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+---
+language: krc
+language_name: Karachay-Balkar
+language_family: turkic_kipchak
+tags:
+  - wikilangs
+  - nlp
+  - tokenizer
+  - embeddings
+  - n-gram
+  - markov
+  - wikipedia
+  - feature-extraction
+  - sentence-similarity
+  - tokenization
+  - n-grams
+  - markov-chain
+  - text-mining
+  - fasttext
+  - babelvec
+  - vocabulous
+  - vocabulary
+  - monolingual
+  - family-turkic_kipchak
+license: mit
+library_name: wikilangs
+pipeline_tag: text-generation
+datasets:
+  - omarkamali/wikipedia-monthly
+dataset_info:
+  name: wikipedia-monthly
+  description: Monthly snapshots of Wikipedia articles across 300+ languages
+metrics:
+  - name: best_compression_ratio
+    type: compression
+    value: 4.721
+  - name: best_isotropy
+    type: isotropy
+    value: 0.8818
+  - name: vocabulary_size
+    type: vocab
+    value: 0
+generated: 2026-01-10
+---
+
+# Karachay-Balkar - Wikilangs Models
+## Comprehensive Research Report & Full Ablation Study
+
+This repository contains NLP models trained and evaluated by Wikilangs, specifically on **Karachay-Balkar** Wikipedia data.
+We analyze tokenizers, n-gram models, Markov chains, vocabulary statistics, and word embeddings.
+
+## 📋 Repository Contents
+
+### Models & Assets
+
+- Tokenizers (8k, 16k, 32k, 64k)
+- N-gram models (2, 3, 4, 5-gram)
+- Markov chains (context of 1, 2, 3, 4 and 5)
+- Subword N-gram and Markov chains
+- Embeddings in various sizes and dimensions (aligned and unaligned)
+- Language Vocabulary
+- Language Statistics
+
+![Performance Dashboard](visualizations/performance_dashboard.png)
+
+### Analysis and Evaluation
+
+- [1. Tokenizer Evaluation](#1-tokenizer-evaluation)
+- [2. N-gram Model Evaluation](#2-n-gram-model-evaluation)
+- [3. Markov Chain Evaluation](#3-markov-chain-evaluation)
+- [4. Vocabulary Analysis](#4-vocabulary-analysis)
+- [5. Word Embeddings Evaluation](#5-word-embeddings-evaluation)
+- [6. Morphological Analysis (Experimental)](#6--morphological-analysis-experimental)
+- [7. Summary & Recommendations](#7-summary--recommendations)
+- [Metrics Glossary](#appendix-metrics-glossary--interpretation-guide)
+- [Visualizations Index](#visualizations-index)
+
+---
+## 1. Tokenizer Evaluation
+
+![Tokenizer Compression](visualizations/tokenizer_compression.png)
+
+![Tokenizer Fertility](visualizations/tokenizer_fertility.png)
+
+![Tokenizer OOV](visualizations/tokenizer_oov.png)
+
+![Total Tokens](visualizations/tokenizer_total_tokens.png)
+
+### Results
+
+| Vocab Size | Compression | Avg Token Len | UNK Rate | Total Tokens |
+|------------|-------------|---------------|----------|--------------|
+| **8k** | 3.832x | 3.84 | 0.1001% | 359,596 |
+| **16k** | 4.195x | 4.20 | 0.1096% | 328,464 |
+| **32k** | 4.446x | 4.45 | 0.1162% | 309,925 |
+| **64k** | 4.721x 🏆 | 4.72 | 0.1233% | 291,915 |
+
+### Tokenization Examples
+
+Below are sample sentences tokenized with each vocabulary size:
+
+**Sample 1:** `.va — Ватиканны огъары дараджаны интернет домениди. доменле sv:Toppdomän#V`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁. va ▁— ▁ват ик анны ▁огъары ▁дараджаны ▁интернет ▁домениди ... (+7 more)` | 17 |
+| 16k | `▁. va ▁— ▁ват иканны ▁огъары ▁дараджаны ▁интернет ▁домениди . ... (+6 more)` | 16 |
+| 32k | `▁. va ▁— ▁ватиканны ▁огъары ▁дараджаны ▁интернет ▁домениди . ▁доменле ... (+5 more)` | 15 |
+| 64k | `▁. va ▁— ▁ватиканны ▁огъары ▁дараджаны ▁интернет ▁домениди . ▁доменле ... (+5 more)` | 15 |
+
+**Sample 2:** `.cu — Кубаны огъары дараджаны интернет домени. доменле sv:Toppdomän#C`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁. c u ▁— ▁куб аны ▁огъары ▁дараджаны ▁интернет ▁домени ... (+7 more)` | 17 |
+| 16k | `▁. cu ▁— ▁кубаны ▁огъары ▁дараджаны ▁интернет ▁домени . ▁доменле ... (+5 more)` | 15 |
+| 32k | `▁. cu ▁— ▁кубаны ▁огъары ▁дараджаны ▁интернет ▁домени . ▁доменле ... (+5 more)` | 15 |
+| 64k | `▁. cu ▁— ▁кубаны ▁огъары ▁дараджаны ▁интернет ▁домени . ▁доменле ... (+5 more)` | 15 |
+
+**Sample 3:** `.it — Италияны огъары дараджаны интернет домени. доменле he:סיומת אינטרנט#טבלת ס...`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁. it ▁— ▁италияны ▁огъары ▁дараджаны ▁интернет ▁домени . ▁доменле ... (+13 more)` | 23 |
+| 16k | `▁. it ▁— ▁италияны ▁огъары ▁дараджаны ▁интернет ▁домени . ▁доменле ... (+13 more)` | 23 |
+| 32k | `▁. it ▁— ▁италияны ▁огъары ▁дараджаны ▁интернет ▁домени . ▁доменле ... (+13 more)` | 23 |
+| 64k | `▁. it ▁— ▁италияны ▁огъары ▁дараджаны ▁интернет ▁домени . ▁доменле ... (+13 more)` | 23 |
+
+
+### Key Findings
+
+- **Best Compression:** 64k achieves 4.721x compression
+- **Lowest UNK Rate:** 8k with 0.1001% unknown tokens
+- **Trade-off:** Larger vocabularies improve compression but increase model size
+- **Recommendation:** 32k vocabulary provides optimal balance for production use
+
+---
+## 2. N-gram Model Evaluation
+
+![N-gram Perplexity](visualizations/ngram_perplexity.png)
+
+![N-gram Unique](visualizations/ngram_unique.png)
+
+![N-gram Coverage](visualizations/ngram_coverage.png)
+
+### Results
+
+| N-gram | Variant | Perplexity | Entropy | Unique N-grams | Top-100 Coverage | Top-1000 Coverage |
+|--------|---------|------------|---------|----------------|------------------|-------------------|
+| **2-gram** | Word | 4,346 | 12.09 | 7,787 | 17.8% | 47.9% |
+| **2-gram** | Subword | 391 🏆 | 8.61 | 3,511 | 58.8% | 97.5% |
+| **3-gram** | Word | 3,291 | 11.68 | 5,584 | 20.4% | 49.5% |
+| **3-gram** | Subword | 2,989 | 11.55 | 26,299 | 24.2% | 65.9% |
+| **4-gram** | Word | 5,701 | 12.48 | 8,855 | 16.2% | 35.7% |
+| **4-gram** | Subword | 13,131 | 13.68 | 110,221 | 13.2% | 39.9% |
+| **5-gram** | Word | 3,634 | 11.83 | 5,566 | 18.4% | 42.8% |
+| **5-gram** | Subword | 33,332 | 15.02 | 206,967 | 8.3% | 27.6% |
+
+### Top 5 N-grams by Size
+
+**2-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `алай а` | 1,099 |
+| 2 | `эм уллу` | 508 |
+| 3 | `абш ны` | 438 |
+| 4 | `бла бирге` | 404 |
+| 5 | `халкъла арасы` | 386 |
+
+**3-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `огъары дараджаны интернет` | 255 |
+| 2 | `болгъан ишле туугъанла` | 240 |
+| 3 | `григориан орузламада джылны` | 236 |
+| 4 | `байрамла болгъан ишле` | 236 |
+| 5 | `джылны ахырына дери` | 235 |
+
+**4-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `кюнюдю джылны ахырына дери` | 235 |
+| 2 | `кюн къалады байрамла болгъан` | 234 |
+| 3 | `къалады байрамла болгъан ишле` | 234 |
+| 4 | `байрамла болгъан ишле туугъанла` | 229 |
+| 5 | `болгъан ишле туугъанла ёлгенле` | 228 |
+
+**5-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `кюн къалады байрамла болгъан ишле` | 234 |
+| 2 | `къалады байрамла болгъан ишле туугъанла` | 227 |
+| 3 | `байрамла болгъан ишле туугъанла ёлгенле` | 224 |
+| 4 | `чи кюнюдю джылны ахырына дери` | 117 |
+| 5 | `огъары дараджаны интернет домениди доменле` | 91 |
+
+**2-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `а _` | 83,938 |
+| 2 | `а н` | 76,834 |
+| 3 | `л а` | 72,803 |
+| 4 | `_ б` | 61,892 |
+| 5 | `_ к` | 60,105 |
+
+**3-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `г ъ а` | 32,934 |
+| 2 | `н ы _` | 32,399 |
+| 3 | `д а _` | 31,775 |
+| 4 | `_ д ж` | 26,820 |
+| 5 | `_ к ъ` | 25,061 |
+
+**4-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `г ъ а н` | 18,270 |
+| 2 | `а н ы _` | 14,240 |
+| 3 | `л г ъ а` | 12,066 |
+| 4 | `_ б о л` | 11,397 |
+| 5 | `_ б л а` | 11,168 |
+
+**5-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `л г ъ а н` | 10,519 |
+| 2 | `_ б л а _` | 10,384 |
+| 3 | `г ъ а н д` | 8,413 |
+| 4 | `_ д ж ы л` | 8,226 |
+| 5 | `ъ а н д ы` | 8,219 |
+
+
+### Key Findings
+
+- **Best Perplexity:** 2-gram (subword) with 391
+- **Entropy Trend:** Decreases with larger n-grams (more predictable)
+- **Coverage:** Top-1000 patterns cover ~28% of corpus
+- **Recommendation:** 4-gram or 5-gram for best predictive performance
+
+---
+## 3. Markov Chain Evaluation
+
+![Markov Entropy](visualizations/markov_entropy.png)
+
+![Markov Contexts](visualizations/markov_contexts.png)
+
+![Markov Branching](visualizations/markov_branching.png)
+
+### Results
+
+| Context | Variant | Avg Entropy | Perplexity | Branching Factor | Unique Contexts | Predictability |
+|---------|---------|-------------|------------|------------------|-----------------|----------------|
+| **1** | Word | 0.7669 | 1.702 | 4.45 | 81,464 | 23.3% |
+| **1** | Subword | 0.8973 | 1.863 | 7.38 | 1,256 | 10.3% |
+| **2** | Word | 0.1558 | 1.114 | 1.29 | 361,983 | 84.4% |
+| **2** | Subword | 0.9642 | 1.951 | 5.73 | 9,247 | 3.6% |
+| **3** | Word | 0.0339 | 1.024 | 1.05 | 465,485 | 96.6% |
+| **3** | Subword | 0.8243 | 1.771 | 3.79 | 52,874 | 17.6% |
+| **4** | Word | 0.0094 🏆 | 1.007 | 1.01 | 486,649 | 99.1% |
+| **4** | Subword | 0.5763 | 1.491 | 2.38 | 200,334 | 42.4% |
+
+### Generated Text Samples (Word-based)
+
+Below are text samples generated from each word-based Markov chain model:
+
+**Context Size 1:**
+
+1. `бла джакъланнганды джыл сыйлы окъу письмо diwan press isbn гл ред в 3 de sɛˈʃɛl сейш`
+2. `эмда сумода иги тюбейдиле эмда джерли эмда тамалладан халкъла арасы илишкиле джылда 0 0 3 2`
+3. `да тыярыкъбыз израилге мисирни сегиз компания ингилизлиле къыбыла кюнбатыш орус алим публицист байра...`
+
+**Context Size 2:**
+
+1. `алай а ол хакъла бек адаргы болгъандыла къулну къайнагъы джангы къазауат людовикни хорламы бла битед...`
+2. `эм уллу эмда ара хунтагъа 150 белгили адамладан къуралгъан тамал депутатциясын джыяргъа буйрукъ берг...`
+3. `абш ны къуралгъанындан джюз джылдан артыкъны тургъанды джыл къыбыла каролина къыбылада флорида ачыкъ...`
+
+**Context Size 3:**
+
+1. `огъары дараджаны интернет домени доменле sv toppdomän n`
+2. `болгъан ишле туугъанла ёлгенле а09`
+3. `григориан орузламада джылны 58 чи кюнюдю джылны ахырына дери 216 кюн къалады байрамла болгъан ишле т...`
+
+**Context Size 4:**
+
+1. `кюнюдю джылны ахырына дери 364 кюн високос джыллада 365 кюн къалады байрамла болгъан ишле туугъанла ...`
+2. `къалады байрамла болгъан ишле туугъанла ёлгенле б09`
+3. `кюн къалады байрамла болгъан ишле туугъанла ёлгенле а09`
+
+
+### Generated Text Samples (Subword-based)
+
+Below are text samples generated from each subword-based Markov chain model:
+
+**Context Size 1:**
+
+1. `_рган_1_ghat._ге`
+2. `а_агъарекатайраш`
+3. `нтгелюны_олене_т`
+
+**Context Size 2:**
+
+1. `а_ню_блай_прундыл`
+2. `ан_соломод_бламал`
+3. `ласын_джомони_изд`
+
+**Context Size 3:**
+
+1. `гъатда,_архительви`
+2. `ны_джылгъа_кенге_б`
+3. `да_политиканы_сима`
+
+**Context Size 4:**
+
+1. `гъаны_мийик_тилде_д`
+2. `аны_биринчиси_болад`
+3. `лгъан_джылда_джерле`
+
+
+### Key Findings
+
+- **Best Predictability:** Context-4 (word) with 99.1% predictability
+- **Branching Factor:** Decreases with context size (more deterministic)
+- **Memory Trade-off:** Larger contexts require more storage (200,334 contexts)
+- **Recommendation:** Context-3 or Context-4 for text generation
+
+---
+## 4. Vocabulary Analysis
+
+![Zipf's Law](visualizations/zipf_law.png)
+
+![Top Words](visualizations/top20_words.png)
+
+![Coverage Curve](visualizations/vocab_coverage.png)
+
+### Statistics
+
+| Metric | Value |
+|--------|-------|
+| Vocabulary Size | 31,984 |
+| Total Tokens | 462,833 |
+| Mean Frequency | 14.47 |
+| Median Frequency | 3 |
+| Frequency Std Dev | 100.73 |
+
+### Most Common Words
+
+| Rank | Word | Frequency |
+|------|------|-----------|
+| 1 | бла | 11,098 |
+| 2 | эмда | 6,281 |
+| 3 | да | 3,753 |
+| 4 | эм | 2,789 |
+| 5 | джылны | 2,622 |
+| 6 | бир | 2,539 |
+| 7 | болгъанды | 2,365 |
+| 8 | ол | 2,214 |
+| 9 | уллу | 2,174 |
+| 10 | аны | 2,033 |
+
+### Least Common Words (from vocabulary)
+
+| Rank | Word | Frequency |
+|------|------|-----------|
+| 1 | уотер | 2 |
+| 2 | килбрайд | 2 |
+| 3 | камбернолд | 2 |
+| 4 | сайлангъанды | 2 |
+| 5 | стив | 2 |
+| 6 | зохран | 2 |
+| 7 | мамдани | 2 |
+| 8 | mamdani | 2 |
+| 9 | плейнс | 2 |
+| 10 | джеральд | 2 |
+
+### Zipf's Law Analysis
+
+| Metric | Value |
+|--------|-------|
+| Zipf Coefficient | 0.9853 |
+| R² (Goodness of Fit) | 0.993593 |
+| Adherence Quality | **excellent** |
+
+### Coverage Analysis
+
+| Top N Words | Coverage |
+|-------------|----------|
+| Top 100 | 25.2% |
+| Top 1,000 | 54.9% |
+| Top 5,000 | 77.2% |
+| Top 10,000 | 86.3% |
+
+### Key Findings
+
+- **Zipf Compliance:** R²=0.9936 indicates excellent adherence to Zipf's law
+- **High Frequency Dominance:** Top 100 words cover 25.2% of corpus
+- **Long Tail:** 21,984 words needed for remaining 13.7% coverage
+
+---
+## 5. Word Embeddings Evaluation
+
+![Embedding Isotropy](visualizations/embedding_isotropy.png)
+
+![Similarity Matrix](visualizations/embedding_similarity.png)
+
+![t-SNE Words](visualizations/tsne_words.png)
+
+![t-SNE Sentences](visualizations/tsne_sentences.png)
+
+
+### 5.1 Cross-Lingual Alignment
+
+![Alignment Quality](visualizations/embedding_alignment_quality.png)
+
+![Multilingual t-SNE](visualizations/embedding_tsne_multilingual.png)
+
+
+### 5.2 Model Comparison
+
+| Model | Dimension | Isotropy | Semantic Density | Alignment R@1 | Alignment R@10 |
+|-------|-----------|----------|------------------|---------------|----------------|
+| **mono_32d** | 32 | 0.8818 | 0.2934 | N/A | N/A |
+| **mono_64d** | 64 | 0.6138 | 0.2510 | N/A | N/A |
+| **mono_128d** | 128 | 0.1461 | 0.2598 | N/A | N/A |
+| **aligned_32d** | 32 | 0.8818 🏆 | 0.2916 | 0.0080 | 0.1040 |
+| **aligned_64d** | 64 | 0.6138 | 0.2543 | 0.0200 | 0.1400 |
+| **aligned_128d** | 128 | 0.1461 | 0.2580 | 0.0360 | 0.1920 |
+
+### Key Findings
+
+- **Best Isotropy:** aligned_32d with 0.8818 (more uniform distribution)
+- **Semantic Density:** Average pairwise similarity of 0.2680. Lower values indicate better semantic separation.
+- **Alignment Quality:** Aligned models achieve up to 3.6% R@1 in cross-lingual retrieval.
+- **Recommendation:** 128d aligned for best cross-lingual performance
+
+---
+## 6.  Morphological Analysis (Experimental)
+
+This section presents an automated morphological analysis derived from the statistical divergence between word-level and subword-level models. By analyzing where subword predictability spikes and where word-level coverage fails, we can infer linguistic structures without supervised data.
+
+### 6.1 Productivity & Complexity
+
+| Metric | Value | Interpretation | Recommendation |
+|--------|-------|----------------|----------------|
+| Productivity Index | **5.000** | High morphological productivity | Reliable analysis |
+| Idiomaticity Gap | **0.553** | High formulaic/idiomatic content | - |
+
+### 6.2 Affix Inventory (Productive Units)
+
+These are the most productive prefixes and suffixes identified by sampling the vocabulary for global substitutability patterns. A unit is considered an affix if stripping it leaves a valid stem that appears in other contexts.
+
+#### Productive Prefixes
+| Prefix | Examples |
+|--------|----------|
+| `-к` | кеси, кёбчюлюкню, къалмайды |
+| `-а` | агъымладан, арий, анжучу |
+| `-с` | стандартланы, сомовну, синхрон |
+| `-т` | том, тюрлениуде, тизгинде |
+| `-б` | бкъб, билдириргенди, берлингтон |
+| `-м` | мисирни, меридианыны, мадам |
+| `-д` | джерлешгендиле, джауладан, документальный |
+| `-дж` | джерлешгендиле, джауладан, джукъугъа |
+
+#### Productive Suffixes
+| Suffix | Examples |
+|--------|----------|
+| `-а` | ра, ачхада, наполеоннга |
+| `-ы` | идеологияланы, апианы, прибалтиканы |
+| `-ны` | идеологияланы, апианы, прибалтиканы |
+| `-н` | агъымладан, джауладан, берлингтон |
+| `-и` | кеси, мисирни, эспри |
+| `-ла` | гарнизонла, алынмагъандыла, тутадыла |
+| `-е` | джерлешгендиле, пэрле, тюрлениуде |
+| `-да` | ачхада, манитобада, галилеяда |
+
+### 6.3 Bound Stems (Lexical Roots)
+
+Bound stems are high-frequency subword units that are semantically cohesive but rarely appear as standalone words. These often correspond to the 'core' of a word that requires inflection or derivation to be valid.
+
+| Stem | Cohesion | Substitutability | Examples |
+|------|----------|------------------|----------|
+| `генд` | 1.95x | 60 contexts | юзгенди, легенды, дегенди |
+| `лени` | 1.69x | 65 contexts | ленин, члени, ишлени |
+| `ърал` | 2.34x | 17 contexts | кърал, къралы, къралды |
+| `лгъа` | 1.59x | 67 contexts | алгъа, залгъа, нолгъа |
+| `гъан` | 1.42x | 107 contexts | дагъан, ойгъан, озгъан |
+| `ргъа` | 1.80x | 38 contexts | ургъан, баргъа, ояргъа |
+| `къур` | 1.99x | 26 contexts | къурд, къуру, къурч |
+| `ланы` | 1.64x | 53 contexts | планы, уланы, аланы |
+| `къра` | 2.29x | 13 contexts | кърал, къралы, къралды |
+| `лыкъ` | 1.67x | 36 contexts | балыкъ, палыкъ, ачлыкъ |
+| `алгъ` | 1.56x | 34 contexts | алгъы, алгъа, залгъа |
+| `енди` | 1.81x | 19 contexts | эфенди, афенди, доменди |
+
+### 6.4 Affix Compatibility (Co-occurrence)
+
+This table shows which prefixes and suffixes most frequently co-occur on the same stems, revealing the 'stacking' rules of the language's morphology.
+
+| Prefix | Suffix | Frequency | Examples |
+|--------|--------|-----------|----------|
+| `-к` | `-а` | 215 words | къонакъгъа, къабатла |
+| `-к` | `-ы` | 195 words | къуралгъаны, къойгъанды |
+| `-а` | `-а` | 173 words | арба, аздыла |
+| `-а` | `-ы` | 142 words | анты, айтымланы |
+| `-б` | `-а` | 136 words | булутлада, браганса |
+| `-к` | `-н` | 128 words | кетерилген, кючледен |
+| `-д` | `-ы` | 121 words | джууукълашады, дараджасыны |
+| `-к` | `-и` | 116 words | киргизиледи, келди |
+| `-к` | `-е` | 110 words | корее, кавказские |
+| `-д` | `-а` | 108 words | дахауда, джаратыргъа |
+
+### 6.5 Recursive Morpheme Segmentation
+
+Using **Recursive Hierarchical Substitutability**, we decompose complex words into their constituent morphemes. This approach handles nested affixes (e.g., `prefix-prefix-root-suffix`).
+
+| Word | Suggested Split | Confidence | Stem |
+|------|-----------------|------------|------|
+| къошулмау | **`къошулм-а-у`** | 7.5 | `а` |
+| дараджада | **`дарадж-а-да`** | 7.5 | `а` |
+| спектральная | **`спектральн-а-я`** | 7.5 | `а` |
+| кириллицада | **`кириллиц-а-да`** | 7.5 | `а` |
+| ашырылгъанды | **`ашырылгъ-ан-ды`** | 7.5 | `ан` |
+| кафедраны | **`кафедр-а-ны`** | 7.5 | `а` |
+| температураны | **`температур-а-ны`** | 7.5 | `а` |
+| аякъланнганла | **`аякъланнг-ан-ла`** | 7.5 | `ан` |
+| тохтатады | **`тохтат-а-ды`** | 7.5 | `а` |
+| чыкъгъанда | **`чыкъгъ-ан-да`** | 7.5 | `ан` |
+| къуршаланады | **`къуршалан-а-ды`** | 7.5 | `а` |
+| тоналгъанды | **`тоналгъ-ан-ды`** | 7.5 | `ан` |
+| тизгиннге | **`тизгин-н-ге`** | 7.5 | `н` |
+| сёлешелле | **`сёлеше-л-ле`** | 7.5 | `л` |
+| механиканы | **`механик-а-ны`** | 7.5 | `а` |
+
+### 6.6 Linguistic Interpretation
+
+> **Automated Insight:**
+The language Karachay-Balkar shows high morphological productivity. The subword models are significantly more efficient than word models, suggesting a rich system of affixation or compounding.
+
+> **Note on Idiomaticity:** The high Idiomaticity Gap suggests a large number of frequent multi-word expressions or formulaic sequences that are statistically distinct from their component parts.
+
+---
+## 7. Summary & Recommendations
+
+![Performance Dashboard](visualizations/performance_dashboard.png)
+
+### Production Recommendations
+
+| Component | Recommended | Rationale |
+|-----------|-------------|-----------|
+| Tokenizer | **64k BPE** | Best compression (4.72x) |
+| N-gram | **2-gram** | Lowest perplexity (391) |
+| Markov | **Context-4** | Highest predictability (99.1%) |
+| Embeddings | **100d** | Balanced semantic capture and isotropy |
+
+
+---
+## Appendix: Metrics Glossary & Interpretation Guide
+
+This section provides definitions, intuitions, and guidance for interpreting the metrics used throughout this report.
+
+### Tokenizer Metrics
+
+**Compression Ratio**
+> *Definition:* The ratio of characters to tokens (chars/token). Measures how efficiently the tokenizer represents text.
+>
+> *Intuition:* Higher compression means fewer tokens needed to represent the same text, reducing sequence lengths for downstream models. A 3x compression means ~3 characters per token on average.
+>
+> *What to seek:* Higher is generally better for efficiency, but extremely high compression may indicate overly aggressive merging that loses morphological information.
+
+**Average Token Length (Fertility)**
+> *Definition:* Mean number of characters per token produced by the tokenizer.
+>
+> *Intuition:* Reflects the granularity of tokenization. Longer tokens capture more context but may struggle with rare words; shorter tokens are more flexible but increase sequence length.
+>
+> *What to seek:* Balance between 2-5 characters for most languages. Arabic/morphologically-rich languages may benefit from slightly longer tokens.
+
+**Unknown Token Rate (OOV Rate)**
+> *Definition:* Percentage of tokens that map to the unknown/UNK token, indicating words the tokenizer cannot represent.
+>
+> *Intuition:* Lower OOV means better vocabulary coverage. High OOV indicates the tokenizer encounters many unseen character sequences.
+>
+> *What to seek:* Below 1% is excellent; below 5% is acceptable. BPE tokenizers typically achieve very low OOV due to subword fallback.
+
+### N-gram Model Metrics
+
+**Perplexity**
+> *Definition:* Measures how "surprised" the model is by test data. Mathematically: 2^(cross-entropy). Lower values indicate better prediction.
+>
+> *Intuition:* If perplexity is 100, the model is as uncertain as if choosing uniformly among 100 options at each step. A perplexity of 10 means effectively choosing among 10 equally likely options.
+>
+> *What to seek:* Lower is better. Perplexity decreases with larger n-grams (more context). Values vary widely by language and corpus size.
+
+**Entropy**
+> *Definition:* Average information content (in bits) needed to encode the next token given the context. Related to perplexity: perplexity = 2^entropy.
+>
+> *Intuition:* High entropy means high uncertainty/randomness; low entropy means predictable patterns. Natural language typically has entropy between 1-4 bits per character.
+>
+> *What to seek:* Lower entropy indicates more predictable text patterns. Entropy should decrease as n-gram size increases.
+
+**Coverage (Top-K)**
+> *Definition:* Percentage of corpus occurrences explained by the top K most frequent n-grams.
+>
+> *Intuition:* High coverage with few patterns indicates repetitive/formulaic text; low coverage suggests diverse vocabulary usage.
+>
+> *What to seek:* Depends on use case. For language modeling, moderate coverage (40-60% with top-1000) is typical for natural text.
+
+### Markov Chain Metrics
+
+**Average Entropy**
+> *Definition:* Mean entropy across all contexts, measuring average uncertainty in next-word prediction.
+>
+> *Intuition:* Lower entropy means the model is more confident about what comes next. Context-1 has high entropy (many possible next words); Context-4 has low entropy (few likely continuations).
+>
+> *What to seek:* Decreasing entropy with larger context sizes. Very low entropy (<0.1) indicates highly deterministic transitions.
+
+**Branching Factor**
+> *Definition:* Average number of unique next tokens observed for each context.
+>
+> *Intuition:* High branching = many possible continuations (flexible but uncertain); low branching = few options (predictable but potentially repetitive).
+>
+> *What to seek:* Branching factor should decrease with context size. Values near 1.0 indicate nearly deterministic chains.
+
+**Predictability**
+> *Definition:* Derived metric: (1 - normalized_entropy) × 100%. Indicates how deterministic the model's predictions are.
+>
+> *Intuition:* 100% predictability means the next word is always certain; 0% means completely random. Real text falls between these extremes.
+>
+> *What to seek:* Higher predictability for text generation quality, but too high (>98%) may produce repetitive output.
+
+### Vocabulary & Zipf's Law Metrics
+
+**Zipf's Coefficient**
+> *Definition:* The slope of the log-log plot of word frequency vs. rank. Zipf's law predicts this should be approximately -1.
+>
+> *Intuition:* A coefficient near -1 indicates the corpus follows natural language patterns where a few words are very common and most words are rare.
+>
+> *What to seek:* Values between -0.8 and -1.2 indicate healthy natural language distribution. Deviations may suggest domain-specific or artificial text.
+
+**R² (Coefficient of Determination)**
+> *Definition:* Measures how well the linear fit explains the frequency-rank relationship. Ranges from 0 to 1.
+>
+> *Intuition:* R² near 1.0 means the data closely follows Zipf's law; lower values indicate deviation from expected word frequency patterns.
+>
+> *What to seek:* R² > 0.95 is excellent; > 0.99 indicates near-perfect Zipf adherence typical of large natural corpora.
+
+**Vocabulary Coverage**
+> *Definition:* Cumulative percentage of corpus tokens accounted for by the top N words.
+>
+> *Intuition:* Shows how concentrated word usage is. If top-100 words cover 50% of text, the corpus relies heavily on common words.
+>
+> *What to seek:* Top-100 covering 30-50% is typical. Higher coverage indicates more repetitive text; lower suggests richer vocabulary.
+
+### Word Embedding Metrics
+
+**Isotropy**
+> *Definition:* Measures how uniformly distributed vectors are in the embedding space. Computed as the ratio of minimum to maximum singular values.
+>
+> *Intuition:* High isotropy (near 1.0) means vectors spread evenly in all directions; low isotropy means vectors cluster in certain directions, reducing expressiveness.
+>
+> *What to seek:* Higher isotropy generally indicates better-quality embeddings. Values > 0.1 are reasonable; > 0.3 is good. Lower-dimensional embeddings tend to have higher isotropy.
+
+**Average Norm**
+> *Definition:* Mean magnitude (L2 norm) of word vectors in the embedding space.
+>
+> *Intuition:* Indicates the typical "length" of vectors. Consistent norms suggest stable training; high variance may indicate some words are undertrained.
+>
+> *What to seek:* Relatively consistent norms across models. The absolute value matters less than consistency (low std deviation).
+
+**Cosine Similarity**
+> *Definition:* Measures angular similarity between vectors, ranging from -1 (opposite) to 1 (identical direction).
+>
+> *Intuition:* Words with similar meanings should have high cosine similarity. This is the standard metric for semantic relatedness in embeddings.
+>
+> *What to seek:* Semantically related words should score > 0.5; unrelated words should be near 0. Synonyms often score > 0.7.
+
+**t-SNE Visualization**
+> *Definition:* t-Distributed Stochastic Neighbor Embedding - a dimensionality reduction technique that preserves local structure for visualization.
+>
+> *Intuition:* Clusters in t-SNE plots indicate groups of semantically related words. Spread indicates vocabulary diversity; tight clusters suggest semantic coherence.
+>
+> *What to seek:* Meaningful clusters (e.g., numbers together, verbs together). Avoid over-interpreting distances - t-SNE preserves local, not global, structure.
+
+### General Interpretation Guidelines
+
+1. **Compare within model families:** Metrics are most meaningful when comparing models of the same type (e.g., 8k vs 64k tokenizer).
+2. **Consider trade-offs:** Better performance on one metric often comes at the cost of another (e.g., compression vs. OOV rate).
+3. **Context matters:** Optimal values depend on downstream tasks. Text generation may prioritize different metrics than classification.
+4. **Corpus influence:** All metrics are influenced by corpus characteristics. Wikipedia text differs from social media or literature.
+5. **Language-specific patterns:** Morphologically rich languages (like Arabic) may show different optimal ranges than analytic languages.
+
+
+### Visualizations Index
+
+| Visualization | Description |
+|---------------|-------------|
+| Tokenizer Compression | Compression ratios by vocabulary size |
+| Tokenizer Fertility | Average token length by vocabulary |
+| Tokenizer OOV | Unknown token rates |
+| Tokenizer Total Tokens | Total tokens by vocabulary |
+| N-gram Perplexity | Perplexity by n-gram size |
+| N-gram Entropy | Entropy by n-gram size |
+| N-gram Coverage | Top pattern coverage |
+| N-gram Unique | Unique n-gram counts |
+| Markov Entropy | Entropy by context size |
+| Markov Branching | Branching factor by context |
+| Markov Contexts | Unique context counts |
+| Zipf's Law | Frequency-rank distribution with fit |
+| Vocab Frequency | Word frequency distribution |
+| Top 20 Words | Most frequent words |
+| Vocab Coverage | Cumulative coverage curve |
+| Embedding Isotropy | Vector space uniformity |
+| Embedding Norms | Vector magnitude distribution |
+| Embedding Similarity | Word similarity heatmap |
+| Nearest Neighbors | Similar words for key terms |
+| t-SNE Words | 2D word embedding visualization |
+| t-SNE Sentences | 2D sentence embedding visualization |
+| Position Encoding | Encoding method comparison |
+| Model Sizes | Storage requirements |
+| Performance Dashboard | Comprehensive performance overview |
+
+---
+## About This Project
+
+### Data Source
+
+Models trained on [wikipedia-monthly](https://huggingface.co/datasets/omarkamali/wikipedia-monthly) - a monthly snapshot of Wikipedia articles across 300+ languages.
+
+### Project
+
+A project by **[Wikilangs](https://wikilangs.org)** - Open-source NLP models for every Wikipedia language.
+
+### Maintainer
+
+[Omar Kamali](https://omarkamali.com) - [Omneity Labs](https://omneitylabs.com)
+
+### Citation
+
+If you use these models in your research, please cite:
+
+```bibtex
+@misc{wikilangs2025,
+  author = {Kamali, Omar},
+  title = {Wikilangs: Open NLP Models for Wikipedia Languages},
+  year = {2025},
+  doi = {10.5281/zenodo.18073153},
+  publisher = {Zenodo},
+  url = {https://huggingface.co/wikilangs}
+  institution = {Omneity Labs}
+}
+```
+
+### License
+
+MIT License - Free for academic and commercial use.
+
+### Links
+
+- 🌐 Website: [wikilangs.org](https://wikilangs.org)
+- 🤗 Models: [huggingface.co/wikilangs](https://huggingface.co/wikilangs)
+- 📊 Data: [wikipedia-monthly](https://huggingface.co/datasets/omarkamali/wikipedia-monthly)
+- 👤 Author: [Omar Kamali](https://huggingface.co/omarkamali)
+- 🤝 Sponsor: [Featherless AI](https://featherless.ai)
+---
+*Generated by Wikilangs Models Pipeline*
+
+*Report Date: 2026-01-10 08:32:24*
diff --git a/krc_morph_tokenizer.json b/krc_morph_tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..590865052b8d5188e221fc457e90abb54402d96c
--- /dev/null
+++ b/krc_morph_tokenizer.json
@@ -0,0 +1,50109 @@
+{
+  "language": "krc",
+  "prefixes": {
+    "к": 5060.0,
+    "а": 4155.9,
+    "с": 4091.1,
+    "т": 3601.8,
+    "б": 3439.1,
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+    "д": 2587.2,
+    "дж": 2573.1,
+    "п": 2258.1,
+    "къ": 2255.7,
+    "ма": 2180.7,
+    "ба": 2023.4,
+    "та": 1770.1,
+    "г": 1721.6,
+    "са": 1670.1,
+    "ка": 1600.5,
+    "э": 1584.0,
+    "р": 1576.0,
+    "о": 1541.7,
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+    "ке": 1116.2,
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+    "ч": 1001.5,
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+    "у": 983.4,
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+    "ан": 698.4,
+    "ти": 695.5,
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+  },
+  "suffixes": {
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+    "ь": 1074.7,
+    "ъы": 1062.0,
+    "ню": 1061.2,
+    "л": 1056.1
+  },
+  "ngram_scores": {
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+    "ан": 76834,
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+    "б": 61892,
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+    "ек": 7691,
+    "ет": 7650,
+    "ис": 7638,
+    "то": 7633,
+    "ъу": 7479,
+    "ту": 7440,
+    "а,": 7338,
+    "лар": 7294,
+    "ч": 7225,
+    "аа": 7160,
+    "за": 7115,
+    "чи": 7090,
+    "мд": 7074,
+    "аз": 7022,
+    "се": 6966,
+    "ру": 6925,
+    "ика": 6917,
+    "га": 6884,
+    "ль": 6879,
+    "рт": 6814,
+    "иле": 6776,
+    "им": 6679,
+    "мда": 6673,
+    "лары": 6666,
+    "ф": 6635,
+    "из": 6628,
+    "ени": 6535,
+    "ег": 6491,
+    "ык": 6484,
+    "ция": 6454,
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+    "кю": 6290,
+    "эмд": 6290,
+    "эмда": 6288,
+    "юр": 6281,
+    "ъ": 6267,
+    "1": 6176,
+    ")": 6140,
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diff --git a/models/tokenizer/krc_tokenizer_32k.vocab b/models/tokenizer/krc_tokenizer_32k.vocab
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+ziə	-34403
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+▁сюеледи	-34459
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+▁къошулду	-34470
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+үйнөдөгү	-34556
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+▁рекреацион	-34593
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+▁къызыулаш	-34786
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+ank	-34802
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+▁сёлешдиргенди	-47434
+▁сёлешилиннген	-47435
+▁табылгъанлары	-47436
+▁тамамлагъанды	-47437
+▁тартыууларыны	-47438
+▁тасманкъыбыла	-47439
+▁ташламагъанды	-47440
+▁телебериулени	-47441
+▁телевиденияда	-47442
+▁тенгизлеринде	-47443
+▁тенгизчиликни	-47444
+▁тенглешдирген	-47445
+▁теоретикледен	-47446
+▁теплопередачи	-47447
+▁территориягъа	-47448
+▁территориянда	-47449
+▁территорялары	-47450
+▁территорясына	-47451
+▁тилдекъарачай	-47452
+▁тилледегилеге	-47453
+▁тинтилмегенди	-47454
+▁тиражланыууну	-47455
+▁тобламаларыны	-47456
+▁тобукъларында	-47457
+▁толмагъандыла	-47458
+▁толтургъандан	-47459
+▁тотуркъулланы	-47460
+▁тохтагъандыла	-47461
+▁тохтатхандыла	-47462
+▁трансиордания	-47463
+▁транспортного	-47464
+▁тубанлыкъланы	-47465
+▁турадызамысел	-47466
+▁турмагъандыла	-47467
+▁тутулгъандыла	-47468
+▁тутулгъанланы	-47469
+▁тутушууларыны	-47470
+▁тутханлыкъгъа	-47471
+▁туугъанладыла	-47472
+▁туудукъларына	-47473
+▁туумагъандыла	-47474
+▁тындыргъандан	-47475
+▁тюбгруппасына	-47476
+▁тюбешиулелери	-47477
+▁тюбкомитетини	-47478
+▁тюрксоциалист	-47479
+▁тюрледиргенле	-47480
+▁тюрлендирилиб	-47481
+▁тюрлендириуню	-47482
+▁тюрлениуледен	-47483
+▁тюрлениулерин	-47484
+▁тюрленнгенлей	-47485
+▁тюрлюлеринден	-47486
+▁тёгерегибизде	-47487
+▁узакълыкъдады	-47488
+▁украинлиледен	-47489
+▁унамагъандыла	-47490
+▁университетди	-47491
+▁усталыкъларын	-47492
+▁уэстминстерны	-47493
+▁факультетбкъу	-47494
+▁факультетинде	-47495
+▁факультетлени	-47496
+▁фахмулулукъну	-47497
+▁феноменлериди	-47498
+▁фердинандныда	-47499
+▁философиялыкъ	-47500
+▁флавоноидлени	-47501
+▁фортепианогъа	-47502
+▁фотогалереясы	-47503
+▁фотографиядан	-47504
+▁фракцияларыны	-47505
+▁функцияларыны	-47506
+▁хазырлагъанды	-47507
+▁хайырландырыу	-47508
+▁хайырланмайды	-47509
+▁хайырланнганы	-47510
+▁хайырланылады	-47511
+▁хайырланыууду	-47512
+▁хайырланыууна	-47513
+▁хайырлындырыу	-47514
+▁халисинлерине	-47515
+▁хмельницкийни	-47516
+▁хорватиярадио	-47517
+▁хорлагъандыла	-47518
+▁хорлагъанлары	-47519
+▁хорланнгандан	-47520
+▁хорланнганнга	-47521
+▁хорланнганыны	-47522
+▁хорлатхандыла	-47523
+▁хорлмларындан	-47524
+▁христианлагъа	-47525
+▁церемониялада	-47526
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+▁цивилизацияны	-47529
+▁чайкъалыуланы	-47530
+▁чакъырыгъанды	-47531
+▁чеклендириуню	-47532
+▁чемпионатында	-47533
+▁чыгъармадагъы	-47534
+▁чыгъармалагъа	-47535
+▁чыгъармасында	-47536
+▁чыгъарыладыла	-47537
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+▁чыгъарылмайды	-47539
+▁шахарлагояния	-47540
+▁шахарчыгъында	-47541
+▁шахарчыкъланы	-47542
+▁шахтахтинский	-47543
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+▁швейцарлыланы	-47545
+▁ыхтыргъандыла	-47546
+▁экземплярдыне	-47547
+▁экономикаланы	-47548
+▁экономическим	-47549
+▁экранизациясы	-47550
+▁экспериментал	-47551
+▁электромагнит	-47552
+▁электрониканы	-47553
+▁эмансипацияны	-47554
+▁эмигрантладан	-47555
+▁энчиликлерини	-47556
+▁эпохасындагъы	-47557
+▁эрцгерцогство	-47558
+▁эскертмеледен	-47559
+▁этгендиленаша	-47560
+▁этгенлеринден	-47561
+▁этилинмегенди	-47562
+▁этилмегендиле	-47563
+▁юйдегиленирге	-47564
+▁юйдегиленнген	-47565
+▁юлешелмейдиле	-47566
+▁юлеширгеликле	-47567
+▁юлешиучендиле	-47568
+▁якобинчиликни	-47569
+▁ёлтюрюрлгенди	-47570
+ассоциациядагъы	-47571
+владиславовични	-47572
+гражданлыкълары	-47573
+даменталистлени	-47574
+демографические	-47575
+джаяварденепура	-47576
+джумушакъладыла	-47577
+древневосточный	-47578
+наминдонезиякам	-47579
+неоконсерватизм	-47580
+онтариочуладыла	-47581
+португалицледен	-47582
+рамиллетчиликди	-47583
+раструктурасыны	-47584
+симметриялыкъны	-47585
+словенсоциалист	-47586
+филологического	-47587
+чладылабаренцни	-47588
+экзопланеталаны	-47589
+этнолингвистики	-47590
+▁administration	-47591
+▁bundesrepublik	-47592
+▁centrafricaine	-47593
+▁confederazione	-47594
+▁descentralized	-47595
+▁dolichopetalum	-47596
+▁handwoordeboek	-47597
+▁karachaipoetry	-47598
+▁konstitusiyası	-47599
+▁qaraqalpaqstan	-47600
+▁réachéanachâkr	-47601
+▁schweizerische	-47602
+▁staatsverträge	-47603
+▁universitaires	-47604
+▁аббревиатурасы	-47605
+▁аболиционистле	-47606
+▁авточакъырыула	-47607
+▁агглютинацияны	-47608
+▁адмиралтейство	-47609
+▁азербайджаннга	-47610
+▁айрымканланыда	-47611
+▁айрымканларына	-47612
+▁айырылгъандыла	-47613
+▁албансоциалист	-47614
+▁алгъанларындан	-47615
+▁альтернативные	-47616
+▁ангылатхандыла	-47617
+▁антироссийскую	-47618
+▁ардминистратив	-47619
+▁ассамблеясында	-47620
+▁ассоциациасыны	-47621
+▁ассоциациясыны	-47622
+▁ауруумагъанлай	-47623
+▁ауурлукъларыны	-47624
+▁ауштурманганла	-47625
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+▁бардыралмагъан	-47627
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+▁бассеинлеринде	-47630
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+▁башлагъанладан	-47632
+▁башламчылыкъла	-47633
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+▁баямланыуундан	-47636
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+▁бирлешгенинден	-47639
+▁бирлешдиргенди	-47640
+▁бирлешдиредиле	-47641
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+▁бойсундурургъа	-47643
+▁болгъандыпедро	-47644
+▁болгъанлыгъына	-47645
+▁бошалгъанындан	-47646
+▁брюссельчилени	-47647
+▁буруннгутюркча	-47648
+▁бутакъларындан	-47649
+▁бутакъчыкълада	-47650
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+▁бюртюклеринден	-47652
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+▁вариантларында	-47655
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+▁владивостокдан	-47657
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+▁воеводинарадио	-47659
+▁всеукраїнський	-47660
+▁гегемониясында	-47661
+▁географические	-47662
+▁геосистемаланы	-47663
+▁геронтокра́тия	-47664
+▁герцеговинагъа	-47665
+▁герцогларындан	-47666
+▁гипотетикалыкъ	-47667
+▁глобализацияны	-47668
+▁грамматикалыкъ	-47669
+▁губернияларыны	-47670
+▁губертусбургда	-47671
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+▁декорацияларын	-47674
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+▁демократияныда	-47677
+▁депортациясыны	-47678
+▁деформациялары	-47679
+▁джабылыннганды	-47680
+▁джазылыргъанды	-47681
+▁джайылгъандыла	-47682
+▁джайылмагъанды	-47683
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+▁джамагъатладан	-47685
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+▁джангыртылыныб	-47687
+▁джангыртыулуду	-47688
+▁джаратмагъанды	-47689
+▁джаратылгъанны	-47690
+▁джаратылмагъан	-47691
+▁джаратылыулары	-47692
+▁джаратыучулукъ	-47693
+▁джаращдырылыуу	-47694
+▁джарыкъланыуну	-47695
+▁джасакъланыбды	-47696
+▁джасакъланыуну	-47697
+▁джашагъанлагъа	-47698
+▁джерлешгендиле	-47699
+▁джесирлегннген	-47700
+▁джетеклеринден	-47701
+▁джибериуледиле	-47702
+▁джортуууллагъа	-47703
+▁джууаблылыкъны	-47704
+▁джууукълашханы	-47705
+▁джыйылмагъанды	-47706
+▁джыйылыуларыны	-47707
+▁джыйылыууларын	-47708
+▁джэксонвиллден	-47709
+▁джюзджыллыкъны	-47710
+▁джюрютюулерини	-47711
+▁диалекткёчюрме	-47712
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+▁днепропетровск	-47715
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+▁императорского	-47725
+▁инджилтгендиле	-47726
+▁институтларыны	-47727
+▁информационный	-47728
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+▁ишлетилгендиле	-47730
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+▁калифорнийская	-47732
+▁кампоформиогъа	-47733
+▁категориялагъа	-47734
+▁келелмегендиле	-47735
+▁келечиликлерин	-47736
+▁келишмешегенни	-47737
+▁кечюрюлгендиле	-47738
+▁кинематографда	-47739
+▁кинокомпанияды	-47740
+▁кинорежиссёрду	-47741
+▁колумбарийлеге	-47742
+▁командирлерини	-47743
+▁комбинацияланы	-47744
+▁комбинациялыла	-47745
+▁комиссарларыны	-47746
+▁коммуникацияны	-47747
+▁коммунистлеген	-47748
+▁компаниясындан	-47749
+▁компетентлигин	-47750
+▁композиторланы	-47751
+▁композициялары	-47752
+▁компонентасыды	-47753
+▁компонентледен	-47754
+▁конгресследиле	-47755
+▁консерватизмге	-47756
+▁консерватизмде	-47757
+▁консерватизмны	-47758
+▁константинович	-47759
+▁континентледен	-47760
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+▁конфронтацияды	-47762
+▁концентрацияды	-47763
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+▁копенгагендеги	-47765
+▁космонавттланы	-47766
+▁краснодардагъы	-47767
+▁краудсорсингли	-47768
+▁крематорийледе	-47769
+▁курфюршествону	-47770
+▁къабартылыланы	-47771
+▁къабыргъаларын	-47772
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+▁къажымаулукъну	-47774
+▁къазакъстангъа	-47775
+▁къазакъстаннга	-47776
+▁къазауатладыла	-47777
+▁къайгъыргъанды	-47778
+▁къайтаргъаныны	-47779
+▁къайтарыладыла	-47780
+▁къайтарылыргъа	-47781
+▁къандагъайланы	-47782
+▁къарадайрьядан	-47783
+▁къарамларындан	-47784
+▁къарнашларыбыз	-47785
+▁къаршчыларында	-47786
+▁къарыусузуракъ	-47787
+▁къатларындагъы	-47788
+▁къатышмагъанлы	-47789
+▁къатышханладан	-47790
+▁къатышыргъанды	-47791
+▁къаураларындан	-47792
+▁къаушатхандыла	-47793
+▁къозгъалыуланы	-47794
+▁къозгъалыучула	-47795
+▁къошулмакълыкъ	-47796
+▁къошулууларыны	-47797
+▁къраллыкълагъа	-47798
+▁къуллугъцундан	-47799
+▁къуллукъчусуду	-47800
+▁къуралгъанында	-47801
+▁къуралмагъанла	-47802
+▁къуралышладыла	-47803
+▁къураучуларыны	-47804
+▁къураялмагъаны	-47805
+▁къурдургъаннга	-47806
+▁къурулушларыны	-47807
+▁къурулушчуланы	-47808
+▁къурутулгъанды	-47809
+▁къуршоулайдыла	-47810
+▁къуршоуланнган	-47811
+▁къутхарыладыла	-47812
+▁къыбыладагъыды	-47813
+▁къыбылакореялы	-47814
+▁къыбыласындача	-47815
+▁къыйынлыкълада	-47816
+▁къымыладмагъан	-47817
+▁къымылдаулагъа	-47818
+▁къысхартылыуну	-47819
+▁къюнчыгъышында	-47820
+▁кюнчыгъышындан	-47821
+▁кючленнгендиле	-47822
+▁кёзюлдреумюкле	-47823
+▁кёргюзтюледиле	-47824
+▁кёчгюнчюлюкден	-47825
+▁лабораториягъа	-47826
+▁ланкастерледен	-47827
+▁легализоватлаш	-47828
+▁люксембургдача	-47829
+▁магъаналыгъыны	-47830
+▁магъанасыдасёз	-47831
+▁маданиятларыны	-47832
+▁македониярадио	-47833
+▁макроэкономика	-47834
+▁малкъарлылагъа	-47835
+▁мангылайларыны	-47836
+▁массачу́сетсны	-47837
+▁материалларыны	-47838
+▁махаметлярыбла	-47839
+▁мегапарсекледе	-47840
+▁медтехникумгъа	-47841
+▁месопотамиягъа	-47842
+▁месопотамиядан	-47843
+▁метеобилгилени	-47844
+▁метеордустатья	-47845
+▁метрологиялыкъ	-47846
+▁механизмлерини	-47847
+▁мешхутларындан	-47848
+▁мизамсызлыкъла	-47849
+▁мийикликлерида	-47850
+▁микроэкономика	-47851
+▁миллиардерлени	-47852
+▁мингджыллыкъда	-47853
+▁мингрезультаты	-47854
+▁министерствола	-47855
+▁министерствону	-47856
+▁моментлеринден	-47857
+▁мотосагъатлада	-47858
+▁мультиэтникалы	-47859
+▁мультфильмледе	-47860
+▁муниципалитети	-47861
+▁мурдарлыкъланы	-47862
+▁наместничество	-47863
+▁национальности	-47864
+▁национальность	-47865
+▁некоммерческий	-47866
+▁нефтехимиялыкъ	-47867
+▁нидерландлагъа	-47868
+▁нормализациясы	-47869
+▁нумерациясында	-47870
+▁областларындан	-47871
+▁оборудованиени	-47872
+▁оккультизмледе	-47873
+▁оккупациядагъы	-47874
+▁округапермский	-47875
+▁олтуртулгъанды	-47876
+▁олтурууларында	-47877
+▁оноулашхандыла	-47878
+▁организованный	-47879
+▁орджоникидзеде	-47880
+▁пенсильванияда	-47881
+▁перунутарапака	-47882
+▁петербургдагъы	-47883
+▁пилотландырыуу	-47884
+▁пирамидасындан	-47885
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