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The dataset generation failed
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 dataset

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prompt
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enhanced_prompt
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enhanced_completion
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crop
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district
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int64
original_context
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query_type
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state
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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 &#2309;&#2325;&#2379;&#2352;&#2366; &#2349;&#2371;&#2342; &#2357;&#2354;&#2375;&#2359;&#2339; &#2349;&#2371;&#2342; &#2330;&#2366;&#...
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# 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...
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# 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...
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### 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) ...
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# 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 (...
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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
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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:

    QualityGains
  • Grade Improvement:

    Grade
  • Percentile Chart:

    Percentile Chart
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