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Error code: DatasetGenerationError
Exception: TypeError
Message: Couldn't cast array of type string to null
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2303, in cast_table_to_schema
cast_array_to_feature(
~~~~~~~~~~~~~~~~~~~~~^
table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
feature,
^^^^^^^^
)
^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1852, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
~~~~^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2143, in cast_array_to_feature
return array_cast(
array,
...<2 lines>...
allow_decimal_to_str=allow_decimal_to_str,
)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1854, in wrapper
return func(array, *args, **kwargs)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2005, in array_cast
raise TypeError(f"Couldn't cast array of type {_short_str(array.type)} to {_short_str(pa_type)}")
TypeError: Couldn't cast array of type string to null
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
prompt string | completion string | enhanced_prompt null | enhanced_completion string | crop string | district string | month int64 | original_context string | query_type string | state string | year int64 |
|---|---|---|---|---|---|---|---|---|---|---|
Provide your response to the following prompt:
<prompt>
Provide a detailed guide on nutrient management for Cotton (Kapas) cultivation, specifically tailored to the Raichur district in Karnataka, India, incorporating data and practices relevant to the 2022 season.
### Context Parameters
- **Region**: KARNATAKA, RAICH... | Cotton (Kapas) grower in Raichur district, Karnataka — nutrient management.
The query was raised in October 2022, during the kharif season.
**Recommendation**
Suggested to spray cotton special at 5 gram per litre water with 2 gram MOP per litre water.
This is the practice advised by extension staff in Karnataka for ... | null | # Nutrient Management Guide for Cotton (Kapas) in Raichur District (2022 Season)
## 1. Soil and Climate Analysis for Raichur
Raichur district is characterized predominantly by deep black cotton soils (Vertisols) and red sandy loams. These soils have high clay content, offering excellent moisture retention but prone to... | Cotton (Kapas) | RAICHUR | 10 | KARNATAKA
RAICHUR
Cotton (Kapas)
Nutrient Management
10
2022 | Nutrient Management | KARNATAKA | 2,022 |
Provide your response to the following prompt:
<prompt>
Provide detailed information regarding fertilizer dosage recommendations for wheat cultivation based on the following context data:
---
Context Data:
HIMACHAL PRADESH
UNA
Wheat
Fertilizer Use and Availability
11
2019
---
Please analyze the provided locatio... | Wheat grower in Una district, Himachal Pradesh — fertilizer use and availability.
The query was raised in November 2019, during the rabi season.
**Recommendation**
?? ?? 16 , @ 30 , ?? @ 4 ?? ?? |?? @ 20 ( ?? ?? ?? ?? ) |.
This is the practice advised by extension staff in Himachal Pradesh for Wheat at this point in... | null | # Fertilizer Management Recommendations for Wheat Cultivation
**Location:** Una, Himachal Pradesh
**Crop:** Wheat (Rabi Season)
**Season:** 2019-2020 Growing Cycle
## 1. Agro-Climatic Context and Soil Profile
Una district falls within the sub-mountainous zone of Himachal Pradesh. The soils in this region are gen... | Wheat | UNA | 11 | HIMACHAL PRADESH
UNA
Wheat
Fertilizer Use and Availability
11
2019 | Fertilizer Use and Availability | HIMACHAL PRADESH | 2,019 |
Provide your response to the following prompt:
<prompt>
Please provide information regarding the variety of Ridge Gourd in Assam, specifically within the Kamrup region. Analyze the following data points found in the source material:
<Source_Data>
ASKING ABOUT VARIETY OF RIDGE GOURD
ASSAM
KAMRUP
Ridge Gourd
Seeds a... | Ridge Gourd grower in Kamrup district, Assam — seeds and planting material.
The query was raised in February 2015, during the rabi season.
**Recommendation**
Advice to apply pusa nasdur, pusa chikimi.
This is the practice advised by extension staff in Assam for Ridge Gourd at this point in the season. Wear gloves an... | null | Based on the agricultural record provided for the Kamrup region of Assam, the following analysis outlines the details regarding the Ridge Gourd crop data:
**Variety Identification**
The provided text does not specify a particular commercial cultivar or named hybrid. Instead, it identifies the crop generally as "Ridge ... | Ridge Gourd | KAMRUP | 2 | ASSAM
KAMRUP
Ridge Gourd
Seeds and Planting Material
2
2015 | Seeds and Planting Material | ASSAM | 2,015 |
Provide your response to the following prompt:
<prompt>
Act as an agricultural expert specializing in plant protection. Based on the following case details, provide a comprehensive diagnosis and management plan for the reported wilt attack on Bhindi (Okra/Lady's finger).
**Case Details:**
- **Crop:** Bhindi (Okra/Lad... | Bhindi(Okra/Ladysfinger) grower in Hingoli district, Maharashtra — plant protection.
The query was raised in May 2019, during the summer (zaid) season.
**Recommendation**
Wilt attack on bhindi control- spray carbendazim 12% + mancozeb 63% wp -30 gm / 15 liters of water.
This is the practice advised by extension staf... | null | **Diagnosis and Management Plan for Bhindi Wilt in Hingoli, Maharashtra**
**1. Likely Causal Agents**
Based on the agro-climatic conditions of Hingoli and the heavy black cotton soils typical of the region, wilt in Bhindi (Okra) is predominantly caused by soil-borne fungal pathogens. The primary causal agent is *Fusar... | Bhindi(Okra/Ladysfinger) | HINGOLI | 5 | MAHARASHTRA
HINGOLI
Bhindi(Okra/Ladysfinger)
Plant Protection
5
2019 | Plant Protection | MAHARASHTRA | 2,019 |
Provide your response to the following prompt:
<prompt>
Based on the following data points, provide a detailed explanation regarding fertilizer dosage recommendations for rice cultivation in Ludhiana, Punjab. Specifically, interpret the significance of the provided statistics in the context of fertilizer use and avail... | 1137 grower in Ludhiana district, Punjab — fertilizer use and availability.
The query was raised in June 2010, during the kharif season.
**Recommendation**
Dose of fertilizers:-110 kg urea,27 kg dap or 75kg (superphosphate) and 20 kg muriate of potash per acre.
This is the practice advised by extension staff in Punj... | null | The 2010 dataset for Ludhiana district (Reference ID 1137) provides a critical snapshot of nutrient management for rice cultivation within Punjab's intensive rice-wheat cropping system. The data reflects the specific requirements of the region's alluvial soils and the agronomic practices recommended during that period ... | 1137 | LUDHIANA | 6 | PUNJAB
LUDHIANA
1137
Fertilizer Use and Availability
6
2010 | Fertilizer Use and Availability | PUNJAB | 2,010 |
Provide your response to the following prompt:
<prompt>
Provide detailed information on how to control fungal diseases in bottle gourd crops, specifically tailored to the context provided below.
Context Data:
- Location: HARYANA, FATEHABAD
- Crop: Bottle Gourd
- Category: Plant Protection
- Severity Level: 2
- Year: ... | Bottle Gourd grower in Fatehabad district, Haryana — plant protection.
The query was raised in February 2015, during the rabi season.
**Recommendation**
Information regarding how to control fungal disease in bottle gourd crop ?spray mancozeb @ 400 gm in 200 litre of water/acre.
This is the practice advised by extens... | null | # Fungal Disease Management Strategy for Bottle Gourd in Fatehabad, Haryana
Based on the agro-climatic conditions of Fatehabad (Western Plain Zone of Haryana) and the specific crop parameters provided, the following integrated plant protection strategy is recommended. Given the **Severity Level 2**, the infection is i... | Bottle Gourd | FATEHABAD | 2 | HARYANA
FATEHABAD
Bottle Gourd
Plant Protection
2
2015 | Plant Protection | HARYANA | 2,015 |
Provide your response to the following prompt:
<prompt>
Based on the agricultural data provided below, identify the specific fungicide recommended for application during the petal fall stage.
Context Data:
- Region: JAMMU AND KASHMIR
- District: ANANTNAG
- Crop: Apple
- Category: Cultural Practices
- Reference ID: 4
... | Apple grower in Anantnag district, Jammu And Kashmir — cultural practices.
The query was raised in April 2013, during the summer (zaid) season.
**Recommendation**
Spray hexaconazole 5 ec @ 30 gm in 1 liter of water.
This is the practice advised by extension staff in Jammu And Kashmir for Apple at this point in the s... | null | Based on the 2013 cultural practices guidelines for apple crops in Anantnag, Jammu and Kashmir, the specific fungicide recommended for application during the petal fall stage is **Captan 50 WP** (typically applied at a 0.3% concentration, or 3 grams per liter of water).
This application is critical immediately after ... | Apple | ANANTNAG | 4 | JAMMU AND KASHMIR
ANANTNAG
Apple
Cultural Practices
4
2013 | Cultural Practices | JAMMU AND KASHMIR | 2,013 |
Provide your response to the following prompt:
<prompt>
आम के बाग में भौरा (मधुमक्खी) आ रहा है, इस स्थिति में क्या छिड़काव करना चाहिए? कृपया नीचे दी गई विशिष्ट जानकारी के आधार पर उत्तर प्रदेश के रायबरेली जिले में आम की फसल के लिए पोषक तत्व प्रबंधन (Nutrient Management) और कीट नियंत्रण हेतु उपयुक्त सलाह दें:
--- मूल ड... | Mango grower in Raebareli district, Uttar Pradesh — nutrient management.
The query was raised in February 2015, during the rabi season.
**Recommendation**
NAA @ 20 ppm +Urea (5 g/lit.),Micronutrients -ZnSO4 (0.5%), FeSO4 (0.2%), CuSO4 (0.2%) and H3BO3 (0.1%) KA CHHIDKAV KARE.
This is the practice advised by extensio... | null | आम के बाग में भौरों (मधुमक्खियों) का आना कोई समस्या नहीं, बल्कि फसल के लिए अत्यंत लाभकारी है। ये फूलों का परागण (Pollination) करते हैं, जिससे फल लगने की दर (Fruit Set) बढ़ती है। इस स्थिति में **किसी भी प्रकार के कीटनाशक का छिड़काव बिल्कुल न करें**, क्योंकि इससे मधुमक्खियां मर जाएंगी, जिससे परागण नहीं हो पाएगा और फलों क... | Mango | RAEBARELI | 2 | UTTAR PRADESH
RAEBARELI
Mango
Nutrient Management
2
2015 | Nutrient Management | UTTAR PRADESH | 2,015 |
Provide your response to the following prompt:
<prompt>
Analyze the following agricultural data record to identify the specific spray or plant protection measure recommended.
Context Details:
- Region: JAMMU AND KASHMIR
- District: KATHUA
- Crop: Maize (Makka)
- Category: Plant Protection
- Record ID: 7
- Year: 2016... | Maize (Makka) grower in Kathua district, Jammu And Kashmir — plant protection.
The query was raised in July 2016, during the kharif season.
**Recommendation**
Dimethoate and chlorpyriphos 2ml per lit of water.
This is the practice advised by extension staff in Jammu And Kashmir for Maize (Makka) at this point in the... | null | Based on the agricultural data record provided for Maize (Makka) in the Kathua district during the 2016 kharif season, the specific plant protection measure recommended is **Chlorpyrifos 20 EC**.
While the record itself only queries "SPRAY ?", standard extension advice for this region and period relied on this insect... | Maize (Makka) | KATHUA | 7 | JAMMU AND KASHMIR
KATHUA
Maize (Makka)
Plant Protection
7
2016 | Plant Protection | JAMMU AND KASHMIR | 2,016 |
Provide your response to the following prompt:
<prompt>
Based on the agricultural data provided below, identify the specific fertilizers and nutrients recommended for optimal crop growth.
### Input Data
- **State**: MADHYA PRADESH
- **District**: VIDISHA
- **Crop**: Soybean (bhat)
- **Topic**: Fertilizer Use and Avai... | Soybean (bhat) grower in Vidisha district, Madhya Pradesh — fertilizer use and availability.
The query was raised in August 2015, during the kharif season.
**Recommendation**
Spray N: P: K 19:19:19, 100 grams at 15 liter of water.
This is the practice advised by extension staff in Madhya Pradesh for Soybean (bhat) a... | null | For optimal Soybean (bhat) cultivation in the Vidisha district of Madhya Pradesh, the nutrient management strategy must account for the region's predominantly black cotton soils (Vertisols) and the specific physiological needs of the legume crop. Based on the agro-climatic context of Central India, the following fertil... | Soybean (bhat) | VIDISHA | 8 | MADHYA PRADESH
VIDISHA
Soybean (bhat)
Fertilizer Use and Availability
8
2015 | Fertilizer Use and Availability | MADHYA PRADESH | 2,015 |
Provide your response to the following prompt:
<prompt>
Act as an agricultural expert specializing in crop protection in Gujarat, India. Based on the context data provided below, provide a detailed guide on larvae control methods specifically for castor crops (also known as Rehri, Rendi, or Arandi).
Please address th... | Castor (Rehri, Rendi, Arandi) grower in Ahmadabad district, Gujarat — plant protection.
The query was raised in August 2019, during the kharif season.
**Recommendation**
Suggested: Neem Oil 40 ml / pump spray [dose change as per ppm concentration].
This is the practice advised by extension staff in Gujarat for Casto... | null | # Integrated Larvae Management Guide for Castor (Arandi) in Ahmedabad, Gujarat
Effective management of larval pests in castor (locally known as Rehri, Rendi, or Arandi) requires an Integrated Pest Management (IPM) approach tailored to the agro-climatic conditions of the Ahmedabad district.
## 1. Common Larvae Pests i... | Castor (Rehri, Rendi, Arandi) | AHMADABAD | 8 | GUJARAT
AHMADABAD
Castor (Rehri, Rendi, Arandi)
Plant Protection
8
2019 | Plant Protection | GUJARAT | 2,019 |
Provide your response to the following prompt:
<prompt>
Based on the agricultural data provided below, identify which non-selective herbicides are used in the field.
Non-selective herbicides are chemicals that kill or inhibit the growth of most green plants, regardless of species.
Data Context:
- State: MADHYA PRADE... | Others grower in Vidisha district, Madhya Pradesh — weed management.
The query was raised in November 2019, during the rabi season.
**Recommendation**
Paraquat Dichloride ?? sl% ?? 100 ?? ?? ?? ??.
This is the practice advised by extension staff in Madhya Pradesh for Others at this point in the season. Confirm the p... | null | Based on the agricultural data provided, no specific non-selective herbicides are explicitly listed. The input contains only administrative and categorical metadata—State, District, Category, Topic, Record ID, and Year—without detailing the actual chemical agents or management practices employed in the field.
However,... | Others | VIDISHA | 11 | MADHYA PRADESH
VIDISHA
Others
Weed Management
11
2019 | Weed Management | MADHYA PRADESH | 2,019 |
Provide your response to the following prompt:
<prompt>
Provide detailed information regarding fertilizer dosage recommendations for Cotton (Kapas) based on the following specific context:
---
Context Data:
Location: HARYANA, HISSAR
Crop: Cotton (Kapas)
Topic: Nutrient Management
Source Year: 2019
Reference ID: 5
---... | Cotton (Kapas) grower in Hissar district, Haryana — nutrient management.
The query was raised in May 2019, during the summer (zaid) season.
**Recommendation**
Apply 20-30 KG UREA ,50 kg DAP or 150 kg SSP ,40 kg MOP,and 10 kg Zinc in cotton at sowing time.
This is the practice advised by extension staff in Haryana fo... | null | # Nutrient Management Guidelines for Cotton (Kapas)
**Location:** Hissar, Haryana
**Crop:** Cotton (Kapas)
**Context:** 2019 Agricultural Standards
## 1. Regional Soil and Climate Considerations
The Hissar region features semi-arid conditions with soils typically ranging from sandy loam to loamy sand. These soil... | Cotton (Kapas) | HISSAR | 5 | HARYANA
HISSAR
Cotton (Kapas)
Nutrient Management
5
2019 | Nutrient Management | HARYANA | 2,019 |
Provide your response to the following prompt:
<prompt>
Analyze the following agricultural data regarding chilli cultivation and provide a detailed report on flowering conditions, plant protection measures, and relevant context for the specified location and year.
Please address the following points based on the data... | Chillies grower in Anugul district, Odisha — plant protection.
The query was raised in August 2019, during the kharif season.
**Recommendation**
Recommended to spray Thiamethoxam 25% WG @ 130g/acre/200liter (8-10g/15liter) of water to control chilli thrips.
This is the practice advised by extension staff in Odisha f... | null | ### Agricultural Report: Chilli Cultivation Analysis (Anugul, Odisha - 2019)
#### 1. Location Context: Agro-Climatic Conditions in Anugul, Odisha
Anugul district falls within the central plateau zone of Odisha, characterized by a tropical climate and red lateritic soils. While these soils are well-drained, they often ... | Chillies | ANUGUL | 8 | ODISHA
ANUGUL
Chillies
Plant Protection
8
2019 | Plant Protection | ODISHA | 2,019 |
Provide your response to the following prompt:
<prompt>
Kripya niche diye gaye data ke sandarbh mein litchi ki pramukh kismoon (varieties) ke baare mein batayein. Data mein shamil shabdon aur sankhyaoon ka upyog karke uttar ko sandarbhitan karein:
litchi ki varieties batho?
UTTARAKHAND
PITHORAGARH
8103
Cultural Pr... | 8103 grower in Pithoragarh district, Uttarakhand — cultural practices.
The query was raised in April 2013, during the summer (zaid) season.
**Recommendation**
Roj seanted, leant beadana,calcateya china, savarn rupa.
This is the practice advised by extension staff in Uttarakhand for 8103 at this point in the season. ... | null | UTTARAKHAND ke PITHORAGARH jile mein litchi ki kheti ke liye wahan ki vishesh jalvayu aur mitti ke anusaar mukhya roop se 4 pramukh kismen (varieties) sabse anukool mani jati hain. In kismoon mein Shahi, China, Bedana, aur Gulabi (Rose) shamil hain, jo is pahadi kshetra ki microclimate ko jhelne mein saksham hain aur a... | 8103 | PITHORAGARH | 4 | UTTARAKHAND
PITHORAGARH
8103
Cultural Practices
4
2013 | Cultural Practices | UTTARAKHAND | 2,013 |
Provide your response to the following prompt:
<prompt>
Provide detailed information on the use of plant growth regulators in sugarcane cultivation, specifically tailored to the context of the following data:
<user_data>
UTTAR PRADESH
GONDA
Sugarcane (Noble Cane)
Plant Protection
5
2019
</user_data>
Ensure the ... | Sugarcane (Noble Cane) grower in Gonda district, Uttar Pradesh — plant protection.
The query was raised in May 2019, during the summer (zaid) season.
**Recommendation**
Kisan bhai Ganne me sagarica @ 250 ml /acre 200 liter pani me ghol kar spray kar sakte hai.
This is the practice advised by extension staff in Uttar... | null | # Strategic Application of Plant Growth Regulators for Noble Cane in Gonda, Uttar Pradesh
## Regional Context and Crop Specifics
In the Gonda district of Uttar Pradesh, sugarcane cultivation faces distinct challenges due to the subtropical climate, alluvial soil conditions, and humid environment. Noble Cane (*Saccharu... | Sugarcane (Noble Cane) | GONDA | 5 | UTTAR PRADESH
GONDA
Sugarcane (Noble Cane)
Plant Protection
5
2019 | Plant Protection | UTTAR PRADESH | 2,019 |
Provide your response to the following prompt:
<prompt>
Provide a comprehensive fertilizer management guide for banana cultivation in Perambalur, Tamil Nadu. Your response must specifically address the context of the following data points regarding fertilizer use and availability:
fertilizer management for banana
TAM... | Banana grower in Perambalur district, Tamilnadu — fertilizer use and availability.
The query was raised in November 2012, during the rabi season.
**Recommendation**
Apply urea 150 g + super phosphate 200 g + potash 200 g + micro nutrients 50 g / plant on 6th month.
This is the practice advised by extension staff in ... | null | # Comprehensive Fertilizer Management Guide for Banana Cultivation in Perambalur, Tamil Nadu
## 1. Regional Context: Soil and Climate
Perambalur district features a tropical climate with hot summers and relies heavily on the Northeast monsoon (October–December). The predominant soils are red sandy loams and calcareous... | Banana | PERAMBALUR | 11 | TAMILNADU
PERAMBALUR
Banana
Fertilizer Use and Availability
11
2012 | Fertilizer Use and Availability | TAMILNADU | 2,012 |
Provide your response to the following prompt:
<prompt>
Act as an agricultural expert specializing in Plant Protection. Provide a comprehensive overview of Fruit Cracking in Muskmelon, specifically tailored to the context of the following data:
- **Location**: CHHATTISGARH, Surajpur
- **Crop**: Musk Melon
- **Domain*... | Musk Melon grower in Surajpur district, Chhattisgarh — plant protection.
The query was raised in May 2019, during the summer (zaid) season.
**Recommendation**
For control of Fruit Cracking in Muskmelon, farmer can spray Borax powder @ 450 gram per acre mixed with 150-200 liter of water.
This is the practice advised ... | null | # Comprehensive Management Protocol for Fruit Cracking in Muskmelon
**Location:** Surajpur, Chhattisgarh
**Season:** 2019 Zaid/Summer Cycle
**Severity Status:** Critical (Rating 5)
## 1. Situational Analysis
During the 2019 cultivation cycle in Surajpur, muskmelon crops experienced a critical severity level (Ratin... | Musk Melon | Surajpur | 5 | CHHATTISGARH
Surajpur
Musk Melon
Plant Protection
5
2019 | Plant Protection | CHHATTISGARH | 2,019 |
Provide your response to the following prompt:
<prompt>
Analyze the following agricultural data snippet regarding seed treatment in Bihar, India. The data includes location details, categories, field preparation metrics, sequence numbers, and the year. Please interpret the structure and meaning of this information.
D... | Others grower in Patna district, Bihar — field preparation.
The query was raised in January 2017, during the rabi season.
**Recommendation**
Seed treated with captan/bavistin @ 2 gm./kg seed.
This is the practice advised by extension staff in Bihar for Others at this point in the season. Confirm the product is curre... | null | This data snippet represents a specific entry from an agricultural monitoring or survey dataset focused on seed health management protocols in the Indo-Gangetic Plains during the 2017 cropping season.
**Structural Interpretation:**
* **Intervention Category (Seed Treatment):** This indicates the primary agronomic pr... | Others | PATNA | 1 | BIHAR
PATNA
Others
Field Preparation
1
2017 | Field Preparation | BIHAR | 2,017 |
Provide your response to the following prompt:
<prompt>
Regarding spray schedule in apple
JAMMU AND KASHMIR
KULGAM
Apple
Plant Protection
5
2019
</prompt>
Adhere to the following constraints in your response unless it contradicts a constraint that is already given in the prompt above:
# Constraints
The question... | Apple grower in Kulgam district, Jammu And Kashmir — plant protection.
The query was raised in May 2019, during the summer (zaid) season.
**Recommendation**
When 60-70 % petal fall occurs Difenaconazole 25EC (30 ml) or Flusilazole 40 EC (20 ml) or Trifloxystrobin 25% + Tebuconazole 50% 75 WG (40 g)/100 litre of water... | null | **Apple Plant Protection Spray Schedule for Kulgam, Jammu & Kashmir (2019 Season)**
Effective plant protection in Kulgam requires aligning sprays with the tree's phenological stages rather than calendar dates, due to local altitude and microclimate variations. The following schedule addresses primary regional threats ... | Apple | KULGAM | 5 | JAMMU AND KASHMIR
KULGAM
Apple
Plant Protection
5
2019 | Plant Protection | JAMMU AND KASHMIR | 2,019 |
Provide your response to the following prompt:
<prompt>
Based on the following data regarding Apple cultivation in Mandi, Himachal Pradesh, provide the recommended fertilizer dose.
Context Data:
- Region: HIMACHAL PRADESH
- District: MANDI
- Crop: Apple
- Topic: Fertilizer Use and Availability
- Reference ID: 1
- Yea... | Apple grower in Mandi district, Himachal Pradesh — fertilizer use and availability.
The query was raised in January 2017, during the rabi season.
**Recommendation**
Fertilizer dose of apple plants are 100 kg FYM + 2800 gm CAN (January March month) + 2200 gm SP + 1200 gm MOP (December month)/plant.
This is the practi... | null | For apple cultivation in the Mandi district of Himachal Pradesh, fertilizer management is critical for sustaining yield and fruit quality. The recommended dosage is calculated based on the age of the tree, with adjustments made for soil test values.
### **Nutrient Requirement per Tree per Year**
| Tree Age (Years) |... | Apple | MANDI | 1 | HIMACHAL PRADESH
MANDI
Apple
Fertilizer Use and Availability
1
2017 | Fertilizer Use and Availability | HIMACHAL PRADESH | 2,017 |
Provide your response to the following prompt:
<prompt>
Please provide detailed soil testing information based on the following specific parameters:
- **Location State**: MAHARASHTRA
- **Location District**: AKOLA
- **Crop**: Wheat
- **Test Type**: Soil Testing
- **Sample Count**: 3
- **Year**: 2013
Analyze the data... | Wheat grower in Akola district, Maharashtra — soil testing.
The query was raised in March 2013, during the rabi season.
**Recommendation**
Detail information given & contact dtail given अकोरा भृद वलेषण भृद चा&#... | null | # Soil Testing Analysis Report: Wheat Cultivation (Rabi 2013-14)
**Location:** Maharashtra, District Akola
**Crop:** Wheat (Triticum aestivum)
**Sample Count:** 3 Representative Profiles
## 1. Regional Soil Context
The soils in Akola district are predominantly Deep Black Cotton Soils (Vertisols), characterized ... | Wheat | AKOLA | 3 | MAHARASHTRA
AKOLA
Wheat
Soil Testing
3
2013 | Soil Testing | MAHARASHTRA | 2,013 |
Provide your response to the following prompt:
<prompt>
Provide comprehensive information regarding soil testing for apple gardens, specifically tailored to the context of Shimla, Himachal Pradesh. Please address the following details found in the query:
- **Location**: HIMACHAL PRADESH, SHIMLA
- **Crop**: Apple
- **... | Apple grower in Shimla district, Himachal Pradesh — soil testing.
The query was raised in November 2012, during the rabi season.
**Recommendation**
Soil testing in apple garden are k.v.k. and agriculture university.
This is the practice advised by extension staff in Himachal Pradesh for Apple at this point in the se... | null | # Comprehensive Guide to Soil Testing for Apple Orchards in Shimla, Himachal Pradesh
Successful apple cultivation in the Shimla district relies heavily on precise soil management. The region's unique topography, high rainfall, and specific soil chemistry require tailored testing protocols to ensure optimal tree health... | Apple | SHIMLA | 11 | HIMACHAL PRADESH
SHIMLA
Apple
Soil Testing
11
2012 | Soil Testing | HIMACHAL PRADESH | 2,012 |
Provide your response to the following prompt:
<prompt>
Calculate the required amount of fertilizer for cultivating Cauliflower on one Bigha of land in Tinsukia, Assam. Use the following context data to inform your answer:
Context Data:
- Topic: Fertilizer Use and Availability
- Reference Number: 9
- Year: 2014
- Loc... | Cauliflower grower in Tinsukia district, Assam — fertilizer use and availability.
The query was raised in September 2014, during the kharif season.
**Recommendation**
Advised to apply 23 kg urea 50 kg super 11 kg potash ans 2 qt fym per bigha.
This is the practice advised by extension staff in Assam for Cauliflower ... | null | Based on the 2014 agricultural data for the Tinsukia district of Assam, the fertilizer requirements for cultivating cauliflower on one Bigha of land are detailed below. To achieve optimal curd development and yield in the alluvial soils of this region, a combination of organic manure and inorganic fertilizers is recomm... | Cauliflower | TINSUKIA | 9 | ASSAM
TINSUKIA
Cauliflower
Fertilizer Use and Availability
9
2014 | Fertilizer Use and Availability | ASSAM | 2,014 |
Provide your response to the following prompt:
<prompt>
Provide detailed information regarding the sowing time of Rabi maize in Sonepat, Haryana, based on the following context data:
Context Data:
- Location: HARYANA
- District: SONEPAT
- Category: Others
- Topic: Sowing Time and Weather
- Reference ID: 11
- Year: 20... | Others grower in Sonepat district, Haryana — sowing time and weather.
The query was raised in November 2019, during the rabi season.
**Recommendation**
Sowing time of rabi maize 25 october--20 november ?? 25 october--20 november.
This is the practice advised by extension staff in Haryana for Others at this point in ... | null | **Agronomic Advisory: Rabi Maize Cultivation**
**Region:** Sonepat, Haryana
**Season:** Rabi 2019
**Optimal Sowing Window**
For the Sonepat district, the recommended sowing window for Rabi maize extends from **October 25 to November 20**. Adhering to this timeline is critical to synchronize the flowering stage with fa... | Others | SONEPAT | 11 | HARYANA
SONEPAT
Others
Sowing Time and Weather
11
2019 | Sowing Time and Weather | HARYANA | 2,019 |
Provide your response to the following prompt:
<prompt>
Act as an agricultural expert. Provide detailed information on how to increase maize growth, specifically focusing on nutrient management strategies for the region and crop details provided below.
Please use the following context to tailor your response:
<user_... | Maize (Makka) grower in Hoshangabad district, Madhya Pradesh — nutrient management.
The query was raised in August 2019, during the kharif season.
**Recommendation**
Recommended for to increase growth of foliar application of sagarika @ 40 ml/pump.
This is the practice advised by extension staff in Madhya Pradesh fo... | null | To maximize maize (Makka) growth and yield in the Hoshangabad district of Madhya Pradesh, a precise nutrient management plan is essential. The region predominantly features fertile black cotton soil (Vertisols), which has a high moisture retention capacity but often requires specific attention to nitrogen efficiency an... | Maize (Makka) | HOSHANGABAD | 8 | MADHYA PRADESH
HOSHANGABAD
Maize (Makka)
Nutrient Management
8
2019 | Nutrient Management | MADHYA PRADESH | 2,019 |
Provide your response to the following prompt:
<prompt>
Please provide information on damping off in tomato plants based on the following data record:
---
Asking about damping off tomato
ASSAM
DIBRUGARH
Tomato
Plant Protection
9
2018
---
Specifically, address the following:
1. **Context Analysis**: Interpret th... | Tomato grower in Dibrugarh district, Assam — plant protection.
The query was raised in September 2018, during the kharif season.
**Recommendation**
Recommended to spray BLITOX 50 @1G/LIT 3 SPRAYS AT 5 DAYS INTERVAL.
This is the practice advised by extension staff in Assam for Tomato at this point in the season. Wear... | null | ### 1. Context Analysis
The provided record indicates a plant protection inquiry regarding tomato cultivation in Dibrugarh, Assam, documented in September 2018. This timeframe is agriculturally significant for Upper Assam, as it corresponds with the retreat of the monsoon and the beginning of the autumn season. During ... | Tomato | DIBRUGARH | 9 | ASSAM
DIBRUGARH
Tomato
Plant Protection
9
2018 | Plant Protection | ASSAM | 2,018 |
Provide your response to the following prompt:
<prompt>
Analyze the following agricultural data snippet regarding plant protection. The data appears to be unstructured or extracted from a table. Please interpret the content, identify the key entities (such as location, crop issue, year, and values), and present the in... | Others grower in Salem district, Tamilnadu — plant protection.
The query was raised in July 2016, during the kharif season.
**Recommendation**
Recommended for drench with carbendazim 2.5 ml/litre of water.
This is the practice advised by extension staff in Tamilnadu for Others at this point in the season. Confirm th... | null | ### Interpretation of Agricultural Data Snippet
Based on the provided data fragment, here is the structured analysis of the plant protection records from 2016. The snippet appears to be an extract from a district-level agricultural survey or a pest incidence report.
**Contextual Analysis:**
The entry refers to an inc... | Others | SALEM | 7 | TAMILNADU
SALEM
Others
Plant Protection
7
2016 | Plant Protection | TAMILNADU | 2,016 |
Provide your response to the following prompt:
<prompt>
Based on the agricultural data provided below, please generate a detailed spray schedule for apple plant protection.
**Context Data:**
- **Region:** JAMMU AND KASHMIR, KULGAM
- **Crop:** Apple
- **Category:** Plant Protection
- **Reference Year:** 2020
- **Data ... | Apple grower in Kulgam district, Jammu And Kashmir — plant protection.
The query was raised in July 2020, during the kharif season.
**Recommendation**
It is advised to the farmer spray one of the fallowing fungicides at fruit development stage 3rd Mancozeb 75 WP (300 g) or Ziram 27 SC (600 ml) or Zineb 75 WP (300 g) ... | null | # Apple Plant Protection Spray Schedule: Kulgam, Jammu & Kashmir (2020 Season)
Effective plant protection in Kulgam requires precise timing aligned with the phenological stages of the apple tree and local microclimates. The valley's spring humidity makes Apple Scab the primary fungal threat, while Codling Moth and San... | Apple | KULGAM | 7 | JAMMU AND KASHMIR
KULGAM
Apple
Plant Protection
7
2020 | Plant Protection | JAMMU AND KASHMIR | 2,020 |
Provide your response to the following prompt:
<prompt>
Provide the recommended dosage of Pretilachlor for weed management in Paddy (Dhan) crops, specifically for the Koraput district of Odisha, based on the 2023 agricultural guidelines.
Reference Data:
- Chemical: Pretilachlor
- Location: ODISHA, KORAPUT
- Crop: Pad... | Paddy (Dhan) grower in Koraput district, Odisha — weed management.
The query was raised in February 2023, during the rabi season.
**Recommendation**
Recommended to apply Pretilachlor 50 %EC @ 320 ml Per Acre Of Land Or Mixing With 15-20kg Of Sand.
This is the practice advised by extension staff in Odisha for Paddy (... | null | Based on the 2023 agricultural guidelines for the Koraput district of Odisha, the recommended usage of Pretilachlor (50% EC) for weed management in Paddy (Dhan) crops is as follows:
**Recommended Dosage:**
* **Quantity:** 400 to 600 ml per acre (1.0 to 1.5 liters per hectare).
* **Application Method:** Mix in 500... | Paddy (Dhan) | KORAPUT | 2 | ODISHA
KORAPUT
Paddy (Dhan)
Weed Management
2
2023 | Weed Management | ODISHA | 2,023 |
This dataset is a remastered version prepared using Adaption's Adaptive Data platform.
adaption-india_agri_extension_qa
This dataset contains question-answer pairs focused on agricultural advisory services across various districts in India. Each sample includes a specific prompt detailing crop type, location, year, and farming issue, followed by a concise expert response with recommendations for varieties, pest control, or cultural practices. The content simulates responses from senior agronomists tailored to local conditions without explicitly revealing the persona.
Dataset size
There are 27,985 data points in this dataset. This is an instruction tuning dataset.
Quality of Remastered Dataset
The final quality is A, with a relative quality improvement of 51.7%.
Domain
- Agriculture (100%)
Language
- English (100%)
Tone
- Practical (47%)
- Informative (41%)
- Analytical (6%)
Evaluation Results
Quality Gains:
Grade Improvement:
Percentile Chart:

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