| ---
|
| license: cc-by-4.0
|
| language:
|
| - ba
|
| pretty_name: Bashkir Frequency Index (152M tokens)
|
| task_categories:
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| - text-classification
|
| configs:
|
| - config_name: public
|
| data_files:
|
| - split: train
|
| path: frequency_public.parquet
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| - config_name: full
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| data_files:
|
| - split: train
|
| path: frequency_full.parquet
|
| tags:
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| - bashkir
|
| - frequency
|
| - wordlist
|
| - lexicon
|
| - low-resource
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| - cyrillic
|
| - corpus-statistics
|
| ---
|
|
|
| # Bashkir Frequency Index v13.0-af1
|
|
|
| Word-frequency index for the Bashkir language, computed over **152.16 million tokens** of clean monolingual text across diverse public domains (periodicals, news media, literary publications, encyclopedic texts, books, and general web archives). Non-Bashkir language admixture and scanning artifacts were filtered using automated language-filtering pipelines.
|
|
|
| ## Configurations
|
|
|
| | Config | Rows | Cutoff | Use Case |
|
| |---|---:|---:|---|
|
| | **`public`** (recommended) | **589,980** | count ≥ 3 | NLP applications, spellchecking, text processing, linguistic research |
|
| | **`full`** | **801,775** | count ≥ 2 | Comprehensive morphology studies, lexical research |
|
|
|
| Additionally provided in the repository:
|
| - [`top_coverage_50.json`](top_coverage_50.json): the minimal set of **1,177 word forms covering 50% of all tokens** in the corpus.
|
| - [`top_500.json`](top_500.json): top-500 core frequency vocabulary list.
|
|
|
| ## Schema
|
|
|
| | Column | Type | Description |
|
| |---|---|---|
|
| | `rank` | int64 | Position by descending frequency |
|
| | `word` | string | Word form, lowercase Cyrillic |
|
| | `count` | int64 | Absolute frequency count (occurrences) |
|
| | `doc_freq` | int64 | Number of distinct sentences containing this word form |
|
| | `freq_per_million` | double | Normalized instances per million tokens (FPM / IPM) |
|
|
|
| ## Sample (Top 10 Words)
|
|
|
| | Rank | Word | Function / Translation | Count | FPM | Doc Frequency |
|
| |---:|---|---|---:|---:|---:|
|
| | 1 | **һәм** | conjunction "and" | 2,241,951 | 14,734.0 | 1,912,898 |
|
| | 2 | **менән** | postposition "with" | 1,777,603 | 11,682.3 | 1,655,420 |
|
| | 3 | **бер** | numeral "one / a certain" | 1,086,312 | 7,139.2 | 1,003,231 |
|
| | 4 | **ла** | particle "also / and" | 973,753 | 6,399.5 | 911,626 |
|
| | 5 | **ул** | pronoun "he / she / it / that" | 849,049 | 5,579.9 | 831,161 |
|
| | 6 | **өсөн** | pronoun "this" | 830,427 | 5,457.5 | 781,355 |
|
| | 7 | **тип** | postposition "for / sake of" | 828,274 | 5,443.4 | 799,514 |
|
| | 8 | **был** | quotative gerund "saying / as" | 827,544 | 5,438.6 | 815,399 |
|
| | 9 | **лә** | particle "also / and" | 602,419 | 3,959.1 | 569,728 |
|
| | 10 | **буйынса** | postposition/link "according to" | 513,002 | 3,371.4 | 482,030 |
|
|
|
| ## Token Coverage
|
|
|
| | Tokens Covered | Forms Needed |
|
| |---:|---:|
|
| | **25%** | **148** |
|
| | **50%** | **1,177** |
|
| | **80%** | **11,265** |
|
| | **90%** | **32,544** |
|
| | **95%** | **76,326** |
|
|
|
| ## Method
|
|
|
| - **Tokenization:** Regex lowercase tokenization over Cyrillic script including all 9 Bashkir-specific letters (`Ә Ғ Ҙ Ҡ Ң Ө Ҫ Ү Һ`).
|
| - **Corpus Base:** 12.89M sentences (152.16M tokens).
|
| - **Filtering:** Automated function-word language filtering to remove foreign language leaks.
|
| - **Form Constraints:** Isolated single-character forms removed (except `ә`); concatenated strings (>24 chars) removed.
|
|
|
| ## Loading
|
|
|
| ```python
|
| from datasets import load_dataset
|
|
|
| # Load recommended public configuration
|
| dataset = load_dataset("failed09/bashkir-frequency-index", "public")
|
| df = dataset["train"].to_pandas()
|
| print(df.head(10))
|
| ```
|
|
|
| ## Citation
|
|
|
| ```bibtex
|
| @dataset{failed09_bashkir_frequency_index_2026,
|
| title = {Bashkir Frequency Index v13.0-af1},
|
| author = {failed09},
|
| year = {2026},
|
| publisher = {Hugging Face},
|
| url = {https://huggingface.co/datasets/failed09/bashkir-frequency-index}
|
| }
|
| ```
|
|
|
| ## Open Bashkir Data and Sources 🐝
|
|
|
| This dataset is part of an open-source effort to support the development,
|
| preservation and practical use of the Bashkir language. Other related models,
|
| datasets and tools are available on the author's Hugging Face profile.
|
|
|
| The author does not claim ownership or authorship of the source texts or other
|
| training materials used to derive this index. Rights and licensing remain with
|
| the original authors, publishers and dataset providers. Source texts are not
|
| redistributed in this repository; users should review and follow the licenses
|
| and attribution requirements of the relevant upstream resources.
|
|
|
