Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 46 new columns ({'created_at', 'translation_quality_flag', 'contains_scheme_info', 'contains_contact_or_phone_info', 'time_context', 'dose_pattern_mismatch_count', 'dose_source_patterns', 'contains_market_info', 'sft_eligible', 'qc_confidence', 'unit_translation_tokens', 'year', 'advisory_context', 'normalization_candidate', 'needs_human_review', 'quality_score', 'contains_weather_info', 'sector', 'numeric_translation_tokens', 'answer_lang', 'dose_translation_patterns', 'contains_chemical_name', 'month', 'answer_en_words', 'numeric_source_tokens', 'staleness_risk', 'contains_pesticide_or_fertilizer', 'unit_source_tokens', 'translation_status', 'place_context', 'qc_pass', 'category', 'crop_context', 'village', 'question_en_words', 'rag_eligible', 'question_original', 'unit_mismatch_count', 'question_lang', 'normalization_policy_hint', 'numeric_mismatch_count', 'rank_rag', 'rank_sft', 'usable_for_normalization', 'contains_dose_advice', 'block'}) and 12 missing columns ({'missing_context_fields', 'safety_notes', 'grounding_notes', 'human_verified', 'normalization_provider', 'normalized_advisory_en', 'rejection_reason', 'machine_generated', 'normalized_user_query_en', 'answer_confidence', 'normalization_model_deployment', 'clarification_needed'}).
This happened while the csv dataset builder was generating data using
hf://datasets/uralstech/kcc-krishi-punjab-wheat-demo/punjab_wheat_candidates_500.csv (at revision 6584038c1f0525ead4bd59038800bb2818907648), ['hf://datasets/uralstech/kcc-krishi-punjab-wheat-demo@6584038c1f0525ead4bd59038800bb2818907648/punjab_wheat_before_after_500.csv', 'hf://datasets/uralstech/kcc-krishi-punjab-wheat-demo@6584038c1f0525ead4bd59038800bb2818907648/punjab_wheat_candidates_500.csv', 'hf://datasets/uralstech/kcc-krishi-punjab-wheat-demo@6584038c1f0525ead4bd59038800bb2818907648/punjab_wheat_normalized_review_500.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._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 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
example_id: string
state: string
district: string
block: string
village: string
sector: string
category: string
crop: string
query_type: string
created_at: string
year: int64
month: int64
question_original: string
answer_original: string
question_lang: string
answer_lang: string
question_en: string
answer_en: string
translation_status: string
translation_quality_flag: string
place_context: string
time_context: string
crop_context: string
advisory_context: string
usable_for_normalization: bool
advisory_domain: string
staleness_risk: string
numeric_source_tokens: string
numeric_translation_tokens: string
numeric_mismatch_count: int64
unit_source_tokens: string
unit_translation_tokens: string
unit_mismatch_count: int64
dose_source_patterns: string
dose_translation_patterns: string
dose_pattern_mismatch_count: int64
contains_dose_advice: bool
contains_pesticide_or_fertilizer: bool
contains_chemical_name: bool
contains_weather_info: bool
contains_market_info: bool
contains_scheme_info: bool
contains_contact_or_phone_info: bool
qc_flags: string
qc_severity: string
qc_pass: bool
needs_human_review: bool
rag_eligible: bool
sft_eligible: bool
qc_confidence: string
rag_use_mode: string
sft_use_mode: string
llm_instruction_hint: string
quality_score: int64
question_en_words: int64
answer_en_words: int64
normalization_candidate: bool
normalization_status: string
normalization_policy_hint: string
rank_sft: int64
rank_rag: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 8136
to
{'example_id': Value('string'), 'state': Value('string'), 'district': Value('string'), 'crop': Value('string'), 'query_type': Value('string'), 'advisory_domain': Value('string'), 'question_en': Value('string'), 'answer_en': Value('string'), 'answer_original': Value('string'), 'normalization_status': Value('string'), 'rejection_reason': Value('string'), 'normalized_user_query_en': Value('string'), 'normalized_advisory_en': Value('string'), 'clarification_needed': Value('bool'), 'missing_context_fields': Value('string'), 'safety_notes': Value('string'), 'grounding_notes': Value('string'), 'answer_confidence': Value('string'), 'qc_flags': Value('string'), 'qc_severity': Value('string'), 'rag_use_mode': Value('string'), 'sft_use_mode': Value('string'), 'llm_instruction_hint': Value('string'), 'machine_generated': Value('bool'), 'human_verified': Value('bool'), 'normalization_provider': Value('string'), 'normalization_model_deployment': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
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 1839, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 46 new columns ({'created_at', 'translation_quality_flag', 'contains_scheme_info', 'contains_contact_or_phone_info', 'time_context', 'dose_pattern_mismatch_count', 'dose_source_patterns', 'contains_market_info', 'sft_eligible', 'qc_confidence', 'unit_translation_tokens', 'year', 'advisory_context', 'normalization_candidate', 'needs_human_review', 'quality_score', 'contains_weather_info', 'sector', 'numeric_translation_tokens', 'answer_lang', 'dose_translation_patterns', 'contains_chemical_name', 'month', 'answer_en_words', 'numeric_source_tokens', 'staleness_risk', 'contains_pesticide_or_fertilizer', 'unit_source_tokens', 'translation_status', 'place_context', 'qc_pass', 'category', 'crop_context', 'village', 'question_en_words', 'rag_eligible', 'question_original', 'unit_mismatch_count', 'question_lang', 'normalization_policy_hint', 'numeric_mismatch_count', 'rank_rag', 'rank_sft', 'usable_for_normalization', 'contains_dose_advice', 'block'}) and 12 missing columns ({'missing_context_fields', 'safety_notes', 'grounding_notes', 'human_verified', 'normalization_provider', 'normalized_advisory_en', 'rejection_reason', 'machine_generated', 'normalized_user_query_en', 'answer_confidence', 'normalization_model_deployment', 'clarification_needed'}).
This happened while the csv dataset builder was generating data using
hf://datasets/uralstech/kcc-krishi-punjab-wheat-demo/punjab_wheat_candidates_500.csv (at revision 6584038c1f0525ead4bd59038800bb2818907648), ['hf://datasets/uralstech/kcc-krishi-punjab-wheat-demo@6584038c1f0525ead4bd59038800bb2818907648/punjab_wheat_before_after_500.csv', 'hf://datasets/uralstech/kcc-krishi-punjab-wheat-demo@6584038c1f0525ead4bd59038800bb2818907648/punjab_wheat_candidates_500.csv', 'hf://datasets/uralstech/kcc-krishi-punjab-wheat-demo@6584038c1f0525ead4bd59038800bb2818907648/punjab_wheat_normalized_review_500.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
example_id string | state string | district string | crop string | query_type string | advisory_domain string | question_en string | answer_en string | answer_original string | normalization_status string | rejection_reason null | normalized_user_query_en string | normalized_advisory_en string | clarification_needed bool | missing_context_fields string | safety_notes string | grounding_notes string | answer_confidence string | qc_flags string | qc_severity string | rag_use_mode string | sft_use_mode string | llm_instruction_hint string | machine_generated bool | human_verified bool | normalization_provider string | normalization_model_deployment string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
kcc_00032819 | PUNJAB | PATIALA | Wheat | Weed Management | weed_management | Information regarding the pre-emergence herbicides used in the wheat? | Spray 1.5 litres of Stomp 30 EC (Pedimethalin) or 60 g of Avkira 85 WG (Pyroxasulfone) or 1 litre of Platform 38.5 SE (Pedimethalin 35% + Metribuzin 3.5% SE) in 200 litres of water within 2 days of sowing of wheat | ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਨਦੀਨ ਉੱਗਣ ਤੋਂ ਰੋਕਣ ਲਈਂ 1.5 ਲੀਟਰ ਸਟੋਂਪ 30 ਈ ਸੀ (ਪੈਡੀਮੈਥਾਂਲਿਨ) ਜਾਂ 60 ਗ੍ਰਾਮ ਅਵਕੀਰਾ 85 ਡਬਲਯੂ ਜੀ (ਪਾਈਰੋਕਸਾਸਲਫੋਨ) ਜਾਂ 1 ਲੀਟਰ ਪਲੈਟਫਾਰਮ 38.5 ਐੱਸ ਈ(ਪੈਡੀਮੈਥਾਲਿਨ 35%+ਮੈਟਰੀਬਿਊਜਿਨ 3.5% ਐੱਸ ਈ)ਨੂੰ 200 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਾ ਕੇ ਕਣਕ ਦੀ ਬਿਜਾਈ ਦੇ 2 ਦਿਨਾਂ ਦੇ ਅੰਦਰ ਛਿੜਕਾਅ ਕਰੋ | normalized | null | Which pre-emergence herbicides can be used for weed management in wheat? | For pre-emergence weed control in wheat, spray within 2 days after sowing. Use any one of these options in 200 litres of water: 1.5 litres Stomp 30 EC (Pendimethalin), or 60 grams Avkira 85 WG (Pyroxasulfone), or 1 litre Platform 38.5 SE (Pendimethalin 35% + Metribuzin 3.5% SE). Apply evenly as a spray; do not mix mult... | false | null | Use only one recommended herbicide option and follow the product label instructions. | Verify suitability, dose, and application precautions with the product label or local agriculture officer before spraying. | Avoid spray drift and use appropriate protective clothing while handling herbicides. | Based on Punjab KCC expert advice for wheat weed management. | Dose, water volume, and timing are preserved from the KCC evidence row. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00013302 | PUNJAB | GURDASPUR | Wheat | Plant Protection | plant_protection | Information regarding the control of Aphids in wheat ? | Spray 20 g of Actara 25 WG or Taoia in 80-100 litres of water per acre for the control of wheat and oilseeds. | ਕਣਕ ਤੇ ਤੇਲੇ ਦੀ ਰੋਕਥਾਮ ਲਈ 20 ਗ੍ਰਾਮ ਐਕਟਾਰਾ 25 WG ਜਾਂ ਤਾਇਓ ਨੂੰ 80-100 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਮਿਲਾ ਕੇ ਪ੍ਰਤੀ ਏਕੜ ਦੇ ਹਿਸਾਬ ਨਾਲ ਸਪਰੇ ਕਰੋ । | normalized | null | How can I control aphids in wheat? | For aphid control in wheat, spray 20 g of Actara 25 WG or Taoia mixed in 80–100 litres of water per acre. Spray uniformly over the crop as per local KCC advice. | false | null | Verify the product name, label directions, and local recommendation before spraying, especially because pesticide brand names may vary. | Use protective clothing while spraying and avoid drift to nearby crops, people, animals, and water sources. | Advice is based on the Punjab, Gurdaspur KCC expert row for aphid control in wheat. | The dose 20 g in 80–100 litres of water per acre and the products Actara 25 WG or Taoia are preserved from the KCC evidence. | medium | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00075266 | PUNJAB | RUPNAGAR | Wheat | Weed Management | weed_management | Information regarding that why the herbicide is not properly control the weeds ? | Never kill 100% weeds with any herbicide, it kills about 80% of the weeds and the remaining weeds that have not been destroyed by herbicide should be removed by hand | ਕਦੇ ਵੀ ਕਿਸੇ ਨਦੀਨਨਾਸ਼ਕ ਨਾਲ 100% ਨਦੀਨ ਖਤਮ ਨਹੀਂ ਹੁੰਦਾ ਇਸ ਨਾਲ ਲਗਭਗ 80% ਨਦੀਨ ਖਤਮ ਹੋ ਜਾਂਦਾ ਅਤੇ ਬਾਕੀ ਬਚੇ ਨਦੀਨ ਜੋ ਨਦੀਨਨਾਸ਼ਕ ਨਾਲ ਖਤਮ ਨਹੀਂ ਹੋਏ ਉਹ ਹੱਥਾਂ ਨਾਲ ਪੁੱਟ ਦਿਓ | normalized | null | Why is the herbicide not controlling all weeds in my wheat field? | No herbicide normally kills 100% of weeds. A herbicide may control about 80% of the weeds, but some weeds can remain. Remove the surviving weeds manually by hand weeding or uprooting so they do not compete with the wheat crop. | false | null | Use herbicides only as per the product label and local agriculture department recommendations. | Avoid changing herbicide dose or mixing products without expert guidance. | Based on KCC expert advice from Punjab for wheat weed management. | The original recommendation states that herbicide control is not 100% and remaining weeds should be removed by hand. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00104453 | PUNJAB | GURDASPUR | Wheat | Fertilizer Use and Availability | plant_protection | Information regarding yellowing of leaves after irrigation ? | If the wheat crop turns yellow after watering, then spray two kg of urea | ਕਣਕ ਦੀ ਫਸਲ ਪਾਣੀ ਲਗਨ ਤੋਂ ਬਾਅਦ ਜੇ ਪੀਲੀ ਪੈ ਗਯੀ ਹੈ ਤਾ ਦੋ ਕਿੱਲੋ ਯੂਰੀਆ ਦਾ ਛਿੜਕਾਵ ਕਰ ਸਕਦੇ ਹੋ | normalized | null | What should I do if wheat leaves turn yellow after irrigation? | If wheat leaves turn yellow after irrigation, the KCC expert advised spraying urea on the wheat crop. The recorded dose is 2 kg urea, but the area and water volume for this dose are not specified. Before spraying, verify the correct dilution and dose with the product label or the local agriculture officer. | true | area to be treated | water volume for spray | crop growth stage | cause of yellowing | Dose context is incomplete; verify the urea dose and dilution before spraying. | Do not apply any fertilizer spray stronger than locally recommended. | Based on KCC advice from Punjab, Gurdaspur for wheat yellowing after irrigation. | Original recommendation mentions spraying 2 kg urea, but QC flags indicate possible unit or dose-context uncertainty. | low | unit_mismatch | unit_mismatch_in_dose_or_chemical_row | chemical_or_fertilizer_row | high | use_with_caution | normalize_first | Use this KCC expert row with caution; preserve the original meaning and avoid adding unsupported details. Possible unit translation issue; if answering, avoid overconfident exact dose wording unless verified from source evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00368807 | PUNJAB | MANSA | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING FOR THE CONTROL OF YELLOW RUST DISEASE IN WHEAT CROP? | FOR THE CONTROL OF YELLOW RUST DISEASE IN WHEAT CROP,PLS SPRAY 200ML TILT OR SHINE/ACRE IN 200LITRE WATER. | FOR THE CONTROL OF YELLOW RUST DISEASE IN WHEAT CROP,PLS SPRAY 200ML TILT OR SHINE/ACRE IN 200LITRE WATER. | normalized | null | How can yellow rust disease be controlled in wheat crop? | For control of yellow rust disease in wheat, spray Tilt or Shine at 200 ml per acre, mixed in 200 litres of water. Apply uniformly on the crop. | false | null | Verify the product label and local agriculture department recommendation before spraying. | Use protective clothing while spraying and avoid spray drift. | Advisory preserves the KCC recommendation: 200 ml Tilt or Shine per acre in 200 litres of water for yellow rust in wheat. | No additional pesticide names or doses were added. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00342830 | PUNJAB | MUKTSAR | Wheat | Weed Management | weed_management | Information regarding how to control Broad Leaf Weeds in Wheat? | Spray 10 gm. Algrip 20WP in 150 lt. of water per acre. | Spray 10 gm. Algrip 20WP in 150 lt. of water per acre. | normalized | null | How can I control broadleaf weeds in wheat? | For controlling broadleaf weeds in wheat, spray 10 grams of Algrip 20WP mixed in 150 litres of water per acre. Apply as a uniform spray over the field. | false | null | Verify the product label and local agriculture recommendation before spraying. | Use protective clothing and avoid spray drift to nearby crops. | Based on the KCC expert recommendation for wheat weed management in Muktsar, Punjab. | The chemical name, dose, water volume, and per-acre basis are preserved from the source row. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00059836 | PUNJAB | PATIALA | Wheat | Weed Management | weed_management | Information regarding the control of weeds in wheat where other herbicide can't control the weeds ? | Spray 200 g Shagun 21-11 (Clodinafop 12% + Metribuzin 42%) or 240 g ACM-9 WP (Clodinafop 9% + Metribuzin 20%) in 150 litres of water within 35-45 days of sowing | ਜਿਹਨਾਂ ਖੇਤਾਂ ਵਿੱਚ ਹੋਰ ਨਦੀਨਨਾਸ਼ਕ ਨਾਲ ਨਦੀਨ ਖਤਮ ਨਹੀਂ ਹੋ ਰਿਹਾ ਉੱਥੇ 200 ਗ੍ਰਾਮ ਸ਼ਗੁਨ 21-11(ਕਲੋਡੀਨਾਫੌਪ 12%+ਮੈਟਰੀਬਿਉਜਿਨ 42%) ਜਾਂ 240 ਗ੍ਰਾਮ ਏ.ਸੀ.ਐੱਮ-9 ਡਬਲਯੂ ਪੀ (ਕਲੋਡੀਨਾਫੌਪ 9%+ਮੈਟਰੀਬਿਉਜਿਨ 20%) ਨੂੰ 150 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਾਕੇ ਕਣਕ ਦੀ ਬਿਜਾਈ ਦੇ 35-45 ਦਿਨਾਂ ਦੇ ਅੰਦਰ ਛਿੜਕਾਅ ਕਰੋ | normalized | null | How can I control weeds in wheat when other herbicides are not controlling them? | For wheat fields where other herbicides are not controlling weeds, spray either 200 g Shagun 21-11 (Clodinafop 12% + Metribuzin 42%) or 240 g ACM-9 WP (Clodinafop 9% + Metribuzin 20%) mixed in 150 litres of water. Apply within 35–45 days after sowing. | true | spray area covered by the stated dose | weed species | crop growth stage confirmation | Verify the dose per unit area and application instructions from the product label or local agriculture officer before spraying. | Use protective clothing and avoid spray drift to nearby crops. | Advisory preserves the KCC recommendation for wheat weed management in Punjab. | Chemical names, formulations, dose, water volume, and timing are taken from the evidence row without adding alternatives. | medium | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00342503 | PUNJAB | FARIDKOT | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING FOR THE CONTROL OF APHIDS IN WHEAT CROP? | FOR THE CONTROL OF APHIDS IN WHEAT CROP,PLS. SPRAY 50ML IMIDACHLOPRIDE OR 40GM THIAMATHOXAM/ACRE IN 150LITRE WATER. | FOR THE CONTROL OF APHIDS IN WHEAT CROP,PLS. SPRAY 50ML IMIDACHLOPRIDE OR 40GM THIAMATHOXAM/ACRE IN 150LITRE WATER. | normalized | null | How can I control aphids in wheat crop? | For aphid control in wheat, spray either imidacloprid 50 ml per acre or thiamethoxam 40 g per acre, mixed in 150 litres of water. Use only one of these options, not both together. Ensure uniform spray coverage on the crop. | false | product formulation or concentration | crop stage | aphid severity | Verify the product label and local agriculture recommendation because the formulation strength is not specified. | Use protective clothing during spraying and follow label precautions. | Based on local KCC expert advice for Faridkot, Punjab. | KCC recommended imidacloprid 50 ml or thiamethoxam 40 g per acre in 150 litres water for aphids in wheat. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00605825 | PUNJAB | JALANDHAR | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING FOR THE CONTROL OF YELLOW RUST DISEASE IN WHEAT CROP? | FOR THE CONTROL OF YELLOW RUST DISEASE IN WHEAT CROP,PLS SPRAY 200ML TILT OR SHINE OR BUMPER OR FOLICUR, /ACRE IN 200LITRE WATER. | FOR THE CONTROL OF YELLOW RUST DISEASE IN WHEAT CROP,PLS SPRAY 200ML TILT OR SHINE OR BUMPER OR FOLICUR, /ACRE IN 200LITRE WATER. | normalized | null | How can I control yellow rust disease in wheat? | For control of yellow rust in wheat, spray any one of these products: Tilt, Shine, Bumper, or Folicur. Use 200 ml per acre mixed in 200 litres of water. Spray uniformly over the crop. | false | null | Use only one of the listed products, not all together. | Verify the product label and local agriculture recommendation before spraying, especially for dose and pre-harvest safety instructions. | Wear protective clothing and avoid spraying against the wind. | Advisory is based on the KCC expert recommendation for yellow rust control in wheat in Punjab. | The dose of 200 ml per acre in 200 litres of water is preserved from the source row. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00267099 | PUNJAB | SANGRUR | Wheat | Water Management | cultural_practices | IRRIGATION REQUIRMENT IN WHEAT | AFTER 4 WEEKS FIRST IRRIGATION IS REQUIRED | AFTER 4 WEEKS FIRST IRRIGATION IS REQUIRED | normalized | null | When should the first irrigation be given in wheat? | For wheat, give the first irrigation about 4 weeks after sowing, as advised by the local KCC expert. | false | null | null | Based on KCC evidence from Sangrur, Punjab for wheat water management. | Original recommendation: first irrigation is required after 4 weeks. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00622035 | PUNJAB | BHATINDA | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING FOR THE SUITABLE LATE VARIETIES OF WHEAT FOR RUNNING SEASON? | SUITABLE LATE VARIETIES OF WHEAT FOR RUNNING SEASON IS-PBW-550,HD-2967,HD-2851 & PBW-373, NEW LATE-PBW-658. | SUITABLE LATE VARIETIES OF WHEAT FOR RUNNING SEASON IS-PBW-550,HD-2967,HD-2851 & PBW-373, NEW LATE-PBW-658. | normalized | null | Which wheat varieties are suitable for late sowing in Bathinda, Punjab? | For late-sown wheat, the KCC expert recommended these suitable varieties: PBW-550, HD-2967, HD-2851, PBW-373, and the newer late-sown variety PBW-658. Use certified seed and confirm current local suitability and seed availability with the local agriculture department or PAU recommendations. | false | null | Use certified seed from a reliable source. | Confirm current local recommendation and seed availability before sowing. | Advisory is based on the KCC answer for wheat in Bathinda, Punjab. | No pesticide, fertilizer, chemical, or dose advice was present in the source row. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00137245 | PUNJAB | PATIALA | Wheat | Fertilizer Use and Availability | nutrient_management | Information regarding the correct time for last irrigation in wheat crop? | Apply the last irrigation of the wheat crop 10-15 days before harvest depending on the type of soil and the wheat sown on time should be given the last irrigation till the end of the month of March and after December 5, the wheat sown should be irrigated till April 10 | ਕਣਕ ਦੀ ਫਸਲ ਨੂੰ ਅਖੀਰਲਾ ਪਾਣੀ ਜਮੀਨ ਦੀ ਕਿਸਮ ਦੇ ਹਿਸਾਬ ਨਾਲ ਵਾਢੀ ਤੋਂ 10-15 ਦਿਨ ਪਹਿਲਾਂ ਲਾਓ ਅਤੇ ਸਮੇਂ ਸਿਰ ਬੀਜੀ ਕਣਕ ਨੂੰ ਅਖੀਰਲਾ ਪਾਣੀ ਮਾਰਚ ਮਹੀਨੇ ਦੇ ਅਖੀਰ ਤੱਕ ਲਾ ਦਿਓ ਅਤੇ 5 ਦਸੰਬਰ ਤੋਂ ਬਾਅਦ ਬੀਜੀ ਕਣਕ ਨੂੰ 10 ਅਪ੍ਰੈਲ ਤੱਕ ਪਾਣੀ ਦਿੰਦੇ ਰਹੋ | normalized | null | When should I give the last irrigation to my wheat crop? | For wheat, give the last irrigation about 10–15 days before harvest, depending on soil type. For wheat sown on time, complete the last irrigation by the end of March. For wheat sown after 5 December, continue irrigation up to about 10 April. | false | null | Adjust irrigation timing according to soil type and field moisture condition. | Based on local KCC expert advice from Punjab, Patiala for wheat irrigation timing. | Preserved the KCC timing: 10–15 days before harvest, end of March for timely-sown wheat, and up to 10 April for wheat sown after 5 December. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00617507 | PUNJAB | MANSA | Wheat | Cultural Practices | cultural_practices | INFORMATION REGARDING FOR THE SUITABLE EARLY VARIETIES OF WHEAT(KANAK)? | THE SUITABLE EARLY VARIETIES OF WHEAT(KANAK):-HD-2967,PBW-621,DBW-17,PBW-502,WH-542,PWD-291,PDW-233,TL-2908,HD-2733,WH-711, & BERBET. | THE SUITABLE EARLY VARIETIES OF WHEAT(KANAK):-HD-2967,PBW-621,DBW-17,PBW-502,WH-542,PWD-291,PDW-233,TL-2908,HD-2733,WH-711, & BERBET. | normalized | null | Which early wheat varieties are suitable for cultivation in Mansa, Punjab? | For early sowing of wheat in Mansa, Punjab, the KCC-recommended suitable varieties are: HD-2967, PBW-621, DBW-17, PBW-502, WH-542, PWD-291, PDW-233, TL-2908, HD-2733, WH-711, and Berbet. Select seed based on local availability and use good-quality certified seed. | false | null | Confirm current variety availability and suitability with the local agriculture officer or authorized seed supplier before purchase. | Advisory is based on the KCC expert answer for wheat varieties in Mansa, Punjab. | No pesticide, fertilizer, chemical, or dose recommendation was present in the source row. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00336821 | PUNJAB | SANGRUR | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING FOR THE CONTROL OF ARMYWORM IN WHEAT CROP? | FOR THE CONTROL OF ARMYWORM IN WHEAT CROP,SPRAY 400 ML QUINALPHOS 25% EC IN 100 LITRE OF WATER PER ACRE. | FOR THE CONTROL OF ARMYWORM IN WHEAT CROP,SPRAY 400 ML QUINALPHOS 25% EC IN 100 LITRE OF WATER PER ACRE. | normalized | null | How can I control armyworm in wheat crop? | For control of armyworm in wheat, spray Quinalphos 25% EC at 400 ml mixed in 100 litres of water per acre. | false | null | Use pesticide only as per label precautions and local recommendations. | Wear protective clothing during mixing and spraying, and avoid drift to people, animals, and water sources. | Follow the waiting period and other safety instructions given on the product label. | Based on Punjab KCC expert advice for armyworm control in wheat. | Dose preserved from the evidence: 400 ml Quinalphos 25% EC in 100 litres of water per acre. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00414332 | PUNJAB | BHATINDA | Wheat | Weed Management | weed_management | information regarding control of broad leaf weeds in wheat ? | for broad leaf weeds in wheat , spray 250 gram of 2,4 D sodium salt(80%) or 250 ml of 2,4 D ethyl ester (38%) at 35-45 days after sowing | for broad leaf weeds in wheat , spray 250 gram of 2,4 D sodium salt(80%) or 250 ml of 2,4 D ethyl ester (38%) at 35-45 days after sowing | normalized | null | How can I control broad-leaf weeds in wheat? | For control of broad-leaf weeds in wheat, spray either 250 grams of 2,4-D sodium salt 80% or 250 ml of 2,4-D ethyl ester 38% at 35 to 45 days after sowing. Use only one of these options, as per local availability and recommendation. | false | null | Verify the product label, water volume, application method, and local agriculture officer recommendation before spraying. | Follow standard pesticide safety precautions, including protective clothing and avoiding spray drift. | Based on KCC expert advice for broad-leaf weed management in wheat in Bathinda, Punjab. | Dose and crop stage are preserved from the source evidence. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00106786 | PUNJAB | LUDHIANA | Wheat | Weed Management | weed_management | Information regarding the control of weeds from the vacant field before sowing of wheat ? | Spray 500 ml of Gramoxone 24SL (Paraquite) in 200 litres of water per acre to control weeds in the vacant field before sowing of wheat. | ਕਣਕ ਦੀ ਬਿਜਾਈ ਤੋਂ ਪਹਿਲਾਂ ਖਾਲੀ ਖੇਤ ਵਿੱਚੋਂ ਕਦੀਨਾਂ ਦੀ ਰੋਕਥਾਮ ਲਈਂ 500 ਮਿਲੀਲਿਟਰ ਗਰੈਮੋਕਸੋਨ 24 ਐੱਸ ਐੱਲ (ਪੈਰਾਕੁਆਇਟ) ਨੂੰ 200 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਾ ਕੇ ਪ੍ਰਤੀ ਏਕੜ ਛਿੜਕਾਅ ਕਰੋ | normalized | null | How can weeds be controlled in a vacant field before sowing wheat? | Before sowing wheat, control weeds in the vacant field by spraying Gramoxone 24 SL (paraquat) at 500 ml mixed in 200 litres of water per acre. Apply uniformly over the field before wheat sowing. | false | null | Paraquat products are highly hazardous; use only as per the product label and local agricultural recommendation. | Wear protective clothing, gloves, mask, and eye protection during mixing and spraying. | Avoid spray drift to nearby crops, people, animals, and water bodies. | Advisory is based on the KCC expert recommendation for Ludhiana, Punjab. | Dose preserved from the evidence: 500 ml Gramoxone 24 SL in 200 litres water per acre. | high | dose_pattern_added_by_translation | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00584242 | PUNJAB | AMRITSAR | Wheat | Varieties | varieties | INFORMATION REGARDING TIMELY SOWN VARIETIES OF WHEAT? | --New varieties of wheat b. W RS-1 (Average Yield-17.1, Days-146), P. b. W. Zinc 2 (average yield-23, day-151, height-103 cm), p. b. W 826 (Average yield – 24, day-148, height – 101 cm), P. b. W 824 (Average yield-23.3, day-156, height-104 cm), P. b. W 803 (Average yield -22. 7, day-151, height-100 cm), golden PBW 766 ... | --ਕਣਕ ਦੀਆਂ ਨਵੀਆਂ ਕਿਸਮਾਂ-ਪੀ. ਬੀ. ਡਬਲਯੂ RS-1(ਔਸਤ ਝਾੜ-17.1, ਦਿਨ-146), ਪੀ. ਬੀ. ਡਬਲਯੂ zinc 2(ਔਸਤ ਝਾੜ-23, ਦਿਨ-151, ਕੱਦ-103 ਸੈਂਟੀਮੀਟਰ), ਪੀ. ਬੀ. ਡਬਲਯੂ 826 (ਔਸਤ ਝਾੜ-24, ਦਿਨ-148, ਕੱਦ-101 ਸੈਂਟੀਮੀਟਰ), ਪੀ. ਬੀ. ਡਬਲਯੂ 824 (ਔਸਤ ਝਾੜ-23.3, ਦਿਨ-156, ਕੱਦ-104 ਸੈਂਟੀਮੀਟਰ),ਪੀ. ਬੀ. ਡਬਲਯੂ 803 (ਔਸਤ ਝਾੜ-22.7, ਦਿਨ-151, ਕੱਦ-100 ਸੈਂਟੀਮੀਟਰ), ਸੁਨਹਿਰੀ ... | normalized | null | Which wheat varieties are suitable for timely sowing in Amritsar, Punjab? | For timely sown wheat in Amritsar, Punjab, KCC listed these new varieties: PBW RS-1 (average yield 17.1, 146 days); PBW Zinc 2 (23, 151 days, 103 cm); PBW 826 (24, 148 days, 101 cm); PBW 824 (23.3, 156 days, 104 cm); PBW 803 (22.7, 151 days, 100 cm); Golden PBW 766 (23.1, 155 days, 106 cm); PBW 1 Chapati (17.2, 154 day... | true | yield unit | Confirm the yield unit and current local varietal recommendation with the agriculture department or seed supplier before purchase. | Based on the KCC expert row for timely sown wheat varieties in Amritsar, Punjab. | The term PBW Zinc 2 is treated as a wheat variety name, not as a fertilizer or chemical recommendation. | medium | numeric_mismatch | numeric_mismatch_in_dose_or_chemical_row | chemical_or_fertilizer_row | high | use_with_caution | normalize_first | Use this KCC expert row with caution; preserve the original meaning and avoid adding unsupported details. Possible numeric translation mismatch; preserve numbers carefully and consider review before direct training use. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00022828 | PUNJAB | RUPNAGAR | Wheat | Plant Protection | plant_protection | Information regarding the control of Aphid in wheat ? | If there is a high incidence of aphids in wheat crop i.e. 5 aphids per acre, spray 2 litres of homemade neem solution or 20 g of Actara (Thiamethaxom) 25 WG in 100 litres of water per acre to control the disease. | ਜੇਕਰ ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਚੇਪੇ ਦਾ ਜਿਆਦਾ ਹਮਲਾ ਹੋਵੇ ਭਾਵ ਕਿ 5 ਚੇਪੇ ਪ੍ਰਤੀ ਸਿੱਟਾ ਹੋਣ ਤਾਂ ਇਸ ਦੀ ਰੋਕਥਾਮ ਲਈ 2 ਲੀਟਰ ਘਰ ਦੇ ਬਣਾਏ ਨਿੰਮ ਦੇ ਘੋਲ ਜਾਂ 20 ਗ੍ਰਾਮ ਐਕਟਾਰਾ (ਥਾਇਆਮੀਥਾਕਸਮ) 25 ਡਬਲਯੂ ਜੀ ਨੂੰ 100 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਾ ਕੇ ਪ੍ਰਤੀ ਏਕੜ ਛਿੜਕਾਅ ਕਰੋ| | normalized | null | How can I control aphids in wheat? | For wheat aphid control, spray only when infestation is high, about 5 aphids per ear/spike. Use either 2 litres of homemade neem solution or 20 g Actara (Thiamethoxam) 25 WG mixed in 100 litres of water per acre. Spray uniformly on the crop. Follow the product label and local agriculture department advice before using ... | false | null | Verify pesticide dose and use directions on the product label and with the local agriculture officer. | Use protective clothing during spraying and avoid unnecessary or repeated pesticide use. | Advisory is based on the KCC expert recommendation for wheat aphid control in Punjab. | The Punjabi source indicates the action threshold as about 5 aphids per ear/spike; the English row appears to mistranslate this as per acre. | Chemical name and dose are preserved from the KCC evidence. | medium | dose_pattern_added_by_translation | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00123875 | PUNJAB | SAHIBZADA AJIT SINGH NAGAR | Wheat | Nutrient Management | nutrient_management | Information regarding the foliar spray for increasing grain yield of Wheat? | Spray 1 kg NPK 19:19:19 per acre in 100 litres of water to prevent yellowing of wheat after herbicide spraying | ਨਦੀਨ ਨਾਸ਼ਕ ਦੇ ਛਿੜਕਾਅ ਤੋਂ ਬਾਅਦ ਕਣਕ ਦੇ ਪੀਲੇਪਣ ਨੂੰ ਰੋਕਣ ਲਈਂ 1 ਕਿੱਲੋ ਐੱਨ.ਪੀ.ਕੇ 19:19:19 ਨੂੰ 100 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਾ ਕੇ ਪ੍ਰਤੀ ਏਕੜ ਛਿੜਕਾਅ ਕਰੋ | normalized | null | What foliar spray can be used in wheat to prevent yellowing after herbicide spraying? | For wheat showing or at risk of yellowing after herbicide spraying, the KCC advice is to spray NPK 19:19:19 at 1 kg per acre mixed in 100 litres of water. Apply as a foliar spray. | true | wheat growth stage | severity of yellowing | herbicide used | time since herbicide spray | Because this is a fertilizer spray with dose information and the row has unit-quality flags, verify the dose with the product label or local agriculture officer before spraying. | Do not mix with other chemicals unless compatibility is confirmed. | Preserved KCC recommendation: NPK 19:19:19, 1 kg in 100 litres of water per acre. | Original advice was for preventing yellowing of wheat after herbicide spraying, not a general guaranteed yield-increase treatment. | medium | unit_mismatch | unit_mismatch_in_dose_or_chemical_row | suspicious_unit_added_in_translation | chemical_or_fertilizer_row | high | use_with_caution | normalize_first | Use this KCC expert row with caution; preserve the original meaning and avoid adding unsupported details. Possible unit translation issue; if answering, avoid overconfident exact dose wording unless verified from source evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00136042 | PUNJAB | SANGRUR | Wheat | Water Management | cultural_practices | Information regarding irrigation of wheat | In wheat crop, if there is no moisture in the soil, light irrigation can be done | ਕਣਕ ਦੀ ਫ਼ਸਲ ਵਿਚ ਜੇਕਰ ਜਮੀਨ ਵਿਚ ਨਮੀ ਨਹੀਂ ਹੈ ਤਾਂ ਹਲਕਾ ਪਾਣੀ ਲਗਾ ਸਕਦੇ ਹੋ | normalized | null | When should I irrigate my wheat crop? | For wheat, check the soil moisture first. If the soil does not have enough moisture, give a light irrigation. Avoid unnecessary irrigation when the soil is already moist. | false | null | Use light irrigation only when soil moisture is insufficient; avoid waterlogging. | Based on the KCC advisory from Punjab, Sangrur for wheat water management: irrigate lightly if there is no moisture in the soil. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00395606 | PUNJAB | PATIALA | Wheat | Varieties | varieties | Information regarding newly recommended varieties of Wheat? | Newly recommended varieties of Wheat is WH-105 and PBW-660 with an average yield is 23.1 qtl and 17.1 qtl per acre respectively. | Newly recommended varieties of Wheat is WH-105 and PBW-660 with an average yield is 23.1 qtl and 17.1 qtl per acre respectively. | normalized | null | What are the newly recommended wheat varieties for my area? | For wheat in Patiala, Punjab, the KCC expert recommended the varieties WH-105 and PBW-660. Their reported average yields are about 23.1 quintals per acre for WH-105 and 17.1 quintals per acre for PBW-660, respectively. | false | null | null | Advisory is based on the KCC expert answer for wheat varieties in Patiala, Punjab. | Variety names and average yields were preserved from the source row. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00461397 | PUNJAB | PATIALA | Wheat | Varieties | varieties | Information regarding newly recommended varieties of Wheat? | Newly recommended varieties of Wheat is WH-1105 and PBW-660 with an average yield is 23.1 qtl and 17.1 qtl per acre respectively. | Newly recommended varieties of Wheat is WH-1105 and PBW-660 with an average yield is 23.1 qtl and 17.1 qtl per acre respectively. | normalized | null | Which newly recommended wheat varieties are suitable for Patiala, Punjab? | For wheat in Patiala, Punjab, the newly recommended varieties mentioned by KCC are WH-1105 and PBW-660. Their average yields are about 23.1 quintals per acre for WH-1105 and 17.1 quintals per acre for PBW-660, respectively. | false | null | null | Based on the KCC expert answer for wheat varieties in Patiala, Punjab. | Preserved the variety names WH-1105 and PBW-660 and the reported average yields per acre. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00520404 | PUNJAB | SANGRUR | Wheat | Nutrient Management | nutrient_management | information regarding control of manganese deficiency in wheat? | for control of manganese deficiency in wheat, spray 1 kg manganese sulfate in 200 liters of water per acre . | for control of manganese deficiency in wheat, spray 1 kg manganese sulfate in 200 liters of water per acre . | normalized | null | How can manganese deficiency be controlled in wheat? | To control manganese deficiency in wheat, spray 1 kg manganese sulfate mixed in 200 liters of water per acre. | false | null | Verify the manganese sulfate product label and local agriculture officer recommendation before spraying. | Use clean water and follow safe handling practices while preparing and applying the spray. | Based on Punjab KCC expert advice for manganese deficiency management in wheat. | The dose of 1 kg manganese sulfate in 200 liters of water per acre is preserved from the KCC evidence. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00098503 | PUNJAB | HOSHIARPUR | Wheat | Weed Management | weed_management | Information regarding the control of broad leaf weeds in Wheat crop? | Spray 250 g 2,4-D Sodium Salt 80 WP or 250 ml Ethyl Ester 38 EC in 150 litres of water within 35-45 days of sowing after the first irrigation for the control of broadleaf weeds like wild spinach and maina in wheat crop Can be done | ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਚੌੜੇ ਪੱਤਿਆਂ ਵਾਲੇ ਸਾਰੇ ਨਦੀਨ ਜਿਵੇਂ ਜੰਗਲੀ ਪਾਲਕ ਅਤੇ ਮੈਣਾ ਦੀ ਰੋਕਥਾਮ ਲਈ 250 ਗ੍ਰਾਮ 2,4-ਡੀ ਸੋਡੀਅਮ ਸਾਲ੍ਟ 80 ਡਬਲਯੂ ਪੀ ਜਾਂ 250 ਮਿਲੀਲੀਟਰ ਈਥਾਇਲ ਐਸਟਰ 38 ਈ ਸੀ ਨੂੰ 150 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਹਿਲੇ ਪਾਣੀ ਤੋਂ ਬਾਅਦ ਫਸਲ ਦੀ ਬਿਜਾਈ ਦੇ 35-45 ਦਿਨਾਂ ਦੇ ਅੰਦਰ ਛਿੜਕਾਅ ਕਰੋ ਅਤੇ ਜੇਕਰ ਕਣਕ ਦੇ ਨਾਲ ਕੋਈ ਵੀ ਚੌੜੇ ਪੱਤੇ ਵਾਲੇ ਫਸਲ ਬੀਜੀ ਹੋਵੇ ਤਾਂ ਹਨ ਵਿੱਚੋਂ ... | normalized | null | How can I control broadleaf weeds in wheat? | For broadleaf weeds in wheat, such as wild spinach and maina, spray either 250 g 2,4-D Sodium Salt 80 WP or 250 ml Ethyl Ester 38 EC mixed in 150 litres of water. Apply after the first irrigation, within 35–45 days after sowing. Do not use these herbicides if any broadleaf crop has been sown along with the wheat. | true | area covered by 150 litres spray solution | whether wheat is intercropped with any broadleaf crop | Verify the product label and local agriculture recommendation before spraying, because the area basis for the 150 litres water dose is not stated. | Avoid drift to nearby broadleaf crops. | Based on Punjab KCC advice for broadleaf weed control in wheat. | Preserved the given herbicide names, formulations, dose, water volume, and timing. | medium | dose_pattern_added_by_translation | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00119079 | PUNJAB | FAZILKA | Wheat | Plant Protection | plant_protection | Information regarding the control of root rot in Wheat ? | Spray 500 g of clean (Carbendazim 12% + Mancozeb 63%) in 15-20 kg of sand per acre to control root rot in wheat | ਕਣਕ ਵਿੱਚ ਜੜ੍ਹ ਗਲਣ ਦੀ ਸਮਸਿਆ ਦੀ ਰੋਕਥਾਮ ਲਈ 500 ਗ੍ਰਾਮ ਸਾਫ (ਕਾਰਬੇਂਡਾਜਿਮ 12%+ਮੈਂਨਕੋਜੇਬ 63%) ਨੂੰ 15-20 ਕਿਲੋ ਰੇਤੇ ਵਿੱਚ ਮਿਲਾ ਕੇ ਪ੍ਰਤੀ ਏਕੜ ਛਿੱਟਾ ਦਿਓ | normalized | null | How can I control root rot in wheat? | To control root rot in wheat, mix 500 g of Saaf fungicide containing Carbendazim 12% + Mancozeb 63% with 15–20 kg of sand and apply it evenly per acre. | false | null | Verify the product label and local agriculture recommendation before use. | Use protective gear while handling and applying fungicide. | Advice is based on the KCC expert recommendation for wheat root rot in Fazilka, Punjab. | The chemical composition and dose were preserved from the source row without adding new recommendations. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00623298 | PUNJAB | PATIALA | Wheat | Seeds | varieties | INFORMATION REGARDING FOR THE SUITABLE EARLY VARIETIES OF WHEAT(KANAK)? | THE SUITABLE EARLY VARIETIES OF WHEAT(KANAK):-HD-2967,PBW-621,DBW-17,PBW-550,PBW-502,WH-542,PWD-291,PDW-233,TL-2908,HD-2932,HD-2733,WH-711 & BERBET. | THE SUITABLE EARLY VARIETIES OF WHEAT(KANAK):-HD-2967,PBW-621,DBW-17,PBW-550,PBW-502,WH-542,PWD-291,PDW-233,TL-2908,HD-2932,HD-2733,WH-711 & BERBET. | normalized | null | Which early wheat varieties are suitable for sowing in Patiala, Punjab? | For early sowing of wheat in Patiala, Punjab, the KCC expert suggested these suitable varieties: HD-2967, PBW-621, DBW-17, PBW-550, PBW-502, WH-542, PWD-291, PDW-233, TL-2908, HD-2932, HD-2733, WH-711, and Berbet. Choose seed from a reliable source and follow local sowing recommendations. | false | null | Use certified or reliable seed and confirm local availability before purchase. | Advisory is based on the KCC expert answer listing suitable early wheat varieties for Patiala, Punjab. | No pesticide, fertilizer, chemical, or dose recommendation was present in the source row. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00633687 | PUNJAB | GURDASPUR | Wheat | Varieties | varieties | Information regarding the of late varieties of wheat ? | Late wheat varieties- PBW 658 (Yield-17.6 quintals) and PBW 752 (Yield-19.2 quintals) | ਕਣਕ ਦੀਆਂ ਪਿਛੇਤੀਆਂ ਕਿਸਮਾਂ- ਪੀ ਬੀ ਡਬਲਯੂ 658 (ਝਾੜ-17.6 ਕੁਇੰਟਲ), ਅਤੇ ਪੀ ਬੀ ਡਬਲਯੂ 752 (ਝਾੜ-19.2 ਕੁਇੰਟਲ) | normalized | null | Which wheat varieties are suitable for late sowing in Gurdaspur, Punjab? | For late-sown wheat in Gurdaspur, Punjab, KCC advised two varieties: PBW 658 and PBW 752. The reported yields are 17.6 quintals for PBW 658 and 19.2 quintals for PBW 752. The area basis for these yield figures is not specified in the row, so confirm with the local agriculture department before comparing expected yields... | true | yield area basis | exact sowing window | Yield figures should be verified locally because the unit or area basis is not clear in the evidence row. | Based on KCC expert evidence from Punjab, district Gurdaspur, for wheat late varieties. | Varieties and reported yield numbers were preserved from the source row. | medium | unit_mismatch | medium | use_as_evidence | direct | Use this row as local KCC expert evidence. Possible unit translation issue; if answering, avoid overconfident exact dose wording unless verified from source evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00025608 | PUNJAB | MUKTSAR | Wheat | Nutrient Management | nutrient_management | Information regarding the foliar spray for increasing grain yield of Wheat? | Spray 2% Potassium Nitrate NPK 13:00:45 (2 kg NPK 13:00:45 in 100 litres of water) at leaf emergence and flowering to get higher yield from wheat crop. | ਕਣਕ ਦੀ ਫਸਲ ਤੋਂ ਵੱਧ ਝਾੜ ਲੈਣ ਲਈ 2% ਪੋਟਾਸ਼ੀਅਮ ਨਾਈਟਰੇਟ ਐੱਨ.ਪੀ.ਕੇ 13:00:45 (2 ਕਿਲੋ ਐੱਨ.ਪੀ.ਕੇ 13:00:45 ਨੂੰ 100 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਾ ਕੇ) ਦਾ ਗੋਭ ਵਾਲਾ ਪੱਤਾ ਨਿਕਲਣ ਵੇਲੇ ਅਤੇ ਬੂਰ ਪੈਣ ਵੇਲੇ ਛਿੜਕਾਅ ਕਰੋ | | normalized | null | What foliar spray can be used to increase grain yield in wheat? | For higher grain yield in wheat, spray 2% Potassium Nitrate, NPK 13:00:45. Prepare the spray by mixing 2 kg NPK 13:00:45 in 100 litres of water. Apply one spray at leaf emergence stage and another at flowering stage. | false | null | Use the stated dose carefully and verify it with the product label or local agriculture officer if there is any doubt. | Ensure uniform foliar spraying and avoid using an unlabelled or unsuitable fertilizer product. | Advisory is based on the KCC expert recommendation for wheat nutrient management in Punjab. | The fertilizer name, concentration, mixing ratio, and crop stages are preserved from the source row. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00212037 | PUNJAB | MUKTSAR | Wheat | Bio-Pesticides and Bio-Fertilizers | plant_protection | information regarding for better growth of wheat ? | for better growth of wheat-Spray 2-3kg urea or 1 kg NPK 19 19 19 in 100 litre water per acre. | for better growth of wheat-Spray 2-3kg urea or 1 kg NPK 19 19 19 in 100 litre water per acre. | normalized | null | What should I spray for better growth of wheat? | For better growth of wheat, spray either 2–3 kg urea or 1 kg NPK 19:19:19 mixed in 100 litres of water per acre. | false | crop_stage | Verify the fertilizer dose and suitability for the current crop stage with the product label or local agriculture officer before spraying. | Use clean water and spray uniformly over one acre. | Advisory is based on the KCC expert answer for wheat in Muktsar, Punjab. | The fertilizer names and dose were preserved from the original KCC evidence. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00637919 | PUNJAB | SHAHID BHAGAT SINGH NAGAR (Nawanshahr) | Wheat | Weed Management | weed_management | Information regarding that which type of nozzle is used for better result of Herbicides ? | --For the control of all broadleaf weeds such as wild spinach and manna in wheat crop, apply 250 g 2,4-D sodium salt 80 WP or 250 ml ethyl ester 38 EC or 10 g Algrip/Algrip Royal/Markgrip/Makoto (Metsulfuran 20 WP) or 20 g AM/Affinity (Carfentazone Ethyl 40 DF) or 20 g Lafida (Metsulfuran + Carfentrazone) in 150 litres... | --ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਚੌੜੇ ਪੱਤਿਆਂ ਵਾਲੇ ਸਾਰੇ ਨਦੀਨ ਜਿਵੇਂ ਜੰਗਲੀ ਪਾਲਕ ਅਤੇ ਮੈਣਾ ਦੀ ਰੋਕਥਾਮ ਲਈ 250 ਗ੍ਰਾਮ 2,4-ਡੀ ਸੋਡੀਅਮ ਸਾਲ੍ਟ 80 ਡਬਲਯੂ ਪੀ ਜਾਂ 250 ਮਿਲੀਲੀਟਰ ਈਥਾਇਲ ਐਸਟਰ 38 ਈ ਸੀ ਜਾਂ 10 ਗ੍ਰਾਮ ਐਲਗ੍ਰਿਪ/ਐਲਗਰਿਪ ਰਾਇਲ/ਮਾਰਕਗਰਿਪ/ਮਾਕੋਤੋ (ਮੈਟਸਲਫੂਰਾਨ 20 ਡਬਲਯੂ ਪੀ) ਜਾਂ 20 ਗ੍ਰਾਮ ਏਮ/ਐਫ਼ੀਨਿਟੀ (ਕਾਰਫੈਨਟਰਾਜੋਨ ਈਥਾਇਲ 40 ਡੀ ਐੱਫ) ਜਾਂ 20 ਗ੍ਰਾਮ ਲਾਂਫ਼ਿਡਾ (ਮੈਟਸਲਫੂ... | normalized | null | What should be used for better herbicide results against broadleaf weeds in wheat? | The KCC advice does not specify a nozzle type. For control of broadleaf weeds such as wild spinach and manna in wheat, spray after the first irrigation and within 30–35 days of sowing. Use any one of these in 150 litres of water: 250 g 2,4-D sodium salt 80 WP, or 250 ml ethyl ester 38 EC, or 10 g Algrip/Algrip Royal/Ma... | true | recommended nozzle type | area to be covered by 150 litres of spray solution | Use only one herbicide option, not all together. | Verify the dose, area coverage, nozzle choice, and product label instructions with the local agriculture officer before spraying. | Avoid these herbicides if a broadleaf crop is intercropped with wheat. | Based on Punjab KCC expert advice for wheat broadleaf weed management. | Chemical names, doses, water volume, and timing are preserved from the KCC evidence. | The original answer did not provide nozzle-specific guidance. | medium | dose_pattern_added_by_translation | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00619028 | PUNJAB | BHATINDA | Wheat | Seeds | varieties | INFORMATION REGARDING IMPROVED VARIETIES OF WHEAT CROP ? | IMPROVED VARIETIES OF WHEAT CROP :HD-2967,PBW-621,DBW-17,PBW-550,PBW-502,PBW-343,PDW-291. | IMPROVED VARIETIES OF WHEAT CROP :HD-2967,PBW-621,DBW-17,PBW-550,PBW-502,PBW-343,PDW-291. | normalized | null | Which improved wheat varieties are recommended for cultivation in Bathinda, Punjab? | For wheat cultivation in Bathinda, Punjab, the KCC expert listed these improved varieties: HD-2967, PBW-621, DBW-17, PBW-550, PBW-502, PBW-343, and PDW-291. Choose seed of a suitable variety from a reliable source and follow local sowing recommendations. | false | null | null | Based on the KCC answer listing improved wheat varieties: HD-2967, PBW-621, DBW-17, PBW-550, PBW-502, PBW-343, and PDW-291. | No pesticide, fertilizer, chemical, or dose recommendation was present in the source row. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00082450 | PUNJAB | SANGRUR | Wheat | Cultural Practices | cultural_practices | Information regarding the method of seed treatment of wheat for termite control ? | Take 160 ml of Chlorpyriphos 20 EC and dissolve it in 1 litre of water and spray 40 kg of seed on a concrete floor, tarpaulin or plastic sheet by spreading a thin layer | 160 ਮਿਲੀ ਕਲੋਰਪਾਇਰੀਫਾਸ 20 ਈ ਸੀ ਲੈ ਕੇ 1 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਘੋਲ ਕੇ 40 ਕਿਲੋ ਬੀਜ ਦੀ ਪੱਕੇ ਫਰਸ਼, ਤਰਪਾਲ ਜਾਂ ਪਲਾਸਟਿਕ ਦੀ ਸ਼ੀਟ ਉੱਤੇ ਪਤਲੀ ਤਹਿ ਵਿਛਾ ਕੇ ਛਿੜਕਾਅ ਕਰੋ | normalized | null | How should wheat seed be treated to control termites? | For termite control in wheat, treat 40 kg seed with 160 ml Chlorpyriphos 20 EC mixed in 1 litre of water. Spread the seed in a thin layer on a concrete floor, tarpaulin, or plastic sheet, and spray the prepared solution uniformly over the seed. | false | null | Verify the pesticide label and local agriculture recommendation before use. | Use protective gloves and avoid inhaling spray while handling Chlorpyriphos. | Advisory preserves the KCC expert recommendation for wheat seed treatment against termite. | Dose retained exactly as provided: 160 ml Chlorpyriphos 20 EC in 1 litre water for 40 kg seed. | high | dose_pattern_added_by_translation | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00007906 | PUNJAB | SHAHID BHAGAT SINGH NAGAR (Nawanshahr) | Wheat | Plant Protection | plant_protection | Information regarding the control of Yellow rust in wheat ? | For control of yellow rust in wheat crop, spray 200 ml of Tilt 25 EC (Propiconazole) or 120 gm of Nativo 75 WP (Trifluoxystrobin + Tebuconazole) or 200 ml of Opera 18.3 SE (Paraclostrobin + Epoxyconazole) or 200 gm of Caviate 25 WG (Tebuconazole) or 200 ml of Impact Extra (Azoxystrobin+Cypraconazole) or 200 ml of Custo... | ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਪੀਲੀ ਕੁੰਗੀ ਦੀ ਰੋਕਥਾਮ ਲਈ 200 ਮਿਲੀ ਟਿਲਟ 25 ਈ ਸੀ (ਪ੍ਰੋਪੀਕੋਨਾਜੋਲ) ਜਾਂ 120 ਗ੍ਰਾਮ ਨੈਟਿਵੋ 75 ਡਬਲਯੂ ਪੀ (ਟਰਾਈਫਲੋਕਸਿਸਟਰੋਬਿਨ + ਟੈਬੂਕੋਨਾਜੋਲ) ਜਾਂ 200 ਮਿਲੀਲੀਟਰ ਓਪੇਰਾ 18.3 ਐੱਸ ਈ (ਪੈਰਾਕਲੋਸਟਰੌਬਿਨ+ਈਪੋਕਸੀਕੋਨਾਜੋਲ) ਜਾਂ 200 ਗ੍ਰਾਮ ਕੈਵੀਅਟ 25 ਡਬਲਯੂ ਜੀ (ਟੈਬੂਕੋਨਾਜੋਲ) ਜਾਂ 200 ਮਿਲੀ ਅੰਮਪੈਕਟ ਐਕਸਟਰਾ (ਐਜ਼ੋਕਸੀਸਟ੍ਰੋਬਿਨ+ਸਾਇਪਰਾਕੋਨਾਜ਼ੋਲ) ਜਾਂ ... | normalized | null | How can I control yellow rust in wheat? | For yellow rust in wheat, spray any one of these fungicide options per acre in 200 litres of water: Tilt 25 EC (Propiconazole) 200 ml, or Nativo 75 WP (Trifloxystrobin + Tebuconazole) 120 g, or Opera 18.3 SE (Pyraclostrobin + Epoxiconazole) 200 ml, or Caviate 25 WG (Tebuconazole) 200 g, or Impact Extra (Azoxystrobin + ... | false | null | Use only one of the listed fungicide options; do not mix all options together. | Verify the dose and product suitability with the product label or local agriculture officer before spraying. | Follow standard pesticide safety precautions during mixing and spraying. | KCC evidence is for wheat yellow rust control in Punjab. | Original Punjabi answer specifies the listed dose in 200 litres of water per acre. | medium | unit_mismatch | unit_mismatch_in_dose_or_chemical_row | dose_pattern_added_by_translation | dose_bearing_expert_advice | chemical_or_fertilizer_row | high | use_with_caution | normalize_first | Use this KCC expert row with caution; preserve the original meaning and avoid adding unsupported details. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. Possible unit translation issue; if answering, avoid overconfident exact dose wording unless verified from source e... | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00381906 | PUNJAB | GURDASPUR | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING FOR THE CONTROL OF TERMITE IN WHEAT CROP? | FOR THE CONTROL OF TERMITE IN WHEAT CROP,BROADCAST 1.5 LITRE CHLOROPYRIPHOS AFTER MIXING IN 15 KG SAND BEFORE IRRIGATION. | FOR THE CONTROL OF TERMITE IN WHEAT CROP,BROADCAST 1.5 LITRE CHLOROPYRIPHOS AFTER MIXING IN 15 KG SAND BEFORE IRRIGATION. | normalized | null | How can I control termites in wheat crop? | For termite control in wheat, the KCC expert advised broadcasting chlorpyriphos mixed with sand before irrigation. Mix 1.5 litre chlorpyriphos with 15 kg sand and broadcast it uniformly in the field, then irrigate. Because the field area and product concentration are not specified, confirm the correct dose per acre or ... | true | field area for the given dose | chlorpyriphos formulation or concentration | crop stage | Verify the pesticide label and local agriculture recommendation before application. | Use protective clothing while handling chlorpyriphos and avoid direct contact or inhalation. | Do not exceed the locally recommended dose. | Based on KCC advice for Gurdaspur, Punjab, on termite control in wheat. | Preserved the stated recommendation: 1.5 litre chlorpyriphos mixed with 15 kg sand, broadcast before irrigation. | Added verification note because the dose area and formulation are not provided in the evidence row. | medium | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00606383 | PUNJAB | GURDASPUR | Wheat | Cultural Practices | cultural_practices | INFORMATION REGARDING FOR THE SUITABLE LATE VARIETIES OF WHEAT FOR RUNNING SEASON? | SUITABLE LATE VARIETIES OF WHEAT FOR RUNNING SEASON ARE- PBW-658, PBW-550, PBW-502, PBW-542, HD-2851 & PBW-373. | SUITABLE LATE VARIETIES OF WHEAT FOR RUNNING SEASON ARE- PBW-658, PBW-550, PBW-502, PBW-542, HD-2851 & PBW-373. | normalized | null | Which wheat varieties are suitable for late sowing in Gurdaspur, Punjab? | For late sowing of wheat in Gurdaspur, Punjab, the KCC expert recommended these suitable varieties: PBW-658, PBW-550, PBW-502, PBW-542, HD-2851, and PBW-373. Choose seed from a reliable source and follow local sowing guidance for the current season. | false | null | null | Based on the KCC expert answer for wheat varieties in Punjab, district Gurdaspur. | The advisory preserves the exact variety names provided in the KCC evidence. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00280814 | PUNJAB | BHATINDA | Wheat | Plant Protection | plant_protection | Information regarding control of Yellow Rust in wheat ? | For control of Yellow Rust in wheat , spray Tilt 25EC(propiconazole) 200 ml or Nativo 75WG (trifloxystrobin + tebuconazole) 120g in 200 litre per acre. | For control of Yellow Rust in wheat , spray Tilt 25EC(propiconazole) 200 ml or Nativo 75WG (trifloxystrobin + tebuconazole) 120g in 200 litre per acre. | normalized | null | How can I control yellow rust in wheat? | For yellow rust control in wheat, spray either Tilt 25EC containing propiconazole at 200 ml per acre, or Nativo 75WG containing trifloxystrobin + tebuconazole at 120 g per acre. Mix the selected product in 200 litres of water per acre and spray uniformly. | false | null | Use only one of the recommended products, as advised. | Verify the dose and spray volume with the product label or local agriculture officer before spraying. | Wear protective clothing, gloves, and mask while handling and spraying fungicides. | Follow label instructions for waiting period and safe disposal of empty con... | Advisory is based on the KCC expert recommendation for yellow rust in wheat in Punjab. | Chemical names and doses are preserved from the source row: Tilt 25EC 200 ml per acre or Nativo 75WG 120 g per acre in 200 litres per acre. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00000018 | PUNJAB | HOSHIARPUR | Wheat | Nutrient Management | nutrient_management | Information regarding the foliar spray for increasing grain yield of Wheat? | Spray 2% Potassium Nitrate NPK 13:00:45 (2 kg NPK 13:00:45 in 100 litres of water) at leaf emergence and flowering to get higher yield from wheat crop | ਕਣਕ ਦੀ ਫਸਲ ਤੋਂ ਵੱਧ ਝਾੜ ਲੈਣ ਲਈ 2% ਪੋਟਾਸ਼ੀਅਮ ਨਾਈਟਰੇਟ ਐੱਨ.ਪੀ.ਕੇ 13:00:45 (2 ਕਿਲੋ ਐੱਨ.ਪੀ.ਕੇ 13:00:45 ਨੂੰ 100 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਾ ਕੇ) ਦਾ ਗੋਭ ਵਾਲਾ ਪੱਤਾ ਨਿਕਲਣ ਵੇਲੇ ਅਤੇ ਬੂਰ ਪੈਣ ਵੇਲੇ ਛਿੜਕਾਅ ਕਰੋ | normalized | null | What foliar spray can be used to increase grain yield in wheat? | For higher wheat yield, spray 2% Potassium Nitrate NPK 13:00:45. Prepare it by mixing 2 kg NPK 13:00:45 in 100 litres of water. Spray at leaf emergence stage and again at flowering stage. | false | null | Follow the product label and local agriculture department guidance while preparing and spraying the fertilizer solution. | Based on Punjab KCC expert advice for wheat nutrient management. | Dose and spray timings are preserved from the KCC evidence: 2% solution, 2 kg in 100 litres water, at leaf emergence and flowering. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00138139 | PUNJAB | FAZILKA | Wheat | Agriculture Mechanization | plant_protection | Information regarding ETL level for aphid control in wheat? | Spray insecticides only if there are 5 aphids per end (based on 10-10 shoots selected from each of the four parts of an acre field). | ਕੀਟਨਾਸ਼ਕ ਤਾਂ ਹੀ ਛਿੜਕੋ ਜੇਕਰ 5 ਚੇਪੇ ਪ੍ਰਤੀ ਸਿੱਟਾ ਹੋਣ (ਇਕ ਏਕੜ ਖੇਤ ਦੇ ਹਰੇਕ ਚਾਰ ਹਿਸਿਆਂ ਵਿਚੋਂ ਚੁਣੇ 10-10 ਸਿੱਟਿਆਂ ਦੇ ਅਧਾਰ ਤੇ). | normalized | null | What is the economic threshold level for aphid control in wheat? | In wheat, spray insecticide for aphid control only when the aphid population reaches about 5 aphids per earhead/spike. To check this, divide one acre into four parts and randomly select 10 earheads from each part. If the average infestation reaches this level, then spraying may be needed. | false | null | No specific insecticide or dose is given in the KCC evidence; if spraying is needed, use only locally recommended products and follow the product label/local agriculture officer advice. | Based on KCC Punjab advice for wheat aphid ETL: spray only if 5 aphids per earhead are observed, using 10 earheads from each of four parts of an acre field. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00506706 | PUNJAB | JALANDHAR | Wheat | Weed Management | weed_management | Information regarding control of late blight in potato? | For control of late blight in potato , spray indofil m-45 or copper oxychloride or ridomil gold 500 -700 gram in 200-250 litres of water per acre. | For control of late blight in potato , spray indofil m-45 or copper oxychloride or ridomil gold 500 -700 gram in 200-250 litres of water per acre. | normalized | null | How can I control late blight in potato? | For late blight control in potato, spray Indofil M-45 or copper oxychloride or Ridomil Gold at 500–700 grams mixed in 200–250 litres of water per acre. Ensure full crop coverage while spraying. | false | exact product formulation | crop stage | disease severity | Verify the dose and product suitability from the pesticide label or local agriculture officer before spraying. | Use protective clothing while handling and spraying fungicides. | Follow label instructions for waiting period and safe harvest interval. | Advice is based on the KCC expert answer for late blight management in potato. | The row metadata lists crop as wheat, but both the farmer question and KCC answer are about potato; normalized advisory is for potato. | medium | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00139000 | PUNJAB | MUKTSAR | Wheat | Plant Protection | plant_protection | Information regarding the reasons behind improper grain filling in wheat earheads? | The reason for not being fully grained in wheat stems may be due to rise in temperature and potash deficiency | ਕਣਕ ਦੇ ਸਿੱਟਿਆਂ ਵਿੱਚ ਪੂਰੇ ਦਾਣੇ ਨਾ ਬਨਣ ਦਾ ਕਾਰਨ ਤਾਪਮਾਨ ਦਾ ਵਧਣਾ ਅਤੇ ਪੋਟਾਸ਼ ਦੀ ਘਾਟ ਹੋ ਸਕਦੀ ਹੈ | normalized | null | What are the possible reasons for poor or incomplete grain filling in wheat earheads? | Poor or incomplete grain filling in wheat earheads may occur due to a rise in temperature during the grain-filling stage. It may also be associated with potash deficiency in the crop. | false | null | No potash dose or fertilizer application method was provided in the KCC evidence; verify any fertilizer use with the product label, soil test, or local agriculture officer. | Based on the KCC expert answer from Muktsar, Punjab for wheat plant protection. | The advisory preserves the stated causes: increased temperature and potash deficiency. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00134603 | PUNJAB | GURDASPUR | Wheat | Varieties | varieties | Information regarding the seed treatment of Wheat to protect from Termite ? To protect the wheat from termite treat the seed with 4 ml Chlorpyriphos 20 EC per kg seed.It also protects wheat seed from the attack of birds. | To protect the wheat crop from termite attack, sow the wheat seed by treating it with 4 ml Chlorpyriphos 20 EC per kg seed. It also protects the seed from bird attack. | ਕਣਕ ਦੀ ਫਸਲ ਨੂੰ ਸਿਉਂਕ ਦੇ ਹਮਲੇ ਤੋਂ ਬਚਾਉਣ ਲਈ ਕਣਕ ਦੇ ਬੀਜ ਨੂੰ 4 ਮਿਲੀਲਿਟਰ ਕਲੋਰਪਾਇਰੀਫਾਸ 20 ਈ ਸੀ ਪ੍ਰਤੀ ਕਿਲੋ ਬੀਜ ਦੇ ਹਿਸਾਬ ਨਾਲ ਸੋਧ ਕੇ ਬਿਜਾਈ ਕਰੋ I ਇਹ ਬੀਜ ਨੂੰ ਪੰਛੀਆਂ ਦੇ ਹਮਲੇ ਤੋਂ ਵੀ ਬਚਾਉਂਦਾ ਹੈ | normalized | null | How should wheat seed be treated to protect it from termite attack? | For wheat in Punjab, to protect the crop from termite attack, treat the seed before sowing with Chlorpyriphos 20 EC at 4 ml per kg of seed. This treatment was also advised by KCC to help protect the seed from bird attack. | false | null | Use Chlorpyriphos 20 EC only as per the product label and local agricultural recommendation. | Follow safe handling precautions while treating seed, and do not use treated seed for food or feed. | Based on local KCC expert advice from Gurdaspur, Punjab for wheat seed treatment against termite. | Dose preserved exactly from the KCC evidence: 4 ml Chlorpyriphos 20 EC per kg seed. | high | dose_pattern_added_by_translation | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00150055 | PUNJAB | SANGRUR | Wheat | Fertilizer Use and Availability | nutrient_management | Information regarding the application of Sulphur in Wheat crop? | Apply 100 kg of gypsum or 18 kg of bentonite-sulphur (90%) per acre at the time of soil preparation in sulphur deficient soils. If phosphorus is given to wheat crop in the form of single superphosphate, then gypsum is not required and if sulphur deficiency is found then gypsum can also be added to standing crop. If the... | ਸਲਫਰ ਦੀ ਘਾਟ ਵਾਲੀਆਂ ਜਮੀਨਾਂ ਵਿੱਚ ਜਮੀਨ ਦੀ ਤਿਆਰੀ ਸਮੇਂ 100 ਕਿਲੋ ਜਿਪਸਮ ਜਾਂ 18 ਕਿਲੋ ਬੈਂਟੋਨਾਈਟ- ਸਲਫਰ (90%) ਪ੍ਰਤੀ ਏਕੜ ਪਾਓ | ਜੇਕਰ ਕਣਕ ਦੀ ਫਸਲ ਨੂੰ ਫਾਸਫੋਰਸ ਤੱਤ ਸਿੰਗਲ ਸੁਪਰਫਾਸਫੇਟ ਦੇ ਰੂਪ ਵਿੱਚ ਦਿੱਤਾ ਹੋਵੇ ਤਾਂ ਜਿਪਸਮ ਦੀ ਲੋੜ ਨਹੀਂ ਅਤੇ ਜੇਕਰ ਸਲਫਰ ਦੀ ਘਾਟ ਜਾਪੇ ਤਾਂ ਖੜੀ ਫਸਲ ਵਿੱਚ ਵੀ ਜਿਪਸਮ ਪਾਈ ਜਾ ਸਕਦੀ ਹੈ ਜਮੀਨਾਂ ਵਿੱਚ ਸਲਫਰ ਦੀ ਘਾਟ ਜਾਪੇ ਤਾਂ 90% ਖੜੀ ਫਸਲ... | normalized | null | How should sulphur be applied in wheat crop? | For wheat in sulphur-deficient soils, apply 100 kg gypsum or 18 kg bentonite-sulphur (90%) per acre during land preparation. If phosphorus has been given through single superphosphate, gypsum is not required. If sulphur deficiency appears later in the standing wheat crop, gypsum may also be applied. The KCC advice also... | true | soil sulphur deficiency confirmation | exact standing-crop sulphur product and dose context | Use these doses only for sulphur-deficient soils. | Verify product label and local recommendation before applying sulphur to a standing crop. | Based on KCC Punjab expert advice for wheat nutrient management. | Preserved stated doses: 100 kg gypsum per acre, 18 kg bentonite-sulphur (90%) per acre, and 4 kg sulphur (90%) for standing crop where deficiency is seen. | medium | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00189590 | PUNJAB | BARNALA | Wheat | Seeds | plant_protection | Information regarding the control of grassy leaf weeds in wheat after first irrigation ? | For the control of weeds in wheat crop, spray 400 ml of Axial (Pinoxadine 5 EC) or 400 ml of Puma Power (Phenoxaprop-P-ethyl 10 EC) in 150 litres of water within 30-35 days of sowing after the first irrigation | ਕਣਕ ਦੀ ਫ਼ਸਲ ਵਿਚ ਘਾਹ ਵਾਲੇ ਨਦੀਨਾਂ ਦੀ ਰੋਕਥਾਮ ਲਈ 400 ਮਿਲਿਲੀਟਰ ਐਕਸੀਅਲ (ਪਿਨੋਕਸਾਡੀਨ 5 ਈ ਸੀ) ਜਾਂ 400 ਮਿਲੀਲੀਟਰ ਪਿਊਮਾ ਪਾਵਰ(ਫਿਨੋਕਸਾਪ੍ਰੋਪ-ਪੀ-ਈਥਾਈਲ 10 ਈ ਸੀ) ਨੂੰ 150 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਾ ਕੇ ਪਹਿਲੇ ਪਾਣੀ ਤੋਂ ਬਾਅਦ ਕਣਕ ਦੀ ਬਿਜਾਈ ਦੇ 30-35 ਦਿਨਾਂ ਦੇ ਅੰਦਰ ਛਿੜਕਾਅ ਕਰੋ | normalized | null | How should I control grassy leaf weeds in wheat after the first irrigation? | For grassy weeds in wheat after the first irrigation, spray either 400 ml Axial (Pinoxadine 5 EC) or 400 ml Puma Power (Phenoxaprop-P-ethyl 10 EC) mixed in 150 litres of water. Apply within 30-35 days after sowing. Use only one of these herbicides. Since the spray area is not stated, confirm the dose per acre or hectar... | true | spray area covered by the stated dose | Verify the herbicide dose and spray area on the product label or with a local agriculture officer before use. | Do not mix or apply both herbicides unless specifically recommended by an expert. | Based on Punjab KCC advice for wheat grassy weed control after first irrigation. | Preserved the stated products, active ingredients, dose, water volume, and application timing from the KCC row. | medium | dose_pattern_added_by_translation | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00014901 | PUNJAB | HOSHIARPUR | Wheat | Plant Protection | plant_protection | Information regarding the control of Aphids in wheat ? | Spray 50 g of Actara 25 WG or Taoia in 80-100 litres of water per acre for control of wheat and oilseeds. | ਕਣਕ ਤੇ ਤੇਲੇ ਦੀ ਰੋਕਥਾਮ ਲਈ 50 ਗ੍ਰਾਮ ਐਕਟਾਰਾ 25 WG ਜਾਂ ਤਾਇਓ ਨੂੰ 80-100 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਮਿਲਾ ਕੇ ਪ੍ਰਤੀ ਏਕੜ ਦੇ ਹਿਸਾਬ ਨਾਲ ਸਪਰੇ ਕਰੋ । | normalized | null | How can I control aphids in wheat? | For aphid control in wheat, spray 50 g of Actara 25 WG or Taoia mixed in 80–100 litres of water per acre. Apply as a foliar spray, using the per-acre dose recommended by the KCC expert. | false | null | Verify the pesticide product label and local agriculture recommendation before spraying. | Use protective clothing while mixing and spraying pesticides. | Do not exceed the recommended dose. | Based on Punjab KCC expert advice for aphid control in wheat. | Dose preserved from evidence: 50 g in 80–100 litres of water per acre. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00175367 | PUNJAB | LUDHIANA | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING VARIETIES OF WHEAT , FERTILIZER DOSE AND SEED RATE AND TIME OF SOWING | VARIETIES OF WHEAT ARE HD-2967, PBW-621 , DBW-17 , PBW-502 , PBW-343 , WH-542 , TL-2908 AND ITS BEST SOWING TIME IS FROM 25 TH OF OCTOBER TO 30 TH OF NOVEMBER | VARIETIES OF WHEAT ARE HD-2967, PBW-621 , DBW-17 , PBW-502 , PBW-343 , WH-542 , TL-2908 AND ITS BEST SOWING TIME IS FROM 25 TH OF OCTOBER TO 30 TH OF NOVEMBER | normalized | null | Which wheat varieties are suitable in Ludhiana, Punjab, and what is the best sowing time? The farmer also asked about fertilizer dose and seed rate. | For wheat in Ludhiana, Punjab, the KCC expert listed these varieties: HD-2967, PBW-621, DBW-17, PBW-502, PBW-343, WH-542, and TL-2908. The recommended sowing window is from 25 October to 30 November. The provided KCC answer did not include fertilizer dose or seed rate, so confirm those locally before sowing. | true | fertilizer dose | seed rate | Fertilizer dose and seed rate were not provided in the KCC evidence; verify with the local agriculture officer or state recommendation before application. | Advisory preserves the KCC-listed wheat varieties and sowing period for Punjab/Ludhiana. | No fertilizer, pesticide, chemical, or dose recommendation was added. | medium | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00472380 | PUNJAB | SANGRUR | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING THE SUITABLE LATE VARIETIES OF WHEAT FOR RUNNING SEASON? | SUITABLE LATE VARIETIES OF WHEAT FOR RUNNING SEASON ARE- PBW-658, PBW-590, PBW-509 & PBW-373. | SUITABLE LATE VARIETIES OF WHEAT FOR RUNNING SEASON ARE- PBW-658, PBW-590, PBW-509 & PBW-373. | normalized | null | Which wheat varieties are suitable for late sowing in Sangrur, Punjab? | For late sowing of wheat in Sangrur, Punjab, the suitable varieties recommended by KCC are PBW-658, PBW-590, PBW-509, and PBW-373. | false | null | null | Advisory is based on the KCC expert answer for Punjab, district Sangrur. | The KCC recommendation specifically lists late wheat varieties: PBW-658, PBW-590, PBW-509, and PBW-373. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00464865 | PUNJAB | MOGA | Wheat | Field Preparation | cultural_practices | INFORMATION REGARDING FOR THE SUITABLE SOWING SEASON OF WHEAT? | THE SUITABLE SOWING SEASON OF WHEAT IS FROM 25 OCTOBER TO 20 NOVEMBER | THE SUITABLE SOWING SEASON OF WHEAT IS FROM 25 OCTOBER TO 20 NOVEMBER | normalized | null | What is the suitable sowing season for wheat in Moga, Punjab? | For wheat in Moga, Punjab, the suitable sowing period is from 25 October to 20 November. Plan field preparation and seed arrangements so that sowing can be completed within this window. | false | null | null | Based on local KCC expert evidence for wheat sowing season in Moga, Punjab. | Original KCC recommendation: suitable sowing season of wheat is from 25 October to 20 November. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00394062 | PUNJAB | BHATINDA | Wheat | Plant Protection | plant_protection | Information regarding growth regulator used in wheat crop at time of heading stage? Information regarding control of Yellow Rust in wheat ? | Growth regulator used in wheat crop at time of heading stage spray N:P:K 13:0:45 or N:P:K 0:0:50 2kg in 100lt water per acre. For control of Yellow Rust in wheat , spray Tilt 25EC(propiconazole) 200 ml or Nativo 75WG (trifloxystrobin + tebuconazole) 120g in 200 litre per acre. | Growth regulator used in wheat crop at time of heading stage spray N:P:K 13:0:45 or N:P:K 0:0:50 2kg in 100lt water per acre. For control of Yellow Rust in wheat , spray Tilt 25EC(propiconazole) 200 ml or Nativo 75WG (trifloxystrobin + tebuconazole) 120g in 200 litre per acre. | normalized | null | What should be sprayed in wheat at heading stage, and how can yellow rust be controlled? | For wheat at heading stage, spray either N:P:K 13:0:45 or N:P:K 0:0:50 at 2 kg in 100 litres of water per acre. For yellow rust control in wheat, spray either Tilt 25 EC, propiconazole, 200 ml per acre, or Nativo 75 WG, trifloxystrobin + tebuconazole, 120 g in 200 litres of water per acre. | false | null | Verify the product label and local agriculture recommendation before use. | Use protective clothing while spraying and follow all label precautions. | Based on local KCC expert advice for wheat in Bathinda, Punjab. | Chemical names and doses are preserved from the KCC evidence. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00520312 | PUNJAB | BHATINDA | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING FOR THE CONTROL OF APHID IN WHEAT CROP? | FOR THE CONTROL OF APHID IN WHEAT CROP,SPRAY 40ML OF IMIDACLOPRID 17.8%SL(CONFIDOR) OF 20GM ACTARA IN 80-100LITRE OF WATER PER ACRE. | FOR THE CONTROL OF APHID IN WHEAT CROP,SPRAY 40ML OF IMIDACLOPRID 17.8%SL(CONFIDOR) OF 20GM ACTARA IN 80-100LITRE OF WATER PER ACRE. | normalized | null | How can I control aphids in wheat crop? | For aphid control in wheat, spray either 40 ml Imidacloprid 17.8% SL, such as Confidor, or 20 g Actara mixed in 80–100 litres of water per acre. Ensure uniform spray coverage on the crop. | true | confirmation whether Confidor and Actara are intended as alternative products | crop stage | aphid severity | Verify the product choice, dose, and dilution on the pesticide label or with the local agriculture officer before spraying. | Use protective clothing and avoid spray drift while applying pesticide. | Preserved the KCC dose: 40 ml Imidacloprid 17.8% SL/Confidor or 20 g Actara in 80–100 litres water per acre. | The source wording uses 'of' between products; it has been normalized as an alternative, but confirmation is advisable. | medium | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00622463 | PUNJAB | BHATINDA | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING FOR THE CONTROL OF APHIDS IN WHEAT CROP? | FOR THE CONTROL OF APHIDS IN WHEAT CROP,PLS. SPRAY 60-80ML IMIDACHLOPRIDE OR 40GM THIAMATHOXAM/ACRE IN 120-150LITRE WATER. | FOR THE CONTROL OF APHIDS IN WHEAT CROP,PLS. SPRAY 60-80ML IMIDACHLOPRIDE OR 40GM THIAMATHOXAM/ACRE IN 120-150LITRE WATER. | normalized | null | How can I control aphids in wheat crop? | For aphid control in wheat, spray either imidacloprid 60–80 ml per acre or thiamethoxam 40 g per acre, mixed in 120–150 litres of water. Use only one of these options and spray uniformly on the crop. | true | pesticide formulation or concentration | crop stage or days to harvest | Dose depends on the product formulation; verify the product label and local agriculture recommendation before spraying. | Use protective clothing and avoid spray drift while applying pesticide. | Based on local KCC expert evidence for wheat aphid control in Bhatinda, Punjab. | Chemical names, doses per acre, and water volume are preserved from the source row. | medium | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00217141 | PUNJAB | HOSHIARPUR | Wheat | Field Preparation | cultural_practices | Information regarding the sowing time of wheat under Poplar trees? | The optimum time for sowing of wheat under popular is the first fortnight of November. | ਪਾਪੂਲਰ ਹੇਠਾਂ ਕਣਕ ਦੀ ਬਿਜਾਈ ਦਾ ਢੁੱਕਵਾਂ ਸਮਾਂ ਨਵੰਬਰ ਦਾ ਪਹਿਲਾ ਪੰਦਰਵਾੜਾ ਹੈ| | normalized | null | What is the suitable sowing time for wheat grown under poplar trees in Hoshiarpur, Punjab? | For wheat cultivation under poplar trees, the suitable sowing time is the first fortnight of November. Plan field preparation and sowing so that wheat is planted during the first 15 days of November. | false | null | null | Based on local KCC expert advice for wheat under poplar trees in Hoshiarpur, Punjab. | The recommendation preserves the original KCC timing: first fortnight of November. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00633271 | PUNJAB | FEROZPUR | Wheat | Nutrient Management | nutrient_management | Information regarding the control of Zinc deficiency in Wheat crop? | To address zinc deficiency in wheat crop, spray 2-3 sprays of 0.5% zinc sulphate heptahydrate 21% (1 kg zinc sulphate and 500 g unsolved lime in 200 litres of water) or 0.3% zinc sulphate monohydrate 33% (600 g zinc sulphate monohydrate 33% and 300 g unsolved lime 200 litres of water) at 15 days interval | ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਜਿੰਕ ਦੀ ਘਾਟ ਨੂੰ ਪੂਰਾ ਕਰਨ ਲਈ 0.5% ਜਿੰਕ ਸਲਫੇਟ ਹੈਪਟਾਹਾਈਡ੍ਰੇਟ 21%(1 ਕਿਲੋ ਜਿੰਕ ਸਲਫੇਟ ਅਤੇ 500 ਗ੍ਰਾਮ ਅਣਬੁਝਿਆ ਚੂਨਾ 200 ਲੀਟਰ ਪਾਣੀ) ਜਾਂ 0.3% ਜਿੰਕ ਸਲਫੇਟ ਮੋਨੋਹਾਈਡ੍ਰੇਟ 33 %(600 ਗ੍ਰਾਮ ਜਿੰਕ ਸਲਫੇਟ ਮੋਨੋਹਾਈਡ੍ਰੇਟ 33% ਅਤੇ 300 ਗ੍ਰਾਮ ਅਣਬੁਝਿਆ ਚੂਨਾ 200 ਲੀਟਰ ਪਾਣੀ) ਵਿੱਚ ਪਾ ਕੇ 15 ਦਿਨਾਂ ਦੇ ਅੰਤਰਾਲ 'ਤੇ 2-3 ਛਿੜਕਾਅ ਕਰੋ | normalized | null | How can zinc deficiency be managed in wheat crop? | For zinc deficiency in wheat, give 2 to 3 sprays at 15-day intervals. Use either 0.5% zinc sulphate heptahydrate 21% by mixing 1 kg zinc sulphate and 500 g unslaked lime in 200 litres of water, or use 0.3% zinc sulphate monohydrate 33% by mixing 600 g zinc sulphate monohydrate 33% and 300 g unslaked lime in 200 litres ... | false | null | Verify the product label and local agriculture recommendation before spraying. | Use protective clothing while preparing and spraying the solution. | Advice is based on KCC expert evidence for wheat nutrient management in Punjab. | Dose and spray interval are preserved from the source row. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00347770 | PUNJAB | GURDASPUR | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING FOR THE CONTROL OF GRAM POD BORER & PINK STER BORER IN WHEAT CROP? | FOR THE CONTROL OF GRAM POD BORER & PINK STER BORER IN WHEAT CROP,SPRAY 800 ML QUINALPHOS 25% EC IN 100 LITRE OF WATER PER ACRE. | FOR THE CONTROL OF GRAM POD BORER & PINK STER BORER IN WHEAT CROP,SPRAY 800 ML QUINALPHOS 25% EC IN 100 LITRE OF WATER PER ACRE. | normalized | null | How can I control gram pod borer and pink stem borer in wheat? | For control of gram pod borer and pink stem borer in wheat, spray Quinalphos 25% EC at 800 ml mixed in 100 litres of water per acre. | false | null | Use pesticide only as per the product label and local agricultural recommendation. | Wear protective clothing while spraying and avoid spray drift, contact with skin, and inhalation. | Based on Punjab KCC expert advice for wheat plant protection. | Dose preserved from the KCC row: 800 ml Quinalphos 25% EC in 100 litres water per acre. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00608124 | PUNJAB | JALANDHAR | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING CONTROL OF YELLOW RUST IN WHEAT? | SPRAY TILT ,(propiconazol) @ 200 ML IN 200 LITERS OF WATER/ACRE. | SPRAY TILT ,(propiconazol) @ 200 ML IN 200 LITERS OF WATER/ACRE. | normalized | null | How can I control yellow rust disease in wheat? | For control of yellow rust in wheat, spray Tilt, containing propiconazol, at 200 ml mixed in 200 liters of water per acre. Spray uniformly over the crop. | false | null | Verify the product label and local agriculture officer recommendation before spraying. | Use protective clothing while handling and spraying fungicide. | Do not exceed the recommended dose. | Based on KCC expert advice for wheat plant protection in Jalandhar, Punjab. | Dose preserved from evidence: Tilt (propiconazol) 200 ml in 200 liters of water per acre. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00617301 | PUNJAB | BHATINDA | Wheat | Nutrient Management | nutrient_management | Information regarding the foliar spray for increasing grain yield of Wheat? | v Spray 2% Potassium Nitrate NPK 13:00:45 (2 kg NPK 13:00:45 in 100 litres of water) at leaf emergence and flowering to get higher yield from wheat crop | v ਕਣਕ ਦੀ ਫਸਲ ਤੋਂ ਵੱਧ ਝਾੜ ਲੈਣ ਲਈ 2% ਪੋਟਾਸ਼ੀਅਮ ਨਾਈਟਰੇਟ ਐੱਨ.ਪੀ.ਕੇ 13:00:45 (2 ਕਿਲੋ ਐੱਨ.ਪੀ.ਕੇ 13:00:45 ਨੂੰ 100 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਾ ਕੇ) ਦਾ ਗੋਭ ਵਾਲਾ ਪੱਤਾ ਨਿਕਲਣ ਵੇਲੇ ਅਤੇ ਬੂਰ ਪੈਣ ਵੇਲੇ ਛਿੜਕਾਅ ਕਰੋ | normalized | null | What foliar spray can be used to increase grain yield in wheat? | For higher grain yield in wheat, spray 2% Potassium Nitrate NPK 13:00:45. Prepare the spray by mixing 2 kg NPK 13:00:45 in 100 litres of water. Apply as a foliar spray at leaf emergence and again at flowering stage. | false | null | Use the recommended concentration carefully; do not increase the dose. | Verify product label instructions and local agriculture department guidance before spraying. | Based on KCC expert advice for wheat nutrient management in Bathinda, Punjab. | Dose and timing are preserved from the original KCC recommendation. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00343093 | PUNJAB | AMRITSAR | Wheat | Plant Protection | plant_protection | Information regarding how to control Aphids in Wheat? | To control Aphids in Wheat Spray 20 gm. Actara 25WG or 40 ml. Imidacloprid 200SL in 80-100 lt. of water per acre. | To control Aphids in Wheat Spray 20 gm. Actara 25WG or 40 ml. Imidacloprid 200SL in 80-100 lt. of water per acre. | normalized | null | How can I control aphids in wheat? | For aphid control in wheat, spray either 20 g Actara 25WG or 40 ml Imidacloprid 200SL mixed in 80 to 100 litres of water per acre. Use only one of these options, and spray uniformly on the crop. | false | null | Verify the pesticide dose and waiting period on the product label or with the local agriculture officer before spraying. | Use protective clothing while mixing and spraying pesticide. | Do not mix both products unless specifically advised by a local expert. | Advisory preserves the KCC expert recommendation for aphid control in wheat in Punjab. | Dose and dilution were retained from the source row: 20 g Actara 25WG or 40 ml Imidacloprid 200SL in 80-100 litres water per acre. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00152760 | PUNJAB | GURDASPUR | Wheat | Varieties | varieties | information regarding newly released PR varieties of paddy and their yield ? | Information on newly released PR varieties of paddy - PR 131 (Yield - 31 quintals/acre, Height - 111 cm, Day - 110 days after transplant), PR 130 (Yield- 30 quintals/acre, Height- 108 cm, Day - 105 days after transplant) | --ਝੋਨੇ ਦੀਆਂ ਨਵੀਆਂ ਜਾਰੀ ਕੀਤੀਆਂ ਪੀਆਰ ਕਿਸਮਾਂ ਬਾਰੇ ਜਾਣਕਾਰੀ - ਪੀ.ਆਰ 131(ਝਾੜ- 31 ਕੁਇੰਟਲ/ਏਕੜ,ਉਚਾਈ- 111 ਸੈਂਟੀਮੀਟਰ,ਦਿਨ- ਟ੍ਰਾਂਸਪਲਾਂਟ ਕਰਨ ਤੋਂ ਬਾਅਦ 110 ਦਿਨ),ਪੀ.ਆਰ 130(ਝਾੜ- 30 ਕੁਇੰਟਲ/ਏਕੜ,ਉਚਾਈ- 108 ਸੈਂਟੀਮੀਟਰ,ਦਿਨ- ਟ੍ਰਾਂਸਪਲਾਂਟ ਕਰਨ ਤੋਂ ਬਾਅਦ 105 ਦਿਨ) | normalized | null | What are the newly released PR varieties of paddy and their expected yield? | For paddy, the newly released PR varieties mentioned are PR 131 and PR 130. PR 131 has an expected yield of about 31 quintals per acre, plant height around 111 cm, and matures about 110 days after transplanting. PR 130 has an expected yield of about 30 quintals per acre, plant height around 108 cm, and matures about 10... | true | Crop metadata says Wheat, but the question and advisory are about paddy | Verify variety suitability and yield expectations with the local agriculture department before sowing or transplanting. | Advisory is based on the KCC answer listing PR 131 and PR 130 paddy varieties with yield, height, and days after transplanting. | No pesticide, fertilizer, or chemical dose recommendation is present in the usable evidence. | medium | unit_mismatch | unit_mismatch_in_dose_or_chemical_row | chemical_or_fertilizer_row | high | use_with_caution | normalize_first | Use this KCC expert row with caution; preserve the original meaning and avoid adding unsupported details. Possible unit translation issue; if answering, avoid overconfident exact dose wording unless verified from source evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00254208 | PUNJAB | SANGRUR | Wheat | Fertilizer Use and Availability | nutrient_management | INFORMATION REGARDING DOSE OF FERTILIZERS IN WHEAT CROP ? | DOSE OF FERTILIZERS: 110KG UREA (46%),DAP (18:46%)55KG OR SUPERPHOSPHATE(16%) OR NITROPHOSPHATE (20:20),MURIATE OF POTASH 20KG/ACRE. | DOSE OF FERTILIZERS: 110KG UREA (46%),DAP (18:46%)55KG OR SUPERPHOSPHATE(16%) OR NITROPHOSPHATE (20:20),MURIATE OF POTASH 20KG/ACRE. | normalized | null | What is the recommended fertilizer dose for wheat crop in Punjab? | For wheat, the KCC expert advised the following fertilizer dose per acre: Urea 110 kg, DAP 55 kg with 18:46 grade, or alternatively use superphosphate 16% or nitrophosphate 20:20 as the phosphorus source. Muriate of potash may be applied at 20 kg per acre. Confirm the exact alternative fertilizer dose with the product ... | true | soil_test_status | crop_stage | exact_dose_for_superphosphate_or_nitrophosphate_alternative | Verify fertilizer grade and dose on the product label before application. | If substituting DAP with superphosphate or nitrophosphate, confirm the exact dose with a local agriculture officer. | Based on KCC expert evidence for wheat fertilizer dose in Sangrur, Punjab. | Preserved stated doses: urea 110 kg per acre, DAP 55 kg, and muriate of potash 20 kg per acre. | medium | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00233223 | PUNJAB | FAZILKA | Wheat | Nutrient Management | nutrient_management | Information regarding the control of Zinc deficiency in wheat crop? | To overcome zinc deficiency in wheat crop, spray 0.5% zinc sulphate heptahydrate 21% (1 kg zinc sulphate and 500 g unsolved lime in 200 litres of water) or 0.3% zinc sulphate monohydrate 33% (600 g zinc sulphate monohydrate 33% and 300 g unsoluted lime in 200 litres of water) at 15 days interval | ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਜਿੰਕ ਦੀ ਘਾਟ ਨੂੰ ਪੂਰਾ ਕਰਨ ਲਈ 0.5% ਜਿੰਕ ਸਲਫੇਟ ਹੈਪਟਾਹਾਈਡ੍ਰੇਟ 21%(1 ਕਿਲੋ ਜਿੰਕ ਸਲਫੇਟ ਅਤੇ 500 ਗ੍ਰਾਮ ਅਣਬੁਝਿਆ ਚੂਨਾ ਨੂੰ 200 ਲੀਟਰ ਪਾਣੀ) ਜਾਂ 0.3% ਜਿੰਕ ਸਲਫੇਟ ਮੋਨੋਹਾਈਡ੍ਰੇਟ 33 %(600 ਗ੍ਰਾਮ ਜਿੰਕ ਸਲਫੇਟ ਮੋਨੋਹਾਈਡ੍ਰੇਟ 33% ਅਤੇ 300 ਗ੍ਰਾਮ ਅਣਬੁਝਿਆ ਚੂਨਾ 200 ਲੀਟਰ ਪਾਣੀ) ਵਿੱਚ ਪਾ ਕੇ 15 ਦਿਨਾਂ ਦੇ ਅੰਤਰਾਲ 'ਤੇ 2-3 ਛਿੜਕਾਅ ਕਰੋ | normalized | null | How can I manage zinc deficiency in wheat? | For zinc deficiency in wheat, spray either 0.5% zinc sulphate heptahydrate 21%: mix 1 kg zinc sulphate and 500 g unslaked lime in 200 litres of water; or 0.3% zinc sulphate monohydrate 33%: mix 600 g zinc sulphate monohydrate 33% and 300 g unslaked lime in 200 litres of water. Apply 2 to 3 sprays at 15-day intervals. | false | null | Use only one of the two zinc sulphate options, not both together. | Verify the formulation, dose, and local recommendation with the product label or local agriculture officer before spraying. | KCC expert advice for wheat zinc deficiency in Fazilka, Punjab. | Dose and interval preserved from the source; original Punjabi includes 2-3 sprays. | medium | numeric_mismatch | numeric_mismatch_in_dose_or_chemical_row | dose_bearing_expert_advice | chemical_or_fertilizer_row | high | use_with_caution | normalize_first | Use this KCC expert row with caution; preserve the original meaning and avoid adding unsupported details. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. Possible numeric translation mismatch; preserve numbers carefully and consider review before direct training use. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00473803 | PUNJAB | FARIDKOT | Wheat | Varieties | varieties | INFORMATION REGARDING THE SUITABLE VARIETIES OF WHEAT ? | THE SUITABLE VARIETIES OF WHEAT ,HD2967,PBW550,PBW621,HD1105 | THE SUITABLE VARIETIES OF WHEAT ,HD2967,PBW550,PBW621,HD1105 | normalized | null | Which wheat varieties are suitable for cultivation in Faridkot, Punjab? | For wheat cultivation in Faridkot, Punjab, the KCC expert recommended these suitable varieties: HD2967, PBW550, PBW621, and HD1105. Choose seed from a reliable source and follow the local sowing and crop management recommendations for your area. | false | null | null | Based on the KCC expert answer listing suitable wheat varieties for Punjab. | No pesticide, fertilizer, chemical, or dose recommendation was included in the source row. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00176446 | PUNJAB | FEROZPUR | Wheat | Fertilizer Use and Availability | plant_protection | INFORMATION REGARDING FOR SUITABLE TIME OF THE MAGANESE SULPHATE SPRAY IN WHEAT & DOSE PER ACRE OF IT? | 10TH DAY AFTER 1ST IRRIGATION IS SUITABLE TIME OF THE MAGANESE SULPHATE SPRAY IN WHEAT & DOSE PER ACRE OF IT IS-1KG/ACRE. | 10TH DAY AFTER 1ST IRRIGATION IS SUITABLE TIME OF THE MAGANESE SULPHATE SPRAY IN WHEAT & DOSE PER ACRE OF IT IS-1KG/ACRE. | normalized | null | What is the suitable time and dose for spraying manganese sulphate in wheat? | For wheat, spray manganese sulphate on the 10th day after the first irrigation. The recommended dose from the KCC advice is 1 kg manganese sulphate per acre. Since spray water volume and product-specific instructions are not given, follow the product label or confirm with the local agriculture officer before spraying. | false | spray water volume | product label instructions | Verify the spray water volume and application method from the product label or local agriculture officer. | Do not exceed the advised dose of 1 kg per acre unless locally recommended. | Based on KCC expert advice for wheat in Ferozpur, Punjab. | Preserved the stated timing: 10th day after first irrigation. | Preserved the stated dose: 1 kg per acre. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00322127 | PUNJAB | GURDASPUR | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING FOR THE CONTROL OF YELLOW,BROWN LEAF RUST IN WHEAT CROP? | FOR THE CONTROL OF YELLOW,BROWN LEAF RUST IN WHEAT CROP,SPRAY PROPICONAZOLE 25% EC(TILT)-200ML OR TRIADIMEFON 25% WP(BAYLETON)-200GM OR TEBUCONAZOLE 25%EC(FOLICUR)-200ML IN 200LITRE WATER PER ACRE. | FOR THE CONTROL OF YELLOW,BROWN LEAF RUST IN WHEAT CROP,SPRAY PROPICONAZOLE 25% EC(TILT)-200ML OR TRIADIMEFON 25% WP(BAYLETON)-200GM OR TEBUCONAZOLE 25%EC(FOLICUR)-200ML IN 200LITRE WATER PER ACRE. | normalized | null | How can I control yellow and brown leaf rust in wheat? | For control of yellow or brown leaf rust in wheat, spray any one of these options per acre: Propiconazole 25% EC, such as Tilt, 200 ml; or Triadimefon 25% WP, such as Bayleton, 200 g; or Tebuconazole 25% EC, such as Folicur, 200 ml. Mix the selected chemical in 200 litres of water per acre and spray uniformly on the cr... | false | null | Use only one of the listed fungicide options, not all together. | Verify the product label and local agriculture recommendation before spraying. | Wear protective clothing and avoid spray drift, inhalation, and contact with skin or eyes. | Based on KCC expert advice for wheat plant protection in Gurdaspur, Punjab. | Chemical names, formulations, doses, water volume, and per-acre basis are preserved from the KCC evidence. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00138662 | PUNJAB | FARIDKOT | Wheat | Cultural Practices | cultural_practices | Information regarding the spray of mixing of insecticides and Fungicides in Wheat ? | There is no recommendation for mixed spraying of insecticides and fungicides in the wheat crop. | ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਕੀਟਨਾਸ਼ਕ ਅਤੇ ਉੱਲੀਨਾਸ਼ਕ ਦਾ ਛਿੜਕਾਅ ਰਲਾ ਕੇ ਕਰਨ ਦੀ ਕੋਈ ਸਿਫਾਰਿਸ਼ ਨਹੀਂ ਹੈ | | normalized | null | Can insecticides and fungicides be mixed and sprayed together in wheat? | For wheat, mixing insecticides and fungicides together for spraying is not recommended. Apply crop protection products only as per the specific recommendation for the pest or disease problem. | false | null | Do not mix insecticides and fungicides unless the product label or local agriculture expert specifically recommends it. | Follow label instructions and local recommendations for any pesticide or fungicide use. | Based on Punjab KCC expert advice stating that mixed spraying of insecticides and fungicides in wheat is not recommended. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00446158 | PUNJAB | SANGRUR | Wheat | Field Preparation | plant_protection | information regarding control of broad leaf weeds in wheat ? | for broad leaf weeds in wheat , spray 250 gram of 2,4 D sodium salt(80%) or 250 ml of 2,4 D ethyl ester (38%) at 35-45 days after sowing . | for broad leaf weeds in wheat , spray 250 gram of 2,4 D sodium salt(80%) or 250 ml of 2,4 D ethyl ester (38%) at 35-45 days after sowing . | normalized | null | How can I control broad-leaf weeds in wheat? | For control of broad-leaf weeds in wheat, spray either 250 grams of 2,4-D sodium salt 80% or 250 ml of 2,4-D ethyl ester 38% at 35–45 days after sowing. Use only one of these options, not both. | true | spray area or acreage for the stated dose | water volume for spray solution | current crop stage | The KCC dose is preserved, but the area basis and water volume are not stated; verify the product label or local agriculture officer recommendation before spraying. | Use protective clothing and avoid spray drift to nearby sensitive crops. | Based on Punjab KCC expert advice for broad-leaf weed control in wheat. | Chemical names, concentrations, dose values, and timing are taken from the provided KCC row without adding new pesticide recommendations. | medium | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00386087 | PUNJAB | FEROZPUR | Wheat | Nutrient Management | nutrient_management | Information regarding growth regulator used in wheat crop at time of heading stage? | Growth regulator used in wheat crop at time of heading is N:P:K (13:0:45) 4kg in 200 liters water per acre. | Growth regulator used in wheat crop at time of heading is N:P:K (13:0:45) 4kg in 200 liters water per acre. | normalized | null | What should be used in wheat at the heading stage for growth or nutrient management? | For wheat at the heading stage, the KCC expert advised spraying N:P:K 13:0:45 at 4 kg mixed in 200 litres of water per acre. Ensure the fertilizer is fully dissolved and apply uniformly over the crop. | false | null | Verify the product label and local agriculture recommendation before spraying, especially for compatibility and crop-stage suitability. | Use clean water and avoid mixing with other chemicals unless advised by a local agriculture expert. | Advisory preserves the KCC dose: N:P:K 13:0:45, 4 kg in 200 litres water per acre. | Crop, stage, and purpose are taken from the KCC row: wheat at heading stage, nutrient/growth management. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00358847 | PUNJAB | SAHIBZADA AJIT SINGH NAGAR | Wheat | Weed Management | weed_management | INFORMATION REGARDING THE CONTROL OF WEEDS IN WHEAT ? | SPRAY ALGRIP @ 10GM OR 2,4-D @ 250GM OR AFFINITY @ 20GM MIX IN 150 LITERS OF WATER /ACRE. | SPRAY ALGRIP @ 10GM OR 2,4-D @ 250GM OR AFFINITY @ 20GM MIX IN 150 LITERS OF WATER /ACRE. | normalized | null | How can I control weeds in wheat? | For weed control in wheat, spray any one of these options per acre: Algrip 10 g, or 2,4-D 250 g, or Affinity 20 g. Mix the selected herbicide in 150 litres of water per acre and spray uniformly. | true | crop_stage | weed_type | product_formulation | Use only one of the listed herbicide options, not all together. | Verify the exact product formulation, dose, timing, and precautions from the product label or local agriculture officer before spraying. | Use protective clothing and avoid spray drift to nearby sensitive crops. | Advisory is based on the KCC recommendation for wheat weed management in Sahibzada Ajit Singh Nagar, Punjab. | Chemical names and doses are preserved from the source row. | medium | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00126179 | PUNJAB | MUKTSAR | Wheat | Weed Management | weed_management | Information regarding the control of grassy weeds and broad leaf weeds in wheat ? | Spray 16 gm Total/Markpower 75 WG (Sulfosulfuran 75 W + Metsulfuran 5 WG) or 160 g Atlantis 3.6 WDG (Mizosulfuran 3% WDG + Idosulfuran 0.6% WDG) in 150 litres of water within 30-35 days of crop sowing after the first irrigation and if any broad leaves are found with wheat. None of the herbicides can be used in the crop... | ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਘਾਹ ਵਾਲੇ ਨਦੀਨਾਂ ਅਤੇ ਚੌੜੇ ਪੱਤੇ ਵਾਲੇ ਨਦੀਨਾਂ ਦੀ ਰੋਕਥਾਮ ਲਈ 16 ਗ੍ਰਾਮ ਟੋਟਲ/ਮਾਰਕਪਾਵਰ 75 ਡਬਲਯੂ ਜੀ (ਸਲਫੋਸਲਫੂਰਾਨ 75 ਡਬਲਯੂ +ਮੈਟਸਲਫੂਰਾਨ 5 ਡਬਲਯੂ ਜੀ) ਜਾਂ 160 ਗ੍ਰਾਮ ਐਟਲਾਂਟਿਸ 3.6 ਡਬਲਯੂ ਡੀ ਜੀ (ਮਿਜੋਸਲਫੂਰਾਨ 3% ਡਬਲਯੂ ਡੀ ਜੀ+ਆਇਡੋਸਲਫੂਰਾਨ 0.6% ਡਬਲਯੂ ਡੀ ਜੀ) ਨੂੰ 150 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਹਿਲੇ ਪਾਣੀ ਤੋਂ ਬਾਅਦ ਫਸਲ ਦੀ ਬਿਜਾਈ ਦੇ 30-35 ਦਿਨਾਂ ... | normalized | null | How can grassy weeds and broad-leaved weeds be controlled in wheat? | For weed control in wheat, the KCC advice is to spray either 16 g Total/Markpower 75 WG (Sulfosulfuran 75 W + Metsulfuran 5 WG) or 160 g Atlantis 3.6 WDG (Mizosulfuran 3% WDG + Idosulfuran 0.6% WDG) mixed in 150 litres of water. Spray 30–35 days after sowing, after the first irrigation. Do not use these herbicides if a... | true | spray area for the stated herbicide dose and 150 litres of water | whether any broad-leaved crop is intercropped with wheat | Verify the treated area, dose, and application instructions on the product label or with the local agriculture officer before spraying. | Do not use these herbicides in wheat fields intercropped with a broad-leaved crop. | Advisory preserves the KCC herbicide options, doses, water volume, and timing. | No additional pesticide, dose, or fertilizer recommendation was added. | medium | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00633272 | PUNJAB | HOSHIARPUR | Wheat | Weed Management | weed_management | Information regarding the control of weeds in wheat where other herbicide can't control the weeds ? | In which fields where the other herbicides can't control the weeds, use 200 gram Shagun 21-11(Metribuzin 42% WG+Clodinafop 12% WG) or 240 gram A.C.M-9 WP (Metribuzin 20% WP+Clodinafop 9% WP) in 150 liters of water per acre after 35-45 days of sowing of crop. Spray 200 g Shagun 21-11 (Clodinafop 12% + Metribuzin 42%) or... | In which fields where the other herbicides can't control the weeds, use 200 gram Shagun 21-11(Metribuzin 42% WG+Clodinafop 12% WG) or 240 gram A.C.M-9 WP (Metribuzin 20% WP+Clodinafop 9% WP) in 150 liters of water per acre after 35-45 days of sowing of crop. ਜਿਹਨਾਂ ਖੇਤਾਂ ਵਿੱਚ ਹੋਰ ਨਦੀਨਨਾਸ਼ਕ ਨਾਲ ਨਦੀਨ ਖਤਮ ਨਹੀਂ ਹੋ ਰਿਹਾ ਉੱਥੇ... | normalized | null | How can I control weeds in wheat when other herbicides are not controlling them? | For wheat fields where other herbicides are not controlling weeds, spray either 200 g Shagun 21-11, containing Metribuzin 42% WG + Clodinafop 12% WG, or 240 g ACM-9 WP, containing Metribuzin 20% WP + Clodinafop 9% WP. Mix the chosen product in 150 litres of water per acre and spray 35–45 days after sowing. | false | null | Use only one of the recommended products, not both together. | Verify the product label and local agriculture recommendation before spraying. | Follow standard herbicide safety precautions and avoid overdosing. | Based on Punjab KCC expert advice for weed management in wheat. | Dose, water volume, product names, and timing are preserved from the KCC evidence. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00398504 | PUNJAB | GURDASPUR | Wheat | Nutrient Management | nutrient_management | Information regarding improving the quality of wheat grains? | To improve grain quality of wheat crop spray 1 kg NPK( 19.19.19) per acre in 200 liters of water. | To improve grain quality of wheat crop spray 1 kg NPK( 19.19.19) per acre in 200 liters of water. | normalized | null | How can I improve the quality of wheat grains? | To improve wheat grain quality, spray NPK 19:19:19 at 1 kg per acre mixed in 200 litres of water. Apply it as a uniform foliar spray on the wheat crop. If the crop stage or product suitability is uncertain, confirm with the product label or a local agriculture officer before spraying. | false | crop_stage | Verify the product label and local recommendation for correct use, especially because crop stage is not specified. | Advisory is based on the KCC expert recommendation for wheat nutrient management in Punjab. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00198556 | PUNJAB | MUKTSAR | Wheat | Fertilizer Use and Availability | nutrient_management | INFORMATION REGARDING FOR THE STOP OF YELLOWING IN WHEAT CROP? | FOR THE STOP OF YELLOWING IN WHEAT CROP,APPLY-3KG SULPHUR WITH 25KG UREA BEFORE 1ST IRRIGATION. | FOR THE STOP OF YELLOWING IN WHEAT CROP,APPLY-3KG SULPHUR WITH 25KG UREA BEFORE 1ST IRRIGATION. | normalized | null | How can I stop yellowing in my wheat crop? | For yellowing in wheat, the KCC expert advised applying 3 kg sulphur mixed with 25 kg urea before the first irrigation. Because the area basis is not stated in the row, confirm the correct per-acre or per-field dose with the product label or local agriculture officer before application. | true | area basis for 3 kg sulphur and 25 kg urea | wheat growth stage | cause of yellowing | Verify the dose per acre or field area with the product label or local agriculture officer before application. | Do not exceed locally recommended fertilizer doses. | Based on KCC expert evidence from Punjab, Muktsar for wheat nutrient management. | Original recommendation: apply 3 kg sulphur with 25 kg urea before first irrigation. | medium | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00633562 | PUNJAB | MUKTSAR | Wheat | Nutrient Management | nutrient_management | Information regarding application of fungicide in wheat crop? | Complete the recommended dose of urea in wheat crop within 55 days of sowing of wheat | ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਯੂਰੀਆ ਦੀ ਸਿਫਾਰਿਸ਼ ਕੀਤੀ ਗਈ ਮਾਤਰਾ ਨੂੰ ਕਣਕ ਦੀ ਬਿਜਾਈ ਦੇ 55 ਦਿਨਾਂ ਦੇ ਅੰਦਰ ਪੂਰਾ ਕਰ ਦਿਓ | normalized | null | When should I complete urea application in wheat crop? | In wheat, complete the recommended urea application within 55 days after sowing. Use only the locally recommended total dose for your field and do not delay the remaining urea beyond this period. | true | recommended urea dose for the local wheat crop | The KCC advice does not specify the urea quantity; verify the recommended dose with the local agriculture officer or official local package of practices. | Based on the KCC recommendation for wheat in Muktsar, Punjab: complete the recommended dose of urea within 55 days of sowing. | The original question mentions fungicide, but the KCC answer provides nutrient management advice for urea. | medium | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00398126 | PUNJAB | PATIALA | Wheat | Nutrient Management | nutrient_management | information regarding growth regulator used in wheat? | spray NPK 13:0:45 2kg in 120lt water per acre growth regulator used in wheat. | spray NPK 13:0:45 2kg in 120lt water per acre growth regulator used in wheat. | normalized | null | What growth regulator or spray can be used in wheat? | For wheat, the local KCC advice is to spray NPK 13:0:45 at 2 kg mixed in 120 litres of water per acre. Use clean water and spray uniformly over the crop. Confirm the correct crop stage and product suitability with the product label or local agriculture officer before spraying. | false | crop_stage | variety | current_crop_condition | Verify the product label and local recommendation before use, especially for crop stage and compatibility. | Do not exceed the advised dose of 2 kg in 120 litres of water per acre. | Based on KCC expert evidence from Punjab, district Patiala, for wheat nutrient management. | Dose preserved from the source: NPK 13:0:45, 2 kg in 120 litres water per acre. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00255418 | PUNJAB | FARIDKOT | Wheat | Nutrient Management | nutrient_management | Tell me about manganese sulphate dose in wheat crop ? | spray of 0.5% manganese sulphate solution (1 kg manganese sulphate in 200 litres of water per acre) in wheat crop. | spray of 0.5% manganese sulphate solution (1 kg manganese sulphate in 200 litres of water per acre) in wheat crop. | normalized | null | What is the dose of manganese sulphate spray for wheat crop? | For wheat, spray a 0.5% manganese sulphate solution. Prepare it by mixing 1 kg manganese sulphate in 200 litres of water for one acre, and spray uniformly on the crop. | false | null | Verify the product label and local agriculture recommendation before spraying. | Use clean water and avoid mixing with other chemicals unless advised by an agriculture expert. | Advisory preserves the KCC expert dose: 0.5% manganese sulphate solution. | Dose retained as 1 kg manganese sulphate in 200 litres of water per acre. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00013372 | PUNJAB | TARN TARAN | Wheat | Plant Protection | plant_protection | Information regarding the control of American caterpillar in Wheat? | Spray 800 ml of Ekalux 25 EC (Quinalphos) in 100-125 litres of water per acre for the control of American caterpillar in wheat crop. | ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਅਮਰੀਕਨ ਸੁੰਡੀ ਦੀ ਰੋਕਥਾਮ ਲਈ 800 ਮਿਲੀਲੀਟਰ ਏਕਾਲਕਸ 25 ਈ ਸੀ (ਕੁਇਨਲਫਾਸ) ਨੂੰ 100-125 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਾ ਕੇ ਪ੍ਰਤੀ ਏਕੜ ਛਿੜਕਾਅ ਕਰੋ| | normalized | null | How can I control American caterpillar in wheat? | For control of American caterpillar in wheat, spray 800 ml Ekalux 25 EC (Quinalphos) mixed in 100–125 litres of water per acre. Ensure uniform spray coverage of the crop. | false | null | Use pesticides only as per the product label and local agriculture department recommendation. | Wear protective clothing during mixing and spraying, and avoid drift to people, animals, and water sources. | Advisory is based on the KCC expert recommendation for Tarn Taran, Punjab. | Chemical name, formulation, dose, water volume, and area unit are preserved from the evidence row. | high | dose_pattern_added_by_translation | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00229874 | PUNJAB | FATEHGARH SAHIB | Wheat | Cultural Practices | cultural_practices | Information regarding preparation of Pusa Decomposer solution? | To prepare Pusa decomposer, take 5 litres of water in a pot, add 150 grams of jaggery to it, stir well and boil it so that it becomes syrup Leave it to cool down After cooling, dissolve 50 gm of besan in it, then open the capsules of Pusa Decomposer and put it in it and stir well and cover with a mesh cloth Keep it for... | ਪੂਸਾ ਡੀਕੰਪੋਜ਼ਰ ਨੂੰ ਤਿਆਰ ਕਰਨ ਲਈ ਇੱਕ ਬਰਤਨ ਵਿੱਚ 5 ਲੀਟਰ ਪਾਣੀ ਲਓ ਇਸ ਵਿੱਚ 150 ਗ੍ਰਾਮ ਗੁੜ ਮਿਲਾ ਕੇ ਚੰਗੀ ਤਰ੍ਹਾਂ ਹਿਲਾਓ ਅਤੇ ਇਸ ਨੂੰ ਉਬਾਲੋ ਤਾਂ ਕਿ ਇਸ ਦੀ ਚਾਸ਼ਨੀ ਬਣ ਜਾਵੇ ਇਸ ਨੂੰ ਠੰਡਾ ਹੋਣ ਤੱਕ ਪਿਆ ਰਹਿਣ ਦਿਓ ਠੰਡਾ ਹੋਣ ਤੋਂ ਬਾਅਦ ਇਸ ਵਿੱਚ 50 ਗ੍ਰਾਮ ਬੇਸਨ ਘੋਲੋ, ਇਸ ਤੋਂ ਬਾਅਦ ਪੂਸਾ ਡੀਕੰਪੋਜ਼ਰ ਦੇ ਕੈਪਸੂਲਾਂ ਖੋਲ ਕੇ ਇਸ ਵਿੱਚ ਪਾ ਦਿਓ ਅਤੇ ਚੰਗੀ ਤਰ੍ਹਾਂ ਹਿਲਾਓ ਅਤੇ ਜਾਲੀ... | normalized | null | How should I prepare and use Pusa Decomposer solution for wheat stubble management? | Take 5 litres water in a vessel, add 150 g jaggery, stir and boil to make syrup. Cool it, dissolve 50 g besan, then open and add the Pusa Decomposer capsules as supplied. Stir, cover with mesh cloth, and keep for 4 days. A coloured layer may form; mix well with a churner or stirrer. This gives 5 litres mother solution.... | true | number_of_Pusa_Decomposer_capsules_or_packet_size | Verify the required number of Pusa Decomposer capsules from the product packet or local agriculture officer before preparation. | Use clean vessels and water, and follow local recommendations for field application. | Advice is based on the KCC expert row for Punjab, Fatehgarh Sahib, wheat cultural practice. | The original Punjabi text indicates mixing with a churner/stirrer; the English phrase mentioning honey was treated as a translation error. | medium | unit_mismatch | unit_mismatch_in_dose_or_chemical_row | chemical_or_fertilizer_row | high | use_with_caution | normalize_first | Use this KCC expert row with caution; preserve the original meaning and avoid adding unsupported details. Possible unit translation issue; if answering, avoid overconfident exact dose wording unless verified from source evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00398871 | PUNJAB | MUKTSAR | Wheat | Seeds | varieties | INFORMATION REGARDING FOR THE SUITABLE VARIETIES OF WHEAT FOR RUNNING SEASON? | SUITABLE VARIETIES OF WHEAT FOR RUNNING SEASON ARE-WH 1105 (23QTLS/ACRE,2014) HD-2967, PBW-621, PBW-550, & DBW-17, PBW-502, WH-542. | SUITABLE VARIETIES OF WHEAT FOR RUNNING SEASON ARE-WH 1105 (23QTLS/ACRE,2014) HD-2967, PBW-621, PBW-550, & DBW-17, PBW-502, WH-542. | normalized | null | Which wheat varieties are suitable for sowing in Muktsar, Punjab? | For wheat in Muktsar, Punjab, the KCC expert listed these suitable varieties: WH 1105, HD-2967, PBW-621, PBW-550, DBW-17, PBW-502, and WH-542. WH 1105 was noted with a yield indication of about 23 quintals per acre in the source row. | false | null | Confirm current seed availability and latest local varietal recommendations with the agriculture department or a reliable seed source before sowing. | Based on the KCC row for Punjab, Muktsar, crop wheat, advisory domain varieties. | No pesticide, fertilizer, or chemical dose was provided in the source. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00058757 | PUNJAB | KAPURTHALA | Wheat | Plant Protection | plant_protection | Information regarding the control of root-rot in wheat ? | To control root rot in wheat crop, spray 500 g of sophiliser (12% Carbendazim + 63% Mancozeb) in 15-20 kg sand per acre and light irrigation. | ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਜੜ ਗਲਣ ਦੀ ਰੋਕਥਾਮ ਲਈ 500 ਗ੍ਰਾਮ ਸਾਫੀਲਾਈਜਰ (12% ਕਾਰਬੈਂਡਾਜਿਮ+63% ਮੈਨਕੋਜੇਬ) ਨੂੰ 15-20 ਕਿੱਲੋ ਰੇਤੇ ਵਿੱਚ ਰਲਾ ਕੇ ਪ੍ਰਤੀ ਏਕੜ ਦੇ ਹਿਸਾਬ ਨਾਲ ਛਿੱਟਾ ਦੇ ਦਿਓ ਅਤੇ ਹਲਕੀ ਸਿੰਚਾਈ ਕਰ ਦਿਓ| | normalized | null | How can I control root rot in wheat? | For root rot in wheat, the KCC recommendation is: mix 500 g Sophiliser (12% Carbendazim + 63% Mancozeb) thoroughly with 15–20 kg dry sand and broadcast it uniformly in one acre, then give light irrigation. Because this is a chemical dose and the row has a possible unit or context concern, confirm the product label or l... | true | crop_stage | disease_severity | product_label_dose_confirmation | Verify the product name, dose, and method on the pesticide label or with a local agriculture officer before use. | Use protective clothing and avoid direct contact while handling fungicide-treated sand. | Apply only to the intended crop and area; do not exceed the recommended per-acre dose. | Advisory is based on the Punjab KCC evidence row for wheat root rot control. | The row recommends 500 g Sophiliser containing 12% Carbendazim and 63% Mancozeb mixed with 15–20 kg sand per acre, followed by light irrigation. | Wording was adjusted from 'spray' to 'broadcast' because the original advice describes mixing ... | medium | unit_mismatch | unit_mismatch_in_dose_or_chemical_row | suspicious_unit_added_in_translation | dose_bearing_expert_advice | chemical_or_fertilizer_row | high | use_with_caution | normalize_first | Use this KCC expert row with caution; preserve the original meaning and avoid adding unsupported details. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. Possible unit translation issue; if answering, avoid overconfident exact dose wording unless verified from source e... | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00345215 | PUNJAB | LUDHIANA | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING FOR THE FERT. DOSE AT THE TIME OF SUNFLOWER SOWING? | FERT. DOSE AT THE TIME OF SUNFLOWER SOWING IS -DAP-50KG,MOP-25 KG & SULPHUR 80%WDG.-5KG +UREA-50KG (THROUGH TOP DRESSING TWO TIME)/ACRE. | FERT. DOSE AT THE TIME OF SUNFLOWER SOWING IS -DAP-50KG,MOP-25 KG & SULPHUR 80%WDG.-5KG +UREA-50KG (THROUGH TOP DRESSING TWO TIME)/ACRE. | normalized | null | What fertilizer dose should be applied at the time of sunflower sowing? | For sunflower sowing, the KCC advice is to apply per acre: DAP 50 kg, MOP 25 kg, and Sulphur 80% WDG 5 kg. In addition, apply Urea 50 kg per acre as top dressing in two split applications. | false | soil test status | sunflower variety | irrigation/rainfed condition | Verify fertilizer doses with the product label and local agriculture officer, especially if soil test recommendations are available. | Apply fertilizers uniformly and avoid direct seed contact where it may affect germination. | Advisory preserves the KCC-recommended fertilizer names and doses: DAP 50 kg, MOP 25 kg, Sulphur 80% WDG 5 kg, and Urea 50 kg per acre. | The row metadata lists crop as wheat, but the farmer question and expert answer are about sunflower sowing. | medium | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00176596 | PUNJAB | AMRITSAR | Wheat | Seeds | varieties | INFORMATION REGARDING IMPROVED VARIETIES OF WHEAT CROP ? | VARIETIES OF WHEAT :HD-2967,PBW-621,DBW-17,PBW-550,PBW-502,PBW-343,PDW-291. | VARIETIES OF WHEAT :HD-2967,PBW-621,DBW-17,PBW-550,PBW-502,PBW-343,PDW-291. | normalized | null | Which improved wheat varieties are recommended for cultivation in Amritsar, Punjab? | For wheat cultivation, the KCC expert listed these improved varieties: HD-2967, PBW-621, DBW-17, PBW-550, PBW-502, PBW-343, and PDW-291. Choose seed from a reliable source and select the variety according to local sowing conditions and availability. | false | null | null | Based on the KCC evidence row for wheat varieties in Amritsar, Punjab. | The advisory preserves only the varieties named in the KCC answer. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00321630 | PUNJAB | RUPNAGAR | Wheat | Plant Protection | plant_protection | INFORMATION REGARDING FOR THE CONTROL OF YELLOW RUST DISEASE IN WHEAT CROP? | SPRAY PROPICONAZOLE-25EC,TILT OR SHINE@ 200ML/200 LITER WATER PER ACRE FOR CONTROL YELLOW RUST IN WHEAT. | SPRAY PROPICONAZOLE-25EC,TILT OR SHINE@ 200ML/200 LITER WATER PER ACRE FOR CONTROL YELLOW RUST IN WHEAT. | normalized | null | How can I control yellow rust disease in wheat? | For yellow rust control in wheat, spray Propiconazole 25 EC, such as Tilt or Shine, at 200 ml mixed in 200 litres of water per acre. Spray uniformly over the crop. | false | null | Use the pesticide only as per the product label and local agriculture department recommendation. | Wear protective clothing while mixing and spraying, and avoid spray drift. | Based on the KCC expert recommendation for wheat yellow rust in Rupnagar, Punjab. | Dose preserved from the evidence: Propiconazole 25 EC at 200 ml in 200 litres water per acre. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00491712 | PUNJAB | TARN TARAN | Wheat | Fertilizer Use and Availability | nutrient_management | DOSE OF 12 32 16 NPK IN WHEAT | 76 KG NPK PER ACRE PLUS 10 KG UREA PER ACRE DURING SOWING TIME | 76 KG NPK PER ACRE PLUS 10 KG UREA PER ACRE DURING SOWING TIME | normalized | null | What is the dose of 12:32:16 NPK fertilizer for wheat? | For wheat, apply 76 kg of 12:32:16 NPK per acre along with 10 kg urea per acre at the time of sowing. | false | null | Verify the fertilizer dose with the product label and local agriculture officer, especially if soil test recommendations are available. | Apply fertilizer safely and avoid direct contact with seed unless locally recommended. | Based on the KCC expert recommendation for Tarn Taran, Punjab. | The original dose was preserved: 76 kg NPK per acre plus 10 kg urea per acre during sowing. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00393967 | PUNJAB | PATIALA | Wheat | Plant Protection | plant_protection | Information regarding improving the quality of wheat grains? | To improve grain quality of wheat crop spray 2 kg NPK( 13:0:45) per acre in 120 liters of water. | To improve grain quality of wheat crop spray 2 kg NPK( 13:0:45) per acre in 120 liters of water. | normalized | null | How can I improve the grain quality of my wheat crop? | For improving wheat grain quality, spray NPK 13:0:45 at 2 kg per acre, mixed in 120 liters of water. Apply as a foliar spray as advised by the local KCC expert. | false | null | Verify the product label and local agriculture recommendation before spraying, especially for timing and compatibility with other inputs. | Use proper protective clothing during spraying. | Based on the KCC recommendation from Patiala, Punjab for wheat grain quality improvement. | Preserved the advised fertilizer grade, dose, area, and water volume: NPK 13:0:45, 2 kg per acre in 120 liters water. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00436569 | PUNJAB | BHATINDA | Wheat | Fertilizer Use and Availability | nutrient_management | INFORMATION REGARDING SULPHUR DEFICIENCY IN WHEAT CROP? | APPLY 100KG OF GYPSUM PER ACRE BEFORE SOWING TO MEET THE SULPHUR REQUIREMENTOF THE CROP. | APPLY 100KG OF GYPSUM PER ACRE BEFORE SOWING TO MEET THE SULPHUR REQUIREMENTOF THE CROP. | normalized | null | What should I apply for sulphur deficiency or sulphur requirement in wheat? | For wheat, apply gypsum at 100 kg per acre before sowing to meet the crop’s sulphur requirement. | false | null | Use the recommended dose carefully: 100 kg gypsum per acre. | Verify suitability with a local agriculture officer or soil test recommendation, especially if field conditions differ. | Based on the KCC expert advice for wheat in Bathinda, Punjab. | The advisory preserves the original recommendation: apply 100 kg gypsum per acre before sowing. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00385750 | PUNJAB | LUDHIANA | Wheat | Cultural Practices | cultural_practices | INFORMATION REGARDING FOR THE SUITABLE VARIETIES OF WHEAT FOR RUNNING SEASON? | information regarding improved varieties of wheat : WH-1105,HD-2967, PBW-621, PBW-550, DBW-17, PBW-502, WH-542. | information regarding improved varieties of wheat : WH-1105,HD-2967, PBW-621, PBW-550, DBW-17, PBW-502, WH-542. | normalized | null | Which wheat varieties are suitable for the current sowing season in Ludhiana, Punjab? | For wheat cultivation in Ludhiana, Punjab, the KCC expert suggested these improved wheat varieties: WH-1105, HD-2967, PBW-621, PBW-550, DBW-17, PBW-502, and WH-542. Choose seed from a reliable source and prefer varieties recommended locally for your sowing time and field conditions. | false | null | Confirm current local varietal recommendations and seed availability with the agriculture department or a trusted seed supplier before sowing. | Advisory preserves the KCC-listed wheat varieties for Punjab/Ludhiana. | No pesticide, fertilizer, chemical, or dose recommendation was present in the evidence. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00222803 | PUNJAB | SANGRUR | Wheat | Nutrient Management | nutrient_management | information regarding mixing of Nano urea and npk ? | Mixing of Nano Urea and NPK 19 19 is not recommended | ਨੈਨੋ ਯੂਰੀਆ ਅਤੇ NPK 19 19 19 ਨੂੰ ਮਿਲਾਉਣ ਦੀ ਸਿਫਾਰਸ਼ ਨਹੀਂ ਕੀਤੀ ਜਾਂਦੀ | normalized | null | Can Nano Urea be mixed with NPK 19:19:19 for wheat? | For wheat, mixing Nano Urea with NPK 19:19:19 is not recommended. Apply them separately as per the product label or local agriculture department guidance. | false | null | Do not mix Nano Urea and NPK 19:19:19 unless the product label or a local agriculture officer specifically recommends it. | Based on the KCC expert advice from Sangrur, Punjab: mixing Nano Urea and NPK 19:19:19 is not recommended. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00507920 | PUNJAB | BHATINDA | Wheat | Nutrient Management | nutrient_management | information regarding control of manganese deficiency in wheat? | For control of manganese deficiency in wheat, spray 1 kg manganese sulphate in 200 litres of water per acre. | For control of manganese deficiency in wheat, spray 1 kg manganese sulphate in 200 litres of water per acre. | normalized | null | How can I control manganese deficiency in wheat? | To manage manganese deficiency in wheat, spray 1 kg manganese sulphate mixed in 200 litres of water per acre. | false | null | Use the dose exactly as recommended: 1 kg manganese sulphate in 200 litres of water per acre. | Verify compatibility and application precautions from the product label or local agriculture officer if using any other input along with it. | Based on KCC expert advice from Bathinda, Punjab for wheat nutrient management. | The advisory preserves the original KCC recommendation and dose. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00639976 | PUNJAB | AMRITSAR | Wheat | Weed Management | weed_management | Information regarding the control of broad leaf weeds in Wheat crop? | The residual weeds after the application of herbicides should be uprooted before the formation of seeds so as to reduce the weed problem in the next crop. | ਨਦੀਨਨਾਸ਼ਕ ਦੀ ਵਰਤੋਂ ਤੋਂ ਬਾਅਦ ਜਿਹੜੇ ਨਦੀਨ ਬਚ ਜਾਂਦੇ ਹਨ ਉਹਨਾਂ ਨੂੰ ਬੀਜ ਬਣਨ ਤੋਂ ਪਹਿਲਾਂ ਪੁੱਟ ਦਿਓ ਤਾਂ ਕਿ ਅਗਲੀ ਫਸਲ ਵਿੱਚ ਨਦੀਨਾਂ ਦੀ ਸਮੱਸਿਆ ਘਟਾਈ ਜਾ ਸਕੇ ਹਰ ਸਾਲ ਇਸ ਤਰਾਂ ਕਰਨ ਨਾਲ ਕਾਫੀ ਹੱਦ ਤੱਕ ਨਦੀਨਾਂ ਦੀ ਸਮੱਸਿਆ ਉੱਤੇ ਕਾਬੂ ਪਾਇਆ ਜਾ ਸਕਦਾ ਹੈ | normalized | null | How can I control broad-leaf weeds in wheat? | In wheat, after herbicide application, remove any weeds that are still left in the field before they form seeds. Uprooting these residual weeds before seed formation helps reduce the weed problem in the next crop. Repeating this practice every year can help control weeds to a good extent. | false | null | Use herbicides only as per the product label and local agriculture department recommendation. | Do not increase herbicide dose or repeat application without expert advice. | Based on local KCC expert advice from Punjab, Amritsar for wheat weed management. | The original advisory recommends uprooting residual weeds after herbicide use before seed formation. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00394812 | PUNJAB | MANSA | Wheat | Varieties | varieties | INFORMATION REGARDING IMPROVED VARIETIES OF WHEAT CROP ? | IMPROVED VARIETIES OF WHEAT :WH-1105,HD-2967,WH-1105,PBW-621,DBW-17,PBW-550,PBW-502,PBW-343,PDW-291. | IMPROVED VARIETIES OF WHEAT :WH-1105,HD-2967,WH-1105,PBW-621,DBW-17,PBW-550,PBW-502,PBW-343,PDW-291. | normalized | null | Which improved wheat varieties are recommended for cultivation in Mansa, Punjab? | For wheat cultivation in Mansa, Punjab, the KCC expert listed these improved varieties: WH-1105, HD-2967, PBW-621, DBW-17, PBW-550, PBW-502, PBW-343, and PDW-291. Choose seed based on local availability and confirm suitability for your field conditions with the local agriculture department or seed supplier. | false | null | null | Advisory is based on the KCC expert answer for improved wheat varieties in Mansa, Punjab. | The duplicate mention of WH-1105 in the source was listed only once in the normalized advisory. | high | null | none | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00055610 | PUNJAB | AMRITSAR | Wheat | Weed Management | weed_management | Information regarding the control of grassy leaf weeds in wheat after first irrigation ? | For the control of weeds in wheat crop, spray 400 ml of Axial (Pinoxadine 5 EC) or 400 ml of Puma Power (Phenoxaprop-P-ethyl 10 EC) in 150 litres of water within 30-35 days of sowing after the first irrigation. | ਕਣਕ ਦੀ ਫ਼ਸਲ ਵਿਚ ਘਾਹ ਵਾਲੇ ਨਦੀਨਾਂ ਦੀ ਰੋਕਥਾਮ ਲਈ 400 ਮਿਲਿਲੀਟਰ ਐਕਸੀਅਲ (ਪਿਨੋਕਸਾਡੀਨ 5 ਈ ਸੀ) ਜਾਂ 400 ਮਿਲੀਲੀਟਰ ਪਿਊਮਾ ਪਾਵਰ(ਫਿਨੋਕਸਾਪ੍ਰੋਪ-ਪੀ-ਈਥਾਈਲ 10 ਈ ਸੀ) ਨੂੰ 150 ਲੀਟਰ ਪਾਣੀ ਵਿੱਚ ਪਾ ਕੇ ਪਹਿਲੇ ਪਾਣੀ ਤੋਂ ਬਾਅਦ ਕਣਕ ਦੀ ਬਿਜਾਈ ਦੇ 30-35 ਦਿਨਾਂ ਦੇ ਅੰਦਰ ਛਿੜਕਾਅ ਕਰੋ | | normalized | null | How can I control grassy-leaf weeds in wheat after the first irrigation? | For grassy weeds in wheat after the first irrigation, spray either 400 ml Axial (Pinoxaden 5 EC) or 400 ml Puma Power (Phenoxaprop-P-ethyl 10 EC) mixed in 150 litres of water. Apply within 30–35 days after sowing, after the first irrigation. Use only one of these herbicides, not both together. | true | dose_area_context | The KCC advice gives herbicide quantity and water volume, but the treated area is not stated; verify the recommended area on the product label or with the local agriculture officer. | Follow the herbicide label, wear protective clothing during spraying, and avoid spray drift to nearby crops. | Based on Punjab KCC expert advice for wheat weed management in Amritsar. | Preserved the named herbicides, active ingredients, dose, water volume, and timing from the KCC row. | medium | dose_pattern_added_by_translation | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00368458 | PUNJAB | FEROZPUR | Wheat | Nutrient Management | nutrient_management | INFORMATION REGARDING CONTROL OF ZINC DEFICIENCY IN WHEAT ? | SPRAY ZINC SULPHATE(21%) @500gm IN 100 LITRS OF WATER/ACRE. | SPRAY ZINC SULPHATE(21%) @500gm IN 100 LITRS OF WATER/ACRE. | normalized | null | How can zinc deficiency be controlled in wheat? | For zinc deficiency in wheat, spray Zinc Sulphate 21% at 500 grams mixed in 100 litres of water per acre. Ensure uniform spraying over the crop. | false | null | Use Zinc Sulphate 21% only as advised and verify the product label and local agriculture recommendation before spraying. | Avoid changing the dose or concentration without expert guidance. | Based on KCC expert advice from Punjab, Ferozpur for wheat nutrient management. | Preserved the stated dose: Zinc Sulphate 21% @ 500 g in 100 litres water per acre. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00086245 | PUNJAB | MUKTSAR | Wheat | Cultural Practices | cultural_practices | Information regarding sowing time for timely sown wheat varieties? | The sowing time for timely sown varieties of wheat varieties is from the fourth week of October to the fourth week of November, but the sowing time of the advanced PBW 550 variety is from the second week of November to the fourth week of November. | ਕਣਕ ਦੀਆਂ ਸਮੇਂ ਸਿਰ ਬਿਜਾਈ ਵਾਲੀਆਂ ਕਿਸਮਾਂ ਦੀ ਬਿਜਾਈ ਦਾ ਸਮਾਂ ਅਕਤੂਬਰ ਦੇ ਚੌਥੇ ਹਫਤੇ ਤੋਂ ਨਵੰਬਰ ਦੇ ਚੌਥੇ ਹਫਤੇ ਤੱਕ ਹੈ ਪਰ ਉੱਨਤ ਪੀ ਬੀ ਡਬਲਯੂ 550 ਕਿਸਮ ਦੀ ਬਿਜਾਈ ਦਾ ਸਮਾਂ ਨਵੰਬਰ ਦੇ ਦੂਜੇ ਹਫਤੇ ਤੋਂ ਨਵੰਬਰ ਦੇ ਚੌਥੇ ਹਫਤੇ ਤੱਕ ਹੈ | | normalized | null | What is the recommended sowing time for timely sown wheat varieties in Punjab, including PBW 550? | For timely sown wheat varieties in Punjab, sowing is recommended from the fourth week of October to the fourth week of November. For the improved wheat variety PBW 550, the suitable sowing time is from the second week of November to the fourth week of November. | false | null | null | Based on the KCC expert answer for wheat in Muktsar, Punjab. | Preserved the sowing windows given in the evidence, including the separate window for PBW 550. | high | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00596203 | PUNJAB | AMRITSAR | Wheat | Weed Management | weed_management | Information regarding the control of broad leaf weeds in Wheat crop? | --Spray 250 g 2,4-D sodium salt 80 WP or 250 ml ethyl ester 38 EC or 10 g Algrip/Algrip Royal/Markgrip/Makoto (Metsulfuran 20 WP) or 20 gm AM/Affinity (Carfentragazone Ethyl 40DF) or 20 gm Lafida (Metsulfuran + Carfentrazone) in 150 litres of water within 30-35 days of crop sowing after the first irrigation and If any ... | --ਕਣਕ ਦੀ ਫਸਲ ਵਿੱਚ ਚੌੜੇ ਪੱਤਿਆਂ ਵਾਲੇ ਨਦੀਨਾਂ ਦੀ ਰੋਕਥਾਮ ਲਈ 250 ਗ੍ਰਾਮ 2,4-ਡੀ ਸੋਡੀਅਮ ਸਾਲ੍ਟ 80 ਡਬਲਯੂ ਪੀ ਜਾਂ 250 ਮਿਲੀਲੀਟਰ ਈਥਾਇਲ ਐਸਟਰ 38 ਈ ਸੀ ਜਾਂ10 gram ਐਲਗ੍ਰਿਪ/ਐਲਗਰਿਪ ਰਾਇਲ/ਮਾਰਕਗਰਿਪ/ਮਾਕੋਤੋ (ਮੈਟਸਲਫੂਰਾਨ 20 ਡਬਲਯੂ ਪੀ) ਜਾਂ 20 ਗ੍ਰਾਮ ਏਮ/ਐਫ਼ੀਨਿਟੀ (ਕਾਰਫੈਨਟਰਾਜੋਨ ਈਥਾਇਲ 40 ਡੀ ਐੱਫ) ਜਾਂ 20 ਗ੍ਰਾਮ ਲਾਂਫ਼ਿਡਾ (ਮੈਟਸਲਫੂਰਾਨ + ਕਾਰਫੈਨਟਰਾਜੋਨ) ਨੂੰ 150 ਲੀਟ... | normalized | null | How can I control broad-leaf weeds in wheat? | For broad-leaf weed control in wheat in Punjab, spray any one of these in 150 litres of water: 250 g 2,4-D sodium salt 80 WP, or 250 ml ethyl ester 38 EC, or 10 g Algrip/Algrip Royal/Markgrip/Makoto (Metsulfuron 20 WP), or 20 g AM/Affinity (Carfentrazone Ethyl 40 DF), or 20 g Lafida (Metsulfuron + Carfentrazone). Spray... | true | area covered by the stated dose and 150 litres of water | The KCC dose gives chemical quantity and water volume, but the treated area is not stated; verify the product label or local agriculture officer recommendation before spraying. | Do not use these herbicides if a broad-leaf crop is intercropped with wheat. | Advice is based on the KCC expert row for broad-leaf weed management in wheat from Amritsar, Punjab. | Chemical names, doses, water volume, and timing were preserved from the KCC evidence. | medium | dose_pattern_added_by_translation | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
kcc_00467611 | PUNJAB | BHATINDA | Wheat | Plant Protection | plant_protection | information reagding control of pink stem borer in wheat ? | for control of pink stem borer in wheat , spray quinalphos 25 EC @ 800 ml in 100 litres of water per acre | for control of pink stem borer in wheat , spray quinalphos 25 EC @ 800 ml in 100 litres of water per acre | normalized | null | How can I control pink stem borer in wheat? | For control of pink stem borer in wheat, spray quinalphos 25 EC at 800 ml mixed in 100 litres of water per acre. | false | null | Verify the pesticide label and local agriculture recommendation before spraying. | Use protective clothing and follow safe handling instructions while mixing and spraying. | Based on KCC expert advice for wheat plant protection in Bhatinda, Punjab. | Chemical name and dose are preserved from the original KCC evidence. | high | dose_bearing_expert_advice | chemical_or_fertilizer_row | low | use_as_evidence | direct | Use this row as local KCC expert evidence. Dose-bearing KCC expert advice is present; do not invent or alter doses beyond retrieved evidence. | true | false | azure_ai_foundry_v1 | gpt-5.5 |
End of preview.
KCC-Krishi Punjab/Wheat GPT-5.5 Normalization Demo
This dataset is a 500-row Punjab/Wheat demonstration subset from the KCC-Krishi data preparation pipeline.
It shows how terse Kisan Call Centre expert evidence can be converted into clearer, farmer-friendly, voice-ready advisory text for downstream RAG, human review, and offline farmer-assistant prototyping.
Important safety warning: The normalized advisory text is machine-generated and is not human-verified agronomic ground truth. It must not be used for field deployment or pesticide/fertilizer recommendation systems without agronomist review, safety evaluation, farmer feedback, and appropriate validation.
Dataset purpose
This subset is intended for:
- pipeline demonstration;
- before/after comparison;
- voice-friendly farmer advisory examples;
- cost/time estimation;
- human-review workflow design;
- RAG/SFT preparation research.
It is not intended as:
- final Qwen training data;
- field-validated agronomic recommendation data;
- replacement for agronomists;
- pesticide/fertilizer authority;
- RLHF or farmer-feedback replacement.
Source dataset attribution
The underlying Kisan Call Centre data is attributed to the Government of India open data ecosystem.
Source references:
- Kaggle mirror/reference used during development:
https://www.kaggle.com/datasets/saarangarora/farmer-queries-kisan-call-center - AIKosh dataset page:
Kisan Call Centre - Transcripts of farmers queries and answers - Data.gov.in resource:
Kisan Call Centre (KCC) Transcripts of farmers queries and answers
The AIKosh listing identifies the license as Open Government License, India and redirects to the Data.gov.in resource.
Users should attribute the original data source as:
Kisan Call Centre (KCC) Transcripts of Farmers Queries and Answers, Open Government Data Platform India / Data.gov.in, Ministry of Agriculture and Farmers Welfare / Government of India, accessed via AIKosh/Data.gov.in.
Licensing note
The Hugging Face metadata uses:
license: other
because the dataset combines:
- source-derived KCC evidence from the Government of India open data ecosystem, understood to be under Government Open Data License - India / Open Government License, India;
- additional derived processing metadata, QC fields, and machine-generated normalization fields created by the KCC-Krishi project.
Please see LICENSE.md for detailed terms and attribution requirements.
This is not legal advice. Users are responsible for checking the current source license and compliance requirements before redistribution or commercial use.
Dataset contents
Main files:
| File | Description |
|---|---|
punjab_wheat_before_after_500.csv |
Main before/after CSV for review and examples |
punjab_wheat_before_after_500.parquet |
Same content as Parquet for efficient loading |
punjab_wheat_candidates_500.csv |
Candidate rows selected before GPT normalization |
punjab_wheat_normalized_500.jsonl |
Structured GPT-5.5 normalization outputs |
punjab_wheat_normalized_review_500.csv |
Review-oriented output table |
release_summary.json |
Release metadata and counts |
examples.md |
Selected README/paper examples, if included |
LICENSE.md |
Source and derived-data licensing notes |
CITATION.cff |
Suggested citation metadata |
Row counts
- Candidate rows: 500
- Normalized output rows: 500
- Before/after rows: 500
Normalization status counts:
normalized: 493rejected_insufficient_context: 4rejected_scheme_or_contact: 3
Domain balance
The 500-row demo subset was selected from Punjab/Wheat rows and balanced approximately as:
plant_protection: 175
nutrient_management: 150
weed_management: 75
cultural_practices: 60
varieties: 40
Columns
The main before/after file contains these columns:
example_idstatedistrictcropquery_typeadvisory_domainquestion_enanswer_enanswer_originalnormalization_statusrejection_reasonnormalized_user_query_ennormalized_advisory_enclarification_neededmissing_context_fieldssafety_notesgrounding_notesanswer_confidenceqc_flagsqc_severityrag_use_modesft_use_modellm_instruction_hintmachine_generatedhuman_verifiednormalization_providernormalization_model_deployment
Column meanings vary slightly depending on the upstream processing stage, but broadly include:
- source metadata: state, district, crop, query type;
- original KCC query/evidence;
- translated English evidence;
- QC and routing metadata;
- GPT-normalized user query;
- GPT-normalized advisory;
- safety notes;
- rejection/status fields.
Method summary
The upstream KCC-Krishi pipeline performs:
- raw KCC CSV cleaning and deduplication;
- language detection;
- faithful translation of non-English KCC answers into English;
- deterministic QC for numeric/unit/dose mismatch, corruption, weather/market/scheme staleness, and RAG/SFT routing;
- balanced Punjab/Wheat subset selection;
- GPT-5.5 normalization into farmer-friendly advisory text;
- before/after reporting artifact generation.
Known limitations
- The normalized advisory text is machine-generated.
- The subset is not agronomist-verified.
- The subset focuses only on Punjab/Wheat.
- Some original KCC evidence may be terse, incomplete, stale, or context-dependent.
- Pesticide/fertilizer recommendations may require crop stage, formulation, local approval, label validation, and expert review.
- This dataset should be treated as a demonstration and review workflow artifact, not as deployable agricultural advice.
Recommended use
Suitable uses:
- RAG prototype testing;
- qualitative before/after evaluation;
- human-review interface design;
- offline voice assistant demo development;
- data cleaning/QC pipeline research.
Unsuitable uses:
- direct farmer-facing pesticide advice without expert validation;
- autonomous field diagnosis;
- final model training without review;
- claims of agronomic correctness.
Citation
If you use this dataset, please cite both:
- the original Government of India KCC data source;
- this derived KCC-Krishi demonstration dataset.
See CITATION.cff.
Disclaimer
This dataset is for research and demonstration only. Agricultural decisions can affect crop yield, income, environment, and human safety. Always consult local agricultural experts, official advisories, product labels, and current regulations before applying pesticides, fertilizers, or other interventions.
- Downloads last month
- 36