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+---
+language: qu
+language_name: Quechua
+language_family: american_quechua
+tags:
+  - wikilangs
+  - nlp
+  - tokenizer
+  - embeddings
+  - n-gram
+  - markov
+  - wikipedia
+  - feature-extraction
+  - sentence-similarity
+  - tokenization
+  - n-grams
+  - markov-chain
+  - text-mining
+  - fasttext
+  - babelvec
+  - vocabulous
+  - vocabulary
+  - monolingual
+  - family-american_quechua
+license: mit
+library_name: wikilangs
+pipeline_tag: text-generation
+datasets:
+  - omarkamali/wikipedia-monthly
+dataset_info:
+  name: wikipedia-monthly
+  description: Monthly snapshots of Wikipedia articles across 300+ languages
+metrics:
+  - name: best_compression_ratio
+    type: compression
+    value: 3.814
+  - name: best_isotropy
+    type: isotropy
+    value: 0.8810
+  - name: vocabulary_size
+    type: vocab
+    value: 0
+generated: 2026-01-10
+---
+
+# Quechua - Wikilangs Models
+## Comprehensive Research Report & Full Ablation Study
+
+This repository contains NLP models trained and evaluated by Wikilangs, specifically on **Quechua** Wikipedia data.
+We analyze tokenizers, n-gram models, Markov chains, vocabulary statistics, and word embeddings.
+
+## 📋 Repository Contents
+
+### Models & Assets
+
+- Tokenizers (8k, 16k, 32k, 64k)
+- N-gram models (2, 3, 4, 5-gram)
+- Markov chains (context of 1, 2, 3, 4 and 5)
+- Subword N-gram and Markov chains
+- Embeddings in various sizes and dimensions (aligned and unaligned)
+- Language Vocabulary
+- Language Statistics
+
+![Performance Dashboard](visualizations/performance_dashboard.png)
+
+### Analysis and Evaluation
+
+- [1. Tokenizer Evaluation](#1-tokenizer-evaluation)
+- [2. N-gram Model Evaluation](#2-n-gram-model-evaluation)
+- [3. Markov Chain Evaluation](#3-markov-chain-evaluation)
+- [4. Vocabulary Analysis](#4-vocabulary-analysis)
+- [5. Word Embeddings Evaluation](#5-word-embeddings-evaluation)
+- [6. Morphological Analysis (Experimental)](#6--morphological-analysis-experimental)
+- [7. Summary & Recommendations](#7-summary--recommendations)
+- [Metrics Glossary](#appendix-metrics-glossary--interpretation-guide)
+- [Visualizations Index](#visualizations-index)
+
+---
+## 1. Tokenizer Evaluation
+
+![Tokenizer Compression](visualizations/tokenizer_compression.png)
+
+![Tokenizer Fertility](visualizations/tokenizer_fertility.png)
+
+![Tokenizer OOV](visualizations/tokenizer_oov.png)
+
+![Total Tokens](visualizations/tokenizer_total_tokens.png)
+
+### Results
+
+| Vocab Size | Compression | Avg Token Len | UNK Rate | Total Tokens |
+|------------|-------------|---------------|----------|--------------|
+| **8k** | 3.075x | 3.08 | 0.1752% | 308,239 |
+| **16k** | 3.341x | 3.34 | 0.1903% | 283,718 |
+| **32k** | 3.587x | 3.59 | 0.2043% | 264,268 |
+| **64k** | 3.814x 🏆 | 3.82 | 0.2173% | 248,495 |
+
+### Tokenization Examples
+
+Below are sample sentences tokenized with each vocabulary size:
+
+**Sample 1:** `Kawitu, Puñuna icha Kama nisqaqa tawantin chakiyuq kuyuyllam, puñunapaq. Hawa t'...`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁k awi tu , ▁puñ una ▁icha ▁kama ▁nisqaqa ▁tawantin ... (+12 more)` | 22 |
+| 16k | `▁k awi tu , ▁puñuna ▁icha ▁kama ▁nisqaqa ▁tawantin ▁chakiyuq ... (+10 more)` | 20 |
+| 32k | `▁k awitu , ▁puñuna ▁icha ▁kama ▁nisqaqa ▁tawantin ▁chakiyuq ▁kuyuy ... (+9 more)` | 19 |
+| 64k | `▁kawitu , ▁puñuna ▁icha ▁kama ▁nisqaqa ▁tawantin ▁chakiyuq ▁kuyuyllam , ... (+6 more)` | 16 |
+
+**Sample 2:** `544 wataqa Hulyanu kalindaryukama ch'askachawwan qallarisqa wakllanwatam karqan....`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁ 5 4 4 ▁wataqa ▁hulyanu ▁kalindaryukama ▁ch ' askachawwan ... (+8 more)` | 18 |
+| 16k | `▁ 5 4 4 ▁wataqa ▁hulyanu ▁kalindaryukama ▁ch ' askachawwan ... (+8 more)` | 18 |
+| 32k | `▁ 5 4 4 ▁wataqa ▁hulyanu ▁kalindaryukama ▁ch ' askachawwan ... (+8 more)` | 18 |
+| 64k | `▁ 5 4 4 ▁wataqa ▁hulyanu ▁kalindaryukama ▁ch ' askachawwan ... (+8 more)` | 18 |
+
+**Sample 3:** `wataqa Hulyanu kalindaryukama illapachawwan qallarisqa chhasku watam karqan. Ima...`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁wataqa ▁hulyanu ▁kalindaryukama ▁illapachawwan ▁qallarisqa ▁chhasku ▁watam ▁karqan . ▁ima ... (+7 more)` | 17 |
+| 16k | `▁wataqa ▁hulyanu ▁kalindaryukama ▁illapachawwan ▁qallarisqa ▁chhasku ▁watam ▁karqan . ▁ima ... (+7 more)` | 17 |
+| 32k | `▁wataqa ▁hulyanu ▁kalindaryukama ▁illapachawwan ▁qallarisqa ▁chhasku ▁watam ▁karqan . ▁ima ... (+7 more)` | 17 |
+| 64k | `▁wataqa ▁hulyanu ▁kalindaryukama ▁illapachawwan ▁qallarisqa ▁chhasku ▁watam ▁karqan . ▁ima ... (+7 more)` | 17 |
+
+
+### Key Findings
+
+- **Best Compression:** 64k achieves 3.814x compression
+- **Lowest UNK Rate:** 8k with 0.1752% unknown tokens
+- **Trade-off:** Larger vocabularies improve compression but increase model size
+- **Recommendation:** 32k vocabulary provides optimal balance for production use
+
+---
+## 2. N-gram Model Evaluation
+
+![N-gram Perplexity](visualizations/ngram_perplexity.png)
+
+![N-gram Unique](visualizations/ngram_unique.png)
+
+![N-gram Coverage](visualizations/ngram_coverage.png)
+
+### Results
+
+| N-gram | Variant | Perplexity | Entropy | Unique N-grams | Top-100 Coverage | Top-1000 Coverage |
+|--------|---------|------------|---------|----------------|------------------|-------------------|
+| **2-gram** | Word | 7,264 | 12.83 | 39,330 | 23.8% | 50.0% |
+| **2-gram** | Subword | 298 🏆 | 8.22 | 5,423 | 66.9% | 98.9% |
+| **3-gram** | Word | 12,773 | 13.64 | 62,529 | 19.2% | 42.6% |
+| **3-gram** | Subword | 2,472 | 11.27 | 36,562 | 26.4% | 70.3% |
+| **4-gram** | Word | 28,198 | 14.78 | 122,111 | 14.8% | 33.9% |
+| **4-gram** | Subword | 12,905 | 13.66 | 188,362 | 14.8% | 42.6% |
+| **5-gram** | Word | 27,683 | 14.76 | 106,668 | 14.4% | 32.7% |
+| **5-gram** | Subword | 40,481 | 15.30 | 509,294 | 11.4% | 31.5% |
+
+### Top 5 N-grams by Size
+
+**2-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `hawa t` | 15,166 |
+| 2 | `t inkikuna` | 15,101 |
+| 3 | `kaypipas qhaway` | 12,266 |
+| 4 | `kastilla simipi` | 7,981 |
+| 5 | `llaqtapi huk` | 6,598 |
+
+**3-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `hawa t inkikuna` | 15,077 |
+| 2 | `simita rimaqkuna 1` | 3,117 |
+| 3 | `t inkikuna saywitu` | 3,010 |
+| 4 | `mama llaqtapi huk` | 2,896 |
+| 5 | `allpa saywachi urqukuna` | 2,757 |
+
+**4-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `hawa t inkikuna saywitu` | 3,010 |
+| 2 | `ima tukusqakuna yurisqakuna wañusqakuna` | 2,681 |
+| 3 | `llaqtapi huk mama llaqtayuq` | 2,246 |
+| 4 | `pukyukuna hawa t inkikuna` | 2,135 |
+| 5 | `kastilla simipi distrito de` | 1,872 |
+
+**5-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `karqan ima tukusqakuna yurisqakuna wañusqakuna` | 1,708 |
+| 2 | `rimaqkuna 1 indihina simita rimaqkuna` | 1,538 |
+| 3 | `1 indihina simita rimaqkuna 1` | 1,538 |
+| 4 | `indihina simita rimaqkuna 1 2` | 1,538 |
+| 5 | `simita rimaqkuna 1 indihina simita` | 1,533 |
+
+**2-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `a _` | 517,514 |
+| 2 | `a n` | 245,957 |
+| 3 | `n a` | 225,941 |
+| 4 | `u n` | 213,735 |
+| 5 | `m a` | 197,596 |
+
+**3-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `u n a` | 147,282 |
+| 2 | `k u n` | 125,343 |
+| 3 | `l l a` | 114,842 |
+| 4 | `n a _` | 101,812 |
+| 5 | `c h a` | 85,994 |
+
+**4-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `k u n a` | 120,434 |
+| 2 | `u n a _` | 72,857 |
+| 3 | `l l a q` | 53,527 |
+| 4 | `_ l l a` | 53,050 |
+| 5 | `a q t a` | 51,662 |
+
+**5-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `k u n a _` | 67,038 |
+| 2 | `l a q t a` | 50,837 |
+| 3 | `l l a q t` | 50,836 |
+| 4 | `_ l l a q` | 47,933 |
+| 5 | `_ s i m i` | 38,886 |
+
+
+### Key Findings
+
+- **Best Perplexity:** 2-gram (subword) with 298
+- **Entropy Trend:** Decreases with larger n-grams (more predictable)
+- **Coverage:** Top-1000 patterns cover ~32% of corpus
+- **Recommendation:** 4-gram or 5-gram for best predictive performance
+
+---
+## 3. Markov Chain Evaluation
+
+![Markov Entropy](visualizations/markov_entropy.png)
+
+![Markov Contexts](visualizations/markov_contexts.png)
+
+![Markov Branching](visualizations/markov_branching.png)
+
+### Results
+
+| Context | Variant | Avg Entropy | Perplexity | Branching Factor | Unique Contexts | Predictability |
+|---------|---------|-------------|------------|------------------|-----------------|----------------|
+| **1** | Word | 0.7310 | 1.660 | 4.55 | 204,902 | 26.9% |
+| **1** | Subword | 0.6430 | 1.562 | 4.45 | 5,037 | 35.7% |
+| **2** | Word | 0.1782 | 1.131 | 1.39 | 928,009 | 82.2% |
+| **2** | Subword | 0.6244 | 1.542 | 3.91 | 22,429 | 37.6% |
+| **3** | Word | 0.0678 | 1.048 | 1.13 | 1,281,917 | 93.2% |
+| **3** | Subword | 0.6945 | 1.618 | 3.75 | 87,652 | 30.6% |
+| **4** | Word | 0.0377 🏆 | 1.026 | 1.07 | 1,441,549 | 96.2% |
+| **4** | Subword | 0.6763 | 1.598 | 3.03 | 328,292 | 32.4% |
+
+### Generated Text Samples (Word-based)
+
+Below are text samples generated from each word-based Markov chain model:
+
+**Context Size 1:**
+
+1. `de velázquez barcelona qori medalla de oliveira guterres uralan runasimillapi t inkikuna www ine gov...`
+2. `huk mamá me again by country dance single haley bill his comets jun sheng zhan feng`
+3. `t inkikuna www inei gob pe kaypipas qhaway piluta hayt aqmi pinchikilla killikachap facultad qa paqa...`
+
+**Context Size 2:**
+
+1. `hawa t inkikuna saywitu kashamarka suyu piruw kuntisuyus pruwinsya chichas pruwinsya buliwya chuqiya...`
+2. `t inkikuna ñawpaqnin kaq barack obama rodolfo castillo hawa t inkikuna nobel prize in literature en ...`
+3. `kaypipas qhaway pulitika rakiy uma llaqtanqa el porvenir distritup uma llaqtanmi rikchakuna hawa t i...`
+
+**Context Size 3:**
+
+1. `hawa t inkikuna saywitu chapari pruwinsya buliwya quchapampa suyu killaqullu pruwinsya`
+2. `simita rimaqkuna 1 indihina simita rimaqkuna 1 indihina simita rimaqkuna 1 indihina simita rimaqkuna...`
+3. `t inkikuna saywitu san martin suyu san martin suyu piruw san martin suyu piruw san martin suyu quris...`
+
+**Context Size 4:**
+
+1. `hawa t inkikuna saywitu daniel campos pruwinsya buliwya p utuqsi suyu bustillo pruwinsya buliwya`
+2. `llaqtapi huk mama llaqtayuq taripay amachaq wan pulitiku qarqan watamanta watakama ñawpaq kuti ispañ...`
+3. `pukyukuna hawa t inkikuna saywitu hunin suyu hunin suyu pruwinsya pruwinsya pruwinsya fajardo pruwin...`
+
+
+### Generated Text Samples (Subword-based)
+
+Below are text samples generated from each subword-based Markov chain model:
+
+**Context Size 1:**
+
+1. `acorukutaqma)_ch`
+2. `_alan.4_obo_stol`
+3. `ia_quñi)_stivest`
+
+**Context Size 2:**
+
+1. `a_suttie_forescor`
+2. `anovive_puk_mi:_q`
+3. `na_ruwitina_ñayta`
+
+**Context Size 3:**
+
+1. `una:_5_/_qunturpak`
+2. `kuna_el_no_•_the_m`
+3. `lla_suyuya_manqa_p`
+
+**Context Size 4:**
+
+1. `kuna:_chichwamaqa_t`
+2. `una_kang_朝阳市_chén_p`
+3. `llaqtap_uma_llar_fe`
+
+
+### Key Findings
+
+- **Best Predictability:** Context-4 (word) with 96.2% predictability
+- **Branching Factor:** Decreases with context size (more deterministic)
+- **Memory Trade-off:** Larger contexts require more storage (328,292 contexts)
+- **Recommendation:** Context-3 or Context-4 for text generation
+
+---
+## 4. Vocabulary Analysis
+
+![Zipf's Law](visualizations/zipf_law.png)
+
+![Top Words](visualizations/top20_words.png)
+
+![Coverage Curve](visualizations/vocab_coverage.png)
+
+### Statistics
+
+| Metric | Value |
+|--------|-------|
+| Vocabulary Size | 84,317 |
+| Total Tokens | 2,026,402 |
+| Mean Frequency | 24.03 |
+| Median Frequency | 4 |
+| Frequency Std Dev | 301.31 |
+
+### Most Common Words
+
+| Rank | Word | Frequency |
+|------|------|-----------|
+| 1 | de | 36,630 |
+| 2 | huk | 21,274 |
+| 3 | t | 18,029 |
+| 4 | hawa | 17,411 |
+| 5 | llaqtapi | 17,307 |
+| 6 | simi | 16,544 |
+| 7 | mama | 16,041 |
+| 8 | inkikuna | 15,101 |
+| 9 | la | 15,098 |
+| 10 | kastilla | 13,320 |
+
+### Least Common Words (from vocabulary)
+
+| Rank | Word | Frequency |
+|------|------|-----------|
+| 1 | lluqsinankupaq | 2 |
+| 2 | argentinamanta | 2 |
+| 3 | puchuchkaptin | 2 |
+| 4 | aplikasyun | 2 |
+| 5 | hillap | 2 |
+| 6 | siqhikunata | 2 |
+| 7 | aramco | 2 |
+| 8 | asml | 2 |
+| 9 | tarhitan | 2 |
+| 10 | tarhita | 2 |
+
+### Zipf's Law Analysis
+
+| Metric | Value |
+|--------|-------|
+| Zipf Coefficient | 1.0224 |
+| R² (Goodness of Fit) | 0.997655 |
+| Adherence Quality | **excellent** |
+
+### Coverage Analysis
+
+| Top N Words | Coverage |
+|-------------|----------|
+| Top 100 | 33.2% |
+| Top 1,000 | 59.9% |
+| Top 5,000 | 76.0% |
+| Top 10,000 | 82.9% |
+
+### Key Findings
+
+- **Zipf Compliance:** R²=0.9977 indicates excellent adherence to Zipf's law
+- **High Frequency Dominance:** Top 100 words cover 33.2% of corpus
+- **Long Tail:** 74,317 words needed for remaining 17.1% coverage
+
+---
+## 5. Word Embeddings Evaluation
+
+![Embedding Isotropy](visualizations/embedding_isotropy.png)
+
+![Similarity Matrix](visualizations/embedding_similarity.png)
+
+![t-SNE Words](visualizations/tsne_words.png)
+
+![t-SNE Sentences](visualizations/tsne_sentences.png)
+
+
+### 5.1 Cross-Lingual Alignment
+
+![Alignment Quality](visualizations/embedding_alignment_quality.png)
+
+![Multilingual t-SNE](visualizations/embedding_tsne_multilingual.png)
+
+
+### 5.2 Model Comparison
+
+| Model | Dimension | Isotropy | Semantic Density | Alignment R@1 | Alignment R@10 |
+|-------|-----------|----------|------------------|---------------|----------------|
+| **mono_32d** | 32 | 0.8810 🏆 | 0.3426 | N/A | N/A |
+| **mono_64d** | 64 | 0.8340 | 0.2733 | N/A | N/A |
+| **mono_128d** | 128 | 0.5721 | 0.2442 | N/A | N/A |
+| **aligned_32d** | 32 | 0.8810 | 0.3377 | 0.0680 | 0.3340 |
+| **aligned_64d** | 64 | 0.8340 | 0.2731 | 0.0960 | 0.4220 |
+| **aligned_128d** | 128 | 0.5721 | 0.2474 | 0.1720 | 0.5500 |
+
+### Key Findings
+
+- **Best Isotropy:** mono_32d with 0.8810 (more uniform distribution)
+- **Semantic Density:** Average pairwise similarity of 0.2864. Lower values indicate better semantic separation.
+- **Alignment Quality:** Aligned models achieve up to 17.2% R@1 in cross-lingual retrieval.
+- **Recommendation:** 128d aligned for best cross-lingual performance
+
+---
+## 6.  Morphological Analysis (Experimental)
+
+This section presents an automated morphological analysis derived from the statistical divergence between word-level and subword-level models. By analyzing where subword predictability spikes and where word-level coverage fails, we can infer linguistic structures without supervised data.
+
+### 6.1 Productivity & Complexity
+
+| Metric | Value | Interpretation | Recommendation |
+|--------|-------|----------------|----------------|
+| Productivity Index | **5.000** | High morphological productivity | Reliable analysis |
+| Idiomaticity Gap | **0.035** | Low formulaic content | - |
+
+### 6.2 Affix Inventory (Productive Units)
+
+These are the most productive prefixes and suffixes identified by sampling the vocabulary for global substitutability patterns. A unit is considered an affix if stripping it leaves a valid stem that appears in other contexts.
+
+#### Productive Prefixes
+| Prefix | Examples |
+|--------|----------|
+| `-a` | anapaqmi, antauta, amore |
+| `-s` | suriname, swanson, semo |
+| `-ma` | mayta, masiykip, mawrisyu |
+| `-p` | pers, próximo, planas |
+| `-c` | cuál, constelaciones, cayubaba |
+| `-m` | música, mayta, montoya |
+| `-t` | taming, trivial, traviata |
+| `-pa` | pawsirna, pakaran, panicum |
+
+#### Productive Suffixes
+| Suffix | Examples |
+|--------|----------|
+| `-a` | quriwayrachina, negociokunata, encendida |
+| `-s` | pers, planas, humanas |
+| `-n` | garrison, danon, swanson |
+| `-ta` | negociokunata, infanta, mayta |
+| `-i` | sagnasti, qhuyakunapi, nazi |
+| `-o` | próximo, semo, fisiográfico |
+| `-e` | suriname, neue, amore |
+| `-na` | quriwayrachina, ispañulkuna, imiratukuna |
+
+### 6.3 Bound Stems (Lexical Roots)
+
+Bound stems are high-frequency subword units that are semantically cohesive but rarely appear as standalone words. These often correspond to the 'core' of a word that requires inflection or derivation to be valid.
+
+| Stem | Cohesion | Substitutability | Examples |
+|------|----------|------------------|----------|
+| `rqan` | 2.15x | 37 contexts | irqan, arqan, ñirqan |
+| `naku` | 1.90x | 56 contexts | unaku, anaku, inakuy |
+| `aqta` | 1.65x | 78 contexts | maqta, saqta, laqta |
+| `trit` | 2.25x | 21 contexts | trita, matrit, triticum |
+| `llaq` | 1.68x | 55 contexts | illaq, llaqa, llaqi |
+| `qtap` | 1.98x | 22 contexts | llaqtap, waqtapi, waqtapim |
+| `tapi` | 1.67x | 40 contexts | tapia, tapis, watapi |
+| `stri` | 1.64x | 36 contexts | strip, string, nostri |
+| `laqt` | 1.97x | 19 contexts | laqta, llaqta, llaqtap |
+| `istr` | 1.63x | 33 contexts | maistre, mistral, oistrach |
+| `uwin` | 2.30x | 11 contexts | uwina, luwin, quwinqa |
+| `imip` | 2.12x | 13 contexts | simip, simipa, simipi |
+
+### 6.4 Affix Compatibility (Co-occurrence)
+
+This table shows which prefixes and suffixes most frequently co-occur on the same stems, revealing the 'stacking' rules of the language's morphology.
+
+| Prefix | Suffix | Frequency | Examples |
+|--------|--------|-----------|----------|
+| `-a` | `-a` | 194 words | agrupa, ariola |
+| `-p` | `-a` | 178 words | peninsula, pakasqa |
+| `-c` | `-a` | 173 words | columbia, cutuglahua |
+| `-t` | `-a` | 108 words | thuxlla, teologia |
+| `-s` | `-a` | 100 words | saruma, sharma |
+| `-c` | `-s` | 98 words | cargas, circulares |
+| `-p` | `-s` | 85 words | phaseolus, peplus |
+| `-c` | `-o` | 74 words | comparativo, consorcio |
+| `-s` | `-s` | 73 words | standards, sonchus |
+| `-l` | `-a` | 71 words | la, lamolina |
+
+### 6.5 Recursive Morpheme Segmentation
+
+Using **Recursive Hierarchical Substitutability**, we decompose complex words into their constituent morphemes. This approach handles nested affixes (e.g., `prefix-prefix-root-suffix`).
+
+| Word | Suggested Split | Confidence | Stem |
+|------|-----------------|------------|------|
+| illaykikunata | **`illaykikun-a-ta`** | 7.5 | `a` |
+| sitiomanta | **`sitiom-an-ta`** | 7.5 | `an` |
+| arkitiktu | **`arkitik-t-u`** | 7.5 | `t` |
+| intervista | **`intervi-s-ta`** | 7.5 | `s` |
+| llaqtantas | **`llaqtan-ta-s`** | 7.5 | `ta` |
+| diskunpas | **`diskun-pa-s`** | 7.5 | `pa` |
+| unchulpiqa | **`unchul-pi-qa`** | 7.5 | `pi` |
+| imayaykunata | **`imayaykun-a-ta`** | 7.5 | `a` |
+| ruwayninkunata | **`ruwayninkun-a-ta`** | 7.5 | `a` |
+| puriqchana | **`puriqc-ha-na`** | 7.5 | `ha` |
+| kawsaykuna | **`kawsay-ku-na`** | 7.5 | `ku` |
+| correspondências | **`correspondênc-i-as`** | 7.5 | `i` |
+| qallariqanku | **`qallariq-an-ku`** | 7.5 | `an` |
+| chinkachin | **`ch-in-kachin`** | 7.5 | `kachin` |
+| novelakuna | **`novela-ku-na`** | 7.5 | `ku` |
+
+### 6.6 Linguistic Interpretation
+
+> **Automated Insight:**
+The language Quechua shows high morphological productivity. The subword models are significantly more efficient than word models, suggesting a rich system of affixation or compounding.
+
+---
+## 7. Summary & Recommendations
+
+![Performance Dashboard](visualizations/performance_dashboard.png)
+
+### Production Recommendations
+
+| Component | Recommended | Rationale |
+|-----------|-------------|-----------|
+| Tokenizer | **64k BPE** | Best compression (3.81x) |
+| N-gram | **2-gram** | Lowest perplexity (298) |
+| Markov | **Context-4** | Highest predictability (96.2%) |
+| Embeddings | **100d** | Balanced semantic capture and isotropy |
+
+
+---
+## Appendix: Metrics Glossary & Interpretation Guide
+
+This section provides definitions, intuitions, and guidance for interpreting the metrics used throughout this report.
+
+### Tokenizer Metrics
+
+**Compression Ratio**
+> *Definition:* The ratio of characters to tokens (chars/token). Measures how efficiently the tokenizer represents text.
+>
+> *Intuition:* Higher compression means fewer tokens needed to represent the same text, reducing sequence lengths for downstream models. A 3x compression means ~3 characters per token on average.
+>
+> *What to seek:* Higher is generally better for efficiency, but extremely high compression may indicate overly aggressive merging that loses morphological information.
+
+**Average Token Length (Fertility)**
+> *Definition:* Mean number of characters per token produced by the tokenizer.
+>
+> *Intuition:* Reflects the granularity of tokenization. Longer tokens capture more context but may struggle with rare words; shorter tokens are more flexible but increase sequence length.
+>
+> *What to seek:* Balance between 2-5 characters for most languages. Arabic/morphologically-rich languages may benefit from slightly longer tokens.
+
+**Unknown Token Rate (OOV Rate)**
+> *Definition:* Percentage of tokens that map to the unknown/UNK token, indicating words the tokenizer cannot represent.
+>
+> *Intuition:* Lower OOV means better vocabulary coverage. High OOV indicates the tokenizer encounters many unseen character sequences.
+>
+> *What to seek:* Below 1% is excellent; below 5% is acceptable. BPE tokenizers typically achieve very low OOV due to subword fallback.
+
+### N-gram Model Metrics
+
+**Perplexity**
+> *Definition:* Measures how "surprised" the model is by test data. Mathematically: 2^(cross-entropy). Lower values indicate better prediction.
+>
+> *Intuition:* If perplexity is 100, the model is as uncertain as if choosing uniformly among 100 options at each step. A perplexity of 10 means effectively choosing among 10 equally likely options.
+>
+> *What to seek:* Lower is better. Perplexity decreases with larger n-grams (more context). Values vary widely by language and corpus size.
+
+**Entropy**
+> *Definition:* Average information content (in bits) needed to encode the next token given the context. Related to perplexity: perplexity = 2^entropy.
+>
+> *Intuition:* High entropy means high uncertainty/randomness; low entropy means predictable patterns. Natural language typically has entropy between 1-4 bits per character.
+>
+> *What to seek:* Lower entropy indicates more predictable text patterns. Entropy should decrease as n-gram size increases.
+
+**Coverage (Top-K)**
+> *Definition:* Percentage of corpus occurrences explained by the top K most frequent n-grams.
+>
+> *Intuition:* High coverage with few patterns indicates repetitive/formulaic text; low coverage suggests diverse vocabulary usage.
+>
+> *What to seek:* Depends on use case. For language modeling, moderate coverage (40-60% with top-1000) is typical for natural text.
+
+### Markov Chain Metrics
+
+**Average Entropy**
+> *Definition:* Mean entropy across all contexts, measuring average uncertainty in next-word prediction.
+>
+> *Intuition:* Lower entropy means the model is more confident about what comes next. Context-1 has high entropy (many possible next words); Context-4 has low entropy (few likely continuations).
+>
+> *What to seek:* Decreasing entropy with larger context sizes. Very low entropy (<0.1) indicates highly deterministic transitions.
+
+**Branching Factor**
+> *Definition:* Average number of unique next tokens observed for each context.
+>
+> *Intuition:* High branching = many possible continuations (flexible but uncertain); low branching = few options (predictable but potentially repetitive).
+>
+> *What to seek:* Branching factor should decrease with context size. Values near 1.0 indicate nearly deterministic chains.
+
+**Predictability**
+> *Definition:* Derived metric: (1 - normalized_entropy) × 100%. Indicates how deterministic the model's predictions are.
+>
+> *Intuition:* 100% predictability means the next word is always certain; 0% means completely random. Real text falls between these extremes.
+>
+> *What to seek:* Higher predictability for text generation quality, but too high (>98%) may produce repetitive output.
+
+### Vocabulary & Zipf's Law Metrics
+
+**Zipf's Coefficient**
+> *Definition:* The slope of the log-log plot of word frequency vs. rank. Zipf's law predicts this should be approximately -1.
+>
+> *Intuition:* A coefficient near -1 indicates the corpus follows natural language patterns where a few words are very common and most words are rare.
+>
+> *What to seek:* Values between -0.8 and -1.2 indicate healthy natural language distribution. Deviations may suggest domain-specific or artificial text.
+
+**R² (Coefficient of Determination)**
+> *Definition:* Measures how well the linear fit explains the frequency-rank relationship. Ranges from 0 to 1.
+>
+> *Intuition:* R² near 1.0 means the data closely follows Zipf's law; lower values indicate deviation from expected word frequency patterns.
+>
+> *What to seek:* R² > 0.95 is excellent; > 0.99 indicates near-perfect Zipf adherence typical of large natural corpora.
+
+**Vocabulary Coverage**
+> *Definition:* Cumulative percentage of corpus tokens accounted for by the top N words.
+>
+> *Intuition:* Shows how concentrated word usage is. If top-100 words cover 50% of text, the corpus relies heavily on common words.
+>
+> *What to seek:* Top-100 covering 30-50% is typical. Higher coverage indicates more repetitive text; lower suggests richer vocabulary.
+
+### Word Embedding Metrics
+
+**Isotropy**
+> *Definition:* Measures how uniformly distributed vectors are in the embedding space. Computed as the ratio of minimum to maximum singular values.
+>
+> *Intuition:* High isotropy (near 1.0) means vectors spread evenly in all directions; low isotropy means vectors cluster in certain directions, reducing expressiveness.
+>
+> *What to seek:* Higher isotropy generally indicates better-quality embeddings. Values > 0.1 are reasonable; > 0.3 is good. Lower-dimensional embeddings tend to have higher isotropy.
+
+**Average Norm**
+> *Definition:* Mean magnitude (L2 norm) of word vectors in the embedding space.
+>
+> *Intuition:* Indicates the typical "length" of vectors. Consistent norms suggest stable training; high variance may indicate some words are undertrained.
+>
+> *What to seek:* Relatively consistent norms across models. The absolute value matters less than consistency (low std deviation).
+
+**Cosine Similarity**
+> *Definition:* Measures angular similarity between vectors, ranging from -1 (opposite) to 1 (identical direction).
+>
+> *Intuition:* Words with similar meanings should have high cosine similarity. This is the standard metric for semantic relatedness in embeddings.
+>
+> *What to seek:* Semantically related words should score > 0.5; unrelated words should be near 0. Synonyms often score > 0.7.
+
+**t-SNE Visualization**
+> *Definition:* t-Distributed Stochastic Neighbor Embedding - a dimensionality reduction technique that preserves local structure for visualization.
+>
+> *Intuition:* Clusters in t-SNE plots indicate groups of semantically related words. Spread indicates vocabulary diversity; tight clusters suggest semantic coherence.
+>
+> *What to seek:* Meaningful clusters (e.g., numbers together, verbs together). Avoid over-interpreting distances - t-SNE preserves local, not global, structure.
+
+### General Interpretation Guidelines
+
+1. **Compare within model families:** Metrics are most meaningful when comparing models of the same type (e.g., 8k vs 64k tokenizer).
+2. **Consider trade-offs:** Better performance on one metric often comes at the cost of another (e.g., compression vs. OOV rate).
+3. **Context matters:** Optimal values depend on downstream tasks. Text generation may prioritize different metrics than classification.
+4. **Corpus influence:** All metrics are influenced by corpus characteristics. Wikipedia text differs from social media or literature.
+5. **Language-specific patterns:** Morphologically rich languages (like Arabic) may show different optimal ranges than analytic languages.
+
+
+### Visualizations Index
+
+| Visualization | Description |
+|---------------|-------------|
+| Tokenizer Compression | Compression ratios by vocabulary size |
+| Tokenizer Fertility | Average token length by vocabulary |
+| Tokenizer OOV | Unknown token rates |
+| Tokenizer Total Tokens | Total tokens by vocabulary |
+| N-gram Perplexity | Perplexity by n-gram size |
+| N-gram Entropy | Entropy by n-gram size |
+| N-gram Coverage | Top pattern coverage |
+| N-gram Unique | Unique n-gram counts |
+| Markov Entropy | Entropy by context size |
+| Markov Branching | Branching factor by context |
+| Markov Contexts | Unique context counts |
+| Zipf's Law | Frequency-rank distribution with fit |
+| Vocab Frequency | Word frequency distribution |
+| Top 20 Words | Most frequent words |
+| Vocab Coverage | Cumulative coverage curve |
+| Embedding Isotropy | Vector space uniformity |
+| Embedding Norms | Vector magnitude distribution |
+| Embedding Similarity | Word similarity heatmap |
+| Nearest Neighbors | Similar words for key terms |
+| t-SNE Words | 2D word embedding visualization |
+| t-SNE Sentences | 2D sentence embedding visualization |
+| Position Encoding | Encoding method comparison |
+| Model Sizes | Storage requirements |
+| Performance Dashboard | Comprehensive performance overview |
+
+---
+## About This Project
+
+### Data Source
+
+Models trained on [wikipedia-monthly](https://huggingface.co/datasets/omarkamali/wikipedia-monthly) - a monthly snapshot of Wikipedia articles across 300+ languages.
+
+### Project
+
+A project by **[Wikilangs](https://wikilangs.org)** - Open-source NLP models for every Wikipedia language.
+
+### Maintainer
+
+[Omar Kamali](https://omarkamali.com) - [Omneity Labs](https://omneitylabs.com)
+
+### Citation
+
+If you use these models in your research, please cite:
+
+```bibtex
+@misc{wikilangs2025,
+  author = {Kamali, Omar},
+  title = {Wikilangs: Open NLP Models for Wikipedia Languages},
+  year = {2025},
+  doi = {10.5281/zenodo.18073153},
+  publisher = {Zenodo},
+  url = {https://huggingface.co/wikilangs}
+  institution = {Omneity Labs}
+}
+```
+
+### License
+
+MIT License - Free for academic and commercial use.
+
+### Links
+
+- 🌐 Website: [wikilangs.org](https://wikilangs.org)
+- 🤗 Models: [huggingface.co/wikilangs](https://huggingface.co/wikilangs)
+- 📊 Data: [wikipedia-monthly](https://huggingface.co/datasets/omarkamali/wikipedia-monthly)
+- 👤 Author: [Omar Kamali](https://huggingface.co/omarkamali)
+- 🤝 Sponsor: [Featherless AI](https://featherless.ai)
+---
+*Generated by Wikilangs Models Pipeline*
+
+*Report Date: 2026-01-10 18:27:46*
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+▁killaqa	-10124
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+▁mitrukama	-10153
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+▁barriukuna	-10159
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+▁tunkurawra	-10164
+▁maqanakuypi	-10165
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+▁tantanakuynin	-10170
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+▁kumpi	-10296
+▁malla	-10297
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+▁núñez	-10299
+▁ochoa	-10300
+▁parra	-10301
+▁salta	-10302
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+▁tawqa	-10306
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+▁yapay	-10309
+ayninpi	-10310
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+▁challa	-10314
+▁consul	-10315
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+▁purina	-10319
+▁raymon	-10320
+▁silvio	-10321
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+▁wañuch	-10324
+▁widiyu	-10325
+ominated	-10326
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+▁canseco	-10328
+▁condori	-10329
+▁country	-10330
+▁montoya	-10331
+▁narciso	-10332
+▁negrete	-10333
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+▁sichura	-10336
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+▁wallpar	-10339
+▁yakupas	-10340
+▁aznavour	-10341
+▁chalanpi	-10342
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+▁chinchiy	-10344
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+▁epístola	-10346
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+▁alimanyap	-10358
+▁castellan	-10359
+▁chilensis	-10360
+▁hierarchy	-10361
+▁kristuwal	-10362
+▁lluqsisqa	-10363
+▁pachapiqa	-10364
+▁qullqiyuq	-10365
+▁rotterdam	-10366
+▁santuario	-10367
+▁suwidsuyu	-10368
+calceolaria	-10369
+▁amarakaeri	-10370
+▁campeonato	-10371
+▁colombiana	-10372
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+▁ecuarunari	-10374
+▁wankasanku	-10375
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+▁kamachirqan	-10379
+▁qillqaskankuna	-10380
+▁llaqtakunamanta	-10381
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+▁azurduy	-10571
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+▁wuliwya	-10590
+tumipampa	-10591
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+▁intirnit	-10597
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+▁kamaqnin	-10599
+▁nisqayuq	-10600
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+▁lluqsimuy	-10609
+▁orchestra	-10610
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+▁turkiyapa	-10612
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+▁tegucigalpa	-10621
+▁wayllamarka	-10622
+▁brasiliensis	-10623
+▁qanchisnintin	-10624
+▁waqachinakuna	-10625
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+▁kulta	-10768
+▁kupar	-10769
+▁liver	-10770
+▁llank	-10771
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+▁monro	-10774
+▁notho	-10775
+▁pariw	-10776
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+▁puwaq	-10778
+▁recon	-10779
+▁rubio	-10780
+▁sabor	-10781
+▁sankt	-10782
+▁sindi	-10783
+▁soler	-10784
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+▁tinta	-10789
+▁uribe	-10790
+▁vilca	-10791
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+▁ñukch	-10793
+alianza	-10794
+inopsis	-10795
+kunapis	-10796
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+mitpost	-10798
+spanish	-10799
+tepeque	-10800
+▁ariola	-10801
+▁barren	-10802
+▁bronce	-10803
+▁callas	-10804
+▁candel	-10805
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+▁esther	-10807
+▁gamboa	-10808
+▁geogra	-10809
+▁hampiq	-10810
+▁kuruna	-10811
+▁llulla	-10812
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+▁pancho	-10816
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+▁sabina	-10818
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+▁teoría	-10820
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+titiqaqa	-10822
+▁aurelio	-10823
+▁cameron	-10824
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+▁irupana	-10827
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+▁amachaqmi	-10862
+▁baquerizo	-10863
+▁buliwyanu	-10864
+▁elisabeth	-10865
+▁fortaleza	-10866
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diff --git a/models/tokenizer/qu_tokenizer_32k.model b/models/tokenizer/qu_tokenizer_32k.model
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diff --git a/models/tokenizer/qu_tokenizer_32k.vocab b/models/tokenizer/qu_tokenizer_32k.vocab
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+▁pilpichaka	-24852
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+▁runakunapi	-24858
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+▁kamachiqnin	-24890
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+++	-24953
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+"):	-24981
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+▁llikawan	-26395
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+▁mendonça	-26402
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+▁möncheng	-26406
+▁nijmegen	-26407
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+tillandsia	-26484
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+▁adoración	-26486
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+▁allpapura	-26488
+▁andersson	-26489
+▁aparición	-26490
+▁aquitaine	-26491
+▁atlántida	-26492
+▁awaymantu	-26493
+▁ballestas	-26494
+▁birostris	-26495
+▁bollywood	-26496
+▁challenge	-26497
+▁charazani	-26498
+▁clodoaldo	-26499
+▁clodomiro	-26500
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+▁completos	-26502
+▁dintilhac	-26503
+▁documento	-26504
+▁escultura	-26505
+▁evolución	-26506
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+▁gentleman	-26510
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+▁godfather	-26512
+▁huascarán	-26513
+▁humanidad	-26514
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+▁kachunchu	-26518
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+▁sharanawa	-26569
+▁taripasqa	-26570
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diff --git a/models/tokenizer/qu_tokenizer_64k.vocab b/models/tokenizer/qu_tokenizer_64k.vocab
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+▁widiyu	-10325
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+▁alimanyap	-10358
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+▁chilensis	-10360
+▁hierarchy	-10361
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+▁pachapiqa	-10364
+▁qullqiyuq	-10365
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+▁santuario	-10367
+▁suwidsuyu	-10368
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+▁kamachirqan	-10379
+▁qillqaskankuna	-10380
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+▁title	-10528
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+▁dorado	-10546
+▁futbol	-10547
+▁hanlla	-10548
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+▁israel	-10551
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+▁nasyun	-10557
+▁palmar	-10558
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+▁religi	-10560
+▁rikuna	-10561
+▁sirbya	-10562
+▁suwisa	-10563
+▁tinkiy	-10564
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+▁apustul	-10570
+▁azurduy	-10571
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+▁criolla	-10576
+▁círculo	-10577
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+▁facundo	-10579
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+▁quichua	-10585
+▁rusaryu	-10586
+▁suyunpi	-10587
+▁unquymi	-10588
+▁volumen	-10589
+▁wuliwya	-10590
+tumipampa	-10591
+▁anderson	-10592
+▁ankichiy	-10593
+▁concerto	-10594
+▁derechos	-10595
+▁february	-10596
+▁intirnit	-10597
+▁josefina	-10598
+▁kamaqnin	-10599
+▁nisqayuq	-10600
+▁tantasqa	-10601
+▁yrigoyen	-10602
+▁aswantaqa	-10603
+▁chayawita	-10604
+▁cristiano	-10605
+▁esmeralda	-10606
+▁florencio	-10607
+▁gualberto	-10608
+▁lluqsimuy	-10609
+▁orchestra	-10610
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+▁turkiyapa	-10612
+▁anqasqucha	-10613
+▁kuntisuyus	-10614
+▁llaqtataqa	-10615
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+▁profesional	-10620
+▁tegucigalpa	-10621
+▁wayllamarka	-10622
+▁brasiliensis	-10623
+▁qanchisnintin	-10624
+▁waqachinakuna	-10625
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+hallp	-10699
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+▁imata	-10761
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+▁indio	-10764
+▁intim	-10765
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+▁kulta	-10768
+▁kupar	-10769
+▁liver	-10770
+▁llank	-10771
+▁luque	-10772
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+▁monro	-10774
+▁notho	-10775
+▁pariw	-10776
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+▁rubio	-10780
+▁sabor	-10781
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+▁tinta	-10789
+▁uribe	-10790
+▁vilca	-10791
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+▁ñukch	-10793
+alianza	-10794
+inopsis	-10795
+kunapis	-10796
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+mitpost	-10798
+spanish	-10799
+tepeque	-10800
+▁ariola	-10801
+▁barren	-10802
+▁bronce	-10803
+▁callas	-10804
+▁candel	-10805
+▁cóndor	-10806
+▁esther	-10807
+▁gamboa	-10808
+▁geogra	-10809
+▁hampiq	-10810
+▁kuruna	-10811
+▁llulla	-10812
+▁losada	-10813
+▁marley	-10814
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+▁pancho	-10816
+▁ramran	-10817
+▁sabina	-10818
+▁solano	-10819
+▁teoría	-10820
+▁walker	-10821
+titiqaqa	-10822
+▁aurelio	-10823
+▁cameron	-10824
+▁england	-10825
+▁holiday	-10826
+▁irupana	-10827
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+▁meneses	-10829
+▁montana	-10830
+▁rakinmi	-10831
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+▁santana	-10833
+▁silanda	-10834
+▁umasuyu	-10835
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+achinapaq	-10837
+baccharis	-10838
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+paryaqaqa	-10840
+tometraje	-10841
+▁amazonía	-10842
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+▁broadway	-10844
+▁discurso	-10845
+▁eliodoro	-10846
+▁phiwriru	-10847
+▁puwinsya	-10848
+▁qurupuna	-10849
+▁rikuchiq	-10850
+▁rimaqnin	-10851
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+▁runapura	-10853
+▁ruraynin	-10854
+▁sarasara	-10855
+▁sarayaku	-10856
+▁silencio	-10857
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+▁yatawaki	-10859
+kunawanpas	-10860
+seudalopex	-10861
+▁amachaqmi	-10862
+▁baquerizo	-10863
+▁buliwyanu	-10864
+▁elisabeth	-10865
+▁fortaleza	-10866
+▁kunkawaki	-10867
+▁marcelino	-10868
+▁primavera	-10869
+▁salamanca	-10870
+▁álbumkuna	-10871
+▁ñuñuqkuna	-10872
+▁administra	-10873
+▁cantinflas	-10874
+▁duminikana	-10875
+▁fiorentina	-10876
+▁listritupi	-10877
+▁nisqawanmi	-10878
+▁pallqarasu	-10879
+▁ripuwlikap	-10880
+▁rocafuerte	-10881
+▁tiksimuyup	-10882
+▁yurakunata	-10883
+▁musuqllaqta	-10884
+▁siwinaqucha	-10885
+▁wakllanwata	-10886
+▁imakunatapas	-10887
+▁chinchayninpi	-10888
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+má	-10890
+pé	-10891
+όσ	-10892
+ик	-10893
+ир	-10894
+ле	-10895
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+▁İ	-10897
+▁μ	-10898
+▁р	-10899
+aga	-10900
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+dir	-10904
+maq	-10905
+non	-10906
+psy	-10907
+pya	-10908
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+teo	-10910
+uso	-10911
+óng	-10912
+ław	-10913
+▁(-	-10914
+▁(=	-10915
+▁ax	-10916
+▁|-	-10917
+akuy	-10918
+alma	-10919
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+impu	-10933
+imun	-10934
+info	-10935
+ises	-10936
+kali	-10937
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+oles	-10939
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+puka	-10941
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+▁epi	-10960
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+▁yuq	-10970
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+canar	-10975
+carta	-10976
+conia	-10977
+dunya	-10978
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+yacha	-10990
+zaleo	-10991
+▁(?):	-10992
+▁anal	-10993
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+▁arab	-10995
+▁bara	-10996
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+▁caud	-10999
+▁dion	-11000
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+▁kata	-11003
+▁kiri	-11004
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+▁name	-11007
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+▁nota	-11009
+▁otor	-11010
+▁ring	-11011
+▁seis	-11012
+▁sign	-11013
+▁sólo	-11014
+▁tras	-11015
+▁trom	-11016
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+▁tsalaki	-26304
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+▁albufera	-26332
+▁alicante	-26333
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+▁pukllanapaq	-26693
+▁pumaqulluni	-26694
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+▁ruwaykunapi	-26702
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+▁suticharqan	-26706
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+▁urqukunañiq	-26709
+▁waqaychayta	-26710
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+▁qhipaqnintaq	-26735
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+▁yerushalayim	-26738
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+▁qullqaquyllur	-26748
+▁staffordshire	-26749
+▁sunturnintaqa	-26750
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+▁tituluklubmama	-26761
+▁wakllanwatachu	-26762
+▁ñawikaruypipas	-26763
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+▁llaqtawatariver	-26767
+▁mönchengladbach	-26768
+▁sasachakuyniyuq	-26769
+(.	-26770
+,.	-26771
+/,	-26772
+>-	-26773
+fü	-26774
+kp	-26775
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+ǎn	-26789
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+ημ	-26791
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+να	-26793
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+υμ	-26795
+а́	-26796
+ба	-26797
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+nun	-26851
+nán	-26852
+obo	-26853
+onó	-26854
+oss	-26855
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+▁committe	-33791
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+▁desesper	-33800
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+▁diputado	-33802
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+▁efigenia	-33806
+▁eléspuru	-33807
+▁endanger	-33808
+▁enfrente	-33809
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+▁alzamora	-37391
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+▁awqakuna	-37407
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+▁disimrip	-37470
+▁dividido	-37471
+▁duisburg	-37472
+▁edmonton	-37473
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+▁gamecube	-37491
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+▁guanicoe	-37501
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+▁iliktrun	-37514
+▁imaykata	-37515
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+▁mkamasqa	-37591
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+▁munsipyu	-37600
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+▁murukuna	-37602
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+▁astawanqa	-37791
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+▁biológica	-37797
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+▁bourgogne	-37799
+▁butterfly	-37800
+▁callejero	-37801
+▁carpenter	-37802
+▁cearensis	-37803
+▁celestino	-37804
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+▁extensión	-37828
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+▁fiebrigii	-37830
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+▁jacaranda	-37851
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+▁kacharqan	-37853
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+▁melanopis	-37884
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+▁mikhusqan	-37886
+▁milošević	-37887
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+▁mullituru	-37890
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+▁musikuqmi	-37893
+▁noticiero	-37894
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+▁nuwiyinri	-37896
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+pachyrhizus	-38020
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+tiochelidon	-38022
+tuberculata	-38023
+unapillunya	-38024
+unchawpitaq	-38025
+uñichinapaq	-38026
+württemberg	-38027
+▁allichayta	-38028
+▁altagracia	-38029
+▁androidpaq	-38030
+▁aqunqhawaq	-38031
+▁astakurqan	-38032
+▁awqaqkunas	-38033
+▁brugmansia	-38034
+▁brunfelsia	-38035
+▁callicebus	-38036
+▁campestris	-38037
+▁cannonball	-38038
+▁caripensis	-38039
+▁cassinelli	-38040
+▁cenicienta	-38041
+▁chakapalpa	-38042
+▁chakarilla	-38043
+▁charadrius	-38044
+▁chawawarki	-38045
+▁chawpimayu	-38046
+▁chaywantaq	-38047
+▁chiquimula	-38048
+▁chirimaway	-38049
+▁chronicles	-38050
+▁cincinnati	-38051
+▁colectivos	-38052
+▁convertida	-38053
+▁crocodilus	-38054
+▁cuchumbaya	-38055
+▁cuentakuna	-38056
+▁cuestiones	-38057
+▁cyperaceae	-38058
+▁decisiones	-38059
+▁distrituqa	-38060
+▁dominación	-38061
+▁emperatriz	-38062
+▁endangered	-38063
+▁escallonia	-38064
+▁esenciales	-38065
+▁etimología	-38066
+▁existencia	-38067
+▁filosófico	-38068
+▁florentina	-38069
+▁fuliginosa	-38070
+▁grigukunap	-38071
+▁guayasamín	-38072
+▁gubirnadur	-38073
+▁hesshaimer	-38074
+▁hudyukunap	-38075
+▁hukkaykuna	-38076
+▁imakunapas	-38077
+▁imaynachus	-38078
+▁importante	-38079
+▁investment	-38080
+▁iskayñiqin	-38081
+▁iskupitani	-38082
+▁ismuchispa	-38083
+▁jawaharlal	-38084
+▁jesucristo	-38085
+▁kalimantan	-38086
+▁kamachiqmi	-38087
+▁kamachiypi	-38088
+▁karagounis	-38089
+▁kawsaypura	-38090
+▁kaykunawan	-38091
+▁khipukamay	-38092
+▁kristoffer	-38093
+▁kuchapampa	-38094
+▁kunturwasi	-38095
+▁kurkumanta	-38096
+▁kusikancha	-38097
+▁kuskallamk	-38098
+▁kutimusqan	-38099
+▁leaguereal	-38100
+▁literarias	-38101
+▁llallispas	-38102
+▁llaqrawata	-38103
+▁llaqtapipi	-38104
+▁lycopodium	-38105
+▁mankumarka	-38106
+▁manzanares	-38107
+▁markapampa	-38108
+▁maximilian	-38109
+▁ministiryu	-38110
+▁mirananpaq	-38111
+▁miscelánea	-38112
+▁morfología	-38113
+▁mujercitas	-38114
+▁mungulsuyu	-38115
+▁nepomuceno	-38116
+▁ninashanka	-38117
+▁nisqapaqmi	-38118
+▁nisqataqmi	-38119
+▁ovalifolia	-38120
+▁pachakamay	-38121
+▁pachakunap	-38122
+▁pachanchik	-38123
+▁palamakuna	-38124
+▁paqariynin	-38125
+▁phawanapaq	-38126
+▁pikunachus	-38127
+▁pirwaqucha	-38128
+▁previously	-38129
+▁puchukanqa	-38130
+▁pumakancha	-38131
+▁punchukuna	-38132
+▁puqunanpaq	-38133
+▁qallarinmi	-38134
+▁qhepamanmi	-38135
+▁qichwachaw	-38136
+▁quchakunam	-38137
+▁quchamarka	-38138
+▁qullqakuna	-38139
+▁qurikancha	-38140
+▁rikuchispa	-38141
+▁rimakunata	-38142
+▁rimanachay	-38143
+▁románticas	-38144
+▁rudiuscula	-38145
+▁rumikunata	-38146
+▁ruruchiqmi	-38147
+▁sallqawasi	-38148
+▁samkayayku	-38149
+▁saqsarayuq	-38150
+▁shropshire	-38151
+▁siguientes	-38152
+▁socialismo	-38153
+▁sociedades	-38154
+▁sondorillo	-38155
+▁stravinski	-38156
+▁subcampeón	-38157
+▁sumaqrikuy	-38158
+▁sutherland	-38159
+▁suñaywataq	-38160
+▁tarinanpaq	-38161
+▁taripayrak	-38162
+▁tharawitha	-38163
+▁thatkichiq	-38164
+▁tinyawarku	-38165
+▁tiyarqanku	-38166
+▁translator	-38167
+▁trovadores	-38168
+▁tukukurqan	-38169
+▁uchuytampu	-38170
+▁unanchanta	-38171
+▁unfinished	-38172
+▁upyanakuna	-38173
+▁uywampullu	-38174
+▁valledupar	-38175
+▁vanguardia	-38176
+▁victoriano	-38177
+▁wamankikya	-38178
+▁wariqullqa	-38179
+▁warmikunap	-38180
+▁wasarichiq	-38181
+▁wasichakuy	-38182
+▁watamantas	-38183
+▁wawqikunap	-38184
+▁waykawachu	-38185
+▁wayllawara	-38186
+▁willaychay	-38187
+▁willkanchu	-38188
+▁willkasqam	-38189
+▁windowspaq	-38190
+▁wordsworth	-38191
+▁yachachina	-38192
+▁yachakuyta	-38193
+▁yachaphuku	-38194
+▁yawarqucha	-38195
+▁yawirkayuq	-38196
+▁yuyaykusqa	-38197
+allmankunapi	-38198
+bicentenario	-38199
+chisqanmanta	-38200
+illaykunawan	-38201
+panamericana	-38202
+unchawkunapi	-38203
+▁alaskakette	-38204
+▁albogularis	-38205
+▁allinninpaq	-38206
+▁antikunapim	-38207
+▁application	-38208
+▁astrocaryum	-38209
+▁awardsmejor	-38210
+▁awustaralya	-38211
+▁ayllullaqta	-38212
+▁bartholomew	-38213
+▁bibliotecas	-38214
+▁bolivariana	-38215
+▁brandenburg	-38216
+▁brasilianus	-38217
+▁brasilniyuq	-38218
+▁chakrakamay	-38219
+▁challapampa	-38220
+▁chawpimarka	-38221
+▁chayamuptin	-38222
+▁chinchiwasi	-38223
+▁chloroptera	-38224
+▁chuntapampa	-38225
+▁chuquibamba	-38226
+▁constrictor	-38227
+▁coronavirus	-38228
+▁demokratiku	-38229
+▁embajadores	-38230
+▁encrucijada	-38231
+▁estructural	-38232
+▁filmografía	-38233
+▁fredericton	-38234
+▁gobernación	-38235
+▁hampikunata	-38236
+▁hankarurish	-38237
+▁hildebrando	-38238
+▁huancabamba	-38239
+▁huñunakusqa	-38240
+▁huñunakuypi	-38241
+▁imprisakuna	-38242
+▁indunisyapa	-38243
+▁integración	-38244
+▁intelectual	-38245
+▁internetwan	-38246
+▁kampiunatus	-38247
+▁kanchapampa	-38248
+▁kawsananpaq	-38249
+▁kawsayninpa	-38250
+▁kawsayniyuq	-38251
+▁kunankamaqa	-38252
+▁kunkistadur	-38253
+▁kuyuchinata	-38254
+▁lagothricha	-38255
+▁layakunatam	-38256
+▁llaqtachaqa	-38257
+▁llaqtakunas	-38258
+▁magisterial	-38259
+▁marijampolė	-38260
+▁masdevallia	-38261
+▁mastroianni	-38262
+▁mayuuraykuy	-38263
+▁miniaturade	-38264
+▁montpellier	-38265
+▁musuqmantam	-38266
+▁orchidaceae	-38267
+▁outstanding	-38268
+▁pachakunata	-38269
+▁pampaqullqa	-38270
+▁paucartambo	-38271
+▁pichqaqucha	-38272
+▁pintikustis	-38273
+▁primuloides	-38274
+▁proceedings	-38275
+▁productions	-38276
+▁profesiones	-38277
+▁puquchisqan	-38278
+▁pusaqninpas	-38279
+▁pusaqnintin	-38280
+▁qallanmarka	-38281
+▁qhapaqmarka	-38282
+▁qullasuyupi	-38283
+▁qullqamarka	-38284
+▁qullqimarka	-38285
+▁quwiriyalli	-38286
+▁ranrakancha	-38287
+▁reconquista	-38288
+▁rimanakuymi	-38289
+▁riqsichirqa	-38290
+▁riqsisqapas	-38291
+▁runasiminpi	-38292
+▁ruranakuymi	-38293
+▁saakashvili	-38294
+▁salicifolia	-38295
+▁southampton	-38296
+▁subcampeona	-38297
+▁sutichasqam	-38298
+▁suyukunawan	-38299
+▁theodorakis	-38300
+▁tournavista	-38301
+▁violonchelo	-38302
+▁visitadoras	-38303
+▁waqaychanku	-38304
+▁waqaywillka	-38305
+▁wasicharqan	-38306
+▁watakunapim	-38307
+▁wayllakayan	-38308
+▁weissmuller	-38309
+▁yachachinku	-38310
+▁yachananpaq	-38311
+▁yakuchaqwan	-38312
+▁yanapakuyqa	-38313
+▁yanaphaqcha	-38314
+artamintukuna	-38315
+ikunanchikpaq	-38316
+wakllanwataqa	-38317
+▁allichanapaq	-38318
+▁antañiqiqwan	-38319
+▁arqueológico	-38320
+▁australische	-38321
+▁awqaqninkuna	-38322
+▁californicus	-38323
+▁chaskinancha	-38324
+▁chawpinniyuq	-38325
+▁chayraykutaq	-38326
+▁chinchirkuma	-38327
+▁clandestinum	-38328
+▁conquistador	-38329
+▁contribución	-38330
+▁coordinadora	-38331
+▁dipartamintu	-38332
+▁divisyunreal	-38333
+▁enfermedades	-38334
+▁graduadokuna	-38335
+▁hydrochaeris	-38336
+▁imperdonable	-38337
+▁inlisyamanta	-38338
+▁inteligencia	-38339
+▁iwrupamantam	-38340
+▁jönssonligan	-38341
+▁kananchikpaq	-38342
+▁kasarakusqam	-38343
+▁kawsaqkunaqa	-38344
+▁kayninkunata	-38345
+▁kitirunakuna	-38346
+▁kunfidirasqa	-38347
+▁kupaatlético	-38348
+▁liwrukunatam	-38349
+▁lluqllapampa	-38350
+▁lollobrigida	-38351
+▁machacamarca	-38352
+▁mamallaktata	-38353
+▁masinkunawan	-38354
+▁mikhunanchik	-38355
+▁ministrukuna	-38356
+▁muksichaqtam	-38357
+▁munisipyupas	-38358
+▁munisipyupim	-38359
+▁nacionalista	-38360
+▁nisqankamaqa	-38361
+▁numatsiqinqa	-38362
+▁occidentalis	-38363
+▁organization	-38364
+▁pallanchakra	-38365
+▁paqariqtampu	-38366
+▁puruwinsiyam	-38367
+▁pusaqkunawan	-38368
+▁qharikunawan	-38369
+▁qhawaykunata	-38370
+▁qillqakunapi	-38371
+▁qillqasqanpa	-38372
+▁quchauraykuy	-38373
+▁revistanchis	-38374
+▁rimaykunapas	-38375
+▁rotundifolia	-38376
+▁runakunataqa	-38377
+▁ruranapaqpas	-38378
+▁sacatepéquez	-38379
+▁spinosissima	-38380
+▁sunturninpim	-38381
+▁tantanakuypi	-38382
+▁transformers	-38383
+▁waqaychanapi	-38384
+▁yachachiqpas	-38385
+▁yupaychasqan	-38386
+▁antikunamanta	-38387
+▁bougainvillii	-38388
+▁chinchaypukyu	-38389
+▁gelsenkirchen	-38390
+▁hukllachaspas	-38391
+▁iscailarjanco	-38392
+▁kamachiqkunap	-38393
+▁kamachiyninpi	-38394
+▁kamayuqninman	-38395
+▁kayninkunayuq	-38396
+▁kitikunamanta	-38397
+▁kupaarhintina	-38398
+▁kurpurasyunmi	-38399
+▁llaqtakunataq	-38400
+▁llaqtawataafc	-38401
+▁madalengoitia	-38402
+▁poecilochrous	-38403
+▁polytechnique	-38404
+▁puchukayninmi	-38405
+▁qilqasqankuna	-38406
+▁representante	-38407
+▁revolutionary	-38408
+▁ruwanakunayuq	-38409
+▁tephrosioides	-38410
+▁thipartamintu	-38411
+▁uywakunatapas	-38412
+▁yachachiqkuna	-38413
+▁yachaywasiman	-38414
+▁yallinakurqan	-38415
+ayacuchovirtual	-38416
+inkinakuyninpim	-38417
+▁administración	-38418
+▁buliwyaqhichwa	-38419
+▁contralmirante	-38420
+▁distinsyunwata	-38421
+▁iberoamericana	-38422
+▁kamachiyninwan	-38423
+▁kastillanuchay	-38424
+▁llaqtawatacopa	-38425
+▁llikachakunaqa	-38426
+▁maqanakuymanta	-38427
+▁mountaineering	-38428
+▁phuyupatamarka	-38429
+▁puchukachirqan	-38430
+▁qillqaepístola	-38431
+▁quetzaltenango	-38432
+▁quyllariskisqa	-38433
+▁reconciliación	-38434
+▁specularioides	-38435
+▁sutichaninchaq	-38436
+▁unmsmqhipaqnin	-38437
+▁wakllanwatapaq	-38438
+▁waqachinakunam	-38439
+▁castellanomanta	-38440
+▁confederaciones	-38441
+▁investigaciones	-38442
+▁kawsaqkunamanta	-38443
+▁llaqtarisultadu	-38444
+▁superkupabayern	-38445
+▁tukukuyninmanta	-38446
+▁wallqanqaprimer	-38447
+▁wasichasqankuna	-38448
+▁willaypukyukuna	-38449
+!~	-38450
+'(	-38451
+'-	-38452
+)[	-38453
+->	-38454
+:?	-38455
+][	-38456
+]~	-38457
+bg	-38458
+cé	-38459
+dő	-38460
+fn	-38461
+fé	-38462
+gc	-38463
+hú	-38464
+jú	-38465
+kc	-38466
+kg	-38467
+kı	-38468
+lä	-38469
+mt	-38470
+ná	-38471
+nï	-38472
+oé	-38473
+qū	-38474
+rú	-38475
+tě	-38476
+vl	-38477
+võ	-38478
+wh	-38479
+yá	-38480
+zk	-38481
+zé	-38482
+zō	-38483
+ző	-38484
+}.	-38485
+ær	-38486
+çi	-38487
+ër	-38488
+íd	-38489
+ól	-38490
+āf	-38491
+ām	-38492
+ĉa	-38493
+īs	-38494
+ōe	-38495
+ǎo	-38496
+ː:	-38497
+έξ	-38498
+αθ	-38499
+δρ	-38500
+εν	-38501
+κε	-38502
+ρω	-38503
+ρώ	-38504
+σα	-38505
+υθ	-38506
+ώρ	-38507
+ώσ	-38508
+ад	-38509
+жи	-38510
+зы	-38511
+от	-38512
+ры	-38513
+сь	-38514
+це	-38515
+ів	-38516
+בי	-38517
+די	-38518
+רו	-38519
+اج	-38520
+اف	-38521
+بر	-38522
+بل	-38523
+ست	-38524
+पा	-38525
+स्	-38526
+าย	-38527
+ამ	-38528
+ვე	-38529
+ṭō	-38530
+—"	-38531
+’,	-38532
+’’	-38533
+▁ː	-38534
+▁η	-38535
+▁ю	-38536
+▁ј	-38537
+▁א	-38538
+▁ב	-38539
+▁ز	-38540
+▁ط	-38541
+▁ي	-38542
+▁न	-38543
+▁स	-38544
+▁东	-38545
+北道	-38546
+南道	-38547
+').	-38548
+]~[	-38549
+abu	-38550
+aim	-38551
+air	-38552
+alb	-38553
+alp	-38554
+ape	-38555
+awe	-38556
+ayi	-38557
+aym	-38558
+ayá	-38559
+bea	-38560
+bha	-38561
+bop	-38562
+buk	-38563
+cad	-38564
+cah	-38565
+cey	-38566
+chk	-38567
+cic	-38568
+cni	-38569
+cru	-38570
+csd	-38571
+dağ	-38572
+dei	-38573
+dej	-38574
+dua	-38575
+dug	-38576
+dze	-38577
+eer	-38578
+erk	-38579
+etf	-38580
+fah	-38581
+feb	-38582
+ffo	-38583
+foa	-38584
+foe	-38585
+fru	-38586
+gap	-38587
+gau	-38588
+giz	-38589
+gri	-38590
+gyn	-38591
+gán	-38592
+hae	-38593
+het	-38594
+hey	-38595
+hib	-38596
+hii	-38597
+hiw	-38598
+hoh	-38599
+iak	-38600
+icó	-38601
+idó	-38602
+iep	-38603
+ija	-38604
+ijk	-38605
+ilé	-38606
+isl	-38607
+isu	-38608
+iwu	-38609
+izh	-38610
+jai	-38611
+jat	-38612
+jax	-38613
+jez	-38614
+jma	-38615
+jou	-38616
+jún	-38617
+kab	-38618
+kah	-38619
+kde	-38620
+keb	-38621
+kiv	-38622
+kne	-38623
+kot	-38624
+kss	-38625
+kuo	-38626
+kuw	-38627
+lae	-38628
+lek	-38629
+mej	-38630
+myo	-38631
+mén	-38632
+món	-38633
+nil	-38634
+nox	-38635
+noz	-38636
+npi	-38637
+oca	-38638
+ode	-38639
+ofy	-38640
+olt	-38641
+omu	-38642
+oxi	-38643
+pai	-38644
+phe	-38645
+phs	-38646
+pik	-38647
+ply	-38648
+puw	-38649
+pyc	-38650
+pyu	-38651
+pén	-38652
+púa	-38653
+qse	-38654
+rao	-38655
+reb	-38656
+rei	-38657
+rek	-38658
+rgs	-38659
+rib	-38660
+rić	-38661
+rov	-38662
+rua	-38663
+rád	-38664
+rás	-38665
+rín	-38666
+seb	-38667
+sid	-38668
+soo	-38669
+sru	-38670
+stu	-38671
+suf	-38672
+swi	-38673
+sym	-38674
+taj	-38675
+tij	-38676
+tmi	-38677
+tue	-38678
+tze	-38679
+tät	-38680
+tès	-38681
+ubt	-38682
+udí	-38683
+ues	-38684
+vič	-38685
+vác	-38686
+wad	-38687
+wai	-38688
+wed	-38689
+xie	-38690
+xri	-38691
+yab	-38692
+yip	-38693
+ymi	-38694
+you	-38695
+ypa	-38696
+zam	-38697
+zcz	-38698
+zhu	-38699
+zsä	-38700
+zum	-38701
+áez	-38702
+ára	-38703
+âge	-38704
+ède	-38705
+ére	-38706
+ída	-38707
+ñil	-38708
+ñäh	-38709
+özo	-38710
+čín	-38711
+ēng	-38712
+ści	-38713
+ǒng	-38714
+κησ	-38715
+μοσ	-38716
+τοσ	-38717
+ара	-38718
+ени	-38719
+йон	-38720
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+▁almodóvar	-49176
+▁alvaradop	-49177
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+▁androidpi	-49180
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+▁ankashlla	-49182
+▁antakhuru	-49183
+▁antamanta	-49184
+▁antioquía	-49185
+▁antonella	-49186
+▁antonioni	-49187
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+▁apachisqa	-49190
+▁apaykuspa	-49191
+▁apokriphu	-49192
+▁aranwaymi	-49193
+▁araucanía	-49194
+▁arawikuna	-49195
+▁artesanía	-49196
+▁ashuampis	-49197
+▁atinkuman	-49198
+▁auténtico	-49199
+▁ayakunata	-49200
+▁ayatollah	-49201
+▁ayriwanka	-49202
+▁balakirev	-49203
+▁baldomero	-49204
+▁ballester	-49205
+▁ballivian	-49206
+▁barriyupi	-49207
+▁becquerel	-49208
+▁belafonte	-49209
+▁bonifacio	-49210
+▁boulevard	-49211
+▁bourguiba	-49212
+▁brachybot	-49213
+▁breakfast	-49214
+▁buldibuyo	-49215
+▁burlesque	-49216
+▁caesalpin	-49217
+▁caleruega	-49218
+▁canillita	-49219
+▁canindeyú	-49220
+▁capetillo	-49221
+▁caporales	-49222
+▁capricorn	-49223
+▁carretera	-49224
+▁castellón	-49225
+▁catalogue	-49226
+▁catalunya	-49227
+▁cavagnaro	-49228
+▁chacarera	-49229
+▁chakinnaq	-49230
+▁challwani	-49231
+▁changchun	-49232
+▁chanikuna	-49233
+▁chantasqa	-49234
+▁chantilin	-49235
+▁chaqnayuq	-49236
+▁chaskiyta	-49237
+▁chemistry	-49238
+▁chikaluma	-49239
+▁chilavert	-49240
+▁chinchiri	-49241
+▁chinkalpu	-49242
+▁chomolung	-49243
+▁chontales	-49244
+▁chukipata	-49245
+▁chumpicha	-49246
+▁chunkacha	-49247
+▁chupikiña	-49248
+▁cognitive	-49249
+▁colectiva	-49250
+▁commercio	-49251
+▁compasión	-49252
+▁compuesta	-49253
+▁condenada	-49254
+▁condenado	-49255
+▁condición	-49256
+▁conductor	-49257
+▁confeniae	-49258
+▁constante	-49259
+▁contradic	-49260
+▁cornelius	-49261
+▁coruscans	-49262
+▁cuchillos	-49263
+▁cusubamba	-49264
+▁dansuyupa	-49265
+▁demasiado	-49266
+▁democracy	-49267
+▁depardieu	-49268
+▁descartes	-49269
+▁desiderio	-49270
+▁desmodium	-49271
+▁desperate	-49272
+▁desportos	-49273
+▁deutschen	-49274
+▁didáctica	-49275
+▁difíciles	-49276
+▁digitales	-49277
+▁diputados	-49278
+▁donatello	-49279
+▁dreamcast	-49280
+▁eintracht	-49281
+▁elementon	-49282
+▁eléctrico	-49283
+▁emergence	-49284
+▁emociones	-49285
+▁encendida	-49286
+▁encíclica	-49287
+▁enfermera	-49288
+▁engañadas	-49289
+▁engineers	-49290
+▁esculenta	-49291
+▁españolas	-49292
+▁estrenada	-49293
+▁euphorbia	-49294
+▁fantastic	-49295
+▁fasciatus	-49296
+▁ferreñafe	-49297
+▁fidelidad	-49298
+▁filología	-49299
+▁frontiers	-49300
+▁fructuoso	-49301
+▁funakoshi	-49302
+▁gabrielle	-49303
+▁galveston	-49304
+▁gaziantep	-49305
+▁gibraltar	-49306
+▁giganteum	-49307
+▁gorbachev	-49308
+▁gorenjska	-49309
+▁guarulhos	-49310
+▁harawiyuq	-49311
+▁havilland	-49312
+▁henderson	-49313
+▁hernandez	-49314
+▁highsmith	-49315
+▁hortelano	-49316
+▁hunedoara	-49317
+▁illapaspa	-49318
+▁imamanpas	-49319
+▁imapichus	-49320
+▁imatachus	-49321
+▁imayaywan	-49322
+▁imaymanta	-49323
+▁important	-49324
+▁inaugural	-49325
+▁including	-49326
+▁influenci	-49327
+▁inkakunas	-49328
+▁innsbruck	-49329
+▁inofuente	-49330
+▁inspirado	-49331
+▁interface	-49332
+▁intiwarak	-49333
+▁invitados	-49334
+▁ipuqhapaq	-49335
+▁iskaykinr	-49336
+▁islamabad	-49337
+▁ivánovich	-49338
+▁juscelino	-49339
+▁juveniles	-49340
+▁kachaykun	-49341
+▁kachkanmi	-49342
+▁kallpanpa	-49343
+▁kananhina	-49344
+▁kaqllachu	-49345
+▁kaqninwan	-49346
+▁kaqpaqpas	-49347
+▁karlsruhe	-49348
+▁kasaqstan	-49349
+▁kastillan	-49350
+▁katakucha	-49351
+▁kathmandu	-49352
+▁kawsaptin	-49353
+▁kawsaqraq	-49354
+▁kayninwan	-49355
+▁kazimierz	-49356
+▁kañinapaq	-49357
+▁khipukama	-49358
+▁kicharqan	-49359
+▁killapura	-49360
+▁klinsmann	-49361
+▁kristianu	-49362
+▁kupapiruw	-49363
+▁kurkunwan	-49364
+▁kusirikuy	-49365
+▁kusituypa	-49366
+▁kuskachaq	-49367
+▁kuwamanta	-49368
+▁kėdainiai	-49369
+▁landsberg	-49370
+▁languedoc	-49371
+▁latifrons	-49372
+▁latissima	-49373
+▁lawachaka	-49374
+▁layamanta	-49375
+▁leicester	-49376
+▁leningrad	-49377
+▁llallisqa	-49378
+▁llaqtapin	-49379
+▁llaqtatam	-49380
+▁llikapiqa	-49381
+▁lluklluna	-49382
+▁llullaspa	-49383
+▁madeinusa	-49384
+▁magnolias	-49385
+▁manchunka	-49386
+▁maqanakun	-49387
+▁maracaibo	-49388
+▁marcelina	-49389
+▁marzolini	-49390
+▁mayabeque	-49391
+▁mayllakuy	-49392
+▁mayorazgo	-49393
+▁mayupampa	-49394
+▁mdauphiné	-49395
+▁melanotus	-49396
+▁mendeleev	-49397
+▁mendiburu	-49398
+▁mensajero	-49399
+▁mesomelas	-49400
+▁messaging	-49401
+▁mexicanos	-49402
+▁michataqa	-49403
+▁midsummer	-49404
+▁miniscula	-49405
+▁minuscula	-49406
+▁mishawaka	-49407
+▁mishikanu	-49408
+▁misterios	-49409
+▁mompracem	-49410
+▁moralespa	-49411
+▁morchella	-49412
+▁mouvement	-49413
+▁moyobamba	-49414
+▁mukherjee	-49415
+▁muricatum	-49416
+▁nathaniel	-49417
+▁navarrapa	-49418
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+▁neoarecae	-49420
+▁neopalles	-49421
+▁nesomimus	-49422
+▁nigricans	-49423
+▁nigricula	-49424
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+▁novoneyra	-49426
+▁obfuscata	-49427
+▁oblineata	-49428
+▁obscurata	-49429
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+▁oleraceus	-49433
+▁opiniones	-49434
+▁orquídeas	-49435
+▁osbeckiae	-49436
+▁osterling	-49437
+▁pachataya	-49438
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+▁paguancay	-49440
+▁palomares	-49441
+▁panakachi	-49442
+▁paramusae	-49443
+▁pasaporte	-49444
+▁pasupakuy	-49445
+▁pataclaun	-49446
+▁patarakuq	-49447
+▁patronato	-49448
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+▁pedernera	-49450
+▁perdóname	-49451
+▁peregrino	-49452
+▁phiskuspa	-49453
+▁phonogram	-49454
+▁photoshop	-49455
+▁pimpinila	-49456
+▁pinchullu	-49457
+▁pisantiyu	-49458
+▁pitaqullu	-49459
+▁pomacocha	-49460
+▁precursor	-49461
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+▁procesión	-49463
+▁profesión	-49464
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+▁pukllanam	-49466
+▁pukllaspa	-49467
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+▁pumiranya	-49470
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+▁puqyukuna	-49472
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+▁pusillani	-49476
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+▁qaqatachi	-49479
+▁qariwarmi	-49480
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+▁raffaella	-49491
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+▁rauwolfia	-49495
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+▁redención	-49498
+▁reducción	-49499
+▁reeditada	-49500
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+▁riduksyun	-49502
+▁ridusisqa	-49503
+▁rikturnin	-49504
+▁rikukunan	-49505
+▁rimanapaq	-49506
+▁rimapukuq	-49507
+▁rimarisqa	-49508
+▁rimaspaqa	-49509
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+▁rivulatus	-49511
+▁rosalinda	-49512
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+▁ruraqkuna	-49516
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+▁salvación	-49518
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+▁sawarawra	-49525
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+▁semiótica	-49531
+▁sensación	-49532
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+▁septentri	-49534
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+▁sikritayu	-49537
+▁sillapaka	-49538
+▁simikunam	-49539
+▁siprikina	-49540
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+▁sudáfrica	-49545
+▁suntukuna	-49546
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+▁supercopa	-49548
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+▁tinamotis	-49564
+▁tintilaya	-49565
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+▁tukunapaq	-49574
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+▁uywatapas	-49587
+▁vallecano	-49588
+▁valseando	-49589
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+▁velasquez	-49591
+▁venerable	-49592
+▁verdadero	-49593
+▁verwandte	-49594
+▁victoriae	-49595
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+▁visconden	-49597
+▁wakapampa	-49598
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+▁wakinkuna	-49600
+▁wankapiti	-49601
+▁wankaskar	-49602
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+▁waqlliqmi	-49604
+▁waqllispa	-49605
+▁waqrasapa	-49606
+▁watakunap	-49607
+▁watapaqqa	-49608
+▁watapipas	-49609
+▁waterbird	-49610
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+▁waynukuna	-49614
+▁wayrakuna	-49615
+▁waytakama	-49616
+▁wañuchina	-49617
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+▁wichayman	-49619
+▁wojtowicz	-49620
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+▁yacharqan	-49622
+▁yachaypan	-49623
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+▁yamaqucha	-49625
+▁yamparáez	-49626
+▁yanapakun	-49627
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+▁yerusalem	-49632
+▁yoshiyama	-49633
+▁yuqunakuy	-49634
+▁yuyaychaq	-49635
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+▁zitarrosa	-49637
+▁zulianita	-49638
+▁ñawikuray	-49639
+▁ñawpataqa	-49640
+▁дагъустан	-49641
+achyrocline	-49642
+akllachayuq	-49643
+antofagasta	-49644
+ayninkunapi	-49645
+aytukunatam	-49646
+caenolestes	-49647
+chanankupaq	-49648
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+dimukratiya	-49650
+isteriopsis	-49651
+kusqanrayku	-49652
+llaqtamansi	-49653
+narraciones	-49654
+philippines	-49655
+publicación	-49656
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+▁acutifolia	-49658
+▁agallpampa	-49659
+▁ahinataqmi	-49660
+▁aleksander	-49661
+▁allpapacha	-49662
+▁allqaminka	-49663
+▁allwiyasqa	-49664
+▁amayapampa	-49665
+▁appgallery	-49666
+▁arawkaniya	-49667
+▁argentinas	-49668
+▁aristarain	-49669
+▁asankarupi	-49670
+▁astawanraq	-49671
+▁atawallpap	-49672
+▁atipakuspa	-49673
+▁atiykunata	-49674
+▁aventurero	-49675
+▁awkisqucha	-49676
+▁awqakunata	-49677
+▁bahamakuna	-49678
+▁balkenende	-49679
+▁balsapamba	-49680
+▁barriokuna	-49681
+▁bartonella	-49682
+▁bengoechea	-49683
+▁bernardina	-49684
+▁bluefields	-49685
+▁budějovice	-49686
+▁campanilla	-49687
+▁carpentier	-49688
+▁casamiento	-49689
+▁castrillón	-49690
+▁chakatasqa	-49691
+▁chillkiyuq	-49692
+▁chinantika	-49693
+▁chiquitano	-49694
+▁chisquilla	-49695
+▁christiaan	-49696
+▁chromiumpi	-49697
+▁chuchulaya	-49698
+▁chuqanapaq	-49699
+▁clementina	-49700
+▁commandeur	-49701
+▁concepcion	-49702
+▁conference	-49703
+▁coriolanus	-49704
+▁crepúsculo	-49705
+▁crocodylus	-49706
+▁definition	-49707
+▁democratic	-49708
+▁derbyshire	-49709
+▁detectives	-49710
+▁disponible	-49711
+▁divisyunca	-49712
+▁dorregaray	-49713
+▁eastbourne	-49714
+▁entomology	-49715
+▁esperanzas	-49716
+▁etcheverry	-49717
+▁evangelina	-49718
+▁evangelion	-49719
+▁exaltacion	-49720
+▁feigenbaum	-49721
+▁fenerbahçe	-49722
+▁flashscore	-49723
+▁fotografía	-49724
+▁frutescens	-49725
+▁fuencarral	-49726
+▁gamochaeta	-49727
+▁generative	-49728
+▁golondrina	-49729
+▁graceannae	-49730
+▁grandiceps	-49731
+▁gratissima	-49732
+▁gregoriana	-49733
+▁guaytacama	-49734
+▁hananqucha	-49735
+▁hatarichiy	-49736
+▁heisenberg	-49737
+▁hildegarda	-49738
+▁hiliphanti	-49739
+▁hillenburg	-49740
+▁hinallapas	-49741
+▁hinarimana	-49742
+▁hindustani	-49743
+▁hinduwismu	-49744
+▁horizontal	-49745
+▁horizontes	-49746
+▁huamanripa	-49747
+▁huasahuasi	-49748
+▁hukkunapis	-49749
+▁hukkunawan	-49750
+▁hunurifiku	-49751
+▁ichhumanta	-49752
+▁illawachiy	-49753
+▁imaginaire	-49754
+▁indigenous	-49755
+▁industries	-49756
+▁infraorden	-49757
+▁inmortales	-49758
+▁innovación	-49759
+▁inundables	-49760
+▁invencible	-49761
+▁irparikuna	-49762
+▁irramintam	-49763
+▁iskaymanta	-49764
+▁isluwakiya	-49765
+▁ispirituqa	-49766
+▁iwrupisyun	-49767
+▁iñiykamaqa	-49768
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+▁kamachinan	-49772
+▁kamachiymi	-49773
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+▁kastillata	-49777
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+▁kichaychaw	-49779
+▁kulunyanmi	-49780
+▁kuyuchispa	-49781
+▁lagostomus	-49782
+▁lagotricha	-49783
+▁ledifolium	-49784
+▁llapanpiqa	-49785
+▁llikamanta	-49786
+▁lophonetta	-49787
+▁louisville	-49788
+▁luqmapampa	-49789
+▁mackintosh	-49790
+▁macularius	-49791
+▁mallkikuna	-49792
+▁malquerida	-49793
+▁mankiewicz	-49794
+▁mansanaris	-49795
+▁matemática	-49796
+▁mazandaran	-49797
+▁melanopsis	-49798
+▁mendizábal	-49799
+▁mercedario	-49800
+▁methodista	-49801
+▁middelburg	-49802
+▁midjourney	-49803
+▁miqllapata	-49804
+▁miraymanta	-49805
+▁misioneros	-49806
+▁misyunaryu	-49807
+▁mitterrand	-49808
+▁miyuchaspa	-49809
+▁modernidad	-49810
+▁modernismo	-49811
+▁morphology	-49812
+▁mulanovich	-49813
+▁munarqanku	-49814
+▁munayniyuq	-49815
+▁munimadrid	-49816
+▁muntipuquy	-49817
+▁napolitano	-49818
+▁nataliawan	-49819
+▁neocognata	-49820
+▁neonigrita	-49821
+▁neopagdeni	-49822
+▁neotigrina	-49823
+▁nigrescens	-49824
+▁nisqayuqmi	-49825
+▁notatagena	-49826
+▁nottingham	-49827
+▁nuvelakuna	-49828
+▁nuvilakuna	-49829
+▁obtrullata	-49830
+▁pachacútec	-49831
+▁pachamamap	-49832
+▁pakistanpi	-49833
+▁palpakachi	-49834
+▁pampakunam	-49835
+▁pampamanta	-49836
+▁pampamarca	-49837
+▁pantipampa	-49838
+▁papilmanta	-49839
+▁paqarichiy	-49840
+▁partiduman	-49841
+▁partidupim	-49842
+▁pawqamarka	-49843
+▁paykunapaq	-49844
+▁performing	-49845
+▁phistasqan	-49846
+▁pimpinelli	-49847
+▁pinakothek	-49848
+▁pisiyachin	-49849
+▁pobladores	-49850
+▁pontifical	-49851
+▁portalegre	-49852
+▁precursora	-49853
+▁prefeitura	-49854
+▁presentada	-49855
+▁princesita	-49856
+▁prisionero	-49857
+▁profession	-49858
+▁proletario	-49859
+▁purichispa	-49860
+▁puririyman	-49861
+▁pusaqkunam	-49862
+▁pusaqninsi	-49863
+▁qallarikun	-49864
+▁qallawanka	-49865
+▁qhawarinku	-49866
+▁qhawarispa	-49867
+▁qhuchuntin	-49868
+▁qichuwalla	-49869
+▁qillqakama	-49870
+▁qillqamayt	-49871
+▁qiruwillka	-49872
+▁queensland	-49873
+▁qullqikuna	-49874
+▁qullunquya	-49875
+▁qunankupaq	-49876
+▁qurpachana	-49877
+▁ramrahirka	-49878
+▁rasuwillka	-49879
+▁recordkuna	-49880
+▁recreación	-49881
+▁rectángulo	-49882
+▁repubblica	-49883
+▁retalhuleu	-49884
+▁revelación	-49885
+▁reventador	-49886
+▁rikuchikuy	-49887
+▁rimaqkunam	-49888
+▁rimayniyuq	-49889
+▁rimaypaqqa	-49890
+▁rummenigge	-49891
+▁runtuchana	-49892
+▁rurarqanku	-49893
+▁rurasqapas	-49894
+▁ruraykamay	-49895
+▁ruruchiqpa	-49896
+▁rusyamanta	-49897
+▁ruwaymanta	-49898
+▁ruwayninqa	-49899
+▁ruwayniyuq	-49900
+▁ruwayruway	-49901
+▁sagittatum	-49902
+▁sanguineus	-49903
+▁santibáñez	-49904
+▁santivañez	-49905
+▁sapsillaqa	-49906
+▁schlegelii	-49907
+▁segretario	-49908
+▁shiselweni	-49909
+▁sikundarya	-49910
+▁siwlaqucha	-49911
+▁sloterdijk	-49912
+▁sociología	-49913
+▁sommerfeld	-49914
+▁steatornis	-49915
+▁steinmeier	-49916
+▁strindberg	-49917
+▁stroessner	-49918
+▁sumaqpampa	-49919
+▁supercompu	-49920
+▁superkupas	-49921
+▁sutiyuqwan	-49922
+▁suytuqucha	-49923
+▁suyukunaqa	-49924
+▁takiqutuqa	-49925
+▁tarikusqan	-49926
+▁tawantinmi	-49927
+▁tawqamarka	-49928
+▁temptation	-49929
+▁terrorismo	-49930
+▁tiqsimuyup	-49931
+▁tirinithat	-49932
+▁tomentella	-49933
+▁traditions	-49934
+▁triunfador	-49935
+▁troubadour	-49936
+▁tulluyuqmi	-49937
+▁turrisilla	-49938
+▁unquyniyuq	-49939
+▁uraykachiy	-49940
+▁urostachys	-49941
+▁usurpadora	-49942
+▁uyanchasqa	-49943
+▁uywakunaqa	-49944
+▁villaseñor	-49945
+▁villaverde	-49946
+▁vorarlberg	-49947
+▁wachuqucha	-49948
+▁wakichipaq	-49949
+▁wallpamata	-49950
+▁wamanikuna	-49951
+▁wamashrahu	-49952
+▁wampurushu	-49953
+▁waqachiyta	-49954
+▁waqlliynin	-49955
+▁warikancha	-49956
+▁warmakunap	-49957
+▁watikanupi	-49958
+▁wañuchinmi	-49959
+▁willakuypi	-49960
+▁williamson	-49961
+▁windermere	-49962
+▁wiñachisqa	-49963
+▁wiñananpaq	-49964
+▁yachakuran	-49965
+▁yaguarondi	-49966
+▁yaqapaschá	-49967
+▁yawarmanta	-49968
+▁yaykunapaq	-49969
+▁yupayniyuq	-49970
+▁yuraqkunka	-49971
+▁yuyaymanay	-49972
+▁zuckerberg	-49973
+▁zuckermann	-49974
+▁ñawimpukyu	-49975
+asqankumanta	-49976
+ayninkunatam	-49977
+enciclopedia	-49978
+freimaureris	-49979
+heliotropium	-49980
+inkisqakunam	-49981
+myrmecophaga	-49982
+observatorio	-49983
+pharomachrus	-49984
+substantivos	-49985
+takipayanaku	-49986
+▁aeronautics	-49987
+▁akllanakuna	-49988
+▁albiventris	-49989
+▁allichaypaq	-49990
+▁amachaqkuna	-49991
+▁antawakunam	-49992
+▁aprendiendo	-49993
+▁archaeology	-49994
+▁aristizábal	-49995
+▁arzobispado	-49996
+▁ayqichirqan	-49997
+▁añakikunata	-49998
+▁ballesteros	-49999
+▁campeonatos	-50000
+▁cellpadding	-50001
+▁chakiqpampa	-50002
+▁chakramanta	-50003
+▁chiguayante	-50004
+▁chimpanasqa	-50005
+▁chimpapuray	-50006
+▁christentum	-50007
+▁chunkamanta	-50008
+▁churanakuna	-50009
+▁churarqanku	-50010
+▁comentarios	-50011
+▁conservador	-50012
+▁considerada	-50013
+▁contrayerba	-50014
+▁cosmovisión	-50015
+▁cuneifolius	-50016
+▁davidsfonds	-50017
+▁descripción	-50018
+▁destrucción	-50019
+▁diagnóstico	-50020
+▁distritupim	-50021
+▁earthquakes	-50022
+▁electromagn	-50023
+▁entrevistas	-50024
+▁evangelista	-50025
+▁filosóficas	-50026
+▁fronterizos	-50027
+▁fujimoritam	-50028
+▁fuliginosus	-50029
+▁garaycochea	-50030
+▁gjirokastra	-50031
+▁granatensis	-50032
+▁guadalupito	-50033
+▁guillermina	-50034
+▁harawiqkuna	-50035
+▁hillinmanta	-50036
+▁huchhanchik	-50037
+▁huqarinapaq	-50038
+▁huñunakuymi	-50039
+▁imayayniyuq	-50040
+▁importancia	-50041
+▁inriyamanta	-50042
+▁instrucción	-50043
+▁instrumente	-50044
+▁intelligent	-50045
+▁interactivo	-50046
+▁istudyarqan	-50047
+▁kachichasqa	-50048
+▁kamachiyman	-50049
+▁kamachiypaq	-50050
+▁kamaykachay	-50051
+▁kamayuquqmi	-50052
+▁kawsarqanku	-50053
+▁kawsaykuqpa	-50054
+▁kluruchasqa	-50055
+▁kumpilasyun	-50056
+▁kunturmarka	-50057
+▁kursukunata	-50058
+▁kuyuchinaqa	-50059
+▁lantiqillqa	-50060
+▁leoncavallo	-50061
+▁listritunmi	-50062
+▁lizarzaburu	-50063
+▁llimphisapa	-50064
+▁makikamaqmi	-50065
+▁mallkikunam	-50066
+▁mamallaqtan	-50067
+▁mancharisqa	-50068
+▁mandamiento	-50069
+▁maqanakuymi	-50070
+▁maqaqkunata	-50071
+▁marianistas	-50072
+▁marticorena	-50073
+▁masinwanpas	-50074
+▁mayukunapas	-50075
+▁merapiensis	-50076
+▁mikhunallam	-50077
+▁millwaqucha	-50078
+▁milutinović	-50079
+▁minneapolis	-50080
+▁moluccensis	-50081
+▁morobiensis	-50082
+▁muchedumbre	-50083
+▁multiflorum	-50084
+▁munakumanta	-50085
+▁murukunatam	-50086
+▁murukunayuq	-50087
+▁murunkunaqa	-50088
+▁muruyuqkuna	-50089
+▁nacionmanta	-50090
+▁neocongnata	-50091
+▁nigrifacies	-50092
+▁nigrivenata	-50093
+▁nominadathe	-50094
+▁northampton	-50095
+▁ostflandern	-50096
+▁paratappana	-50097
+▁patapatapaq	-50098
+▁phatakunapi	-50099
+▁pirqakunapi	-50100
+▁piruwpaqpas	-50101
+▁plataphurma	-50102
+▁potrerillos	-50103
+▁prochilodus	-50104
+▁protestante	-50105
+▁provisional	-50106
+▁pterocnemia	-50107
+▁punkarayaku	-50108
+▁qallarisqam	-50109
+▁qariwayrasu	-50110
+▁qarquykuspa	-50111
+▁qhanqaraqha	-50112
+▁qhawariynin	-50113
+▁qhichwakuna	-50114
+▁qhuyakunapi	-50115
+▁qillqaykuna	-50116
+▁qquelkascan	-50117
+▁quyllurpura	-50118
+▁radiografía	-50119
+▁rawranakuna	-50120
+▁raymikunapi	-50121
+▁reciprocity	-50122
+▁rimanakuypi	-50123
+▁riqsichikun	-50124
+▁riqsirirqan	-50125
+▁ruruchinata	-50126
+▁ruruchisqan	-50127
+▁saarbrücken	-50128
+▁santaolalla	-50129
+▁sienkiewicz	-50130
+▁simikunaman	-50131
+▁sinruchasqa	-50132
+▁sistimakuna	-50133
+▁springsteen	-50134
+▁sukchapampa	-50135
+▁sutichasqan	-50136
+▁tantaranchi	-50137
+▁tawllitkuna	-50138
+▁taywanmanta	-50139
+▁tchaikovsky	-50140
+▁testimonial	-50141
+▁thuñichispa	-50142
+▁tiyakuykuna	-50143
+▁truyanukuna	-50144
+▁tukuynintin	-50145
+▁umalliqkuna	-50146
+▁unanchakuna	-50147
+▁unqusqakuna	-50148
+▁uyaycharqan	-50149
+▁villancicos	-50150
+▁wamaninkuna	-50151
+▁wamanpallpa	-50152
+▁waqaychanam	-50153
+▁waqrachayuq	-50154
+▁waranqaysum	-50155
+▁wasikunapim	-50156
+▁wasikunawan	-50157
+▁watapitaqmi	-50158
+▁wawankunata	-50159
+▁waynaputina	-50160
+▁wichayninpi	-50161
+▁wikipidiyap	-50162
+▁willachikuy	-50163
+▁willarqanmi	-50164
+▁willkapanpa	-50165
+▁wilstermann	-50166
+▁yachachikuy	-50167
+▁yachachiypi	-50168
+▁yachayninmi	-50169
+▁yanqallakaq	-50170
+▁yawatisuyup	-50171
+▁yuyaykurqan	-50172
+autobiografía	-50173
+chaqllisinchi	-50174
+illaymantapas	-50175
+illayninkunam	-50176
+kusqankumanta	-50177
+lepidophyllum	-50178
+metropolitana	-50179
+middlesbrough	-50180
+munisipyukuna	-50181
+sarcopterygii	-50182
+transcription	-50183
+turismoaustro	-50184
+visitaecuador	-50185
+▁akllaykunata	-50186
+▁allinchaypaq	-50187
+▁ampeloprasum	-50188
+▁aphrikapipas	-50189
+▁aplicaciones	-50190
+▁arkhitiktura	-50191
+▁atawallpatas	-50192
+▁atipanakunku	-50193
+▁atipaqkunaqa	-50194
+▁awqaqkunawan	-50195
+▁ayqichinapaq	-50196
+▁benediktsson	-50197
+▁bibliography	-50198
+▁bignoniaceae	-50199
+▁braunschweig	-50200
+▁calikulumbya	-50201
+▁chhalaynisqa	-50202
+▁constantinus	-50203
+▁conversation	-50204
+▁cristianismo	-50205
+▁desaparecido	-50206
+▁desaparición	-50207
+▁desconocidos	-50208
+▁diccionarios	-50209
+▁dictionnaire	-50210
+▁distritusuni	-50211
+▁documentales	-50212
+▁duminikanapa	-50213
+▁encyclopædia	-50214
+▁erythrogenys	-50215
+▁especialista	-50216
+▁espectacular	-50217
+▁estadisticas	-50218
+▁ethanulniyuq	-50219
+▁generalmente	-50220
+▁gentianaceae	-50221
+▁hammarskjöld	-50222
+▁hanllallipaq	-50223
+▁hermenegilda	-50224
+▁heterophylla	-50225
+▁hippocamelus	-50226
+▁huchankunata	-50227
+▁ikstrimadura	-50228
+▁illanchaywan	-50229
+▁imayaykunaqa	-50230
+▁imperialismo	-50231
+▁incomparable	-50232
+▁inlispampapi	-50233
+▁integrifolia	-50234
+▁investigador	-50235
+▁kasarakurqan	-50236
+▁kashamarkapa	-50237
+▁kasqanraykum	-50238
+▁kastillasimi	-50239
+▁kawllayninmi	-50240
+▁khankiqkunam	-50241
+▁khillayñanpi	-50242
+▁kisilluqucha	-50243
+▁kolkatamanta	-50244
+▁kunstitusyun	-50245
+▁kutimunanpaq	-50246
+▁kutinchiykuy	-50247
+▁lepidophylla	-50248
+▁lincolnshire	-50249
+▁lingüísticos	-50250
+▁llaqtahallka	-50251
+▁llaqtawataad	-50252
+▁llaqtawatacd	-50253
+▁llaqtawatafa	-50254
+▁lycopersicon	-50255
+▁mamallaqtaqa	-50256
+▁mandamientos	-50257
+▁mayumantawan	-50258
+▁mediterráneo	-50259
+▁melanogaster	-50260
+▁melastomatos	-50261
+▁mesonotaitha	-50262
+▁mesonotochra	-50263
+▁mikhuykunata	-50264
+▁mistikunapaq	-50265
+▁mulliquindil	-50266
+▁munisipyuwan	-50267
+▁myrmecophaga	-50268
+▁neohumeralis	-50269
+▁neopropinqua	-50270
+▁neoxanthodes	-50271
+▁nigrescentis	-50272
+▁nigroscutata	-50273
+▁nigrovittata	-50274
+▁oncorhynchus	-50275
+▁pachakunapim	-50276
+▁pachakutiypa	-50277
+▁paisajística	-50278
+▁pallescentis	-50279
+▁periodística	-50280
+▁philosophers	-50281
+▁phoenicopter	-50282
+▁posthumously	-50283
+▁professional	-50284
+▁publications	-50285
+▁publicitario	-50286
+▁pukllaqkunap	-50287
+▁qallawakunam	-50288
+▁qanchisqucha	-50289
+▁qarayuqkunam	-50290
+▁qarwaskancha	-50291
+▁qhichwamanta	-50292
+▁qillqasqanta	-50293
+▁qillqaymanta	-50294
+▁querecotillo	-50295
+▁relacionados	-50296
+▁restauración	-50297
+▁rimaqninkuna	-50298
+▁ripaqillqana	-50299
+▁riqsichisqan	-50300
+▁rostworowski	-50301
+▁rurayninkuna	-50302
+▁ruwaqkunayuq	-50303
+▁shijiazhuang	-50304
+▁siliquastrum	-50305
+▁sillustanipi	-50306
+▁sinvergüenza	-50307
+▁tenochtitlan	-50308
+▁tetradactyla	-50309
+▁trichocereus	-50310
+▁trifasciatus	-50311
+▁tukuchinapaq	-50312
+▁tukukuymanta	-50313
+▁vermicularis	-50314
+▁wallpamakuna	-50315
+▁wankawillkap	-50316
+▁wankurikuspa	-50317
+▁waqaychasqam	-50318
+▁warwickshire	-50319
+▁wasichanapaq	-50320
+▁watayuqmanta	-50321
+▁willawanchik	-50322
+▁xicohténcatl	-50323
+▁yachachisqan	-50324
+▁yakuchaqkuna	-50325
+▁yanashallash	-50326
+▁yurakunataqa	-50327
+▁κωνσταντίνοσ	-50328
+actinopterygii	-50329
+chinchaysuyupi	-50330
+citypopulation	-50331
+kastillasimipi	-50332
+visitagualaceo	-50333
+▁alimanyamanta	-50334
+▁amachakunapaq	-50335
+▁awangardistas	-50336
+▁berberidaceae	-50337
+▁chimlasaysapa	-50338
+▁chullunkukuna	-50339
+▁civilisations	-50340
+▁conservatorio	-50341
+▁contradicción	-50342
+▁convolutional	-50343
+▁cupmanchester	-50344
+▁direccionkuna	-50345
+▁especialmente	-50346
+▁fallecimiento	-50347
+▁halloweentown	-50348
+▁huallancaperu	-50349
+▁hukkunawanpas	-50350
+▁imayaykunawan	-50351
+▁institucional	-50352
+▁intellivision	-50353
+▁islandislands	-50354
+▁kallpanchaymi	-50355
+▁kamachikunata	-50356
+▁kamachikuynin	-50357
+▁kamachiqninmi	-50358
+▁kangurusuyupi	-50359
+▁kayninkukamam	-50360
+▁kilugramukama	-50361
+▁kulumbyapipas	-50362
+▁kumpusiturpas	-50363
+▁kurregimyentu	-50364
+▁llankaykunata	-50365
+▁llaqtakunapis	-50366
+▁maqanakunapaq	-50367
+▁melanoscutata	-50368
+▁mirayñinmanta	-50369
+▁neocheesmanae	-50370
+▁neoelegantula	-50371
+▁nigrotibialis	-50372
+▁nomatsiguenga	-50373
+▁obliquivenosa	-50374
+▁ochromarginis	-50375
+▁parafroggatti	-50376
+▁paraosbeckiae	-50377
+▁phalacrocorax	-50378
+▁qallarirqanku	-50379
+▁qhawachinapaq	-50380
+▁qhawarichikuq	-50381
+▁qillqakunapas	-50382
+▁quadrangulare	-50383
+▁quezaltepeque	-50384
+▁retrospective	-50385
+▁rimapaqarinan	-50386
+▁runashimichaw	-50387
+▁ruwanakunapaq	-50388
+▁ruwasqanmanta	-50389
+▁sagittifolium	-50390
+▁saksaywamanpi	-50391
+▁simikunallapi	-50392
+▁specification	-50393
+▁sunturninkuna	-50394
+▁tahuantinsuyo	-50395
+▁tantanakuypim	-50396
+▁tullpunapaqmi	-50397
+▁uchpachamanta	-50398
+▁umalliqkarkan	-50399
+▁understanding	-50400
+▁unforgettable	-50401
+▁uywachakunata	-50402
+▁uywakunamanta	-50403
+▁wallqanqajefe	-50404
+▁wankurikurqan	-50405
+▁willakuykunam	-50406
+▁willakuymanta	-50407
+▁willaykunawan	-50408
+▁yachachinapaq	-50409
+▁yachakunanpaq	-50410
+▁yachaqkunapas	-50411
+▁yanapanakuspa	-50412
+▁yaykuchinapaq	-50413
+illaysapakunapi	-50414
+▁acompañamiento	-50415
+▁antañiqiqmanta	-50416
+▁apaykachanawan	-50417
+▁arhintinamanta	-50418
+▁atipanakuykuna	-50419
+▁awstruasyatiku	-50420
+▁chaqllisinchiq	-50421
+▁chiriyaptintaq	-50422
+▁cochabambensis	-50423
+▁contemporáneos	-50424
+▁contribuciones	-50425
+▁kamachiyninpim	-50426
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+▁identity	-57888
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+▁imamayta	-57891
+▁imbabura	-57892
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+▁indentus	-57895
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+▁infernal	-57897
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+▁infopesa	-57899
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+▁infulata	-57901
+▁inglesas	-57902
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+▁invadens	-57906
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+▁iotified	-57908
+▁irapuato	-57909
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+▁ishkanpa	-57911
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+▁kuskanpa	-57978
+▁kutiykuq	-57979
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+▁laurenti	-57990
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+▁leocadio	-57994
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+▁akllakuna	-58563
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+▁allinchan	-58568
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+▁angamarca	-58577
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+▁ankaqhatu	-58580
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+▁antutawan	-58586
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+▁asarsuyup	-58598
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+▁atinakuna	-58601
+▁atiymanta	-58602
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+▁atuntaqui	-58605
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+▁awkitaypi	-58607
+▁awustaral	-58608
+▁ayakancha	-58609
+▁ayllupiqa	-58610
+▁ayñikunam	-58611
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+▁añapankum	-58613
+▁babington	-58614
+▁balneario	-58615
+▁banladish	-58616
+▁bariloche	-58617
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+▁benvenuti	-58620
+▁białystok	-58621
+▁bilhikapi	-58622
+▁bisiklita	-58623
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+▁blütenfar	-58625
+▁bobadilla	-58626
+▁bogotense	-58627
+▁bombardeo	-58628
+▁botvinnik	-58629
+▁brasilanu	-58630
+▁brillante	-58631
+▁britaniku	-58632
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+▁bucureşti	-58634
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+▁calamarca	-58637
+▁calatayud	-58638
+▁calatrava	-58639
+▁caminando	-58640
+▁campestre	-58641
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+▁canichana	-58643
+▁capucinus	-58644
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+▁different	-58717
+▁disparate	-58718
+▁divorcian	-58719
+▁dominical	-58720
+▁dordrecht	-58721
+▁doubtfire	-58722
+▁economist	-58723
+▁edimburgo	-58724
+▁egúsquiza	-58725
+▁elbaradei	-58726
+▁eléctrica	-58727
+▁empresaqa	-58728
+▁empresari	-58729
+▁encounter	-58730
+▁encuentra	-58731
+▁endemismo	-58732
+▁escolares	-58733
+▁escuadrón	-58734
+▁estocolmo	-58735
+▁euripides	-58736
+▁excursión	-58737
+▁fernandes	-58738
+▁ferreyros	-58739
+▁feuilleei	-58740
+▁floración	-58741
+▁flowering	-58742
+▁following	-58743
+▁forastero	-58744
+▁foreigner	-58745
+▁freestyle	-58746
+▁fuliginus	-58747
+▁funcinpec	-58748
+▁funerales	-58749
+▁furfurosa	-58750
+▁furnarius	-58751
+▁fuscalata	-58752
+▁fusculata	-58753
+▁garciniae	-58754
+▁gathering	-58755
+▁genocidio	-58756
+▁gentlemen	-58757
+▁geraldine	-58758
+▁giribaldi	-58759
+▁gjellerup	-58760
+▁glutinosa	-58761
+▁gobiernos	-58762
+▁gomensoro	-58763
+▁gramatica	-58764
+▁grandtner	-58765
+▁greenough	-58766
+▁guarahuau	-58767
+▁guglielmo	-58768
+▁guilherme	-58769
+▁habsburgo	-58770
+▁haciendas	-58771
+▁halankuma	-58772
+▁haliaetus	-58773
+▁halloween	-58774
+▁hamburger	-58775
+▁hanachiwa	-58776
+▁hananchaw	-58777
+▁handalaqa	-58778
+▁hapinapaq	-58779
+▁harrogate	-58780
+▁hashimoto	-58781
+▁hatunruku	-58782
+▁hatunyaku	-58783
+▁herederos	-58784
+▁herediano	-58785
+▁hermosura	-58786
+▁hieracium	-58787
+▁highlands	-58788
+▁hildegard	-58789
+▁hipocampo	-58790
+▁hispidula	-58791
+▁holtmanni	-58792
+▁honeymoon	-58793
+▁honorable	-58794
+▁huanacuni	-58795
+▁huanipaco	-58796
+▁hukninwan	-58797
+▁humanista	-58798
+▁huqarisqa	-58799
+▁husseinqa	-58800
+▁huñunapaq	-58801
+▁hypertext	-58802
+▁ignescens	-58803
+▁illusions	-58804
+▁imakunapa	-58805
+▁impresión	-58806
+▁impresora	-58807
+▁impuwistu	-58808
+▁incahuasi	-58809
+▁inclusión	-58810
+▁incognito	-58811
+▁indomable	-58812
+▁infestans	-58813
+▁influence	-58814
+▁iniymanta	-58815
+▁inkapunku	-58816
+▁inkarrípa	-58817
+▁inlisyaqa	-58818
+▁inmunidad	-58819
+▁innocence	-58820
+▁inquietud	-58821
+▁inquiries	-58822
+▁integrado	-58823
+▁intestino	-58824
+▁irqikunap	-58825
+▁irvingiae	-58826
+▁isconahua	-58827
+▁iskusyapi	-58828
+▁islington	-58829
+▁ispañaman	-58830
+▁istunyapi	-58831
+▁italiyapa	-58832
+▁iturriaza	-58833
+▁iwrupapim	-58834
+▁izaguirre	-58835
+▁iñiyninta	-58836
+▁iñukukuna	-58837
+▁iñukunata	-58838
+▁jacksonpa	-58839
+▁jaroslavl	-58840
+▁javeriana	-58841
+▁jiannanus	-58842
+▁juninense	-58843
+▁jurídicas	-58844
+▁kacharina	-58845
+▁kachkanki	-58846
+▁kallchani	-58847
+▁kallpakun	-58848
+▁kamanapaq	-58849
+▁kamayuqpa	-58850
+▁kampanani	-58851
+▁kanalkuna	-58852
+▁kankanani	-58853
+▁kantunpim	-58854
+▁kaohsiung	-58855
+▁kapchiyta	-58856
+▁karapunku	-58857
+▁karikucha	-58858
+▁karuriman	-58859
+▁kasharuru	-58860
+▁kawsachun	-58861
+▁kawsanchu	-58862
+▁khiniyapa	-58863
+▁kichinchi	-58864
+▁kichkarus	-58865
+▁killinchu	-58866
+▁killiwaya	-58867
+▁kiristupi	-58868
+▁klitgaard	-58869
+▁kobayashi	-58870
+▁konqueror	-58871
+▁krasnodar	-58872
+▁kristofer	-58873
+▁krusmanta	-58874
+▁kuchunchu	-58875
+▁kunkuwana	-58876
+▁kurakansi	-58877
+▁kurukunam	-58878
+▁kururasqa	-58879
+▁kusituyqa	-58880
+▁kusmayllu	-58881
+▁kutimanta	-58882
+▁kutuklawa	-58883
+▁kuyuyllam	-58884
+▁laevigata	-58885
+▁lafayette	-58886
+▁laticosta	-58887
+▁lauraceae	-58888
+▁lawrawani	-58889
+▁layakunam	-58890
+▁legendary	-58891
+▁leporinus	-58892
+▁leptotila	-58893
+▁lichfield	-58894
+▁lichiquta	-58895
+▁limbifera	-58896
+▁liwruntam	-58897
+▁llapanmin	-58898
+▁llaqtaypa	-58899
+▁llukchina	-58900
+▁lluqsimuq	-58901
+▁lluqsinan	-58902
+▁lluqsispa	-58903
+▁lomonosov	-58904
+▁lufthansa	-58905
+▁luksimwur	-58906
+▁lutescens	-58907
+▁lutzomyia	-58908
+▁luxemburg	-58909
+▁machukuna	-58910
+▁maidstone	-58911
+▁makikamaq	-58912
+▁malabrigo	-58913
+▁malacatos	-58914
+▁malayalam	-58915
+▁manchachi	-58916
+▁manuelita	-58917
+▁mariquita	-58918
+▁markapita	-58919
+▁marksismu	-58920
+▁marrakech	-58921
+▁marruecos	-58922
+▁maryatana	-58923
+▁masatoshi	-58924
+▁masculino	-58925
+▁matamanta	-58926
+▁materials	-58927
+▁maymantam	-58928
+▁mayordomo	-58929
+▁mayukunam	-58930
+▁mañakuspa	-58931
+▁mcgregori	-58932
+▁meancheay	-58933
+▁mechanics	-58934
+▁melanotis	-58935
+▁membrillo	-58936
+▁mentiroso	-58937
+▁michelena	-58938
+▁mikhanika	-58939
+▁milagrosa	-58940
+▁milanisya	-58941
+▁milestone	-58942
+▁militaire	-58943
+▁miniatura	-58944
+▁misciagna	-58945
+▁misyuniru	-58946
+▁mitupampa	-58947
+▁montauban	-58948
+▁montañita	-58949
+▁montreaux	-58950
+▁monumento	-58951
+▁motörhead	-58952
+▁muchusqan	-58953
+▁mugadishu	-58954
+▁mulinurqu	-58955
+▁munakuyqa	-58956
+▁munanchik	-58957
+▁munaspaqa	-58958
+▁mussachio	-58959
+▁muyumanta	-58960
+▁muyurikun	-58961
+▁muyurispa	-58962
+▁muyurisqa	-58963
+▁muñequita	-58964
+▁naishinnō	-58965
+▁napaykuna	-58966
+▁natiwidad	-58967
+▁navigator	-58968
+▁nazarenas	-58969
+▁netanyahu	-58970
+▁nikolayev	-58971
+▁ninamango	-58972
+▁ninapampa	-58973
+▁ninasuyup	-58974
+▁nuqanchik	-58975
+▁nurwigapi	-58976
+▁obsession	-58977
+▁offensive	-58978
+▁olavarría	-58979
+▁oligárqui	-58980
+▁operation	-58981
+▁oposición	-58982
+▁orlandini	-58983
+▁ouverture	-58984
+▁pachakama	-58985
+▁pachalluq	-58986
+▁pachaqutu	-58987
+▁pagliacci	-58988
+▁pampawasi	-58989
+▁papillosa	-58990
+▁paqarinku	-58991
+▁paqtachus	-58992
+▁paradigma	-58993
+▁paraguayo	-58994
+▁parariqma	-58995
+▁parasilpi	-58996
+▁paraysapa	-58997
+▁patanchik	-58998
+▁patapatan	-58999
+▁pataqucha	-59000
+▁patayayku	-59001
+▁patriotas	-59002
+▁patsallan	-59003
+▁patuqucha	-59004
+▁pañamarka	-59005
+▁pedagogía	-59006
+▁peligroso	-59007
+▁performed	-59008
+▁phiriñahi	-59009
+▁phransiya	-59010
+▁phusphuru	-59011
+▁pichaqani	-59012
+▁pigmalión	-59013
+▁pillwinku	-59014
+▁pishilata	-59015
+▁pisquyaku	-59016
+▁pitantura	-59017
+▁plásticas	-59018
+▁podgorica	-59019
+▁politique	-59020
+▁polyantha	-59021
+▁polygamus	-59022
+▁porchetto	-59023
+▁porotillo	-59024
+▁portobelo	-59025
+▁positions	-59026
+▁practices	-59027
+▁preandino	-59028
+▁prefieren	-59029
+▁presented	-59030
+▁princesse	-59031
+▁productos	-59032
+▁programas	-59033
+▁protocolo	-59034
+▁prutukulu	-59035
+▁prututipu	-59036
+▁pteronura	-59037
+▁pukachupa	-59038
+▁pukarayuq	-59039
+▁pukllanku	-59040
+▁pukllaqpa	-59041
+▁pukllayaq	-59042
+▁pukllaypa	-59043
+▁pululahua	-59044
+▁pulunyapa	-59045
+▁pumacahua	-59046
+▁pumachaka	-59047
+▁pumaqhawa	-59048
+▁punakachi	-59049
+▁purichkaq	-59050
+▁puriykuna	-59051
+▁purukinwa	-59052
+▁pushakapa	-59053
+▁puñunapaq	-59054
+▁pyongyang	-59055
+▁qalawalam	-59056
+▁qaqachaka	-59057
+▁qarakuyan	-59058
+▁qarapampa	-59059
+▁qarsilasu	-59060
+▁qhapaqwan	-59061
+▁qharastaq	-59062
+▁qharinchu	-59063
+▁qhichwaqa	-59064
+▁qhispillu	-59065
+▁qhuyaruna	-59066
+▁qillqayqa	-59067
+▁qirinatha	-59068
+▁qirisyapi	-59069
+▁quadratic	-59070
+▁quitoense	-59071
+▁qullapaqu	-59072
+▁qullunaka	-59073
+▁qurimarka	-59074
+▁quriqinqa	-59075
+▁quwiqucha	-59076
+▁radcliffe	-59077
+▁radiacion	-59078
+▁rahukulta	-59079
+▁rajapaksa	-59080
+▁recording	-59081
+▁recorrido	-59082
+▁reedición	-59083
+▁reflexión	-59084
+▁regarding	-59085
+▁reinfeldt	-59086
+▁resucitar	-59087
+▁revolução	-59088
+▁rheinland	-59089
+▁rikurirqa	-59090
+▁rimankuna	-59091
+▁rimaranku	-59092
+▁riqsirqan	-59093
+▁rochefort	-59094
+▁rochester	-59095
+▁romancier	-59096
+▁rubalcaba	-59097
+▁runtuchan	-59098
+▁rurachkaq	-59099
+▁ruraspaqa	-59100
+▁rurukunap	-59101
+▁ruwinsiya	-59102
+▁salesiana	-59103
+▁salisbury	-59104
+▁samanchik	-59105
+▁sananchan	-59106
+▁sankawiri	-59107
+▁sankayuni	-59108
+▁saraguros	-59109
+▁saskatoon	-59110
+▁satelital	-59111
+▁sayarispa	-59112
+▁scarlatin	-59113
+▁scarlatti	-59114
+▁schelling	-59115
+▁schumanni	-59116
+▁screaming	-59117
+▁sedifolia	-59118
+▁seleccion	-59119
+▁semifinal	-59120
+▁shinyanga	-59121
+▁shuturuma	-59122
+▁siegfried	-59123
+▁signature	-59124
+▁silquynin	-59125
+▁silverado	-59126
+▁siminakuy	-59127
+▁siminkuna	-59128
+▁simipirwa	-59129
+▁sinfónico	-59130
+▁sisamanta	-59131
+▁sisenando	-59132
+▁sistimapi	-59133
+▁siwiryapi	-59134
+▁slackware	-59135
+▁slovenija	-59136
+▁sociedade	-59137
+▁societies	-59138
+▁solozábal	-59139
+▁somewhere	-59140
+▁soublette	-59141
+▁spaghetti	-59142
+▁spartacus	-59143
+▁standards	-59144
+▁stoichkov	-59145
+▁structure	-59146
+▁studiospa	-59147
+▁suphusapa	-59148
+▁suruchuku	-59149
+▁sutimanta	-59150
+▁sutiyuqri	-59151
+▁sutskever	-59152
+▁suyunkuna	-59153
+▁suyutaqmi	-59154
+▁takahashi	-59155
+▁takanawan	-59156
+▁tambopata	-59157
+▁taripaspa	-59158
+▁tasmanien	-59159
+▁tawachaki	-59160
+▁tawañiqin	-59161
+▁taytantaq	-59162
+▁telefilme	-59163
+▁telemundo	-59164
+▁telepathy	-59165
+▁terrestre	-59166
+▁tesalonic	-59167
+▁thesaloni	-59168
+▁thuminika	-59169
+▁thuñirqan	-59170
+▁thuñisqam	-59171
+▁thüringen	-59172
+▁tiburones	-59173
+▁timpluris	-59174
+▁tiniriphi	-59175
+▁tinkuchiy	-59176
+▁tinkuynin	-59177
+▁tiyachkaq	-59178
+▁tiyakunku	-59179
+▁tlapanika	-59180
+▁tocopilla	-59181
+▁tonchigüe	-59182
+▁tractatus	-59183
+▁traductor	-59184
+▁tranquilo	-59185
+▁treatment	-59186
+▁trezeguet	-59187
+▁triángulo	-59188
+▁tubaguwan	-59189
+▁tuberosus	-59190
+▁tukukunmi	-59191
+▁tulapampa	-59192
+▁tullpuwan	-59193
+▁tunasurqu	-59194
+▁tunisyapa	-59195
+▁tupikachi	-59196
+▁tupinamba	-59197
+▁tupunapaq	-59198
+▁tuyllalla	-59199
+▁uefapuyol	-59200
+▁uksidasqa	-59201
+▁ullawanka	-59202
+▁unanchana	-59203
+▁unayniyuq	-59204
+▁unchained	-59205
+▁unkrichmi	-59206
+▁upyanatam	-59207
+▁upyaspaqa	-59208
+▁uqhupampa	-59209
+▁urquchina	-59210
+▁urqunapaq	-59211
+▁urriolago	-59212
+▁uruguayoc	-59213
+▁usbiksuyu	-59214
+▁usneoides	-59215
+▁uspaqucha	-59216
+▁utkumanta	-59217
+▁valcarcel	-59218
+▁valeriano	-59219
+▁variegata	-59220
+▁vertebral	-59221
+▁veröffent	-59222
+▁vigilante	-59223
+▁villagrán	-59224
+▁visitante	-59225
+▁vociferus	-59226
+▁volvieras	-59227
+▁wakichina	-59228
+▁wallpariy	-59229
+▁wampukuna	-59230
+▁wamrakuna	-59231
+▁wanaqurqu	-59232
+▁wankaruma	-59233
+▁waqaypaka	-59234
+▁waqrawiri	-59235
+▁waranchal	-59236
+▁wararayuq	-59237
+▁wariqulli	-59238
+▁warkuchiq	-59239
+▁warmimpas	-59240
+▁wasikunas	-59241
+▁wasimanmi	-59242
+▁watallapi	-59243
+▁watanapaq	-59244
+▁wawqinwan	-59245
+▁wayllaypi	-59246
+▁waynaquta	-59247
+▁waypituwi	-59248
+▁wayrukuna	-59249
+▁waywawawa	-59250
+▁weinstein	-59251
+▁whirlwind	-59252
+▁wichaqlla	-59253
+▁willachin	-59254
+▁willaykuy	-59255
+▁willibald	-59256
+▁winiswila	-59257
+▁wiyulinpa	-59258
+▁wolsburgo	-59259
+▁władysław	-59260
+▁yachayman	-59261
+▁yakukunam	-59262
+▁yakupampa	-59263
+▁yakupipas	-59264
+▁yalapichu	-59265
+▁yanapanku	-59266
+▁yanunapaq	-59267
+▁yaquerana	-59268
+▁yarpaynin	-59269
+▁yoshihiko	-59270
+▁yupanapaq	-59271
+▁yupaychas	-59272
+▁yuraqsisa	-59273
+▁yuyarispa	-59274
+▁yuyaykuna	-59275
+▁zhenjiang	-59276
+▁zhongshan	-59277
+▁zumárraga	-59278
+▁élisabeth	-59279
+▁ñawirisqa	-59280
+▁ñawpaqtaq	-59281
+▁ñoqaykupa	-59282
+▁şanlıurfa	-59283
+▁влади́мир	-59284
+abdominalis	-59285
+achakunatam	-59286
+anakuyninmi	-59287
+anqankunata	-59288
+arachakiwan	-59289
+articulatio	-59290
+asqankunata	-59291
+association	-59292
+aykichikpaq	-59293
+brazzaville	-59294
+browneopsis	-59295
+chanakunapi	-59296
+chawpipacha	-59297
+chikkunatam	-59298
+chinankupaq	-59299
+christopher	-59300
+churinakuna	-59301
+cionkunawan	-59302
+connecticut	-59303
+cycadophyta	-59304
+diloboderus	-59305
+entrevistas	-59306
+ernominated	-59307
+fechaacceso	-59308
+ferencváros	-59309
+geranoaetus	-59310
+illkaymarka	-59311
+inchayninqa	-59312
+inkisqallam	-59313
+isqanmantam	-59314
+istorisches	-59315
+laventville	-59316
+orchidaceae	-59317
+paleosuchus	-59318
+pinchikilla	-59319
+pterocnemia	-59320
+runikamanta	-59321
+triportheus	-59322
+uchquchispa	-59323
+uñichinchik	-59324
+ventriculus	-59325
+violoncello	-59326
+▁abandonada	-59327
+▁acompañado	-59328
+▁afganistan	-59329
+▁aikhenvald	-59330
+▁albipennis	-59331
+▁aleixandre	-59332
+▁alexandros	-59333
+▁allwiyakam	-59334
+▁amachaqpas	-59335
+▁amachasqas	-59336
+▁americanas	-59337
+▁ampaiensis	-59338
+▁anarquismo	-59339
+▁andamarcas	-59340
+▁ankichiypi	-59341
+▁ankukancha	-59342
+▁antarctica	-59343
+▁antañiqiqp	-59344
+▁antologías	-59345
+▁aphrikapim	-59346
+▁apullikuna	-59347
+▁aranwaynin	-59348
+▁asukarwayu	-59349
+▁aurantiaca	-59350
+▁aureliowan	-59351
+▁autobiogra	-59352
+▁aychamanta	-59353
+▁ayqichisqa	-59354
+▁background	-59355
+▁bagrikunam	-59356
+▁ballantrae	-59357
+▁baloncesto	-59358
+▁banisteria	-59359
+▁barbadillo	-59360
+▁bimbinilla	-59361
+▁biographie	-59362
+▁bipinnatif	-59363
+▁brundtland	-59364
+▁burgenland	-59365
+▁cadenillas	-59366
+▁calanasaya	-59367
+▁canadensis	-59368
+▁canzoniere	-59369
+▁caperucita	-59370
+▁capisterre	-59371
+▁carabayllo	-59372
+▁cardenales	-59373
+▁carlomagno	-59374
+▁castellanu	-59375
+▁cedrelinga	-59376
+▁chachacoma	-59377
+▁chakallita	-59378
+▁chakiriyuq	-59379
+▁chakiyuqmi	-59380
+▁challwawat	-59381
+▁chaqnasqam	-59382
+▁characters	-59383
+▁charallave	-59384
+▁charankuta	-59385
+▁chauchilla	-59386
+▁chawpikuna	-59387
+▁chaymantan	-59388
+▁chaypachas	-59389
+▁chayrapata	-59390
+▁cheltenham	-59391
+▁chhaynapin	-59392
+▁chhullunku	-59393
+▁chichester	-59394
+▁chikitukus	-59395
+▁chillikchi	-59396
+▁chillkayuq	-59397
+▁chimpuwata	-59398
+▁chinaqucha	-59399
+▁chincheros	-59400
+▁chinkarqan	-59401
+▁chinkaykuq	-59402
+▁chiqarimaq	-59403
+▁christiane	-59404
+▁chunkuyapi	-59405
+▁chuquihuta	-59406
+▁churimanta	-59407
+▁churiyuqmi	-59408
+▁chutuchupa	-59409
+▁cicatrices	-59410
+▁cinderella	-59411
+▁citymapper	-59412
+▁ciudadanos	-59413
+▁colcabamba	-59414
+▁colquencha	-59415
+▁comparison	-59416
+▁compromiso	-59417
+▁computador	-59418
+▁concerning	-59419
+▁confession	-59420
+▁conflictos	-59421
+▁conociendo	-59422
+▁conscience	-59423
+▁convention	-59424
+▁copenhagen	-59425
+▁copenhague	-59426
+▁coquillett	-59427
+▁cotocollao	-59428
+▁criollismo	-59429
+▁cristoforo	-59430
+▁cuauhtémoc	-59431
+▁cyanoleuca	-59432
+▁definición	-59433
+▁definitive	-59434
+▁departamen	-59435
+▁desiderius	-59436
+▁didactylus	-59437
+▁diferentes	-59438
+▁diplomacia	-59439
+▁distichlis	-59440
+▁distrupiqa	-59441
+▁dorchester	-59442
+▁duckduckgo	-59443
+▁económicos	-59444
+▁electrical	-59445
+▁elementary	-59446
+▁elisabetta	-59447
+▁embajadora	-59448
+▁enamorados	-59449
+▁escarabajo	-59450
+▁esculentum	-59451
+▁esquipulas	-59452
+▁estaciones	-59453
+▁eucaliptus	-59454
+▁exposition	-59455
+▁faisalabad	-59456
+▁familiares	-59457
+▁fierecilla	-59458
+▁figueiredo	-59459
+▁filamentos	-59460
+▁flammarion	-59461
+▁flavescens	-59462
+▁forjadores	-59463
+▁fulvicauda	-59464
+▁fulvifemur	-59465
+▁furvescens	-59466
+▁fuscitibia	-59467
+▁gandolfini	-59468
+▁gobiernopa	-59469
+▁gramatical	-59470
+▁granadinas	-59471
+▁guadarrama	-59472
+▁guangxiana	-59473
+▁guastavino	-59474
+▁guianensis	-59475
+▁gustafsson	-59476
+▁gänsemarkt	-59477
+▁halfordiae	-59478
+▁hanaqpacha	-59479
+▁hapinakuna	-59480
+▁hapunmanta	-59481
+▁hatuntampu	-59482
+▁hawaqullay	-59483
+▁haywanakuy	-59484
+▁hinaspapis	-59485
+▁hindenburg	-59486
+▁hisusmanta	-59487
+▁hochwanner	-59488
+▁hukkunachá	-59489
+▁hukllaylla	-59490
+▁hukniyuqmi	-59491
+▁ilinistiku	-59492
+▁importance	-59493
+▁impossible	-59494
+▁impresores	-59495
+▁impunctata	-59496
+▁incidental	-59497
+▁incompleta	-59498
+▁inconstans	-59499
+▁indonesiae	-59500
+▁ingenieria	-59501
+▁ingenieros	-59502
+▁inkillpata	-59503
+▁insayukuna	-59504
+▁integrated	-59505
+▁intermedia	-59506
+▁internetpa	-59507
+▁inventamos	-59508
+▁inventario	-59509
+▁invisitata	-59510
+▁iskayninku	-59511
+▁iskinkachi	-59512
+▁iskuthallp	-59513
+▁islandyapa	-59514
+▁ispañakuna	-59515
+▁ispirituta	-59516
+▁ithiyupyap	-59517
+▁itikitasqa	-59518
+▁itinerario	-59519
+▁ixtahuacán	-59520
+▁javanensis	-59521
+▁joséguango	-59522
+▁kacharpari	-59523
+▁kachikampu	-59524
+▁kachkanchu	-59525
+▁kakunanpaq	-59526
+▁kalallusta	-59527
+▁kamariqnin	-59528
+▁kamarisqas	-59529
+▁kampanurqu	-59530
+▁kananmanta	-59531
+▁kanasturqu	-59532
+▁kandiensis	-59533
+▁kantawriya	-59534
+▁kawsaqpura	-59535
+▁kawsaykuna	-59536
+▁kharwinchu	-59537
+▁kicharisqa	-59538
+▁kichkaluru	-59539
+▁kichwaruna	-59540
+▁kitakyūshū	-59541
+▁kolvenbach	-59542
+▁kragujevac	-59543
+▁kraljevina	-59544
+▁krizhevsky	-59545
+▁kuchunwaya	-59546
+▁kulunsuyup	-59547
+▁kumunistam	-59548
+▁kunfederas	-59549
+▁kuniyoshii	-59550
+▁kunkatachu	-59551
+▁kunturqaqa	-59552
+▁kurukunaqa	-59553
+▁kuyuchiqmi	-59554
+▁kwintukuna	-59555
+▁lampabilis	-59556
+▁lancashire	-59557
+▁lanuginosa	-59558
+▁larunpitaq	-59559
+▁lassetermi	-59560
+▁laticaudus	-59561
+▁lauricocha	-59562
+▁lawaytampu	-59563
+▁layakunata	-59564
+▁leadership	-59565
+▁libreville	-59566
+▁ligustrina	-59567
+▁limoncocha	-59568
+▁limunkucha	-59569
+▁littbarski	-59570
+▁liwrunkuna	-59571
+▁llankanati	-59572
+▁llikakunam	-59573
+▁macallares	-59574
+▁maccartney	-59575
+▁machanchik	-59576
+▁macheteros	-59577
+▁machuqucha	-59578
+▁magnicauda	-59579
+▁magnifolia	-59580
+▁makinakuna	-59581
+▁manseriche	-59582
+▁mantsaypaq	-59583
+▁maqanakupi	-59584
+▁maravillas	-59585
+▁marceliano	-59586
+▁marginatum	-59587
+▁martinique	-59588
+▁masturunti	-59589
+▁materiales	-59590
+▁matsumurai	-59591
+▁mayukunata	-59592
+▁mañakurqan	-59593
+▁mclaughlin	-59594
+▁megaspilus	-59595
+▁merganetta	-59596
+▁meridional	-59597
+▁metafísica	-59598
+▁mikhunatam	-59599
+▁mikrunisya	-59600
+▁millennium	-59601
+▁molliculum	-59602
+▁monolingüe	-59603
+▁montemayor	-59604
+▁muchachita	-59605
+▁munayninmi	-59606
+▁munayninta	-59607
+▁munisipiyu	-59608
+▁munisipyun	-59609
+▁muntunurqu	-59610
+▁musiyukuna	-59611
+▁musketeers	-59612
+▁musphachiq	-59613
+▁muyuriynin	-59614
+▁nasyunpura	-59615
+▁nemzetközi	-59616
+▁ninawillka	-59617
+▁nipayakuna	-59618
+▁nisqarayku	-59619
+▁nuklumanta	-59620
+▁orientalis	-59621
+▁pachakkuna	-59622
+▁pachanpiqa	-59623
+▁pachapitaq	-59624
+▁papakunata	-59625
+▁paqtsarahu	-59626
+▁parqipukyu	-59627
+▁parqunapaq	-59628
+▁partidunpa	-59629
+▁partiduuma	-59630
+▁pastorales	-59631
+▁patapatapi	-59632
+▁pedagógica	-59633
+▁percussion	-59634
+▁peregrinus	-59635
+▁perenensis	-59636
+▁peruiferum	-59637
+▁phistarqan	-59638
+▁phiñakuspa	-59639
+▁phuyumanta	-59640
+▁pichakunki	-59641
+▁pichitanka	-59642
+▁pikchukuna	-59643
+▁pillpintup	-59644
+▁pirqanchik	-59645
+▁piruwmanta	-59646
+▁pisiyaynin	-59647
+▁pisqunkuna	-59648
+▁plevneliev	-59649
+▁pontefract	-59650
+▁pontevedra	-59651
+▁portsmouth	-59652
+▁powerpoint	-59653
+▁praemorsus	-59654
+▁predecesor	-59655
+▁predilecto	-59656
+▁presentado	-59657
+▁priodontes	-59658
+▁privilegio	-59659
+▁proserpina	-59660
+▁prutinayuq	-59661
+▁psittacina	-59662
+▁publicidad	-59663
+▁pueyrredón	-59664
+▁pukllaypaq	-59665
+▁pulitikapi	-59666
+▁punchawnin	-59667
+▁puquchinku	-59668
+▁puquyniyuq	-59669
+▁puriqllapi	-59670
+▁puriyninpi	-59671
+▁pusaqchaki	-59672
+▁qarwapampa	-59673
+▁qawarinman	-59674
+▁qhatamarka	-59675
+▁qhatunapaq	-59676
+▁qhawarikuy	-59677
+▁qhawaykuna	-59678
+▁qhipamanta	-59679
+▁qhipantaqa	-59680
+▁qhuyakunap	-59681
+▁qillaqullu	-59682
+▁qillqallku	-59683
+▁qipunchaqa	-59684
+▁quichinche	-59685
+▁qurikashqa	-59686
+▁rakikurqan	-59687
+▁rakinkunam	-59688
+▁rakiyninmi	-59689
+▁ranrahirka	-59690
+▁raphikunam	-59691
+▁raphimanta	-59692
+▁raphinkuna	-59693
+▁rawraspaqa	-59694
+▁reglamento	-59695
+▁renovación	-59696
+▁reportajes	-59697
+▁residencia	-59698
+▁rhinoceros	-59699
+▁rikuchinku	-59700
+▁rikunkista	-59701
+▁rimaqkunap	-59702
+▁rimarikuna	-59703
+▁rimayninsi	-59704
+▁rimaypipas	-59705
+▁rogoaguado	-59706
+▁románticos	-59707
+▁roumanille	-59708
+▁ruficollis	-59709
+▁runkuraqay	-59710
+▁ruqyaqkuna	-59711
+▁ruraqkunam	-59712
+▁ruwanaywan	-59713
+▁ruwarqanku	-59714
+▁salesianos	-59715
+▁sankallaya	-59716
+▁sarupaptin	-59717
+▁satatutura	-59718
+▁sawsipampa	-59719
+▁scarlatina	-59720
+▁schiaffino	-59721
+▁schmeichel	-59722
+▁schweitzer	-59723
+▁shingocaca	-59724
+▁shutinkuna	-59725
+▁simillatam	-59726
+▁simipaqpas	-59727
+▁simiqullqa	-59728
+▁simulación	-59729
+▁sinchikuna	-59730
+▁sinrinkuna	-59731
+▁sisimikhuq	-59732
+▁somniferum	-59733
+▁songwriter	-59734
+▁staatliche	-59735
+▁stramineus	-59736
+▁strawberry	-59737
+▁structures	-59738
+▁subfamilia	-59739
+▁subvinacea	-59740
+▁suguimitzu	-59741
+▁summertime	-59742
+▁sunderland	-59743
+▁sustantivo	-59744
+▁sutikunaqa	-59745
+▁sutiyuqpis	-59746
+▁suñaymejor	-59747
+▁syndactyla	-59748
+▁takiqkunam	-59749
+▁tantallipi	-59750
+▁tarikunchu	-59751
+▁tarikuynin	-59752
+▁tariparqan	-59753
+▁tarpunchik	-59754
+▁telescopio	-59755
+▁thansasapa	-59756
+▁thaysuyupa	-59757
+▁thistiritu	-59758
+▁tignanelli	-59759
+▁tiksiyasqa	-59760
+▁tinctorium	-59761
+▁tinguipaya	-59762
+▁tinkinapaq	-59763
+▁tipografía	-59764
+▁tiyananwww	-59765
+▁torquemada	-59766
+▁trabajador	-59767
+▁transición	-59768
+▁trastámara	-59769
+▁travelling	-59770
+▁triangulum	-59771
+▁tricuneata	-59772
+▁tropicália	-59773
+▁truhillupi	-59774
+▁tuktumanta	-59775
+▁tuktuyuqmi	-59776
+▁tukurqanku	-59777
+▁tullukunap	-59778
+▁tullumanta	-59779
+▁turísticos	-59780
+▁tusuykusun	-59781
+▁uchuraccay	-59782
+▁ukhunpitaq	-59783
+▁umallaqnin	-59784
+▁umiñaturri	-59785
+▁unanchasqa	-59786
+▁unqurichiq	-59787
+▁unuchachin	-59788
+▁uqshamarka	-59789
+▁urmachisqa	-59790
+▁urqukunaqa	-59791
+▁usakunatam	-59792
+▁ushakaynin	-59793
+▁utkhumanta	-59794
+▁uyaychasqa	-59795
+▁vagabundos	-59796
+▁variedades	-59797
+▁veitchiana	-59798
+▁vencedores	-59799
+▁verástegui	-59800
+▁visitación	-59801
+▁vociferans	-59802
+▁wachupampa	-59803
+▁wakinllapi	-59804
+▁walawantay	-59805
+▁wallankuna	-59806
+▁wallqanata	-59807
+▁wamanmarka	-59808
+▁wamantanka	-59809
+▁wankasanka	-59810
+▁wankaspata	-59811
+▁waqllichin	-59812
+▁waqllisqan	-59813
+▁waruchirip	-59814
+▁waterfront	-59815
+▁watukurqan	-59816
+▁wayllaqipa	-59817
+▁wayllatani	-59818
+▁weberbauer	-59819
+▁wichqashqa	-59820
+▁willakamun	-59821
+▁willakuqmi	-59822
+▁willkasqan	-59823
+▁winterthur	-59824
+▁yachachisa	-59825
+▁yachaychiq	-59826
+▁yachaytaqa	-59827
+▁yanantinmi	-59828
+▁yanapanman	-59829
+▁yanapaptin	-59830
+▁yanapasqan	-59831
+▁yogyakarta	-59832
+▁yupaykunam	-59833
+▁yupayninmi	-59834
+▁yuquslawya	-59835
+▁yuyayninta	-59836
+▁zeffirelli	-59837
+▁ñawpañiqin	-59838
+▁ñiqichisqa	-59839
+▁ñuñuqkunap	-59840
+anisognathus	-59841
+aqninkunapas	-59842
+asqankurayku	-59843
+asñachamanta	-59844
+ayuntamiento	-59845
+chinchaysuyu	-59846
+constitución	-59847
+cumulopuntia	-59848
+departamento	-59849
+generacional	-59850
+hemimetabola	-59851
+holometabola	-59852
+icestershire	-59853
+illimsayakum	-59854
+inkunawanpas	-59855
+kastillanupi	-59856
+kiyuqkunapaq	-59857
+melanosuchus	-59858
+okchurinkuna	-59859
+organización	-59860
+pharmacology	-59861
+pteridopsida	-59862
+siluriformes	-59863
+sinchaguasín	-59864
+thecellobium	-59865
+trichocereus	-59866
+▁abdoangusta	-59867
+▁actualizada	-59868
+▁agroturismo	-59869
+▁akciyunkuna	-59870
+▁akllaykunap	-59871
+▁albuquerque	-59872
+▁aliksanthir	-59873
+▁alimanyaman	-59874
+▁allpakunata	-59875
+▁alrededores	-59876
+▁amarumayupi	-59877
+▁amaurospiza	-59878
+▁antañiqiypi	-59879
+▁antikunakaq	-59880
+▁apachinapaq	-59881
+▁apocynaceae	-59882
+▁apokalipsis	-59883
+▁apunkunawan	-59884
+▁arborescens	-59885
+▁archdiocese	-59886
+▁atipaqninsi	-59887
+▁atiyniyuqmi	-59888
+▁atrioventri	-59889
+▁auxiliadora	-59890
+▁awstrunisyu	-59891
+▁aymuranchik	-59892
+▁barrionuevo	-59893
+▁barthelmess	-59894
+▁biquadratic	-59895
+▁blagoewgrad	-59896
+▁bonariensis	-59897
+▁bournemouth	-59898
+▁calculadora	-59899
+▁carabanchel	-59900
+▁celebración	-59901
+▁centimetros	-59902
+▁centropelma	-59903
+▁certificado	-59904
+▁chanchamayo	-59905
+▁chaqallunpi	-59906
+▁chaqrunapaq	-59907
+▁chaskinanch	-59908
+▁chaskiqkuna	-59909
+▁chatbotkuna	-59910
+▁chaymantari	-59911
+▁chilkapampa	-59912
+▁chillinurqu	-59913
+▁chimaychita	-59914
+▁chimpanapaq	-59915
+▁chiqapmanta	-59916
+▁chiqllarasu	-59917
+▁chomolungma	-59918
+▁christoffel	-59919
+▁chullunkuqa	-59920
+▁chulpurunku	-59921
+▁chupikallki	-59922
+▁chuqikamata	-59923
+▁cojutepeque	-59924
+▁collegerunt	-59925
+▁compilación	-59926
+▁confessions	-59927
+▁constancius	-59928
+▁contrabando	-59929
+▁cooperativa	-59930
+▁cuauhnáhuac	-59931
+▁decorticans	-59932
+▁diferencias	-59933
+▁diplomática	-59934
+▁educational	-59935
+▁erloschener	-59936
+▁estrategias	-59937
+▁estudiantil	-59938
+▁expendables	-59939
+▁ferrocarril	-59940
+▁fitoterapia	-59941
+▁florencioqa	-59942
+▁floribundum	-59943
+▁foundations	-59944
+▁franciscano	-59945
+▁fujimorista	-59946
+▁fulvifacies	-59947
+▁gastrotheca	-59948
+▁gegharkunik	-59949
+▁gombokensis	-59950
+▁gorodischer	-59951
+▁grandifolia	-59952
+▁hampiqkunap	-59953
+▁hampiykunmi	-59954
+▁harawinkuna	-59955
+▁hastigerina	-59956
+▁hayñikunata	-59957
+▁huichajanga	-59958
+▁hypomelaina	-59959
+▁ibarramanta	-59960
+▁illanchaspa	-59961
+▁illapapayaq	-59962
+▁illustrated	-59963
+▁impirikusqa	-59964
+▁indigenismo	-59965
+▁informática	-59966
+▁inlishpampa	-59967
+▁inmigración	-59968
+▁inmunología	-59969
+▁integration	-59970
+▁intendencia	-59971
+▁interlingua	-59972
+▁intiraktiwu	-59973
+▁intérpretes	-59974
+▁iskandariya	-59975
+▁iskaywillka	-59976
+▁istadyukuna	-59977
+▁iwrupapitaq	-59978
+▁iñukukunata	-59979
+▁iñuwakunata	-59980
+▁jesucristoc	-59981
+▁jugoslavija	-59982
+▁jóhannesson	-59983
+▁kapitalismu	-59984
+▁kaqniyuqpaq	-59985
+▁kariwayrasu	-59986
+▁karnawalitu	-59987
+▁karuqhawana	-59988
+▁khillaqilla	-59989
+▁khillaqullu	-59990
+▁khillaychuk	-59991
+▁khirkinchum	-59992
+▁kikinchakun	-59993
+▁kikinchasqa	-59994
+▁killakunapi	-59995
+▁kilugramuqa	-59996
+▁kitikunawan	-59997
+▁klangbeispi	-59998
+▁kristiyanum	-59999
+▁kuchikancha	-60000
+▁kulumbyapas	-60001
+▁kulunsuyupi	-60002
+▁kunrisistam	-60003
+▁kunturqucha	-60004
+▁kupauruwayi	-60005
+▁kururanapaq	-60006
+▁landsbergis	-60007
+▁latilineata	-60008
+▁latilineola	-60009
+▁legislativa	-60010
+▁lellismanta	-60011
+▁licenciayuq	-60012
+▁lightweight	-60013
+▁lisinsiyata	-60014
+▁llaqtatapas	-60015
+▁llimphiynin	-60016
+▁llullunkuna	-60017
+▁llumpamanta	-60018
+▁lluqsichina	-60019
+▁localidades	-60020
+▁loganiaceae	-60021
+▁lombokensis	-60022
+▁longicornis	-60023
+▁lucanamarca	-60024
+▁maculifemur	-60025
+▁magellanica	-60026
+▁malwinakuna	-60027
+▁maqanakunku	-60028
+▁maqanakuyqa	-60029
+▁maravilloso	-60030
+▁matrimonios	-60031
+▁mawkallakta	-60032
+▁meditations	-60033
+▁micklewhite	-60034
+▁mikhunanpaq	-60035
+▁muslimkunap	-60036
+▁musyananpaq	-60037
+▁myriophylla	-60038
+▁narraciones	-60039
+▁neunkirchen	-60040
+▁nisqapaqpis	-60041
+▁observación	-60042
+▁occidentale	-60043
+▁oportunidad	-60044
+▁originarios	-60045
+▁pacaicahuan	-60046
+▁pakchakunam	-60047
+▁palamakunap	-60048
+▁palpebrosus	-60049
+▁paquchakuna	-60050
+▁parinaqucha	-60051
+▁parquipujiu	-60052
+▁patagioenas	-60053
+▁paymantalla	-60054
+▁pedunculata	-60055
+▁perspective	-60056
+▁peruanismos	-60057
+▁petroglifos	-60058
+▁phiruruntin	-60059
+▁photographs	-60060
+▁pichilemupi	-60061
+▁pichqayuqmi	-60062
+▁pillkumarka	-60063
+▁pimelodidae	-60064
+▁pirqakachun	-60065
+▁pirqakunata	-60066
+▁pishqupanpa	-60067
+▁poeppigiana	-60068
+▁pontoppidan	-60069
+▁posteriores	-60070
+▁preparación	-60071
+▁previamente	-60072
+▁pronunciada	-60073
+▁prutinasapa	-60074
+▁pruwinsyakm	-60075
+▁pteridaceae	-60076
+▁puchukasqam	-60077
+▁pukachaqlla	-60078
+▁pukamaqasqa	-60079
+▁punchawkuna	-60080
+▁puriykachay	-60081
+▁puystumanta	-60082
+▁puywanqucha	-60083
+▁pycnocarpum	-60084
+▁qallariptin	-60085
+▁qhapaqninpa	-60086
+▁qhillaqullu	-60087
+▁qillqasqaqa	-60088
+▁qiruqutillu	-60089
+▁qispichisqa	-60090
+▁qiwiñapampa	-60091
+▁quillacollo	-60092
+▁quimsachata	-60093
+▁qullpapuchu	-60094
+▁qulluchisqa	-60095
+▁qutuqamanta	-60096
+▁raphintinqa	-60097
+▁reimpresión	-60098
+▁republikapi	-60099
+▁rimanapaqmi	-60100
+▁rimaqkunaqa	-60101
+▁riqsichispa	-60102
+▁runakunaqta	-60103
+▁runashimipi	-60104
+▁runasimichu	-60105
+▁runasimipim	-60106
+▁ruranakusqa	-60107
+▁ruranakuypa	-60108
+▁ruranapaqmi	-60109
+▁rurasqanpas	-60110
+▁rurayninwan	-60111
+▁ruruchinapi	-60112
+▁rurunkunapi	-60113
+▁rusiyamanta	-60114
+▁ruwallakuna	-60115
+▁ruwaykunaqa	-60116
+▁saboyamanta	-60117
+▁sartimpampa	-60118
+▁saywitikuna	-60119
+▁scaramouche	-60120
+▁scarborough	-60121
+▁seminarista	-60122
+▁sensacional	-60123
+▁sensualidad	-60124
+▁shinallataq	-60125
+▁shipaspampa	-60126
+▁sikritaryun	-60127
+▁sillwichaki	-60128
+▁simikunapaq	-60129
+▁simikunapim	-60130
+▁siminkunaqa	-60131
+▁siminkunata	-60132
+▁sinchawasin	-60133
+▁soundgarden	-60134
+▁spallanzani	-60135
+▁springfield	-60136
+▁squarepants	-60137
+▁statistical	-60138
+▁stepanakert	-60139
+▁suchuqrampa	-60140
+▁sumaqchasqa	-60141
+▁sunturkunam	-60142
+▁superficial	-60143
+▁takinkunata	-60144
+▁tallahassee	-60145
+▁tarjetakuna	-60146
+▁tecnocumbia	-60147
+▁telewisyupi	-60148
+▁telmatobius	-60149
+▁thanispampa	-60150
+▁thutuptinmi	-60151
+▁tlaquepaque	-60152
+▁transportes	-60153
+▁tratamiento	-60154
+▁tuktukunata	-60155
+▁tukukuykama	-60156
+▁típicamente	-60157
+▁ukhunchakuy	-60158
+▁underground	-60159
+▁unificación	-60160
+▁unqallamaya	-60161
+▁unquykunata	-60162
+▁unriyamanta	-60163
+▁uyarichiyta	-60164
+▁uywasqakuna	-60165
+▁vaucouleurs	-60166
+▁ventanillas	-60167
+▁vermilingua	-60168
+▁violaciones	-60169
+▁vladivostok	-60170
+▁wallakancha	-60171
+▁wallichiana	-60172
+▁wallpariqmi	-60173
+▁wankurirqan	-60174
+▁waqachirqan	-60175
+▁waqaychaypi	-60176
+▁waqrayuqchu	-60177
+▁wasikunatam	-60178
+▁wasikunayuq	-60179
+▁wasinkunata	-60180
+▁watakamañam	-60181
+▁wawakunapas	-60182
+▁wayrakancha	-60183
+▁wayrawasipi	-60184
+▁wañurqaptin	-60185
+▁willakusqan	-60186
+▁willakuyman	-60187
+▁willaymanta	-60188
+▁willkamayup	-60189
+▁willstätter	-60190
+▁wirriyninsi	-60191
+▁wiñachiypaq	-60192
+▁yachachikuq	-60193
+▁yachakunchu	-60194
+▁yachaykuyay	-60195
+▁yachaypanqa	-60196
+▁yallirqaspa	-60197
+▁yanapakuyta	-60198
+▁yanaykunata	-60199
+▁yaykuymanta	-60200
+▁yupaychaspa	-60201
+▁yurakunapaq	-60202
+▁yurakunapim	-60203
+▁yurakunataq	-60204
+▁yuraqchawan	-60205
+▁ñawikaruypi	-60206
+▁ñuñuqllaraq	-60207
+▁васи́льевич	-60208
+amazoniactual	-60209
+aytuchamantam	-60210
+bartonellosis	-60211
+boulengerella	-60212
+bvcooperacion	-60213
+huayllacancha	-60214
+illimsayaqwan	-60215
+independencia	-60216
+inkisqakunapi	-60217
+magnoliopsida	-60218
+naykunakamaqa	-60219
+sportsarchive	-60220
+▁acompañantes	-60221
+▁ambrosioides	-60222
+▁angustifrons	-60223
+▁antawakunata	-60224
+▁antañiqiqman	-60225
+▁apaychanapaq	-60226
+▁aphrikakimsa	-60227
+▁apustulkunap	-60228
+▁arhintinaman	-60229
+▁artificiales	-60230
+▁aspidosperma	-60231
+▁atramentaria	-60232
+▁ayllukunawan	-60233
+▁baskervilles	-60234
+▁bawtisaychik	-60235
+▁bjørnstjerne	-60236
+▁bloemfontein	-60237
+▁brachybotrys	-60238
+▁bromeliaceae	-60239
+▁cajahuaringa	-60240
+▁chaskirqanku	-60241
+▁cheynallatan	-60242
+▁chimlasaywan	-60243
+▁chimpachisqa	-60244
+▁chinkachisqa	-60245
+▁chiñichallwa	-60246
+▁chukitakarpu	-60247
+▁chukukunatam	-60248
+▁chullchukani	-60249
+▁civilización	-60250
+▁clasificadas	-60251
+▁commonwealth	-60252
+▁concertación	-60253
+▁confidencias	-60254
+▁consecutivas	-60255
+▁conservation	-60256
+▁conservatism	-60257
+▁conservative	-60258
+▁conspiración	-60259
+▁continuación	-60260
+▁descendencia	-60261
+▁descubriendo	-60262
+▁divertimento	-60263
+▁electrónicos	-60264
+▁etnohistoria	-60265
+▁exposiciones	-60266
+▁exterminador	-60267
+▁facsímilares	-60268
+▁fontanarrosa	-60269
+▁frederickson	-60270
+▁furvilineata	-60271
+▁fuscipennula	-60272
+▁gesellschaft	-60273
+▁giambattista	-60274
+▁grandiflorum	-60275
+▁grandistylus	-60276
+▁hampikunatam	-60277
+▁huchachishka	-60278
+▁huddersfield	-60279
+▁hukkunamanta	-60280
+▁humboldtiana	-60281
+▁ichikllachaw	-60282
+▁iliktrunkuna	-60283
+▁imakaykunata	-60284
+▁imasmarikuna	-60285
+▁inlatirrapas	-60286
+▁inlisyakunam	-60287
+▁ispañulkunas	-60288
+▁jacksonville	-60289
+▁kamachikuqmi	-60290
+▁kamachikuqpa	-60291
+▁kampionatucr	-60292
+▁kanchanaburi	-60293
+▁kaqninkunata	-60294
+▁kastillakipi	-60295
+▁kayninkunaqa	-60296
+▁kayninmantam	-60297
+▁khillaychuki	-60298
+▁kiristuyuyay	-60299
+▁kisilluhanka	-60300
+▁klubsuyuwata	-60301
+▁kupajuventus	-60302
+▁kuskanachina	-60303
+▁lateritaenia	-60304
+▁llaqtakunapa	-60305
+▁llaqtamantam	-60306
+▁llaqtanmanta	-60307
+▁llaqtawatasc	-60308
+▁llikachapiqa	-60309
+▁llukllunacha	-60310
+▁lluqsirqusqa	-60311
+▁lluqsiyninmi	-60312
+▁longicaudata	-60313
+▁longirostris	-60314
+▁longivittata	-60315
+▁ludwigshafen	-60316
+▁lumbricoides	-60317
+▁macrovittata	-60318
+▁maculifacies	-60319
+▁maestrunchis	-60320
+▁malaysiensis	-60321
+▁manipulación	-60322
+▁masintinpura	-60323
+▁melanopareia	-60324
+▁melanosuchus	-60325
+▁metamorfosis	-60326
+▁microsystems	-60327
+▁muchunchikmi	-60328
+▁musphachinap	-60329
+▁newfoundland	-60330
+▁nisqakunapaq	-60331
+▁nisqakunapim	-60332
+▁nisqakunawan	-60333
+▁occidentales	-60334
+▁ochrocephala	-60335
+▁oficialmente	-60336
+▁pachakutiypi	-60337
+▁pallidicaule	-60338
+▁papadopoulos	-60339
+▁papaveraceae	-60340
+▁paqarichiyta	-60341
+▁pariwanakuna	-60342
+▁partidumanta	-60343
+▁pasajerokuna	-60344
+▁pawillunsitu	-60345
+▁pensamientos	-60346
+▁perspectivas	-60347
+▁perúsporting	-60348
+▁phukllaykuna	-60349
+▁pilikulanaka	-60350
+▁polygonaceae	-60351
+▁presentadora	-60352
+▁programacion	-60353
+▁pruphisyunal	-60354
+▁pruwinsiyapi	-60355
+▁pruwinsyaman	-60356
+▁puquchinapaq	-60357
+▁qichuychakra	-60358
+▁qillqakunaqa	-60359
+▁qillqaqninmi	-60360
+▁qillqasqansi	-60361
+▁qillqayninpi	-60362
+▁quchapatanpi	-60363
+▁qullqichasqa	-60364
+▁rantikuqkuna	-60365
+▁representada	-60366
+▁resurrección	-60367
+▁revoluciones	-60368
+▁rikuchiykuna	-60369
+▁rimanakuynin	-60370
+▁romanizacion	-60371
+▁runakunakuna	-60372
+▁ruruchiqkuna	-60373
+▁ruwachanapaq	-60374
+▁ruwasqamanta	-60375
+▁ruwaypurakuq	-60376
+▁sabanagrande	-60377
+▁sarayakupiqa	-60378
+▁satisfaction	-60379
+▁satureioides	-60380
+▁sayarichisqa	-60381
+▁sentimientos	-60382
+▁siegesbeckia	-60383
+▁sillwichakim	-60384
+▁simikuruktur	-60385
+▁subtusalbida	-60386
+▁suffruticosa	-60387
+▁sukarnoputri	-60388
+▁sultiruqucha	-60389
+▁superfamilia	-60390
+▁sutincharqan	-60391
+▁sutinchasqam	-60392
+▁takyachisqan	-60393
+▁tarikurqanku	-60394
+▁terminología	-60395
+▁thuñichisqan	-60396
+▁tikraykunata	-60397
+▁timunkamayuq	-60398
+▁transactions	-60399
+▁transparente	-60400
+▁truxillensis	-60401
+▁tuberculosis	-60402
+▁umalliqmanmi	-60403
+▁unquykunatam	-60404
+▁villaurrutia	-60405
+▁wallparirqan	-60406
+▁wallqanqamin	-60407
+▁walltaypipas	-60408
+▁wamanripayuq	-60409
+▁wanuchanapaq	-60410
+▁waqlliyrayku	-60411
+▁waskakunatam	-60412
+▁wañusqamanta	-60413
+▁westflandern	-60414
+▁westmoreland	-60415
+▁wikipidiyapi	-60416
+▁willaykunaqa	-60417
+▁willkapampap	-60418
+▁yachaqanchik	-60419
+▁yachayninwan	-60420
+▁yachaysuntur	-60421
+▁yagouaroundi	-60422
+▁yallinakuypi	-60423
+▁yamwraspampa	-60424
+▁yanapananpaq	-60425
+▁yanapaqninmi	-60426
+▁yawrinkunata	-60427
+▁yemelianenko	-60428
+▁yuhanisburgu	-60429
+allampakunapas	-60430
+aytuchamantaqa	-60431
+nuevomunicipio	-60432
+schoenoplectus	-60433
+▁akatanqakunam	-60434
+▁allinchanapaq	-60435
+▁anadenanthera	-60436
+▁anteriormente	-60437
+▁apaykachaynin	-60438
+▁argentinísima	-60439
+▁atamishqueñas	-60440
+▁aylluskapuraq	-60441
+▁bacilliformis	-60442
+▁battlegrounds	-60443
+▁betrachtungen	-60444
+▁brachyacantha	-60445
+▁breinigerberg	-60446
+▁calamagrostis	-60447
+▁camaldulensis	-60448
+▁catenaeformis	-60449
+▁centroamérica	-60450
+▁chakrakunatam	-60451
+▁charlottetown	-60452
+▁chayamusqanpi	-60453
+▁chinkachirqan	-60454
+▁chiqarimaytam	-60455
+▁chukchakunata	-60456
+▁coatzacoalcos	-60457
+▁competiciones	-60458
+▁composiciones	-60459
+▁computational	-60460
+▁conocimientos	-60461
+▁conversations	-60462
+▁corporationpa	-60463
+▁cucurbitaceae	-60464
+▁erongogebirge	-60465
+▁especializado	-60466
+▁fenomenología	-60467
+▁fundamentales	-60468
+▁generalissimo	-60469
+▁hampikuyninqa	-60470
+▁harawikunatam	-60471
+▁hawarikunawan	-60472
+▁hayñinkunapaq	-60473
+▁hinchipashtaq	-60474
+▁huñunakuykuna	-60475
+▁imayaykunatam	-60476
+▁inlisyakunapi	-60477
+▁instituciónes	-60478
+▁ishigakiensis	-60479
+▁iskaykinraymi	-60480
+▁ispañulkunaqa	-60481
+▁kachichaqkuna	-60482
+▁kallpanakuyuq	-60483
+▁kamachiqninqa	-60484
+▁kamachisqanmi	-60485
+▁kampiunatusão	-60486
+▁kasqankurayku	-60487
+▁kawsaqkunapas	-60488
+▁kawsaqkunatam	-60489
+▁kulictivukuna	-60490
+▁kuyuchinakuna	-60491
+▁layakunamanta	-60492
+▁leaguearsenal	-60493
+▁leaguechelsea	-60494
+▁llaqtahuñuypi	-60495
+▁llaqtawatasan	-60496
+▁llimphisqapas	-60497
+▁makilingensis	-60498
+▁mamallaktapak	-60499
+▁manufacturing	-60500
+▁maqanakuykuna	-60501
+▁mañakuykunata	-60502
+▁middlesbrough	-60503
+▁mikhuqkunapas	-60504
+▁miraykuptinmi	-60505
+▁mirayninmanta	-60506
+▁montalvomanta	-60507
+▁notiochelidon	-60508
+▁pentadactylus	-60509
+▁pinchikillata	-60510
+▁prehispánicas	-60511
+▁probablemente	-60512
+▁protagonizada	-60513
+▁pukllaykunaqa	-60514
+▁pukllaykunata	-60515
+▁qallariymanta	-60516
+▁qillqamunchik	-60517
+▁qillqaprimera	-60518
+▁qurpachanapaq	-60519
+▁recurvirostra	-60520
+▁reproductivos	-60521
+▁rikchakamasqa	-60522
+▁saphinkunawan	-60523
+▁saqrunkunatam	-60524
+▁septentrional	-60525
+▁simikunapipas	-60526
+▁sistimakunapi	-60527
+▁sumaqchanapaq	-60528
+▁suticharqanku	-60529
+▁tradicionales	-60530
+▁transkription	-60531
+▁umalliqchakra	-60532
+▁urqukunapipas	-60533
+▁uywasqakunata	-60534
+▁venezuelatuya	-60535
+▁vladimirovich	-60536
+▁wakichikunata	-60537
+▁wamaqpayaptin	-60538
+▁wankawillkapi	-60539
+▁watakunapitaq	-60540
+▁whatbarcelona	-60541
+▁worldfootball	-60542
+▁yachanankupaq	-60543
+▁yachaqananpaq	-60544
+portalcotahuasi	-60545
+urutakunamantam	-60546
+▁administration	-60547
+▁aequinoctialem	-60548
+▁andahuaylillas	-60549
+▁antañiqiqkunap	-60550
+▁apaykachanapaq	-60551
+▁aranwaykunatas	-60552
+▁awqaqninkunata	-60553
+▁ayllukunamanta	-60554
+▁barcelonaparís	-60555
+▁colaboraciones	-60556
+▁comportamiento	-60557
+▁comunistamanta	-60558
+▁conspicillatum	-60559
+▁constelaciones	-60560
+▁contemporáneas	-60561
+▁correspondance	-60562
+▁especializasqa	-60563
+▁evangelización	-60564
+▁extraterrestre	-60565
+▁fuscohumeralis	-60566
+▁grandifasciata	-60567
+▁hispanoamérica	-60568
+▁hollingsworthi	-60569
+▁huñunakuyninmi	-60570
+▁huñunakuyninpi	-60571
+▁inconquistable	-60572
+▁interamericana	-60573
+▁interamericano	-60574
+▁ispañulkunaman	-60575
+▁kacharisqanpas	-60576
+▁kapuqninkunata	-60577
+▁katiguriyakuna	-60578
+▁kawsaykuqniyuq	-60579
+▁kutinchiqniyuq	-60580
+▁llaqtamantataq	-60581
+▁llaqtawatamama	-60582
+▁llaqtawatawest	-60583
+▁llaqtayuqkunap	-60584
+▁llimphiqankuna	-60585
+▁maqanakurqanku	-60586
+▁millmanmantaqa	-60587
+▁napurunakunaqa	-60588
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diff --git a/models/tokenizer/qu_tokenizer_8k.model b/models/tokenizer/qu_tokenizer_8k.model
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diff --git a/models/tokenizer/qu_tokenizer_8k.vocab b/models/tokenizer/qu_tokenizer_8k.vocab
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