diff --git a/.gitattributes b/.gitattributes
index 313365a835135529c44e0208a6bd3ea59fbbb2a4..2f5f95387c1e514e1e1dd00d8c549d4e5a871b8c 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -40,3 +40,4 @@ visualizations/tsne_sentences.png filter=lfs diff=lfs merge=lfs -text
 visualizations/tsne_words.png filter=lfs diff=lfs merge=lfs -text
 visualizations/zipf_law.png filter=lfs diff=lfs merge=lfs -text
 visualizations/ngram_coverage.png filter=lfs diff=lfs merge=lfs -text
+visualizations/embedding_tsne_multilingual.png filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
index 63598833e94e2c4e2b5a99a6c4c9a1d15805baf7..f908f5ce2fb8a43cec021540ddcc7bf8a98c0ac8 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 ---
 language: bi
-language_name: BI
+language_name: Bislama
 language_family: germanic_west_anglofrisian
 tags:
   - wikilangs
@@ -10,11 +10,21 @@ tags:
   - n-gram
   - markov
   - wikipedia
+  - feature-extraction
+  - sentence-similarity
+  - tokenization
+  - n-grams
+  - markov-chain
+  - text-mining
+  - fasttext
+  - babelvec
+  - vocabulous
+  - vocabulary
   - monolingual
   - family-germanic_west_anglofrisian
 license: mit
 library_name: wikilangs
-pipeline_tag: feature-extraction
+pipeline_tag: text-generation
 datasets:
   - omarkamali/wikipedia-monthly
 dataset_info:
@@ -23,20 +33,20 @@ dataset_info:
 metrics:
   - name: best_compression_ratio
     type: compression
-    value: 4.443
+    value: 4.441
   - name: best_isotropy
     type: isotropy
-    value: 0.0388
+    value: 0.0691
   - name: vocabulary_size
     type: vocab
     value: 0
 generated: 2026-01-03
 ---
 
-# BI - Wikilangs Models
+# Bislama - Wikilangs Models
 ## Comprehensive Research Report & Full Ablation Study
 
-This repository contains NLP models trained and evaluated by Wikilangs, specifically on **BI** Wikipedia data.
+This repository contains NLP models trained and evaluated by Wikilangs, specifically on **Bislama** Wikipedia data.
 We analyze tokenizers, n-gram models, Markov chains, vocabulary statistics, and word embeddings.
 
 ## 📋 Repository Contents
@@ -60,7 +70,7 @@ We analyze tokenizers, n-gram models, Markov chains, vocabulary statistics, and
 - [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)
+- [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)
@@ -80,39 +90,39 @@ We analyze tokenizers, n-gram models, Markov chains, vocabulary statistics, and
 
 | Vocab Size | Compression | Avg Token Len | UNK Rate | Total Tokens |
 |------------|-------------|---------------|----------|--------------|
-| **8k** | 4.032x | 4.05 | 0.1444% | 47,092 |
-| **16k** | 4.443x 🏆 | 4.47 | 0.1591% | 42,734 |
+| **8k** | 4.034x | 4.06 | 0.1436% | 45,948 |
+| **16k** | 4.441x 🏆 | 4.46 | 0.1581% | 41,742 |
 
 ### Tokenization Examples
 
 Below are sample sentences tokenized with each vocabulary size:
 
-**Sample 1:** `Copenhagen (toktok Denmak: København), hem i kapitol blong Denmak. Long yia popu...`
+**Sample 1:** `Spiro Theodore "Ted" Agnew (9 Novemba – 17 Septemba em i politikis blong Yunaete...`
 
 | Vocab | Tokens | Count |
 |-------|--------|-------|
-| 8k | `▁copenhagen ▁( toktok ▁denmak : ▁københavn ), ▁hem ▁i ▁kapitol ... (+20 more)` | 30 |
-| 16k | `▁copenhagen ▁( toktok ▁denmak : ▁københavn ), ▁hem ▁i ▁kapitol ... (+20 more)` | 30 |
+| 8k | `▁spi ro ▁theodore ▁" ted " ▁agnew ▁( 9 ▁novemba ... (+19 more)` | 29 |
+| 16k | `▁spiro ▁theodore ▁" ted " ▁agnew ▁( 9 ▁novemba ▁– ... (+18 more)` | 28 |
 
-**Sample 2:** `Emily Elizabeth Dickinson (10 Desemba – 15 May em i bin wan poet blong Amerika. ...`
+**Sample 2:** `Xi Jinping (boen i hed blong stet blong Jaena. blong Stet blong Jaena`
 
 | Vocab | Tokens | Count |
 |-------|--------|-------|
-| 8k | `▁em il y ▁elizabeth ▁dick ins on ▁( 1 0 ... (+19 more)` | 29 |
-| 16k | `▁emily ▁elizabeth ▁dickinson ▁( 1 0 ▁desemba ▁– ▁ 1 ... (+15 more)` | 25 |
+| 8k | `▁xi ▁jinping ▁( boen ▁i ▁hed ▁blong ▁stet ▁blong ▁jaena ... (+5 more)` | 15 |
+| 16k | `▁xi ▁jinping ▁( boen ▁i ▁hed ▁blong ▁stet ▁blong ▁jaena ... (+5 more)` | 15 |
 
-**Sample 3:** `Narafala kaen blong spot long Vanuatu i stap pleiplei tru long kaontri long yumi...`
+**Sample 3:** `Miori Ichikawa (boen 12 Februari em i bin woman blong singsing blong Japan. woma...`
 
 | Vocab | Tokens | Count |
 |-------|--------|-------|
-| 8k | `▁narafala ▁kaen ▁blong ▁spot ▁long ▁vanuatu ▁i ▁stap ▁pleiplei ▁tru ... (+7 more)` | 17 |
-| 16k | `▁narafala ▁kaen ▁blong ▁spot ▁long ▁vanuatu ▁i ▁stap ▁pleiplei ▁tru ... (+7 more)` | 17 |
+| 8k | `▁mi ori ▁ich ika wa ▁( boen ▁ 1 2 ... (+16 more)` | 26 |
+| 16k | `▁miori ▁ichikawa ▁( boen ▁ 1 2 ▁februari ▁em ▁i ... (+13 more)` | 23 |
 
 
 ### Key Findings
 
-- **Best Compression:** 16k achieves 4.443x compression
-- **Lowest UNK Rate:** 8k with 0.1444% unknown tokens
+- **Best Compression:** 16k achieves 4.441x compression
+- **Lowest UNK Rate:** 8k with 0.1436% unknown tokens
 - **Trade-off:** Larger vocabularies improve compression but increase model size
 - **Recommendation:** 32k vocabulary provides optimal balance for production use
 
@@ -129,12 +139,14 @@ Below are sample sentences tokenized with each vocabulary size:
 
 | N-gram | Variant | Perplexity | Entropy | Unique N-grams | Top-100 Coverage | Top-1000 Coverage |
 |--------|---------|------------|---------|----------------|------------------|-------------------|
-| **2-gram** | Word | 362 | 8.50 | 1,049 | 58.8% | 98.9% |
-| **2-gram** | Subword | 209 🏆 | 7.71 | 983 | 73.7% | 100.0% |
-| **3-gram** | Word | 496 | 8.95 | 1,408 | 53.1% | 92.0% |
-| **3-gram** | Subword | 1,182 | 10.21 | 5,848 | 38.2% | 79.4% |
-| **4-gram** | Word | 887 | 9.79 | 2,457 | 43.9% | 77.4% |
-| **4-gram** | Subword | 3,532 | 11.79 | 19,225 | 28.5% | 58.2% |
+| **2-gram** | Word | 362 | 8.50 | 1,045 | 58.8% | 99.0% |
+| **2-gram** | Subword | 208 🏆 | 7.70 | 976 | 73.9% | 100.0% |
+| **3-gram** | Word | 494 | 8.95 | 1,403 | 53.1% | 92.1% |
+| **3-gram** | Subword | 1,176 | 10.20 | 5,825 | 38.3% | 79.5% |
+| **4-gram** | Word | 875 | 9.77 | 2,432 | 44.2% | 77.7% |
+| **4-gram** | Subword | 3,512 | 11.78 | 19,179 | 28.6% | 58.3% |
+| **5-gram** | Word | 727 | 9.51 | 1,831 | 46.0% | 82.2% |
+| **5-gram** | Subword | 5,192 | 12.34 | 26,363 | 25.9% | 52.6% |
 
 ### Top 5 N-grams by Size
 
@@ -142,68 +154,88 @@ Below are sample sentences tokenized with each vocabulary size:
 
 | Rank | N-gram | Count |
 |------|--------|-------|
-| 1 | `hem i` | 738 |
-| 2 | `stet blong` | 729 |
-| 3 | `em i` | 617 |
-| 4 | `blong amerika` | 598 |
-| 5 | `blong yunaeted` | 535 |
+| 1 | `hem i` | 741 |
+| 2 | `stet blong` | 731 |
+| 3 | `em i` | 611 |
+| 4 | `blong amerika` | 599 |
+| 5 | `blong yunaeted` | 537 |
 
 **3-grams (Word):**
 
 | Rank | N-gram | Count |
 |------|--------|-------|
-| 1 | `stet blong amerika` | 583 |
-| 2 | `yunaeted stet blong` | 479 |
-| 3 | `blong yunaeted stet` | 479 |
-| 4 | `blong singsing blong` | 292 |
+| 1 | `stet blong amerika` | 585 |
+| 2 | `blong yunaeted stet` | 481 |
+| 3 | `yunaeted stet blong` | 481 |
+| 4 | `blong singsing blong` | 291 |
 | 5 | `blong hem i` | 259 |
 
 **4-grams (Word):**
 
 | Rank | N-gram | Count |
 |------|--------|-------|
-| 1 | `yunaeted stet blong amerika` | 477 |
-| 2 | `blong yunaeted stet blong` | 470 |
+| 1 | `yunaeted stet blong amerika` | 479 |
+| 2 | `blong yunaeted stet blong` | 472 |
 | 3 | `akta blong yunaeted stet` | 210 |
-| 4 | `woman blong singsing blong` | 182 |
+| 4 | `woman blong singsing blong` | 181 |
 | 5 | `blong singsing blong japan` | 150 |
 
+**5-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `blong yunaeted stet blong amerika` | 471 |
+| 2 | `akta blong yunaeted stet blong` | 210 |
+| 3 | `woman blong singsing blong japan` | 129 |
+| 4 | `em i woman blong singsing` | 100 |
+| 5 | `i woman blong singsing blong` | 96 |
+
 **2-grams (Subword):**
 
 | Rank | N-gram | Count |
 |------|--------|-------|
-| 1 | `o n` | 9,093 |
-| 2 | `n g` | 8,780 |
-| 3 | `l o` | 8,027 |
-| 4 | `g _` | 7,936 |
-| 5 | `_ b` | 7,059 |
+| 1 | `o n` | 9,097 |
+| 2 | `n g` | 8,801 |
+| 3 | `l o` | 8,033 |
+| 4 | `g _` | 7,960 |
+| 5 | `_ b` | 7,074 |
 
 **3-grams (Subword):**
 
 | Rank | N-gram | Count |
 |------|--------|-------|
-| 1 | `n g _` | 7,795 |
-| 2 | `o n g` | 7,296 |
-| 3 | `l o n` | 7,257 |
-| 4 | `_ b l` | 5,277 |
-| 5 | `b l o` | 5,252 |
+| 1 | `n g _` | 7,816 |
+| 2 | `o n g` | 7,315 |
+| 3 | `l o n` | 7,271 |
+| 4 | `_ b l` | 5,295 |
+| 5 | `b l o` | 5,265 |
 
 **4-grams (Subword):**
 
 | Rank | N-gram | Count |
 |------|--------|-------|
-| 1 | `o n g _` | 7,200 |
-| 2 | `l o n g` | 7,191 |
-| 3 | `_ b l o` | 5,238 |
-| 4 | `b l o n` | 5,015 |
-| 5 | `_ l o n` | 2,153 |
+| 1 | `o n g _` | 7,216 |
+| 2 | `l o n g` | 7,207 |
+| 3 | `_ b l o` | 5,255 |
+| 4 | `b l o n` | 5,031 |
+| 5 | `_ l o n` | 2,154 |
+
+**5-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `l o n g _` | 7,179 |
+| 2 | `b l o n g` | 5,030 |
+| 3 | `_ b l o n` | 5,028 |
+| 4 | `_ l o n g` | 2,151 |
+| 5 | `e m _ i _` | 1,374 |
 
 
 ### Key Findings
 
-- **Best Perplexity:** 2-gram (subword) with 209
+- **Best Perplexity:** 2-gram (subword) with 208
 - **Entropy Trend:** Decreases with larger n-grams (more predictable)
-- **Coverage:** Top-1000 patterns cover ~58% of corpus
+- **Coverage:** Top-1000 patterns cover ~53% of corpus
 - **Recommendation:** 4-gram or 5-gram for best predictive performance
 
 ---
@@ -219,14 +251,14 @@ Below are sample sentences tokenized with each vocabulary size:
 
 | Context | Variant | Avg Entropy | Perplexity | Branching Factor | Unique Contexts | Predictability |
 |---------|---------|-------------|------------|------------------|-----------------|----------------|
-| **1** | Word | 0.5840 | 1.499 | 3.04 | 8,338 | 41.6% |
-| **1** | Subword | 0.9602 | 1.946 | 6.50 | 364 | 4.0% |
-| **2** | Word | 0.1997 | 1.148 | 1.41 | 24,957 | 80.0% |
-| **2** | Subword | 0.9911 | 1.988 | 5.10 | 2,361 | 0.9% |
-| **3** | Word | 0.0755 | 1.054 | 1.13 | 34,724 | 92.4% |
-| **3** | Subword | 0.7964 | 1.737 | 3.17 | 12,016 | 20.4% |
-| **4** | Word | 0.0328 🏆 | 1.023 | 1.06 | 38,736 | 96.7% |
-| **4** | Subword | 0.4627 | 1.378 | 1.90 | 38,018 | 53.7% |
+| **1** | Word | 0.5784 | 1.493 | 3.02 | 8,408 | 42.2% |
+| **1** | Subword | 0.9577 | 1.942 | 6.51 | 362 | 4.2% |
+| **2** | Word | 0.1997 | 1.148 | 1.41 | 25,020 | 80.0% |
+| **2** | Subword | 0.9916 | 1.988 | 5.13 | 2,350 | 0.8% |
+| **3** | Word | 0.0750 | 1.053 | 1.13 | 34,806 | 92.5% |
+| **3** | Subword | 0.7944 | 1.734 | 3.18 | 12,029 | 20.6% |
+| **4** | Word | 0.0323 🏆 | 1.023 | 1.05 | 38,812 | 96.8% |
+| **4** | Subword | 0.4624 | 1.378 | 1.90 | 38,112 | 53.8% |
 
 ### Generated Text Samples (Word-based)
 
@@ -234,27 +266,27 @@ Below are text samples generated from each word-based Markov chain model:
 
 **Context Size 1:**
 
-1. `blong olgeta mo yu ol disaepol blong dover long wol plante fasin blong court i wan`
-2. `i bin wan strongfala win if you s 84 913 km2 populaesen blong stet blong hem`
-3. `long saed blong tekem carbondioxde mo wanwan aelan gaua o aoba hem i wokem long milly`
+1. `blong miusik grup i praem minista blong pasifik tu kristianiti islam jeinisim i praem minista blong`
+2. `i stap wetem graon kavremap 29 septemba hem hemi sapraesm ol pipol likem kakae we i`
+3. `long septemba i stap mekem afta blong et et i wan fruit kakae we ol komposisen`
 
 **Context Size 2:**
 
-1. `hem i stap insaet long solwota everi man i save sindaon o silip long hem islam relijon`
-2. `stet blong philippines blong stet blong amerika blong stet blong amerika blong stet blong amerika mo...`
-3. `em i bin ded 8 septemba em i woman blong singsing blong japan man blong singsing blong`
+1. `hem i wan miusik grup stet blong philippines blong stet blong amerika man blong singsing blong japan`
+2. `stet blong peru bik kaontri long saot blong yurop we i stap araon 860 090 external links`
+3. `em i bin transletem niu testeman i kam mo watchem kustom danis wetem good fren pipol`
 
 **Context Size 3:**
 
-1. `blong yunaeted stet blong amerika model akta blong pornografi blong ajentina em i stap popiula from ...`
-2. `yunaeted stet blong amerika akta blong yunaeted stet blong amerika blong yunaeted stet blong amerika...`
-3. `blong singsing blong japan thumb anna iriyama man blong singsing blong kanada man blong singsing blo...`
+1. `yunaeted stet blong amerika akta blong yunaeted stet blong amerika risos long internet www vilnius l...`
+2. `blong yunaeted stet blong amerika blong yunaeted stet blong amerika akta blong yunaeted stet blong a...`
+3. `blong singsing blong taelan woman blong singsing blong japan woman blong singsing blong japan man bl...`
 
 **Context Size 4:**
 
-1. `blong yunaeted stet blong amerika blong stet blong yunaeted stet blong amerika blong yunaeted stet b...`
-2. `yunaeted stet blong amerika blong stet blong yunaeted stet blong amerika blong yunaeted stet blong a...`
-3. `akta blong yunaeted stet blong amerika akta blong yunaeted stet blong amerika blong stet blong yunae...`
+1. `blong yunaeted stet blong amerika akta blong yunaeted stet blong amerika blong stet blong yunaeted s...`
+2. `yunaeted stet blong amerika bara lyle crist images of america alliance arcadia publishing s 41 isbn ...`
+3. `akta blong yunaeted stet blong amerika akta blong yunaeted stet blong amerika akta blong yunaeted st...`
 
 
 ### Generated Text Samples (Subword-based)
@@ -263,34 +295,34 @@ Below are text samples generated from each subword-based Markov chain model:
 
 **Context Size 1:**
 
-1. `_dimo_ste_lon_i_`
-2. `a_blong_bl_19_s_`
-3. `ngstang_yulolem:`
+1. `_stakthae_m_blon`
+2. `ak_25paryulgraju`
+3. `ng_lons_i_we_d_p`
 
 **Context Size 2:**
 
-1. `ong_300px_12_3_44`
-2. `ng_st_boetexanblo`
-3. `long_prol_no,_рос`
+1. `ong_yun_wosing_i_`
+2. `ng_noasol_ww.cita`
+3. `long_en_lon_i_sol`
 
 **Context Size 3:**
 
-1. `ng_amerika._akta_b`
-2. `ong_savela_taeland`
-3. `long_amerika_maura`
+1. `ng_nara_(cano_red_`
+2. `ong_wan_blong_mius`
+3. `long_(long_blong_y`
 
 **Context Size 4:**
 
-1. `ong_amerika._praem_`
-2. `long_not_prize_nigh`
-3. `_blong_21_man_blong`
+1. `ong_nolej,_televis_`
+2. `long_gud_fasin_muha`
+3. `_blong_stet_blong_s`
 
 
 ### Key Findings
 
-- **Best Predictability:** Context-4 (word) with 96.7% predictability
+- **Best Predictability:** Context-4 (word) with 96.8% predictability
 - **Branching Factor:** Decreases with context size (more deterministic)
-- **Memory Trade-off:** Larger contexts require more storage (38,018 contexts)
+- **Memory Trade-off:** Larger contexts require more storage (38,112 contexts)
 - **Recommendation:** Context-3 or Context-4 for text generation
 
 ---
@@ -306,48 +338,48 @@ Below are text samples generated from each subword-based Markov chain model:
 
 | Metric | Value |
 |--------|-------|
-| Vocabulary Size | 3,117 |
-| Total Tokens | 48,872 |
-| Mean Frequency | 15.68 |
+| Vocabulary Size | 3,106 |
+| Total Tokens | 48,839 |
+| Mean Frequency | 15.72 |
 | Median Frequency | 3 |
-| Frequency Std Dev | 124.49 |
+| Frequency Std Dev | 125.16 |
 
 ### Most Common Words
 
 | Rank | Word | Frequency |
 |------|------|-----------|
-| 1 | blong | 5,014 |
-| 2 | i | 3,182 |
-| 3 | long | 2,146 |
-| 4 | mo | 1,031 |
-| 5 | hem | 1,008 |
-| 6 | ol | 886 |
-| 7 | wan | 875 |
-| 8 | stet | 840 |
-| 9 | amerika | 673 |
-| 10 | em | 660 |
+| 1 | blong | 5,030 |
+| 2 | i | 3,201 |
+| 3 | long | 2,145 |
+| 4 | mo | 1,056 |
+| 5 | hem | 1,010 |
+| 6 | ol | 899 |
+| 7 | wan | 870 |
+| 8 | stet | 842 |
+| 9 | amerika | 672 |
+| 10 | em | 654 |
 
 ### Least Common Words (from vocabulary)
 
 | Rank | Word | Frequency |
 |------|------|-----------|
-| 1 | lotta | 2 |
-| 2 | continua | 2 |
-| 3 | ekshumesen | 2 |
-| 4 | suspension | 2 |
-| 5 | fulwan | 2 |
-| 6 | konfirm | 2 |
-| 7 | trial | 2 |
-| 8 | window | 2 |
-| 9 | piazza | 2 |
-| 10 | fontana | 2 |
+| 1 | ftps | 2 |
+| 2 | sftp | 2 |
+| 3 | operating | 2 |
+| 4 | guide | 2 |
+| 5 | spesifikesen | 2 |
+| 6 | firewall | 2 |
+| 7 | sapot | 2 |
+| 8 | lesin | 2 |
+| 9 | sanem | 2 |
+| 10 | extended | 2 |
 
 ### Zipf's Law Analysis
 
 | Metric | Value |
 |--------|-------|
-| Zipf Coefficient | 1.0400 |
-| R² (Goodness of Fit) | 0.989215 |
+| Zipf Coefficient | 1.0402 |
+| R² (Goodness of Fit) | 0.989274 |
 | Adherence Quality | **excellent** |
 
 ### Coverage Analysis
@@ -361,9 +393,9 @@ Below are text samples generated from each subword-based Markov chain model:
 
 ### Key Findings
 
-- **Zipf Compliance:** R²=0.9892 indicates excellent adherence to Zipf's law
+- **Zipf Compliance:** R²=0.9893 indicates excellent adherence to Zipf's law
 - **High Frequency Dominance:** Top 100 words cover 62.1% of corpus
-- **Long Tail:** -6,883 words needed for remaining 100.0% coverage
+- **Long Tail:** -6,894 words needed for remaining 100.0% coverage
 
 ---
 ## 5. Word Embeddings Evaluation
@@ -379,37 +411,40 @@ Below are text samples generated from each subword-based Markov chain model:
 
 ### 5.1 Cross-Lingual Alignment
 
-> *Note: Multilingual alignment visualization not available for this language.*
+![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 | 0.0388 🏆 | 0.6777 | N/A | N/A |
-| **mono_64d** | 64 | 0.0097 | 0.6676 | N/A | N/A |
-| **mono_128d** | 128 | 0.0021 | 0.6720 | N/A | N/A |
+| **mono_32d** | 32 | 0.0691 🏆 | 0.6642 | N/A | N/A |
+| **mono_64d** | 64 | 0.0097 | 0.6595 | N/A | N/A |
+| **mono_128d** | 128 | 0.0022 | 0.6755 | N/A | N/A |
+| **aligned_32d** | 32 | 0.0691 | 0.6741 | 0.0060 | 0.0420 |
+| **aligned_64d** | 64 | 0.0097 | 0.6519 | 0.0080 | 0.0860 |
+| **aligned_128d** | 128 | 0.0022 | 0.6801 | 0.0200 | 0.0920 |
 
 ### Key Findings
 
-- **Best Isotropy:** mono_32d with 0.0388 (more uniform distribution)
-- **Semantic Density:** Average pairwise similarity of 0.6724. Lower values indicate better semantic separation.
-- **Alignment Quality:** No aligned models evaluated in this run.
+- **Best Isotropy:** mono_32d with 0.0691 (more uniform distribution)
+- **Semantic Density:** Average pairwise similarity of 0.6675. Lower values indicate better semantic separation.
+- **Alignment Quality:** Aligned models achieve up to 2.0% R@1 in cross-lingual retrieval.
 - **Recommendation:** 128d aligned for best cross-lingual performance
 
 ---
 ## 6.  Morphological Analysis (Experimental)
 
-> ⚠️ **Warning:** This language shows low morphological productivity. The statistical signals used for this analysis may be noisy or less reliable than for morphologically rich languages.
-
 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 | **0.000** | Low morphological productivity | ⚠️ Likely unreliable |
-| Idiomaticity Gap | **-1.000** | Low formulaic content | - |
+| Productivity Index | **5.000** | High morphological productivity | Reliable analysis |
+| Idiomaticity Gap | **0.564** | High formulaic/idiomatic content | - |
 
 ### 6.2 Affix Inventory (Productive Units)
 
@@ -422,9 +457,9 @@ These are the most productive prefixes and suffixes identified by sampling the v
 #### Productive Suffixes
 | Suffix | Examples |
 |--------|----------|
-| `-en` | ren, disisen, citizen |
-| `-an` | givhan, kirgistan, wan |
-| `-em` | shoem, wokem, blem |
+| `-en` | warren, truiden, paten |
+| `-em` | katem, raonem, sanem |
+| `-an` | ejukesan, busan, giaman |
 
 ### 6.3 Bound Stems (Lexical Roots)
 
@@ -432,7 +467,7 @@ Bound stems are high-frequency subword units that are semantically cohesive but
 
 | Stem | Cohesion | Substitutability | Examples |
 |------|----------|------------------|----------|
-| `amba` | 1.38x | 8 contexts | ambae, namba, bambae |
+| `amba` | 1.40x | 8 contexts | ambae, namba, stamba |
 
 ### 6.4 Affix Compatibility (Co-occurrence)
 
@@ -450,23 +485,25 @@ Using **Recursive Hierarchical Substitutability**, we decompose complex words in
 | republican | **`republic-an`** | 4.5 | `republic` |
 | andastanem | **`andast-an-em`** | 3.0 | `andast` |
 | niutesteman | **`niutest-em-an`** | 3.0 | `niutest` |
-| kirgistan | **`kirgist-an`** | 1.5 | `kirgist` |
-| valencian | **`valenci-an`** | 1.5 | `valenci` |
-| singaotem | **`singaot-em`** | 1.5 | `singaot` |
-| defdefren | **`defdefr-en`** | 1.5 | `defdefr` |
-| melanesian | **`melanesi-an`** | 1.5 | `melanesi` |
-| konstitusen | **`konstitus-en`** | 1.5 | `konstitus` |
-| komposisen | **`komposis-en`** | 1.5 | `komposis` |
-| smithsonian | **`smithsoni-an`** | 1.5 | `smithsoni` |
-| kompitisen | **`kompitis-en`** | 1.5 | `kompitis` |
-| bisnesman | **`bisnesm-an`** | 1.5 | `bisnesm` |
-| protestan | **`protest-an`** | 1.5 | `protest` |
+| komunikesen | **`komunikes-en`** | 1.5 | `komunikes` |
+| oganaesesen | **`oganaeses-en`** | 1.5 | `oganaeses` |
+| sustreksen | **`sustreks-en`** | 1.5 | `sustreks` |
+| vaespresiden | **`vaespresid-en`** | 1.5 | `vaespresid` |
+| populesen | **`popules-en`** | 1.5 | `popules` |
 | ekshumesen | **`ekshumes-en`** | 1.5 | `ekshumes` |
+| komposisen | **`komposis-en`** | 1.5 | `komposis` |
+| konstitusen | **`konstitus-en`** | 1.5 | `konstitus` |
+| sébastien | **`sébasti-en`** | 1.5 | `sébasti` |
+| austronesian | **`austronesi-an`** | 1.5 | `austronesi` |
+| divelopem | **`divelop-em`** | 1.5 | `divelop` |
+| christian | **`christi-an`** | 1.5 | `christi` |
 
 ### 6.6 Linguistic Interpretation
 
 > **Automated Insight:**
-The language BI appears to be more isolating or has a highly fixed vocabulary. Word-level models perform nearly as well as subword models, indicating fewer productive morphological processes.
+The language Bislama 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
@@ -478,8 +515,8 @@ The language BI appears to be more isolating or has a highly fixed vocabulary. W
 | Component | Recommended | Rationale |
 |-----------|-------------|-----------|
 | Tokenizer | **16k BPE** | Best compression (4.44x) |
-| N-gram | **2-gram** | Lowest perplexity (209) |
-| Markov | **Context-4** | Highest predictability (96.7%) |
+| N-gram | **2-gram** | Lowest perplexity (208) |
+| Markov | **Context-4** | Highest predictability (96.8%) |
 | Embeddings | **100d** | Balanced semantic capture and isotropy |
 
 
@@ -693,4 +730,4 @@ MIT License - Free for academic and commercial use.
 ---
 *Generated by Wikilangs Models Pipeline*
 
-*Report Date: 2026-01-03 07:17:54*
+*Report Date: 2026-01-03 18:57:38*
diff --git a/models/embeddings/aligned/bi_128d.bin b/models/embeddings/aligned/bi_128d.bin
new file mode 100644
index 0000000000000000000000000000000000000000..9a156e34388ece1ebd6f9236b877d2edcfa3bb82
--- /dev/null
+++ b/models/embeddings/aligned/bi_128d.bin
@@ -0,0 +1,3 @@
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diff --git a/models/embeddings/aligned/bi_128d.meta.json b/models/embeddings/aligned/bi_128d.meta.json
new file mode 100644
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@@ -0,0 +1 @@
+{"lang": "bi", "dim": 128, "max_seq_len": 512, "is_aligned": true}
\ No newline at end of file
diff --git a/models/embeddings/aligned/bi_128d.projection.npy b/models/embeddings/aligned/bi_128d.projection.npy
new file mode 100644
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@@ -0,0 +1,3 @@
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new file mode 100644
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--- /dev/null
+++ b/models/embeddings/aligned/bi_128d_metadata.json
@@ -0,0 +1,8 @@
+{
+  "language": "bi",
+  "dimension": 128,
+  "version": "aligned",
+  "hub_language": "en",
+  "seed_vocab_size": 565,
+  "vocab_size": 1052
+}
\ No newline at end of file
diff --git a/models/embeddings/aligned/bi_32d.bin b/models/embeddings/aligned/bi_32d.bin
new file mode 100644
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\ No newline at end of file
diff --git a/models/embeddings/aligned/bi_32d.projection.npy b/models/embeddings/aligned/bi_32d.projection.npy
new file mode 100644
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new file mode 100644
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@@ -0,0 +1,8 @@
+{
+  "language": "bi",
+  "dimension": 32,
+  "version": "aligned",
+  "hub_language": "en",
+  "seed_vocab_size": 565,
+  "vocab_size": 1052
+}
\ No newline at end of file
diff --git a/models/embeddings/aligned/bi_64d.bin b/models/embeddings/aligned/bi_64d.bin
new file mode 100644
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@@ -0,0 +1 @@
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\ No newline at end of file
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new file mode 100644
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@@ -0,0 +1,8 @@
+{
+  "language": "bi",
+  "dimension": 64,
+  "version": "aligned",
+  "hub_language": "en",
+  "seed_vocab_size": 565,
+  "vocab_size": 1052
+}
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diff --git a/models/embeddings/monolingual/bi_128d.bin b/models/embeddings/monolingual/bi_128d.bin
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+++ b/models/embeddings/monolingual/bi_128d.bin
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+++ b/models/embeddings/monolingual/bi_128d_metadata.json
@@ -11,5 +11,5 @@
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     "dim": 128
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+  "vocab_size": 1052
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@@ -11,5 +11,5 @@
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diff --git a/models/embeddings/monolingual/bi_64d.bin b/models/embeddings/monolingual/bi_64d.bin
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diff --git a/models/subword_markov/bi_markov_ctx1_subword.parquet b/models/subword_markov/bi_markov_ctx1_subword.parquet
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+++ b/models/subword_markov/bi_markov_ctx1_subword.parquet
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@@ -2,6 +2,6 @@
   "context_size": 1,
   "variant": "subword",
   "language": "bi",
-  "unique_contexts": 364,
-  "total_transitions": 308852
+  "unique_contexts": 362,
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 }
\ No newline at end of file
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   "variant": "subword",
   "language": "bi",
-  "unique_ngrams": 983,
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-ff	-1801
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-hod	-1827
-ieh	-1828
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-ili	-1830
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-oen	-1834
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-ury	-1843
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-alab	-1853
-cean	-1854
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-elle	-1857
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-ouri	-1873
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-▁sae	-1899
-▁sid	-1900
-▁spr	-1901
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-▁umi	-1904
-▁vel	-1905
-▁way	-1906
-▁wil	-1907
-▁yas	-1908
-chten	-1909
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-phael	-5236
-rence	-5237
-ushin	-5238
-▁alek	-5239
-▁armi	-5240
-▁daed	-5241
-▁even	-5242
-▁hend	-5243
-▁irak	-5244
-▁kilo	-5245
-▁kirg	-5246
-▁klia	-5247
-▁klos	-5248
-▁koro	-5249
-▁lava	-5250
-▁mass	-5251
-▁pipo	-5252
-▁poul	-5253
-▁pour	-5254
-▁rama	-5255
-▁rand	-5256
-▁raun	-5257
-▁roos	-5258
-▁rowa	-5259
-▁sket	-5260
-▁skil	-5261
-▁slip	-5262
-▁sran	-5263
-▁tast	-5264
-ezuela	-5265
-fulnem	-5266
-getter	-5267
-hausen	-5268
-havira	-5269
-hawaii	-5270
-helena	-5271
-herzog	-5272
-hispan	-5273
-huania	-5274
-hunter	-5275
-icipal	-5276
-ientes	-5277
-imedes	-5278
-inesia	-5279
-inikan	-5280
-iodine	-5281
-ioloji	-5282
-irtual	-5283
-juneau	-5284
-kludum	-5285
-kultua	-5286
-laplap	-5287
-lywood	-5288
-manioc	-5289
-mation	-5290
-nisman	-5291
-oregon	-5292
-osasco	-5293
-pierre	-5294
-portug	-5295
-pretem	-5296
-raleig	-5297
-ranath	-5298
-reksen	-5299
-ogram	-5300
-rollem	-5301
-ronmen	-5302
-sentem	-5303
-simbol	-5304
-stefae	-5305
-steman	-5306
-stitut	-5307
-tedral	-5308
-tektem	-5309
-thurus	-5310
-travel	-5311
-urgeon	-5312
-vigson	-5313
-vinsen	-5314
-yvyvyv	-5315
-zechia	-5316
-zigány	-5317
-ázquez	-5318
-édéric	-5319
-еверна	-5320
-лгария	-5321
-▁about	-5322
-▁adams	-5323
-▁aires	-5324
-▁akari	-5325
-▁aldin	-5326
-▁almaz	-5327
-▁anand	-5328
-▁annie	-5329
-▁antat	-5330
-▁aroun	-5331
-▁arseo	-5332
-▁asbek	-5333
-▁atlas	-5334
-▁banks	-5335
-▁barak	-5336
-▁bates	-5337
-▁bekem	-5338
-▁belis	-5339
-▁benin	-5340
-▁berem	-5341
-▁bigdi	-5342
-▁bikos	-5343
-▁buluk	-5344
-▁carlo	-5345
-▁cheri	-5346
-▁china	-5347
-▁claud	-5348
-▁corpo	-5349
-▁crops	-5350
-▁daddy	-5351
-▁danel	-5352
-▁danny	-5353
-▁diary	-5354
-▁diego	-5355
-▁digri	-5356
-▁disap	-5357
-▁ditel	-5358
-▁dosto	-5359
-▁dress	-5360
-▁eesti	-5361
-▁egils	-5362
-▁ekwal	-5363
-▁emory	-5364
-▁enjel	-5365
-▁entom	-5366
-▁fasen	-5367
-▁fland	-5368
-▁fonda	-5369
-▁found	-5370
-▁frend	-5371
-▁fresh	-5372
-▁frida	-5373
-▁fukum	-5374
-▁fulup	-5375
-▁gabba	-5376
-▁gaden	-5377
-▁genus	-5378
-▁givem	-5379
-▁grace	-5380
-▁gramm	-5381
-▁gyula	-5382
-▁güell	-5383
-▁haiti	-5384
-▁halle	-5385
-▁hamas	-5386
-▁hapen	-5387
-▁harem	-5388
-▁hause	-5389
-▁haydn	-5390
-▁heart	-5391
-▁honam	-5392
-▁horse	-5393
-▁hrvat	-5394
-▁ikuta	-5395
-▁instr	-5396
-▁inver	-5397
-▁istap	-5398
-▁italo	-5399
-▁iusum	-5400
-▁jenes	-5401
-▁jonas	-5402
-▁jorge	-5403
-▁jouan	-5404
-▁kabis	-5405
-▁kahlo	-5406
-▁kalis	-5407
-▁kanda	-5408
-▁kanok	-5409
-▁kashi	-5410
-▁kipim	-5411
-▁klaem	-5412
-▁kokon	-5413
-▁kolim	-5414
-▁komen	-5415
-▁komun	-5416
-▁korea	-5417
-▁korin	-5418
-▁kylie	-5419
-▁køben	-5420
-▁lanka	-5421
-▁lavem	-5422
-▁lewis	-5423
-▁lloyd	-5424
-▁lotta	-5425
-▁luigi	-5426
-▁luket	-5427
-▁lusum	-5428
-▁maewo	-5429
-▁manie	-5430
-▁maori	-5431
-▁maret	-5432
-▁marqu	-5433
-▁maría	-5434
-▁mateo	-5435
-▁maxim	-5436
-▁mente	-5437
-▁mesej	-5438
-▁metal	-5439
-▁mimar	-5440
-▁minsk	-5441
-▁misin	-5442
-▁miura	-5443
-▁moden	-5444
-▁momoi	-5445
-▁museu	-5446
-▁music	-5447
-▁naeja	-5448
-▁naruh	-5449
-▁nauru	-5450
-▁neham	-5451
-▁nicos	-5452
-▁nolej	-5453
-▁noreg	-5454
-▁norge	-5455
-▁ogawa	-5456
-▁oksit	-5457
-▁olman	-5458
-▁orenj	-5459
-▁organ	-5460
-▁pablo	-5461
-▁parks	-5462
-▁perez	-5463
-▁pibol	-5464
-▁pieta	-5465
-▁pitim	-5466
-▁pitts	-5467
-▁puluk	-5468
-▁ramon	-5469
-▁raven	-5470
-▁rekod	-5471
-▁resta	-5472
-▁rijin	-5473
-▁robin	-5474
-▁rodri	-5475
-▁ronem	-5476
-▁rusum	-5477
-▁sabat	-5478
-▁sahib	-5479
-▁sally	-5480
-▁samoa	-5481
-▁sanya	-5482
-▁saras	-5483
-▁schol	-5484
-▁schum	-5485
-▁scien	-5486
-▁seken	-5487
-▁serra	-5488
-▁shape	-5489
-▁shell	-5490
-▁shina	-5491
-▁shira	-5492
-▁shoem	-5493
-▁sigal	-5494
-▁siria	-5495
-▁sneck	-5496
-▁solan	-5497
-▁sosor	-5498
-▁sowem	-5499
-▁spaes	-5500
-▁steel	-5501
-▁steit	-5502
-▁sweat	-5503
-▁takeo	-5504
-▁taois	-5505
-▁tasso	-5506
-▁tonga	-5507
-▁topik	-5508
-▁trang	-5509
-▁trial	-5510
-▁ueter	-5511
-▁under	-5512
-▁union	-5513
-▁valea	-5514
-▁vella	-5515
-▁vilij	-5516
-▁vohor	-5517
-▁wasem	-5518
-▁weata	-5519
-▁wikis	-5520
-▁women	-5521
-▁years	-5522
-▁young	-5523
-▁zoran	-5524
-▁досто	-5525
-▁خواجه	-5526
-alabama	-5527
-alzette	-5528
-asparag	-5529
-ational	-5530
-casting	-5531
-charles	-5532
-chnique	-5533
-concord	-5534
-edonija	-5535
-enesian	-5536
-escript	-5537
-espeare	-5538
-hamburg	-5539
-hokusai	-5540
-humesen	-5541
-ibility	-5542
-idental	-5543
-ionario	-5544
-ipaliti	-5545
-jeziory	-5546
-liament	-5547
-lincoln	-5548
-monwelt	-5549
-oglotta	-5550
-ografie	-5551
-ography	-5552
-olojist	-5553
-parakas	-5554
-pension	-5555
-phoenix	-5556
-publika	-5557
-querque	-5558
-ressive	-5559
-rikalja	-5560
-stantin	-5561
-sukaken	-5562
-tarella	-5563
-terbury	-5564
-trenton	-5565
-zgerald	-5566
-▁ademup	-5567
-▁adisen	-5568
-▁aelans	-5569
-▁affili	-5570
-▁aislan	-5571
-▁aksess	-5572
-▁albert	-5573
-▁alwina	-5574
-▁amaral	-5575
-▁apaxco	-5576
-▁aposol	-5577
-▁aquino	-5578
-▁arnaud	-5579
-▁assisi	-5580
-▁atchin	-5581
-▁august	-5582
-▁babuda	-5583
-▁bandel	-5584
-▁banjar	-5585
-▁banyan	-5586
-▁before	-5587
-▁benson	-5588
-▁bignem	-5589
-▁bildim	-5590
-▁biliva	-5591
-▁boeree	-5592
-▁bohlen	-5593
-▁boilem	-5594
-▁brokem	-5595
-▁buenos	-5596
-▁cannon	-5597
-▁change	-5598
-▁chapel	-5599
-▁chiusa	-5600
-▁closup	-5601
-▁conose	-5602
-▁curtis	-5603
-▁daniel	-5604
-▁darwin	-5605
-▁desert	-5606
-▁design	-5607
-▁dhemtu	-5608
-▁dieter	-5609
-▁diwali	-5610
-▁dmitry	-5611
-▁drowem	-5612
-▁dustin	-5613
-▁dwight	-5614
-▁eleksi	-5615
-▁elliot	-5616
-▁energy	-5617
-▁españa	-5618
-▁eugène	-5619
-▁europa	-5620
-▁examin	-5621
-▁faerap	-5622
-▁faetem	-5623
-▁famili	-5624
-▁fedral	-5625
-▁felipe	-5626
-▁fesman	-5627
-▁feswan	-5628
-▁fiksen	-5629
-▁flaeng	-5630
-▁flagio	-5631
-▁fromwe	-5632
-▁fukuda	-5633
-▁fulwan	-5634
-▁futuna	-5635
-▁gerald	-5636
-▁german	-5637
-▁gloria	-5638
-▁goddes	-5639
-▁gordon	-5640
-▁grafik	-5641
-▁grandi	-5642
-▁granny	-5643
-▁gurney	-5644
-▁gérard	-5645
-▁haruna	-5646
-▁hispan	-5647
-▁holder	-5648
-▁howard	-5649
-▁imogen	-5650
-▁includ	-5651
-▁indian	-5652
-▁inklis	-5653
-▁inogat	-5654
-▁insaet	-5655
-▁ismael	-5656
-▁jacint	-5657
-▁jamfis	-5658
-▁jenris	-5659
-▁joanne	-5660
-▁joelle	-5661
-▁kalkot	-5662
-▁karate	-5663
-▁karbon	-5664
-▁keegan	-5665
-▁klemem	-5666
-▁knight	-5667
-▁kunkel	-5668
-▁kurasa	-5669
-▁kustom	-5670
-▁labour	-5671
-▁leftem	-5672
-▁lehane	-5673
-▁lelepa	-5674
-▁levits	-5675
-▁likwid	-5676
-▁louise	-5677
-▁luiggi	-5678
-▁mackie	-5679
-▁magdal	-5680
-▁magyar	-5681
-▁mancha	-5682
-▁manuel	-5683
-▁marcel	-5684
-▁masaki	-5685
-▁matsuo	-5686
-▁melben	-5687
-▁michał	-5688
-▁michel	-5689
-▁middle	-5690
-▁miksim	-5691
-▁minami	-5692
-▁miusek	-5693
-▁modern	-5694
-▁moksha	-5695
-▁momoka	-5696
-▁monzón	-5697
-▁moroko	-5698
-▁mosque	-5699
-▁museum	-5700
-▁muslim	-5701
-▁muvmen	-5702
-▁mérida	-5703
-▁méxico	-5704
-▁navara	-5705
-▁nawita	-5706
-▁nichol	-5707
-▁nikola	-5708
-▁nomata	-5709
-▁norway	-5710
-▁notnot	-5711
-▁nufala	-5712
-▁office	-5713
-▁oksfod	-5714
-▁olgter	-5715
-▁online	-5716
-▁osenia	-5717
-▁pablic	-5718
-▁philos	-5719
-▁phraya	-5720
-▁piazza	-5721
-▁pieter	-5722
-▁pikini	-5723
-▁pilicą	-5724
-▁poesie	-5725
-▁poetri	-5726
-▁polska	-5727
-▁polyte	-5728
-▁poètic	-5729
-▁pramoj	-5730
-▁prince	-5731
-▁projek	-5732
-▁protec	-5733
-▁puebla	-5734
-▁punjab	-5735
-▁rabind	-5736
-▁rafael	-5737
-▁raleig	-5738
-▁recull	-5739
-▁reggae	-5740
-▁rights	-5741
-▁ronald	-5742
-▁rubens	-5743
-▁saiens	-5744
-▁sakura	-5745
-▁sandra	-5746
-▁sasaki	-5747
-▁sauten	-5748
-▁sayaka	-5749
-▁search	-5750
-▁sekond	-5751
-▁selebr	-5752
-▁servem	-5753
-▁shqipë	-5754
-▁siling	-5755
-▁sinani	-5756
-▁somare	-5757
-▁sophia	-5758
-▁spring	-5759
-▁stampa	-5760
-▁stormy	-5761
-▁sweden	-5762
-▁sydney	-5763
-▁tanaka	-5764
-▁tchaik	-5765
-▁timoti	-5766
-▁trutok	-5767
-▁tukmen	-5768
-▁turkey	-5769
-▁vegeta	-5770
-▁venice	-5771
-▁vergil	-5772
-▁walker	-5773
-▁wanfla	-5774
-▁wanted	-5775
-▁warren	-5776
-▁wilson	-5777
-▁window	-5778
-▁wright	-5779
-▁yellow	-5780
-▁yuryev	-5781
-anajuato	-5782
-arkansas	-5783
-bismarck	-5784
-cabulary	-5785
-cephalus	-5786
-colorado	-5787
-comillas	-5788
-elanjelo	-5789
-ensemble	-5790
-leonardo	-5791
-michigan	-5792
-nebraska	-5793
-oklahoma	-5794
-presiden	-5795
-puffinus	-5796
-testeman	-5797
-thankara	-5798
-▁african	-5799
-▁albenia	-5800
-▁alfabet	-5801
-▁america	-5802
-▁ancient	-5803
-▁andarab	-5804
-▁antigua	-5805
-▁armenia	-5806
-▁auguste	-5807
-▁babados	-5808
-▁bahamas	-5809
-▁barbara	-5810
-▁beliefs	-5811
-▁benefit	-5812
-▁biggest	-5813
-▁bilivim	-5814
-▁buildem	-5815
-▁calling	-5816
-▁castell	-5817
-▁central	-5818
-▁clasica	-5819
-▁college	-5820
-▁croatia	-5821
-▁cultura	-5822
-▁culture	-5823
-▁cyclone	-5824
-▁czechia	-5825
-▁czigány	-5826
-▁daniels	-5827
-▁danmark	-5828
-▁deodori	-5829
-▁dickens	-5830
-▁direkta	-5831
-▁dispela	-5832
-▁distrik	-5833
-▁doktrin	-5834
-▁ecuador	-5835
-▁eleksen	-5836
-▁emperor	-5837
-▁enfosem	-5838
-▁erhardt	-5839
-▁escapat	-5840
-▁europan	-5841
-▁familia	-5842
-▁filipin	-5843
-▁fogetem	-5844
-▁fogivem	-5845
-▁fontana	-5846
-▁freedom	-5847
-▁galaksi	-5848
-▁giorgio	-5849
-▁gregory	-5850
-▁harding	-5851
-▁hardley	-5852
-▁harvard	-5853
-▁hemiwan	-5854
-▁herbert	-5855
-▁hidalgo	-5856
-▁hoknaet	-5857
-▁holiman	-5858
-▁houston	-5859
-▁hungary	-5860
-▁ikoloji	-5861
-▁informa	-5862
-▁ingland	-5863
-▁ireland	-5864
-▁iriyama	-5865
-▁ishmael	-5866
-▁italian	-5867
-▁january	-5868
-▁jenisem	-5869
-▁jinping	-5870
-▁johnson	-5871
-▁justice	-5872
-▁kangaru	-5873
-▁kaontem	-5874
-▁katolic	-5875
-▁kauntri	-5876
-▁knowles	-5877
-▁kompost	-5878
-▁konfirm	-5879
-▁kouyaté	-5880
-▁kriatem	-5881
-▁langwej	-5882
-▁latvian	-5883
-▁leprosy	-5884
-▁lexical	-5885
-▁liberal	-5886
-▁llengua	-5887
-▁madison	-5888
-▁maenlan	-5889
-▁manajem	-5890
-▁manfred	-5891
-▁marlene	-5892
-▁matthew	-5893
-▁melekem	-5894
-▁melissa	-5895
-▁meninas	-5896
-▁minogue	-5897
-▁molière	-5898
-▁monster	-5899
-▁moresby	-5900
-▁muvumuv	-5901
-▁márquez	-5902
-▁natapei	-5903
-▁naturel	-5904
-▁nawimba	-5905
-▁notabol	-5906
-▁offerem	-5907
-▁olympic	-5908
-▁orlando	-5909
-▁oseania	-5910
-▁outside	-5911
-▁palacio	-5912
-▁patisip	-5913
-▁picasso	-5914
-▁poesías	-5915
-▁popular	-5916
-▁prinsip	-5917
-▁printim	-5918
-▁prishud	-5919
-▁problem	-5920
-▁profesa	-5921
-▁program	-5922
-▁project	-5923
-▁promise	-5924
-▁publius	-5925
-▁quijote	-5926
-▁quixote	-5927
-▁rafrens	-5928
-▁romance	-5929
-▁roubaix	-5930
-▁sadinia	-5931
-▁saentis	-5932
-▁saotlan	-5933
-▁sapraes	-5934
-▁semfala	-5935
-▁sentral	-5936
-▁setemap	-5937
-▁shimizu	-5938
-▁shrivas	-5939
-▁sistine	-5940
-▁skripja	-5941
-▁skwisim	-5942
-▁slovens	-5943
-▁soldier	-5944
-▁solwora	-5945
-▁somfala	-5946
-▁spendem	-5947
-▁spesies	-5948
-▁splitim	-5949
-▁station	-5950
-▁stephen	-5951
-▁strakja	-5952
-▁sverige	-5953
-▁takeshi	-5954
-▁talking	-5955
-▁tbilisi	-5956
-▁tesalon	-5957
-▁tlacote	-5958
-▁tolstoy	-5959
-▁trastem	-5960
-▁turkish	-5961
-▁türkiye	-5962
-▁uruguay	-5963
-▁vanessa	-5964
-▁virtual	-5965
-▁visitim	-5966
-▁wanpela	-5967
-▁websaet	-5968
-▁северна	-5969
-asparagus	-5970
-evanjelio	-5971
-fortsenal	-5972
-frameless	-5973
-frankfort	-5974
-herzogtum	-5975
-icipality	-5976
-ionalista	-5977
-louisiana	-5978
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-skelekele	-5980
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-▁φιλοσοφ	-10184
-adjective	-10185
-akhādyaka	-10186
-alesandro	-10187
-alexander	-10188
-anaesesen	-10189
-anienbaum	-10190
-aragonesi	-10191
-atlantaga	-10192
-busnisman	-10193
-cantabria	-10194
-catalanes	-10195
-cicularis	-10196
-denvergov	-10197
-domínikos	-10198
-dättlikon	-10199
-nv	-10200
-ík	-10201
-θη	-10202
-مد	-10203
-▁и	-10204
-gud	-10205
-it͡	-10206
-pts	-10207
-sod	-10208
-vík	-10209
-éan	-10210
-άθη	-10211
-▁rw	-10212
-anit	-10213
-arge	-10214
-indy	-10215
-laus	-10216
-moon	-10217
-nit͡	-10218
-pere	-10219
-rait	-10220
-tadt	-10221
-teas	-10222
-tiop	-10223
-vole	-10224
-öder	-10225
-άθημ	-10226
-▁akt	-10227
-▁nou	-10228
-czyns	-10229
-javík	-10230
-océan	-10231
-röder	-10232
-santo	-10233
-άθημα	-10234
-▁amal	-10235
-▁barn	-10236
-▁elip	-10237
-▁fotw	-10238
-▁glad	-10239
-▁hens	-10240
-▁juni	-10241
-▁moul	-10242
-▁محمد	-10243
-atcher	-10244
-kjavík	-10245
-nit͡sa	-10246
-sodium	-10247
-tempts	-10248
-tiopia	-10249
-μάθημα	-10250
-▁aktif	-10251
-▁elipt	-10252
-▁fiore	-10253
-▁frait	-10254
-▁karis	-10255
-▁klaus	-10256
-▁large	-10257
-▁monte	-10258
-▁motor	-10259
-▁nouve	-10260
-▁ridim	-10261
-czynski	-10262
-enstadt	-10263
-raphael	-10264
-ykjavík	-10265
-▁amalie	-10266
-▁amazon	-10267
-▁barnum	-10268
-▁biblia	-10269
-▁blanem	-10270
-▁longwe	-10271
-▁luther	-10272
-▁noteas	-10273
-▁nursul	-10274
-▁rwanda	-10275
-▁sepere	-10276
-▁singap	-10277
-▁singim	-10278
-▁μάθημα	-10279
-tegrated	-10280
-▁andanit	-10281
-▁billing	-10282
-▁control	-10283
-▁hayashi	-10284
-▁itiopia	-10285
-▁moulton	-10286
-▁nations	-10287
-▁nouveau	-10288
-▁ofisial	-10289
-▁oktober	-10290
-▁shrewsb	-10291
-▁singapo	-10292
-evanāgarī	-10293
-fordshire	-10294
-formation	-10295
-gwistikis	-10296
-headdress	-10297
-iarostami	-10298
-ieńkowska	-10299
-az	-10300
-mâ	-10301
-apa	-10302
-mâr	-10303
-nar	-10304
-adam	-10305
-angd	-10306
-colò	-10307
-enti	-10308
-gnar	-10309
-imes	-10310
-init	-10311
-oton	-10312
-papa	-10313
-sica	-10314
-zons	-10315
-▁ami	-10316
-▁ung	-10317
-amare	-10318
-arath	-10319
-aring	-10320
-jhere	-10321
-prang	-10322
-weird	-10323
-▁niel	-10324
-▁raki	-10325
-▁rouv	-10326
-atimes	-10327
-phinit	-10328
-▁eksod	-10329
-▁ernst	-10330
-▁ficha	-10331
-▁funès	-10332
-▁harry	-10333
-▁milly	-10334
-▁napan	-10335
-▁nausė	-10336
-▁repri	-10337
-▁senem	-10338
-▁sofie	-10339
-▁staon	-10340
-▁ungph	-10341
-▁ἀριθμ	-10342
-angdong	-10343
-arathat	-10344
-cquerel	-10345
-erprang	-10346
-indiana	-10347
-orizons	-10348
-pearing	-10349
-▁destru	-10350
-▁dolfin	-10351
-▁música	-10352
-▁nicola	-10353
-▁pauwel	-10354
-▁proton	-10355
-▁ragnar	-10356
-▁ἀριθμό	-10357
-▁eksodas	-10358
-▁idjhere	-10359
-▁kishida	-10360
-▁masters	-10361
-▁napanka	-10362
-▁nausėda	-10363
-▁niccolò	-10364
-▁nielsen	-10365
-▁richter	-10366
-▁rouvier	-10367
-▁waetman	-10368
-▁ἀριθμόσ	-10369
-atlàntida	-10370
-inesville	-10371
-infomesen	-10372
-inguistic	-10373
-iversitat	-10374
-jacksonms	-10375
-jeannette	-10376
-jefferson	-10377
-minnesota	-10378
-nakatabol	-10379
-newmexico	-10380
-observato	-10381
-ortaccord	-10382
-overnment	-10383
-positivel	-10384
-providenc	-10385
-raleighnc	-10386
-santafenm	-10387
-shqipëria	-10388
-tetaenmen	-10389
-tharathat	-10390
-trentonnj	-10391
-tributing	-10392
-uckerberg	-10393
-valencian	-10394
-ðardóttir	-10395
-публикасы	-10396
-▁aberdeen	-10397
-▁academic	-10398
-▁achipela	-10399
-att	-10400
-hye	-10401
-iad	-10402
-jom	-10403
-nul	-10404
-olu	-10405
-oms	-10406
-yia	-10407
-▁cu	-10408
-▁cz	-10409
-▁cô	-10410
-▁ez	-10411
-▁oi	-10412
-aneh	-10413
-elam	-10414
-gman	-10415
-haru	-10416
-ilde	-10417
-isia	-10418
-nuli	-10419
-spos	-10420
-▁czé	-10421
-▁mig	-10422
-▁oel	-10423
-▁sit	-10424
-▁siv	-10425
-barre	-10426
-blatt	-10427
-imura	-10428
-marot	-10429
-udoms	-10430
-▁cuba	-10431
-▁czéh	-10432
-▁côte	-10433
-▁ezra	-10434
-▁giot	-10435
-▁iolu	-10436
-▁itak	-10437
-▁koki	-10438
-▁mong	-10439
-▁seri	-10440
-▁twan	-10441
-elamar	-10442
-jomart	-10443
-little	-10444
-omonos	-10445
-unisia	-10446
-▁aesea	-10447
-▁betty	-10448
-▁bhumi	-10449
-▁colos	-10450
-▁hawai	-10451
-▁ilham	-10452
-▁iliad	-10453
-▁indas	-10454
-▁munef	-10455
-▁polar	-10456
-▁sivil	-10457
-▁starr	-10458
-iannuli	-10459
-▁childe	-10460
-▁giotto	-10461
-▁koharu	-10462
-▁maison	-10463
-▁miguel	-10464
-▁mongol	-10465
-▁patern	-10466
-▁series	-10467
-▁sitter	-10468
-▁twante	-10469
-nussbaum	-10470
-omonosov	-10471
-▁alcover	-10472
-▁benigno	-10473
-▁bergman	-10474
-▁colosse	-10475
-▁itakoma	-10476
-▁kokiyas	-10477
-▁munefus	-10478
-▁pandana	-10479
-▁riudoms	-10480
-▁tunisia	-10481
-cavendish	-10482
-▁activiti	-10483
-▁actuació	-10484
-▁adenauer	-10485
-▁advaesem	-10486
-▁aguascal	-10487
-▁akademik	-10488
-▁akseptem	-10489
-▁albanese	-10490
-▁albrecht	-10491
-▁aldealaf	-10492
-▁almaluez	-10493
-▁aloysius	-10494
-▁american	-10495
-▁amerikan	-10496
-▁anandpur	-10497
-▁anderson	-10498
-▁angelina	-10499
-eme	-10500
-fka	-10501
-gal	-10502
-iew	-10503
-tev	-10504
-yed	-10505
-▁dg	-10506
-jany	-10507
-sain	-10508
-sses	-10509
-udak	-10510
-ulas	-10511
-view	-10512
-wich	-10513
-yard	-10514
-ydos	-10515
-▁oka	-10516
-culas	-10517
-estop	-10518
-galic	-10519
-mstad	-10520
-saint	-10521
-teves	-10522
-▁burn	-10523
-▁chek	-10524
-▁gdov	-10525
-▁kawa	-10526
-▁kesh	-10527
-▁mand	-10528
-▁mora	-10529
-▁noor	-10530
-▁okai	-10531
-▁oslo	-10532
-▁rano	-10533
-estopp	-10534
-etheus	-10535
-latham	-10536
-orient	-10537
-ventor	-10538
-▁alean	-10539
-▁allis	-10540
-▁chekh	-10541
-▁compe	-10542
-▁dedak	-10543
-▁elpem	-10544
-▁harle	-10545
-▁kafka	-10546
-▁lukum	-10547
-▁mandr	-10548
-▁seyed	-10549
-▁shide	-10550
-▁sinal	-10551
-▁soria	-10552
-▁stets	-10553
-▁tudak	-10554
-atemala	-10555
-viewers	-10556
-▁abydos	-10557
-▁bigwin	-10558
-▁bitaon	-10559
-▁divina	-10560
-▁kawago	-10561
-▁prison	-10562
-▁scheme	-10563
-▁singil	-10564
-▁visita	-10565
-braunsch	-10566
-estopped	-10567
-galician	-10568
-▁chekhov	-10569
-▁esteves	-10570
-▁harlequ	-10571
-▁kawagoe	-10572
-▁mandrin	-10573
-▁morales	-10574
-▁painima	-10575
-▁rudyard	-10576
-▁sinaloa	-10577
-▁trojany	-10578
-▁ulysses	-10579
-▁wilford	-10580
-istisisim	-10581
-émocrates	-10582
-▁anglikan	-10583
-▁animales	-10584
-▁animisim	-10585
-▁antatole	-10586
-▁armonías	-10587
-▁assistan	-10588
-▁associaz	-10589
-▁asteroet	-10590
-▁asunción	-10591
-▁attracts	-10592
-▁austrlia	-10593
-▁avicenna	-10594
-▁bakgraon	-10595
-▁balakovo	-10596
-▁barcelon	-10597
-▁barrient	-10598
-▁belgique	-10599
-öt	-10600
-oss	-10601
-şin	-10602
-▁mb	-10603
-elen	-10604
-eong	-10605
-eros	-10606
-jang	-10607
-ossë	-10608
-plan	-10609
-tael	-10610
-tawa	-10611
-şină	-10612
-▁gri	-10613
-▁göt	-10614
-▁lel	-10615
-▁non	-10616
-▁obu	-10617
-blics	-10618
-guard	-10619
-owice	-10620
-şinău	-10621
-̄ossë	-10622
-▁anas	-10623
-▁daun	-10624
-▁imej	-10625
-▁mbae	-10626
-▁russ	-10627
-▁sais	-10628
-▁stek	-10629
-planem	-10630
-íblics	-10631
-▁aelen	-10632
-▁andes	-10633
-▁areas	-10634
-▁brady	-10635
-▁delan	-10636
-▁griff	-10637
-▁kamer	-10638
-▁major	-10639
-▁otawa	-10640
-▁paraí	-10641
-▁quito	-10642
-▁tlaxc	-10643
-krossol	-10644
-ristael	-10645
-▁cheong	-10646
-▁creole	-10647
-▁delano	-10648
-▁densar	-10649
-▁hatano	-10650
-▁imejbo	-10651
-▁kajang	-10652
-▁leilei	-10653
-▁lelbet	-10654
-▁obuchi	-10655
-▁r̄ossë	-10656
-balleros	-10657
-kabsikam	-10658
-lesguard	-10659
-tanislao	-10660
-▁atticus	-10661
-▁bíblics	-10662
-▁götting	-10663
-▁imejbod	-10664
-▁iplanem	-10665
-▁kamerun	-10666
-▁matsuno	-10667
-▁paraíba	-10668
-▁russell	-10669
-▁soemaot	-10670
-siddhanta	-10671
-▁bellevue	-10672
-▁berkeley	-10673
-▁bertrana	-10674
-▁besançon	-10675
-▁bhumibol	-10676
-▁bikinini	-10677
-▁bildimup	-10678
-▁billings	-10679
-▁biografi	-10680
-▁birchard	-10681
-▁blowhole	-10682
-▁bonavent	-10683
-▁brektans	-10684
-▁brothers	-10685
-▁buchanan	-10686
-▁budapest	-10687
-▁bulletin	-10688
-▁cadillac	-10689
-▁calderón	-10690
-▁calendar	-10691
-▁calidosc	-10692
-▁callaway	-10693
-▁campeche	-10694
-▁capitulo	-10695
-▁capricho	-10696
-▁carvalho	-10697
-▁castelle	-10698
-▁catarina	-10699
-xe	-10700
-▁қ	-10701
-atf	-10702
-naw	-10703
-vap	-10704
-øre	-10705
-▁(&	-10706
-▁(/	-10707
-▁fh	-10708
-▁ft	-10709
-▁fy	-10710
-▁қа	-10711
-esin	-10712
-eson	-10713
-mios	-10714
-rais	-10715
-▁(/ˈ	-10716
-▁aom	-10717
-▁axe	-10718
-▁kid	-10719
-▁moe	-10720
-▁shā	-10721
-atfat	-10722
-ating	-10723
-fesin	-10724
-hindi	-10725
-ivhan	-10726
-relia	-10727
-vapai	-10728
-ámios	-10729
-▁coju	-10730
-▁faye	-10731
-▁fhul	-10732
-▁fyod	-10733
-▁kata	-10734
-▁rong	-10735
-▁shāk	-10736
-▁wann	-10737
-esonel	-10738
-marais	-10739
-nawasa	-10740
-tation	-10741
-▁bette	-10742
-▁bulek	-10743
-▁edwin	-10744
-▁ellis	-10745
-▁field	-10746
-▁infek	-10747
-▁jener	-10748
-▁komet	-10749
-▁shark	-10750
-▁sinat	-10751
-▁stage	-10752
-▁støre	-10753
-▁tours	-10754
-▁verdi	-10755
-fesinol	-10756
-jeniosa	-10757
-michael	-10758
-▁aomori	-10759
-▁baptis	-10760
-▁fatfat	-10761
-▁fhulap	-10762
-▁fyodor	-10763
-▁givhan	-10764
-▁kidman	-10765
-▁osasco	-10766
-▁sapris	-10767
-▁shākun	-10768
-▁sámios	-10769
-ostrelia	-10770
-▁baptism	-10771
-▁cojuang	-10772
-▁corinth	-10773
-▁fasfala	-10774
-▁gesonel	-10775
-▁jenerol	-10776
-▁morning	-10777
-▁palemen	-10778
-▁sinatra	-10779
-▁turisim	-10780
-▁yavapai	-10781
-nawasawat	-10782
-portation	-10783
-▁arquette	-10784
-▁catedral	-10785
-▁centurys	-10786
-▁chamanan	-10787
-▁chanyeol	-10788
-▁chemists	-10789
-▁cheyenne	-10790
-▁chitchai	-10791
-▁citanduy	-10792
-▁ciudades	-10793
-▁combinem	-10794
-▁comemora	-10795
-▁commedia	-10796
-▁composte	-10797
-▁consacré	-10798
-▁continue	-10799
-yip	-10800
-íst	-10801
-ąbr	-10802
-▁lé	-10803
-▁nn	-10804
-cras	-10805
-isco	-10806
-jing	-10807
-oost	-10808
-vana	-10809
-yyip	-10810
-▁lol	-10811
-▁ole	-10812
-▁pos	-10813
-crash	-10814
-garas	-10815
-ingen	-10816
-raona	-10817
-ąbrów	-10818
-▁bieb	-10819
-▁bing	-10820
-▁gaid	-10821
-▁haba	-10822
-▁hach	-10823
-▁ilae	-10824
-▁jamp	-10825
-▁jang	-10826
-▁léta	-10827
-▁míst	-10828
-▁nool	-10829
-▁olin	-10830
-▁olta	-10831
-▁seed	-10832
-alisco	-10833
-irvana	-10834
-jingle	-10835
-onsong	-10836
-ralong	-10837
-tufala	-10838
-▁hachp	-10839
-▁janés	-10840
-▁larus	-10841
-▁magal	-10842
-▁selim	-10843
-▁teata	-10844
-▁toled	-10845
-igreich	-10846
-ąbrówka	-10847
-▁bieber	-10848
-▁cruise	-10849
-▁gaidar	-10850
-▁ilaesa	-10851
-▁import	-10852
-▁mahler	-10853
-▁marouf	-10854
-▁oltaim	-10855
-▁promis	-10856
-▁romijn	-10857
-▁tayyip	-10858
-▁toledo	-10859
-jiralong	-10860
-onsongpa	-10861
-▁baraona	-10862
-▁bliecos	-10863
-▁buttons	-10864
-▁eritrea	-10865
-▁holibuk	-10866
-▁jalisco	-10867
-▁jampion	-10868
-▁místics	-10869
-▁nirvana	-10870
-▁posesen	-10871
-▁victory	-10872
-ografikis	-10873
-ombudsman	-10874
-▁convides	-10875
-▁coolidge	-10876
-▁cranston	-10877
-▁crawford	-10878
-▁crucifix	-10879
-▁cumhuriy	-10880
-▁daeksaed	-10881
-▁damaskes	-10882
-▁darkness	-10883
-▁defaenem	-10884
-▁densares	-10885
-▁depatmen	-10886
-▁designer	-10887
-▁desinias	-10888
-▁destruct	-10889
-▁detabeis	-10890
-▁detektiv	-10891
-▁diameter	-10892
-▁diedrich	-10893
-▁digimaot	-10894
-▁direktor	-10895
-▁disaepol	-10896
-▁divaetem	-10897
-▁drawball	-10898
-▁duangjan	-10899
-!,	-10900
-""	-10901
-.;	-10902
-cł	-10903
-dő	-10904
-ņš	-10905
-▁ø	-10906
-▁π	-10907
-ais	-10908
-ppo	-10909
-▁hò	-10910
-▁uv	-10911
-▁πυ	-10912
-canu	-10913
-cław	-10914
-dőre	-10915
-elem	-10916
-idan	-10917
-iney	-10918
-olis	-10919
-yton	-10920
-zomi	-10921
-çais	-10922
-▁bed	-10923
-▁eli	-10924
-▁hòa	-10925
-▁ned	-10926
-▁wis	-10927
-▁yif	-10928
-▁πυθ	-10929
-▁duke	-10930
-▁fuji	-10931
-▁gabo	-10932
-▁hund	-10933
-▁katō	-10934
-▁pari	-10935
-▁seth	-10936
-divine	-10937
-layton	-10938
-rocław	-10939
-ларусь	-10940
-▁aidan	-10941
-▁beppo	-10942
-▁chill	-10943
-▁citiz	-10944
-▁firme	-10945
-▁flexi	-10946
-▁maika	-10947
-▁neder	-10948
-▁offic	-10949
-▁queak	-10950
-▁salmo	-10951
-▁yifei	-10952
-▁հանրա	-10953
-akoloji	-10954
-ropolis	-10955
-tendőre	-10956
-еларусь	-10957
-▁alekno	-10958
-▁ashida	-10959
-▁austen	-10960
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-▁gainey	-10963
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-missouri	-10972
-ztendőre	-10973
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-▁clayton	-10975
-▁hundred	-10976
-▁namgyal	-10977
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-▁officer	-10979
-▁sapotem	-10980
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-▁wrocław	-10982
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-▁cataluña	-10984
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-▁duckling	-10986
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-▁edicions	-10989
-▁eksasaes	-10990
-▁eksempol	-10991
-▁ekstenel	-10992
-▁ekwaliti	-10993
-▁ekwetori	-10994
-▁elmshorn	-10995
-▁enfantes	-10996
-▁eromango	-10997
-▁erospeis	-10998
-▁evritaem	-10999
-("	-11000
-.:	-11001
-;"	-11002
-cd	-11003
-às	-11004
-ɔt	-11005
-ɔx	-11006
-дн	-11007
-кр	-11008
-.("	-11009
-;">	-11010
-bɔx	-11011
-ero	-11012
-igu	-11013
-vàs	-11014
-дня	-11015
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-ksin	-11017
-love	-11018
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-▁bef	-11020
-▁mot	-11021
-▁дня	-11022
-▁кры	-11023
-bɔxɔt	-11024
-onawa	-11025
-▁bard	-11026
-▁befo	-11027
-▁casu	-11028
-▁clar	-11029
-▁faso	-11030
-▁leaf	-11031
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-iguity	-11037
-inkini	-11038
-ulbach	-11039
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-▁hosea	-11044
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-▁motto	-11047
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-▁paama	-11050
-ensburg	-11051
-ottoman	-11052
-▁clarin	-11053
-▁cultur	-11054
-▁grover	-11055
-▁nantau	-11056
-▁romero	-11057
-▁sonora	-11058
-▁séamus	-11059
-▁verses	-11060
-▁yonawa	-11061
-▁крылов	-11062
-▁channel	-11063
-▁countri	-11064
-▁germain	-11065
-▁kolasap	-11066
-▁monkaen	-11067
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-▁presley	-11069
-▁thaksin	-11070
-▁достое́	-11071
-▁bresfrut	-11072
-▁expectat	-11073
-▁faeabang	-11074
-▁feixisme	-11075
-▁fernanda	-11076
-▁fernando	-11077
-▁fernánde	-11078
-▁fillmore	-11079
-▁finished	-11080
-▁flexible	-11081
-▁fluvglan	-11082
-▁forestry	-11083
-▁formerly	-11084
-▁fotifaef	-11085
-▁frederic	-11086
-▁fredrick	-11087
-▁frideric	-11088
-▁frutskin	-11089
-▁fujitani	-11090
-▁fujiwara	-11091
-▁fukumoto	-11092
-▁fukumura	-11093
-▁fundació	-11094
-▁færøerne	-11095
-▁gaidarji	-11096
-▁gakharia	-11097
-▁gamaliel	-11098
-▁gambling	-11099
-^,	-11100
-bw	-11101
-eu	-11102
-gk	-11103
-nf	-11104
-yr	-11105
-रत	-11106
-▁র	-11107
-^,)	-11108
-day	-11109
-ifu	-11110
-ils	-11111
-pie	-11112
-rix	-11113
-uch	-11114
-zág	-11115
-ारत	-11116
-▁ao	-11117
-▁cà	-11118
-▁ea	-11119
-▁ly	-11120
-▁রব	-11121
-^,)>	-11122
-bwem	-11123
-emik	-11124
-ikik	-11125
-kiai	-11126
-rday	-11127
-seok	-11128
-unti	-11129
-wala	-11130
-▁bnf	-11131
-▁dil	-11132
-▁fon	-11133
-▁sun	-11134
-▁teh	-11135
-jurol	-11136
-piece	-11137
-teneu	-11138
-udova	-11139
-▁beby	-11140
-▁boen	-11141
-▁choc	-11142
-▁comp	-11143
-▁eine	-11144
-▁maid	-11145
-▁peri	-11146
-▁shia	-11147
-▁somk	-11148
-▁tatu	-11149
-▁tome	-11150
-▁tool	-11151
-▁yuka	-11152
-ateneu	-11153
-bwemas	-11154
-devils	-11155
-ologic	-11156
-ország	-11157
-oudova	-11158
-▁decar	-11159
-▁dilma	-11160
-▁kaifu	-11161
-▁lybia	-11162
-▁siens	-11163
-▁sunda	-11164
-▁thong	-11165
-aturday	-11166
-▁kaunti	-11167
-▁lataro	-11168
-▁libros	-11169
-▁maidug	-11170
-▁memori	-11171
-▁murata	-11172
-▁noguei	-11173
-▁period	-11174
-▁siensa	-11175
-▁skikik	-11176
-▁somkid	-11177
-▁tehran	-11178
-ological	-11179
-saturday	-11180
-terpiece	-11181
-▁<(^^,)>	-11182
-▁chocola	-11183
-▁compter	-11184
-▁decarlo	-11185
-▁edwards	-11186
-▁fonemik	-11187
-▁hendrix	-11188
-▁ikonomi	-11189
-▁najurol	-11190
-▁stanley	-11191
-▁sugaken	-11192
-▁sundara	-11193
-▁yukaris	-11194
-bwemasana	-11195
-▁brazilia	-11196
-▁creating	-11197
-▁garfield	-11198
-▁geoffrey	-11199
-.]	-11200
-øk	-11201
-ти	-11202
-▁â	-11203
-bem	-11204
-ksh	-11205
-sua	-11206
-yam	-11207
-тин	-11208
-▁((	-11209
-▁aw	-11210
-▁âğ	-11211
-▁شی	-11212
-ames	-11213
-ceae	-11214
-icta	-11215
-lint	-11216
-obem	-11217
-økke	-11218
-▁âğâ	-11219
-▁شیر	-11220
-clint	-11221
-ejong	-11222
-james	-11223
-kshmi	-11224
-shane	-11225
-vedev	-11226
-yaume	-11227
-ตีเอต	-11228
-▁amis	-11229
-▁awen	-11230
-▁ibom	-11231
-▁kain	-11232
-▁litu	-11233
-▁mayu	-11234
-▁neil	-11235
-▁unes	-11236
-▁éire	-11237
-▁شیرا	-11238
-ceanic	-11239
-sejong	-11240
-์ตีเอต	-11241
-▁asosi	-11242
-▁edson	-11243
-▁hamer	-11244
-▁irwin	-11245
-▁jiken	-11246
-▁johan	-11247
-▁løkke	-11248
-▁matin	-11249
-▁nucle	-11250
-▁plank	-11251
-▁pride	-11252
-oceanic	-11253
-стантин	-11254
-▁autres	-11255
-▁awenes	-11256
-▁sayumi	-11257
-▁unesco	-11258
-▁verges	-11259
-▁absobem	-11260
-▁buffett	-11261
-▁lakshmi	-11262
-▁machine	-11263
-▁matinik	-11264
-▁mccullo	-11265
-▁mcshane	-11266
-▁nucleus	-11267
-▁royaume	-11268
-▁travaux	-11269
-▁anglaise	-11270
-▁attempts	-11271
-▁geronimo	-11272
-▁ghaychak	-11273
-▁gilberto	-11274
-▁ginnifer	-11275
-▁giovanni	-11276
-▁givimaot	-11277
-▁grepfrut	-11278
-▁griffith	-11279
-▁grímsson	-11280
-▁gulfport	-11281
-▁gyeongui	-11282
-▁généreux	-11283
-▁hafestem	-11284
-▁halmstad	-11285
-▁hausehol	-11286
-▁havelock	-11287
-▁hayastan	-11288
-▁heracles	-11289
-▁hercules	-11290
-▁herschel	-11291
-▁histoire	-11292
-▁historia	-11293
-▁historie	-11294
-▁holbrook	-11295
-▁hollande	-11296
-▁homenaje	-11297
-▁hongkong	-11298
-▁horizons	-11299
-%;	-11300
-iu	-11301
-kó	-11302
-lb	-11303
-nā	-11304
-ন্	-11305
-্র	-11306
-deb	-11307
-dra	-11308
-key	-11309
-èkó	-11310
-īnā	-11311
-দ্র	-11312
-▁(=	-11313
-▁az	-11314
-bard	-11315
-debb	-11316
-lain	-11317
-pont	-11318
-sīnā	-11319
-tric	-11320
-upta	-11321
-দ্রন	-11322
-▁aan	-11323
-▁eva	-11324
-▁geo	-11325
-▁mee	-11326
-▁tik	-11327
-▁viv	-11328
-▁èkó	-11329
-anded	-11330
-askey	-11331
-charl	-11332
-drama	-11333
-green	-11334
-uente	-11335
-দ্রনা	-11336
-▁easi	-11337
-▁lima	-11338
-▁saev	-11339
-▁suga	-11340
-balear	-11341
-debbie	-11342
-entric	-11343
-esenja	-11344
-issanu	-11345
-puscat	-11346
-▁atori	-11347
-▁foren	-11348
-▁funch	-11349
-▁greco	-11350
-▁kasel	-11351
-▁norod	-11352
-▁tamai	-11353
-▁trila	-11354
-charlie	-11355
-ন্দ্রনা	-11356
-▁apache	-11357
-▁cambri	-11358
-▁hedman	-11359
-▁jackie	-11360
-▁joenem	-11361
-▁kleine	-11362
-▁lletra	-11363
-▁nanded	-11364
-▁pamtri	-11365
-▁sugaya	-11366
-▁tiktok	-11367
-albanyny	-11368
-yunaeted	-11369
-▁alaskey	-11370
-▁artsakh	-11371
-▁atoriti	-11372
-▁funchal	-11373
-▁gabbard	-11374
-▁geology	-11375
-▁jeffrey	-11376
-▁kenneth	-11377
-▁klimate	-11378
-▁meechai	-11379
-▁mesenja	-11380
-▁norodom	-11381
-▁oparciu	-11382
-▁plantem	-11383
-▁speseli	-11384
-▁villain	-11385
-▁vivaldi	-11386
-▁wissanu	-11387
-wotamelon	-11388
-wphaingar	-11389
-▁cambrige	-11390
-▁casteddu	-11391
-▁hosokawa	-11392
-▁houghton	-11393
-▁héireann	-11394
-▁idleness	-11395
-▁includim	-11396
-▁includum	-11397
-▁indastri	-11398
-▁infaetem	-11399
-')	-11400
-σά	-11401
-jeb	-11402
-vej	-11403
-šte	-11404
-▁ng	-11405
-▁σά	-11406
-ejar	-11407
-elos	-11408
-esem	-11409
-fors	-11410
-ieve	-11411
-ište	-11412
-▁aen	-11413
-▁beh	-11414
-▁mau	-11415
-aniok	-11416
-jebra	-11417
-othai	-11418
-sacre	-11419
-yaket	-11420
-▁braz	-11421
-▁euta	-11422
-▁gupo	-11423
-▁hale	-11424
-▁ngat	-11425
-▁rate	-11426
-maniok	-11427
-quelin	-11428
-sembli	-11429
-tahiti	-11430
-▁aenid	-11431
-▁masud	-11432
-▁mater	-11433
-▁naoto	-11434
-▁parco	-11435
-▁seiko	-11436
-▁vejin	-11437
-▁abejar	-11438
-▁bikwan	-11439
-▁humala	-11440
-▁ludden	-11441
-▁mariah	-11442
-▁nayari	-11443
-▁randal	-11444
-▁solvem	-11445
-▁wilbur	-11446
-▁σάμιοσ	-11447
-smolsmol	-11448
-▁aljebra	-11449
-▁asembli	-11450
-▁believe	-11451
-▁hepburn	-11452
-▁kalište	-11453
-▁kilimet	-11454
-▁maisons	-11455
-▁morelos	-11456
-▁nayarit	-11457
-▁romanic	-11458
-▁sagasti	-11459
-▁temples	-11460
-apolitano	-11461
-lansingmi	-11462
-▁balearik	-11463
-▁bunyaket	-11464
-▁gatemala	-11465
-▁guadelup	-11466
-▁infeksen	-11467
-▁inkludem	-11468
-▁institut	-11469
-▁inventor	-11470
-▁itabashi	-11471
-▁jacobson	-11472
-▁jeografi	-11473
-▁johannes	-11474
-▁jumayyil	-11475
-▁kaenkoon	-11476
-▁kaljoral	-11477
-▁kamatari	-11478
-▁kanagawa	-11479
-▁kanegawa	-11480
-▁katayama	-11481
-▁katsushi	-11482
-▁kaziyski	-11483
-▁kilometa	-11484
-▁kitagawa	-11485
-▁klasifae	-11486
-▁klasikol	-11487
-▁kolektem	-11488
-▁komuniti	-11489
-▁kondisen	-11490
-▁korapsen	-11491
-▁kraivich	-11492
-▁kraprayo	-11493
-▁kriminal	-11494
-▁kristina	-11495
-▁kurasawa	-11496
-▁kuriyama	-11497
-▁kurokawa	-11498
-▁kyriakos	-11499
-.-	-11500
-ao	-11501
-gr	-11502
-เว	-11503
-▁×	-11504
-▁å	-11505
-▁ব	-11506
-เวช	-11507
-▁au	-11508
-▁fǔ	-11509
-▁شم	-11510
-▁বা	-11511
-akur	-11512
-emin	-11513
-olph	-11514
-ophe	-11515
-rene	-11516
-tada	-11517
-çons	-11518
-เวชช	-11519
-▁hus	-11520
-▁kas	-11521
-▁mul	-11522
-▁nif	-11523
-▁شمس	-11524
-hisit	-11525
-дения	-11526
-▁appo	-11527
-▁fata	-11528
-▁isao	-11529
-▁jule	-11530
-▁nico	-11531
-▁ruiz	-11532
-▁step	-11533
-▁trak	-11534
-▁เวชช	-11535
-egishi	-11536
-inglan	-11537
-onlarp	-11538
-ophecy	-11539
-phakul	-11540
-▁anamb	-11541
-▁colla	-11542
-▁death	-11543
-▁episc	-11544
-▁hours	-11545
-▁husse	-11546
-▁irene	-11547
-▁masal	-11548
-▁multi	-11549
-▁nakav	-11550
-▁ringo	-11551
-▁sarah	-11552
-▁swans	-11553
-▁waels	-11554
-▁zemin	-11555
-▁åland	-11556
-angfala	-11557
-granada	-11558
-honphon	-11559
-ititada	-11560
-▁grouth	-11561
-▁jonson	-11562
-▁leçons	-11563
-▁listen	-11564
-▁luckem	-11565
-▁manioc	-11566
-▁michoa	-11567
-▁monika	-11568
-▁nifaet	-11569
-▁pentek	-11570
-▁proveb	-11571
-▁salome	-11572
-▁sotwin	-11573
-▁thakur	-11574
-▁yatyer	-11575
-▁abhisit	-11576
-▁anambra	-11577
-▁bayelsa	-11578
-▁collabo	-11579
-▁episcop	-11580
-▁hussein	-11581
-▁januari	-11582
-▁lucélia	-11583
-▁ophakul	-11584
-▁paradig	-11585
-▁rudolph	-11586
-▁seagull	-11587
-▁tekn̄wa	-11588
-hahonphon	-11589
-▁creation	-11590
-▁joahnnes	-11591
-▁lamadrid	-11592
-▁langguis	-11593
-▁langwisa	-11594
-▁latvijas	-11595
-▁leftemap	-11596
-▁leftemup	-11597
-▁leonhard	-11598
-▁lesovaya	-11599
-!.	-11600
-kz	-11601
-nz	-11602
-vu	-11603
-▁ղ	-11604
-csb	-11605
-dad	-11606
-yok	-11607
-zmi	-11608
-▁ղա	-11609
-eleb	-11610
-ipas	-11611
-orem	-11612
-wisc	-11613
-yoke	-11614
-▁leb	-11615
-▁sip	-11616
-garis	-11617
-iswan	-11618
-terte	-11619
-welri	-11620
-▁alex	-11621
-▁bong	-11622
-▁buss	-11623
-▁elef	-11624
-▁jeun	-11625
-▁jong	-11626
-▁kara	-11627
-▁noir	-11628
-▁soon	-11629
-▁ussr	-11630
-▁ղարա	-11631
-ampyon	-11632
-ulipas	-11633
-yndale	-11634
-▁atens	-11635
-▁cadeo	-11636
-▁celeb	-11637
-▁lazio	-11638
-▁leban	-11639
-▁lliga	-11640
-▁naras	-11641
-▁noten	-11642
-▁roure	-11643
-▁voice	-11644
-magaris	-11645
-mstrong	-11646
-ronesia	-11647
-▁alexei	-11648
-▁bihain	-11649
-▁blesem	-11650
-▁elefen	-11651
-▁heaven	-11652
-▁kilimd	-11653
-▁mariko	-11654
-▁sambia	-11655
-maulipas	-11656
-▁baghdad	-11657
-▁chester	-11658
-▁daisuke	-11659
-▁duterte	-11660
-▁edition	-11661
-▁holyoke	-11662
-▁jewelri	-11663
-▁lebanon	-11664
-▁theorem	-11665
-▁tyndale	-11666
-▁wingert	-11667
-khwarizmi	-11668
-onaesesen	-11669
-wisconsin	-11670
-▁bernardo	-11671
-▁bigiswan	-11672
-▁champyon	-11673
-▁cultures	-11674
-▁equality	-11675
-▁jeunesse	-11676
-▁kilimded	-11677
-▁liczbach	-11678
-▁lietuvos	-11679
-▁lightbul	-11680
-▁lineatus	-11681
-▁litterat	-11682
-▁llibreta	-11683
-▁lodovico	-11684
-▁lolemaot	-11685
-▁longitud	-11686
-▁lonsdale	-11687
-▁macaraeg	-11688
-▁madarine	-11689
-▁malakham	-11690
-▁manajmen	-11691
-▁manasseh	-11692
-▁mapother	-11693
-▁marianne	-11694
-▁markdorf	-11695
-▁marshall	-11696
-▁masahiko	-11697
-▁massacre	-11698
-▁maurizio	-11699
-??	-11700
-nl	-11701
-sc	-11702
-sl	-11703
-ace	-11704
-eon	-11705
-vio	-11706
-éph	-11707
-anle	-11708
-boll	-11709
-doti	-11710
-evid	-11711
-igis	-11712
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-ukiti	-11725
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-ellini	-11738
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-éphane	-11743
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-evident	-11751
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-umbukiti	-11769
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-▁emploem	-11776
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-▁mojtaba	-11780
-▁scrajem	-11781
-▁silipim	-11782
-erciliosa	-11783
-lingstone	-11784
-venezuela	-11785
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-▁eisenach	-11790
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-▁medvedev	-11795
-▁mekemgud	-11796
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-sı	-11800
-uz	-11801
-{|	-11802
-|"	-11803
-ชี	-11804
-”,	-11805
-éna	-11806
-ชีว	-11807
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-omba	-11813
-page	-11814
-énaz	-11815
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-arabi	-11821
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-viron	-11825
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-ombaha	-11837
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-▁mohammed	-11891
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-▁mongolia	-11893
-▁morihiro	-11894
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-▁munefusa	-11897
-▁murakami	-11898
-▁murasaki	-11899
-);	-11900
-ار	-11901
-▁ˈ	-11902
-▁ح	-11903
-▁ग	-11904
-▁광	-11905
-coa	-11906
-مار	-11907
-▁حا	-11908
-etan	-11909
-isan	-11910
-john	-11911
-mona	-11912
-ores	-11913
-uden	-11914
-walk	-11915
-▁bai	-11916
-▁got	-11917
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-eller	-11919
-tanna	-11920
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-▁hael	-11925
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-▁tawa	-11927
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-ejores	-11931
-elling	-11932
-udenci	-11933
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-enseria	-11945
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-▁nicholas	-11986
-▁nickelby	-11987
-▁nicolaus	-11988
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-▁nikolaus	-11990
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-▁nogueira	-11993
-▁nooltaem	-11994
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-▁nucifera	-11998
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-̄i	-12000
-्र	-12001
-ิ์	-12002
-").	-12003
-bot	-12004
-laf	-12005
-lon	-12006
-ogi	-12007
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-tut	-12009
-xon	-12010
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-▁mt	-12013
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-bone	-12016
-isel	-12017
-zira	-12018
-ólaf	-12019
-▁lað	-12020
-brown	-12021
-chala	-12022
-cocos	-12023
-ichai	-12024
-kiyiv	-12025
-kkhhk	-12026
-plaen	-12027
-udeau	-12028
-uvius	-12029
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-height	-12040
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-াদ	-12101
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-▁อ	-12103
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-wol	-12108
-yal	-12109
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-onol	-12114
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-idoro	-12123
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-ikistan	-12149
-owalski	-12150
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-curitiba	-12161
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-▁pentekos	-12198
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-eke	-12201
-eti	-12202
-lou	-12203
-ová	-12204
-rei	-12205
-vei	-12206
-zco	-12207
-alad	-12208
-bera	-12209
-kaon	-12210
-orej	-12211
-vajo	-12212
-▁fro	-12213
-▁ion	-12214
-▁llo	-12215
-▁mrs	-12216
-▁wom	-12217
-ersen	-12218
-jeman	-12219
-risas	-12220
-rozco	-12221
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-tenet	-12223
-veiro	-12224
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-▁laek	-12229
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-kaontri	-12248
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-▁philipe	-12274
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-▁poonlarp	-12293
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-leó	-12304
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-igat	-12306
-lech	-12307
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-▁kay	-12310
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-oighe	-12318
-toine	-12319
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-uridae	-12333
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-aelic	-12420
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-▁scoggins	-12498
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-egie	-12504
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-stis	-12510
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-▁mst	-12517
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-▁sef	-12520
-▁sei	-12521
-dover	-12522
-ensip	-12523
-lokol	-12524
-umber	-12525
-▁abia	-12526
-▁bear	-12527
-▁cris	-12528
-▁dans	-12529
-▁ewen	-12530
-▁fens	-12531
-▁floa	-12532
-▁gahr	-12533
-▁inst	-12534
-▁kaja	-12535
-▁kast	-12536
-▁lucy	-12537
-▁msem	-12538
-▁plek	-12539
-▁polk	-12540
-▁reun	-12541
-▁semm	-12542
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-▁seus	-12544
-▁shel	-12545
-▁suda	-12546
-▁tuck	-12547
-▁vare	-12548
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-entist	-12551
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-yunyan	-12554
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-▁fujim	-12558
-▁gauss	-12559
-▁loaia	-12560
-▁qiang	-12561
-ycliffe	-12562
-▁couler	-12563
-▁curran	-12564
-▁elegie	-12565
-▁godard	-12566
-▁lauren	-12567
-▁number	-12568
-▁okisen	-12569
-▁semmak	-12570
-▁spikem	-12571
-▁tanabe	-12572
-▁tucker	-12573
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-▁vareck	-12575
-ilingual	-12576
-lesensip	-12577
-▁annales	-12578
-▁floabol	-12579
-▁gillard	-12580
-▁miusium	-12581
-▁ranaldi	-12582
-▁rizzoli	-12583
-▁saotmos	-12584
-▁singing	-12585
-▁sudarat	-12586
-▁eastwood	-12587
-▁fujimoto	-12588
-▁naisfala	-12589
-▁nararala	-12590
-▁pumpuang	-12591
-▁saentist	-12592
-▁sefanaea	-12593
-▁sekaraea	-12594
-▁sekondri	-12595
-▁services	-12596
-▁shanghai	-12597
-▁shinjuku	-12598
-▁shqipëri	-12599
-jif	-12600
-rod	-12601
-uty	-12602
-yne	-12603
-yut	-12604
-▁),	-12605
-atif	-12606
-dama	-12607
-iowa	-12608
-lanv	-12609
-utim	-12610
-vaco	-12611
-▁hag	-12612
-▁job	-12613
-▁rut	-12614
-▁wod	-12615
-ailan	-12616
-arium	-12617
-rhode	-12618
-▁cros	-12619
-▁dept	-12620
-▁ford	-12621
-▁nata	-12622
-▁pine	-12623
-▁room	-12624
-▁spol	-12625
-▁tyne	-12626
-▁when	-12627
-▁yale	-12628
-abella	-12629
-angjin	-12630
-dragon	-12631
-poteri	-12632
-▁brawn	-12633
-▁draon	-12634
-▁hagae	-12635
-▁jerry	-12636
-▁lough	-12637
-▁maevo	-12638
-▁monde	-12639
-▁piero	-12640
-▁savem	-12641
-▁siege	-12642
-▁silan	-12643
-▁tulsa	-12644
-lanvang	-12645
-▁cavaco	-12646
-▁crosem	-12647
-▁deputy	-12648
-▁mizuki	-12649
-▁nafala	-12650
-▁piaget	-12651
-▁prayut	-12652
-▁visitm	-12653
-▁zhuang	-12654
-lanvangu	-12655
-pumpkins	-12656
-▁almazán	-12657
-▁barnaby	-12658
-▁billion	-12659
-▁colegio	-12660
-▁dickins	-12661
-▁januare	-12662
-▁jussara	-12663
-▁lavigne	-12664
-▁mariusz	-12665
-▁nagorno	-12666
-▁natatok	-12667
-▁ribeiro	-12668
-▁thumbel	-12669
-▁volkenu	-12670
-▁western	-12671
-▁yonkers	-12672
-oryangjin	-12673
-▁chavalit	-12674
-▁deformed	-12675
-▁evolusen	-12676
-▁garanger	-12677
-▁isabella	-12678
-▁loughman	-12679
-▁sihamoni	-12680
-▁sketches	-12681
-▁smalsmal	-12682
-▁sobienie	-12683
-▁societat	-12684
-▁soliteir	-12685
-▁spelling	-12686
-▁springer	-12687
-▁stanemap	-12688
-▁stanwyck	-12689
-▁stefania	-12690
-▁stephani	-12691
-▁stonoven	-12692
-▁stulbach	-12693
-▁stuntman	-12694
-▁stéphane	-12695
-▁suasilan	-12696
-▁subuqtis	-12697
-▁suchinda	-12698
-▁suleiman	-12699
-pua	-12700
-roi	-12701
-akot	-12702
-dima	-12703
-ents	-12704
-ksas	-12705
-ruba	-12706
-sung	-12707
-taló	-12708
-▁any	-12709
-▁aní	-12710
-▁hsi	-12711
-▁kru	-12712
-▁tua	-12713
-angan	-12714
-every	-12715
-maori	-12716
-puaka	-12717
-▁anat	-12718
-▁anos	-12719
-▁bada	-12720
-▁boll	-12721
-▁fash	-12722
-▁full	-12723
-▁kwis	-12724
-▁reid	-12725
-▁ross	-12726
-▁same	-12727
-▁samo	-12728
-▁stik	-12729
-▁stil	-12730
-▁tang	-12731
-▁uses	-12732
-andrew	-12733
-▁achiv	-12734
-▁aruba	-12735
-▁bobbi	-12736
-▁cemen	-12737
-▁fruts	-12738
-▁hakot	-12739
-▁jemes	-12740
-▁piper	-12741
-▁place	-12742
-▁plent	-12743
-▁polis	-12744
-▁samak	-12745
-▁samos	-12746
-▁spika	-12747
-▁yasuo	-12748
-▁anders	-12749
-▁anfala	-12750
-▁aníbal	-12751
-▁carter	-12752
-▁disney	-12753
-▁kwisin	-12754
-▁langar	-12755
-▁laning	-12756
-▁plenty	-12757
-▁sancho	-12758
-▁shiori	-12759
-▁stikim	-12760
-▁taewan	-12761
-▁teksas	-12762
-▁virgil	-12763
-▁willem	-12764
-▁andrews	-12765
-▁camilla	-12766
-▁caprese	-12767
-▁distens	-12768
-▁faeawud	-12769
-▁glamour	-12770
-▁karakta	-12771
-▁matsuda	-12772
-▁ovidius	-12773
-▁santaló	-12774
-▁tolstoi	-12775
-▁vallvid	-12776
-▁activist	-12777
-▁lituania	-12778
-▁nighting	-12779
-▁prisoner	-12780
-▁suraphol	-12781
-▁surapong	-12782
-▁syracuse	-12783
-▁takahiro	-12784
-▁takeuchi	-12785
-▁tansania	-12786
-▁tasoulas	-12787
-▁teknokol	-12788
-▁thamrong	-12789
-▁thanarat	-12790
-▁thanasak	-12791
-▁thatcher	-12792
-▁thioloji	-12793
-▁thompson	-12794
-▁thousand	-12795
-▁théâtral	-12796
-▁tinsulan	-12797
-▁tlaxcala	-12798
-▁tokunaga	-12799
-.'	-12800
-्त	-12801
-”)	-12802
-'),	-12803
-ebl	-12804
-from	-12805
-ione	-12806
-ravu	-12807
-rome	-12808
-▁cut	-12809
-▁dao	-12810
-▁hov	-12811
-▁vie	-12812
-eddie	-12813
-fanny	-12814
-ition	-12815
-▁alar	-12816
-▁alla	-12817
-▁alte	-12818
-▁crea	-12819
-▁dean	-12820
-▁eric	-12821
-▁gana	-12822
-▁kyiv	-12823
-▁minh	-12824
-▁nana	-12825
-▁olem	-12826
-▁prij	-12827
-▁risa	-12828
-▁rust	-12829
-▁suit	-12830
-▁svae	-12831
-▁true	-12832
-ambrym	-12833
-verses	-12834
-▁altri	-12835
-▁fiala	-12836
-▁hores	-12837
-▁hovik	-12838
-▁kaori	-12839
-▁kumai	-12840
-▁majik	-12841
-▁matey	-12842
-▁pasem	-12843
-▁queer	-12844
-▁rison	-12845
-▁spine	-12846
-▁taebl	-12847
-▁tomas	-12848
-▁ōhira	-12849
-lalabae	-12850
-▁esikel	-12851
-▁experi	-12852
-▁hamlet	-12853
-▁manami	-12854
-▁metres	-12855
-▁pierce	-12856
-▁samtin	-12857
-▁schoof	-12858
-▁seawed	-12859
-▁tugeta	-12860
-ystyczny	-12861
-▁barbuda	-12862
-▁davison	-12863
-▁gitanas	-12864
-▁komoros	-12865
-▁krietem	-12866
-▁longana	-12867
-▁mildred	-12868
-▁vincent	-12869
-concordnh	-12870
-mangarisu	-12871
-república	-12872
-▁ambition	-12873
-▁elektris	-12874
-▁fabrício	-12875
-▁français	-12876
-▁fristael	-12877
-▁kurihara	-12878
-▁nititada	-12879
-▁parlamen	-12880
-▁tomiichi	-12881
-▁tomohiro	-12882
-▁tomokazu	-12883
-▁tongarik	-12884
-▁tornarem	-12885
-▁tornesch	-12886
-▁tovichak	-12887
-▁township	-12888
-▁travolta	-12889
-▁trindade	-12890
-▁tropikol	-12891
-▁twilight	-12892
-▁tórshavn	-12893
-▁universe	-12894
-▁vabariik	-12895
-▁vacances	-12896
-▁valentin	-12897
-▁valeryev	-12898
-▁valuable	-12899
-:,	-12900
-cea	-12901
-miti	-12902
-ncea	-12903
-rock	-12904
-thap	-12905
-weig	-12906
-▁fej	-12907
-▁ito	-12908
-▁jad	-12909
-▁una	-12910
-amata	-12911
-archa	-12912
-bisau	-12913
-itian	-12914
-water	-12915
-yashi	-12916
-▁bajo	-12917
-▁dece	-12918
-▁dies	-12919
-▁fama	-12920
-▁haar	-12921
-▁hara	-12922
-▁hata	-12923
-▁have	-12924
-▁into	-12925
-▁ista	-12926
-▁jula	-12927
-▁lars	-12928
-▁moto	-12929
-▁niro	-12930
-▁nois	-12931
-▁nort	-12932
-▁pote	-12933
-▁rice	-12934
-▁sani	-12935
-▁skot	-12936
-▁swij	-12937
-▁unep	-12938
-mitive	-12939
-▁delle	-12940
-▁films	-12941
-▁julio	-12942
-▁kitts	-12943
-▁nowan	-12944
-▁olwan	-12945
-▁perel	-12946
-▁spiro	-12947
-▁stato	-12948
-▁table	-12949
-▁taple	-12950
-chaikul	-12951
-wyoming	-12952
-▁andrés	-12953
-▁hemwan	-12954
-▁januar	-12955
-▁kangha	-12956
-▁octoba	-12957
-▁police	-12958
-▁prodec	-12959
-▁risako	-12960
-▁sultan	-12961
-▁swijya	-12962
-▁calipha	-12963
-▁fabules	-12964
-▁febwari	-12965
-▁peacock	-12966
-▁pedrera	-12967
-▁sarkozy	-12968
-▁skotlan	-12969
-▁smosmol	-12970
-▁swijyad	-12971
-▁wenzhou	-12972
-dubliners	-12973
-▁belmondo	-12974
-▁february	-12975
-▁festival	-12976
-▁goldberg	-12977
-▁kiribati	-12978
-▁komunion	-12979
-▁movement	-12980
-▁polonium	-12981
-▁quintana	-12982
-▁ranakpur	-12983
-▁vanuaaku	-12984
-▁vaticano	-12985
-▁vegevage	-12986
-▁ventrilo	-12987
-▁veracruz	-12988
-▁veronica	-12989
-▁vesuvius	-12990
-▁vidulich	-12991
-▁volcanic	-12992
-▁waihōpai	-12993
-▁walarano	-12994
-▁warriors	-12995
-▁warszawa	-12996
-▁watanabe	-12997
-▁whitelaw	-12998
-▁williams	-12999
-ук	-13000
-ugu	-13001
-wad	-13002
-jack	-13003
-jave	-13004
-thai	-13005
-укра	-13006
-▁abū	-13007
-▁cie	-13008
-▁ena	-13009
-▁eny	-13010
-▁fay	-13011
-▁nya	-13012
-ardia	-13013
-bette	-13014
-china	-13015
-erina	-13016
-grade	-13017
-landy	-13018
-prija	-13019
-ulsan	-13020
-▁alie	-13021
-▁aoki	-13022
-▁arab	-13023
-▁enri	-13024
-▁fact	-13025
-▁geak	-13026
-▁hani	-13027
-▁janš	-13028
-▁leal	-13029
-▁mart	-13030
-▁marz	-13031
-▁midi	-13032
-▁thai	-13033
-histri	-13034
-otasen	-13035
-victor	-13036
-▁alien	-13037
-▁arara	-13038
-▁deity	-13039
-▁doors	-13040
-▁enaji	-13041
-▁enugu	-13042
-▁famas	-13043
-▁fawad	-13044
-▁febri	-13045
-▁getem	-13046
-▁hamil	-13047
-▁hayes	-13048
-▁janis	-13049
-▁janša	-13050
-▁mared	-13051
-▁nyava	-13052
-▁reina	-13053
-▁remix	-13054
-▁tanim	-13055
-oseania	-13056
-▁enrico	-13057
-▁fridom	-13058
-▁italià	-13059
-▁kapten	-13060
-▁mojave	-13061
-▁papers	-13062
-▁polina	-13063
-▁raeter	-13064
-▁rancho	-13065
-european	-13066
-gueroles	-13067
-sanskrit	-13068
-▁galicia	-13069
-▁milhous	-13070
-▁nathing	-13071
-▁raeting	-13072
-▁rotasen	-13073
-▁ryutaro	-13074
-▁simbabu	-13075
-▁wolwotu	-13076
-▁belgrade	-13077
-▁bigdiuji	-13078
-▁boboiboy	-13079
-▁factbook	-13080
-▁gadening	-13081
-▁hamilton	-13082
-▁janghang	-13083
-▁karenina	-13084
-▁prisonas	-13085
-▁profitem	-13086
-▁richmond	-13087
-▁simbabue	-13088
-▁valleria	-13089
-▁witchita	-13090
-▁witenbeg	-13091
-▁wokabaot	-13092
-▁wokabout	-13093
-▁woodland	-13094
-▁woranuch	-13095
-▁wycliffe	-13096
-▁yachtman	-13097
-▁yamamoto	-13098
-▁yamazaki	-13099
-دین	-13100
-▁('	-13101
-anna	-13102
-arey	-13103
-ersi	-13104
-haus	-13105
-nara	-13106
-ovna	-13107
-toga	-13108
-wien	-13109
-▁asō	-13110
-▁aua	-13111
-▁imo	-13112
-alaha	-13113
-hower	-13114
-▁alva	-13115
-▁andō	-13116
-▁arem	-13117
-▁beat	-13118
-▁boat	-13119
-▁brij	-13120
-▁diss	-13121
-▁esra	-13122
-▁fine	-13123
-▁gish	-13124
-▁joel	-13125
-▁joij	-13126
-▁moni	-13127
-▁ogun	-13128
-▁powa	-13129
-▁sava	-13130
-▁weta	-13131
-▁askar	-13132
-▁atist	-13133
-▁bakir	-13134
-▁braun	-13135
-▁carey	-13136
-▁flags	-13137
-▁habet	-13138
-▁jersi	-13139
-▁kaine	-13140
-▁kamei	-13141
-▁kamil	-13142
-▁kunio	-13143
-▁maher	-13144
-▁minna	-13145
-▁paard	-13146
-▁rurol	-13147
-▁solid	-13148
-▁ōyama	-13149
-▁bukina	-13150
-▁ernest	-13151
-▁gasull	-13152
-▁hosato	-13153
-▁julien	-13154
-▁kamala	-13155
-▁lennon	-13156
-▁mccain	-13157
-▁morris	-13158
-▁nating	-13159
-▁olnara	-13160
-▁portal	-13161
-▁rikwes	-13162
-▁savant	-13163
-▁taraba	-13164
-▁walaha	-13165
-▁akimoto	-13166
-▁beatles	-13167
-▁budisit	-13168
-▁chaplin	-13169
-▁galarza	-13170
-▁hamburg	-13171
-▁istoria	-13172
-▁liberia	-13173
-▁luggage	-13174
-▁mónegue	-13175
-isenhower	-13176
-▁buddhism	-13177
-▁jeremaea	-13178
-▁katholik	-13179
-▁manfredi	-13180
-▁morrison	-13181
-▁sullivan	-13182
-▁yangfala	-13183
-▁yankovic	-13184
-▁yasuhiro	-13185
-▁yasujirō	-13186
-▁yingluck	-13187
-▁yokosuka	-13188
-▁yunaetem	-13189
-▁yurugwae	-13190
-▁yuryevna	-13191
-▁zelensky	-13192
-▁zhejiang	-13193
-▁zoologia	-13194
-▁éditions	-13195
-▁čaputová	-13196
-▁ελληνική	-13197
-▁беларусь	-13198
-▁северная	-13199
-/;	-13200
-lt	-13201
-hiw	-13202
-joe	-13203
-ains	-13204
-gree	-13205
-mill	-13206
-rano	-13207
-rena	-13208
-sran	-13209
-will	-13210
-енко	-13211
-▁gay	-13212
-▁ngo	-13213
-▁roa	-13214
-▁roo	-13215
-▁sac	-13216
-▁xxi	-13217
-neill	-13218
-▁bonn	-13219
-▁cain	-13220
-▁cave	-13221
-▁file	-13222
-▁gaia	-13223
-▁gift	-13224
-▁hong	-13225
-▁idol	-13226
-▁karl	-13227
-▁lill	-13228
-▁logo	-13229
-▁maki	-13230
-▁mike	-13231
-▁milo	-13232
-▁milà	-13233
-▁solà	-13234
-▁spid	-13235
-▁yuki	-13236
-▁yuko	-13237
-insaed	-13238
-lanwis	-13239
-millie	-13240
-oxygen	-13241
-▁bacon	-13242
-▁baron	-13243
-▁elias	-13244
-▁elton	-13245
-▁fasem	-13246
-▁gabon	-13247
-▁havem	-13248
-▁mason	-13249
-▁miles	-13250
-▁regan	-13251
-▁sevya	-13252
-▁texem	-13253
-▁cities	-13254
-▁cruces	-13255
-▁degree	-13256
-▁disaed	-13257
-▁filing	-13258
-▁korean	-13259
-▁meanem	-13260
-▁milena	-13261
-▁shadow	-13262
-▁tresor	-13263
-▁yajima	-13264
-selimiye	-13265
-yvyvuvuv	-13266
-▁alcroft	-13267
-▁astaire	-13268
-▁calabar	-13269
-▁cederna	-13270
-▁lillian	-13271
-▁okamura	-13272
-▁pioneer	-13273
-▁profens	-13274
-▁randall	-13275
-▁salomea	-13276
-▁solange	-13277
-antarktik	-13278
-▁captains	-13279
-▁chişinău	-13280
-▁cultural	-13281
-▁lenggwij	-13282
-▁musiques	-13283
-▁nevamaen	-13284
-▁panismen	-13285
-▁riplesem	-13286
-▁sogavare	-13287
-acanthurus	-13288
-ananthakul	-13289
-archimedes	-13290
-asiddhānta	-13291
-astronomie	-13292
-azərbaycan	-13293
-batcharoen	-13294
-columbiasc	-13295
-cyclopedia	-13296
-devanāgarī	-13297
-découverte	-13298
-evgenyevna	-13299
-egi	-13300
-tze	-13301
-poem	-13302
-▁rao	-13303
-▁rat	-13304
-▁xiv	-13305
-▁aria	-13306
-▁ever	-13307
-▁reef	-13308
-atchin	-13309
-carbon	-13310
-▁boner	-13311
-▁bosna	-13312
-▁enegi	-13313
-▁naora	-13314
-▁wever	-13315
-▁rusian	-13316
-▁tember	-13317
-▁director	-13318
-▁poquelin	-13319
-hallelujah	-13320
-hardlanger	-13321
-harrisburg	-13322
-ifications	-13323
-imaprakorn	-13324
-jeffcitymo	-13325
-kalifornia	-13326
-konektikat	-13327
-koreokrafi	-13328
-littlerock	-13329
-melanesian	-13330
-mestrielle	-13331
-nevilliers	-13332
-orientales	-13333
-populaesen	-13334
-population	-13335
-positively	-13336
-providence	-13337
-rosenstadt	-13338
-sandlewood	-13339
-tananarivo	-13340
-vajiralong	-13341
-washington	-13342
-wierzchnia	-13343
-wphaingarm	-13344
-yuvyvyvyvv	-13345
-▁achivment	-13346
-▁adulyadej	-13347
-▁agrikulta	-13348
-▁aishwarya	-13349
-▁akipilego	-13350
-▁akitekisa	-13351
-▁alcubilla	-13352
-▁aldehuela	-13353
-▁alexandra	-13354
-▁alighieri	-13355
-▁allentown	-13356
-▁ambiguity	-13357
-▁amsterdam	-13358
-▁analaesem	-13359
-▁angetenar	-13360
-▁animasion	-13361
-▁animonsta	-13362
-▁aphaiwong	-13363
-▁appointem	-13364
-▁arapongas	-13365
-▁arenillas	-13366
-▁arkioloji	-13367
-▁arkitekja	-13368
-▁armstrong	-13369
-▁asoseason	-13370
-▁asosiesen	-13371
-▁assassins	-13372
-▁athisthan	-13373
-▁augustine	-13374
-▁baltimore	-13375
-▁banomyong	-13376
-▁barcelono	-13377
-▁beautiful	-13378
-▁becquerel	-13379
-▁beethoven	-13380
-▁benedicta	-13381
-▁bernhardt	-13382
-▁bigbigtao	-13383
-▁bigdiukis	-13384
-▁biografía	-13385
-▁bisnisman	-13386
-▁biznesman	-13387
-▁blanchett	-13388
-▁bloomberg	-13389
-▁bonaparte	-13390
-▁borisovna	-13391
-▁botifarra	-13392
-▁breiniger	-13393
-▁brotektem	-13394
-▁bruxelles	-13395
-▁bucharest	-13396
-▁bydgoszcz	-13397
-▁bénazéraf	-13398
-▁caliphate	-13399
-▁caltheddu	-13400
-▁carbonell	-13401
-▁carcasses	-13402
-▁casarejos	-13403
-▁catalanis	-13404
-▁catalogne	-13405
-▁catalunya	-13406
-▁cementiri	-13407
-▁chaleejan	-13408
-▁chaovarat	-13409
-▁charlotte	-13410
-▁chatichai	-13411
-▁cherprang	-13412
-▁chihuahua	-13413
-▁chinensis	-13414
-▁chocolate	-13415
-▁christmas	-13416
-▁chulanont	-13417
-▁cojuangco	-13418
-▁colosseum	-13419
-▁committee	-13420
-▁concordia	-13421
-▁concòrdia	-13422
-▁contandin	-13423
-▁copernico	-13424
-▁costalago	-13425
-▁curiosity	-13426
-▁definisen	-13427
-▁designers	-13428
-▁desolació	-13429
-▁dickinson	-13430
-▁dikelarem	-13431
-▁diplomasi	-13432
-▁diputació	-13433
-▁divisions	-13434
-▁dominique	-13435
-▁dongdaegu	-13436
-▁dutronome	-13437
-▁eastanmos	-13438
-▁ekaterina	-13439
-▁eliptikol	-13440
-▁emergence	-13441
-▁enkaresem	-13442
-▁episcopal	-13443
-▁espesiali	-13444
-▁etymology	-13445
-▁expressió	-13446
-▁extensive	-13447
-▁fejetebol	-13448
-▁ferdinand	-13449
-▁fernández	-13450
-▁fibonacci	-13451
-▁fluvglant	-13452
-▁following	-13453
-▁forbidden	-13454
-▁fossanova	-13455
-▁fotografi	-13456
-▁francesco	-13457
-▁francevan	-13458
-▁gavrilița	-13459
-▁geografie	-13460
-▁gradepleg	-13461
-▁greenhaos	-13462
-▁greenwich	-13463
-▁guangdong	-13464
-▁guatemala	-13465
-▁guillermo	-13466
-▁guimarães	-13467
-▁gyeongwon	-13468
-▁göttingen	-13469
-▁haremsave	-13470
-▁harivansh	-13471
-▁harlequin	-13472
-▁hashimoto	-13473
-▁henderson	-13474
-▁henriette	-13475
-▁hispanesi	-13476
-▁historian	-13477
-▁hitchcock	-13478
-▁homenatge	-13479
-▁important	-13480
-▁indijenas	-13481
-▁ingenioso	-13482
-▁injeniosa	-13483
-▁inocarpus	-13484
-▁instramen	-13485
-▁invermere	-13486
-▁ishibashi	-13487
-▁islamisim	-13488
-▁jeanneret	-13489
-▁jiudeisim	-13490
-▁jorgensen	-13491
-▁josephine	-13492
-▁judgement	-13493
-▁junichiro	-13494
-▁kaczyński	-13495
-▁kalispell	-13496
-▁kalkuleta	-13497
-▁kantribol	-13498
-▁kashihara	-13499
-▁kashiwagi	-13500
-▁katharine	-13501
-▁katherine	-13502
-▁khabensky	-13503
-▁kiessling	-13504
-▁knoxville	-13505
-▁kombaenem	-13506
-▁komyuniti	-13507
-▁konetiken	-13508
-▁kontinens	-13509
-▁koperesen	-13510
-▁krasnodar	-13511
-▁krautchan	-13512
-▁kriangsak	-13513
-▁krišjānis	-13514
-▁kuczynski	-13515
-▁kurishima	-13516
-▁kurumambe	-13517
-▁kwinsilan	-13518
-▁laefstael	-13519
-▁langhorne	-13520
-▁laskembog	-13521
-▁lektronik	-13522
-▁leningrad	-13523
-▁leteratur	-13524
-▁levitikas	-13525
-▁lexically	-13526
-▁lightbulb	-13527
-▁limtagoon	-13528
-▁listening	-13529
-▁literària	-13530
-▁ljubljana	-13531
-▁lomonosov	-13532
-▁louisiane	-13533
-▁lucientes	-13534
-▁lumbukiti	-13535
-▁luxemburg	-13536
-▁macapagal	-13537
-▁magdalena	-13538
-▁magdalene	-13539
-▁maiduguri	-13540
-▁makiyivka	-13541
-▁malinalco	-13542
-▁manafrika	-13543
-▁mansfield	-13544
-▁maracaibo	-13545
-▁marchetti	-13546
-▁mariehamn	-13547
-▁masajuset	-13548
-▁matahabet	-13549
-▁matsumoto	-13550
-▁mauritius	-13551
-▁mccartney	-13552
-▁meghadoot	-13553
-▁mer̄avtit	-13554
-▁mesuremen	-13555
-▁mexicanos	-13556
-▁michoacan	-13557
-▁milanović	-13558
-▁minegishi	-13559
-▁ministeri	-13560
-▁mishustin	-13561
-▁mitolojia	-13562
-▁mizoguchi	-13563
-▁mortenson	-13564
-▁muserskiy	-13565
-▁mysteries	-13566
-▁nagriamel	-13567
-▁namakuraa	-13568
-▁natsuyaki	-13569
-▁navaratri	-13570
-▁naypyidaw	-13571
-▁nederland	-13572
-▁newcastle	-13573
-▁nicholson	-13574
-▁nintyperc	-13575
-▁niutrisen	-13576
-▁noppawong	-13577
-▁northeast	-13578
-▁nursultan	-13579
-▁oksitania	-13580
-▁oksitenia	-13581
-▁ombudsman	-13582
-▁opposisen	-13583
-▁paledanse	-13584
-▁palestine	-13585
-▁paramount	-13586
-▁parlement	-13587
-▁patisipen	-13588
-▁patisipet	-13589
-▁patrimoni	-13590
-▁pavlovich	-13591
-▁películas	-13592
-▁pesimismo	-13593
-▁phonology	-13594
-▁pickering	-13595
-▁pierluigi	-13596
-▁plangkoon	-13597
-▁plantesen	-13598
-▁plenković	-13599
-▁podgorica	-13600
-▁politikol	-13601
-▁praktisem	-13602
-▁praktisim	-13603
-▁predicate	-13604
-▁prejudice	-13605
-▁preventem	-13606
-▁primitive	-13607
-▁prinsipol	-13608
-▁prisentem	-13609
-▁proseding	-13610
-▁proteksen	-13611
-▁protektem	-13612
-▁provinses	-13613
-▁pugacheva	-13614
-▁pyongyang	-13615
-▁queretaro	-13616
-▁querétaro	-13617
-▁raffaello	-13618
-▁rasmussen	-13619
-▁recherche	-13620
-▁refreshem	-13621
-▁rembrandt	-13622
-▁republica	-13623
-▁republiek	-13624
-▁resolving	-13625
-▁retrieved	-13626
-▁revelesen	-13627
-▁reviewers	-13628
-▁reykjavík	-13629
-▁robinette	-13630
-▁robotikis	-13631
-▁rodrigues	-13632
-▁rodríguez	-13633
-▁romanovna	-13634
-▁ruchuphan	-13635
-▁ruginienė	-13636
-▁sabhavasu	-13637
-▁saekoloji	-13638
-▁sakrifaes	-13639
-▁sandroing	-13640
-▁sansovini	-13641
-▁saraswati	-13642
-▁sashihara	-13643
-▁schoening	-13644
-▁sebastian	-13645
-▁secretary	-13646
-▁sekentaem	-13647
-▁shandling	-13648
-▁shepherds	-13649
-▁shidehara	-13650
-▁shravanab	-13651
-▁shākuntal	-13652
-▁simoniweb	-13653
-▁slovensko	-13654
-▁slovenská	-13655
-▁sneckbean	-13656
-▁sophocles	-13657
-▁sosioloji	-13658
-▁spielberg	-13659
-▁statistik	-13660
-▁steadfast	-13661
-▁stephanie	-13662
-▁stringban	-13663
-▁substance	-13664
-▁supamaket	-13665
-▁swaziland	-13666
-▁sweatness	-13667
-▁swineherd	-13668
-▁sylvester	-13669
-▁takeshita	-13670
-▁tannensis	-13671
-▁taoiseach	-13672
-▁tasavalta	-13673
-▁tectorius	-13674
-▁tenczynek	-13675
-▁teresiano	-13676
-▁testemoni	-13677
-▁thongchai	-13678
-▁thörnroos	-13679
-▁tinderbox	-13680
-▁tokbaotem	-13681
-▁tongariri	-13682
-▁travalios	-13683
-▁tsugunaga	-13684
-▁univesiti	-13685
-▁untouched	-13686
-▁valoració	-13687
-▁vegetable	-13688
-▁vegetebol	-13689
-▁vejetebol	-13690
-▁vejjajiva	-13691
-▁venezuela	-13692
-▁vengeance	-13693
-▁vergilius	-13694
-▁vientiane	-13695
-▁volodymyr	-13696
-▁vujanović	-13697
-▁wagatsuma	-13698
-▁wangchuck	-13699
-▁waterston	-13700
-▁wałbrzych	-13701
-▁weswatini	-13702
-▁whiteland	-13703
-▁whitewood	-13704
-▁wikiquote	-13705
-▁winiarski	-13706
-▁wongsawat	-13707
-▁wotagaras	-13708
-▁wotamelon	-13709
-▁yamaguchi	-13710
-▁yarbrough	-13711
-▁yokomachi	-13712
-▁yoshihiko	-13713
-▁yuengyong	-13714
-▁yuryevich	-13715
-▁zabierzów	-13716
-▁zacatecas	-13717
-▁zimmerman	-13718
-▁đukanović	-13719
-▁πυθαγόρασ	-13720
-▁φιλοσοφία	-13721
-▁хабенский	-13722
-cityofboise	-13723
-cityofdover	-13724
-connecticut	-13725
-frankfortky	-13726
-habilitason	-13727
-masterpiece	-13728
-mississippi	-13729
-otokópoulos	-13730
-phayuhasena	-13731
-portugalesi	-13732
-provenseria	-13733
-renaissance	-13734
-sranantongo	-13735
-universitat	-13736
-vestigaesen	-13737
-yvyvyvyyvvy	-13738
-▁abrahamyan	-13739
-▁acanthurus	-13740
-▁achipelago	-13741
-▁agrikultua	-13742
-▁ahvenanmaa	-13743
-▁aldealices	-13744
-▁aleksandar	-13745
-▁alentisque	-13746
-▁andestanem	-13747
-▁aparigraha	-13748
-▁archimedes	-13749
-▁arquitecte	-13750
-▁aserbaijan	-13751
-▁astronomie	-13752
-▁attraction	-13753
-▁australian	-13754
-▁avellaneda	-13755
-▁balanguera	-13756
-▁bangladesh	-13757
-▁barrientos	-13758
-▁bellisario	-13759
-▁biblioteca	-13760
-▁bichelamar	-13761
-▁bieńkowska	-13762
-▁bigbigtaon	-13763
-▁bochotnica	-13764
-▁bongabonga	-13765
-▁boonsongpa	-13766
-▁bratislava	-13767
-▁brāhmasphu	-13768
-▁buonarroti	-13769
-▁caballeros	-13770
-▁carpenters	-13771
-▁cementerio	-13772
-▁certificat	-13773
-▁chalermpol	-13774
-▁chancellor	-13775
-▁chonthicha	-13776
-▁choonhavan	-13777
-▁chromatica	-13778
-▁chuzzlewit	-13779
-▁cincinnati	-13780
-▁classisist	-13781
-▁collection	-13782
-▁commission	-13783
-▁compostela	-13784
-▁concepción	-13785
-▁conserving	-13786
-▁cumpleaños	-13787
-▁cuntinenti	-13788
-▁dancefloor	-13789
-▁democratic	-13790
-▁department	-13791
-▁detingudes	-13792
-▁diccionari	-13793
-▁dictadures	-13794
-▁disapiliti	-13795
-▁disionario	-13796
-▁divilopmen	-13797
-▁démocrates	-13798
-▁educasonal	-13799
-▁eisenhower	-13800
-▁eisenstein	-13801
-▁eksistenis	-13802
-▁ekwetorial	-13803
-▁estanislao	-13804
-▁esztendőre	-13805
-▁ethnologue	-13806
-▁expectancy	-13807
-▁experimens	-13808
-▁florentina	-13809
-▁foeksampol	-13810
-▁foundation	-13811
-▁fürstentum	-13812
-▁generation	-13813
-▁geocentric	-13814
-▁georgetown	-13815
-▁germanotta	-13816
-▁government	-13817
-▁grammatica	-13818
-▁greenblatt	-13819
-▁greensboro	-13820
-▁grenadines	-13821
-▁gyeongchun	-13822
-▁hensbergen	-13823
-▁hesegovina	-13824
-▁historical	-13825
-▁hoobastank	-13826
-▁humanities	-13827
-▁incomplete	-13828
-▁independen	-13829
-▁indigenous	-13830
-▁indipenden	-13831
-▁instrukson	-13832
-▁integrated	-13833
-▁istinadlar	-13834
-▁johannesen	-13835
-▁journalist	-13836
-▁katsushika	-13837
-▁kazakhstan	-13838
-▁keyuraphan	-13839
-▁kiarostami	-13840
-▁kiristiana	-13841
-▁kompitesen	-13842
-▁kongeriget	-13843
-▁koninkrijk	-13844
-▁kopernikus	-13845
-▁koreatimes	-13846
-▁końskowola	-13847
-▁kraprayoon	-13848
-▁königreich	-13849
-▁közönséges	-13850
-▁liberalism	-13851
-▁llenguatge	-13852
-▁lukashenko	-13853
-▁lëtzebuerg	-13854
-▁malashenok	-13855
-▁manchester	-13856
-▁manopakorn	-13857
-▁mccullough	-13858
-▁medullosum	-13859
-▁melenesian	-13860
-▁metropolis	-13861
-▁michishige	-13862
-▁mihajlovič	-13863
-▁mikronesia	-13864
-▁minorities	-13865
-▁mississipi	-13866
-▁mistisisim	-13867
-▁misérables	-13868
-▁mitsotakis	-13869
-▁monogatari	-13870
-▁montevideo	-13871
-▁montpelier	-13872
-▁montserrat	-13873
-▁nachtmusik	-13874
-▁naetrodjen	-13875
-▁nakatamble	-13876
-▁nakatambol	-13877
-▁nakornthap	-13878
-▁namakiaute	-13879
-▁nambafotin	-13880
-▁napolitano	-13881
-▁nepomuceno	-13882
-▁noryangjin	-13883
-▁oberhoffer	-13884
-▁oganasesen	-13885
-▁oltesteman	-13886
-▁paramaribo	-13887
-▁pentateuch	-13888
-▁perception	-13889
-▁petersburg	-13890
-▁phahonphon	-13891
-▁phiromphon	-13892
-▁phonograph	-13893
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-▁presidents	-13906
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-▁principato	-13908
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-▁prodective	-13910
-▁professées	-13911
-▁prometheus	-13912
-▁protecting	-13913
-▁protective	-13914
-▁protestant	-13915
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-▁publishing	-13917
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-▁rainforest	-13919
-▁republiken	-13920
-▁resistance	-13921
-▁restaurant	-13922
-▁reticulata	-13923
-▁rilesensip	-13924
-▁romanovich	-13925
-▁ruengsuwan	-13926
-▁rutherford	-13927
-▁saggiatore	-13928
-▁schumacher	-13929
-▁searchable	-13930
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-▁selebretem	-13932
-▁sentiments	-13933
-▁seodaejeon	-13934
-▁sepereitem	-13935
-▁shqipërisë	-13936
-▁shrewsbury	-13937
-▁shropshire	-13938
-▁skłodowska	-13939
-▁stravinsky	-13940
-▁strongfala	-13941
-▁strongples	-13942
-▁sundaravej	-13943
-▁svikhanava	-13944
-▁tajikistan	-13945
-▁tallandier	-13946
-▁tamaulipas	-13947
-▁tambakboyo	-13948
-▁theologiae	-13949
-▁thumbelina	-13950
-▁timberlake	-13951
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-▁valparaiso	-13955
-▁vanuaroroa	-13956
-▁vegetarian	-13957
-▁vegetebles	-13958
-▁vingualato	-13959
-▁vorozenale	-13960
-▁vurobaravu	-13961
-▁waeldakdak	-13962
-▁wansmolbag	-13963
-▁wellington	-13964
-▁wikivoyage	-13965
-▁wongtangan	-13966
-▁yonhapnews	-13967
-▁zuckerberg	-13968
-▁économique	-13969
-▁österreich	-13970
-▁δημοκρατία	-13971
-▁валерьевич	-13972
-▁константин	-13973
-augustamaine	-13974
-braunschweig	-13975
-cityofboston	-13976
-commonwealth	-13977
-michelangelo	-13978
-montgomeryal	-13979
-observatoire	-13980
-océanographe	-13981
-providenceri	-13982
-▁anniversary	-13983
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-▁association	-13985
-▁attractions	-13986
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-▁bellesguard	-13988
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-▁cellpadding	-13993
-▁cellspacing	-13994
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-▁cumhuriyeti	-14000
-▁delmenhorst	-14001
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-▁dispensesen	-14005
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-▁dostoevskij	-14007
-▁dostoyevsky	-14008
-▁dresselhaus	-14009
-▁eklesiastis	-14010
-▁elektrisiti	-14011
-▁endospermum	-14012
-▁entetaenmen	-14013
-▁exportation	-14014
-▁farmakoloji	-14015
-▁fashionable	-14016
-▁flexibility	-14017
-▁folgueroles	-14018
-▁harmenszoon	-14019
-▁hattiesburg	-14020
-▁helsingfors	-14021
-▁herbkersman	-14022
-▁honeysuckle	-14023
-▁indipendens	-14024
-▁informacion	-14025
-▁información	-14026
-▁information	-14027
-▁intanasonal	-14028
-▁intharathat	-14029
-▁izetbegović	-14030
-▁julianettii	-14031
-▁konservatif	-14032
-▁koreaherald	-14033
-▁kraivichien	-14034
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-▁krzeszowice	-14036
-▁köztársaság	-14037
-▁lithografie	-14038
-▁litteratura	-14039
-▁machiavelli	-14040
-▁magnificent	-14041
-▁mathematica	-14042
-▁menteverses	-14043
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-▁micronation	-14045
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-▁niutesteman	-14049
-▁nonconoseda	-14050
-▁novosibirsk	-14051
-▁okanaesesen	-14052
-▁oranienbaum	-14053
-▁painesville	-14054
-▁painimautim	-14055
-▁pandanaceae	-14056
-▁panyarachun	-14057
-▁pendarovski	-14058
-▁performance	-14059
-▁phatanothai	-14060
-▁philosopher	-14061
-▁philosophia	-14062
-▁principauté	-14063
-▁reprisentem	-14064
-▁robertlandy	-14065
-▁rockefeller	-14066
-▁sancellemoz	-14067
-▁seleparsion	-14068
-▁sensibility	-14069
-▁serenissima	-14070
-▁sergeyevich	-14071
-▁shepherdess	-14072
-▁singhasaneh	-14073
-▁skenderović	-14074
-▁sleepwalker	-14075
-▁southampton	-14076
-▁sportaccord	-14077
-▁statistical	-14078
-▁tabwemasana	-14079
-▁transformed	-14080
-▁transportem	-14081
-▁trzaskowski	-14082
-▁tschütscher	-14083
-▁underground	-14084
-▁valeryevich	-14085
-▁vallvidrera	-14086
-▁wakabayashi	-14087
-▁wannasathit	-14088
-▁yevgenyevna	-14089
-▁миха́йлович	-14090
-▁херцеговина	-14091
-clevelandplus	-14092
-cornselection	-14093
-lanvanguardia	-14094
-▁acanthuridae	-14095
-▁aduldejjarus	-14096
-▁anastasiades	-14097
-▁anatolyevich	-14098
-▁anekantavada	-14099
-▁antananarivo	-14100
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-▁associazione	-14102
-▁bedfordshire	-14103
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-▁constitución	-14108
-▁contributing	-14109
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-▁descriptions	-14111
-▁dictionarium	-14112
-▁disappearing	-14113
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-▁encyclopædia	-14115
-▁ethnographic	-14116
-▁expectations	-14117
-▁fascicularis	-14118
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-▁humanització	-14120
-▁independence	-14121
-▁insiklopedia	-14122
-▁instrumental	-14123
-▁invercargill	-14124
-▁jatusripitak	-14125
-▁jenesejenese	-14126
-▁joanepistola	-14127
-▁kittikachorn	-14128
-▁kolonaesesen	-14129
-▁komiunikesen	-14130
-▁konstantinos	-14131
-▁konungariket	-14132
-▁longlongfala	-14133
-▁magyarország	-14134
-▁matematitian	-14135
-▁mirzajanpour	-14136
-▁misericòrdia	-14137
-▁multilingual	-14138
-▁nikolayevich	-14139
-▁nintypercent	-14140
-▁philadelphia	-14141
-▁philological	-14142
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-▁powierzchnia	-14144
-▁presidential	-14145
-▁principality	-14146
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-▁reinkarnesen	-14148
-▁respublikası	-14149
-▁restauración	-14150
-▁rollingstone	-14151
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-▁sardanapalus	-14153
-▁shippensburg	-14154
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-▁sranankondre	-14156
-▁statystyczny	-14157
-▁superciliosa	-14158
-▁tinsulanonda	-14159
-▁titongoamata	-14160
-▁transactions	-14161
-▁yongchaiyudh	-14162
-▁zurabishvili	-14163
-▁достое́вский	-14164
-▁достоевского	-14165
-▁республикасы	-14166
-tcctyvtctcyvyv	-14167
-vajiralongkorn	-14168
-▁administreson	-14169
-▁aldealafuente	-14170
-▁alexandrovich	-14171
-▁artcyclopedia	-14172
-▁breinigerberg	-14173
-▁cheongnyangri	-14174
-▁collaboration	-14175
-▁confederation	-14176
-▁disentangling	-14177
-▁environmental	-14178
-▁gennevilliers	-14179
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-▁großherzogtum	-14181
-▁investigaesen	-14182
-▁kengradomying	-14183
-▁komiunikesons	-14184
-▁korearealtime	-14185
-▁linggwistikis	-14186
-▁multicultural	-14187
-▁multiplikesen	-14188
-▁niwatthamrong	-14189
-▁patimaprakorn	-14190
-▁pibulsongkram	-14191
-▁qualification	-14192
-▁rehabilitason	-14193
-▁reunification	-14194
-▁sombatcharoen	-14195
-▁thewphaingarm	-14196
-▁transmissions	-14197
-chroicocephalus	-14198
-yvyvuvuvuvvjvjv	-14199
-▁aguascalientes	-14200
-▁bbjjxttxtcyyvv	-14201
-▁boonsongpaisan	-14202
-▁classification	-14203
-▁fortifications	-14204
-▁marcoevanjelio	-14205
-▁mateoevanjelio	-14206
-▁rzeczpospolita	-14207
-▁sigurðardóttir	-14208
-▁subuqtisubuqti	-14209
-▁theotokópoulos	-14210
-▁transformation	-14211
-cityofsacramento	-14212
-▁chroicocephalus	-14213
-▁groussherzogtum	-14214
-▁interdependence	-14215
-▁niusilanbislama	-14216
-▁sociolinguistic	-14217
-▁tovichakchaikul	-14218
-fía	-14219
-hhk	-14220
-jxt	-14221
-kn̄	-14222
-pyr	-14223
-sob	-14224
-xib	-14225
-xɔt	-14226
-ypy	-14227
-zán	-14228
-δησ	-14229
-θημ	-14230
-οσο	-14231
-ρασ	-14232
-ант	-14233
-евс	-14234
-енк	-14235
-енс	-14236
-епу	-14237
-етр	-14238
-ког	-14239
-мов	-14240
-ная	-14241
-ния	-14242
-нст	-14243
-ова	-14244
-оев	-14245
-ора	-14246
-ха́	-14247
-հայ	-14248
-ուն	-14249
-واج	-14250
-ন্দ	-14251
-ตีเ	-14252
-ἀρι	-14253
-▁кр	-14254
-▁пе	-14255
-▁по	-14256
-▁հա	-14257
-▁เว	-14258
-agan	-14259
-apag	-14260
-ayos	-14261
-brid	-14262
-busn	-14263
-derp	-14264
-eizō	-14265
-emec	-14266
-etas	-14267
-etty	-14268
-ffal	-14269
-havi	-14270
-heal	-14271
-hito	-14272
-huah	-14273
-hōpa	-14274
-kdor	-14275
-khhk	-14276
-larg	-14277
-luig	-14278
-nown	-14279
-oigh	-14280
-oroz	-14281
-osib	-14282
-raea	-14283
-rhod	-14284
-réné	-14285
-shav	-14286
-thag	-14287
-tigh	-14288
-ucen	-14289
-ucif	-14290
-ulsi	-14291
-umpk	-14292
-werr	-14293
-wyom	-14294
-ybet	-14295
-ynek	-14296
-yper	-14297
-yvtv	-14298
-zogu	-14299
-cub	-14300
-gsu	-14301
-joj	-14302
-rén	-14303
-ycz	-14304
-zzi	-14305
-▁éd	-14306
-▁éi	-14307
-atsu	-14308
-ciaz	-14309
-czny	-14310
-desh	-14311
-ffet	-14312
-heji	-14313
-irme	-14314
-oktr	-14315
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-rime	-14317
-tual	-14318
-zecz	-14319
-ztár	-14320
-ètic	-14321
-éric	-14322
-̄oss	-14323
-λλην	-14324
-λοσο	-14325
-όρασ	-14326
-ария	-14327
-гора	-14328
-ения	-14329
-ерна	-14330
-публ	-14331
-▁für	-14332
-▁ján	-14333
-▁oxy	-14334
-▁qua	-14335
-▁syd	-14336
-▁sym	-14337
-▁đur	-14338
-▁сев	-14339
-▁เวช	-14340
-alenc	-14341
-alene	-14342
-amali	-14343
-amels	-14344
-anjel	-14345
-archy	-14346
-arlow	-14347
-aroen	-14348
-astas	-14349
-atjem	-14350
-avier	-14351
-avtit	-14352
-aworn	-14353
-boibo	-14354
-catec	-14355
-chirō	-14356
-chool	-14357
-ciaci	-14358
-cisco	-14359
-cordn	-14360
-cover	-14361
-cquer	-14362
-dimup	-14363
-dison	-14364
-ducte	-14365
-déric	-14366
-ebaij	-14367
-ebrew	-14368
-edric	-14369
-ekond	-14370
-ektor	-14371
-ellow	-14372
-elosi	-14373
-embre	-14374
-enhav	-14375
-enike	-14376
-ensib	-14377
-enská	-14378
-epler	-14379
-erald	-14380
-ericò	-14381
-erkel	-14382
-ernán	-14383
-ervan	-14384
-escri	-14385
-evada	-14386
-ganis	-14387
-geyev	-14388
-griam	-14389
-hemtu	-14390
-hibas	-14391
-hondu	-14392
-iconi	-14393
-iecin	-14394
-iklik	-14395
-ildem	-14396
-ilisi	-14397
-iname	-14398
-inder	-14399
-keo	-14400
-keu	-14401
-rno	-14402
-ōsh	-14403
-ско	-14404
-ansh	-14405
-bany	-14406
-ekno	-14407
-engg	-14408
-ibul	-14409
-kash	-14410
-kond	-14411
-lady	-14412
-ofbo	-14413
-ofsa	-14414
-oung	-14415
-razi	-14416
-shar	-14417
-shen	-14418
-trea	-14419
-whol	-14420
-ński	-14421
-▁abh	-14422
-▁erh	-14423
-▁kno	-14424
-anyny	-14425
-asull	-14426
-batch	-14427
-bkers	-14428
-carae	-14429
-clone	-14430
-cteau	-14431
-erche	-14432
-esies	-14433
-hanna	-14434
-ipëri	-14435
-isaku	-14436
-ischt	-14437
-ittle	-14438
-izyàn	-14439
-jinir	-14440
-kadem	-14441
-kator	-14442
-kfort	-14443
-lades	-14444
-ladim	-14445
-laemb	-14446
-lafur	-14447
-laude	-14448
-libre	-14449
-lobal	-14450
-lomas	-14451
-lovič	-14452
-mazul	-14453
-nokol	-14454
-obara	-14455
-odkas	-14456
-ogata	-14457
-oglot	-14458
-ogtum	-14459
-olisa	-14460
-ollow	-14461
-olyev	-14462
-ombat	-14463
-ondri	-14464
-onlar	-14465
-onpha	-14466
-ouard	-14467
-owski	-14468
-panes	-14469
-pción	-14470
-radig	-14471
-radis	-14472
-rague	-14473
-rakas	-14474
-regon	-14475
-ribat	-14476
-rikul	-14477
-rimin	-14478
-rosta	-14479
-sakst	-14480
-sbury	-14481
-shavn	-14482
-ssius	-14483
-tació	-14484
-tados	-14485
-taire	-14486
-tamos	-14487
-tamta	-14488
-tarel	-14489
-tecti	-14490
-thamr	-14491
-thmos	-14492
-tighe	-14493
-toire	-14494
-uadel	-14495
-ugawa	-14496
-uhiro	-14497
-umeda	-14498
-unkel	-14499
-ggy	-14500
-yuh	-14501
-ànt	-14502
-убл	-14503
-beng	-14504
-cuse	-14505
-effc	-14506
-erak	-14507
-erly	-14508
-grab	-14509
-hayu	-14510
-huil	-14511
-ileo	-14512
-isau	-14513
-iyan	-14514
-ktis	-14515
-lise	-14516
-ndel	-14517
-okly	-14518
-orse	-14519
-qtis	-14520
-seff	-14521
-sele	-14522
-suji	-14523
-tisu	-14524
-useh	-14525
-utat	-14526
-yaki	-14527
-zaki	-14528
-ánde	-14529
-ício	-14530
-οκρα	-14531
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-▁khu	-14533
-aders	-14534
-ading	-14535
-alile	-14536
-aptis	-14537
-armas	-14538
-asaki	-14539
-chaiy	-14540
-engra	-14541
-eryev	-14542
-grath	-14543
-ietat	-14544
-juato	-14545
-massa	-14546
-odrow	-14547
-omery	-14548
-omise	-14549
-racas	-14550
-sagra	-14551
-tatol	-14552
-tised	-14553
-ulyan	-14554
-unyan	-14555
-uphan	-14556
-ussba	-14557
-uzana	-14558
-vador	-14559
-valta	-14560
-ventu	-14561
-vyvyv	-14562
-xibil	-14563
-ychak	-14564
-yevsk	-14565
-ympic	-14566
-ynton	-14567
-yoshi	-14568
-zajan	-14569
-zquez	-14570
-árque	-14571
-érabl	-14572
-āgarī	-14573
-φιλοσ	-14574
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-гария	-14576
-енски	-14577
-лович	-14578
-нстан	-14579
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-خواجه	-14581
-ন্দ্র	-14582
-▁aiod	-14583
-▁aloy	-14584
-▁antô	-14585
-▁apax	-14586
-▁apos	-14587
-▁arse	-14588
-▁avei	-14589
-▁barb	-14590
-▁bhut	-14591
-▁blac	-14592
-▁brow	-14593
-▁budd	-14594
-▁béna	-14595
-▁chau	-14596
-▁chih	-14597
-▁citr	-14598
-▁czig	-14599
-rów	-14600
-zaj	-14601
-clif	-14602
-edcl	-14603
-giwa	-14604
-kagi	-14605
-lapl	-14606
-ozdo	-14607
-sive	-14608
-stef	-14609
-vaer	-14610
-yaza	-14611
-yley	-14612
-▁kub	-14613
-▁kuc	-14614
-▁tór	-14615
-ative	-14616
-chnia	-14617
-emaot	-14618
-gique	-14619
-iloso	-14620
-kamal	-14621
-okste	-14622
-onora	-14623
-oraci	-14624
-osean	-14625
-oshen	-14626
-oshik	-14627
-oshir	-14628
-rimal	-14629
-stems	-14630
-umora	-14631
-urose	-14632
-wball	-14633
-ylves	-14634
-μάθημ	-14635
-▁bert	-14636
-▁bulg	-14637
-▁bull	-14638
-▁corb	-14639
-▁demo	-14640
-▁dolf	-14641
-▁domè	-14642
-▁door	-14643
-▁drfr	-14644
-▁dąbr	-14645
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diff --git a/models/tokenizer/bi_tokenizer_8k.model b/models/tokenizer/bi_tokenizer_8k.model
index 62f2b5f19ec10895986cd3f400b8dbc46bdf4a07..eb6d763ca9ddad49ef12a8a4c0e2ddf151bde5be 100644
--- a/models/tokenizer/bi_tokenizer_8k.model
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index 2d134529a43e5dd5cd75d400d6b5488320df9d4b..dccfb7bc99fd17cc6906bd10f414048de7e165a5 100644
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-epend	-1709
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-erson	-1711
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-kansas	-1738
-lewood	-1739
-nessee	-1740
-usetts	-1741
-▁aktiv	-1742
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-▁arago	-1744
-▁chile	-1745
-▁europ	-1746
-▁heven	-1747
-▁holem	-1748
-▁house	-1749
-▁kolem	-1750
-▁princ	-1751
-▁prins	-1752
-▁rijon	-1753
-▁saint	-1754
-▁sapos	-1755
-▁tijim	-1756
-▁tokio	-1757
-▁white	-1758
-▁winim	-1759
-▁zilan	-1760
-ebraska	-1761
-elaware	-1762
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-▁banana	-1764
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-▁franca	-1768
-▁inglan	-1769
-▁kansas	-1770
-▁laplap	-1771
-▁little	-1772
-▁sentri	-1773
-▁sistem	-1774
-▁stefan	-1775
-▁thomas	-1776
-ingfield	-1777
-ronesian	-1778
-▁albania	-1779
-▁develop	-1780
-▁kristan	-1781
-▁million	-1782
-▁ukraine	-1783
-▁bulgaria	-1784
-▁canberra	-1785
-▁eswatini	-1786
-▁independ	-1787
-▁kentucky	-1788
-▁litwania	-1789
-▁niusilan	-1790
-▁smolsmol	-1791
-sachusetts	-1792
-▁president	-1793
-▁envaeromen	-1794
-▁luxembourg	-1795
-▁washington	-1796
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-▁interlingue	-1798
-▁austronesian	-1799
-ec	-1800
-ff	-1801
-si	-1802
-ss	-1803
-uc	-1804
-és	-1805
-▁q	-1806
-▁р	-1807
-▁−	-1808
-aco	-1809
-aen	-1810
-ali	-1811
-bet	-1812
-big	-1813
-bis	-1814
-blo	-1815
-bus	-1816
-dem	-1817
-dia	-1818
-dim	-1819
-din	-1820
-dor	-1821
-ece	-1822
-fla	-1823
-gon	-1824
-han	-1825
-hav	-1826
-hod	-1827
-ieh	-1828
-igh	-1829
-ili	-1830
-lat	-1831
-lot	-1832
-not	-1833
-oen	-1834
-oro	-1835
-owa	-1836
-ref	-1837
-rid	-1838
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-ump	-1840
-una	-1841
-unt	-1842
-ury	-1843
-yev	-1844
-yom	-1845
-zen	-1846
-▁gi	-1847
-▁he	-1848
-▁ik	-1849
-▁ju	-1850
-▁op	-1851
-▁sy	-1852
-alab	-1853
-cean	-1854
-cogs	-1855
-cord	-1856
-elle	-1857
-elli	-1858
-ence	-1859
-enia	-1860
-fela	-1861
-frut	-1862
-hode	-1863
-iago	-1864
-ideo	-1865
-ikol	-1866
-ingb	-1867
-izab	-1868
-jieh	-1869
-lage	-1870
-left	-1871
-ople	-1872
-ouri	-1873
-rald	-1874
-rate	-1875
-ston	-1876
-zona	-1877
-▁acc	-1878
-▁bat	-1879
-▁bik	-1880
-▁bol	-1881
-▁cap	-1882
-▁cop	-1883
-▁dik	-1884
-▁eng	-1885
-▁gen	-1886
-▁hap	-1887
-▁jan	-1888
-▁kop	-1889
-▁leg	-1890
-▁lev	-1891
-▁liv	-1892
-▁los	-1893
-▁mai	-1894
-▁nat	-1895
-▁pul	-1896
-▁rol	-1897
-▁rom	-1898
-▁sae	-1899
-▁sid	-1900
-▁spr	-1901
-▁sum	-1902
-▁sus	-1903
-▁umi	-1904
-▁vel	-1905
-▁way	-1906
-▁wil	-1907
-▁yas	-1908
-chten	-1909
-peter	-1910
-rasem	-1911
-stein	-1912
-▁adam	-1913
-▁anth	-1914
-▁auck	-1915
-▁bang	-1916
-▁cult	-1917
-▁dict	-1918
-▁fish	-1919
-▁fred	-1920
-▁gaud	-1921
-▁gris	-1922
-▁hamp	-1923
-▁haus	-1924
-▁hill	-1925
-▁jein	-1926
-▁jiom	-1927
-▁joan	-1928
-▁kong	-1929
-▁kris	-1930
-▁mark	-1931
-▁meat	-1932
-▁mold	-1933
-▁ohio	-1934
-▁peru	-1935
-▁prom	-1936
-▁sara	-1937
-▁stan	-1938
-▁suka	-1939
-▁tree	-1940
-▁urug	-1941
-▁vign	-1942
-crampe	-1943
-nesota	-1944
-sonari	-1945
-▁angel	-1946
-▁anton	-1947
-▁danis	-1948
-▁filip	-1949
-▁graon	-1950
-▁green	-1951
-▁kakao	-1952
-▁katem	-1953
-▁melan	-1954
-▁momon	-1955
-▁nesen	-1956
-▁nicol	-1957
-▁plant	-1958
-▁press	-1959
-▁ronal	-1960
-▁traem	-1961
-▁wivim	-1962
-bastien	-1963
-izabeth	-1964
-zerland	-1965
-▁basket	-1966
-▁bigbig	-1967
-▁disaen	-1968
-▁greece	-1969
-▁hawaii	-1970
-▁laikem	-1971
-▁monaco	-1972
-▁monako	-1973
-▁nevada	-1974
-▁people	-1975
-▁profet	-1976
-▁statem	-1977
-▁tijing	-1978
-cramento	-1979
-▁andorra	-1980
-▁diction	-1981
-▁discogs	-1982
-▁england	-1983
-▁georgia	-1984
-▁history	-1985
-▁karibin	-1986
-▁kolosap	-1987
-▁moldova	-1988
-▁nakamal	-1989
-▁princip	-1990
-▁romania	-1991
-▁samples	-1992
-▁schnell	-1993
-▁skrasem	-1994
-▁spanish	-1995
-▁surinam	-1996
-▁tokples	-1997
-▁vignola	-1998
-ianapolis	-1999
-▁auckland	-2000
-▁delaware	-2001
-▁franjieh	-2002
-▁januwari	-2003
-▁jeinisim	-2004
-▁jiometri	-2005
-▁lacrampe	-2006
-▁liechten	-2007
-▁lukaotem	-2008
-▁matarine	-2009
-▁religion	-2010
-▁santiago	-2011
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-helena	-5271
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-yvyvyv	-5315
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-ázquez	-5318
-édéric	-5319
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-▁halle	-5385
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-▁siria	-5495
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-▁sosor	-5498
-▁sowem	-5499
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-▁steel	-5501
-▁steit	-5502
-▁sweat	-5503
-▁takeo	-5504
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-alzette	-5528
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-ational	-5530
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-charles	-5532
-chnique	-5533
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-edonija	-5535
-enesian	-5536
-escript	-5537
-espeare	-5538
-hamburg	-5539
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-humesen	-5541
-ibility	-5542
-idental	-5543
-ionario	-5544
-ipaliti	-5545
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-oglotta	-5550
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-ressive	-5559
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-zgerald	-5566
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-▁tukmen	-5768
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-▁vegeta	-5770
-▁venice	-5771
-▁vergil	-5772
-▁walker	-5773
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-anajuato	-5782
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-bismarck	-5784
-cabulary	-5785
-cephalus	-5786
-colorado	-5787
-comillas	-5788
-elanjelo	-5789
-ensemble	-5790
-leonardo	-5791
-michigan	-5792
-nebraska	-5793
-oklahoma	-5794
-presiden	-5795
-puffinus	-5796
-testeman	-5797
-thankara	-5798
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-▁andarab	-5804
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-▁auguste	-5807
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-▁bahamas	-5809
-▁barbara	-5810
-▁beliefs	-5811
-▁benefit	-5812
-▁biggest	-5813
-▁bilivim	-5814
-▁buildem	-5815
-▁calling	-5816
-▁castell	-5817
-▁central	-5818
-▁clasica	-5819
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-▁croatia	-5821
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-▁direkta	-5831
-▁dispela	-5832
-▁distrik	-5833
-▁doktrin	-5834
-▁ecuador	-5835
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-▁emperor	-5837
-▁enfosem	-5838
-▁erhardt	-5839
-▁escapat	-5840
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-▁filipin	-5843
-▁fogetem	-5844
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-▁galaksi	-5848
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-▁gregory	-5850
-▁harding	-5851
-▁hardley	-5852
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-▁hemiwan	-5854
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-▁hidalgo	-5856
-▁hoknaet	-5857
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-▁ishmael	-5866
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-▁johnson	-5871
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-▁kompost	-5878
-▁konfirm	-5879
-▁kouyaté	-5880
-▁kriatem	-5881
-▁langwej	-5882
-▁latvian	-5883
-▁leprosy	-5884
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-▁liberal	-5886
-▁llengua	-5887
-▁madison	-5888
-▁maenlan	-5889
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-▁manfred	-5891
-▁marlene	-5892
-▁matthew	-5893
-▁melekem	-5894
-▁melissa	-5895
-▁meninas	-5896
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-▁molière	-5898
-▁monster	-5899
-▁moresby	-5900
-▁muvumuv	-5901
-▁márquez	-5902
-▁natapei	-5903
-▁naturel	-5904
-▁nawimba	-5905
-▁notabol	-5906
-▁offerem	-5907
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-▁orlando	-5909
-▁oseania	-5910
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-▁palacio	-5912
-▁patisip	-5913
-▁picasso	-5914
-▁poesías	-5915
-▁popular	-5916
-▁prinsip	-5917
-▁printim	-5918
-▁prishud	-5919
-▁problem	-5920
-▁profesa	-5921
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-▁project	-5923
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-▁quixote	-5927
-▁rafrens	-5928
-▁romance	-5929
-▁roubaix	-5930
-▁sadinia	-5931
-▁saentis	-5932
-▁saotlan	-5933
-▁sapraes	-5934
-▁semfala	-5935
-▁sentral	-5936
-▁setemap	-5937
-▁shimizu	-5938
-▁shrivas	-5939
-▁sistine	-5940
-▁skripja	-5941
-▁skwisim	-5942
-▁slovens	-5943
-▁soldier	-5944
-▁solwora	-5945
-▁somfala	-5946
-▁spendem	-5947
-▁spesies	-5948
-▁splitim	-5949
-▁station	-5950
-▁stephen	-5951
-▁strakja	-5952
-▁sverige	-5953
-▁takeshi	-5954
-▁talking	-5955
-▁tbilisi	-5956
-▁tesalon	-5957
-▁tlacote	-5958
-▁tolstoy	-5959
-▁trastem	-5960
-▁turkish	-5961
-▁türkiye	-5962
-▁uruguay	-5963
-▁vanessa	-5964
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-▁visitim	-5966
-▁wanpela	-5967
-▁websaet	-5968
-▁северна	-5969
-asparagus	-5970
-evanjelio	-5971
-fortsenal	-5972
-frameless	-5973
-frankfort	-5974
-herzogtum	-5975
-icipality	-5976
-ionalista	-5977
-louisiana	-5978
-nashville	-5979
-skelekele	-5980
-tennessee	-5981
-▁aneityum	-5982
-▁assesmen	-5983
-▁bachchan	-5984
-▁balduzzi	-5985
-▁balgeria	-5986
-▁benjamin	-5987
-▁bredfrut	-5988
-▁brooklyn	-5989
-▁brussels	-5990
-▁building	-5991
-▁castilla	-5992
-▁ceremoni	-5993
-▁codamite	-5994
-▁comillas	-5995
-▁continua	-5996
-▁coritiba	-5997
-▁curitiba	-5998
-▁deforest	-5999
-▁descript	-6000
-▁disambig	-6001
-▁edukesen	-6002
-▁ejukesan	-6003
-▁eksampol	-6004
-▁enrollem	-6005
-▁epistola	-6006
-▁fandesen	-6007
-▁federico	-6008
-▁flanders	-6009
-▁football	-6010
-▁frederik	-6011
-▁frédéric	-6012
-▁fulapman	-6013
-▁graduets	-6014
-▁grenadin	-6015
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-▁hrvatska	-6017
-▁importen	-6018
-▁indipend	-6019
-▁inkludim	-6020
-▁inventem	-6021
-▁kabsikam	-6022
-▁kalsakau	-6023
-▁kambodia	-6024
-▁kilkilim	-6025
-▁kitahara	-6026
-▁kolombia	-6027
-▁komiunik	-6028
-▁komperem	-6029
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-▁kronikel	-6031
-▁kurosawa	-6032
-▁lawrence	-6033
-▁leontiev	-6034
-▁linguist	-6035
-▁mahavira	-6036
-▁maldives	-6037
-▁margaret	-6038
-▁mariétou	-6039
-▁michelle	-6040
-▁mitchell	-6041
-▁muhammad	-6042
-▁naesfala	-6043
-▁nambatri	-6044
-▁naruhito	-6045
-▁natjural	-6046
-▁niuspepa	-6047
-▁november	-6048
-▁okisijen	-6049
-▁olgetter	-6050
-▁otonomus	-6051
-▁paragwae	-6052
-▁pefomans	-6053
-▁penguins	-6054
-▁pleiplei	-6055
-▁portland	-6056
-▁racontas	-6057
-▁rikoding	-6058
-▁rompasso	-6059
-▁salvador	-6060
-▁schubert	-6061
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-ionable	-7243
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-positiv	-7551
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