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+---
+language: mdf
+language_name: Moksha
+language_family: uralic_volgaic
+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-uralic_volgaic
+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: 4.225
+  - name: best_isotropy
+    type: isotropy
+    value: 0.7339
+  - name: vocabulary_size
+    type: vocab
+    value: 0
+generated: 2026-01-10
+---
+
+# Moksha - Wikilangs Models
+## Comprehensive Research Report & Full Ablation Study
+
+This repository contains NLP models trained and evaluated by Wikilangs, specifically on **Moksha** 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** | 3.231x | 3.23 | 0.1355% | 438,468 |
+| **16k** | 3.531x | 3.53 | 0.1481% | 401,156 |
+| **32k** | 3.913x | 3.92 | 0.1641% | 362,030 |
+| **64k** | 4.225x 🏆 | 4.23 | 0.1772% | 335,301 |
+
+### Tokenization Examples
+
+Below are sample sentences tokenized with each vocabulary size:
+
+**Sample 1:** `433 киза. Тядде мезе ульсь Тядде шачсть Тядде кулость`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁ 4 3 3 ▁киза . ▁тядде ▁мезе ▁ульсь ▁тядде ... (+3 more)` | 13 |
+| 16k | `▁ 4 3 3 ▁киза . ▁тядде ▁мезе ▁ульсь ▁тядде ... (+3 more)` | 13 |
+| 32k | `▁ 4 3 3 ▁киза . ▁тядде ▁мезе ▁ульсь ▁тядде ... (+3 more)` | 13 |
+| 64k | `▁ 4 3 3 ▁киза . ▁тядде ▁мезе ▁ульсь ▁тядде ... (+3 more)` | 13 |
+
+**Sample 2:** `465 киза. Тядде мезе ульсь Тядде шачсть Тядде кулость`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁ 4 6 5 ▁киза . ▁тядде ▁мезе ▁ульсь ▁тядде ... (+3 more)` | 13 |
+| 16k | `▁ 4 6 5 ▁киза . ▁тядде ▁мезе ▁ульсь ▁тядде ... (+3 more)` | 13 |
+| 32k | `▁ 4 6 5 ▁киза . ▁тядде ▁мезе ▁ульсь ▁тядде ... (+3 more)` | 13 |
+| 64k | `▁ 4 6 5 ▁киза . ▁тядде ▁мезе ▁ульсь ▁тядде ... (+3 more)` | 13 |
+
+**Sample 3:** `233 киза. Тядде мезе ульсь Тядде шачсть Тядде кулость`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁ 2 3 3 ▁киза . ▁тядде ▁мезе ▁ульсь ▁тядде ... (+3 more)` | 13 |
+| 16k | `▁ 2 3 3 ▁киза . ▁тядде ▁мезе ▁ульсь ▁тядде ... (+3 more)` | 13 |
+| 32k | `▁ 2 3 3 ▁киза . ▁тядде ▁мезе ▁ульсь ▁тядде ... (+3 more)` | 13 |
+| 64k | `▁ 2 3 3 ▁киза . ▁тядде ▁мезе ▁ульсь ▁тядде ... (+3 more)` | 13 |
+
+
+### Key Findings
+
+- **Best Compression:** 64k achieves 4.225x compression
+- **Lowest UNK Rate:** 8k with 0.1355% 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 | 2,477 | 11.27 | 10,854 | 30.8% | 65.4% |
+| **2-gram** | Subword | 691 🏆 | 9.43 | 4,360 | 41.1% | 94.9% |
+| **3-gram** | Word | 2,969 | 11.54 | 15,781 | 29.1% | 63.0% |
+| **3-gram** | Subword | 5,307 | 12.37 | 34,065 | 14.5% | 52.9% |
+| **4-gram** | Word | 4,572 | 12.16 | 28,280 | 24.9% | 57.4% |
+| **4-gram** | Subword | 19,794 | 14.27 | 143,320 | 9.8% | 35.0% |
+| **5-gram** | Word | 4,394 | 12.10 | 24,669 | 24.1% | 57.6% |
+| **5-gram** | Subword | 37,913 | 15.21 | 276,991 | 8.2% | 30.2% |
+
+### Top 5 N-grams by Size
+
+**2-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `ушеширень кучфтемат` | 3,889 |
+| 2 | `лятфтамат ушеширень` | 3,799 |
+| 3 | `культурась тонадомась` | 3,172 |
+| 4 | `тонадомась спортсь` | 3,096 |
+| 5 | `экономикась культурась` | 3,087 |
+
+**3-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `лятфтамат ушеширень кучфтемат` | 3,749 |
+| 2 | `культурась тонадомась спортсь` | 3,086 |
+| 3 | `экономикась культурась тонадомась` | 3,079 |
+| 4 | `географиясь климатсь историясь` | 2,705 |
+| 5 | `эряйхне экономикась культурась` | 2,570 |
+
+**4-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `экономикась культурась тонадомась спортсь` | 3,071 |
+| 2 | `эряйхне экономикась культурась тонадомась` | 2,565 |
+| 3 | `лятфтамат ушеширень кучфтемат официалонь` | 2,370 |
+| 4 | `ушеширень кучфтемат официалонь лопа` | 2,344 |
+| 5 | `тонадомась спортсь ошт ялгат` | 2,095 |
+
+**5-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `эряйхне экономикась культурась тонадомась спортсь` | 2,559 |
+| 2 | `лятфтамат ушеширень кучфтемат официалонь лопа` | 2,313 |
+| 3 | `культурась тонадомась спортсь ошт ялгат` | 2,093 |
+| 4 | `экономикась культурась тонадомась спортсь ошт` | 2,090 |
+| 5 | `кизоня эряйхне экономикась культурась тонадомась` | 1,823 |
+
+**2-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `. _` | 103,097 |
+| 2 | `ь _` | 96,627 |
+| 3 | `, _` | 55,915 |
+| 4 | `с ь` | 53,283 |
+| 5 | `_ к` | 50,925 |
+
+**3-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `с ь _` | 45,627 |
+| 2 | `н ь _` | 32,529 |
+| 3 | `ь _ к` | 21,160 |
+| 4 | `_ — _` | 18,491 |
+| 5 | `м а т` | 16,761 |
+
+**4-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `а с ь _` | 13,278 |
+| 2 | `е н ь _` | 13,229 |
+| 3 | `о н ь _` | 11,418 |
+| 4 | `м а т _` | 8,971 |
+| 5 | `с ь _ к` | 8,248 |
+
+**5-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `и я с ь _` | 7,473 |
+| 2 | `_ i s b n` | 7,317 |
+| 3 | `i s b n _` | 7,306 |
+| 4 | `ф т а м а` | 6,520 |
+| 5 | `_ л я т ф` | 6,479 |
+
+
+### Key Findings
+
+- **Best Perplexity:** 2-gram (subword) with 691
+- **Entropy Trend:** Decreases with larger n-grams (more predictable)
+- **Coverage:** Top-1000 patterns cover ~30% 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 | 0.6555 | 1.575 | 3.59 | 82,101 | 34.5% |
+| **1** | Subword | 1.0880 | 2.126 | 9.78 | 877 | 0.0% |
+| **2** | Word | 0.1207 | 1.087 | 1.29 | 292,280 | 87.9% |
+| **2** | Subword | 1.0621 | 2.088 | 6.70 | 8,573 | 0.0% |
+| **3** | Word | 0.0435 | 1.031 | 1.11 | 374,255 | 95.6% |
+| **3** | Subword | 0.8308 | 1.779 | 4.03 | 57,391 | 16.9% |
+| **4** | Word | 0.0248 🏆 | 1.017 | 1.06 | 411,850 | 97.5% |
+| **4** | Subword | 0.5684 | 1.483 | 2.42 | 231,406 | 43.2% |
+
+### Generated Text Samples (Word-based)
+
+Below are text samples generated from each word-based Markov chain model:
+
+**Context Size 1:**
+
+1. `isbn le figaro одри дана british north state corporate university of saxe gotha and the royal`
+2. `с isbn robert l lamb in gilbert bouriquet hrsg encyclopédie biologique band xlvi paul lechevalier pa...`
+3. `тядде мезе ульсь тядде мезе ульсь апатиты кнц ран с с энциклопедия городов и мордовская инструментал...`
+
+**Context Size 2:**
+
+1. `ушеширень кучфтемат ямусукра encyclopædia universalis брайтон internetowa encyklopedia pwn тромбоцит...`
+2. `лятфтамат ушеширень кучфтемат офицалонь лопа мартвили georgian travel guide мумбва zambia info org г...`
+3. `культурась тонадомась спортсь ошт ялгат лятфтамат ушеширень кучфтемат кранцмастор encyclopædia brita...`
+
+**Context Size 3:**
+
+1. `лятфтамат ушеширень кучфтемат кола снегирёв мордовиянь литературонь библиотек живайкина`
+2. `культурась тонадомась спортсь ошт ялгат фотоархтофкс кяльвалсь hannu tarmio pentti papunen kalevi ko...`
+3. `экономикась культурась тонадомась спортсь кяльвалсь в д алемайкина материалы по языку и фольклору се...`
+
+**Context Size 4:**
+
+1. `экономикась культурась тонадомась спортсь содаф ломатть виктор гудожников мокшень театрань налхкись ...`
+2. `эряйхне экономикась культурась тонадомась спортсь содаф ломатть ошт ялгат кяльвалсь hans h hansen ís...`
+3. `лятфтамат ушеширень кучфтемат официалонь лопа копэр geonames копэр encyclopædia britannica копэр sto...`
+
+
+### Generated Text Samples (Subword-based)
+
+Below are text samples generated from each subword-based Markov chain model:
+
+**Context Size 1:**
+
+1. `_саранес,_ддаялэ`
+2. `а_(amise._4_кобу`
+3. `опутайн_stogeadi`
+
+**Context Size 2:**
+
+1. `._epin_вих_ная_с.`
+2. `ь_пинно-морта_пре`
+3. `,_ine_deekonlä,_д`
+
+**Context Size 3:**
+
+1. `сь_шачсть_матсь_ис`
+2. `нь_ошть_сёрмат_офи`
+3. `ь_климат_фотоархто`
+
+**Context Size 4:**
+
+1. `ась_тядде_мезе_ульс`
+2. `ень_кяль_ди_семитиз`
+3. `онь_лопа_ниленди_бо`
+
+
+### Key Findings
+
+- **Best Predictability:** Context-4 (word) with 97.5% predictability
+- **Branching Factor:** Decreases with context size (more deterministic)
+- **Memory Trade-off:** Larger contexts require more storage (231,406 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 | 34,162 |
+| Total Tokens | 679,791 |
+| Mean Frequency | 19.90 |
+| Median Frequency | 4 |
+| Frequency Std Dev | 148.72 |
+
+### Most Common Words
+
+| Rank | Word | Frequency |
+|------|------|-----------|
+| 1 | isbn | 7,327 |
+| 2 | с | 6,258 |
+| 3 | тядде | 5,664 |
+| 4 | кизоня | 5,463 |
+| 5 | of | 5,325 |
+| 6 | лятфтамат | 5,117 |
+| 7 | ошсь | 5,082 |
+| 8 | j | 4,358 |
+| 9 | m | 4,287 |
+| 10 | a | 4,231 |
+
+### Least Common Words (from vocabulary)
+
+| Rank | Word | Frequency |
+|------|------|-----------|
+| 1 | kissinger | 2 |
+| 2 | franziskanerkloster | 2 |
+| 3 | eisenstadt | 2 |
+| 4 | südburgenlandes | 2 |
+| 5 | forschungsgesellschaft | 2 |
+| 6 | содафтомс | 2 |
+| 7 | фирма | 2 |
+| 8 | музейнь | 2 |
+| 9 | sõlmed | 2 |
+| 10 | püsinäitus | 2 |
+
+### Zipf's Law Analysis
+
+| Metric | Value |
+|--------|-------|
+| Zipf Coefficient | 1.0114 |
+| R² (Goodness of Fit) | 0.995653 |
+| Adherence Quality | **excellent** |
+
+### Coverage Analysis
+
+| Top N Words | Coverage |
+|-------------|----------|
+| Top 100 | 33.2% |
+| Top 1,000 | 63.0% |
+| Top 5,000 | 80.7% |
+| Top 10,000 | 88.6% |
+
+### Key Findings
+
+- **Zipf Compliance:** R²=0.9957 indicates excellent adherence to Zipf's law
+- **High Frequency Dominance:** Top 100 words cover 33.2% of corpus
+- **Long Tail:** 24,162 words needed for remaining 11.4% 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 | 0.7339 | 0.3952 | N/A | N/A |
+| **mono_64d** | 64 | 0.4331 | 0.3884 | N/A | N/A |
+| **mono_128d** | 128 | 0.0795 | 0.3673 | N/A | N/A |
+| **aligned_32d** | 32 | 0.7339 🏆 | 0.3886 | 0.0260 | 0.2120 |
+| **aligned_64d** | 64 | 0.4331 | 0.3862 | 0.0400 | 0.2520 |
+| **aligned_128d** | 128 | 0.0795 | 0.3771 | 0.0480 | 0.3180 |
+
+### Key Findings
+
+- **Best Isotropy:** aligned_32d with 0.7339 (more uniform distribution)
+- **Semantic Density:** Average pairwise similarity of 0.3838. Lower values indicate better semantic separation.
+- **Alignment Quality:** Aligned models achieve up to 4.8% 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 | **0.907** | 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` | косач, кабомпа, кемерова |
+| `-s` | streda, suur, springfield |
+| `-с` | своеобразие, свэдру, сёксенда |
+| `-п` | пянакуд, программа, палуоя |
+| `-a` | alainii, arietinum, auxopus |
+| `-а` | асмара, аля, антропоморфизмась |
+| `-p` | pallas, pelican, primulinum |
+| `-m` | museer, montigena, modestissima |
+
+#### Productive Suffixes
+| Suffix | Examples |
+|--------|----------|
+| `-ь` | мысль, тарнамась, максфоль |
+| `-а` | валста, асмара, кабомпа |
+| `-a` | montigena, streda, modestissima |
+| `-нь` | модатнень, венгеронь, мордвань |
+| `-s` | pallas, inputs, dupuis |
+| `-сь` | тарнамась, перьфпяльсь, антропоморфизмась |
+| `-e` | balansae, rice, livermore |
+| `-n` | volkstrachten, wan, erzählungen |
+
+### 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 |
+|------|----------|------------------|----------|
+| `тори` | 1.92x | 23 contexts | история, истории, арторима |
+| `мась` | 1.98x | 19 contexts | юмась, тумась, амасья |
+| `кизо` | 1.97x | 16 contexts | кизот, кизоц, кизос |
+| `асто` | 1.74x | 23 contexts | астон, мастор, вастоц |
+| `ьтур` | 1.95x | 16 contexts | культур, культуры, культуре |
+| `огра` | 1.62x | 27 contexts | биоград, бэоград, географа |
+| `мокш` | 1.86x | 17 contexts | мокши, мокша, мокшет |
+| `tion` | 1.88x | 16 contexts | tiona, nation, motion |
+| `омас` | 1.74x | 15 contexts | томас, азомась, явомась |
+| `ульт` | 1.94x | 11 contexts | культ, культсь, культур |
+| `фоль` | 1.92x | 11 contexts | афоль, явфоль, тифоль |
+| `исто` | 1.83x | 11 contexts | истоки, кристоз, история |
+
+### 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` | `-ь` | 132 words | корольсь, качамсь |
+| `-п` | `-ь` | 97 words | пичень, позань |
+| `-к` | `-а` | 88 words | койса, кстова |
+| `-с` | `-ь` | 80 words | стрелецнень, соборсь |
+| `-а` | `-ь` | 74 words | аннополь, алсь |
+| `-s` | `-a` | 65 words | susanna, secunda |
+| `-a` | `-a` | 62 words | asta, acuminata |
+| `-м` | `-ь` | 60 words | макссесь, марсэль |
+| `-p` | `-a` | 58 words | paradoxa, pandurifera |
+| `-к` | `-нь` | 54 words | книгань, кельмеширень |
+
+### 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 |
+|------|-----------------|------------|------|
+| kotschyana | **`kotschy-a-na`** | 7.5 | `a` |
+| регионтне | **`регион-т-не`** | 7.5 | `т` |
+| stanislovas | **`stanislov-a-s`** | 7.5 | `a` |
+| retrieved | **`retriev-e-d`** | 7.5 | `e` |
+| bafoussam | **`bafouss-a-m`** | 7.5 | `a` |
+| экономиконь | **`экономик-о-нь`** | 7.5 | `о` |
+| orchidaceous | **`orchidace-o-us`** | 7.5 | `o` |
+| nationalism | **`national-is-m`** | 6.0 | `national` |
+| сёрмадыень | **`сёрмады-е-нь`** | 6.0 | `сёрмады` |
+| веленятне | **`веленят-не`** | 4.5 | `веленят` |
+| вологдань | **`вологда-нь`** | 4.5 | `вологда` |
+| монголиянь | **`монголия-нь`** | 4.5 | `монголия` |
+| сёрмадыть | **`сёрмады-ть`** | 4.5 | `сёрмады` |
+| transformations | **`transformation-s`** | 4.5 | `transformation` |
+| alphabets | **`alphabet-s`** | 4.5 | `alphabet` |
+
+### 6.6 Linguistic Interpretation
+
+> **Automated Insight:**
+The language Moksha 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 (4.23x) |
+| N-gram | **2-gram** | Lowest perplexity (691) |
+| Markov | **Context-4** | Highest predictability (97.5%) |
+| 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 11:39:40*
diff --git a/mdf_morph_tokenizer.json b/mdf_morph_tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3aae7ce839b932175165d65c87b534f2007d838
--- /dev/null
+++ b/mdf_morph_tokenizer.json
@@ -0,0 +1,50109 @@
+{
+  "language": "mdf",
+  "prefixes": {
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+    "б": 2453.4,
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+▁violacea	-28322
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+▁сибирьса	-28446
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+▁шкаймаря	-28478
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+▁ლორთქიფა	-28480
+alaenopsis	-28481
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+▁africaine	-28492
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+▁alatskivi	-28494
+▁alejandro	-28495
+▁americana	-28496
+▁antiquity	-28497
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+▁aporoides	-28499
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+▁asociația	-28501
+▁authority	-28502
+▁bangalore	-28503
+▁barceloux	-28504
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+▁clarendon	-28509
+▁constanța	-28510
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+▁cuspidata	-28512
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+▁hirvlaane	-28518
+▁hyvinkään	-28519
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+▁kavarskas	-28521
+▁kessinger	-28522
+▁kėdainiai	-28523
+▁landscape	-28524
+▁lexington	-28525
+▁livermore	-28526
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+▁marrakech	-28528
+▁micrantha	-28529
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+▁novecento	-28532
+▁oligantha	-28533
+▁pakruojis	-28534
+▁państwowe	-28535
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+▁portugues	-28537
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+▁schroeder	-28549
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+▁siebenbür	-28551
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+▁tidaholms	-28558
+▁torricell	-28559
+▁tytuvėnai	-28560
+▁urogallus	-28561
+▁vancouver	-28562
+▁victorian	-28563
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+▁алтайский	-28565
+▁альбоптне	-28566
+▁андроникэ	-28567
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+▁вэнтспилс	-28579
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+▁дискограф	-28584
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+▁категория	-28589
+▁колмувоце	-28590
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+▁липецконь	-28600
+▁лисендема	-28601
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+▁мазсалаца	-28605
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+▁мордовско	-28610
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+▁poslovnega	-28696
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+▁reutlingen	-28698
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+▁sighișoara	-28700
+▁skurzyński	-28701
+▁slovenskej	-28702
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+▁walldorfer	-28706
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+▁орнитофора	-28748
+▁пензенская	-28749
+▁печкольхть	-28750
+▁пингстонза	-28751
+▁покаманзон	-28752
+▁пяльксонза	-28753
+▁раконевицэ	-28754
+▁розвідкові	-28755
+▁російської	-28756
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+▁самбірщини	-28758
+▁самбірщині	-28759
+▁саратувонь	-28760
+▁сядокизоть	-28761
+▁сёрматксса	-28762
+▁теризморга	-28763
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+▁тяштеналсь	-28766
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+▁фольклорсь	-28769
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+▁хэлвачаури	-28771
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+прадідівська	-28775
+▁aastaraamat	-28776
+▁arhitektura	-28777
+▁boliviensis	-28778
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+▁createspace	-28780
+▁eulophiella	-28781
+▁expresiones	-28782
+▁festschrift	-28783
+▁gerstenberg	-28784
+▁kionophyton	-28785
+▁kirschninck	-28786
+▁korpiklaani	-28787
+▁kristinsson	-28788
+▁kunstverlag	-28789
+▁landeskunde	-28790
+▁longibracte	-28791
+▁lutherstadt	-28792
+▁marijampolė	-28793
+▁nationalism	-28794
+▁oesterreich	-28795
+▁paranaensis	-28796
+▁photographs	-28797
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+▁rodriguezia	-28799
+▁scopulariae	-28800
+▁smalininkai	-28801
+▁subdivision	-28802
+▁universität	-28803
+▁österreichs	-28804
+▁šalčininkai	-28805
+▁архитектура	-28806
+▁архитектуры	-28807
+▁библиотексь	-28808
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+▁валкэакоски	-28811
+▁галактикась	-28812
+▁гвадалахара	-28813
+▁географічна	-28814
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+▁зэнфтэнбэрг	-28820
+▁информацион	-28821
+▁ковгярьксть	-28822
+▁конференції	-28823
+▁корхтафкссь	-28824
+▁краснояронь	-28825
+▁кудпирьфста	-28826
+▁куусанкоски	-28827
+▁къргапарьсь	-28828
+▁мешкудонкса	-28829
+▁мокшанского	-28830
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+▁озксвятиень	-28832
+▁окрестности	-28833
+▁оренбургонь	-28834
+▁оцязоравась	-28835
+▁педагогиень	-28836
+▁пялькссонза	-28837
+▁радвилишкис	-28838
+▁раманаускас	-28839
+▁республикан	-28840
+▁салазгярьге	-28841
+▁саранскяйса	-28842
+▁смалининкай	-28843
+▁стараховицэ	-28844
+▁стрельников	-28845
+▁темникавонь	-28846
+▁тяштьфксста	-28847
+▁философиянь	-28848
+▁швэнчёнелей	-28849
+▁ярославлонь	-28850
+▁івановський	-28851
+всероссийская	-28852
+краеведческие	-28853
+лекарственные	-28854
+▁brasiliensis	-28855
+▁civilization	-28856
+▁comunicación	-28857
+▁conservation	-28858
+▁distribution	-28859
+▁ecuadorensis	-28860
+▁erinnerungen	-28861
+▁grandiflorus	-28862
+▁landesverlag	-28863
+▁mathematical	-28864
+▁mittelalters	-28865
+▁nordenstreng	-28866
+▁pipistrellus	-28867
+▁steyermarkii	-28868
+▁stowarzyszen	-28869
+▁universiteto	-28870
+▁wielkopolski	-28871
+▁алцевартовск	-28872
+▁астрономиянь	-28873
+▁башкортостан	-28874
+▁валдэмарпилс	-28875
+▁ванондыхнень	-28876
+▁варшаломидзэ	-28877
+▁велеряйхнень	-28878
+▁владимировна	-28879
+▁владимирской	-28880
+▁гуманитарные	-28881
+▁давлеткулова	-28882
+▁дрогобицький	-28883
+▁коллективтне	-28884
+▁котельниково	-28885
+▁краснодаронь	-28886
+▁литературать	-28887
+▁масторлангть	-28888
+▁министерство	-28889
+▁национальных	-28890
+▁нэдэрланттса	-28891
+▁политическяй	-28892
+▁ретороманонь	-28893
+▁свердловская	-28894
+▁свердловской	-28895
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+▁калкнень	-32608
+▁калластэ	-32609
+▁калугань	-32610
+▁кальхция	-32611
+▁катовицэ	-32612
+▁келунять	-32613
+▁кемерово	-32614
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+▁кировонь	-32616
+▁київська	-32617
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+▁комбінат	-32619
+▁конферен	-32620
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+▁корхнида	-32622
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+▁эстокиге	-32723
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+▁ისტორიის	-32731
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+▁მეგობარი	-32733
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+▁bafoussam	-32757
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+▁białystok	-32759
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+▁cacaopera	-32762
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+▁challenge	-32764
+▁chinensis	-32765
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+▁collected	-32767
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+▁contreras	-32769
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+▁cremastra	-32771
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+▁cucullata	-32773
+▁discifera	-32774
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+▁działdowo	-32777
+▁esslingen	-32778
+▁explained	-32779
+▁flaccovio	-32780
+▁flurnamen	-32781
+▁františek	-32782
+▁funkiella	-32783
+▁geografia	-32784
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+▁hollywood	-32787
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+▁influence	-32791
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+▁islamabad	-32793
+▁judenburg	-32794
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+▁kauhajoen	-32797
+▁kauhajoki	-32798
+▁kirjeldus	-32799
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+▁kraenzlin	-32801
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+▁lehekülgi	-32803
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+▁lithuania	-32807
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+▁macrophyl	-32810
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+▁satakunta	-32830
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+▁schöningh	-32832
+▁siamensis	-32833
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+▁slovensku	-32836
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+▁stadtrund	-32838
+▁standleyi	-32839
+▁sulphurea	-32840
+▁thomensis	-32841
+▁tropicale	-32842
+▁veisiejai	-32843
+▁venezuela	-32844
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+▁viekšniai	-32846
+▁vollständ	-32847
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+▁альбомтне	-32853
+▁аминошапа	-32854
+▁андреевич	-32855
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+▁бакуриани	-32858
+▁белоусово	-32859
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+▁micranthum	-33018
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+▁стирьхнень	-33111
+▁сэсиашвили	-33112
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+▁татархнень	-33114
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+▁топодемати	-33118
+▁українсько	-33119
+▁ушмовятись	-33120
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+▁хабаровонь	-33122
+▁хариствала	-33123
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+▁чемпионтне	-33125
+▁чувашского	-33126
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+▁электрэнай	-33129
+▁элисашвили	-33130
+▁эрмопингоц	-33131
+▁ялгаксшинь	-33132
+▁ბაგრატიონი	-33133
+▁სახელმწიფო	-33134
+architecture	-33135
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+iatoimikunta	-33137
+политическяй	-33138
+снагришунина	-33139
+▁atmospheric	-33140
+▁bibliotheek	-33141
+▁bokförlaget	-33142
+▁brazzaville	-33143
+▁byudvikling	-33144
+▁caularthron	-33145
+▁chloraeinae	-33146
+▁circumflexa	-33147
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+▁endotrachys	-33151
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+▁fotografien	-33155
+▁gardneriana	-33156
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+▁identidades	-33158
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+▁katangensis	-33160
+▁kilimanjaro	-33161
+▁kombinacija	-33162
+▁kunstführer	-33163
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+▁leptoptilos	-33165
+▁malmströmer	-33166
+▁montpellier	-33167
+▁morgenstern	-33168
+▁moszumański	-33169
+▁mwakikagile	-33170
+▁nachrichten	-33171
+▁neustrelitz	-33172
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+▁paderborner	-33174
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+▁pomorskiego	-33176
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+▁slovenského	-33179
+▁slovenských	-33180
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+▁szamotułach	-33184
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+▁traditional	-33186
+▁unguiculata	-33187
+▁universitas	-33188
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+▁древностей	-39610
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+▁инголькиге	-39616
+▁институтса	-39617
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+▁масторбяль	-39643
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+▁монтэвидэо	-39648
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+▁штральзунд	-39720
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+▁элементонь	-39722
+▁этнологста	-39723
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+▁ётафневоль	-39725
+▁ётафтомста	-39726
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+▁історичної	-39728
+▁კალანდაძის	-39729
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+▁agriculture	-39737
+▁albuquerque	-39738
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+▁arhitektuur	-39744
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+▁beskrifning	-39750
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+▁bucaramanga	-39754
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+▁crassifolia	-39761
+▁cymbidiella	-39762
+▁darmstädter	-39763
+▁darstellung	-39764
+▁densiflorum	-39765
+▁description	-39766
+▁dicționarul	-39767
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+▁educational	-39769
+▁eigenverlag	-39770
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+▁ephemeriden	-39772
+▁falcifolium	-39773
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+▁ganusauskas	-39776
+▁goldschmidt	-39777
+▁gracillimum	-39778
+▁halconensis	-39779
+▁hembygdsför	-39780
+▁herzegovina	-39781
+▁hildebrandt	-39782
+▁imagination	-39783
+▁informática	-39784
+▁jacqueville	-39785
+▁julkaisusta	-39786
+▁kaišiadorių	-39787
+▁kalchthaler	-39788
+▁koninklijke	-39789
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+▁laboratoire	-39791
+▁landgericht	-39792
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+▁majanduslik	-39794
+▁manuscripts	-39795
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+▁mineralogie	-39798
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+▁monografija	-39801
+▁municipales	-39802
+▁nassauische	-39803
+▁olomouckých	-39804
+▁orbicularis	-39805
+▁pardubicích	-39806
+▁parviflorum	-39807
+▁pedunculata	-39808
+▁pfarrkirche	-39809
+▁phoenicians	-39810
+▁prefectures	-39811
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+▁pseudorchis	-39813
+▁publication	-39814
+▁pédologique	-39815
+▁radviliškis	-39816
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+▁rodigasiana	-39818
+▁sentralbyrå	-39819
+▁sieradzkich	-39820
+▁sigmaringen	-39821
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+▁städtisches	-39826
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+▁tlaquepaque	-39833
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+▁vereinigung	-39839
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+▁viljandimaa	-39841
+▁viridifusca	-39842
+▁westerstede	-39843
+▁województwa	-39844
+▁wojskowości	-39845
+▁włodzimierz	-39846
+▁épistolaire	-39847
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+▁āturpātākān	-39849
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+▁австралиянь	-39851
+▁автоно́мный	-39852
+▁автономиянь	-39853
+▁аделамдонза	-39854
+▁академкнига	-39855
+▁альвеолатне	-39856
+▁архитектуре	-39857
+▁арьсемаснон	-39858
+▁батьківщина	-39859
+▁бережанська	-39860
+▁богородскяй	-39861
+▁булгархнень	-39862
+▁валморанзон	-39863
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+▁евсевьевонь	-39877
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+▁ингушэтияса	-39879
+▁каванямбяль	-39880
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+▁калининград	-39882
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+▁картагенонь	-39884
+▁кафтакизонь	-39885
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+▁кемеровское	-39887
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+▁кизоньберьф	-39889
+▁ковгярькссь	-39890
+▁консерватор	-39891
+▁константинэ	-39892
+▁конференции	-39893
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+▁корхтафксне	-39895
+▁костромской	-39896
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+▁кошелевский	-39898
+▁краеведение	-39899
+▁кристозшиса	-39900
+▁культуролог	-39901
+▁кштишендсть	-39902
+▁ламанациянь	-39903
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+▁маладыхнень	-39907
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+▁массачусэтс	-39909
+▁материкнень	-39910
+▁маштомашинь	-39911
+▁мишендемань	-39912
+▁монголхнень	-39913
+▁міжнародної	-39914
+▁налхкоманза	-39915
+▁озондыхнень	-39916
+▁оксюморонць	-39917
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+▁оцязоравать	-39920
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+▁пакарьхнень	-39922
+▁перспективи	-39923
+▁перьфпяльсь	-39924
+▁предприятие	-39925
+▁путфтольхть	-39926
+▁радонежский	-39927
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+▁регионтнень	-39931
+▁репарациясь	-39932
+▁репрессиясь	-39933
+▁саратовской	-39934
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+▁факультетса	-39948
+▁факультетть	-39949
+▁херцеговина	-39950
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+▁чалатэнанго	-39953
+▁чернівецька	-39954
+▁чисельність	-39955
+▁численности	-39956
+▁численность	-39957
+▁чувашмастор	-39958
+▁шкаймаряйть	-39959
+▁экспансиясь	-39960
+▁электриконь	-39961
+▁эряйхнецрна	-39962
+▁эрямапингоц	-39963
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+▁ётафневихть	-39965
+▁გეოგრაფიული	-39966
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+▁angustilabia	-39971
+▁anniversaire	-39972
+▁antananarivo	-39973
+▁anthropoides	-39974
+▁antisemitism	-39975
+▁appreciation	-39976
+▁archivbilder	-39977
+▁atopoglossum	-39978
+▁atropurpurea	-39979
+▁austriacarum	-39980
+▁brandstätter	-39981
+▁bremerhavens	-39982
+▁campanulatum	-39983
+▁chytroglossa	-39984
+▁codonosiphon	-39985
+▁combinations	-39986
+▁constitución	-39987
+▁cryptarrhena	-39988
+▁dalessandroi	-39989
+▁demokratinis	-39990
+▁dolnośląskie	-39991
+▁dunsterville	-39992
+▁emancipation	-39993
+▁estimaciones	-39994
+▁goliathensis	-39995
+▁heimatverein	-39996
+▁illustration	-39997
+▁implications	-39998
+▁indianapolis	-39999
+▁inscriptions	-40000
+▁izdevniecība	-40001
+▁jahrhunderte	-40002
+▁kirjanduslik	-40003
+▁lionsklúbbur	-40004
+▁markkleeberg	-40005
+▁mesoamerican	-40006
+▁municipiului	-40007
+▁observations	-40008
+▁prisiminimai	-40009
+▁professional	-40010
+▁provinciarum	-40011
+▁purpurascens	-40012
+▁reiseknowhow	-40013
+▁rinascimento	-40014
+▁significance	-40015
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+▁spaziergänge	-40017
+▁spiranthinae	-40018
+▁stadtchronik	-40019
+▁territoriale	-40020
+▁tidaholmshus	-40021
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+▁umiejętności	-40023
+▁vollständige	-40024
+▁üniversitesi	-40025
+▁августковста	-40026
+▁аймаккучкать	-40027
+▁алгебраиконь	-40028
+▁археологиянь	-40029
+▁викилисьмать	-40030
+▁владимирская	-40031
+▁владимирский	-40032
+▁грабовецький	-40033
+▁грибаускайтэ	-40034
+▁демократиясь	-40035
+▁дойчмасторсь	-40036
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+▁зороастризма	-40038
+▁каванякшнезь	-40039
+▁казахстанонь	-40040
+▁костромского	-40041
+▁лафтупакарсь	-40042
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+▁лямбреширень	-40044
+▁мадьярмастор	-40045
+▁мамардашвили	-40046
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+▁миколаївщини	-40048
+▁народъетконь	-40049
+▁натуралистсь	-40050
+▁недерланттса	-40051
+▁ноябрьковста	-40052
+▁оренбургской	-40053
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+▁параллельнай	-40055
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+▁предметтнень	-40058
+▁председатель	-40059
+▁провинциятне	-40060
+▁пунктуациянь	-40061
+▁символизмась	-40062
+▁синтезаторсь	-40063
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+▁темниковскяй	-40066
+▁тонафневихть	-40067
+▁тонафтомваст	-40068
+▁удомельского	-40069
+▁университете	-40070
+▁хмельницький	-40071
+▁хмельницької	-40072
+▁хронологиясь	-40073
+▁чехмасторонь	-40074
+▁шивалгомшири	-40075
+▁шистямширеса	-40076
+▁явлениятнень	-40077
+▁ярхцамбяльсь	-40078
+▁ярхцамбяльти	-40079
+▁ярхцамбяльть	-40080
+nośredniowiecz	-40081
+нижневолжского	-40082
+▁anorganischen	-40083
+▁berezauskienė	-40084
+▁beschreibende	-40085
+▁christensonii	-40086
+▁collaboration	-40087
+▁dichromanthus	-40088
+▁fotografijose	-40089
+▁franziskanerk	-40090
+▁guatemalensis	-40091
+▁heimatfreunde	-40092
+▁kommunikation	-40093
+▁kulturreferat	-40094
+▁municipalidad	-40095
+▁ornithochilus	-40096
+▁philosophical	-40097
+▁pingbianensis	-40098
+▁põllumajandus	-40099
+▁siphonoglossa	-40100
+▁stadtrundgang	-40101
+▁statistisches	-40102
+▁taeniophyllum	-40103
+▁transnational	-40104
+▁tscheremissen	-40105
+▁understanding	-40106
+▁urbanistyczne	-40107
+▁vorgeschichte	-40108
+▁westfälisches	-40109
+▁wissenswertes	-40110
+▁азербайджанца	-40111
+▁азэрбайджанса	-40112
+▁анкетирование	-40113
+▁археологічних	-40114
+▁велеряйхненди	-40115
+▁волгоградское	-40116
+▁дніпродзержин	-40117
+▁иллюстраторсь	-40118
+▁инструментонь	-40119
+▁информационно	-40120
+▁историография	-40121
+▁кандидатуранц	-40122
+▁карьхциганонь	-40123
+▁маргвэлашвили	-40124
+▁материалхнень	-40125
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+▁нэдэрланттонь	-40128
+▁октябрьковста	-40129
+▁отечественнай	-40130
+▁отечественной	-40131
+▁пололикашвили	-40132
+▁респу́бликась	-40133
+▁секешфехервар	-40134
+▁строительство	-40135
+▁сюконякшнесть	-40136
+▁сядокизотнень	-40137
+▁температурась	-40138
+▁теннисисткась	-40139
+▁туркамасторса	-40140
+▁тяштеналхнень	-40141
+▁ушмовятихнень	-40142
+▁фольклористсь	-40143
+▁южноуральских	-40144
+▁სახელწოდებანი	-40145
+▁უნივერსიტეტის	-40146
+децентралізація	-40147
+▁arunachalensis	-40148
+▁constantinople	-40149
+▁correspondence	-40150
+▁flabelliformis	-40151
+▁landeszentrale	-40152
+▁landwirtschaft	-40153
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+▁bundesamt	-52540
+▁buruensis	-52541
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+▁cochleata	-52565
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+▁coelogyne	-52567
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+▁cotyledon	-52582
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+▁dentifera	-52592
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+▁dispargum	-52600
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+▁donaldson	-52605
+▁dordrecht	-52606
+▁dravograd	-52607
+▁državnega	-52608
+▁duseniana	-52609
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+▁economist	-52612
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+▁eibofolke	-52614
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+▁eleorchis	-52616
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+▁elongatum	-52618
+▁emeiensis	-52619
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+▁falconeri	-52639
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+▁filifolia	-52641
+▁finlayson	-52642
+▁firefight	-52643
+▁foldatsii	-52644
+▁forcipata	-52645
+▁forecasts	-52646
+▁forrestii	-52647
+▁forssasta	-52648
+▁fractions	-52649
+▁fragments	-52650
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+▁freiburgs	-52653
+▁freijeiro	-52654
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+▁garibaldi	-52660
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+▁gintautas	-52663
+▁gladysiae	-52664
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+▁grandvaux	-52667
+▁griffiths	-52668
+▁grüneberg	-52669
+▁guidebook	-52670
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+▁guillaume	-52672
+▁guillermo	-52673
+▁gyldendal	-52674
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+▁haderslev	-52676
+▁hallowell	-52677
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+▁harveyana	-52683
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+▁höchstadt	-52700
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+▁ilustrada	-52704
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+▁implement	-52707
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+▁karkkilan	-52727
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+▁killarney	-52736
+▁kincheloe	-52737
+▁kirjandus	-52738
+▁kissinger	-52739
+▁kiuruvesi	-52740
+▁klasicism	-52741
+▁kleeblatt	-52742
+▁klenovský	-52743
+▁knjižnica	-52744
+▁kollschen	-52745
+▁kopernika	-52746
+▁kotiseutu	-52747
+▁kołodziej	-52748
+▁kunnallis	-52749
+▁kunnskaps	-52750
+▁kunstsinn	-52751
+▁kyläkirja	-52752
+▁købstæder	-52753
+▁lamellata	-52754
+▁lancaster	-52755
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+▁lappaceum	-52758
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+▁leitfaden	-52760
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+▁leningrad	-52762
+▁lentvario	-52763
+▁leokadija	-52764
+▁levermore	-52765
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+▁lignereux	-52768
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+▁liverpool	-52770
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+▁luftkrieg	-52772
+▁mackinnon	-52773
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+▁miejskich	-52797
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+▁modernité	-52802
+▁molecules	-52803
+▁monograph	-52804
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+▁monticola	-52807
+▁montigena	-52808
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+▁mordvinen	-52810
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+▁musulmans	-52814
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+▁obermeyer	-52830
+▁odlingens	-52831
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+▁orchidees	-52835
+▁orchideis	-52836
+▁ortnamnen	-52837
+▁osterhaus	-52838
+▁ostrołęka	-52839
+▁oulaisten	-52840
+▁oxyglossa	-52841
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+▁panormium	-52843
+▁papageien	-52844
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+▁papillosa	-52846
+▁paradigme	-52847
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+▁pflanzenk	-52856
+▁phénomène	-52857
+▁plantagen	-52858
+▁plantarum	-52859
+▁polkläser	-52860
+▁populaire	-52861
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+▁riihimäen	-52889
+▁rimbachii	-52890
+▁rishikesh	-52891
+▁românilor	-52892
+▁rosariana	-52893
+▁rubiaceae	-52894
+▁rutkowski	-52895
+▁rybotycki	-52896
+▁régionale	-52897
+▁römerzeit	-52898
+▁rückblick	-52899
+▁salaspils	-52900
+▁salvation	-52901
+▁samverkan	-52902
+▁sanakirja	-52903
+▁sandomier	-52904
+▁santander	-52905
+▁saskatoon	-52906
+▁savinjsko	-52907
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+▁siedlungs	-52918
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+▁simonetta	-52920
+▁sixteenth	-52921
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+▁stadtteil	-52931
+▁stamperia	-52932
+▁stanhopea	-52933
+▁stavanger	-52934
+▁stephanie	-52935
+▁straminea	-52936
+▁strasburg	-52937
+▁stredovek	-52938
+▁striffler	-52939
+▁strontium	-52940
+▁sulendran	-52941
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+▁taillefer	-52952
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+▁townships	-52961
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+▁treatment	-52965
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+▁trondheim	-52968
+▁troubador	-52969
+▁turística	-52970
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+▁unicornis	-52973
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+▁untersuch	-52975
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+▁urceolata	-52979
+▁urophylla	-52980
+▁usneoides	-52981
+▁vaginatum	-52982
+▁vallecauc	-52983
+▁variation	-52984
+▁vaserului	-52985
+▁verdadera	-52986
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+▁viestintä	-52989
+▁visaginas	-52990
+▁viterbesi	-52991
+▁vlastimil	-52992
+▁vlastivěd	-52993
+▁vogelfang	-52994
+▁wallichii	-52995
+▁wassertal	-52996
+▁wegweiser	-52997
+▁weltstadt	-52998
+▁westmeath	-52999
+▁weswatini	-53000
+▁wisconsin	-53001
+▁worpswede	-53002
+▁wykopalis	-53003
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+▁yhtymisen	-53005
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+▁zarzyński	-53007
+▁zbožnosti	-53008
+▁zeittafel	-53009
+▁zgodovina	-53010
+▁zirconium	-53011
+▁évolution	-53012
+▁însemnări	-53013
+▁światowej	-53014
+▁žiemgalių	-53015
+▁καστοριαν	-53016
+▁κομοτηνήσ	-53017
+▁абдоминеа	-53018
+▁авинавась	-53019
+▁авинавати	-53020
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+▁алтайских	-53035
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+▁архивного	-53049
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+▁бэклардия	-53073
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+▁временных	-53107
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+▁вэнгожэво	-53110
+▁вэнэциянь	-53111
+▁вэрховына	-53112
+▁вятемовал	-53113
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+▁новодевич	-53305
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+▁amagiensis	-53597
+▁ambivalent	-53598
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+▁andreettae	-53602
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+▁antarctica	-53604
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+▁arhitektūr	-53608
+▁artikkelin	-53609
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+▁atmosphere	-53613
+▁auerhühner	-53614
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+▁celebensis	-53649
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+▁eisenbarth	-53685
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+▁феоктистонь	-54824
+▁фестивальса	-54825
+▁фестивальсь	-54826
+▁фигуратнень	-54827
+▁философиясь	-54828
+▁хабаровский	-54829
+▁хамэлофитон	-54830
+▁хейростилис	-54831
+▁хелонистеле	-54832
+▁хилоглоттис	-54833
+▁хитонантера	-54834
+▁хитонохилус	-54835
+▁хитроглосса	-54836
+▁хондрадения	-54837
+▁хондроринха	-54838
+▁хрисосикнис	-54839
+▁хрониохилус	-54840
+▁цератохилус	-54841
+▁цефалантера	-54842
+▁цимбидиелла	-54843
+▁циприпедиум	-54844
+▁циртоподиум	-54845
+▁циртостилис	-54846
+▁цисшвэйнфия	-54847
+▁челябинская	-54848
+▁черноземное	-54849
+▁чингисхансь	-54850
+▁шарьхкодемс	-54851
+▁швайцариять	-54852
+▁швейцарияса	-54853
+▁шкаймаряйсь	-54854
+▁эклектикась	-54855
+▁экономикаса	-54856
+▁элитрантера	-54857
+▁энтомофобия	-54858
+▁энхейридион	-54859
+▁эриксонелла	-54860
+▁эрямопингса	-54861
+▁эрямопингть	-54862
+▁эфиппиантус	-54863
+▁ярославской	-54864
+▁ярхцамбялсь	-54865
+▁ётафтольхть	-54866
+▁ётафтомасна	-54867
+▁ბარათაშვილი	-54868
+▁ექსპედიციის	-54869
+▁ლიტერატურის	-54870
+▁პარლამენტის	-54871
+baugeschichte	-54872
+collaborative	-54873
+environnement	-54874
+odontoglossum	-54875
+seinventering	-54876
+swissenschaft	-54877
+краеведческий	-54878
+кримськотатар	-54879
+постановление	-54880
+экономический	-54881
+▁aastapäevale	-54882
+▁aceratorchis	-54883
+▁altlandkreis	-54884
+▁angustissima	-54885
+▁antarktische	-54886
+▁anthropology	-54887
+▁anticolonial	-54888
+▁antifaschist	-54889
+▁antropologia	-54890
+▁applications	-54891
+▁arbeitskreis	-54892
+▁architektury	-54893
+▁arizajuliana	-54894
+▁associazione	-54895
+▁batemanniana	-54896
+▁bibliografic	-54897
+▁biogeography	-54898
+▁biographisch	-54899
+▁bracisepalum	-54900
+▁bundesverlag	-54901
+▁byhistoriske	-54902
+▁calceiformis	-54903
+▁cassythoides	-54904
+▁chojnickiego	-54905
+▁chondradenia	-54906
+▁christianity	-54907
+▁christiansen	-54908
+▁cinnabarinus	-54909
+▁commentaries	-54910
+▁commonwealth	-54911
+▁commémoratif	-54912
+▁conservatism	-54913
+▁construction	-54914
+▁cooperativas	-54915
+▁crassifolium	-54916
+▁delegaciones	-54917
+▁diplocentrum	-54918
+▁druckausgabe	-54919
+▁encyclopedic	-54920
+▁entdeckungen	-54921
+▁erythrorchis	-54922
+▁europäischer	-54923
+▁evolutionary	-54924
+▁experimental	-54925
+▁galeottiella	-54926
+▁gentianoides	-54927
+▁geopolitical	-54928
+▁germishuizen	-54929
+▁globuliferum	-54930
+▁glutiniferum	-54931
+▁goldenweiser	-54932
+▁goodyeroides	-54933
+▁greensfelder	-54934
+▁géographique	-54935
+▁haematochila	-54936
+▁hamburgensia	-54937
+▁hatschbachii	-54938
+▁heppenheimer	-54939
+▁herrenhusana	-54940
+▁hildesheimer	-54941
+▁impressionen	-54942
+▁informacijos	-54943
+▁interlingual	-54944
+▁kamerunensis	-54945
+▁kanonstøberi	-54946
+▁kavaliūnaitė	-54947
+▁kentuckiense	-54948
+▁kinabaluense	-54949
+▁kleinschmidt	-54950
+▁krajoznawczy	-54951
+▁kulturnämnds	-54952
+▁königreiches	-54953
+▁lebensbilder	-54954
+▁leptostachya	-54955
+▁linearifolia	-54956
+▁literarische	-54957
+▁localitățile	-54958
+▁ludwigshafen	-54959
+▁lukošiūnaitė	-54960
+▁macrostachya	-54961
+▁madagasikara	-54962
+▁magyarország	-54963
+▁maluśkiewicz	-54964
+▁mechatronics	-54965
+▁meilensteine	-54966
+▁mitteilungen	-54967
+▁municipality	-54968
+▁méthodologie	-54969
+▁nomenclature	-54970
+▁northwestern	-54971
+▁oberschützen	-54972
+▁oceanography	-54973
+▁odoratissima	-54974
+▁orchidologue	-54975
+▁organisation	-54976
+▁ornithologie	-54977
+▁ornithophora	-54978
+▁pachyphyllus	-54979
+▁paulauskienė	-54980
+▁pedicellatum	-54981
+▁perspektyvos	-54982
+▁pharmacology	-54983
+▁photographic	-54984
+▁phylogenetic	-54985
+▁platyrhachis	-54986
+▁porrorhachis	-54987
+▁postcolonial	-54988
+▁prehispánica	-54989
+▁preservation	-54990
+▁presidential	-54991
+▁proyecciones	-54992
+▁reishandboek	-54993
+▁rhomboglossa	-54994
+▁risorgimento	-54995
+▁rotundifolia	-54996
+▁sammelwerken	-54997
+▁saprophytica	-54998
+▁scheffknecht	-54999
+▁schwedensied	-55000
+▁scientifique	-55001
+▁stadtzentrum	-55002
+▁stanovništva	-55003
+▁statystyczny	-55004
+▁steindórsson	-55005
+▁städtebilder	-55006
+▁subpandurata	-55007
+▁superstition	-55008
+▁surinamensis	-55009
+▁urbanisation	-55010
+▁valkeakosken	-55011
+▁vanilloideae	-55012
+▁veratrifolia	-55013
+▁warszewiczii	-55014
+▁westerwälder	-55015
+▁wilsonianism	-55016
+▁wissenschaft	-55017
+▁αλευρόπουλοσ	-55018
+▁πανεπιστήμιο	-55019
+▁автомобилень	-55020
+▁азорондамать	-55021
+▁амфибрахийсь	-55022
+▁аристотелень	-55023
+▁аркеологиень	-55024
+▁археологиясь	-55025
+▁архітектурно	-55026
+▁арьсекшнесть	-55027
+▁аскохилопсис	-55028
+▁аськолдамтев	-55029
+▁атмосфератне	-55030
+▁атопоглоссум	-55031
+▁афганистанца	-55032
+▁белгородский	-55033
+▁белгородчины	-55034
+▁библиотекась	-55035
+▁борщаговский	-55036
+▁брасисепалум	-55037
+▁брахикоритис	-55038
+▁бульбофиллум	-55039
+▁ванфтоманкса	-55040
+▁викилисьмаса	-55041
+▁викилисьмась	-55042
+▁винниківщини	-55043
+▁вихователька	-55044
+▁воспоминания	-55045
+▁геральдикась	-55046
+▁гимнастикань	-55047
+▁глуховецький	-55048
+▁гочолэишвили	-55049
+▁дендрофилакс	-55050
+▁динклагээлла	-55051
+▁дипландорхис	-55052
+▁диплоцентрум	-55053
+▁дитиридантус	-55054
+▁дицеростилис	-55055
+▁дойчмастронь	-55056
+▁дроздовський	-55057
+▁дрэсслэрэлла	-55058
+▁ельниковская	-55059
+▁енциклопедії	-55060
+▁епархиальные	-55061
+▁журналистонь	-55062
+▁закарпатська	-55063
+▁интересонзон	-55064
+▁исследование	-55065
+▁историческим	-55066
+▁историческяй	-55067
+▁калиммантера	-55068
+▁калифорниясь	-55069
+▁канцеляризмы	-55070
+▁кельмековста	-55071
+▁кемгафтувоце	-55072
+▁кемокстафоль	-55073
+▁коелоглоссум	-55074
+▁коксинэорхис	-55075
+▁коллективиза	-55076
+▁компьютерной	-55077
+▁константинов	-55078
+▁континентонь	-55079
+▁кордиглоттис	-55080
+▁корунастилис	-55081
+▁корхнихненди	-55082
+▁корхтафксонь	-55083
+▁коституциянь	-55084
+▁котилолабиум	-55085
+▁кочкаматнень	-55086
+▁кочкурвелесь	-55087
+▁крганятненди	-55088
+▁кривошеевать	-55089
+▁криптостилис	-55090
+▁кроссоглосса	-55091
+▁кувандыкская	-55092
+▁кудазоравась	-55093
+▁кучкаперсонь	-55094
+▁латиноннеста	-55095
+▁лезгинскяйкс	-55096
+▁лексикологии	-55097
+▁лингвоанализ	-55098
+▁литератураса	-55099
+▁литературная	-55100
+▁ломаньтналсь	-55101
+▁лысьвенского	-55102
+▁лятфтаматнеь	-55103
+▁магдебурзьке	-55104
+▁мадагаскарса	-55105
+▁массачусэтса	-55106
+▁милиметрашка	-55107
+▁модернизмась	-55108
+▁монотеизмань	-55109
+▁морфологиясь	-55110
+▁муниципалонь	-55111
+▁мэгрэлишвили	-55112
+▁мэквабишвили	-55113
+▁мяштепакарсь	-55114
+▁наксадовихть	-55115
+▁народознавчі	-55116
+▁национальной	-55117
+▁национальный	-55118
+▁нацыянальная	-55119
+▁національної	-55120
+▁николаишвили	-55121
+▁объединенный	-55122
+▁паймошкодома	-55123
+▁парадизантус	-55124
+▁педагогикань	-55125
+▁педучилищаса	-55126
+▁перфпяльдень	-55127
+▁петербургски	-55128
+▁пиндолдыняса	-55129
+▁пиштемгалонь	-55130
+▁повседневном	-55131
+▁полафневихть	-55132
+▁политические	-55133
+▁православной	-55134
+▁практические	-55135
+▁префектурхне	-55136
+▁пяльксстонза	-55137
+▁пялькстомаса	-55138
+▁підтримувати	-55139
+▁региональных	-55140
+▁регионология	-55141
+▁реинкарнацие	-55142
+▁репресирован	-55143
+▁республикакс	-55144
+▁свойстваснон	-55145
+▁слобожанщина	-55146
+▁современного	-55147
+▁сравнительно	-55148
+▁сталинизмась	-55149
+▁становништво	-55150
+▁стрельникова	-55151
+▁стэллилабиум	-55152
+▁тарнамасьтне	-55153
+▁творчестванц	-55154
+▁театрасьуказ	-55155
+▁террористонь	-55156
+▁тиендемтнень	-55157
+▁тонафтыхнень	-55158
+▁туркменистан	-55159
+▁тутоннетнень	-55160
+▁тяштеналонди	-55161
+▁тяштьфкснень	-55162
+▁тёждяатлетсь	-55163
+▁украинасаоле	-55164
+▁участникнень	-55165
+▁факультетонь	-55166
+▁фкясьиванова	-55167
+▁харитоновонь	-55168
+▁хрисоглоссум	-55169
+▁центроглосса	-55170
+▁центростигма	-55171
+▁цирропеталум	-55172
+▁циртидиорхис	-55173
+▁чернігівщини	-55174
+▁чиабэрашвили	-55175
+▁шачендоматне	-55176
+▁шведмасторть	-55177
+▁шерстобитова	-55178
+▁шумбрашинкса	-55179
+▁эвондамаснон	-55180
+▁эйндамковонь	-55181
+▁энялькшнесть	-55182
+▁эряфоньберьф	-55183
+▁эсагришунина	-55184
+▁этнотопонимы	-55185
+▁этымалагічны	-55186
+▁юбилейпоэзия	-55187
+▁японмасторсь	-55188
+▁ёзмолдыхнень	-55189
+▁ბერძენიშვილი	-55190
+маснагришунина	-55191
+статистическое	-55192
+територіальний	-55193
+экономического	-55194
+▁aktualisierte	-55195
+▁amtshauptmann	-55196
+▁apuntamientos	-55197
+▁araştırmaları	-55198
+▁archeologický	-55199
+▁autobiography	-55200
+▁bolungarvíkur	-55201
+▁bombardierung	-55202
+▁borzyszkowski	-55203
+▁bundeskanzler	-55204
+▁centroamérica	-55205
+▁comprehensive	-55206
+▁conciliazione	-55207
+▁consolidation	-55208
+▁constituyente	-55209
+▁contemporaine	-55210
+▁contemporánea	-55211
+▁demonstration	-55212
+▁denkmalpflege	-55213
+▁determination	-55214
+▁dolichophylla	-55215
+▁décentralisée	-55216
+▁einwohnerbuch	-55217
+▁enlightenment	-55218
+▁erläuterungen	-55219
+▁fragmentation	-55220
+▁frederiksborg	-55221
+▁frederiksværk	-55222
+▁gebietsreform	-55223
+▁grammatologia	-55224
+▁greenwoodiana	-55225
+▁großherzogtum	-55226
+▁harpercollins	-55227
+▁heimatblätter	-55228
+▁hexenprozesse	-55229
+▁hildebrandtii	-55230
+▁independencia	-55231
+▁indispensable	-55232
+▁invertebrates	-55233
+▁itsenäisyyden	-55234
+▁keskkonnaamet	-55235
+▁konferencijos	-55236
+▁konversations	-55237
+▁landesarchivs	-55238
+▁lankesteriana	-55239
+▁laurinavičius	-55240
+▁leontoglossum	-55241
+▁linguistiques	-55242
+▁logainmneacha	-55243
+▁lubelszczyzny	-55244
+▁malmquistiana	-55245
+▁mariánskoláze	-55246
+▁metamorphosis	-55247
+▁metropolitano	-55248
+▁monograficzny	-55249
+▁mordvalaisten	-55250
+▁morphological	-55251
+▁omavalitsuste	-55252
+▁orchidologist	-55253
+▁orobanchoides	-55254
+▁ortsnamenbuch	-55255
+▁otavahelsinki	-55256
+▁paltanavičius	-55257
+▁parallelogram	-55258
+▁piirihallitus	-55259
+▁podochiloides	-55260
+▁precipitation	-55261
+▁psychological	-55262
+▁pugioniformis	-55263
+▁queenslandica	-55264
+▁recomposition	-55265
+▁residenzstadt	-55266
+▁rewitalizacji	-55267
+▁rhynchostylis	-55268
+▁rutherfordium	-55269
+▁scaphyglottis	-55270
+▁schlaglichter	-55271
+▁scientifiques	-55272
+▁sozialpolitik	-55273
+▁specification	-55274
+▁stadterhebung	-55275
+▁stadtjubiläum	-55276
+▁stargardzkiej	-55277
+▁stettinischen	-55278
+▁streiflichter	-55279
+▁studienverlag	-55280
+▁technologique	-55281
+▁universitatis	-55282
+▁universității	-55283
+▁unveränderter	-55284
+▁verlagsgruppe	-55285
+▁verschiedenen	-55286
+▁volkstrachten	-55287
+▁västerbottens	-55288
+▁zamboangensis	-55289
+▁zeitschriften	-55290
+▁zentralafrika	-55291
+▁überarbeitete	-55292
+▁średniowiecza	-55293
+▁średniowieczu	-55294
+▁азербайджанць	-55295
+▁азондоматнень	-55296
+▁альтенштайния	-55297
+▁аноклакшнесть	-55298
+▁антилланорхис	-55299
+▁анцистрохилус	-55300
+▁аркитектуронь	-55301
+▁архитектурная	-55302
+▁архитектурный	-55303
+▁аспирантуранц	-55304
+▁аспирантурать	-55305
+▁безбородовонь	-55306
+▁васетькшнесть	-55307
+▁ведьбарьхцида	-55308
+▁вельмофтемань	-55309
+▁винниківський	-55310
+▁володимирівна	-55311
+▁всероссийскяй	-55312
+▁гнетоннетнень	-55313
+▁дактилоринхус	-55314
+▁диктиофилария	-55315
+▁диплолабеллум	-55316
+▁диссертациянц	-55317
+▁дицератостеле	-55318
+▁доритэноппсис	-55319
+▁дрогобицького	-55320
+▁дунстэрвиллэа	-55321
+▁енцикльопедія	-55322
+▁издательствац	-55323
+▁иневедьгитькс	-55324
+▁исследованиях	-55325
+▁кавказфталонь	-55326
+▁калиптрохилум	-55327
+▁кальдердемать	-55328
+▁кемгафксувоце	-55329
+▁кизоняісторія	-55330
+▁клейсоцентрон	-55331
+▁князьмасторсь	-55332
+▁композиторхне	-55333
+▁кочкафтольхть	-55334
+▁кошардомвийкс	-55335
+▁краеведческое	-55336
+▁кранцмасторсь	-55337
+▁криптоцентрум	-55338
+▁кудазорхненди	-55339
+▁кучкаперсиень	-55340
+▁кэсальтэнанго	-55341
+▁лацоньполяков	-55342
+▁литературного	-55343
+▁мархтаполяков	-55344
+▁международной	-55345
+▁менельботмонь	-55346
+▁митропольский	-55347
+▁мяльполатксне	-55348
+▁наряжакшнесть	-55349
+▁нижегородский	-55350
+▁нижегородскяй	-55351
+▁нижнеломувонь	-55352
+▁новаторствась	-55353
+▁нумизматикась	-55354
+▁нэдэрлантнень	-55355
+▁октябрьковонь	-55356
+▁организаторсь	-55357
+▁оцязоргирдема	-55358
+▁палеонтологсь	-55359
+▁параллелограм	-55360
+▁пеетькшнемань	-55361
+▁петропавловск	-55362
+▁печатлакшнесь	-55363
+▁поліграфкнига	-55364
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