diff --git a/README.md b/README.md
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+---
+license: odc-by
+task_categories:
+- text-generation
+language:
+- en
+tags:
+- fineweb
+- fineweb-edu
+- pretraining
+size_categories:
+- 10B<n<100B
+---
+
+# FineWeb-Sample-22.95B-512
+
+## Dataset Description
+
+This dataset contains approximately **22.95 billion tokens** (22,948,244,480 tokens) sampled from the [FineWeb-Edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu) dataset. Each text sample is capped at a maximum of **512 tokens**.
+
+### Dataset Statistics
+
+- **Total Tokens**: ~22.95B (22,948,244,480)
+- **Max Tokens per Sample**: 512
+- **Max Characters per Sample**: 5,120 (10 chars/token estimate)
+- **Source Dataset**: FineWeb-Edu 350BT
+- **Random Seed**: 42
+
+### Dataset Structure
+
+The dataset is stored in chunked Parquet files with the following columns:
+
+- `text`: The text content (string, max 5,120 characters)
+- `token_count`: Number of tokens in the text (integer, max 512)
+
+### Intended Use
+
+This dataset is designed for:
+- Language model pretraining experiments
+- Chinchilla-optimal scaling experiments
+
+### Source
+
+Sampled from the [FineWeb-Edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu) dataset, which is a filtered subset of FineWeb focusing on educational content.
+
+### License
+
+This dataset inherits the ODC-By license from FineWeb-Edu.
\ No newline at end of file
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