Crop Survey of MANTALA Hobli of Basavakalyan Taluk of Bidar District of Karnataka for Kharif Season 2018-19.

The dataset captures crop survey records collected from multiple villages, taluks, and districts. Each entry records the crop survey date, crop name, crop extent, and detailed administrative hierarchy including district, taluk, hobli, and village identifiers. The dataset also contains agricultural season information, temporal attributes such as month and week, and geographic coordinates that enable spatial mapping and agricultural land-use analysis.

Data Quality

Most geographic and administrative attributes are complete and consistently formatted. Crop names contain some missing values and temporal fields such as month and week are partially missing. The image_url column is entirely empty, indicating that image references were not captured or were removed during dataset preparation.

Use Cases

Agricultural monitoring, crop distribution analysis, geospatial crop mapping, agricultural policy planning, yield forecasting models, GIS-based farmland analysis, and seasonal crop trend analysis.

Limitations

Crop extent values are stored in a string-based land measurement format which may require preprocessing for numeric analysis. The dataset lacks associated field images despite including an image URL column. Some crop name and temporal fields contain missing values which may affect detailed crop trend analysis.

Methodology

The data was likely collected through government or institutional crop survey programs where field officers or digital survey tools record crop details along with GPS coordinates and administrative location identifiers during seasonal agricultural monitoring."