Update dataset card with enhanced documentation

README.md

@@ -18,6 +18,7 @@ datasets:
 
 <div align="center">
 
+[![Dataset on HF](https://huggingface.co/datasets/Nanthasit/sakthai-kaggle-notebooks/badge.svg)](https://huggingface.co/datasets/Nanthasit/sakthai-kaggle-notebooks)
 [![Downloads](https://img.shields.io/badge/dynamic/json?url=https://huggingface.co/api/datasets/Nanthasit/sakthai-kaggle-notebooks&query=$.downloads&label=downloads&color=blue)](https://huggingface.co/datasets/Nanthasit/sakthai-kaggle-notebooks)
 ![Last updated](https://img.shields.io/badge/updated-2026--07--30-green)
 ![License](https://img.shields.io/badge/license-Apache%202.0-brightgreen)
@@ -35,20 +36,20 @@ datasets:
 
 | Attribute | Value |
 |-----------|-------|
-| Files | **16** (15 files + 1 subdirectory `scripts/`) |
+| Files | **16** (15 data files + `README.md` + `.gitattributes`) |
 | Total size | **~141 KB** |
 | Created | 2026-07-06 |
 | Last updated | 2026-07-30 |
 | Downloads | **184** |
 | License | Apache 2.0 |
 | Repository type | Dataset (notebook & script collection) |
-| Format | `.py` (PEP 723), `.ipynb` (Jupyter), `.gitattributes` |
+| Format | `.py` (PEP 723 inline-script), `.ipynb` (Jupyter notebook) |
 
 ---
 
 ## Data Fields
 
-This dataset is a **collection of Python scripts and Jupyter notebooks**, not a tabular dataset. Each file is a self-contained artifact with these attributes:
+This dataset is a **collection of Python scripts and Jupyter notebooks**, not a tabular dataset. Each file is a self-contained artifact with the following attributes:
 
 | Field | Type | Description |
 |-------|------|-------------|
@@ -57,7 +58,7 @@ This dataset is a **collection of Python scripts and Jupyter notebooks**, not a
 | `size` | `integer` | File size in KB |
 | `type` | `string` | Category: `training-notebook`, `training-script`, `eval-script`, `validation-script`, `deployment-script`, `infra` |
 | `model_target` | `string` | Target model size: `0.5B`, `1.5B`, `7B`, or `all` |
-| `purpose` | `string` | One-sentence description of the file's role |
+| `purpose` | `string` | One-sentence description of the file's role in the pipeline |
 | `era` | `string` | Pipeline generation: `v6-era`, `v7-era`, or `infra` |
 | `dependencies` | `string` | Key Python package dependencies (e.g., `transformers`, `trl`, `peft`, `huggingface_hub`) |
 
@@ -150,16 +151,20 @@ This dataset is a **collection of Python scripts and Jupyter notebooks**, not a
 ```python
 from datasets import load_dataset
 
-# Load the dataset (returns a Dataset with file list)
+# Load the dataset (returns a Dataset with file metadata)
 ds = load_dataset("Nanthasit/sakthai-kaggle-notebooks", split="train")
 print(ds)
 # Dataset({
-#     features: ['filename', 'path', 'size', 'type'],
+#     features: ['filename', 'path', 'size', 'type', 'model_target', 'purpose', 'era', 'dependencies'],
 #     num_rows: 16
 # })
+
+# List all filenames in the collection
+for row in ds:
+    print(f"{row['filename']:40s} {row['type']:20s} {row['model_target']:6s} {row['era']}")
 ```
 
-### List all available files
+### List all available files via HfApi
 
 ```python
 from huggingface_hub import HfApi
@@ -184,41 +189,60 @@ script_path = hf_hub_download(
 print(f"Downloaded to: {script_path}")
 ```
 
-### Run a training job (PEP 723)
+### Run a training job (PEP 723 inline-script)
 
 ```bash
 # All job scripts are PEP 723 inline-script compatible
 cd /tmp
-curl -O https://huggingface.co/datasets/Nanthasit/sakthai-kaggle-notebooks/raw/main/job-0.5b-v7.py
+curl -OL https://huggingface.co/datasets/Nanthasit/sakthai-kaggle-notebooks/raw/main/job-0.5b-v7.py
 uv run job-0.5b-v7.py
 ```
 
 ### Open notebooks in Kaggle
 
 ```bash
-curl -O https://huggingface.co/datasets/Nanthasit/sakthai-kaggle-notebooks/raw/main/sakthai-engine.ipynb
+curl -OL https://huggingface.co/datasets/Nanthasit/sakthai-kaggle-notebooks/raw/main/sakthai-engine.ipynb
 # Then upload to Kaggle via kaggle kernels push
 ```
 
-### Validate before training
+---
 
-```bash
-curl -O https://huggingface.co/datasets/Nanthasit/sakthai-kaggle-notebooks/raw/main/validate.py
-uv run validate.py
-```
+## File Inventory
+
+| # | File | Type | Size |
+|---|------|------|------|
+| 1 | `sakthai-engine.ipynb` | Training notebook (1.5B) | 10.5 KB |
+| 2 | `sakthai-7b-engine.ipynb` | Training notebook (7B) | 24.0 KB |
+| 3 | `train-sakthai-0.5b-v2.py` | Training script (0.5B, v6) | 6.8 KB |
+| 4 | `job-0.5b-v7.py` | Training script (0.5B, v7) | 10.2 KB |
+| 5 | `job-0.5b-hfjobs.py` | Training script (0.5B, HF Jobs) | 7.8 KB |
+| 6 | `job-0.5b-exp.py` | Experimental script (0.5B) | 12.9 KB |
+| 7 | `job-0.5b-nanguard.py` | Ablation: nan guard | 13.2 KB |
+| 8 | `job-0.5b-nanhunt.py` | Ablation: nan hunt | 11.8 KB |
+| 9 | `scripts/train-sakthai-1.5b-v2.py` | Training script (1.5B) | 4.5 KB |
+| 10 | `scripts/sakthai-7b-post-train.py` | Post-training (7B) | 13.7 KB |
+| 11 | `eval-bfcl-0.5b.py` | BFCL evaluation | 3.9 KB |
+| 12 | `validate.py` | Validation script | 4.9 KB |
+| 13 | `validate_exp.py` | Experimental validation | 3.7 KB |
+| 14 | `deploy-endpoint.py` | Deploy to HF Endpoints | 3.1 KB |
+| 15 | `.gitattributes` | Git LFS config | 2.4 KB |
+| 16 | `README.md` | This dataset card | ~7 KB |
 
 ---
 
-## What it builds
+## Related Datasets & Models
 
-These notebooks train the full SakThai family from
-[sakthai-combined-v6](https://huggingface.co/datasets/Nanthasit/sakthai-combined-v6) and
-[sakthai-combined-v7](https://huggingface.co/datasets/Nanthasit/sakthai-combined-v7) —
-the flagship [context-1.5b-merged](https://huggingface.co/Nanthasit/sakthai-context-1.5b-merged),
-the 0.5B/7B variants, and the tool-calling LoRAs.
+| Asset | Description |
+|-------|-------------|
+| [Nanthasit/sakthai-combined-v6](https://huggingface.co/datasets/Nanthasit/sakthai-combined-v6) | Base training data (v6 generation) |
+| [Nanthasit/sakthai-combined-v7](https://huggingface.co/datasets/Nanthasit/sakthai-combined-v7) | Extended training data (v7 generation) |
+| [Nanthasit/sakthai-bench-v1](https://huggingface.co/datasets/Nanthasit/sakthai-bench-v1) | Benchmark holdout data |
+| [Nanthasit/sakthai-tool-calling-v1](https://huggingface.co/datasets/Nanthasit/sakthai-tool-calling-v1) | Tool-calling training data (SimpleToolCalling) |
+| 🤖 [SakThai Agents](https://huggingface.co/Nanthasit) | All models in the House of Sak |
+| 🏠 [SakThai Model Family](https://huggingface.co/collections/Nanthasit/sakthai-model-family-6a64745450b12d421c1f9f02) | Complete model family collection |
 
-**17 models · 10 datasets · 3 Spaces** — [full collection →](https://huggingface.co/collections/Nanthasit/sakthai-model-family-6a64745450b12d421c1f9f02)
-
-## License
+---
 
-Apache 2.0.
+<div align="center">
+<sub>Built with ❤️ by Beer · Part of the <a href="https://huggingface.co/Nanthasit">House of Sak</a> — one family, one home.</sub>
+</div>