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README.md

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-# RamanBench Dataset Mirror
-
-⚠️ **RESEARCH MIRROR ONLY** — All datasets are provided for research/educational purposes. **Original copyrights remain with original authors.** See [Sources & Licenses](#sources--licenses) below.
-
----
-
-A unified mirror of 87 Raman spectroscopy datasets from the [RamanBench](https://github.com/ml-lab-htw/RamanBench) benchmark. Wide-format Parquet files for fast, reliable access.
-
-## Quick Start
-
-```python
-from raman_bench import RamanBenchmark
-
-# Fast mirror access (default)
-bench = RamanBenchmark(
-    dataset_names_classification=["wheat_lines"],
-    dataset_names_regression=["amino_acids_glycine"],
-    use_mirror=True  # Uses this HF mirror
-)
-```
-
-Or load directly:
-```python
-from datasets import load_dataset
-ds = load_dataset("HTW-KI-Werkstatt/RamanBench", "wheat_lines", split="train")
-df = ds.to_pandas()
-```
-
-## Citation & Attribution
-
-**If using this mirror, cite RamanBench:**
-```bibtex
-@article{koddenbrock2026ramanbench,
-  title={RamanBench: A Large-Scale Benchmark for Machine Learning on Raman Spectroscopy},
-  author={Koddenbrock, Mario and Lange, Christoph and Legner, Robin and J{\"a}ger, Martin and K{\"o}gler, Martin and Bournazou, Mariano N Cruz and Neubauer, Peter and Biessmann, Felix and Rodner, Erik},
-  journal={arXiv preprint arXiv:2605.02003},
-  year={2026}
-}
-```
-
-**CRITICAL:** You MUST ALSO cite the original dataset sources. Failure to do so violates IP rights.
-
-## Dataset Structure
-
-- **Parquet files**: Wide-format spectral data
-  - Columns: wavenumber floats (e.g., `"200.5"`) + targets (single or multi-target)
-  - Data types: `float32` for spectra, `float64`/`string` for targets
-- **Metadata**: `metadata.json` with target names and task type
-
-## Available Datasets
-
-**87 datasets**: 21 classification + 66 regression
-
-Classification: `wheat_lines`, `bacteria_identification`, `cancer_cell_*`, `hair_dyes_sers`, ...
-
-Regression: `amino_acids_*`, `bioprocess_analytes_*`, `ecoli_fermentation`, ...
-
-See [RamanBench paper](https://arxiv.org/abs/2605.02003) for full list.
-
-## Sources & Licenses
-
-| Source | License | Copyright Holder |
-|--------|---------|------------------|
-| **Kaggle** | Dataset Terms | Authors/Kaggle |
-| **Zenodo** | CC-BY, CC-0, custom | Depositors |
-| **Figshare** | CC-BY | Depositors |
-| **GitHub (HTW-KI-Werkstatt)** | CC-BY or dataset-specific | Contributors |
-| **HuggingFace Hub** | Varies | Contributors |
-| **RWTH Aachen / Custom** | Institution-dependent | Research groups |
-
-**Before using:** Check original source for current license and terms.
-
-## Legal Notice
-
-**USAGE RIGHTS:**
-- ✅ Research and non-commercial use
-- ✅ Must cite original authors AND RamanBench
-- ✅ Must respect original dataset licenses
-- ❌ No redistribution without original author permission
-- ❌ No commercial use unless licenses permit
-
-**INTELLECTUAL PROPERTY:**
-- Original authors/institutions retain all copyrights
-- This mirror is for research convenience only
-- You do NOT own or control these datasets
-
-**LIABILITY:** By using this mirror, you acknowledge responsibility for respecting IP rights and following original dataset licenses.
-
-## Resources
-
-- **RamanBench GitHub**: https://github.com/ml-lab-htw/RamanBench
-- **raman_data Package**: https://github.com/ml-lab-htw/raman_data
-- **Paper**: https://arxiv.org/abs/2605.02003
-- **Leaderboard**: https://huggingface.co/spaces/HTW-KI-Werkstatt/RamanBench
-
----
-
-**Last updated**: 2026-06-01 | **License**: CC-BY-4.0