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DarkNeuron-AI/water-potability-3k

📦 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. 🧠 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 →… See the full description on the dataset page: https://huggingface.co/datasets/DarkNeuron-AI/water-potability-3k.

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Dataset Card

📦 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.

🧠 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)

📊 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

⚙️ 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

📁 File Structure

—Dataset —> water_potability.csv

🧩 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

📜 License (MIT)

This dataset is provided for educational and research purposes only.

🙌 Author

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