Create README.md

README.md

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+---
+license: apache-2.0
+language:
+- ps
+tags:
+- conversational
+- pashto
+- clean
+- instruction-tuning
+- chatml
+size_categories:
+- n < 1K
+---
+
+# Pashto Clean Conversations Dataset 🇦🇫✨
+
+This is a highly curated, deduplicated, and linguistically sanitized conversational dataset in **Pashto**. It is specifically structured for instruction tuning, alignment, and perfecting the conversational capabilities of local Large Language Models (LLMs) in the Pashto language.
+
+## Dataset Summary
+
+- **Total Conversations:** 722 unique multi-turn/single-turn interactions (derived from 907 raw instances).
+- **Format:** OpenAI / Hugging Face standard `messages` format (`role` and `content`).
+- **Language:** 100% Pashto (پښتو) text.
+- **Data Quality:** 185 duplicates removed (~20% noise reduction). Pure machine-translated artifacts and sub-standard spelling errors (like *پښتونانو*, *پاشتو*, *پشتو*) have been algorithmically hunted and corrected into pure, native standard Pashto.
+
+## Structure & Schema
+
+Each row is formatted as a JSON object inside a `.jsonl` file with a top-level `messages` array, making it natively compatible with **Unsloth**, Hugging Face Trainer, and Axolotl.
+
+### Example Entry:
+```json
+{
+  "messages": [
+    {"role": "user", "content": "سلام علیکم ماښام مو پخیر"},
+    {"role": "assistant", "content": "وعلیکم السلام، ماښام مو پخیر! زه څنګه کولای شم نن ستاسو کومک وکړم؟"}
+  ]
+}
+
+```
+
+## Data Cleansing & Sanitization Process
+
+1. **Aggregation:** Merged 10 distinct conversational JSON source tracks into a single unified workspace.
+2. **Deduplication:** Hashed exact string matches of the conversation bodies to eliminate duplicate training patterns.
+3. **Linguistic Deep Hunt:** Executed a specialized Regex pipeline targeting the tokenization anomalies and keyboard errors often generated by foreign local models when rendering Pashto script.
+* Non-standard plurals (e.g., `پښتونانو` corrected to `پښتنو`).
+* Persian/Urdu script overlaps (e.g., `پشتو` corrected to `پښتو`).
+* Phonetic translation spelling errors (e.g., `پاشتو` corrected to `پښتو`).
+
+
+
+## Usage & Unsloth Integration
+
+You can easily load this dataset using the Hugging Face `datasets` library:
+
+```python
+from datasets import load_dataset
+
+dataset = load_dataset("nassimjp/pashto-clean-conversations", split="train")
+
+```
+
+For **Unsloth** users applying a chat template (e.g., Llama-3 or ChatML):
+
+```python
+from unsloth import get_chat_template
+
+dataset = get_chat_template(
+    dataset,
+    chat_template = "llama-3",
+    mapping = {"role" : "role", "content" : "content", "user" : "user", "assistant" : "assistant"},
+    mapping_column = "messages",
+)
+
+```
+
+## License
+
+This dataset is distributed under the **Apache-2.0** license. Feel free to use it for training and refining your Pashto AI architectures!
+
+```