Crop Survey of IRAKALLAGADA Hobli of Koppal Taluk of koppal District of Karnataka for Rabi Season 2018-19

The dataset captures crop survey observations collected across multiple administrative levels including districts, taluks, hoblis, and villages. It includes crop type information, survey dates, geographic coordinates, crop extent, and seasonal classifications. Temporal features such as month and week allow time-series and seasonal trend analysis. The dataset appears structured for agricultural monitoring, planning, and geospatial analytics.

Data Quality

The dataset has a consistent schema with moderate completeness. Some columns such as Cropname, Month, Weekname, and Image_url contain missing values. Crop_Extent is stored as a string rather than a numeric type, requiring preprocessing for quantitative analysis. Geographic coordinates are consistently populated, enabling spatial analysis.

Use Cases

Crop distribution analysis, agricultural planning, seasonal trend forecasting, geospatial mapping, yield estimation, and policy decision support.

Limitations

Missing values in key categorical and temporal fields may impact analysis. Crop extent is not standardized numerically. Image_url column is mostly unused. Dataset may be limited to a specific region and time period.

Methodology

Data was likely collected through field-level agricultural surveys using GPS-enabled tools where officials recorded crop, location, and seasonal details at fine geographic granularity.