---
license: mit
task_categories:
- text-classification
language:
- en
size_categories:
- 1K<n<10K
---

# 📦 Water Potability Dataset

A curated dataset of **water quality measurements** labeled for **potability**.  
This dataset is ideal for building and testing **water quality prediction** models using Machine Learning or Deep Learning.

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## 🧠 Overview
- **File Name:** `water_potability.csv`  
- **Total Entries:** 3,200+ water samples  
- **Format:** CSV (Comma Separated Values)  
- **Columns:**  
  - `Potability` → Indicates whether the water is **potable (1)** or **not potable (0)**  
  - `pH` → Water pH value  
  - `Hardness` → Hardness of water (mg/L)  
  - `Solids` → Total dissolved solids (ppm)  
  - `Chloramines` → Chloramines concentration (ppm)  
  - `Sulfate` → Sulfate content (mg/L)  
  - `Conductivity` → Electrical conductivity (µS/cm)  
  - `Organic_carbon` → Organic carbon content (ppm)  
  - `Trihalomethanes` → Trihalomethanes concentration (µg/L)  
  - `Turbidity` → Turbidity level (NTU)  

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## 📊 Dataset Features
| Feature | Description |
|---------|-------------|
| **Potability** | Binary label: `1` for potable, `0` for non-potable |
| **Water Quality Metrics** | Real-world measurements of water properties |
| **Cleaned Data** | Pre-processed and structured for ML usage |
| **Balanced Data** | Contains a mix of potable and non-potable samples |

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## ⚙️ Use Cases
- Water quality prediction using ML or DL models  
- Regression and classification problems  
- Feature analysis and correlation studies  
- Experimenting with model accuracy, precision, and F1-scores  

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## 📁 File Structure
- `Dataset` —> `water_potability.csv`
  
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## 🧩 Example Rows
| Potability | pH | Hardness | Solids | Chloramines | Sulfate | Conductivity | Organic_carbon | Trihalomethanes | Turbidity |
|------------|----|----------|--------|-------------|---------|--------------|----------------|-----------------|-----------|
| 1 | 7.2 | 204 | 21200 | 7.0 | 333 | 420 | 10 | 80 | 3.5 |
| 0 | 6.8 | 180 | 18900 | 5.5 | 295 | 390 | 8 | 65 | 4.2 |

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## 📜 License (MIT)
This dataset is provided for **educational and research purposes only**.

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## 🙌 Author
**Gaurav Pandey (Mr. Def@ult)**  
Co-founder of **DarkNeuronAI**  
📧 darkneuronai.official@gmail.com

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## Developed With ❤️ By DarkNeuronAI