The data includes 3276 water samples and 10 features , incl.
- pH is a measure of how acidic/basic water is. The range goes from 0 - 14, with 7 being neutral. WHO has recommended maximum permissible limit of pH from 6.5 to 8.5
- Hardness Capacity of water to precipitate soap in mg/L
- Solids (Total dissolved solids - TDS) represents the total concentration of dissolved substances in water.
- Chloramines are disinfectants used to treat drinking water.
- Sulfate Amount of Sulfates dissolved in mg/L
- Conductivity Electrical conductivity of water in μS/cm
- Organic_carbon Amount of organic carbon in ppm
- Trihalomethanes Amount of Trihalomethanes in μg/L
- Turbidity Measure of light emiting property of water in NTU (Nephelometric Turbidity Units)
- Potability Indicates if water is safe for human consumption where 1 means Potable and 0 means Not potable.
| Model | Score |
|---|---|
| Random Forest | |
| Decision Tree | |
| KNN | |
| Logistic Regression |