Crop Survey of MATTODU Hobli of hosadurga Taluk of chitradurga District of Karnataka for Kharif Season 2019-20

he dataset consists of approximately 39,210 records representing crop survey data collected across multiple administrative units such as districts, taluks, hoblis, and villages. It includes information on crop types, cultivated area extent, survey timestamps, seasonal classifications, and geographic coordinates. Additional time-based attributes like month, week, and year enable temporal and seasonal trend analysis.

Data Quality

Core structural fields such as location identifiers and coordinates are consistently populated. However, there are missing values in Cropname, Month, and Weekname fields. Image_url is sparsely populated or inconsistent. Crop_Extent is stored as a formatted string rather than a numeric value, requiring preprocessing for analytical use.

Use Cases

Crop monitoring, agricultural planning, yield estimation, geospatial mapping, seasonal trend analysis, rural development research, and policy-making support.

Limitations

Non-numeric crop extent limits quantitative analysis without transformation. Missing values in categorical fields reduce completeness. Image_url data is unreliable. Geographic metadata lacks explicit country/state labeling within the dataset itself.

Methodology

Data was likely collected through structured agricultural field surveys conducted at local administrative levels, capturing crop details, geographic coordinates, and time-related attributes during survey visits.