specific growth stage.
2. Explain the role of each nutrient in grain filling (e.g., starch ... | **Direct Answer:**
The critical nutrients required to enhance wheat grain development during the grain filling stage in Jimma, Oromia, are Nitrogen (N), Phosphorus (P), Potassium (K), Sulfur (S), Zinc (Zn), and Boron (B). Due to the specific soil and climate conditions in Jimma, foliar application of these nutrients du... | Okay, let me work through this systematically.
The user is asking about nutrients for wheat grain filling in Jimma, Oromia, Ethiopia. They want three things: a list of macro- and micronutrients, their roles in grain filling, and local context for Jimma. The system prompt tells me to lead with a direct answer, then rea... | Ethiopia | advisory | cc-by-4.0 | # Constraints
The question you must answer is from a agriculture domain. You are a senior agronomist specializing in Ethiopian highland cereal production, currently based in Jimma, Oromia. With 20 years of field experience in soil science and crop physiology, you possess deep knowledge of local microclimates and nutrie... | DigiGreen/farmerchat-queries |
"በቦሜት ካውንቲ፣ ሎንጊሳ አካባቢ በአተር ላይ የሚገኙትን አ(...TRUNCATED) | "በአተር ላይ የሚገኙ አፊዶችን መቆጣጠር ተግዳሮት ሊሆን ይች(...TRUNCATED) | "እባክዎን የሚከተለውን ጥያቄ መልስ ይስጡ፡ በቦሜት ካውንቲ፣(...TRUNCATED) | "በቦርድ ዞን፣ ሎንጊሳ አካባቢ በአተር ላይ የሚገኙ አፊዶችን ((...TRUNCATED) | "Let me work through this step by step. The prompt is in Amharic, so I need to respond in Amharic. L(...TRUNCATED) | Kenya | advisory | cc-by-4.0 | "# Constraints\nThe question you must answer is from a agriculture domain. You are a senior agricult(...TRUNCATED) | DigiGreen/farmerchat-queries |
End of preview. Expand in Data Studio
Agriculture Advisor (Adaption-adapted, multilingual) v1
The adapted dataset used to fine-tune our agricultural advisory, localised 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
22,270 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: 5,532 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% | 53% |
| asks for missing detail | 0% | 20% | 11% |
| 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.
- Downloads last month
- 41
Models trained or fine-tuned on 15juneee/agriculture-advisor-adapted-multilingual-v1