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README.md

@@ -27,7 +27,7 @@ tags:
 
 Word-frequency index for the Bashkir language, computed over **155.16 million scanned tokens** of monolingual text across diverse public domains. Non-Bashkir language admixture, borrowed vocabulary and scanning artifacts were filtered using automated language-filtering pipelines.
 
-## Configurations
+## Files and Configurations
 
 | Config | Rows | Cutoff | Use case |
 |---|---:|---:|---|
@@ -35,6 +35,7 @@ Word-frequency index for the Bashkir language, computed over **155.16 million sc
 | **`full`** | **874,448** | all retained forms | Comprehensive morphology studies, lexical research |
 
 Additionally provided in the repository:
+
 - [`top_coverage_50.json`](top_coverage_50.json): the minimal set of **1,137 word forms covering 50% of all tokens** in the corpus.
 - [`top_500.json`](top_500.json): top-500 core frequency vocabulary list.
 
@@ -48,7 +49,9 @@ Additionally provided in the repository:
 | `doc_freq` | int64 | Number of sentences containing the form |
 | `freq_per_million` | double | Normalized frequency per million indexed tokens |
 
-## Sample (Top 10 Words)
+## Examples
+
+### Top 10 Words
 
 | Rank | Word | Function / Translation | Count | FPM | Doc Frequency |
 |---:|---|---|---:|---:|---:|
@@ -63,7 +66,7 @@ Additionally provided in the repository:
 | 9 | **лә** | particle "also / and" | 521,084 | 3,782.0 | 435,357 |
 | 10 | **буйынса** | postposition/link "according to" | 462,733 | 3,358.5 | 409,618 |
 
-## Coverage
+### Coverage
 
 | Tokens covered | Forms needed |
 |---:|---:|
@@ -89,7 +92,7 @@ df = dataset["train"].to_pandas()
 print(df.head(10))
 ```
 
-## Related N-gram Index
+## Related Resources
 
 For word sequences and phrase-level statistics, use the companion [Bashkir
 Word N-gram Index](https://huggingface.co/datasets/failed09/bashkir-ngram-index),
@@ -108,6 +111,12 @@ Always validate words and frequency-based decisions before using this index in
 production, linguistic analysis, spellchecking, or a user-facing application.
 Do not treat presence in the index as proof that a word is standard Bashkir.
 
+## License
+
+Distributed under the [CC BY 4.0 license](https://creativecommons.org/licenses/by/4.0/).
+The release contains derived statistics, not the source texts. Upstream source
+licenses and attribution requirements still apply to the underlying materials.
+
 ## Citation
 
 ```bibtex

SHA256SUMS

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