Update spaCy pipeline

.gitattributes

@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+es_COLNER_uncleaned-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+ner/model filter=lfs diff=lfs merge=lfs -text
+transformer/model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,56 @@
+---
+tags:
+- spacy
+- token-classification
+language:
+- es
+model-index:
+- name: es_COLNER_uncleaned
+  results:
+  - task:
+      name: NER
+      type: token-classification
+    metrics:
+    - name: NER Precision
+      type: precision
+      value: 0.960591133
+    - name: NER Recall
+      type: recall
+      value: 0.975
+    - name: NER F Score
+      type: f_score
+      value: 0.9677419355
+---
+| Feature | Description |
+| --- | --- |
+| **Name** | `es_COLNER_uncleaned` |
+| **Version** | `0.0.0` |
+| **spaCy** | `>=3.8.4,<3.9.0` |
+| **Default Pipeline** | `transformer`, `ner` |
+| **Components** | `transformer`, `ner` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | n/a |
+| **License** | n/a |
+| **Author** | [n/a]() |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (1 labels for 1 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`ner`** | `LOC` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `ENTS_F` | 96.77 |
+| `ENTS_P` | 96.06 |
+| `ENTS_R` | 97.50 |
+| `TRANSFORMER_LOSS` | 2051.59 |
+| `NER_LOSS` | 8819.29 |

config.cfg

@@ -0,0 +1,147 @@
+[paths]
+train = "./spacy_data/geoPhrase_extra_train.spacy"
+dev = "./spacy_data/geoPhrase_extra_val_locae.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "es"
+pipeline = ["transformer","ner"]
+batch_size = 128
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+vectors = {"@vectors":"spacy.Vectors.v1"}
+
+[components]
+
+[components.ner]
+factory = "ner"
+incorrect_spans_key = null
+moves = null
+scorer = {"@scorers":"spacy.ner_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.ner.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = false
+nO = null
+
+[components.ner.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.transformer]
+factory = "transformer"
+max_batch_items = 4096
+set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
+
+[components.transformer.model]
+@architectures = "spacy-transformers.TransformerModel.v3"
+name = "dccuchile/bert-base-spanish-wwm-cased"
+mixed_precision = false
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer.model.grad_scaler_config]
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[components.transformer.model.transformer_config]
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+accumulate_gradient = 3
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+patience = 1600
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+annotating_components = []
+before_to_disk = null
+before_update = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+size = 2000
+buffer = 256
+get_length = null
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = false
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 0.00005
+
+[training.score_weights]
+ents_f = 1.0
+ents_p = 0.0
+ents_r = 0.0
+ents_per_type = null
+
+[pretraining]
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

es_COLNER_uncleaned-any-py3-none-any.whl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cb7d400c946464cdcf35310a661f098a7b214428260f00b2b2b2125997997602
+size 408454971

meta.json

@@ -0,0 +1,54 @@
+{
+  "lang":"es",
+  "name":"COLNER_uncleaned",
+  "version":"0.0.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.8.4,<3.9.0",
+  "spacy_git_version":"85cc763",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "transformer":[
+
+    ],
+    "ner":[
+      "LOC"
+    ]
+  },
+  "pipeline":[
+    "transformer",
+    "ner"
+  ],
+  "components":[
+    "transformer",
+    "ner"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "ents_f":0.9677419355,
+    "ents_p":0.960591133,
+    "ents_r":0.975,
+    "ents_per_type":{
+      "LOC":{
+        "p":0.960591133,
+        "r":0.975,
+        "f":0.9677419355
+      }
+    },
+    "transformer_loss":20.5158823526,
+    "ner_loss":88.1929156102
+  },
+  "requirements":[
+    "spacy-transformers>=1.3.5,<1.4.0"
+  ]
+}

ner/cfg

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+{
+  "moves":null,
+  "update_with_oracle_cut_size":100,
+  "multitasks":[
+
+  ],
+  "min_action_freq":1,
+  "learn_tokens":false,
+  "beam_width":1,
+  "beam_density":0.0,
+  "beam_update_prob":0.0,
+  "incorrect_spans_key":null
+}

ner/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:14158e3bfe17e240e79ad82fdc557a35b02c84c326949964b5cd62f448148045
+size 207145

ner/moves

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+��moves�\{"0":{},"1":{"LOC":3546},"2":{"LOC":3546},"3":{"LOC":3546},"4":{"LOC":3546,"":1},"5":{"":1}}�cfg��neg_key�

tokenizer

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+  "Amazon\u00eda",
+  "America",
+  "Amilandia",
+  "Am\u00e9rica",
+  "Am\u00f3yowua",
+  "Ana",
+  "Ancur\u00e1",
+  "Ancusilla",
+  "Andaquies",
+  "Andes",
+  "Angusilla",
+  "Anime",
+  "Ano\u00f3n",
+  "Antenas",
+  "Antojo",
+  "Antonia",
+  "Antonio",
+  "Antonios",
+  "Aranda",
+  "Araracuara",
+  "Ara\u00f1ado",
+  "Arbela",
+  "Arbolito",
+  "Arbolsolo",
+  "Archiduque",
+  "Archipi\u00e9lago",
+  "Arco",
+  "Ardilla",
+  "Aremazain",
+  "Arenal",
+  "Arenales",
+  "Arenitas",
+  "Argelia",
+  "Argelio",
+  "Argentina",
+  "Ariahu",
+  "Aria\u00f1a",
+  "Aritama\u00e1na",
+  "Ariza",
+  "Armenia",
+  "Arracachal",
+  "Arrancacinchas",
+  "Arroyo",
+  "Asilo",
+  "Aspasica",
+  "Ast\u00ed",
+  "Atadero",
+  "Atenas",
+  "Athuas",
+  "Atinaboba",
+  "Atrato",
+  "Atropello",
+  "Auras",
+  "Aurora",
+  "Av",
+  "Av.",
+  "Avda",
+  "Avda.",
+  "Avenida",
+  "Avichucho",
+  "Avicola",
+  "Azogue",
+  "Azucara",
+  "Azufre",
+  "Azul",
+  "Azules",
+  "A\u00f1os",
+  "B",
+  "BARRIZAL",
+  "BOSQUE",
+  "Babaica",
+  "Bacat\u00e1",
+  "Bach\u00e1n",
+  "Bah\u00eda",
+  "Baja",
+  "Bajo",
+  "Bajos",
+  "Balconcitos",
+  "Balsa",
+  "Balsillas",
+  "Banco",
+  "Barandas",
+  "Barandillas",
+  "Baraya",
+  "Barbioscuro",
+  "Barbudo",
+  "Barcina",
+  "Barona",
+  "Barrancabermeja",
+  "Barranco",
+  "Barrancos",
+  "Barranquilla",
+  "Barreno",
+  "Barrerana",
+  "Barreto",
+  "Barrig\u00f3n",
+  "Barrio",
+  "Barro",
+  "Barroso",
+  "Barrulia",
+  "Bar\u00fa",
+  "Bascula",
+  "Bati",
+  "Bavaria",
+  "Bayonero",
+  "Bebar\u00e1",
+  "Beberrecio",
+  "Bed\u00f3n",
+  "Bellavista",
+  "Berl\u00edn",
+  "Berna",
+  "Berro",
+  "Betania",
+  "Bet\u00fan",
+  "Billete",
+  "Blancas",
+  "Blanco",
+  "Boa",
+  "Bobo",
+  "Boca",
+  "Bocana",
+  "Bocaraton",
+  "Bocas",
+  "Bodega",
+  "Bogot\u00e1",
+  "Boh\u00f3rquez",
+  "Bolivar",
+  "Bolivia",
+  "Bolsa",
+  "Bolsita",
+  "Bombeo",
+  "Bombon\u00e1",
+  "Bongo",
+  "Bonita",
+  "Bonito",
+  "Boqueron",
+  "Boquer\u00f3n",
+  "Bore",
+  "Borrachera",
+  "Boruga",
+  "Bosque",
+  "Botua",
+  "Boyac\u00e1",
+  "Brasil",
+  "Bravo",
+  "Brazo",
+  "Brazuelo",
+  "Brazuelos",
+  "Bremia",
+  "Brice\u00f1o",
+  "Brigada",
+  "Brisas",
+  "Bruja",
+  "Buchad\u00f3",
+  "Buena",
+  "Buenaventura",
+  "Buenavista",
+  "Buenos",
+  "Buey",
+  "Buga",
+  "Burra",
+  "Burro",
+  "Bururo",
+  "Butito",
+  "B\u00e1rbara",
+  "C",
+  "C++",
+  "C.",
+  "CARRERA",
+  "CBF",
+  "CERRO",
+  "CHA",
+  "CHARCO",
+  "CIO",
+  "CI\u00c9NAGA",
+  "CORDILLERA",
+  "Caballero",
+  "Caballo",
+  "Cabecera",
+  "Cabra",
+  "Cabrera",
+  "Cachal\u00fa",
+  "Cachipayal",
+  "Cachivera",
+  "Cachuchamaana",
+  "Caciquial",
+  "Cadilla",
+  "Cafetal",
+  "Cajambre",
+  "Cajitas",
+  "Caj\u00f3n",
+  "Calabacito",
+  "Calaluna",
+  "Caldera",
+  "Cali",
+  "Caliente",
+  "Calima",
+  "Calle",
+  "Caloto",
+  "Cal\u00edchales",
+  "Camasas",
+  "Cambao",
+  "Camino",
+  "Campamento",
+  "Campana",
+  "Campo",
+  "Camuestes",
+  "Camut\u00ed",
+  "Cam\u00e1chucua",
+  "Can",
+  "Cana",
+  "Canalete",
+  "Canchido",
+  "Candor",
+  "Canelos",
+  "Canev\u00e1",
+  "Cangilones",
+  "Cansa",
+  "Canta",
+  "Cantarrana",
+  "Cantina",
+  "Cantiyetta",
+  "Capadero",
+  "Capellania",
+  "Caperna\u00fan",
+  "Capilla",
+  "Capirro",
+  "Capote",
+  "Cara",
+  "Caracol",
+  "Caracolies",
+  "Caraisco",
+  "Carare",
+  "Caraucha",
+  "Carbonal",
+  "Caribe",
+  "Carichana",
+  "Carimagua",
+  "Caritama",
+  "Carizal",
+  "Carlos",
+  "Carlota",
+  "Carolina",
+  "Carra",
+  "Carre\u00f1o",
+  "Cartagena",
+  "Casa",
+  "Casabuy",
+  "Casas",
+  "Cascada",
+  "Caserio",
+  "Caser\u00edo",
+  "Casitas",
+  "Castam\u00e1s",
+  "Castillo",
+  "Cataima",
+  "Catalina",
+  "Catoto",
+  "Cat\u00e1rnica",
+  "Cat\u00edn",
+  "Cauca",
+  "Cauchos",
+  "Cauracira",
+  "Caurina",
+  "Causola",
+  "Cazadero",
+  "Ca\u00f1a",
+  "Ca\u00f1ada",
+  "Ca\u00f1o",
+  "Cedral",
+  "Cedrito",
+  "Ceiba",
+  "Ceibalito",
+  "Ceibas",
+  "Cementerio",
+  "Cenegueta",
+  "Centa",
+  "Centenario",
+  "Centro",
+  "Cerezos",
+  "Cerraz\u00f3n",
+  "Cerrej\u00f3n",
+  "Cerrito",
+  "Cerro",
+  "Chacara",
+  "Chaguala",
+  "Chaguan\u00ec",
+  "Chalguayaco",
+  "Chameza",
+  "Chanchullo",
+  "Chantillal",
+  "Chapet\u00f3n",
+  "Charanga",
+  "Charco",
+  "Charruscado",
+  "Charry",
+  "Chaviripa",
+  "Chia",
+  "Chidima",
+  "Chiguat\u00e1",
+  "Chilco",
+  "Chimbacito",
+  "Chimbique",
+  "Chimborazo",
+  "Chimenecas",
+  "China",
+  "Chinch\u00f3n",
+  "Chinday",
+  "Chiniata",
+  "Chipaque",
+  "Chipauta",
+  "Chipay\u00e1",
+  "Chiquero",
+  "Chiquicera",
+  "Chiquita",
+  "Chiriguayes",
+  "Chiscanita",
+  "Chispas",
+  "Chitales",
+  "Chivato",
+  "Choapalito",
+  "Chocho",
+  "Choc\u00f3",
+  "Chonta",
+  "Chorro",
+  "Chorrolindo",
+  "Chor\u00ed",
+  "Chunchosa",
+  "Chupa",
+  "Chupadero",
+  "Chupundun",
+  "Chuscal",
+  "Chuspas",
+  "Chusque",
+  "Ch\u00edcora",
+  "Cigelandia",
+  "Cimiento",
+  "Cinaruco",
+  "Cinchas",
+  "Cincho",
+  "Cintura",
+  "Cior\u00e1",
+  "Cipr\u00e9s",
+  "Circasia",
+  "Ciudad",
+  "Ci\u00e9naga",
+  "Clara",
+  "Clarin",
+  "Claro",
+  "Clar\u00edn",
+  "Claudia",
+  "Clavo",
+  "Clementina",
+  "Cobertizo",
+  "Cobos",
+  "Cobre",
+  "Cochia",
+  "Cocito",
+  "Coco",
+  "Cocomana",
+  "Coconuco",
+  "Cocorn\u00e1",
+  "Cocos",
+  "Cocuelo",
+  "Cocuyos",
+  "Codemaco",
+  "Codesan",
+  "Cofrad\u00eda",
+  "Cola",
+  "Colegio",
+  "Colina",
+  "Colombia",
+  "Colorada",
+  "Colvepal",
+  "Comena",
+  "Comisario",
+  "Comi\u00e1",
+  "Comunitario",
+  "Concepcion",
+  "Confianza",
+  "Conjuradero",
+  "Consejo",
+  "Consulta",
+  "Contadero",
+  "Convenio",
+  "Convivencias",
+  "Copey",
+  "Corales",
+  "Coraz\u00f3n",
+  "Corcovado",
+  "Cordillera",
+  "Cored\u00f3",
+  "Coronjunto",
+  "Corozal",
+  "Corozalito",
+  "Corredor",
+  "Corregimiento",
+  "Corriente",
+  "Cortijo",
+  "Covaplata",
+  "Cove",
+  "Criollo",
+  "Crisantero",
+  "Cristales",
+  "Cristo",
+  "Cristobon",
+  "Crucecitas",
+  "Crudos",
+  "Cruz",
+  "Cruzado",
+  "Cuaical",
+  "Cuarto",
+  "Cubarros",
+  "Cuchilla",
+  "Cuchillas",
+  "Cuchillitas",
+  "Cuello",
+  "Cuesta",
+  "Cuestiones",
+  "Cuetandiyo",
+  "Cuevas",
+  "Cugucho",
+  "Cujacas",
+  "Culebra",
+  "Cumacana",
+  "Cuman\u00e0",
+  "Cumbre",
+  "Curi",
+  "Curramba",
+  "Curval",
+  "Cutima\u00f1a",
+  "Cuzumbe",
+  "C\u00eda",
+  "C\u00eda.",
+  "D",
+  "DAL",
+  "DESPE\u00d1ADERO",
+  "Dalia",
+  "Damian",
+  "Danta",
+  "Dasas",
+  "De",
+  "Defensa",
+  "Del",
+  "Delfina",
+  "Delfines",
+  "Delgaditas",
+  "Deli",
+  "Delicias",
+  "Departamento",
+  "Dep\u00f3sito",
+  "Desaucio",
+  "Descanso",
+  "Desecho",
+  "Deseos",
+  "Desespero",
+  "Desierto",
+  "Desquite",
+  "Desv\u00edo",
+  "Diamante",
+  "Dimas",
+  "Dinde",
+  "Dios",
+  "Diva",
+  "Divisa",
+  "Docente",
+  "Dojurgo",
+  "Dollares",
+  "Dolores",
+  "Dominga",
+  "Domingo",
+  "Domingod\u00f3",
+  "Domingote",
+  "Dominical",
+  "Don",
+  "Doncella",
+  "Donsiquira",
+  "Dopo",
+  "Dorado",
+  "Dos",
+  "Dosquebradas",
+  "Do\u00f1a",
+  "Dr",
+  "Dr.",
+  "Dra",
+  "Dra.",
+  "Durazno",
+  "E",
+  "EE",
+  "EE. UU.",
+  "EE.UU",
+  "EE.UU.",
+  "EL",
+  "ENA",
+  "ERA",
+  "ERO",
+  "ESSO",
+  "Economia",
+  "Ecopetrol",
+  "Ecuador",
+  "Educativa",
+  "Educativo",
+  "Ee",
+  "Ee. Uu.",
+  "Ee.Uu.",
+  "El",
+  "Elisa",
+  "Ella",
+  "Elvia",
+  "Embalse",
+  "Ember\u00e1",
+  "En",
+  "Encanto",
+  "Encontr\u00e9",
+  "Encuentros",
+  "Enga\u00f1e",
+  "Engrane",
+  "Entre",
+  "Era",
+  "Eresma",
+  "Escorial",
+  "Escuela",
+  "Escuilla",
+  "Esmeralda",
+  "Esmirla",
+  "Espartillal",
+  "Espa\u00f1a",
+  "Espejo",
+  "Esperanza",
+  "Espinosa",
+  "Establecimiento",
+  "Estaci\u00f3n",
+  "Estados",
+  "Estancia",
+  "Esteban",
+  "Estella",
+  "Estero",
+  "Etnia",
+  "Etn\u00eda",
+  "Etpana",
+  "Eugenia",
+  "F",
+  "F.",
+  "Faras",
+  "Fatima",
+  "Felipe",
+  "Fernambuco",
+  "Fijereto",
+  "Filo",
+  "Finca",
+  "Firme",
+  "Flor",
+  "Flora",
+  "Florencia",
+  "Flores",
+  "Florida",
+  "Fonda",
+  "Fondeadero",
+  "Fontib\u00f3n",
+  "Fortulero",
+  "Franciscanas",
+  "Francisco",
+  "Fresca",
+  "Fresno",
+  "Frias",
+  "Fritanga",
+  "Frontera",
+  "G",
+  "GAC",
+  "GAL",
+  "Gabinero",
+  "Gag\u00fci",
+  "Gaira",
+  "Galan",
+  "Galeano",
+  "Galeras",
+  "Galicar",
+  "Galicia",
+  "Gallinazo",
+  "Gamba",
+  "Garit\u00f3n",
+  "Garlito",
+  "Garza",
+  "Gaseosa",
+  "Gato",
+  "Gavilanes",
+  "Gaviotas",
+  "Gav\u00edale",
+  "General",
+  "Gernica",
+  "Giraldo",
+  "Gir\u00f3n",
+  "Gitano",
+  "Gloria",
+  "Glorias",
+  "Gob",
+  "Gob.",
+  "Gobernaci\u00f3n",
+  "Gorda",
+  "Gracias",
+  "Graciela",
+  "Gral",
+  "Gral.",
+  "Granadillo",
+  "Grande",
+  "Grandes",
+  "Granizal",
+  "Granja",
+  "Green",
+  "Gregoria",
+  "Gruesa",
+  "Guaca",
+  "Guacamayal",
+  "Guacamayas",
+  "Guacamayo",
+  "Guache",
+  "Guachirales",
+  "Guacirco",
+  "Guacocia",
+  "Guadalejo",
+  "Guadalupe",
+  "Guadual",
+  "Guadualejo",
+  "Guadualito",
+  "Guaic\u00e1ramo",
+  "Guaimalito",
+  "Guaimarera",
+  "Guaimarito",
+  "Guajira",
+  "Guali",
+  "Guamales",
+  "Guamito",
+  "Guamo",
+  "Guanabano",
+  "Guanayas",
+  "Guangata",
+  "Guanguita",
+  "Guaniales",
+  "Guapi",
+  "Guaracunda",
+  "Guarac\u00fa",
+  "Guare",
+  "Guasimito",
+  "Guates",
+  "Guavanita",
+  "Guavito",
+  "Guayabales",
+  "Guayabo",
+  "Guayac\u00e1n",
+  "Guazoque",
+  "Gunadangoy",
+  "Gurre",
+  "Gushain",
+  "Gu\u00ednea",
+  "G\u00f3lgota",
+  "G\u00fcajira",
+  "G\u00fcicondal",
+  "H",
+  "HONDONADA",
+  "Hacienda",
+  "Hallazgo",
+  "Hata",
+  "Hatillo",
+  "Hato",
+  "Hda",
+  "Helena",
+  "Hermanas",
+  "Hermanos",
+  "Herreras",
+  "Hierbabuena",
+  "Higuera",
+  "Higuerones",
+  "Hiju\u00e1",
+  "Hilariones",
+  "Hns",
+  "Hogar",
+  "Honda",
+  "Hondo",
+  "Hondonada",
+  "Hondonadas",
+  "Horiente",
+  "Hormiguero",
+  "Hotel",
+  "Hoyitos",
+  "Hoyo",
+  "Huapashi",
+  "Huarirajau",
+  "Huitpa",
+  "Humasi",
+  "Huretsimana",
+  "Hurtado",
+  "I",
+  "I've",
+  "IAL",
+  "ICBF",
+  "IDA",
+  "IGAC",
+  "Iaua",
+  "Ibacapi",
+  "Iboruanari",
+  "Icarco",
+  "Iglesia",
+  "Iguabitas",
+  "Iju\u00e1",
+  "Ilarcocito",
+  "Indias",
+  "Indio",
+  "Ind\u00edgena",
+  "Ing",
+  "Ing.",
+  "Ingenio",
+  "Inguensas",
+  "Inmaculada",
+  "Inquisici\u00f3n",
+  "Inspecci\u00f3n",
+  "Instituci\u00f3n",
+  "Instituto",
+  "In\u00e9s",
+  "Ipashirain",
+  "Irlanda",
+  "Ir\u00faain",
+  "Isla",
+  "Islas",
+  "Itag\u00fci",
+  "Italia",
+  "J",
+  "J.C.",
+  "Jag\u00fcey",
+  "Jamund\u00ed",
+  "Jan\u00fa",
+  "Japusira",
+  "Jazm\u00edn",
+  "Jejenes",
+  "Jes\u00e3\u0161s",
+  "Jes\u00fas",
+  "Jheysell",
+  "Jijitaliwou",
+  "Joaqu\u00edn",
+  "Jobo",
+  "Jonjoncito",
+  "Jonjorrero",
+  "Jornada",
+  "Jose",
+  "Josefita",
+  "Jos\u00e9",
+  "Juacos",
+  "Juan",
+  "Juana",
+  "Judio",
+  "Juliana",
+  "Julio",
+  "Juli\u00e1n",
+  "Junashiru",
+  "Juraria",
+  "Juriaca",
+  "Juvenil",
+  "K",
+  "K.",
+  "Kamushiuoh",
+  "Kamus\u00fcchiwou",
+  "Karinamana",
+  "Katio",
+  "Kauchurumana",
+  "Kemerran",
+  "Kenedy",
+  "Kevirimahana",
+  "Kowchorchon",
+  "Kur\u00farasmahana",
+  "L",
+  "LLANURA",
+  "LLORA\u00cdTO",
+  "LVA",
+  "La",
+  "LaEscuela",
+  "LaFinca",
+  "Ladrillera",
+  "Lady",
+  "Laguna",
+  "LagunaRica",
+  "Lagunas",
+  "Laja",
+  "Lamos",
+  "Largo",
+  "Las",
+  "Laurel",
+  "Laurelal",
+  "Lechera",
+  "Lechuza",
+  "Leona",
+  "Leyva",
+  "Libertador",
+  "Libra",
+  "Libre",
+  "Lic",
+  "Lic.",
+  "Lila",
+  "Lima",
+  "Limaton",
+  "Lim\u00f3n",
+  "Linda",
+  "Lituania",
+  "Llanadas",
+  "Llano",
+  "Lobana",
+  "Loberia",
+  "Localidad",
+  "Loceria",
+  "Loma",
+  "Lomas",
+  "Lomitas",
+  "Loreni",
+  "Los",
+  "LosMangos",
+  "Lucaicas",
+  "Lucas",
+  "Lucela",
+  "Lucia",
+  "Luciano",
+  "Luciga",
+  "Luis",
+  "Luna",
+  "Lunas",
+  "L\u00ednea",
+  "M",
+  "MANANTIAL",
+  "MONTE",
+  "Macanal",
+  "Macuira",
+  "Madera",
+  "Madrid",
+  "Maestro",
+  "Magdalena",
+  "Magdalenas",
+  "Mahuripa",
+  "Maician",
+  "Maiz",
+  "Majagual",
+  "Maj\u00f3n",
+  "Mal",
+  "Malabar",
+  "Malagana",
+  "Malanamana",
+  "Maleno",
+  "Malpaso",
+  "Mama",
+  "Manantial",
+  "Manat\u00ed",
+  "Manchuria",
+  "Manchurria",
+  "Mandela",
+  "Mane",
+  "Manglares",
+  "Mania",
+  "Manote",
+  "Manquezale",
+  "Mantequera",
+  "Manuel",
+  "Manzanare",
+  "Man\u00e1",
+  "Man\u00ed",
+  "Maparapita",
+  "Mar",
+  "Mararabe",
+  "Marcela",
+  "Marchena",
+  "Marciana",
+  "Marengo",
+  "Margartita",
+  "Maria",
+  "Mariano",
+  "Marinas",
+  "Mariquita",
+  "Marquezas",
+  "Marta",
+  "Martha",
+  "Martires",
+  "Mart\u00edn",
+  "Mar\u00eda",
+  "Masato",
+  "Masaya",
+  "Maseen",
+  "Mata",
+  "Matapalo",
+  "Mateo",
+  "Matepalo",
+  "Mat\u00edas",
+  "Me",
+  "Meano",
+  "Mechunari",
+  "Media",
+  "Medio",
+  "Meneses",
+  "Mensajera",
+  "Merced",
+  "Mercedes",
+  "Mestizo",
+  "Mi",
+  "Micaelita",
+  "Mico",
+  "Micos",
+  "Miel",
+  "Mil",
+  "Milagro",
+  "Milan",
+  "Millo",
+  "Mil\u00e1n",
+  "Mina",
+  "Minas",
+  "Mindigua",
+  "Minerva",
+  "Minisiare",
+  "Mira",
+  "Mirador",
+  "Miraflor",
+  "Miraflores",
+  "Miraflorez",
+  "Mixta",
+  "Mogambo",
+  "Molino",
+  "Molinos",
+  "Molonshira",
+  "Momil",
+  "Monclart",
+  "Mondongo",
+  "Mong\u00f3n",
+  "Monjayaco",
+  "Mono",
+  "Monte",
+  "Montecarlos",
+  "Montegrande",
+  "Montero",
+  "Montes",
+  "Montesor",
+  "Moranalto",
+  "Moras",
+  "Morichal",
+  "Morrison",
+  "Morro",
+  "Morrochusco",
+  "Morros",
+  "Morr\u00f3n",
+  "Mosquitera",
+  "Motilonia",
+  "Muelle",
+  "Mulatica",
+  "Mulatos",
+  "Municipal",
+  "Murciana",
+  "Murci\u00e9lago",
+  "Murind\u00f3",
+  "Muri\u00f1a",
+  "Musanda",
+  "Musinguita",
+  "Mutis",
+  "Mutisia",
+  "Mutuluy",
+  "Mu\u00f1a",
+  "Mu\u00f1oz",
+  "M\u00e1ruaki",
+  "N",
+  "NTE",
+  "Naboba",
+  "Nabug\u00e1",
+  "Nacumalito",
+  "Nape",
+  "Napoles",
+  "Naranjal",
+  "Naranjita",
+  "Nariz",
+  "Nari\u00f1o",
+  "Nativo",
+  "Natural",
+  "Na\u00edn",
+  "Neblinas",
+  "Negra",
+  "Negras",
+  "Negro",
+  "Neiva",
+  "Nelson",
+  "Nevada",
+  "Nevera",
+  "Nicasio",
+  "Ni\u00f1a",
+  "Ni\u00f1o",
+  "No",
+  "Noche",
+  "Normal",
+  "Normandia",
+  "Note",
+  "Noviciado",
+  "Novita",
+  "Nuestra",
+  "Nueva",
+  "Nuevo",
+  "N\u00ba",
+  "N\u00cdA",
+  "N\u00famero",
+  "O",
+  "O.O",
+  "O.o",
+  "OYO",
+  "O_O",
+  "O_o",
+  "Ocalipto",
+  "Occidental",
+  "Octavia",
+  "Oc\u00e1",
+  "Oficina",
+  "Ogont\u00e1",
+  "Ojo",
+  "Oleoducto",
+  "Oliva",
+  "Olivo",
+  "Opogodocito",
+  "Op\u00f3n",
+  "Oratorio",
+  "Organales",
+  "Organos",
+  "Oriente",
+  "Orinoqu\u00eda",
+  "Oro",
+  "Orompiramana",
+  "Ororo",
+  "Orrorima",
+  "Osa",
+  "Oscura",
+  "Oscuro",
+  "Osos",
+  "Ospina",
+  "Ot\u00fan",
+  "P",
+  "P.",
+  "P.D.",
+  "PEDREGAL",
+  "PE\u00d1ASCO",
+  "PRECIPICIO",
+  "Paasira",
+  "Pablo",
+  "Pachacas",
+  "Pac\u00edfica",
+  "Pac\u00edfico",
+  "Paila",
+  "Pajajoy",
+  "Palacio",
+  "Palambacito",
+  "Palancas",
+  "Palastou",
+  "Palay",
+  "Palenquillo",
+  "Paleras",
+  "Palet\u00f3n",
+  "Palito",
+  "Pall\u00f3n",
+  "Palma",
+  "Palmas",
+  "Palmero",
+  "Palmirita",
+  "Palmitos",
+  "Palo",
+  "Paloma",
+  "Palomas",
+  "Palomeque",
+  "Palones",
+  "Palos",
+  "Paloseco",
+  "Pamba",
+  "Pamp\u00f3n",
+  "Pan",
+  "Pancitara",
+  "Pandi",
+  "Pandora",
+  "Pantanos",
+  "Papayalta",
+  "Papayo",
+  "Papurco",
+  "Parado",
+  "Parash",
+  "Parcela",
+  "Parcelaci\u00f3n",
+  "Paridero",
+  "Parque",
+  "Parroquial",
+  "Paso",
+  "Pas\u00e1jerruhu",
+  "Pata",
+  "Patagonia",
+  "Patera",
+  "Patomocho",
+  "Patos",
+  "Pat\u00eda",
+  "Pavas",
+  "Pavero",
+  "Payoco",
+  "Paz",
+  "Pecadora",
+  "Pecho",
+  "Pecosa",
+  "Pedregal",
+  "Pedro",
+  "Peligro",
+  "Pelota",
+  "Peluzo",
+  "Penadora",
+  "Pep\u00e9",
+  "Perecera",
+  "Periconegro",
+  "Periquillo",
+  "Perro",
+  "Perros",
+  "Pescado",
+  "Pesos",
+  "Petaquitas",
+  "Petrolero",
+  "Pe\u00f1a",
+  "Pe\u00f1alisa",
+  "Pe\u00f1asco",
+  "Pe\u00f1on",
+  "Piamonte",
+  "Picarra",
+  "Piche",
+  "Piedra",
+  "Piedralipe",
+  "Piedras",
+  "Piel",
+  "Piji\u00f1al",
+  "Pilandia",
+  "Pina",
+  "Pinales",
+  "Pinillos",
+  "Pintado",
+  "Pioj\u00f3",
+  "Pirariame",
+  "Pirineos",
+  "Pisabonito",
+  "Pisare",
+  "Piscos",
+  "Pitas",
+  "Pitiguao",
+  "Pi\u00f1a",
+  "Pi\u00f1al",
+  "Pi\u00f1as",
+  "Pi\u00f1uela",
+  "Placer",
+  "Plata",
+  "Platanal",
+  "Platanillo",
+  "Platas",
+  "Playa",
+  "Playas",
+  "Playita",
+  "Play\u00f3n",
+  "Plaza",
+  "Pobre",
+  "Pocetas",
+  "Podrido",
+  "Polic\u00eda",
+  "Polo",
+  "Pomar",
+  "Pompeya",
+  "Ponches",
+  "Popal",
+  "Porat\u00fa",
+  "Porcelana",
+  "Porfin",
+  "Portachuelo",
+  "Portugal",
+  "Por\u00f3yko",
+  "Potreros",
+  "Poza",
+  "Pozo",
+  "Preciosa",
+  "Prieto",
+  "Primario",
+  "Primavera",
+  "Prof",
+  "Prof.",
+  "Profa",
+  "Profa.",
+  "Profrutales",
+  "Profundidad",
+  "Progreso",
+  "Prova",
+  "Providencia",
+  "Pto",
+  "Pueblecitos",
+  "Pueblo",
+  "Puente",
+  "Puerta",
+  "Puerto",
+  "Puesto",
+  "Punta",
+  "Punticos",
+  "Punto",
+  "Pupa\u00f1a",
+  "Purac\u00e9",
+  "Puya",
+  "P\u00e1ramo",
+  "Q",
+  "Q.",
+  "Q.E.P.D.",
+  "QUE",
+  "Quebrada",
+  "Quebradas",
+  "Quebrad\u00f3n",
+  "Quemerona",
+  "Querella",
+  "Quichaya",
+  "Quiebra",
+  "Quiebrita",
+  "Quien",
+  "Quinche",
+  "Quind\u00edo",
+  "R",
+  "RCO",
+  "ROOT",
+  "RRO",
+  "Rabar\u00eda",
+  "Radio",
+  "Rafael",
+  "Rajada",
+  "Ramos",
+  "Ram\u00edrez",
+  "Rancher\u00eda",
+  "Rancho",
+  "Rano",
+  "Raudal",
+  "Raya",
+  "Rayo",
+  "Recio",
+  "Recodo",
+  "Recristo",
+  "Redonda",
+  "Redondo",
+  "Refugio",
+  "Regeneraci\u00f3n",
+  "Regimiento",
+  "Regi\u00f3n",
+  "Reina",
+  "Remo",
+  "Renacimiento",
+  "Renacuajal",
+  "Republicano",
+  "Rep\u00fablica",
+  "Resguardo",
+  "Restaurant",
+  "Restaurante",
+  "Restrepo",
+  "Retiro",
+  "Revent\u00f3n",
+  "Revienta",
+  "Ricardo",
+  "Rico",
+  "Rinc\u00f3n",
+  "Riohacha",
+  "Rios",
+  "Rita",
+  "Rivera",
+  "Robert",
+  "Roblar",
+  "Rocio",
+  "Rodean",
+  "Rodeo",
+  "Roldanillo",
+  "Rolot\u00e1",
+  "Romeral",
+  "Ronco",
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+  "Rosario",
+  "Rosero",
+  "Ruchical",
+  "Rural",
+  "Rusia",
+  "R\u00edo",
+  "R\u00edoarriba",
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+  "S.A.",
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+  "SERRAN\u00cdA",
+  "SSO",
+  "Sabaletas",
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+  "Sabanalarga",
+  "Sabanas",
+  "Sagrado",
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+  "Salabog\u00e1",
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+  "Salto",
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+  "Samurindo",
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+  "Sanjose",
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+  "Santana",
+  "Santander",
+  "Santiago",
+  "Santos",
+  "Santuario",
+  "Sanupia",
+  "Sarita",
+  "Sartaneja",
+  "Satoc\u00e1",
+  "Saura",
+  "Saurca",
+  "Savannah",
+  "Seco",
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+  "Selva",
+  "Semisa",
+  "Sequ\u00ed",
+  "Serna",
+  "Serran\u00eda",
+  "Servicio",
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+  "Sevilla",
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+  "Shemerru",
+  "Shilira",
+  "Siamana",
+  "Sian\u00ed",
+  "Sichuhul\u00eda",
+  "Sierra",
+  "Silencio",
+  "Silvania",
+  "Sima\u00f1a",
+  "Simicama",
+  "Sim\u00f3n",
+  "Sinagoga",
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+  "Sincelejo",
+  "Sin\u00fa",
+  "Sip\u00ed",
+  "Sirenas",
+  "Sireno",
+  "Sitoba",
+  "Skichicala",
+  "Socorrero",
+  "Sola",
+  "Solana",
+  "Solano",
+  "Soledad",
+  "Solita",
+  "Sombrero",
+  "Soplo",
+  "Spanish",
+  "Sr",
+  "Sr.",
+  "Sra",
+  "Sra.",
+  "Srta",
+  "Srta.",
+  "Stalingrado",
+  "Sultana",
+  "Sumera",
+  "Supaiposa",
+  "Sur",
+  "Suruco",
+  "S\u00edguela",
+  "T",
+  "TREMEDAL",
+  "TROCHA",
+  "Tabacal",
+  "Tabacalera",
+  "Tablacita",
+  "Tablas",
+  "Tagual",
+  "Tala",
+  "Tama",
+  "Tamajoy",
+  "Tamalacu\u00e9",
+  "Tambores",
+  "Taparalito",
+  "Tapias",
+  "Tarabar\u00e1",
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+  "Tarra",
+  "Tasutar\u00e1n",
+  "Tatacoa",
+  "Tatam\u00e1",
+  "Taylor",
+  "Tayrona",
+  "Tebaida",
+  "Techotiba",
+  "Teeshirrubu",
+  "Tejo",
+  "Telecom",
+  "Tembaquiran",
+  "Temblona",
+  "Tembl\u00f3n",
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+  "Teoromina",
+  "Tequendama",
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+  "Ter\u00e1n",
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+  "Tobur\u00e1",
+  "Tocoragua",
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+  "Tremendal",
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+  "alapali",
+  "alas",
+  "alberga",
+  "albergaba",
+  "albergan",
+  "alberto",
+  "alcanzaba",
+  "alcanzar",
+  "aldea",
+  "ale",
+  "alegra",
+  "alegre",
+  "alegria",
+  "alegr\u00eda",
+  "alegr\u00edas",
+  "alex",
+  "ali",
+  "alicia",
+  "alimenta",
+  "alimentaba",
+  "aljibe",
+  "aljibito",
+  "all\u00ed",
+  "alma",
+  "almas",
+  "almorzadero",
+  "alo",
+  "alquitralia",
+  "alrededor",
+  "alta",
+  "altillo",
+  "alto",
+  "altos",
+  "alturas",
+  "alza",
+  "alzaba",
+  "alzaban",
+  "alzan",
+  "al\u00fa",
+  "am",
+  "ama",
+  "amable",
+  "amagamiento",
+  "amalia",
+  "amanecer",
+  "amaneciendo",
+  "amantes",
+  "amapola",
+  "amarilla",
+  "amarillo",
+  "amazonas",
+  "amazonia",
+  "amazon\u00eda",
+  "amaz\u00f3nica",
+  "ambiente",
+  "ame",
+  "america",
+  "amigos",
+  "amilandia",
+  "amistosa",
+  "amo",
+  "amor",
+  "amorosos",
+  "am\u00e1",
+  "am\u00e9rica",
+  "am\u00f3yowua",
+  "ana",
+  "ancestral",
+  "anciano",
+  "ancur\u00e1",
+  "ancusilla",
+  "and",
+  "andaluza",
+  "andaquies",
+  "andes",
+  "andina",
+  "ando",
+  "andr\u00e9s",
+  "ane",
+  "anegadizo",
+  "angusilla",
+  "anhelan",
+  "anida",
+  "anidan",
+  "animada",
+  "animado",
+  "animal",
+  "animales",
+  "anime",
+  "aniversario",
+  "aniversarios",
+  "ano",
+  "anochece",
+  "anochecen",
+  "anochecer",
+  "anochecido",
+  "anochec\u00eda",
+  "another",
+  "ano\u00f3n",
+  "ant",
+  "ante",
+  "antenas",
+  "antes",
+  "antiguo",
+  "antiguos",
+  "antojo",
+  "antonia",
+  "antonio",
+  "antonios",
+  "anual",
+  "anualmente",
+  "anuncia",
+  "an\u00e0",
+  "an\u00e1",
+  "an\u00ec",
+  "an\u00ed",
+  "an\u00fa",
+  "aos",
+  "apasionadas",
+  "apasionado",
+  "apasionados",
+  "apasionante",
+  "apdo",
+  "apdo.",
+  "ape",
+  "apenas",
+  "api",
+  "apo",
+  "apoyar",
+  "apreciado",
+  "apreciar",
+  "aprendizaje",
+  "aprox",
+  "aprox.",
+  "aquellos",
+  "ara",
+  "aranda",
+  "araracuara",
+  "ara\u00f1a",
+  "ara\u00f1ado",
+  "arbela",
+  "arboleda",
+  "arboledales",
+  "arboler\u00eda",
+  "arboles",
+  "arbolito",
+  "arbolitos",
+  "arbolsolo",
+  "arbustos",
+  "archiduque",
+  "archipi\u00e9lago",
+  "arco",
+  "arco\u00edris",
+  "ardilla",
+  "are",
+  "aremazain",
+  "arena",
+  "arenal",
+  "arenales",
+  "arenitas",
+  "arenosa",
+  "argelia",
+  "argelio",
+  "argentina",
+  "ari",
+  "ariahu",
+  "aria\u00f1a",
+  "aritama\u00e1na",
+  "ariza",
+  "armenia",
+  "armon\u00eda",
+  "aro",
+  "aroma",
+  "aromas",
+  "arom\u00e1ticas",
+  "arqueol\u00f3gicas",
+  "arqueol\u00f3gico",
+  "arqueol\u00f3gicos",
+  "arquitectura",
+  "arracachal",
+  "arrancacinchas",
+  "arriesgan",
+  "arroyo",
+  "arroyos",
+  "art",
+  "arte",
+  "artesanal",
+  "artesanales",
+  "artesanos",
+  "artesan\u00edas",
+  "artificiales",
+  "artista",
+  "artistas",
+  "art\u00edstica",
+  "ar\u00e1",
+  "ar\u00fa",
+  "as",
+  "asa",
+  "ascender",
+  "ascendi\u00f3",
+  "ascend\u00eda",
+  "ascenso",
+  "ase",
+  "asemeja",
+  "ash",
+  "asi",
+  "asilo",
+  "aso",
+  "asoma",
+  "aspasica",
+  "ast\u00ed",
+  "as\u00e9",
+  "ata",
+  "atadero",
+  "atardecer",
+  "atascadal",
+  "atascal",
+  "atascoso",
+  "ate",
+  "atenas",
+  "aterrador",
+  "aterriza",
+  "athuas",
+  "ati",
+  "atinaboba",
+  "atmosfera",
+  "atm\u00f3sfera",
+  "ato",
+  "atolladal",
+  "atolladero",
+  "atolloso",
+  "atractiva",
+  "atractivo",
+  "atractivos",
+  "atrae",
+  "atrato",
+  "atravesa",
+  "atravesaba",
+  "atravesada",
+  "atravesando",
+  "atravesar",
+  "atraviesa",
+  "atra\u00eda",
+  "atra\u00edda",
+  "atropello",
+  "atr\u00e1s",
+  "at\u00e1",
+  "at\u00ed",
+  "at\u00fa",
+  "aua",
+  "aulas",
+  "auras",
+  "aurora",
+  "austral",
+  "aut\u00e9ntico",
+  "aut\u00f3ctona",
+  "aut\u00f3ctonas",
+  "av",
+  "av.",
+  "avda",
+  "avda.",
+  "ave",
+  "avenida",
+  "aventura",
+  "aventuraban",
+  "aventuras",
+  "aventurera",
+  "aventureros",
+  "aves",
+  "avichucho",
+  "avicola",
+  "avo",
+  "aya",
+  "ayo",
+  "ayudar",
+  "ay\u00e1",
+  "ay\u00f3",
+  "aza",
+  "azo",
+  "azogue",
+  "azucara",
+  "azufre",
+  "azul",
+  "azules",
+  "a\u00eda",
+  "a\u00edn",
+  "a\u00eds",
+  "a\u00f1a",
+  "a\u00f1e",
+  "a\u00f1o",
+  "a\u00f1os",
+  "a\u00fan",
+  "b",
+  "b.",
+  "babaica",
+  "bacat\u00e1",
+  "bache",
+  "bach\u00e1n",
+  "bah\u00eda",
+  "bailar",
+  "baja",
+  "bajada",
+  "bajo",
+  "bajos",
+  "baj\u00edo",
+  "bal",
+  "balanceaban",
+  "balanceadas",
+  "balastrera",
+  "balastro",
+  "balastroso",
+  "balconcitos",
+  "balc\u00f3n",
+  "baldible",
+  "baldido",
+  "balsa",
+  "balsillas",
+  "bambuquera",
+  "ban",
+  "banco",
+  "bandada",
+  "bandal",
+  "banqueta",
+  "bao",
+  "bar",
+  "barandas",
+  "barandillas",
+  "baraya",
+  "barbioscuro",
+  "barbudo",
+  "barca",
+  "barcina",
+  "bardada",
+  "barona",
+  "barranca",
+  "barrancabermeja",
+  "barranco",
+  "barrancos",
+  "barranquilla",
+  "barrejobo",
+  "barremonte",
+  "barreno",
+  "barrerana",
+  "barreto",
+  "barrial",
+  "barrialero",
+  "barrialoso",
+  "barrial\u00f3n",
+  "barrig\u00f3n",
+  "barrio",
+  "barrizal",
+  "barro",
+  "barroca",
+  "barroso",
+  "barrotal",
+  "barrulia",
+  "barzal",
+  "bar\u00fa",
+  "bas",
+  "bascula",
+  "bati",
+  "bavaria",
+  "bayonero",
+  "ba\u00f1a",
+  "ba\u00f1aba",
+  "ba\u00f1adero",
+  "ba\u00f1ado",
+  "ba\u00f1ando",
+  "ba\u00f1ero",
+  "bebar\u00e1",
+  "beberrecio",
+  "beb\u00edan",
+  "bed\u00f3n",
+  "bel",
+  "bella",
+  "bellas",
+  "bellavista",
+  "belleza",
+  "bellos",
+  "ben",
+  "beo",
+  "berl\u00edn",
+  "berna",
+  "berro",
+  "bes",
+  "bestias",
+  "betania",
+  "bet\u00fan",
+  "bia",
+  "bien",
+  "bienvenida",
+  "billete",
+  "bio",
+  "biodiversa",
+  "biodiversidad",
+  "biol\u00f3gico",
+  "bir",
+  "bite",
+  "bitero",
+  "bla",
+  "blanca",
+  "blancas",
+  "blanco",
+  "blandital",
+  "ble",
+  "blo",
+  "boa",
+  "bobo",
+  "boca",
+  "bocana",
+  "bocaraton",
+  "bocas",
+  "bodega",
+  "bogot\u00e1",
+  "boh\u00f3rquez",
+  "bojal",
+  "bojedal",
+  "bolivar",
+  "bolivia",
+  "bolsa",
+  "bolsita",
+  "bombal",
+  "bombeo",
+  "bombon\u00e1",
+  "bon",
+  "bongo",
+  "bonita",
+  "bonito",
+  "boqueron",
+  "boquer\u00f3n",
+  "borboll\u00f3n",
+  "borde",
+  "bordo",
+  "bore",
+  "borrachera",
+  "boruga",
+  "bos",
+  "boscosa",
+  "boscoso",
+  "bosque",
+  "bosques",
+  "botua",
+  "boyac\u00e1",
+  "bra",
+  "brasil",
+  "bravo",
+  "brazo",
+  "brazos",
+  "brazuelo",
+  "brazuelos",
+  "bre",
+  "brecha",
+  "bremia",
+  "brice\u00f1o",
+  "brigada",
+  "brilla",
+  "brillaba",
+  "brillantes",
+  "brillo",
+  "brinda",
+  "brisa",
+  "brisas",
+  "bro",
+  "brota",
+  "brotaba",
+  "bruja",
+  "br\u00ed",
+  "buchad\u00f3",
+  "buc\u00f3lico",
+  "buena",
+  "buenaventura",
+  "buenavista",
+  "buenos",
+  "buey",
+  "buga",
+  "bullente",
+  "bullicio",
+  "burra",
+  "burro",
+  "bururo",
+  "busca",
+  "buscaba",
+  "buscaban",
+  "buscan",
+  "butito",
+  "buy",
+  "b\u00e1lsamo",
+  "b\u00e1rbara",
+  "b\u00eda",
+  "b\u00f3n",
+  "c",
+  "c++",
+  "c.",
+  "caballero",
+  "caballo",
+  "caba\u00f1a",
+  "cabecera",
+  "cabecerones",
+  "cabecer\u00f3n",
+  "cabra",
+  "cabrera",
+  "cachal\u00fa",
+  "cachipayal",
+  "cachivera",
+  "cachuchamaana",
+  "caciquial",
+  "cada",
+  "cadilla",
+  "cae",
+  "caer",
+  "cafetal",
+  "caf\u00e9",
+  "cai",
+  "cai\u00f1e",
+  "cai\u00f3",
+  "cajambre",
+  "cajitas",
+  "caj\u00f3n",
+  "cal",
+  "calabacito",
+  "calaluna",
+  "caldera",
+  "calentaba",
+  "caleta",
+  "cale\u00f1a",
+  "cali",
+  "calichal",
+  "caliche",
+  "calichero",
+  "calidad",
+  "calidez",
+  "calienta",
+  "caliente",
+  "calientes",
+  "calima",
+  "caliza",
+  "calle",
+  "callej\u00f3n",
+  "calles",
+  "calma",
+  "calmadas",
+  "calmado",
+  "calmante",
+  "calor",
+  "calor|",
+  "caloto",
+  "calurosa",
+  "calurosos",
+  "cal\u00edchales",
+  "camasas",
+  "cambao",
+  "cambia",
+  "cambiante",
+  "cambio",
+  "camell\u00f3n",
+  "caminaba",
+  "caminables",
+  "caminan",
+  "caminantes",
+  "caminar",
+  "caminata",
+  "camino",
+  "campamento",
+  "campana",
+  "campesina",
+  "campo",
+  "camuestes",
+  "camut\u00ed",
+  "cam\u00e1chucua",
+  "can",
+  "cana",
+  "canalete",
+  "cancha",
+  "canchera",
+  "canchido",
+  "canciones",
+  "candor",
+  "canelos",
+  "canel\u00f3n",
+  "canev\u00e1",
+  "canfil\u00f3n",
+  "cangilones",
+  "cangil\u00f3n",
+  "cangrejera",
+  "cangrejos",
+  "canjil\u00f3n",
+  "canoa",
+  "cansa",
+  "cansadas",
+  "cansados",
+  "canta",
+  "cantaba",
+  "cantan",
+  "cantando",
+  "cantarrana",
+  "cantera",
+  "cantil",
+  "cantina",
+  "cantiyetta",
+  "canto",
+  "cantores",
+  "cantos",
+  "cao",
+  "caos",
+  "capadero",
+  "capellania",
+  "caperna\u00fan",
+  "capilla",
+  "capirro",
+  "capital",
+  "capotal",
+  "capote",
+  "capurco",
+  "car",
+  "cara",
+  "carabooya",
+  "caracol",
+  "caracolies",
+  "caraisco",
+  "carare",
+  "caraucha",
+  "carbonal",
+  "caribe",
+  "carichana",
+  "carimagua",
+  "caritama",
+  "carizal",
+  "carlos",
+  "carlota",
+  "carolina",
+  "carra",
+  "carrera",
+  "carreras",
+  "carre\u00f1o",
+  "carrial",
+  "cartagena",
+  "cas",
+  "casa",
+  "casabuy",
+  "casas",
+  "cascada",
+  "cascadas",
+  "cascajal",
+  "cascajero",
+  "cascajo",
+  "cascajoso",
+  "cascajudo",
+  "cascote",
+  "caserio",
+  "caseros",
+  "caser\u00edo",
+  "casitas",
+  "caso",
+  "casquijal",
+  "casquijos",
+  "castam\u00e1s",
+  "castillo",
+  "cataima",
+  "catalina",
+  "catarata",
+  "cataratas",
+  "catedral",
+  "catoto",
+  "cat\u00e1rnica",
+  "cat\u00edn",
+  "cauca",
+  "cauce",
+  "cauchos",
+  "caudal",
+  "caudales",
+  "caudaloso",
+  "cauracira",
+  "caurina",
+  "causola",
+  "cay\u00f3",
+  "cazadero",
+  "cazuela",
+  "ca\u00eda",
+  "ca\u00edda",
+  "ca\u00eddos",
+  "ca\u00f1a",
+  "ca\u00f1ada",
+  "ca\u00f1ero",
+  "ca\u00f1eros",
+  "ca\u00f1o",
+  "ca\u00f1ones",
+  "ca\u00f1\u00f3n",
+  "cbf",
+  "ce>",
+  "ced",
+  "cedral",
+  "cedrito",
+  "ceiba",
+  "ceibalito",
+  "ceibas",
+  "ceibos",
+  "celebra",
+  "celebraci\u00f3n",
+  "celebran",
+  "celebrar",
+  "celestial",
+  "cementerio",
+  "cen",
+  "cena",
+  "cenegueta",
+  "centa",
+  "centenario",
+  "centenarios",
+  "centro",
+  "centr\u00f3",
+  "cequia",
+  "cer",
+  "cerca",
+  "cercano",
+  "cerezos",
+  "cero",
+  "cerracho",
+  "cerragual",
+  "cerraz\u00f3n",
+  "cerrej\u00f3n",
+  "cerrito",
+  "cerro",
+  "cerros",
+  "ces",
+  "cesar",
+  "cha",
+  "chacara",
+  "chaguala",
+  "chaguan\u00ec",
+  "chalguayaco",
+  "chamba",
+  "chambimberos",
+  "chamburrial",
+  "chameza",
+  "champa",
+  "champurrial",
+  "chanchullo",
+  "changing",
+  "changuatal",
+  "chang\u00fcero",
+  "chantillal",
+  "chapet\u00f3n",
+  "chapioquero",
+  "chaque",
+  "charanga",
+  "charca",
+  "charcal",
+  "charco",
+  "charcos",
+  "charruscado",
+  "charry",
+  "chaviripa",
+  "che",
+  "chia",
+  "chidima",
+  "chifl\u00f3n",
+  "chiguat\u00e1",
+  "chilco",
+  "chimbacito",
+  "chimbique",
+  "chimborazo",
+  "chimenecas",
+  "china",
+  "chinch\u00f3n",
+  "chinday",
+  "chiniata",
+  "chipaque",
+  "chipauta",
+  "chipay\u00e1",
+  "chiquero",
+  "chiquicera",
+  "chiquichaque",
+  "chiquita",
+  "chiriguayes",
+  "chiscanita",
+  "chispas",
+  "chispero",
+  "chitales",
+  "chivato",
+  "cho",
+  "choapalito",
+  "chocano",
+  "chocho",
+  "chocoana",
+  "choc\u00f3",
+  "cholado",
+  "chonta",
+  "chorriadero",
+  "chorro",
+  "chorrolindo",
+  "chor\u00ed",
+  "chucal",
+  "chucua",
+  "chuculatero",
+  "chunchosa",
+  "chungal",
+  "chungo",
+  "chungoso",
+  "chupa",
+  "chupadal",
+  "chupadero",
+  "chupia",
+  "chupundun",
+  "chuquia",
+  "chuquial",
+  "chuquio",
+  "chuscal",
+  "chuspas",
+  "chusque",
+  "ch\u00e1",
+  "ch\u00ed",
+  "ch\u00edcora",
+  "cia",
+  "ciclista",
+  "ciclistas",
+  "cie",
+  "cielo",
+  "cienaga",
+  "cienegueta",
+  "cient\u00edficos",
+  "ciervos",
+  "cigelandia",
+  "cil",
+  "cima",
+  "cimarrones",
+  "cimiento",
+  "cinaruco",
+  "cinchas",
+  "cincho",
+  "cintura",
+  "cio",
+  "cior\u00e1",
+  "cipreses",
+  "cipr\u00e9s",
+  "circasia",
+  "cisterna",
+  "ciudad",
+  "ciudadano",
+  "ci\u00e9naga",
+  "ci\u00e9nega",
+  "ci\u00f3",
+  "cla",
+  "clara",
+  "claramente",
+  "claridad",
+  "clarin",
+  "claro",
+  "clar\u00edn",
+  "claudia",
+  "clave",
+  "clavo",
+  "clementina",
+  "clima",
+  "coa",
+  "cobertizo",
+  "cobos",
+  "cobre",
+  "cocha",
+  "cochia",
+  "cocito",
+  "coco",
+  "cocomana",
+  "coconuco",
+  "cocorn\u00e1",
+  "cocos",
+  "cocuelo",
+  "cocuyos",
+  "codemaco",
+  "codesan",
+  "codiciado",
+  "cofrad\u00eda",
+  "col",
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+  "\u00edda",
+  "\u00edna",
+  "\u00edos",
+  "\u00edso",
+  "\u00edta",
+  "\u00edto",
+  "\u00f1al",
+  "\u00f1ar",
+  "\u00f1as",
+  "\u00f1on",
+  "\u00f1os",
+  "\u00f1oz",
+  "\u00f1\u00eda",
+  "\u00f1\u00f3n",
+  "\u00f3",
+  "\u00f3mo",
+  "\u00f3rganos",
+  "\u00f6",
+  "\u00f6.",
+  "\u00fa",
+  "\u00faltima",
+  "\u00fam.",
+  "\u00fanica",
+  "\u00fanico",
+  "\u00fc",
+  "\u00fc.",
+  "\u00fcey",
+  "\u00fcil",
+  "\u0ca0",
+  "\u0ca0_\u0ca0",
+  "\u0ca0\ufe35\u0ca0",
+  "\u2014",
+  "\u2019",
+  "\u2019-(",
+  "\u2019-)",
+  "\u2019\u2019",
+  "\u2501",
+  "\u253b",
+  "\u253b\u2501\u253b",
+  "\u256f",
+  "\u25a1",
+  "\ufe35",
+  "\uff09"
+]

vocab/vectors.cfg

@@ -0,0 +1,3 @@
+{
+  "mode":"default"
+}