5 extractive question-and-answer pairs built from Application of sensors in automated soilless cultivation of high-value vegetable crops, published by epubs.icar.org.in. Source-evidenced topics include sensors, automated soilless cultivation, high-value vegetable crops, soilless cultivation technology, hydroponics, aeroponics, aquaponics, protected structures. Every answer is a verbatim span of text the source prints, and each row carries the passage it sits in, its offset in that passage, the source quote, the page and the location in the document, so any row can be checked against the original. Question types in the export: 2 list, 1 definition, 1 relationship, 1 summary. 5 of the 5 pairs (100.0%) ask explanatory questions; the remaining 0 are factual or table-based questions. 100.00% of rows pass the corpus quality gate.
This dataset explores the application of sensors and automation in soilless cultivation technology for high-value vegetable crops, based on a publication from epubs.icar.org.in. It includes five extractive question-and-answer pairs that address topics such as the definition, purpose, and tools used in soilless cultivation. The dataset highlights the use of protected structures and modern IT tools to manage water and nutrients efficiently, while also overcoming soil-borne diseases. Popular mediums like cocopeat and rockwool are identified as key components of this cultivation method.
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# One-time install: pip install desidata
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import desidata
df = desidata.load("epubs-icar-org-in-ded6a27d61823cc1d714014ea245a7ce")
df.head()First 5 of 5 rows
| question | answer | context | answer_start | question_type | knowledge_quality_score | source_document | source_quote | source_page | source_location | confidence | validation_status |
|---|---|---|---|---|---|---|---|---|---|---|---|
| What does soilless cultivation technology involve? | growing high-value horticultural crops in different soilless medium which is totally devoid of soil | Soilless cultivation technology refers to growing high-value horticultural crops in different soilless medium which is totally devoid of soil. It includes grow bag technology, pure hydroponics, aeroponics and aquaponics. Popular soilless growing medium used are cocopeat, perlite, vermiculite, rockwool, cocochip, sand, stonechip etc. in different combinations or alone itself. It is used mainly inside protected structures to grow high-value horticultural crops round the year for maximizing production, productivity, quality and overall income. Currently, it is urgently required mainly inside protected structures to overcome rampant soil borne diseases and nematodes. It is used for efficient water and nutrient management as well as for overall control by modern IT based tools like sensors, automation and IoT. | 42 | definition | 0.980 | https://epubs.icar.org.in/index.php/IndHort/article/view/163662 | Soilless cultivation technology refers to growing high-value horticultural crops in different soilless medium which is totally devoid of soil. | p[0] | 0.700 | valid | |
| Why is soilless cultivation technology urgently required inside protected structures? | to overcome rampant soil borne diseases and nematodes | Soilless cultivation technology refers to growing high-value horticultural crops in different soilless medium which is totally devoid of soil. It includes grow bag technology, pure hydroponics, aeroponics and aquaponics. Popular soilless growing medium used are cocopeat, perlite, vermiculite, rockwool, cocochip, sand, stonechip etc. in different combinations or alone itself. It is used mainly inside protected structures to grow high-value horticultural crops round the year for maximizing production, productivity, quality and overall income. Currently, it is urgently required mainly inside protected structures to overcome rampant soil borne diseases and nematodes. It is used for efficient water and nutrient management as well as for overall control by modern IT based tools like sensors, automation and IoT. | 617 | relationship | 0.970 | https://epubs.icar.org.in/index.php/IndHort/article/view/163662 | Currently, it is urgently required mainly inside protected structures to overcome rampant soil borne diseases and nematodes. | p[0] | 0.700 | ||
| What is the primary purpose of using soilless cultivation technology inside protected structures? | to grow high-value horticultural crops round the year for maximizing production, productivity, quality and overall income | Soilless cultivation technology refers to growing high-value horticultural crops in different soilless medium which is totally devoid of soil. It includes grow bag technology, pure hydroponics, aeroponics and aquaponics. Popular soilless growing medium used are cocopeat, perlite, vermiculite, rockwool, cocochip, sand, stonechip etc. in different combinations or alone itself. It is used mainly inside protected structures to grow high-value horticultural crops round the year for maximizing production, productivity, quality and overall income. Currently, it is urgently required mainly inside protected structures to overcome rampant soil borne diseases and nematodes. It is used for efficient water and nutrient management as well as for overall control by modern IT based tools like sensors, automation and IoT. | 424 | summary | 0.970 | https://epubs.icar.org.in/index.php/IndHort/article/view/163662 | It is used mainly inside protected structures to grow high-value horticultural crops round the year for maximizing production, productivity, quality and overall income. | ||||
| What are some examples of popular soilless growing mediums? | cocopeat, perlite, vermiculite, rockwool, cocochip, sand, stonechip | Soilless cultivation technology refers to growing high-value horticultural crops in different soilless medium which is totally devoid of soil. It includes grow bag technology, pure hydroponics, aeroponics and aquaponics. Popular soilless growing medium used are cocopeat, perlite, vermiculite, rockwool, cocochip, sand, stonechip etc. in different combinations or alone itself. It is used mainly inside protected structures to grow high-value horticultural crops round the year for maximizing production, productivity, quality and overall income. Currently, it is urgently required mainly inside protected structures to overcome rampant soil borne diseases and nematodes. It is used for efficient water and nutrient management as well as for overall control by modern IT based tools like sensors, automation and IoT. | 262 | list | 0.820 | https://epubs.icar.org.in/index.php/IndHort/article/view/163662 | Popular soilless growing medium used are cocopeat, perlite, vermiculite, rockwool, cocochip, sand, stonechip etc. | p[0] | 0.700 | ||
| What tools are used for efficient water and nutrient management in soilless cultivation technology? | modern IT based tools like sensors, automation and IoT | Soilless cultivation technology refers to growing high-value horticultural crops in different soilless medium which is totally devoid of soil. It includes grow bag technology, pure hydroponics, aeroponics and aquaponics. Popular soilless growing medium used are cocopeat, perlite, vermiculite, rockwool, cocochip, sand, stonechip etc. in different combinations or alone itself. It is used mainly inside protected structures to grow high-value horticultural crops round the year for maximizing production, productivity, quality and overall income. Currently, it is urgently required mainly inside protected structures to overcome rampant soil borne diseases and nematodes. It is used for efficient water and nutrient management as well as for overall control by modern IT based tools like sensors, automation and IoT. | 761 | list | 0.820 | https://epubs.icar.org.in/index.php/IndHort/article/view/163662 | It is used for efficient water and nutrient management as well as for overall control by modern IT based tools like sensors, automation and IoT. | p[0] |
Read straight from the file — download or use the API URL for the full dataset.
| valid |
| p[0] |
| 0.700 |
| valid |
| valid |
| 0.700 |
| valid |