Table 2 Analysis of descriptive features in the soil type and weather dataset.

From: Incorporating soil information with machine learning for crop recommendation to improve agricultural output

Feature

Non-Null Count

Data type

Description

N

2,200

int64

Contains the Nitrogen.

P

2,200

int64

Contains the Phosphorous

K

2,200

int64

Contains the Potassium

Temperature

2,200

float64

The average soil temperature for biological activity ranges from 50 to 75F.

Humidity

2,200

float64

the total amount of water, including the steam in an unsaturated soil.

pH

2,200

float64

The pH range 5.5 to 6.5 is best for plant growth as the availability of nutrients is ideal.

Rainfall

2,200

float64

A well-balanced rain and proper irrigation can lead to faster-growing plants.

Label

2,200

object

Contains different crop names