Smart Agriculture IoT Sensor Dataset
Catalog Summary
"Comprehensive IoT sensor data from smart farming systems. Includes soil moisture, temperature, humidity, NPK levels, and weather conditions for precision agriculture and crop yield optimization."
Catalog Notes
Dataset Overview
Real-world inspired dataset capturing multiple sensor measurements from precision agriculture systems. Designed for developing smart farming solutions and crop management optimization models.
Soil Measurements
- Soil Moisture: Volumetric water content (%)
- Soil Temperature: Ground temperature (°C)
- Soil pH: Acidity/alkalinity levels (0-14 scale)
- NPK Levels: Nitrogen, Phosphorus, Potassium concentrations (ppm)
- Electrical Conductivity: Soil salinity indicator (dS/m)
Environmental Data
- Ambient Temperature: Air temperature (°C)
- Humidity: Relative humidity (%)
- Light Intensity: Solar radiation (lux)
- Rainfall: Precipitation measurements (mm)
- Wind Speed: Atmospheric conditions (km/h)
Crop Information
- Crop Type: Wheat, rice, corn, vegetables, fruits
- Growth Stage: Seedling, vegetative, flowering, harvest
- Irrigation Status: Automated watering system state
- Yield Prediction: Expected harvest (tons/hectare)
Applications
Precision irrigation scheduling, crop health monitoring, yield prediction models, fertilizer optimization, disease early warning systems, and automated farming decision support.
Data Preview
| Timestamp | Sensor_ID | Soil_Moisture_% | Soil_Temp_C | NPK_N_ppm | NPK_P_ppm | NPK_K_ppm | Humidity_% | Crop_Type | Irrigation_Status |
|---|---|---|---|---|---|---|---|---|---|
| 2024-01-10 06:00 | S001 | 45.2 | 22.5 | 85 | 42 | 38 | 68.5 | Wheat | OFF |
| 2024-01-10 06:30 | S002 | 28.7 | 24.1 | 92 | 38 | 45 | 72.3 | Rice | ON |
| 2024-01-10 07:00 | S003 | 52.3 | 21.8 | 78 | 45 | 40 | 65.2 | Corn | OFF |
Showing first few rows for preview
Provided Citation
Atharva Ingle (2024). Crop Recommendation Dataset. Kaggle. Retrieved from https://www.kaggle.com/datasets/atharvaingle/crop-recommendation-dataset
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Source metadata: Kaggle (2026)
Indexed by IoTDataset.com on Jan 14, 2026
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