Table 1 Attribute selected for testing.

From: On-device AI for climate-resilient farming with intelligent crop yield prediction using lightweight models on smart agricultural devices

Label

Description

Remarks

Location

The geographical location where the data are collected

Categorical

Area

The total area of the farm land used for the cultivation in acres

Categorical

Rainfall

The amount of rainfall received in mm

Numerical

Temperature

The average temperature in degree Celsius

Numerical

Soil type

The type of the soil present in the region like alluvial

Categorical

Irrigation

The irrigation method used like drip irrigation

Categorical

Yields

The crops yielded measured in kilogram of tons

Numerical

Humidity

The humidity percentage in the atmosphere

Numerical

Crops

The type of crop cultivated like wheat

Categorical

Price

The price of the crop measured in local currency

Numerical

Season

The agricultural season like kharif

Categorical