Crop Survey of GANGAVATI Hobli of Gangavathi Taluk of koppal District of Karnataka for Rabi Season 2018-19

The dataset represents structured agricultural survey data collected across multiple administrative levels including districts, taluks, hoblis, and villages. Each record corresponds to a crop survey instance and includes details such as survey date, crop type, crop extent, and geospatial coordinates (latitude and longitude). Temporal fields such as month, week, season, and year allow for time-based analysis. The dataset supports multi-dimensional agricultural analysis combining geography, seasonality, and crop distribution.

Data Quality

The dataset is largely consistent in structure with well-defined administrative and geographic fields. However, some columns such as Cropname, Month, and Weekname contain missing or sparse values. Crop extent values are stored as strings instead of numeric format, requiring preprocessing for quantitative analysis. The Image_url column is either empty or sparsely populated, reducing its usability.

Use Cases

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

Limitations

Missing values in crop names and temporal attributes may reduce analytical depth. Non-numeric crop extent limits direct aggregation. Lack of image data reduces validation opportunities. Dataset may not include yield or productivity metrics.

Methodology

Data was likely collected through structured agricultural field surveys with geotagging, capturing crop details along with administrative hierarchy and seasonal classification.