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+ ---
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+ language:
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+ - az
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+ license: mit
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+ task_categories:
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+ - text-generation
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+ - fill-mask
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+ pretty_name: ClimbMix 40B Azerbaijani
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+ size_categories:
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+ - 10M<n<100M
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+ source_datasets:
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+ - karpathy/climbmix-400b-shuffle
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+ tags:
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+ - azerbaijani
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+ - machine-translation
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+ - pretraining
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+ - llm
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+ ---
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+
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+ # ClimbMix 40B — Azerbaijani
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+
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+ A large-scale Azerbaijani text dataset created by translating the English [karpathy/climbmix-400b-shuffle](https://huggingface.co/datasets/karpathy/climbmix-400b-shuffle) dataset into Azerbaijani using Google Translate.
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+
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+ ## Dataset Summary
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+
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+ This dataset contains approximately **40 billion tokens** of Azerbaijani text, making it one of the largest publicly available Azerbaijani language corpora. It is intended for pretraining and fine-tuning large language models (LLMs) for the Azerbaijani language.
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+
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+ | Property | Value |
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+ |------------------|------------------------------------|
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+ | Language | Azerbaijani (`az`) |
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+ | Size | ~40B tokens |
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+ | Format | Parquet |
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+ | Number of files | 348 |
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+ | Rows per file | ~85,000 |
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+ | Source language | English |
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+ | Translation | Google Translate (en → az) |
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+ | Source dataset | karpathy/climbmix-400b-shuffle |
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+ | License | MIT |
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+
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+ ## Dataset Structure
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+
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+ Each row contains a single field:
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+
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+ | Column | Type | Description |
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+ |--------|--------|-----------------------|
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+ | `text` | string | Azerbaijani text body |
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ ds = load_dataset("LocalDoc/climbmix-40b-az")
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+ print(ds)
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+ ```
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+
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+ Streaming mode (recommended for large-scale use):
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ ds = load_dataset("LocalDoc/climbmix-40b-az", streaming=True)
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+
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+ for sample in ds["train"]:
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+ print(sample["text"])
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+ break
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+ ```
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+
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+ ## Source Data
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+
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+ The original [climbmix-400b-shuffle](https://huggingface.co/datasets/karpathy/climbmix-400b-shuffle) dataset was created by Andrej Karpathy and contains a diverse mixture of English web text covering a wide range of topics including science, technology, history, literature, Q&A, and more.
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+
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+ ## Translation
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+
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+ All text was translated from English to Azerbaijani using **Google Translate** via automated batch processing. While machine translation introduces certain limitations (see below), the scale of this dataset makes it a valuable resource for Azerbaijani NLP given the scarcity of large native corpora.
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+
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+ ## Limitations
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+
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+ - **Machine translation quality**: Text was translated automatically and may contain unnatural phrasing, calques from English, or translation errors — especially for idiomatic expressions and domain-specific terminology.
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+ - **Cultural context**: Some content may not reflect native Azerbaijani cultural context, as it originates from English-language sources.
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+ - **Agglutinative morphology**: Azerbaijani is an agglutinative language with complex suffix structures; machine translation does not always handle these correctly.
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+ - **Recommended use**: Suitable for LLM pretraining and vocabulary learning. Not recommended as the sole resource for high-precision fine-tuning tasks.
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+
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+
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+ ## Citation
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+
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+ If you use this dataset in your research, please cite both this dataset and the original source:
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+
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+ ```bibtex
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+ @misc{climbmix40b-az,
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+ title = {ClimbMix 40B Azerbaijani},
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+ author = {LocalDoc},
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+ year = {2026},
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+ publisher = {Hugging Face},
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+ howpublished = {\url{https://huggingface.co/datasets/LocalDoc/climbmix-40b-az}},
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+ note = {Machine-translated from karpathy/climbmix-400b-shuffle}
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+ }
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+ ```
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+
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+ ## License
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+
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+ This dataset is released under the [MIT License](https://opensource.org/licenses/MIT), consistent with the license of the original source dataset.