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+---
+language: kbp
+language_name: Kabiyè
+language_family: atlantic_gur
+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-atlantic_gur
+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: 4.466
+  - name: best_isotropy
+    type: isotropy
+    value: 0.8100
+  - name: vocabulary_size
+    type: vocab
+    value: 0
+generated: 2026-01-10
+---
+
+# Kabiyè - Wikilangs Models
+## Comprehensive Research Report & Full Ablation Study
+
+This repository contains NLP models trained and evaluated by Wikilangs, specifically on **Kabiyè** 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** | 3.774x | 3.78 | 0.1841% | 414,495 |
+| **16k** | 4.034x | 4.04 | 0.1968% | 387,731 |
+| **32k** | 4.245x | 4.25 | 0.2071% | 368,493 |
+| **64k** | 4.466x 🏆 | 4.47 | 0.2179% | 350,205 |
+
+### Tokenization Examples
+
+Below are sample sentences tokenized with each vocabulary size:
+
+**Sample 1:** `Kimeɣa wiye kɛ kɩyakʋ kagbanzɩ ñɩŋa kpɩtaʋ taa. Kɩkɛ Sarakawaɣ wiye ɛsɩntaa nɛ M...`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁ki me ɣa ▁wiye ▁kɛ ▁kɩyakʋ ▁kagbanzɩ ▁ñɩŋa ▁kpɩtaʋ ▁taa ... (+15 more)` | 25 |
+| 16k | `▁kimeɣa ▁wiye ▁kɛ ▁kɩyakʋ ▁kagbanzɩ ▁ñɩŋa ▁kpɩtaʋ ▁taa . ▁kɩkɛ ... (+11 more)` | 21 |
+| 32k | `▁kimeɣa ▁wiye ▁kɛ ▁kɩyakʋ ▁kagbanzɩ ▁ñɩŋa ▁kpɩtaʋ ▁taa . ▁kɩkɛ ... (+11 more)` | 21 |
+| 64k | `▁kimeɣa ▁wiye ▁kɛ ▁kɩyakʋ ▁kagbanzɩ ▁ñɩŋa ▁kpɩtaʋ ▁taa . ▁kɩkɛ ... (+11 more)` | 21 |
+
+**Sample 2:** `Aloma fenaɣ kɛ fenaɣ hiu ñɩŋa pɩnaɣ taa. Kɛwɛ Salaŋ fenaɣ ɛsɩntaa nɛ Kamɩŋ fenaɣ...`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁aloma ▁fenaɣ ▁kɛ ▁fenaɣ ▁hiu ▁ñɩŋa ▁pɩnaɣ ▁taa . ▁kɛwɛ ... (+20 more)` | 30 |
+| 16k | `▁aloma ▁fenaɣ ▁kɛ ▁fenaɣ ▁hiu ▁ñɩŋa ▁pɩnaɣ ▁taa . ▁kɛwɛ ... (+19 more)` | 29 |
+| 32k | `▁aloma ▁fenaɣ ▁kɛ ▁fenaɣ ▁hiu ▁ñɩŋa ▁pɩnaɣ ▁taa . ▁kɛwɛ ... (+18 more)` | 28 |
+| 64k | `▁aloma ▁fenaɣ ▁kɛ ▁fenaɣ ▁hiu ▁ñɩŋa ▁pɩnaɣ ▁taa . ▁kɛwɛ ... (+18 more)` | 28 |
+
+**Sample 3:** `Kpɛlɩ kpɛlɩkɩtʋ kɛ kedeŋa lɛɣtʋ ndʋ tɩñɩnɩɣ se tɩtɩlɩ mbʋ pɩkɛ tɛtɛɛ ñɩm nɛ ɛzɩm...`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁kpɛlɩ ▁kpɛlɩ kɩ tʋ ▁kɛ ▁kedeŋa ▁lɛɣtʋ ▁ndʋ ▁tɩ ñɩ ... (+19 more)` | 29 |
+| 16k | `▁kpɛlɩ ▁kpɛlɩkɩtʋ ▁kɛ ▁kedeŋa ▁lɛɣtʋ ▁ndʋ ▁tɩ ñɩnɩɣ ▁se ▁tɩ ... (+16 more)` | 26 |
+| 32k | `▁kpɛlɩ ▁kpɛlɩkɩtʋ ▁kɛ ▁kedeŋa ▁lɛɣtʋ ▁ndʋ ▁tɩñɩnɩɣ ▁se ▁tɩ tɩlɩ ... (+15 more)` | 25 |
+| 64k | `▁kpɛlɩ ▁kpɛlɩkɩtʋ ▁kɛ ▁kedeŋa ▁lɛɣtʋ ▁ndʋ ▁tɩñɩnɩɣ ▁se ▁tɩtɩlɩ ▁mbʋ ... (+14 more)` | 24 |
+
+
+### Key Findings
+
+- **Best Compression:** 64k achieves 4.466x compression
+- **Lowest UNK Rate:** 8k with 0.1841% 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 | 4,663 | 12.19 | 12,056 | 19.7% | 51.7% |
+| **2-gram** | Subword | 264 🏆 | 8.05 | 2,105 | 67.2% | 99.4% |
+| **3-gram** | Word | 7,434 | 12.86 | 14,539 | 12.1% | 42.0% |
+| **3-gram** | Subword | 1,733 | 10.76 | 15,395 | 31.4% | 76.5% |
+| **4-gram** | Word | 10,847 | 13.40 | 20,789 | 13.1% | 35.7% |
+| **4-gram** | Subword | 7,524 | 12.88 | 63,955 | 16.9% | 48.7% |
+| **5-gram** | Word | 5,747 | 12.49 | 12,317 | 19.5% | 45.4% |
+| **5-gram** | Subword | 21,059 | 14.36 | 129,546 | 10.9% | 33.2% |
+
+### Top 5 N-grams by Size
+
+**2-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `taa lɛ` | 2,665 |
+| 2 | `ɛjaɖɛ taa` | 1,955 |
+| 3 | `taa nɛ` | 1,862 |
+| 4 | `payaɣ se` | 1,402 |
+| 5 | `ndɩ ndɩ` | 1,291 |
+
+**3-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `ɛjaɖɛ ɖɩnɛ ɖɩ` | 472 |
+| 2 | `mbʊ pʊyɔɔ yɔ` | 344 |
+| 3 | `nɖɩ ɖɩ taa` | 308 |
+| 4 | `ŋga ka taa` | 292 |
+| 5 | `ndʊ tɩ taa` | 286 |
+
+**4-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `ɛjaɖɛ ɖɩnɛ ɖɩ taa` | 259 |
+| 2 | `ɛjaɖɛ nɖɩ ɖɩ taa` | 156 |
+| 3 | `pɩnaɣ ŋga ka taa` | 144 |
+| 4 | `ɖɩnɛ ɖɩ taa lɛ` | 139 |
+| 5 | `ŋga ka taa kɛ` | 135 |
+
+**5-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `ɛjaɖɛ ɖɩnɛ ɖɩ taa lɛ` | 137 |
+| 2 | `pɩnaɣ ŋga ka taa kɛ` | 118 |
+| 3 | `fenaɣ ɖomaɣ fenaɣ agoza fenaɣ` | 117 |
+| 4 | `lakɩŋ fenaɣ ɖomaɣ fenaɣ agoza` | 117 |
+| 5 | `fenaɣ kamɩŋ fenaɣ saŋayɩŋ fenaɣ` | 116 |
+
+**2-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `a _` | 83,584 |
+| 2 | `ɛ _` | 81,574 |
+| 3 | `_ p` | 59,307 |
+| 4 | `a a` | 55,348 |
+| 5 | `_ k` | 55,328 |
+
+**3-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `a a _` | 36,136 |
+| 2 | `n ɛ _` | 30,041 |
+| 3 | `_ n ɛ` | 27,234 |
+| 4 | `t a a` | 25,484 |
+| 5 | `_ t a` | 23,580 |
+
+**4-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `_ n ɛ _` | 26,590 |
+| 2 | `_ t a a` | 19,890 |
+| 3 | `t a a _` | 18,248 |
+| 4 | `n a ɣ _` | 9,933 |
+| 5 | `_ s e _` | 9,465 |
+
+**5-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `_ t a a _` | 14,437 |
+| 2 | `_ n ɛ _ p` | 7,151 |
+| 3 | `a _ n ɛ _` | 5,925 |
+| 4 | `ɛ j a ɖ ɛ` | 5,595 |
+| 5 | `ɩ n a ɣ _` | 5,587 |
+
+
+### Key Findings
+
+- **Best Perplexity:** 2-gram (subword) with 264
+- **Entropy Trend:** Decreases with larger n-grams (more predictable)
+- **Coverage:** Top-1000 patterns cover ~33% 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 | 0.7357 | 1.665 | 5.08 | 43,639 | 26.4% |
+| **1** | Subword | 1.1604 | 2.235 | 8.95 | 577 | 0.0% |
+| **2** | Word | 0.2778 | 1.212 | 1.70 | 221,221 | 72.2% |
+| **2** | Subword | 1.0063 | 2.009 | 5.82 | 5,164 | 0.0% |
+| **3** | Word | 0.0968 | 1.069 | 1.17 | 374,524 | 90.3% |
+| **3** | Subword | 0.8237 | 1.770 | 3.76 | 30,035 | 17.6% |
+| **4** | Word | 0.0352 🏆 | 1.025 | 1.05 | 437,756 | 96.5% |
+| **4** | Subword | 0.5901 | 1.505 | 2.44 | 112,917 | 41.0% |
+
+### Generated Text Samples (Word-based)
+
+Below are text samples generated from each word-based Markov chain model:
+
+**Context Size 1:**
+
+1. `nɛ powoki pruksɛɛlɩ tɛtʊ taa ana pɩlɩna pʊtʊ nɔyʊ cɔlɔ mbʊ papazɩ tʋ nɔɔyʋ eekeŋna ɩ`
+2. `taa sɩnɩma tʊma sakɩyɛ sakɩyɛ ayaba wɛɛ ana yɔ takayaɣ kiɖeɖeɣa taa yɔ pɩ tɛ paɣtʋ`
+3. `yɔ kɛ tomisi tɛtʊ ciidiɣna lɩm wɛɛ nɛ ɛ taabalʊ caacibeɣa taa ɛyʋ ɛlaba pɩnzɩ naadozo`
+
+**Context Size 2:**
+
+1. `taa lɛ apple lɛɣtʋ kɩfatʋ yaa sɔnɔ mba nabɛyɩ kɔyɔ hɩlaɣ nɛ sakɩyɛ taa category lɛɣtʋ`
+2. `ɛjaɖɛ taa pɛlɔ ɖoɖoo agatha christie nɛ jules verne pɛɖɛna ɩ sibérie narym tɛtʊ taa théodule ribot`
+3. `taa nɛ sonarwa tɛtʋ taa ajɛya 42 taa tɛtʊ cikpetʊ natʊyʊ nɛ etazuunii ɛjaɖɛ ɖɩnɛ ɖɩ halanzɩ`
+
+**Context Size 3:**
+
+1. `ɛjaɖɛ ɖɩnɛ ɖɩ ɛjaɖɛ nɛ ajɛɛ lɛɛna kpeekpe pasɩna ɖama kamasɩ piresiili ɛjaɖɛ kɛwɛ yomiye taa nɛ awɛɛ`
+2. `mbʊ pʊyɔɔ yɔ kɩhaɣa ɖoŋ ɖɩkpaɣ ɛzɩ pɩnaɣ alɩwaatʊ antoine césar becquerel suzuu mbʊ karɩbɔnɩ kaakɛ k...`
+3. `nɖɩ ɖɩ taa palʋla ɖajaa sɔsɔ miguel de cervantes saavedra ɛnɛ ɛ hɩɖɛ kʋyɩ siŋŋ pɩlɩɩna ɛmaɣzɩm takay...`
+
+**Context Size 4:**
+
+1. `ɛjaɖɛ ɖɩnɛ ɖɩ taa lɛ paana ɛyaa ɛzɩ miliyɔɔnaa 6 931 071 yɔ nɛ yee pakalɩʊ ɛyaa kɛ kilomɛtanaa`
+2. `ɛjaɖɛ nɖɩ ɖɩ taa pɩzɩɣ nɛ pɛlɛdɩɣ ɖama taa tadɩyɛ nɔmɔʊ taa pʊ tʊʊ tobi taa se ɖama hɛkɩŋ`
+3. `pɩnaɣ ŋga ka taa ɖɔɖɔ lɛ cpp ŋgbɛyɛ paɣzɩ nesi ɖʋʋ nɛ ɖɩpaɣzɩ maʋ paɣtʋ kɩfatʋ paɖʋ paɣtʋ ndʋ`
+
+
+### Generated Text Samples (Subword-based)
+
+Below are text samples generated from each subword-based Markov chain model:
+
+**Context Size 1:**
+
+1. `_pa_nɛ_ltɩ_mbe_k`
+2. `aaabisɔ_tʊ._peŋ_`
+3. `ɛ_pakalɩ-hadɔɔ_t`
+
+**Context Size 2:**
+
+1. `a_yɔ_yɔ_pena_wɛ_v`
+2. `ɛ_fekpeetiidiyele`
+3. `_patepaa_sɩ_apɩna`
+
+**Context Size 3:**
+
+1. `aa_tɩ-yɔɔ_kɛ_ɛwɛ_n`
+2. `nɛ_pɩtalɩnaa_sii_ɛ`
+3. `_nɛ_pɔyɔ._tɛtʋ_way`
+
+**Context Size 4:**
+
+1. `_nɛ_wɩsɩ_(célering_`
+2. `_taa._londre_sukuli`
+3. `taa_tɛtʋ_wandamm_ka`
+
+
+### Key Findings
+
+- **Best Predictability:** Context-4 (word) with 96.5% predictability
+- **Branching Factor:** Decreases with context size (more deterministic)
+- **Memory Trade-off:** Larger contexts require more storage (112,917 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 | 17,479 |
+| Total Tokens | 477,906 |
+| Mean Frequency | 27.34 |
+| Median Frequency | 4 |
+| Frequency Std Dev | 345.24 |
+
+### Most Common Words
+
+| Rank | Word | Frequency |
+|------|------|-----------|
+| 1 | nɛ | 26,735 |
+| 2 | taa | 23,518 |
+| 3 | yɔ | 15,303 |
+| 4 | se | 9,792 |
+| 5 | lɛ | 8,015 |
+| 6 | kɛ | 6,975 |
+| 7 | ɛjaɖɛ | 5,550 |
+| 8 | yɔɔ | 5,505 |
+| 9 | pɩnaɣ | 5,287 |
+| 10 | ɛ | 4,794 |
+
+### Least Common Words (from vocabulary)
+
+| Rank | Word | Frequency |
+|------|------|-----------|
+| 1 | admira | 2 |
+| 2 | mário | 2 |
+| 3 | fernandes | 2 |
+| 4 | graça | 2 |
+| 5 | housna | 2 |
+| 6 | corte | 2 |
+| 7 | suprema | 2 |
+| 8 | cassazione | 2 |
+| 9 | kpɛkpɛ | 2 |
+| 10 | feltrinelli | 2 |
+
+### Zipf's Law Analysis
+
+| Metric | Value |
+|--------|-------|
+| Zipf Coefficient | 1.1819 |
+| R² (Goodness of Fit) | 0.995226 |
+| Adherence Quality | **excellent** |
+
+### Coverage Analysis
+
+| Top N Words | Coverage |
+|-------------|----------|
+| Top 100 | 49.3% |
+| Top 1,000 | 77.9% |
+| Top 5,000 | 91.8% |
+| Top 10,000 | 96.6% |
+
+### Key Findings
+
+- **Zipf Compliance:** R²=0.9952 indicates excellent adherence to Zipf's law
+- **High Frequency Dominance:** Top 100 words cover 49.3% of corpus
+- **Long Tail:** 7,479 words needed for remaining 3.4% 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 | 0.8100 🏆 | 0.3163 | N/A | N/A |
+| **mono_64d** | 64 | 0.4344 | 0.2959 | N/A | N/A |
+| **mono_128d** | 128 | 0.0748 | 0.2853 | N/A | N/A |
+| **aligned_32d** | 32 | 0.8100 | 0.3232 | 0.0260 | 0.1360 |
+| **aligned_64d** | 64 | 0.4344 | 0.2914 | 0.0180 | 0.1780 |
+| **aligned_128d** | 128 | 0.0748 | 0.2971 | 0.0500 | 0.2020 |
+
+### Key Findings
+
+- **Best Isotropy:** mono_32d with 0.8100 (more uniform distribution)
+- **Semantic Density:** Average pairwise similarity of 0.3015. Lower values indicate better semantic separation.
+- **Alignment Quality:** Aligned models achieve up to 5.0% 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 | **0.371** | 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 |
+|--------|----------|
+| `-k` | kɩwɩlaɣ, kpoŋgbolo, kʊɖʊʊ |
+| `-p` | pɩɖɔma, pɩnsɩ, pahɩʊ |
+| `-pa` | pahɩʊ, patʊlɩɣ, paayɔda |
+| `-s` | sʊzʊʊ, sklodowska, super |
+| `-a` | apama, agbaa, ajɛɛ |
+| `-t` | tuurkii, tobiyasi, toofɛŋna |
+| `-m` | margrethe, malɩtɩ, mabɩyaa |
+| `-ka` | kalʊbɩna, kata, kan̄azɩɣ |
+
+#### Productive Suffixes
+| Suffix | Examples |
+|--------|----------|
+| `-a` | halʊpɩɣa, pɩɖɔma, apama |
+| `-ɩ` | pɩnsɩ, pɔritigalɩ, arabɩ |
+| `-i` | tuurkii, ruusi, gueorgui |
+| `-e` | margrethe, pɩerre, fefere |
+| `-na` | kalʊbɩna, pɩtʊʊzɩna, toofɛŋna |
+| `-aa` | agbaa, pɩpaɣlaa, kpaaa |
+| `-ʊ` | sʊzʊʊ, pahɩʊ, pɛkpɛlɛkʊ |
+| `-ɣ` | kɩwɩlaɣ, ɛmaɣmaɣ, kodudaɣ |
+
+### 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 |
+|------|----------|------------------|----------|
+| `pɛnd` | 1.80x | 67 contexts | kpɛndʊ, kpɛndʋ, kpɛndɩ |
+| `kpɛn` | 1.78x | 58 contexts | kpɛndʊ, kpɛndʋ, kpɛnaʋ |
+| `yɔɔd` | 1.70x | 66 contexts | yɔɔdʊ, yɔɔda, yɔɔdɩ |
+| `maɣz` | 1.61x | 46 contexts | maɣzʊ, maɣzm, maɣzɩ |
+| `ɛlɛk` | 1.97x | 21 contexts | kpɛlɛkʋ, kpɛlɛkʊ, kpɛlɛkɩ |
+| `ɩlɩn` | 1.76x | 26 contexts | ɩlɩna, pɩlɩnɛ, wɩlɩna |
+| `aɣzɩ` | 1.38x | 57 contexts | maɣzɩ, paɣzɩ, ñaɣzɩɣ |
+| `kpɛl` | 1.88x | 18 contexts | kpɛlɛ, kpɛlɩ, kpɛlɛkʋ |
+| `mɩyɛ` | 1.87x | 16 contexts | kamɩyɛ, nɩmɩyɛ, camɩyɛ |
+| `ɩŋga` | 1.48x | 26 contexts | ñɩŋga, tɩŋga, cɩŋga |
+| `kuli` | 1.66x | 17 contexts | kulii, ŋkuli, ekuli |
+| `ɩnaɣ` | 1.62x | 17 contexts | mɩnaɣ, kɩnaɣ, tɩnaɣ |
+
+### 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 |
+|--------|--------|-----------|----------|
+| `-p` | `-a` | 226 words | pɩta, pɩkɛdʊna |
+| `-k` | `-a` | 174 words | katamsɩna, kʊya |
+| `-p` | `-na` | 149 words | pɩkɛdʊna, pɩtɛkɛna |
+| `-p` | `-ɣ` | 118 words | pɔlɔwaɣ, pamaɣwaɣ |
+| `-k` | `-ɣ` | 107 words | keɖeyaɣ, kakɩlɩɣ |
+| `-k` | `-ʊ` | 101 words | kɩɖalʊʊ, kpɛʊ |
+| `-p` | `-ɩ` | 95 words | pasɩŋgɩ, pɩtatɩɩ |
+| `-k` | `-ɩ` | 90 words | kanɩɩ, kadanzɩ |
+| `-a` | `-a` | 61 words | anasayɩnaa, aŋgolaa |
+| `-p` | `-ʊ` | 60 words | papɩsʊʊ, pamaɣzʊ |
+
+### 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 |
+|------|-----------------|------------|------|
+| naakomnaa | **`naakom-na-a`** | 7.5 | `na` |
+| kɩnatɩnaa | **`kɩ-na-tɩnaa`** | 7.5 | `tɩnaa` |
+| afrikansi | **`afrika-n-si`** | 7.5 | `n` |
+| fideyonaa | **`fideyo-na-a`** | 7.5 | `na` |
+| raadiyoonaa | **`raadiyoo-na-a`** | 7.5 | `na` |
+| miiliyarɩ | **`miiliy-a-rɩ`** | 7.5 | `a` |
+| kondolokonaa | **`kondoloko-na-a`** | 7.5 | `na` |
+| fɔɔfɔɔnaa | **`fɔɔfɔɔ-na-a`** | 7.5 | `na` |
+| lanhɛzɩyɛ | **`la-n-hɛzɩyɛ`** | 7.5 | `hɛzɩyɛ` |
+| kɩkpɛndasɩ | **`kɩkpɛnd-a-sɩ`** | 7.5 | `a` |
+| ɖamasɩnaʋ | **`ɖamasɩ-na-ʋ`** | 7.5 | `na` |
+| kɛgbɛdasɩ | **`kɛgbɛd-a-sɩ`** | 7.5 | `a` |
+| pakʋyʋʋna | **`pa-kʋyʋʋ-na`** | 6.0 | `kʋyʋʋ` |
+| wilhelmine | **`wilhelm-i-ne`** | 6.0 | `wilhelm` |
+| pefezuuna | **`pe-fezuu-na`** | 6.0 | `fezuu` |
+
+### 6.6 Linguistic Interpretation
+
+> **Automated Insight:**
+The language Kabiyè 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 (4.47x) |
+| N-gram | **2-gram** | Lowest perplexity (264) |
+| Markov | **Context-4** | Highest predictability (96.5%) |
+| 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 07:22:53*
diff --git a/kbp_morph_tokenizer.json b/kbp_morph_tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..a38e3d881a923e2560db84e580eec982daf665ae
--- /dev/null
+++ b/kbp_morph_tokenizer.json
@@ -0,0 +1,50109 @@
+{
+  "language": "kbp",
+  "prefixes": {
+    "k": 5801.2,
+    "p": 5337.8,
+    "pa": 4355.7,
+    "s": 3708.2,
+    "a": 3696.7,
+    "t": 3623.9,
+    "m": 2827.1,
+    "ka": 2751.7,
+    "kɩ": 2724.1,
+    "ɛ": 2698.1,
+    "pɩ": 2573.5,
+    "n": 2469.5,
+    "l": 2403.1,
+    "c": 2110.7,
+    "ma": 2025.9,
+    "h": 2024.4,
+    "ɖ": 1612.7,
+    "ɖɩ": 1559.3,
+    "kp": 1363.0,
+    "e": 1347.3,
+    "b": 1293.6,
+    "ta": 1237.2,
+    "f": 1198.5,
+    "tɩ": 1152.9,
+    "w": 1039.3,
+    "na": 986.1,
+    "sa": 913.2,
+    "pe": 911.7,
+    "d": 868.9,
+    "ca": 821.6,
+    "pɔ": 821.1,
+    "sɩ": 800.5,
+    "ñ": 796.0,
+    "r": 758.4,
+    "g": 742.1,
+    "ki": 736.3,
+    "y": 716.6,
+    "po": 716.5,
+    "si": 714.5,
+    "pɛ": 704.5,
+    "ha": 685.8,
+    "la": 675.6,
+    "pi": 657.7,
+    "ko": 654.2,
+    "ke": 584.6,
+    "al": 583.5,
+    "kɛ": 550.1,
+    "ɛt": 529.8,
+    "mo": 490.8,
+    "kʊ": 481.3
+  },
+  "suffixes": {
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+    "ɩ": 5838.2,
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+    "ʊ": 3093.2,
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+    "m": 1927.9,
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+    "ʋ": 1859.2,
+    "n": 1723.2,
+    "s": 1411.3,
+    "aɣ": 1396.8,
+    "ii": 1366.1,
+    "u": 1331.8,
+    "ŋ": 1224.2,
+    "ʊʊ": 1213.8,
+    "o": 1192.6,
+    "sɩ": 1171.1,
+    "yɛ": 1116.7,
+    "ɩɣ": 905.8,
+    "lɩ": 877.6,
+    "nɩ": 821.2,
+    "ɔm": 795.2,
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+    "zɩ": 734.3,
+    "ne": 650.5,
+    "re": 610.4,
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+    "si": 588.6,
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+    "er": 407.9,
+    "li": 391.0,
+    "kɩ": 387.3,
+    "ni": 376.7,
+    "ye": 376.7,
+    "ya": 358.2
+  },
+  "ngram_scores": {
+    "a": 83584,
+    "ɛ": 81574,
+    "p": 59307,
+    "aa": 55348,
+    "k": 55328,
+    "t": 51654,
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+    "s": 28635,
+    "y": 28224,
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+    "pa": 27454,
+    ".": 26969,
+    "yɔ": 26458,
+    "taa": 25484,
+    "e": 25420,
+    "l": 23092,
+    "ɔ": 22679,
+    "pɩ": 22323,
+    ",": 22112,
+    "ya": 20504,
+    "ɖ": 20182,
+    "lɩ": 19545,
+    "ɩn": 19497,
+    "al": 18979,
+    "lɛ": 17684,
+    "kɩ": 17450,
+    "ʋ": 17254,
+    "ma": 17079,
+    "m": 16618,
+    "la": 16487,
+    "kɛ": 16420,
+    "w": 16075,
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+    "ŋ": 15124,
+    "sɩ": 14703,
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+    "ɩy": 14055,
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+    "yɛ": 13326,
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+    "nd": 12921,
+    "ak": 12919,
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+    "ɛp": 12592,
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+    "ɩna": 12137,
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+    "se": 11238,
+    "h": 11176,
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+    "ɛɛ": 9352,
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+    "pɩn": 7501,
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+    "pe": 7440,
+    "nɛp": 7419,
+    "f": 7340,
+    "iy": 7259,
+    "ñ": 6989,
+    ".p": 6942,
+    "ɛ,": 6884,
+    "pɛ": 6862,
+    "ye": 6841,
+    "as": 6786,
+    "ɩɣ": 6754,
+    "aɖɛ": 6732,
+    "yʊ": 6692,
+    "alɩ": 6662,
+    "si": 6564,
+    "sa": 6493,
+    "ca": 6488,
+    "ɔ.": 6484,
+    "a.": 6449,
+    "ee": 6296,
+    "mɩ": 6276,
+    "tʋ": 6210,
+    "ha": 6164,
+    "naa": 6126,
+    "ɔm": 6020,
+    "anɛ": 6008,
+    "ʊn": 5983,
+    "ki": 5925,
+    "dɩ": 5916,
+    "aya": 5867,
+    "ii": 5850,
+    "yɩ": 5831,
+    "ɩk": 5813,
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+▁laŋhɩzɩyɛ	-18980
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+▁september	-27181
+▁septembre	-27182
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+▁sisitɛɛmɩ	-27186
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+▁ŋzʊlʊmɩyɛ	-27229
+▁ɔgɔlɩmɩyɛ	-27230
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+▁ɛcɔŋgaɣna	-27237
+▁ɛgagaɖɩyɛ	-27238
+▁ɛgbaadɩyɛ	-27239
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+▁lilienthal	-27351
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+▁marilandii	-27357
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+▁miiliyaaɖɩ	-27361
+▁miliyɔŋnaa	-27362
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+▁moslemtɔwo	-27368
+▁moutawakel	-27369
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+▁nazɩyʋfɛyɩ	-27373
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+▁naŋgbaŋgʊʊ	-27375
+▁ndɔncɔlɩyɛ	-27376
+▁ndɔnjɔɔlaa	-27377
+▁ndɛŋkpɛzaɣ	-27378
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+▁n̄akpacayɩ	-27381
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+▁pamaazɩɣna	-27385
+▁panacamɩyɛ	-27386
+▁pasalɩtɩkɩ	-27387
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+▁pireetaañɩ	-27393
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+▁piteleɖida	-27396
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+▁prukisɛɛkɩ	-27406
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+▁pɔritigalɩ	-27408
+▁pɔrɩtiigɛɛ	-27409
+▁pɔɔrɩtigɛɛ	-27410
+▁pɛkpɛlɛkaɣ	-27411
+▁pɛkpɛlɛkɩɣ	-27412
+▁pɩkpɛndʋna	-27413
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+▁rutherfort	-27420
+▁sacrɛmɩnʊʊ	-27421
+▁sakrɩmɩndʊ	-27422
+▁sakrɩmɩnɩʊ	-27423
+▁salɩkɔzɛnɩ	-27424
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+▁saransware	-27427
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+▁sɩʊkpelasɩ	-27433
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+▁sɩʋkpelasɩ	-27435
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+▁tabakʊʊyaɣ	-27437
+▁tanemarɩkɩ	-27438
+▁tanɩmarɩkɩ	-27439
+▁tasimaanii	-27440
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+▁tennessine	-27442
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+▁télévision	-27444
+▁tɛɛkpagbaŋ	-27445
+▁tɩyɔɔdɩɣna	-27446
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+▁watermelon	-27448
+▁watzenrode	-27449
+▁whitefield	-27450
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+▁wilmington	-27452
+▁wɔlframɩtɩ	-27453
+▁wɩsɩɖʋɖʋyɛ	-27454
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+▁ɔkɩzizɛɛnɩ	-27456
+▁ɖɩkpɛlɛkʊʊ	-27457
+▁ɛkpɛlɛkɩna	-27458
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+▁ɛsɩpan̄ɔlɩ	-27460
+▁ɛŋglɛtɛɖɩɩ	-27461
+▁ɩtɛrɩbɩyɔm	-27462
+▁ʊnʊnʊnɩyɔm	-27463
+azɛrbayɩjanɩ	-27464
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+pɩrazaaviili	-27469
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+▁abalaajonaa	-27471
+▁aluminiyɔmɩ	-27472
+▁anasaayɩwaa	-27473
+▁antarkitiki	-27474
+▁arɩzantiini	-27475
+▁britaanikɩɩ	-27476
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+▁dardanelles	-27479
+▁development	-27480
+▁feltrinelli	-27481
+▁fenaɣkɩyakʋ	-27482
+▁fenezuwelaa	-27483
+▁filozɔfʊwaa	-27484
+▁franciscain	-27485
+▁gbakwunyere	-27486
+▁gerstenberg	-27487
+▁gravitation	-27488
+▁hydraulique	-27489
+▁ingemarsson	-27490
+▁interahamwe	-27491
+▁iɖaadiyonaa	-27492
+▁kadɔlɩnɩyɔm	-27493
+▁kaliforinii	-27494
+▁kalifɔɖɩnii	-27495
+▁kan̄ɩmbusuu	-27496
+▁karɩtiyewaa	-27497
+▁kazakistanɩ	-27498
+▁kañɩnbʊsasɩ	-27499
+▁kilogramnaa	-27500
+▁kilomɛtawaa	-27501
+▁kopɛnɩhaagɩ	-27502
+▁kotoŋkolosi	-27503
+▁kpemtɔɔyasɩ	-27504
+▁krɩstianism	-27505
+▁kɩtɩlɩsɩnaɣ	-27506
+▁laŋhʋlʋmɩyɛ	-27507
+▁maamaacinaa	-27508
+▁maatɔkɔyɩsɩ	-27509
+▁mathematica	-27510
+▁mezopotamii	-27511
+▁mililitinaa	-27512
+▁miliyaɖinaa	-27513
+▁miliyaɖɩnaa	-27514
+▁monasitɛɛrɩ	-27515
+▁mukankubito	-27516
+▁naataŋkpala	-27517
+▁naŋgbatɔndʊ	-27518
+▁nedɛrɩlandɩ	-27519
+▁nelahozeves	-27520
+▁nitrogenium	-27521
+▁observatory	-27522
+▁ouagadougou	-27523
+▁ouzbékistan	-27524
+▁palɛsɩtiini	-27525
+▁pasitisinaa	-27526
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+▁pennsylvani	-27528
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+▁petekpesida	-27530
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+▁piyeelorusi	-27532
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+▁pɩcakpalama	-27535
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+▁siilisiyɔɔm	-27541
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+▁tchaïkovski	-27546
+▁teklebirhan	-27547
+▁tɛkɩnɩsɩyɔm	-27548
+▁universelle	-27549
+▁uwasɩkaranɩ	-27550
+▁valjouffrey	-27551
+▁woolsthorpe	-27552
+▁wuluwuluwaa	-27553
+▁xexemenunya	-27554
+▁zʊlɩmɩyɛtaa	-27555
+▁ɔrɩdɩnatɛrɩ	-27556
+▁ɛkɩtaaɖɩnaa	-27557
+▁ɛsɔdaalɔɔɖa	-27558
+▁ɛsɩyɛegbena	-27559
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+ekʊwatoriyalɩ	-27561
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+▁abderrahmane	-27564
+▁afganistanii	-27565
+▁alexandrovna	-27566
+▁anthropology	-27567
+▁architecture	-27568
+▁azɛrbayɩjanɩ	-27569
+▁baccalauréat	-27570
+▁chinualumogu	-27571
+▁delafontaine	-27572
+▁dictionarium	-27573
+▁djougachvili	-27574
+▁dramatiiɖizi	-27575
+▁headquarters	-27576
+▁hohenstaufen	-27577
+▁installation	-27578
+▁kpankurumwaa	-27579
+▁kpɛŋgbɛzɛmʊʊ	-27580
+▁kuwarɩtɩsɩsɩ	-27581
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+▁masacusɛtɩsɩ	-27583
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+▁miliyaarɩwaa	-27585
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+▁piritaaniiki	-27587
+▁pɩtɛkpɛndɩna	-27588
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+▁tajiikisitaŋ	-27593
+▁tiyɔkɩsizɛnɩ	-27594
+▁électromagné	-27595
+▁ɖamakɩɩnɩnaʋ	-27596
+▁ɛkɩzisitaɣsɩ	-27597
+▁ʊnʊnkandɩyɔm	-27598
+▁ʊnʊnɔkɩtɩyɔm	-27599
+administration	-27600
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+▁afganisitanii	-27602
+▁antananariivo	-27603
+▁cɔjɔkɛkpɛyɩsɩ	-27604
+▁fuyandetodosi	-27605
+▁kotidiivuwarɩ	-27606
+▁kpakpalikiyaɣ	-27607
+▁krɩstiyaniism	-27608
+▁kumulonimbusi	-27609
+▁luwiiziyaaana	-27610
+▁lɩvɛrɩmɔrɩyɔm	-27611
+▁petɛrɩsɩbuuri	-27612
+▁pɛnsilivaanii	-27613
+▁pɛɛrɩbɛɛrɩwaa	-27614
+▁pɩjakpalɩmɩyɛ	-27615
+▁reyikzaavikii	-27616
+▁stanleyivilli	-27617
+▁turkmenistanɩ	-27618
+▁universitaire	-27619
+▁azerbaijantɔwo	-27620
+▁donaueschingen	-27621
+▁interdiocésain	-27622
+▁kotidiivʊwaari	-27623
+▁kpalaacɩnjɩnzɩ	-27624
+▁rɔwɛntɩgɛnɩyɔm	-27625
+▁sɛɛpetersbuuri	-27626
+▁sɛɛpetɛrsbuuri	-27627
+▁turkimenistanɩ	-27628
+▁cekɔsiloovaakii	-27629
+▁prɔtɔakɩtɩnɩyɔm	-27630
+▁ɖamanɩnaʋcɔɔlʋʋ	-27631
+▁ɛjaɖɛnɛɖɩyɔɔñɩm	-27632
+csw	-27633
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+ktọ	-27637
+kwọ	-27638
+mgm	-27639
+twg	-27640
+ucp	-27641
+vāc	-27642
+yûn	-27643
+ôgê	-27644
+īsā	-27645
+̀ná	-27646
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+ερα	-27649
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+▁ụm	-27659
+▁ụt	-27660
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+fʊʊʊ	-27675
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+hoŋŋ	-27678
+hreï	-27679
+huwâ	-27680
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+ijma	-27683
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+kakɛ	-27686
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+liln	-27692
+lpɔʋ	-27693
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+nɑaʊ	-27698
+nɩ́m	-27699
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+rmaz	-27708
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+ugbɔ	-27717
+ukuŋ	-27718
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+ɔñii	-27724
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+̀mtʋ	-27726
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+ερπε	-27728
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+πρόσ	-27734
+▁bbc	-27735
+▁blü	-27736
+▁cbd	-27737
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+▁ibm	-27739
+▁küh	-27740
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+▁zɔr	-27748
+▁álc	-27749
+▁ƒoƒ	-27750
+▁ɛdz	-27751
+▁ɛŋɛ	-27752
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+▁̀nɛ	-27754
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+▁ịha	-27759
+▁ọzọ	-27760
+▁ụda	-27761
+▁ụmụ	-27762
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+assom	-27764
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+gelfu	-27806
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+▁pakistan	-18795
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+▁kɩlɛɛzʊ	-25591
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+▁kɩn̄ɩnʋ	-25602
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+▁rainbow	-25974
+▁redding	-25975
+▁romance	-25976
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+nɛmɔyɔɔdʋʋ	-26871
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+yɔridaanii	-26880
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+▁anansaayɩ	-26897
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+▁antartiki	-26899
+▁antocyane	-26900
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+▁astrakhan	-26904
+▁astronome	-26905
+▁asɛsɛɛnaa	-26906
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+▁augustine	-26908
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+▁fɛndɛlɛɛɛ	-26963
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+▁kaɣlɛyɩtʊ	-27000
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+▁kɩkpaɖɩtʊ	-27028
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+▁kɩkpɛɛdɩm	-27031
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+▁kɩkɩndɩyɛ	-27033
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+▁kɩsɛcɛzʊʊ	-27038
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+▁kʊlʊmɖɩyɛ	-27042
+▁kʊyʊnɖɩyɛ	-27043
+▁kʊñɔntɩtʊ	-27044
+▁kʊñɔntʊtʊ	-27045
+▁kʊɖʊmɖiyɛ	-27046
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+▁pɔɔrɩtigɛɛ	-27410
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+▁tɛɛkpagbaŋ	-27445
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+▁baccalauréat	-27570
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+nok	-42700
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+▁bɛƴɛ	-42711
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+graphè	-42721
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+▁kipiyaa	-42762
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+▁wolfram	-42766
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+▁ɖisusuu	-42768
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+▁kɩlɩzasɩ	-42773
+▁kɩɖɛzasɩ	-42774
+▁melifera	-42775
+▁mʊtʊzazɩ	-42776
+▁neyiskii	-42777
+▁phalaina	-42778
+▁ɛ̀yɔɔdʋʋ	-42779
+▁ɩdrɔzɛnɩ	-42780
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+▁ɩtaatalɩ	-42782
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+akpadayɩtʊ	-42788
+akpadayɩtʋ	-42789
+akpadɩyɩtʋ	-42790
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+noy	-42800
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+gash	-42802
+kish	-42803
+noan	-42804
+orno	-42805
+oush	-42806
+rnoy	-42807
+▁mno	-42808
+▁oit	-42809
+▁spä	-42810
+▁src	-42811
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+harmview	-42858
+tchespaa	-42859
+tchinson	-42860
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+▁pʊcɔzʊʊ	-53772
+▁takayɩs	-53773
+▁gueladzé	-53774
+▁itaaalii	-53775
+▁kathleen	-53776
+▁kurukshe	-53777
+▁mankɩlaa	-53778
+▁n̄ɛkɛdɩɣ	-53779
+▁pɩsɩɩona	-53780
+▁sɩlɩɣzɩɣ	-53781
+▁sɩŋgaɣna	-53782
+▁wasiŋtoŋ	-53783
+▁kiiloonaa	-53784
+▁michaëlle	-53785
+▁pusiroodi	-53786
+▁retriever	-53787
+▁sambhavam	-53788
+▁ñañɩnɩɣna	-53789
+▁ñaɖaŋɩɣna	-53790
+▁ñaɖaɣnlɩʊ	-53791
+▁ñohuuzuni	-53792
+▁ñoposinaa	-53793
+▁ñɔcɔŋnana	-53794
+▁ñɔkɔyɩnaʋ	-53795
+▁ñɛkpɛlɛkɩ	-53796
+▁ñɛlɛɛzɩna	-53797
+▁ñɩŋgaanzɩ	-53798
+▁ñɩŋgbanzɩ	-53799
+pʊɣ	-53800
+kapʊ	-53801
+kurt	-53802
+pʊwɛ	-53803
+pʊya	-53804
+▁apʊ	-53805
+▁dag	-53806
+▁fah	-53807
+▁leg	-53808
+▁lev	-53809
+aɖama	-53810
+esɛtɩ	-53811
+hɛzaɣ	-53812
+istee	-53813
+julie	-53814
+kelly	-53815
+ltiki	-53816
+pʊdʊʊ	-53817
+talɩʋ	-53818
+ɖaana	-53819
+▁fahd	-53820
+▁kʋya	-53821
+▁levi	-53822
+▁pɔɔm	-53823
+▁wick	-53824
+▁ɛlɔɔ	-53825
+▁ɛɛhɛ	-53826
+daniel	-53827
+kʊkʊyɩ	-53828
+natalɩ	-53829
+▁calaa	-53830
+▁kiɖeɣ	-53831
+▁kotɛŋ	-53832
+▁leɖaa	-53833
+▁papee	-53834
+▁riina	-53835
+▁siɖaa	-53836
+▁tɩnɩɣ	-53837
+▁wolof	-53838
+▁ɖaɖaa	-53839
+▁ɛkazɩ	-53840
+▁ɛɛpʊɣ	-53841
+diensis	-53842
+tantalɩ	-53843
+▁kanton	-53844
+▁kiɖeɣe	-53845
+▁kotɛŋɩ	-53846
+▁manzʊʊ	-53847
+▁pohuya	-53848
+▁poyowa	-53849
+▁pɛwɛkʋ	-53850
+▁tɛtɛtɛ	-53851
+▁ñalɩwa	-53852
+▁ɖɔmɩyʊ	-53853
+▁ɖɩn̄ɔʋ	-53854
+esɛtɩwaa	-53855
+kʊkʊyɩmɩ	-53856
+manistee	-53857
+▁chelsea	-53858
+▁kelemaa	-53859
+▁kitehiu	-53860
+▁kɛpʊdʊʊ	-53861
+▁kɩkazaa	-53862
+▁kɩɩlɩna	-53863
+▁orabank	-53864
+▁pɛlɛzɩʊ	-53865
+▁pɩsɔsʋʋ	-53866
+▁rolling	-53867
+▁sɛltiki	-53868
+▁sɩnɩsmɩ	-53869
+▁ɖɩɖaana	-53870
+biografia	-53871
+bodiensis	-53872
+▁kaahɛzaɣ	-53873
+▁lusignan	-53874
+▁sisuwazi	-53875
+▁anacousie	-53876
+▁pataalakɩ	-53877
+▁tɩnɩɣzɩna	-53878
+▁ñʋʋzɩkɩyɛ	-53879
+▁ölpastell	-53880
+▁ŋgbaŋñɔka	-53881
+▁ŋgbɛyɛɖʋʋ	-53882
+▁ŋtaakpeɖe	-53883
+▁ɔsitiɖali	-53884
+▁ɔsɩmɩyʊrɩ	-53885
+▁ɖakʋtanaa	-53886
+▁ɖamanɩnaʊ	-53887
+▁ɖamatiiti	-53888
+▁ɖikpeeluu	-53889
+▁ɖikpeɣluu	-53890
+▁ɖipilimuu	-53891
+▁ɖitiyuuna	-53892
+▁ɖooopɩnaɣ	-53893
+▁ɖɔcɔzɔnaa	-53894
+▁ɖɔvcamɩyɛ	-53895
+▁ɖɩcɔŋgana	-53896
+▁ɖɩgbɛdɩyɛ	-53897
+▁ɖɩkpacɛyɩ	-53898
+▁ɖɩkpɛdɩyɛ	-53899
+edo	-53900
+uly	-53901
+baum	-53902
+zado	-53903
+▁tad	-53904
+▁vim	-53905
+▁ɩcɔ	-53906
+▁ɩla	-53907
+▁ɩsɔ	-53908
+▁ɩta	-53909
+▁ɩtɛ	-53910
+bylle	-53911
+kinaŋ	-53912
+lewis	-53913
+samtʊ	-53914
+▁amdo	-53915
+▁read	-53916
+▁tiwa	-53917
+▁wɛyɩ	-53918
+▁yung	-53919
+▁ɩpaɣ	-53920
+▁ɩtɩŋ	-53921
+aleyaɣ	-53922
+anguly	-53923
+▁ances	-53924
+▁bussy	-53925
+▁kiraa	-53926
+▁kʊsɔɔ	-53927
+▁mazur	-53928
+▁panat	-53929
+▁panay	-53930
+▁tɔrɩɩ	-53931
+▁ɛ́wɛɛ	-53932
+▁ɩcɔzʋ	-53933
+▁ʊnʊyɔ	-53934
+banguly	-53935
+pɩtɩyɔm	-53936
+teriyom	-53937
+▁gayint	-53938
+▁hɔlʊda	-53939
+▁kehiya	-53940
+▁kifema	-53941
+▁kɛzɛya	-53942
+▁kɩsɩkʊ	-53943
+▁lɩmdaa	-53944
+▁mɛzado	-53945
+▁pamatʊ	-53946
+▁potina	-53947
+▁pɔtɔla	-53948
+▁pɛlɔpa	-53949
+▁pɩɖʊzɩ	-53950
+▁sɩtɔyɩ	-53951
+▁tadaka	-53952
+▁wazɩyʊ	-53953
+▁wiliyu	-53954
+▁ɖikota	-53955
+▁ɖʊsɩna	-53956
+▁ɛtaŋna	-53957
+▁ɛɛtalɩ	-53958
+▁ɩsɔkaɣ	-53959
+ɛsɔmɩnʊʊ	-53960
+▁eveewaa	-53961
+▁ewonayɩ	-53962
+▁jamaïki	-53963
+▁kʊsɔɔlʊ	-53964
+▁mauriel	-53965
+▁mazurka	-53966
+▁nalubaa	-53967
+▁panawaa	-53968
+▁panazaɣ	-53969
+▁platner	-53970
+▁sibylle	-53971
+▁tɩwɩlaɣ	-53972
+▁ɛtɔpɔzɩ	-53973
+▁ɩkɩlɩna	-53974
+▁ɩpaɣlaa	-53975
+▁ɩtɛcɛyɩ	-53976
+▁ancestor	-53977
+▁appauvri	-53978
+▁kikpeluu	-53979
+▁kiraandɩ	-53980
+▁kɩñɔɔzʊʊ	-53981
+▁pan̄aɣna	-53982
+▁pɩsɩŋgaa	-53983
+▁ɩtalɩɣna	-53984
+maquillage	-53985
+wisiɖɩlɩyɛ	-53986
+▁akontanaa	-53987
+▁deteriyom	-53988
+▁kaɖaŋgʊna	-53989
+▁kpankuɖum	-53990
+▁kɩtɛkɛdɩŋ	-53991
+▁nalubaale	-53992
+▁pɛlɔpatri	-53993
+▁qayiwayɩŋ	-53994
+▁sayɩnɩsmɩ	-53995
+▁ɖɩkpɛkɩyɛ	-53996
+▁ɖɩkpɛndɩɣ	-53997
+▁ɖɩkpɛndʊʊ	-53998
+▁ɖɩlɩmazaɣ	-53999
+bɛŋ	-54000
+kao	-54001
+ulf	-54002
+bɛɖɛ	-54003
+gulf	-54004
+haum	-54005
+zebe	-54006
+▁dit	-54007
+▁ebɛ	-54008
+▁lig	-54009
+▁lut	-54010
+▁ndc	-54011
+▁yog	-54012
+▁ñna	-54013
+▁ñɛʊ	-54014
+▁ŋfe	-54015
+oonii	-54016
+symbo	-54017
+sʊʊtʊ	-54018
+undaa	-54019
+ñɛwɛɛ	-54020
+▁fate	-54021
+▁libu	-54022
+▁lide	-54023
+▁lire	-54024
+▁lisa	-54025
+▁ludo	-54026
+▁luna	-54027
+▁lusa	-54028
+▁mɛkɛ	-54029
+▁niel	-54030
+▁tetʋ	-54031
+▁tɛɛm	-54032
+▁ñɛna	-54033
+▁ñɛyʊ	-54034
+hauméa	-54035
+rɩsbɛŋ	-54036
+tɩzɩyɛ	-54037
+▁ebɛnɩ	-54038
+▁hoŋga	-54039
+▁kɔrkɩ	-54040
+▁lizaɣ	-54041
+▁luzuu	-54042
+▁paetz	-54043
+▁tɛɛrɩ	-54044
+▁ŋfeza	-54045
+symbole	-54046
+sɔɔjatʊ	-54047
+▁anglia	-54048
+▁cɔlɩya	-54049
+▁fariya	-54050
+▁kagera	-54051
+▁ligdan	-54052
+▁lunang	-54053
+▁maakao	-54054
+▁pirand	-54055
+▁pɩcɩyʊ	-54056
+▁sichem	-54057
+▁sɩgbaɣ	-54058
+▁tɛɛlɩm	-54059
+▁yogini	-54060
+▁ŋtaala	-54061
+▁ɖifɛyɩ	-54062
+▁ɖɩɖɔkʋ	-54063
+▁ɛsɔsɛʋ	-54064
+▁alassio	-54065
+▁brɩsbɛŋ	-54066
+▁kaʋkaɣʋ	-54067
+▁kkakɛna	-54068
+▁laatiki	-54069
+▁nʊmbɛɖɛ	-54070
+▁pagbaɣa	-54071
+▁bagayogo	-54072
+▁husitɔnɩ	-54073
+▁lunangwa	-54074
+▁position	-54075
+▁ɛsɩundaa	-54076
+compagnies	-54077
+nsdaleyiti	-54078
+tellurique	-54079
+▁anasayɩna	-54080
+▁contagium	-54081
+▁mandarini	-54082
+▁warmiński	-54083
+▁ɖɩlɩyɛtaa	-54084
+▁ɖɩlɩɣzʊna	-54085
+▁ɖɩmaɣzɩna	-54086
+▁ɖɩmɛɛsɩyɛ	-54087
+▁ɖɩnɩɣzɩna	-54088
+▁ɖɩnɩɩzɩna	-54089
+▁ɖɩn̄andɩɣ	-54090
+▁ɖɩn̄ɩnɩyɛ	-54091
+▁ɖɩtaabɩta	-54092
+▁ɖɩtacaɣna	-54093
+▁ɖɩtapɩtaa	-54094
+▁ɖɩtɩlɩɣna	-54095
+▁ɖɩwalɑnzɩ	-54096
+▁ɖɩxalanzɩ	-54097
+▁ɖɩyɔɔdʋna	-54098
+▁ɖɩzɩwaana	-54099
+▁yé	-54100
+bita	-54101
+biɣa	-54102
+lʋlʋ	-54103
+wind	-54104
+▁deb	-54105
+bɛyaa	-54106
+fieux	-54107
+kaadi	-54108
+▁deal	-54109
+▁deɖe	-54110
+▁dies	-54111
+▁fula	-54112
+▁gada	-54113
+▁kibi	-54114
+▁mʊlʊ	-54115
+▁nɛʊʊ	-54116
+▁sʋyɩ	-54117
+▁tach	-54118
+chwind	-54119
+lʋlʋkʋ	-54120
+rkaadi	-54121
+▁etuli	-54122
+▁kaaɖɛ	-54123
+▁maamɩ	-54124
+▁nɛlɩm	-54125
+▁payaɩ	-54126
+▁titar	-54127
+▁ñatɩɩ	-54128
+▁ɛñɔzɩ	-54129
+koowiya	-54130
+ɖɩtɔbʊʊ	-54131
+▁eyɔɔdɩ	-54132
+▁haliki	-54133
+▁hasasɩ	-54134
+▁hɛkʊkʊ	-54135
+▁kanɖaʊ	-54136
+▁katala	-54137
+▁kañatʋ	-54138
+▁kiɖedɛ	-54139
+▁kiɖetɛ	-54140
+▁kiɖeɣa	-54141
+▁koolaŋ	-54142
+▁köchel	-54143
+▁lɛɛsɩɣ	-54144
+▁mʊlʊim	-54145
+▁paloma	-54146
+▁payayɛ	-54147
+▁payaʊʊ	-54148
+▁paɣkpa	-54149
+▁pɔtɔŋʊ	-54150
+▁pɩsɩnɛ	-54151
+▁yékina	-54152
+▁yɔlɩɩɩ	-54153
+▁ɖihayʊ	-54154
+▁ɛyɔkaa	-54155
+sibilium	-54156
+▁atakɩlɩ	-54157
+▁ekɔrɩsɩ	-54158
+▁karazim	-54159
+▁kekeŋaɣ	-54160
+▁lɩmasaɣ	-54161
+▁nabɛyaa	-54162
+▁postnik	-54163
+▁pɔsɔlɩm	-54164
+▁qualité	-54165
+▁titaren	-54166
+▁ɔrkaadi	-54167
+▁ɛɛtaakɔ	-54168
+▁delfieux	-54169
+▁halibiɣa	-54170
+▁kɩmanatʋ	-54171
+▁lahavani	-54172
+▁marathii	-54173
+▁paapɩzɩʊ	-54174
+▁romanice	-54175
+▁sargasse	-54176
+▁shikōtei	-54177
+▁tiposuna	-54178
+▁yeemɛɛnɩ	-54179
+▁ñɔyɔɔdʋʋ	-54180
+▁geschwind	-54181
+▁iakolevna	-54182
+▁kususustu	-54183
+▁pikiletaa	-54184
+▁titarenko	-54185
+▁ɖɩñaŋgasɩ	-54186
+▁ɖɩñɩlɩsɩɣ	-54187
+▁ɖɩñɩlɩɣzɩ	-54188
+▁ɖɩɩleeyuu	-54189
+▁ɖɩɩwɛɛkʊʊ	-54190
+▁ɖʋpɩɩsɩna	-54191
+▁ɛcalɩsɩna	-54192
+▁ɛcɔŋkaɣna	-54193
+▁ɛdzsɩbɩda	-54194
+▁ɛgbaadɩna	-54195
+▁ɛgbaatɩna	-54196
+▁ɛgbadɩnaa	-54197
+▁ɛgbaɣtɩyɛ	-54198
+▁ɛjaɖɛɖɩnɛ	-54199
+hur	-54200
+krɩ	-54201
+sɩʋ	-54202
+πασ	-54203
+▁kz	-54204
+azii	-54205
+bere	-54206
+bʋlɛ	-54207
+cler	-54208
+even	-54209
+nzii	-54210
+saur	-54211
+uncy	-54212
+▁arn	-54213
+▁naj	-54214
+clerk	-54215
+dezii	-54216
+huroo	-54217
+leece	-54218
+liŋgʊ	-54219
+saɣtʊ	-54220
+▁cɩyɩ	-54221
+▁cɩyʊ	-54222
+▁hiuy	-54223
+▁wɛyɛ	-54224
+▁ɛndɔ	-54225
+ancées	-54226
+laŋiyɛ	-54227
+nziiti	-54228
+saurus	-54229
+zobere	-54230
+▁aakrɩ	-54231
+▁balkh	-54232
+▁benuu	-54233
+▁cɩnzɩ	-54234
+▁flick	-54235
+▁jōmon	-54236
+▁kaabʋ	-54237
+▁knows	-54238
+▁kpaaʊ	-54239
+▁kpabʋ	-54240
+▁kpama	-54241
+▁lupus	-54242
+▁pɩtɛʊ	-54243
+▁pʊwaɩ	-54244
+▁siipɩ	-54245
+▁sɩɖʊʊ	-54246
+▁tɛzɩy	-54247
+▁tʊwaa	-54248
+▁wɛndu	-54249
+▁ɛzʋtʋ	-54250
+▁cɩlɩna	-54251
+▁fleece	-54252
+▁flickr	-54253
+▁hoeven	-54254
+▁lɔŋdaa	-54255
+▁zargûn	-54256
+monaarɩs	-54257
+▁antonia	-54258
+▁benuuwe	-54259
+▁chauncy	-54260
+▁entente	-54261
+▁isbelle	-54262
+▁kifeziŋ	-54263
+▁kpaɣkpa	-54264
+▁krikɛtɩ	-54265
+▁kɛdɛzʊʊ	-54266
+▁naabʋlɛ	-54267
+▁ovidius	-54268
+▁padasɩm	-54269
+▁pɛkpɛna	-54270
+▁rodezii	-54271
+▁suprême	-54272
+▁tuhuroo	-54273
+▁tʊwaarɛ	-54274
+▁yɛlɩɩna	-54275
+▁ɛsɩpɩna	-54276
+▁ɛzʋtʋyʋ	-54277
+▁ɛɛlʊlʊʊ	-54278
+▁ɛɛsaɣtʊ	-54279
+caucasian	-54280
+▁antiochi	-54281
+▁apaɣzɩna	-54282
+▁fiancées	-54283
+▁guzobere	-54284
+▁kaabʋwaɣ	-54285
+▁kewiyaaɣ	-54286
+▁kusuzaɣa	-54287
+▁kɩkpɛnaɣ	-54288
+▁metaliki	-54289
+▁retombée	-54290
+▁rinziiti	-54291
+▁tʊwaarɛg	-54292
+▁ɛtɩŋɩɣna	-54293
+monaarɩsii	-54294
+▁kɩkalɩtʊʊ	-54295
+▁najeeriya	-54296
+▁pɔcɔŋnanɩ	-54297
+▁pɩɩwɛɛkʊʊ	-54298
+▁taŋkanika	-54299
+ayqu	-54300
+lada	-54301
+mʊkɩ	-54302
+mʊlʊ	-54303
+mʊsɩ	-54304
+▁jia	-54305
+▁pic	-54306
+▁pɛc	-54307
+dʊyʊʊ	-54308
+nikaɣ	-54309
+tʋkaɣ	-54310
+▁cimʊ	-54311
+▁east	-54312
+▁fico	-54313
+▁maɖɛ	-54314
+▁pɩne	-54315
+▁pʊzʊ	-54316
+▁vaca	-54317
+▁wail	-54318
+ayquil	-54319
+mʊzɩyɛ	-54320
+pɩfɛyɩ	-54321
+thumes	-54322
+▁bahir	-54323
+▁eekiŋ	-54324
+▁kɩɩhɔ	-54325
+▁maali	-54326
+▁nɛɛrɩ	-54327
+▁pɩneɩ	-54328
+▁tɩkaɣ	-54329
+▁tɩñɩɣ	-54330
+▁wendt	-54331
+kʊdʊyʊʊ	-54332
+mʊlʊtaɣ	-54333
+▁abayaa	-54334
+▁ahidjo	-54335
+▁kandjo	-54336
+▁kefɛyɩ	-54337
+▁kɩndʋʋ	-54338
+▁kʊɖʊɖʊ	-54339
+▁lʋkɩna	-54340
+▁palava	-54341
+▁picchu	-54342
+▁pɔɖɔkʋ	-54343
+▁pɛcɛya	-54344
+▁pɩmʊkɩ	-54345
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+)".	-58800
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+▁boussole	-58870
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+▁chicagot	-58872
+▁gotthold	-58873
+▁kɩkɛdɩtʊ	-58874
+▁médaille	-58875
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+▁ɖɩtatasɩ	-58877
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+▁abalɩñɩnʊ	-58879
+▁kaakɛdɩna	-58880
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+▁yɛkɩlɩnaʊ	-58885
+simbaabuwee	-58886
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+▁kalɩkalatʊ	-58889
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+▁karɩbɔnatɩ	-58898
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+▁épe	-58902
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+ɖakɩŋ	-58904
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+▁eyoo	-58907
+▁laŋŋ	-58908
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+▁ŋhiɣ	-58910
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+kaawaa	-58912
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+▁mà	-59000
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+▁pɩkazʊʊ	-59164
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+▁kitentelim	-59197
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+▁klasiyɛɛrɩ	-59199
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+▁klerksdorp	-59201
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+▁kpɛlɛkɩyʊʊ	-59222
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+▁kpɛndɖɛɛɖɛ	-59224
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+▁kpɛzɩɣnɩna	-59226
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+▁kreznoblii	-59229
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+▁krowelandi	-59232
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+▁kumʊyɩsɩyɛ	-59234
+▁kutuyiŋmaʊ	-59235
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+▁kɔnɛtikuti	-59242
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+▁kɛkpɛdɩsaɣ	-59248
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+▁kɛkɛndɛyʊʊ	-59250
+▁kɛŋnaɛjaɖɛ	-59251
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+▁kɩgbɛsɛmɩŋ	-59253
+▁kɩjɛʋkɛzʋʋ	-59254
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+▁kɩkpɛdɩtʊʊ	-59258
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+▁kɩkpɛlɛkɩm	-59260
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+▁kɩkpɛndɩtʊ	-59262
+▁kɩkpɛzɩmɩŋ	-59263
+▁kɩkpɛɛdasɩ	-59264
+▁kɩkɛdɩnatʊ	-59265
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+▁kɩlɩkpayaɣ	-59267
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+▁kɩtamasɩna	-59269
+▁kɩtɔtɔɔzʋʋ	-59270
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+▁kɩtɛkɛtɛtʊ	-59272
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+▁kɩwɛnawɩsɩ	-59274
+▁kɩyakʊlʊbɛ	-59275
+▁kɩyɔɔdɩnaʋ	-59276
+▁kɩzɩŋdɔkɩm	-59277
+▁kɩñɔkɔyɩna	-59278
+▁kɩñɩlɩnzaɣ	-59279
+▁kɩñɩlɩnzʊʊ	-59280
+▁kɩñɩɣlɩsɩɣ	-59281
+▁kɩɖaɣlakɩŋ	-59282
+▁kɩɩñɩɩzɩɣʊ	-59283
+▁kʊhɔlɩsɩsɩ	-59284
+▁kʊhʊlʊmasɩ	-59285
+▁kʊpedekale	-59286
+▁kʊwatamala	-59287
+▁kʊyɔɔdɩyaa	-59288
+▁kʊyʊmʊʊtaa	-59289
+▁kʊɖʊmʊʊwɛɛ	-59290
+▁kʊ̃nɔndʊtʊ	-59291
+▁kʋdɔnɖɩyaa	-59292
+▁kʋn̄ɔndʋtʋ	-59293
+▁lakodɔnnen	-59294
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+▁lanŋhɛzɩyɛ	-59296
+▁lasɩnayiya	-59297
+▁lawyermɛlɛ	-59298
+▁legislação	-59299
+▁leytonston	-59300
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+▁libertador	-59302
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+▁libération	-59304
+▁lieutenant	-59305
+▁littéraire	-59306
+▁lituyaanii	-59307
+▁lituyanɩyɛ	-59308
+▁livɛɛrpuli	-59309
+▁lomonossov	-59310
+▁longfellow	-59311
+▁losomasini	-59312
+▁louisville	-59313
+▁lusitanien	-59314
+▁luyiziyani	-59315
+▁luzaricɛsɩ	-59316
+▁léopoldine	-59317
+▁lɔŋpaasɩyɛ	-59318
+▁lɔŋpasɩyaa	-59319
+▁lɔŋtasɩyaa	-59320
+▁lɩmkpaɣyaa	-59321
+▁maakelewaa	-59322
+▁maalikinaa	-59323
+▁maalɛɛziyɛ	-59324
+▁maarisɛɛyɩ	-59325
+▁maastriche	-59326
+▁macpherson	-59327
+▁magdeburgi	-59328
+▁mahalaleel	-59329
+▁mahɛndrana	-59330
+▁malanville	-59331
+▁malthusien	-59332
+▁malvikagni	-59333
+▁malɩnkewaa	-59334
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+▁mandaatɛtɛ	-59336
+▁mandarinat	-59337
+▁mansɩmawaa	-59338
+▁mansʊʊmalɩ	-59339
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+▁mareyotisi	-59341
+▁margherita	-59342
+▁marguerith	-59343
+▁marguérite	-59344
+▁marshalsea	-59345
+▁martinelli	-59346
+▁masasusɛtɩ	-59347
+▁mastabawaa	-59348
+▁masɩtʊwanɩ	-59349
+▁mathusalem	-59350
+▁mattarella	-59351
+▁matterhorn	-59352
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+▁mayssaloun	-59354
+▁mazdɛyɩsmɩ	-59355
+▁mañeziyomi	-59356
+▁maŋgbaŋgaɣ	-59357
+▁maŋkʊyɩɖaɣ	-59358
+▁maŋzʊmalɩɩ	-59359
+▁meijijidai	-59360
+▁melaneezii	-59361
+▁mendeleiev	-59362
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+▁metoodisti	-59365
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+▁miiliyaari	-59367
+▁mikrosoftɩ	-59368
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+▁miliyaɖina	-59370
+▁milɩyɔɔnaa	-59371
+▁minisitiri	-59372
+▁minneapoli	-59373
+▁mirziyoyev	-59374
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+▁misérables	-59376
+▁miŋñɩɣyasɩ	-59377
+▁monaaɖɩsii	-59378
+▁monasitɛrɩ	-59379
+▁monastères	-59380
+▁monticelli	-59381
+▁montpelier	-59382
+▁moonaaɖɩsi	-59383
+▁moulineaux	-59384
+▁mowasaniti	-59385
+▁mozambique	-59386
+▁mpumalanga	-59387
+▁muridé́́́s	-59388
+▁mɔntɛnɛkro	-59389
+▁mɛdɩtɛranɩ	-59390
+▁mɛgdebʊrgi	-59391
+▁mɛkɩsiikoo	-59392
+▁mɛkɩsɩkasɩ	-59393
+▁mɛkɩziikii	-59394
+▁mɛzadokuli	-59395
+▁mɛɛrkredii	-59396
+▁mɩliyɔonaa	-59397
+▁mɩliyɔɔnaa	-59398
+▁mɩliyɔɔwaa	-59399
+▁naalɛtɛyʊʊ	-59400
+▁naanzawiye	-59401
+▁naatozawaa	-59402
+▁naatozowaa	-59403
+▁nabayɩcabɩ	-59404
+▁nabayɩɖeyi	-59405
+▁nakpaazasɩ	-59406
+▁nanaazawaa	-59407
+▁narychkina	-59408
+▁nataŋgbala	-59409
+▁nattŋgbala	-59410
+▁naturelles	-59411
+▁navigateur	-59412
+▁nazaarɛɛtɩ	-59413
+▁nazarbaïev	-59414
+▁nazɩyʋvɛyɛ	-59415
+▁naŋgbankaɣ	-59416
+▁ndɛŋgbɛzaɣ	-59417
+▁nebettaouy	-59418
+▁neerɩlandɩ	-59419
+▁nepomucena	-59420
+▁neptiniyɔm	-59421
+▁neyolitiki	-59422
+▁neyɛrlandi	-59423
+▁neyɛrlandɩ	-59424
+▁nezosibsii	-59425
+▁niwudeelii	-59426
+▁niŋgoloŋga	-59427
+▁nkosinathi	-59428
+▁nnsʋlʋmɩyɛ	-59429
+▁norambɛrgɩ	-59430
+▁northanger	-59431
+▁norvegicus	-59432
+▁ntɔjɔɔlɩyɛ	-59433
+▁ntɔnjɔɔɩyɛ	-59434
+▁nurambɛrgi	-59435
+▁nuwakɩcɔtɩ	-59436
+▁nyiragongo	-59437
+▁nɔɔkʋɖʋmaɣ	-59438
+▁nɔɔrivɛɛzɩ	-59439
+▁nɔɔtʊʊlasɩ	-59440
+▁nɛkpaagbaa	-59441
+▁nɛkpɛkpɛtɔ	-59442
+▁nɛkɩñamsʊʊ	-59443
+▁nɛpɩtirini	-59444
+▁nɛsuyɛdʊwa	-59445
+▁n̄ɔcɔŋnana	-59446
+▁n̄ɔsɔɔlɩna	-59447
+▁occidental	-59448
+▁ochorowicz	-59449
+▁odontocète	-59450
+▁oganessian	-59451
+▁okisiizɛni	-59452
+▁olympiades	-59453
+▁omeyadinaa	-59454
+▁organismes	-59455
+▁orientalis	-59456
+▁ositiralii	-59457
+▁ottobeuren	-59458
+▁oudmourtie	-59459
+▁oulianovsk	-59460
+▁ozymandias	-59461
+▁paabiiloni	-59462
+▁paakpɛndʊʊ	-59463
+▁paakpɩtɩna	-59464
+▁paalaʊbɩna	-59465
+▁paaleeyuna	-59466
+▁paasɔŋnɩsɩ	-59467
+▁paaɛzɩmtaa	-59468
+▁pacalɩmɩyɛ	-59469
+▁padakpaɣnɛ	-59470
+▁padmanabha	-59471
+▁padmanabhi	-59472
+▁padɛkpɛndʊ	-59473
+▁pahayɩsʊna	-59474
+▁pajaɣmañʊŋ	-59475
+▁pakandɩyʊʊ	-59476
+▁pakaŋkaɣna	-59477
+▁pakistaani	-59478
+▁pakpadɩyaa	-59479
+▁pakpakɩɣna	-59480
+▁pakpɩtɩɣna	-59481
+▁pakɩlɩɣʊna	-59482
+▁pakɩstaanɩ	-59483
+▁palakanayɩ	-59484
+▁palakaɣnaɣ	-59485
+▁palesitini	-59486
+▁palɛstiini	-59487
+▁palɛstinii	-59488
+▁palɛsɩtɩnɩ	-59489
+▁pamabɩnɛyɩ	-59490
+▁pamazɩnayɩ	-59491
+▁pamaɣzʋʋna	-59492
+▁pamɩlɩɣtɩɣ	-59493
+▁panassukan	-59494
+▁pan̄ɩkɩɣna	-59495
+▁pan̄ɩɣzɩnɩ	-59496
+▁paribaawaa	-59497
+▁pariseloni	-59498
+▁parisienne	-59499
+▁parɩkpɛndɩ	-59500
+▁pasandɩɣna	-59501
+▁pasɩwaɣnaɣ	-59502
+▁pataapɩzɩɣ	-59503
+▁patakalɩna	-59504
+▁patamasɩna	-59505
+▁patamsɩɣna	-59506
+▁patatamsɩɣ	-59507
+▁patiŋgaɣna	-59508
+▁patiŋɩgɔnɛ	-59509
+▁patrimoine	-59510
+▁patɔkaɣnaɣ	-59511
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+▁pɩɩcɔʋnɛwɛ	-59635
+▁pɩɩkɛlakɩŋ	-59636
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+▁pɩɩtʋʋzɩna	-59639
+▁pʊrɔnziyee	-59640
+▁quadrivium	-59641
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+▁raadiyonaa	-59643
+▁radiations	-59644
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+▁rensselaer	-59652
+▁renɛɛsansɩ	-59653
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+▁roussillon	-59657
+▁ruteniyɔɔm	-59658
+▁ruterifori	-59659
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+▁sacremento	-59662
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+▁sacrɩmɩnʊʊ	-59664
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+▁schooltɩla	-59684
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+▁thelonious	-59781
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+▁tournefort	-59789
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+▁trenchtown	-59791
+▁trevithick	-59792
+▁trinacrium	-59793
+▁tropicales	-59794
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+▁tsvangirai	-59796
+▁tulaaliwaa	-59797
+▁turkimɛɛnɩ	-59798
+▁tusɛlɩdɔfɩ	-59799
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+▁tɔɔlarɩnaa	-59804
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+▁tɩyɔkɩsɩdɩ	-59811
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+▁uzbɛkɩstaɣ	-59817
+▁vegetables	-59818
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+▁wayɩyoomɩŋ	-59829
+▁waɩkɛpɩnaɣ	-59830
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+▁wezuulɛɛkʊ	-59835
+▁wezŋgalɩya	-59836
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+▁weŋgalɩyaa	-59838
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+▁willamette	-59841
+▁willkommen	-59842
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+▁wɩkɩpɛdɩya	-59849
+▁wɩsɩɖɩlɩyɛ	-59850
+▁wɩsɩɖɩɖʊyɛ	-59851
+▁wɩsɩɖɩɖʋyɛ	-59852
+▁yamusokuro	-59853
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+▁yeshimebet	-59855
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+▁yotupazɩna	-59857
+▁yotuwabɩtʊ	-59858
+▁yougoslave	-59859
+▁youkaʋkaɣʋ	-59860
+▁youkaʋɖɩɣʋ	-59861
+▁youssoupha	-59862
+▁yowaanɛɛsɩ	-59863
+▁yugoslavia	-59864
+▁yuudayizim	-59865
+▁yuulecɛzʊʊ	-59866
+▁yɔrksiirii	-59867
+▁yɔɔcɔnɩyaa	-59868
+▁yʊgɔsɩlavi	-59869
+▁zermanɩyɔm	-59870
+▁zhognanhai	-59871
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+▁zuytbrouck	-59873
+▁écosystème	-59874
+▁élastomère	-59875
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+▁ñataasɔɔlɩ	-59877
+▁ñaɖʋʋdɩnaa	-59878
+▁ñɛkpɛlɛkɩɣ	-59879
+▁ñɛkɛɛrbɩnɩ	-59880
+▁ñɩnɩɣnɔmɔʊ	-59881
+▁ŋdɔnjɔɔlaa	-59882
+▁ŋdɔŋjɔlɩyɛ	-59883
+▁ŋdɛŋgbɛzaɣ	-59884
+▁ŋtɔnjɔlɩyɛ	-59885
+▁ŋtɛkpɛlɛkɩ	-59886
+▁ɔkɩsizeɛnɩ	-59887
+▁ɔkɩsɩzɛɛnɩ	-59888
+▁ɔrdɩnatɛrɩ	-59889
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+▁ɖɩgbɛndɩyɛ	-59892
+▁ɖɩkpacayʊʊ	-59893
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+▁ɖɩkpɛndɩna	-59895
+▁ɖɩkɩkpɛndʊ	-59896
+▁ɖɩtɩñɔtɩna	-59897
+▁ɖɩwabɩnazɩ	-59898
+▁ɖʋ̀zʋ̀mwaa	-59899
+▁ɛdiirinɛyɩ	-59900
+▁ɛfɛyɩtɔnʊʊ	-59901
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+▁ɛtɛkpɛlɛkɩ	-59930
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+▁ɛɛtaasɔɔlɩ	-59933
+▁ɛɛtaayɔɔdʊ	-59934
+▁ɛɛtɩɩpɩzɩɣ	-59935
+▁ɩsɛŋgɛlɩtʊ	-59936
+▁ɩŋglɩsɛmba	-59937
+▁ɩŋilitɛɛrɩ	-59938
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+▁ʊnʊntrɩyɔm	-59940
+accipitridés	-59941
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+asitroloogii	-59950
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+garanobandar	-59961
+hɛrɩzokofɩnɩ	-59962
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+needɛrɩlandɩ	-59970
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+▁abalɩcɛjɛsɩ	-59995
+▁abalɩn̄ɩŋgʋ	-59996
+▁abdelwadoud	-59997
+▁abhinandana	-59998
+▁accelerator	-59999
+▁accompagnée	-60000
+▁adiriyatiki	-60001
+▁advertising	-60002
+▁afganistanɩ	-60003
+▁akpacayɩɣna	-60004
+▁akpaŋnaŋcaʋ	-60005
+▁alexandrien	-60006
+▁alexandrine	-60007
+▁alimiiniyɔɔ	-60008
+▁amaliehaven	-60009
+▁amerindɩyɛŋ	-60010
+▁amsɩterɩdam	-60011
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+▁analytische	-60015
+▁andalusiiti	-60016
+▁andargachew	-60017
+▁andronikusi	-60018
+▁anglikaanii	-60019
+▁annamiticum	-60020
+▁anniversary	-60021
+▁apollinaire	-60022
+▁arisiitɛɛtɩ	-60023
+▁aristophane	-60024
+▁armeniatɔwo	-60025
+▁artikiliwaa	-60026
+▁astronomiki	-60027
+▁asɩtronomii	-60028
+▁asɩtɛrowidi	-60029
+▁atatɩɩwalɩɣ	-60030
+▁atilantiiki	-60031
+▁atilantikii	-60032
+▁atɩlantikii	-60033
+▁automatique	-60034
+▁auxiliaires	-60035
+▁ayɩlantiiki	-60036
+▁azerbaïdjan	-60037
+▁aŋgeletɛɛrɩ	-60038
+▁aŋgilɩtɛɛrɩ	-60039
+▁badenweiler	-60040
+▁barotseland	-60041
+▁baudrillard	-60042
+▁bechuanalan	-60043
+▁belinografʋ	-60044
+▁bellincione	-60045
+▁berlandieri	-60046
+▁bessarionis	-60047
+▁bielorussie	-60048
+▁blockbuster	-60049
+▁bonavanture	-60050
+▁bonaventure	-60051
+▁bourneville	-60052
+▁brahmanisme	-60053
+▁breakspeare	-60054
+▁britaaniiki	-60055
+▁brodersonia	-60056
+▁bruxelloise	-60057
+▁burukisɛɛlɩ	-60058
+▁bɛrɩkɛlɩyɔm	-60059
+▁callicratès	-60060
+▁campinolius	-60061
+▁cantabrique	-60062
+▁carolingien	-60063
+▁cassiopeium	-60064
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+▁celebration	-60066
+▁cellpadding	-60067
+▁certificate	-60068
+▁chakhrisabz	-60069
+▁chalcondyle	-60070
+▁chalkɖɔkɔtɔ	-60071
+▁chamberlain	-60072
+▁champignuel	-60073
+▁charlestown	-60074
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+▁châteauneuf	-60078
+▁cinématique	-60079
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+▁clostridium	-60081
+▁combustible	-60082
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+▁cɔʊʊtɩyɩŋzɩ	-60090
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+▁delphinidés	-60092
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+▁dippermouth	-60096
+▁dominicaine	-60097
+▁dostoyevsky	-60098
+▁dromedarius	-60099
+▁dysprositos	-60100
+▁egeetiyenɖɩ	-60101
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+▁estrémadure	-60103
+▁etaaasuunii	-60104
+▁etaazuuniiu	-60105
+▁evaŋilimnaa	-60106
+▁fadanaayɔɖɩ	-60107
+▁faibelesses	-60108
+▁fallenstein	-60109
+▁falparayiso	-60110
+▁fenezuyelaa	-60111
+▁fenisiyemba	-60112
+▁filozɔfʋwaa	-60113
+▁florɛntiini	-60114
+▁flɔrɛnsɩyɔm	-60115
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+▁fontiverosi	-60117
+▁foulacounda	-60118
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+▁fransisikɛŋ	-60121
+▁fulorantɛnɩ	-60122
+▁furfuryliki	-60123
+▁fɛlɩdɩspati	-60124
+▁fɩyɔlɔnsɛlɩ	-60125
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+▁gensfleisch	-60127
+▁gentilhomme	-60128
+▁germanycika	-60129
+▁gerritszoon	-60130
+▁gorbatchiov	-60131
+▁gotarandura	-60132
+▁grandmaster	-60133
+▁grigorievna	-60134
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+▁grybauskait	-60136
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+▁gɛrɩmanikii	-60138
+▁halikukunaa	-60139
+▁hanséatique	-60140
+▁harmenszoon	-60141
+▁harrisburgh	-60142
+▁hellénofɔnɩ	-60143
+▁hertzsprung	-60144
+▁hexadécanol	-60145
+▁hidromagɩma	-60146
+▁hindusɩtanɩ	-60147
+▁historiques	-60148
+▁hoffmeister	-60149
+▁hoogstraten	-60150
+▁hospitalisé	-60151
+▁héliogabale	-60152
+▁hénouttaouy	-60153
+▁hɔŋgbazayaɣ	-60154
+▁idiɖɔkɩsidi	-60155
+▁iegorovitch	-60156
+▁iirakɩɛjaɖɛ	-60157
+▁iiritalandɩ	-60158
+▁infestation	-60159
+▁iyerogilifi	-60160
+▁jamakuntigi	-60161
+▁jargaltulga	-60162
+▁jugoslaviji	-60163
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+▁kaakalɩnɩyɛ	-60165
+▁kaakpɛndɩna	-60166
+▁kaakpɛngɛsa	-60167
+▁kacalaɣwiye	-60168
+▁kajalaɣñɩma	-60169
+▁kakpacɛyɩna	-60170
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+▁kalaɣkalatʊ	-60172
+▁kalifɔrinii	-60173
+▁kalifɔɔrnii	-60174
+▁kaliningrad	-60175
+▁kalɩnsɩtanɩ	-60176
+▁kasaablanka	-60177
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+▁katolokinaa	-60179
+▁kaɖɩn̄ɩnɩyɛ	-60180
+▁kekelikelaɣ	-60181
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+▁khoufoukhaf	-60183
+▁kihilitinau	-60184
+▁kiisaŋganii	-60185
+▁kilimanjaro	-60186
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+▁kilomɛtenaa	-60188
+▁kinesɛtɩwaa	-60189
+▁kiolmɛtanaa	-60190
+▁kirgizitanɩ	-60191
+▁kleyopaatri	-60192
+▁koloniyedaa	-60193
+▁kominformyɔ	-60194
+▁kopenhaagɩɩ	-60195
+▁kourtchatov	-60196
+▁kpatatayaaa	-60197
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+▁kpeziɣwɩlaɣ	-60199
+▁kpeŋgbelasɩ	-60200
+▁kpikintiwaa	-60201
+▁kpoŋgbolona	-60202
+▁kpoŋnaadozo	-60203
+▁kpɛlɛkʊtʊɖɛ	-60204
+▁kpɛnzɩɖoŋga	-60205
+▁kpɩlɩŋgbɩlɩ	-60206
+▁kriosifɛɛrɩ	-60207
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+▁kɔnfiziyʊsɩ	-60210
+▁kɔnsɛptɩwaa	-60211
+▁kɔntrebassɩ	-60212
+▁kɔrikovadoo	-60213
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+▁kɔtɔmbɔyasɩ	-60215
+▁kɛgbɛdɛsasɩ	-60216
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+▁kɛkpɛndɩɣna	-60219
+▁kɩdɛkɛdɩtʊʊ	-60220
+▁kɩkpadɩyɩtʊ	-60221
+▁kɩmaŋkɩɩwɛʋ	-60222
+▁kɩsɩŋgɩlɩtʊ	-60223
+▁kɩtatɩɩfɛyɩ	-60224
+▁kɩtɩlɩsɩnaʊ	-60225
+▁kɩñɩlɩnzɩtʊ	-60226
+▁kɩɩkpɛndɩyʋ	-60227
+▁kɩɩlɛɛsaɣna	-60228
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+▁laŋhʊlɩmɩyɛ	-60230
+▁laŋhʊlʊmɩyɛ	-60231
+▁laʊrɛnsɩyɔm	-60232
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+▁leopoldvili	-60234
+▁leytonstone	-60235
+▁liechtenhan	-60236
+▁liederkreis	-60237
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+▁liibreviili	-60239
+▁liituwaanii	-60240
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+▁liuyongking	-60243
+▁livingstɔnɩ	-60244
+▁loukachenko	-60245
+▁lugiamaburi	-60246
+▁luwiziyaana	-60247
+▁légionnaire	-60248
+▁législative	-60249
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+▁maastrichti	-60251
+▁maatʊkɩwɩtʊ	-60252
+▁maazɛstɛɛrɩ	-60253
+▁maharashtra	-60254
+▁mahâbhârata	-60255
+▁maisonneuve	-60256
+▁maithripala	-60257
+▁mancheriche	-60258
+▁masaasusɛtɩ	-60259
+▁masacusɛtsi	-60260
+▁maseduwaanɩ	-60261
+▁mathématiki	-60262
+▁mediteranɛɛ	-60263
+▁melanchthon	-60264
+▁menzidaawaa	-60265
+▁menziininaa	-60266
+▁mesocyclone	-60267
+▁mesopotamie	-60268
+▁mezopotania	-60269
+▁miiliyɔɔnaa	-60270
+▁mikroneezii	-60271
+▁mililitanaa	-60272
+▁milimɛtanaa	-60273
+▁milimɛtawaa	-60274
+▁miliyarinaa	-60275
+▁miliyariwaa	-60276
+▁miliyɔoɔnaa	-60277
+▁miliyɔpɔnaa	-60278
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+▁mogaadisiyo	-60285
+▁molibidɛɛnɩ	-60286
+▁montenogroo	-60287
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+▁montferrand	-60289
+▁montireyali	-60290
+▁montmorency	-60291
+▁morphologie	-60292
+▁mountbatten	-60293
+▁mowokinɛmɔn	-60294
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+▁méridionale	-60298
+▁mɔlɩbdɛnɩtɩ	-60299
+▁mɔntireyali	-60300
+▁mɔntɩgoozii	-60301
+▁mɔsɩkɔvɩyɔm	-60302
+▁mɛrʊmɛrʊwaa	-60303
+▁mɛtananɛɛlɛ	-60304
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+▁naŋgbaɖɛɣtʊ	-60312
+▁ndɔŋjɔɔlɩyɛ	-60313
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+▁neyerilandi	-60317
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+▁nimaɣnakayɩ	-60319
+▁niokolokoba	-60320
+▁nirmalyaone	-60321
+▁noursoultan	-60322
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+▁nɛpɛlɛgradɩ	-60327
+▁nɩlɩbɔrɩyɔm	-60328
+▁n̄akpakɩɣna	-60329
+▁n̄ɔyɔɔdʊʊna	-60330
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+▁oraniyanbom	-60333
+▁ordinatɛɛrɩ	-60334
+▁orɩdɩnatɛrɩ	-60335
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+▁paakpɛlɛkɩɣ	-60339
+▁paakpɛzɩɣna	-60340
+▁paakpɛŋgɛsʊ	-60341
+▁paakpɩtɩɣna	-60342
+▁paanɩaɛñɩnʊ	-60343
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+▁pakpanabayɛ	-60349
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+▁pakɩjɛbɛyɩŋ	-60351
+▁pakɩkpɛndʊʋ	-60352
+▁palikantiki	-60353
+▁paltchikova	-60354
+▁palɩmaɣzɩyɛ	-60355
+▁palɩssandrɩ	-60356
+▁pambaraawaa	-60357
+▁panchromium	-60358
+▁papɩzʊposuu	-60359
+▁paratipuuri	-60360
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+▁partnership	-60362
+▁pasakʊtɛckɩ	-60363
+▁pasɩtɛkɩnaa	-60364
+▁pataabalɩyɛ	-60365
+▁pataapazɩta	-60366
+▁pataatɩɩtɛm	-60367
+▁pataawokina	-60368
+▁pataaɖʊkɩna	-60369
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+▁peacemakers	-60374
+▁peeyiibaskɩ	-60375
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+▁pentateuque	-60377
+▁petersbourg	-60378
+▁petɛsburgii	-60379
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+▁pictogramme	-60382
+▁pikaɖboniti	-60383
+▁pikpeɣlɩɣna	-60384
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+▁pireetoriya	-60386
+▁piyoetanɔlɩ	-60387
+▁plazmodɩyɔm	-60388
+▁ploovidiivi	-60389
+▁pnɩkɩtɔzɛnɩ	-60390
+▁poritɩgaalɩ	-60391
+▁porogaramuw	-60392
+▁porterhouse	-60393
+▁pranckietis	-60394
+▁predsednika	-60395
+▁presipiteri	-60396
+▁pritaaniiki	-60397
+▁proceedings	-60398
+▁progressive	-60399
+▁prootɛsɩtaŋ	-60400
+▁protestants	-60401
+▁prɛsɛyɔdɩmɩ	-60402
+▁prɛsɩyɔdɩmɩ	-60403
+▁psychologia	-60404
+▁psychologie	-60405
+▁purnawarman	-60406
+▁pɔcimɛnɩwaa	-60407
+▁pɔritiigalɩ	-60408
+▁pɔritiinɔlɩ	-60409
+▁pɔrtiigaali	-60410
+▁pɔrtiigaalɩ	-60411
+▁pɔrtɩɩgalɩɩ	-60412
+▁pɔrɩtiikalɩ	-60413
+▁pɔrɩtɩgaalɩ	-60414
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+▁pɔɔrɩtigaal	-60417
+▁pɔɖɔɔnamwaa	-60418
+▁pɛkpɛlɛkɩna	-60419
+▁pɛkpɛndaɣna	-60420
+▁pɛkpɛndɩɣna	-60421
+▁pɛkpɛndʊʊna	-60422
+▁pɛlɔpatrice	-60423
+▁pɛnsilvanii	-60424
+▁pɛrɩkloratɩ	-60425
+▁pɛtɛlɛɛzɩta	-60426
+▁pɛtɛlɛɣzɩta	-60427
+▁pɩcaakplama	-60428
+▁pɩdaaɖɩɣnam	-60429
+▁pɩdɩɩfɛyɩnɛ	-60430
+▁pɩlabamawaa	-60431
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+▁pɩritaaniki	-60433
+▁pɩtaalakaɖɛ	-60434
+▁pɩtanɛpayaa	-60435
+▁pɩtasɩnanɔɔ	-60436
+▁pɩɩkpɛndɩnɛ	-60437
+▁pʊkaarɛsɩtɩ	-60438
+▁qinhuangdao	-60439
+▁radioactifs	-60440
+▁radioactive	-60441
+▁rajendralal	-60442
+▁ratiociniis	-60443
+▁ravensbourg	-60444
+▁reconquista	-60445
+▁reuterswärd	-60446
+▁reyikzaviki	-60447
+▁reziliyɛnsɩ	-60448
+▁rockefeller	-60449
+▁rocquencout	-60450
+▁rothenbourg	-60451
+▁saguintaïev	-60452
+▁sakhodougou	-60453
+▁salvaadɔɔrɩ	-60454
+▁sancellemoz	-60455
+▁scandaleuse	-60456
+▁schaffhouse	-60457
+▁schrödinger	-60458
+▁schönfinkel	-60459
+▁scolastique	-60460
+▁sebastopoli	-60461
+▁seldjoucide	-60462
+▁sensibility	-60463
+▁sentimɛtana	-60464
+▁sentrafriki	-60465
+▁serekuundaa	-60466
+▁sigaageraki	-60467
+▁sikandinave	-60468
+▁sikoloziiki	-60469
+▁siliisiyɔɔm	-60470
+▁silimaniiti	-60471
+▁singularity	-60472
+▁sinimawɔƒea	-60473
+▁sinoxénique	-60474
+▁sinsiŋnatii	-60475
+▁siteasiburi	-60476
+▁sitɔkiholmɩ	-60477
+▁sitɔkɩholom	-60478
+▁skillington	-60479
+▁soofiyetiki	-60480
+▁sosiyolozii	-60481
+▁souffrances	-60482
+▁spectateurs	-60483
+▁springfield	-60484
+▁staatistiki	-60485
+▁straasbourg	-60486
+▁stöckerkopf	-60487
+▁sukuliwɩlʋʋ	-60488
+▁swanenburgh	-60489
+▁sɔnɔmɛndɛma	-60490
+▁sɔɔrɩdaanii	-60491
+▁sɩdakpadayɩ	-60492
+▁sɩlɛŋgbɛlɛm	-60493
+▁sɩmbaabuwee	-60494
+▁sɩtrɔntɩyɔm	-60495
+▁sɩwaahiilii	-60496
+▁sɩ̀mtʋweluu	-60497
+▁taalɛɛsɩwaa	-60498
+▁taanemarɩkɩ	-60499
+▁taatɩɩsɔɔlɩ	-60500
+▁taatɩɩsɩnda	-60501
+▁taatɩɩwɛnda	-60502
+▁tadjikistaŋ	-60503
+▁tailorwaacɩ	-60504
+▁tajikistanɩ	-60505
+▁takayaɣhatʋ	-60506
+▁takayɩhayʋʋ	-60507
+▁tananariivi	-60508
+▁tatɩɩlɩzɩta	-60509
+▁tatɩɩpɩzɩda	-60510
+▁tatɩɩñɩnɩta	-60511
+▁tavrovskaya	-60512
+▁tchaikowsky	-60513
+▁tchaïkovsky	-60514
+▁tegusigalpa	-60515
+▁telluriques	-60516
+▁telɛskɔpiki	-60517
+▁temokirasii	-60518
+▁tenochtilan	-60519
+▁termistocle	-60520
+▁territorial	-60521
+▁tesaaloniki	-60522
+▁theoretical	-60523
+▁tirthankara	-60524
+▁tocqueville	-60525
+▁tolotolonaa	-60526
+▁tomnaɣtɔlɩm	-60527
+▁totoŋkolosi	-60528
+▁toucouleurs	-60529
+▁tranquilina	-60530
+▁transborder	-60531
+▁trebizɔɔndɩ	-60532
+▁ttiyɔkɩsidi	-60533
+▁turkmenchay	-60534
+▁tɔŋkɩsɩtɩkɩ	-60535
+▁tɔɔlaaɖinaa	-60536
+▁tɛmokraasii	-60537
+▁tɩpɩɩcamɩyɛ	-60538
+▁tɩŋgbɛzɩyaa	-60539
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+▁ulasinagarɩ	-60541
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+▁unnilennium	-60544
+▁untermensch	-60545
+▁upendrakish	-60546
+▁uwarɩzazatɩ	-60547
+▁uzbɛkɩsɩtaŋ	-60548
+▁vaishnavsme	-60549
+▁vanderpuije	-60550
+▁vegetabilis	-60551
+▁veviedonula	-60552
+▁vladivostok	-60553
+▁waaziŋtonii	-60554
+▁wabulakombe	-60555
+▁wadaɣsɔsɔɣa	-60556
+▁wallenstein	-60557
+▁whittingham	-60558
+▁womensmarch	-60559
+▁xenacanthus	-60560
+▁yukosɩlaavʊ	-60561
+▁zirɩkɔnɩyɔm	-60562
+▁zoroastrism	-60563
+▁zɔɔrdaanɩyɛ	-60564
+▁zɩrɩkɔnɩyɔm	-60565
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+▁ératosthène	-60568
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+▁ɔkɩziizɛɛnɩ	-60571
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+▁ɖamalaŋgata	-60573
+▁ɖɩgbɛlɛkɩyɛ	-60574
+▁ɖɩkʊkʊyʊmɩŋ	-60575
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+▁ɛntɛrɩnɛɛtɩ	-60579
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+appertisation	-60591
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+audiovisuelle	-60593
+augustenbourg	-60594
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+chateaubriand	-60597
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+ekuwatoriyalɩ	-60601
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+gesamtausgabe	-60603
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+kaɣkpaɣlɩmaza	-60608
+kedekedeñɩŋgʋ	-60609
+kilimanjaaroo	-60610
+kröchlendorff	-60611
+lɩmɖɩkpɛndɩyɛ	-60612
+marchekpalime	-60613
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+métamorphoses	-60616
+pɔɔrɩtiigaali	-60617
+pɩrandɛbʊriŋi	-60618
+stillaguamish	-60619
+struthionidae	-60620
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+usibekisitani	-60622
+wahlverwandts	-60623
+ɛsɔdaalɔɔɖɩyɛ	-60624
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+▁agnosticisme	-60627
+▁ajaɣgoŋgonaa	-60628
+▁ajaɣkoŋgonaa	-60629
+▁alaafɩyacaɣʋ	-60630
+▁aliiminiyɔmɩ	-60631
+▁aléoutiennes	-60632
+▁alɛkɩsandiri	-60633
+▁alɛkɩsandɩrɩ	-60634
+▁alɛkɩsandɩɖɩ	-60635
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+▁amedzidzedze	-60637
+▁amerɩndɩɩwaa	-60638
+▁amsɩtɛɛrɩdam	-60639
+▁amérindienne	-60640
+▁anciennement	-60641
+▁andreïevitch	-60642
+▁andréiévitch	-60643
+▁anntarctique	-60644
+▁annunciation	-60645
+▁ansiklopedii	-60646
+▁antarkɩtikii	-60647
+▁antimoniyuri	-60648
+▁antisiranana	-60649
+▁archaiología	-60650
+▁aristeguieta	-60651
+▁arkadievitch	-60652
+▁arɩkiyolozii	-60653
+▁astronomique	-60654
+▁austronésien	-60655
+▁autoportrait	-60656
+▁avtonomovich	-60657
+▁ayɩnstanɩyɔm	-60658
+▁balouchîstân	-60659
+▁bartholomäus	-60660
+▁biarticulado	-60661
+▁blanchenburg	-60662
+▁blanckenburg	-60663
+▁bougainville	-60664
+▁bourguignons	-60665
+▁boussingault	-60666
+▁briitaaniiki	-60667
+▁brodersonius	-60668
+▁brunelleschi	-60669
+▁bürgerliches	-60670
+▁cambodiensis	-60671
+▁camɩyɛlakasɩ	-60672
+▁certificates	-60673
+▁chandragupta	-60674
+▁cistercienne	-60675
+▁cladoselache	-60676
+▁clignancourt	-60677
+▁coniféryliki	-60678
+▁constantinus	-60679
+▁constituante	-60680
+▁constitution	-60681
+▁conséquences	-60682
+▁cornouailles	-60683
+▁cɔjɔkɛkpɛyaɣ	-60684
+▁cɔɔlɩyʊvyasa	-60685
+▁cɔʊʊtaŋgalam	-60686
+▁cɛkɛsolovaki	-60687
+▁delphinarium	-60688
+▁delphinoïdes	-60689
+▁dictionarius	-60690
+▁diihidrozɛnɩ	-60691
+▁dramatiirizi	-60692
+▁déflagration	-60693
+▁démocratique	-60694
+▁ekaaluminium	-60695
+▁electrolytic	-60696
+▁eliyɔsɩfɛɛrɩ	-60697
+▁elɛkɩtroniki	-60698
+▁enciclopedia	-60699
+▁encyclopedia	-60700
+▁ensorceleuse	-60701
+▁exploitantes	-60702
+▁floriculturɛ	-60703
+▁fontgombault	-60704
+▁fotografiyaa	-60705
+▁fotosɛntɛɛzɩ	-60706
+▁françafrique	-60707
+▁germanophone	-60708
+▁giambattista	-60709
+▁gladiayatɛɖɩ	-60710
+▁grigoryevich	-60711
+▁halobacteria	-60712
+▁halɩlʊlʊsɩyʊ	-60713
+▁hammerhulisi	-60714
+▁heeliyopoosi	-60715
+▁heilongjiang	-60716
+▁hickenlooper	-60717
+▁himmelsfürst	-60718
+▁hospitalfada	-60719
+▁hɔsiminivili	-60720
+▁hɛkɩtaarɩnaa	-60721
+▁idiɖokarbuɖi	-60722
+▁idiɖokarbuɖɩ	-60723
+▁indianapolis	-60724
+▁influenmento	-60725
+▁insbesondere	-60726
+▁interstellar	-60727
+▁invisibilium	-60728
+▁irvingiaceae	-60729
+▁ispaaniyolaa	-60730
+▁jacksonville	-60731
+▁jakobsdottir	-60732
+▁joachimsthal	-60733
+▁kadaɣhʋlʋmaɣ	-60734
+▁kaffeklubben	-60735
+▁kalifɔɔrɩnii	-60736
+▁kalikolitiki	-60737
+▁kampanolozii	-60738
+▁kartazirɔɔnɩ	-60739
+▁katharévousa	-60740
+▁kazakisitani	-60741
+▁kazakistanii	-60742
+▁kaŋgalafʊnaa	-60743
+▁kekelikelasɩ	-60744
+▁khaltmaagiyn	-60745
+▁khâeemouaset	-60746
+▁kilimanjaroo	-60747
+▁kilogaramnaa	-60748
+▁kilomɛtranaa	-60749
+▁kilomɛttanaa	-60750
+▁kimlomɛtanaa	-60751
+▁kirghizistan	-60752
+▁kodjoviakopé	-60753
+▁kondolikonaa	-60754
+▁kopparnickel	-60755
+▁kotidivuwaɖi	-60756
+▁kotidivwaarɩ	-60757
+▁kpankʊɖʊmwaa	-60758
+▁kpaŋganzɩyɔɔ	-60759
+▁kpaŋgbasɛmʊʊ	-60760
+▁kpaŋkuɖumwaa	-60761
+▁kpaŋnikpohoo	-60762
+▁kpongbolonaa	-60763
+▁kpoŋglolonaa	-60764
+▁kristiyaniya	-60765
+▁krzyzanowska	-60766
+▁kukurɩbɩtasɩ	-60767
+▁kumbɛrilandi	-60768
+▁kumârakuputa	-60769
+▁kupfernickel	-60770
+▁kurchatovium	-60771
+▁kutokiŋnaalɛ	-60772
+▁kɔŋkɔmbrɩnaa	-60773
+▁kɛkpɛlɛkɩɣna	-60774
+▁kɩpɩncaazɩtʊ	-60775
+▁kɩwalanzɩnaʋ	-60776
+▁kɩɩsɩŋgɩlɩtʊ	-60777
+▁kʊnɛpɛhɛŋɛla	-60778
+▁kʊzɔkpɛndɩyɛ	-60779
+▁lakasɩnasɩyɛ	-60780
+▁laɣsɩpɩtɩŋna	-60781
+▁leninigraadɩ	-60782
+▁leopolidvili	-60783
+▁lincolnshire	-60784
+▁linvingstone	-60785
+▁lugizamburgi	-60786
+▁lukisambuuri	-60787
+▁luwiiziyanaa	-60788
+▁léopoldville	-60789
+▁lɔnsdaleyiti	-60790
+▁maalɛɣzɩɣwaa	-60791
+▁madakasɩkari	-60792
+▁manuskriptes	-60793
+▁martinécourt	-60794
+▁masasuzɛɛttɩ	-60795
+▁masazuuzɛtii	-60796
+▁masiɖihanisi	-60797
+▁massorétique	-60798
+▁matakasɩkarɩ	-60799
+▁matchespaafʋ	-60800
+▁mediteraanii	-60801
+▁mediterrania	-60802
+▁meranophones	-60803
+▁mesopotamíos	-60804
+▁michelangelo	-60805
+▁milimɛtrɩnaa	-60806
+▁miliyaaɖinaa	-60807
+▁miliylolonaa	-60808
+▁miniyankawaa	-60809
+▁mosioatuniya	-60810
+▁muwaayɛnaazɩ	-60811
+▁méditerranée	-60812
+▁mɔlɩbɩbɩdɛnɩ	-60813
+▁mɛncɛlɩmantɩ	-60814
+▁nazaɖɛtɩtʋɖo	-60815
+▁naŋgbatɩŋila	-60816
+▁nedɛrɩlandsɛ	-60817
+▁neeyɛrɩlandɩ	-60818
+▁nepaaligaani	-60819
+▁nepaalɩɛjaɖɛ	-60820
+▁neyɛrɩlandɛɛ	-60821
+▁nyadzɔdzɔŋlɔ	-60822
+▁nɛkominañɩnʊ	-60823
+▁n̄ansʋlʋmɩyɛ	-60824
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+▁oldkyndighed	-60826
+▁olimpiksukan	-60827
+▁omnipotentem	-60828
+▁oridinatɛɛrɩ	-60829
+▁panteleïevna	-60830
+▁papɩzʊpɔtɔmɩ	-60831
+▁patatɩɩsɩmta	-60832
+▁patɩɩhayɩsɩɣ	-60833
+▁paɩzɩɣpakalɩ	-60834
+▁pelonaaucila	-60835
+▁pennsylvanie	-60836
+▁philadelphia	-60837
+▁philosophiae	-60838
+▁pickaxecɔɔcɩ	-60839
+▁pireeziiliya	-60840
+▁piyeeloorusi	-60841
+▁piyeloorusii	-60842
+▁poliiyamiidi	-60843
+▁polyvinyliki	-60844
+▁postgraduate	-60845
+▁potansiyɛɛlɩ	-60846
+▁prasɛyɔdɩyɔm	-60847
+▁probabilitas	-60848
+▁progressiste	-60849
+▁puusmɛɛnɩwaa	-60850
+▁pɔlɩsʊlɩfʊrɩ	-60851
+▁pɔritiigaalɩ	-60852
+▁pɔɔrtiigaalɩ	-60853
+▁pɔɔrɩtigaalɩ	-60854
+▁pɛgbɛlɛkʋʋna	-60855
+▁pɛgbɛŋkɛsɩna	-60856
+▁pɛkpɛlɛkʋʋna	-60857
+▁pɛlɩgiraadii	-60858
+▁pɛrɩkɩlɔratɩ	-60859
+▁pɛrɩsanofonɩ	-60860
+▁pɛɛrɩbɛɛrwaa	-60861
+▁pɩjaakpalɩma	-60862
+▁pɩkɩtɔnɔzɛnɩ	-60863
+▁pɩnɩkɩtɔzɛnɩ	-60864
+▁pɩtatɩɩkɔmda	-60865
+▁pɩɩkɛnasalaŋ	-60866
+▁pʊtʊalɩwaatʊ	-60867
+▁rabindrabath	-60868
+▁rappahannock	-60869
+▁ravalomanana	-60870
+▁rawalipindii	-60871
+▁raychowdhury	-60872
+▁recreational	-60873
+▁redoutensaal	-60874
+▁reichenstein	-60875
+▁respectueuse	-60876
+▁reyikiyaviki	-60877
+▁rinascimento	-60878
+▁samudragupta	-60879
+▁santarafrika	-60880
+▁santiniketaŋ	-60881
+▁santraafriki	-60882
+▁santrafreiki	-60883
+▁scholastique	-60884
+▁schönhaussen	-60885
+▁sentimɛtanaa	-60886
+▁sikandinaavi	-60887
+▁sitatisitiki	-60888
+▁skandakuputa	-60889
+▁sonorisation	-60890
+▁sooviyeetiki	-60891
+▁spitalfields	-60892
+▁sriilankɛɛzɩ	-60893
+▁stellenbosch	-60894
+▁stoichéiôtês	-60895
+▁stoommachine	-60896
+▁strontianite	-60897
+▁strɔntianite	-60898
+▁suwaziilandɩ	-60899
+▁symphoniques	-60900
+▁sɛntɩmɛtanaa	-60901
+▁sɩkandiinavɩ	-60902
+▁sɩʊkpelesina	-60903
+▁taatɩɩpɩzɩta	-60904
+▁tarumanagara	-60905
+▁temokiratiki	-60906
+▁tempelrelief	-60907
+▁tenochtitlan	-60908
+▁tiyokisizɛnɩ	-60909
+▁tolotoloonaa	-60910
+▁toutânkhamon	-60911
+▁transjordani	-60912
+▁transmilenio	-60913
+▁ultrabasique	-60914
+▁unnilquadium	-60915
+▁uzibeekistaŋ	-60916
+▁vinification	-60917
+▁warwickshire	-60918
+▁watchwisikii	-60919
+▁wɩlʋʋtakayaɣ	-60920
+▁yidirɔkɩsidi	-60921
+▁üniversitesi	-60922
+▁ɔrinitolɔɔkɩ	-60923
+▁ɔrɩdinatɛɛrɩ	-60924
+▁ɖamatiitinaʋ	-60925
+▁ɖamayɔɔdɩnaʋ	-60926
+▁ɖɩtatɩɩcaɣda	-60927
+▁ɛkɛkpɛlɛkʋyʋ	-60928
+▁ɛkɩktaarɩnaa	-60929
+▁ɛntɛrnotiwaa	-60930
+▁ɛntɛrnɛtɩɖɛɣ	-60931
+▁ɛntɛɛrɩnɛɛtɩ	-60932
+▁ɛpɩtatoniiki	-60933
+▁ɛtatasɩwɛnaʊ	-60934
+▁ɛtatɩɩtalɩda	-60935
+administrative	-60936
+atmosphériques	-60937
+charadehepburn	-60938
+constantinople	-60939
+ekuwatooriyalɩ	-60940
+ensoleillement	-60941
+galvanoplastie	-60942
+hydromécanique	-60943
+hɛɖɩzigooviini	-60944
+hɛɛɖɩzigoovini	-60945
+lewopolidivili	-60946
+précipitations	-60947
+sozialistische	-60948
+xvialbertville	-60949
+▁afɩgaanisitaŋ	-60950
+▁afɩgaanɩsɩtaŋ	-60951
+▁alekseïevitch	-60952
+▁alfasilabɛɛrɩ	-60953
+▁ameteteɖeanyi	-60954
+▁anacardiaceae	-60955
+▁antaariktiiki	-60956
+▁anthropologie	-60957
+▁atmosphérique	-60958
+▁azɛrbayijanii	-60959
+▁azɛribayijani	-60960
+▁azɛɛrɩbayɩjaŋ	-60961
+▁añɔsɩtisiizim	-60962
+▁baŋgɩlaadɛɛsɩ	-60963
+▁bibliographie	-60964
+▁carthaginoise	-60965
+▁cekɔsiloovaki	-60966
+▁cellulosiques	-60967
+▁champagnetɛtʊ	-60968
+▁châtellerault	-60969
+▁combattimento	-60970
+▁communication	-60971
+▁conservatoire	-60972
+▁copernicienne	-60973
+▁cosmonautinaa	-60974
+▁cyclohexyliki	-60975
+▁diamagnétisme	-60976
+▁djoughachvili	-60977
+▁dumontpallier	-60978
+▁développement	-60979
+▁eigenschaften	-60980
+▁ekaterinoslav	-60981
+▁ekuwatoriyalɩ	-60982
+▁englɩsɩɩcaama	-60983
+▁entertainment	-60984
+▁episkopalɩyɛɛ	-60985
+▁fetiyetokosuu	-60986
+▁fiilaadɛlfiya	-60987
+▁fladiivɔstɔkɩ	-60988
+▁friedrichsruh	-60989
+▁globalization	-60990
+▁gnammankoudji	-60991
+▁gomenɔamesiwo	-60992
+▁hertfordshire	-60993
+▁hiuhoyewonduu	-60994
+▁hohenstraufen	-60995
+▁iidrokarbiiri	-60996
+▁ikisizaŋganaa	-60997
+▁infinitésimal	-60998
+▁internacional	-60999
+▁investigation	-61000
+▁kandɩmaŋgandɩ	-61001
+▁kekeklikelasi	-61002
+▁kiirziisistaŋ	-61003
+▁kilogɩɖamɩnaa	-61004
+▁kinaarɩwandaa	-61005
+▁kootidivuwari	-61006
+▁kootidivuwarɩ	-61007
+▁kootidivwaarɩ	-61008
+▁kootidivʋwarɩ	-61009
+▁kotidiivʊwaɖi	-61010
+▁kourchatovium	-61011
+▁kpalacɩnjɩŋga	-61012
+▁kpaŋkpafɩɩnaa	-61013
+▁kpaɣŋjɛlɛmwaa	-61014
+▁kpɛlɛkpɛlɛkʋʋ	-61015
+▁kpɛndakutokiŋ	-61016
+▁kristiyanizim	-61017
+▁krɩstalozɛɛnɩ	-61018
+▁kɔntrofɛɛrɩsɩ	-61019
+▁kɔnɛkɩtiikuti	-61020
+▁kɩlomɛmetanaa	-61021
+▁livingstoonii	-61022
+▁lɛarizantiini	-61023
+▁lɩmaɣzatʊmɩyɛ	-61024
+▁lɩmaɣzɩyɛɖoyo	-61025
+▁lɩzɩyakpeekpe	-61026
+▁lɩɛstɛnstɛɛnɩ	-61027
+▁maananɛmɛɛsɛɛ	-61028
+▁mapiidiigiini	-61029
+▁matematikiwaa	-61030
+▁mathématicien	-61031
+▁medalcomposer	-61032
+▁mediiteraanee	-61033
+▁mediterrannée	-61034
+▁meditɛɛraanee	-61035
+▁meediteeranii	-61036
+▁microbiologie	-61037
+▁miligiraamwaa	-61038
+▁miliyɔɔnaahiu	-61039
+▁miloslavskaïa	-61040
+▁mycobacterium	-61041
+▁métamorphoses	-61042
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