Upload 3 files

README.md

@@ -0,0 +1,79 @@
+---
+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.
+
+---
+
+## 🧠 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
+
+---
+
+## Developed With ❤️ By DarkNeuronAI

gitattributes

@@ -0,0 +1,59 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mds filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text