Crop Survey of KINNARA Hobli of Karwar Taluk of Uttar Kannada District of Karnataka for Kharif Season 2018-19

The dataset captures crop-level survey information collected across multiple regions, including crop names, cultivated land extent, and detailed administrative hierarchy such as district, taluk, hobli, and village. It also includes geographic coordinates (latitude and longitude) for spatial mapping, and temporal attributes such as survey date, season, and agricultural year for trend analysis.

Data Quality

The dataset is largely consistent in administrative and geographic fields. However, several fields including Cropname, Month, and Weekname contain missing values. The Image_url column appears mostly empty. Crop_Extent is stored as a string instead of a numeric format, which may hinder direct quantitative analysis.

Use Cases

Agricultural monitoring, crop distribution analysis, geospatial mapping, seasonal trend analysis, policy planning, and rural development insights.

Limitations

Missing values in temporal and descriptive fields reduce completeness. Lack of standardized numeric values for crop extent limits quantitative analysis. Absence of yield or productivity metrics and image data reduces analytical depth.

Methodology

The dataset was likely collected through field-based agricultural surveys where enumerators recorded crop information along with GPS coordinates and administrative details.