{ "id": "bashkir_ngram_index", "version": "v13.0-af1", "type": "word_ngram_index", "language": "ba", "license": "cc-by-4.0", "status": "current", "files": { "unigrams": "unigrams.parquet", "bigrams": "bigrams.parquet", "trigrams": "trigrams.parquet" }, "tokenization": { "method": "regex lowercase word extraction", "pattern": "[А-ЯЁӘҒҘҠҢӨҪҮҺа-яёәғҙҡңөҫүһ]+" }, "boundary_policy": "N-grams are counted within sentences; sentence boundaries are never crossed.", "stats": { "sentences_scanned": 12893622, "tokens_in_source": 152161689, "minimum_count_bigrams_trigrams": 2, "unigrams": 801775, "bigrams": 10777821, "trigrams": 14556223 }, "schemas": { "unigrams": [ "rank", "word", "count", "doc_freq", "freq_per_million" ], "bigrams_and_trigrams": [ "ngram", "count" ] }, "quality": { "tier": "derived_exact", "automatic_filtering": true, "warning": "Presence or frequency is not proof that a form or phrase is standard Bashkir. Validate results before use." }, "created_at": "2026-09-30T12:44:48.939557+00:00", "sha256": { "unigrams.parquet": "8bf60be3a09e3f9b0f1a607aaa6a839fa5814d3542bb20aed728fbf4b33df3e9", "bigrams.parquet": "0c570e12c5ca50a84f43f89a3ea9115763d21e0b7dd451178e94203f44b09a01", "trigrams.parquet": "7fad8b6d8fab664c6a5a15b9f6fe946510b067590a55aa8c707ba9e79c9e5668" }, "source_policy": "Derived from openly available corpus materials; source texts are not redistributed in this repository.", "vocabulary_policy": "Count only adjacent retained tokens; blocked and out-of-vocabulary tokens break adjacency; no gap bridging", "prepared_at": "2026-10-10T19:31:18.595172+00:00" }