added model

.gitattributes

@@ -25,3 +25,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zstandard filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+model-best/tok2vec/model filter=lfs diff=lfs merge=lfs -text

app.py

@@ -0,0 +1,13 @@
+import spacy_streamlit
+
+
+def main(models: str, default_text: str):
+    models = [name.strip() for name in models.split(",")]
+    spacy_streamlit.visualize(models, default_text, visualizers=["ner"])
+
+
+if __name__ == "__main__":
+    main(
+        models="model-best",
+        default_text="Nimetembelea sehemu kumi za vivutio hapa nchini Tanzania. ",
+    )

metrics.json

@@ -0,0 +1,22 @@
+{
+  "token_acc":1.0,
+  "token_p":1.0,
+  "token_r":1.0,
+  "token_f":1.0,
+  "ents_p":0.0,
+  "ents_r":0.0,
+  "ents_f":0.0,
+  "ents_per_type":{
+    "LOC":{
+      "p":0.0,
+      "r":0.0,
+      "f":0.0
+    },
+    "PERSON":{
+      "p":0.0,
+      "r":0.0,
+      "f":0.0
+    }
+  },
+  "speed":4998.3394555861
+}

model-best/config.cfg

@@ -0,0 +1,143 @@
+[paths]
+train = "corpus/train.spacy"
+dev = "corpus/dev.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = null
+seed = 0
+
+[nlp]
+lang = "xx"
+pipeline = ["tok2vec","ner"]
+batch_size = 1000
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.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 = true
+nO = null
+
+[components.ner.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[components.tok2vec]
+factory = "tok2vec"
+
+[components.tok2vec.model]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.tok2vec.model.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = ${components.tok2vec.model.encode.width}
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
+rows = [5000,2500,2500,2500]
+include_static_vectors = false
+
+[components.tok2vec.model.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 96
+depth = 4
+window_size = 1
+maxout_pieces = 3
+
+[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]
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 1
+patience = 3000
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 10
+frozen_components = []
+annotating_components = []
+before_to_disk = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_words.v1"
+discard_oversize = false
+tolerance = 0.2
+get_length = null
+
+[training.batcher.size]
+@schedules = "compounding.v1"
+start = 100
+stop = 1000
+compound = 1.001
+t = 0.0
+
+[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
+learn_rate = 0.001
+
+[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]

model-best/meta.json

@@ -0,0 +1,71 @@
+{
+  "lang":"xx",
+  "name":"pipeline",
+  "version":"0.0.0",
+  "spacy_version":">=3.2.2,<3.3.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_git_version":"bbaf41fb3",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null,
+    "mode":"default"
+  },
+  "labels":{
+    "tok2vec":[
+
+    ],
+    "ner":[
+      "CARDINAL",
+      "DATE",
+      "GPE",
+      "LANGUAGE",
+      "LAW",
+      "LOC",
+      "MONEY",
+      "NORP",
+      "ORDINAL",
+      "ORG",
+      "PERCENT",
+      "PERSON",
+      "PRODUCT",
+      "QUANTITY",
+      "TIME"
+    ]
+  },
+  "pipeline":[
+    "tok2vec",
+    "ner"
+  ],
+  "components":[
+    "tok2vec",
+    "ner"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "ents_f":0.0,
+    "ents_p":0.0,
+    "ents_r":0.0,
+    "ents_per_type":{
+      "LOC":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "PERSON":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
+    "tok2vec_loss":12.1369743268,
+    "ner_loss":6.426221887
+  }
+}

model-best/ner/cfg

@@ -0,0 +1,13 @@
+{
+  "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
+}

model-best/ner/moves

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model-best/tok2vec/cfg

@@ -0,0 +1,3 @@
+{
+
+}

model-best/tok2vec/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1e8efd9acf478e5416ff7c814881c41aa010737d0fdf678c79fd2167c992eeeb
+size 6585091

model-best/tokenizer

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+  "Ripoti",
+  "Rolius",
+  "Rolll",
+  "Roma",
+  "Rucf",
+  "Runci",
+  "S",
+  "SALA",
+  "SON",
+  "Sa",
+  "Saa",
+  "Sababu",
+  "Sabantian",
+  "Sabath",
+  "Safari",
+  "Sahara",
+  "Salem",
+  "Sasa",
+  "Sauti",
+  "Sehemu",
+  "Serikali",
+  "Shaka",
+  "Shauri",
+  "Shehe",
+  "Shetlandu",
+  "Shirika",
+  "Si",
+  "Sichukii",
+  "Sijapata",
+  "Siku",
+  "Simanro",
+  "Simba",
+  "Sir",
+  "Sisi",
+  "Sitta",
+  "Siwezi",
+  "Sizi",
+  "Spau",
+  "Ssa",
+  "Star",
+  "States",
+  "Suala",
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+  "TOK",
+  "TTT",
+  "TUK",
+  "Taarifa",
+  "Taasisi",
+  "Tadama",
+  "Tambatu",
+  "Tangana",
+  "Tangu",
+  "Tanzaa",
+  "Tanzania",
+  "Tarakimu",
+  "Tatizo",
+  "Tazamio",
+  "Tbeya",
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+  "Ticmmas",
+  "Timu",
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+  "Tniani",
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+  "Tovuti",
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+  "Truto",
+  "Tukio",
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+  "Tumebadili",
+  "Tumefika",
+  "Tumefungwa",
+  "Tumekubaliana",
+  "Tumia",
+  "Tunafikia",
+  "Tunahitaji",
+  "Tunauliza",
+  "Tunawauliza",
+  "Tuzo",
+  "Twadhani",
+  "Twashukuru",
+  "Twazungumzia",
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+  "U.S.",
+  "U.S.A.",
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+  "UNKKK",
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+  "UNKKVate",
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+  "UNKODOSU",
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+  "UNKOKOKK",
+  "UNKOKOKOD",
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+  "Uganda",
+  "Uhammad",
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+  "Wale",
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+  "Walisema",
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+  "Yasemekana",
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+  "aliwaahidi",
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+  "aliyeambukizwa",
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+  "aliyekamatwa",
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+  "aliyemwandikia",
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+  "aliyeomba",
+  "aliyeongea",
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+  "aliyepigiwa",
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+  "aliyesimamia",
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+  "ambavyo",
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+  "ameahidi",
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+  "amefanya",
+  "amefikishwa",
+  "amefuata",
+  "amefungiwa",
+  "ameitwa",
+  "amejadili",
+  "amejitayarisha",
+  "amejulikana",
+  "amekabidhiwa",
+  "amekamatwa",
+  "amekubali",
+  "amekufa",
+  "amekuwa",
+  "amelala",
+  "amelemewa",
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+  "ameomba",
+  "ameona",
+  "ameonya",
+  "amepatwa",
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+  "amepokea",
+  "amerudi",
+  "amesababisha",
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+  "ameshachukuliwa",
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+  "amesimamishwa",
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+  "ametajwa",
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+  "ametumika",
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+  "amewaamuru",
+  "amewaomba",
+  "ami",
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+  "amri",
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+  "ilipo",
+  "ilipofanyika",
+  "ilipokaribia",
+  "ilipokuja",
+  "ilipokuwa",
+  "iliposikizwa",
+  "ilipotea",
+  "ilipotolewa",
+  "ilipunguzwa",
+  "ilirudiwa",
+  "ilisababisha",
+  "ilisema",
+  "ilisemekana",
+  "ilishindwa",
+  "ilishtakiwa",
+  "ilisikilizwa",
+  "ilisomewa",
+  "ilisuluhisha",
+  "ilitaarifu",
+  "ilitaka",
+  "ilitakiwa",
+  "ilitangaza",
+  "ilitangazwa",
+  "ilitokana",
+  "ilitolewa",
+  "ilitupiliwa",
+  "iliua",
+  "iliuliza",
+  "iliuza",
+  "ilivyo",
+  "ilivyofanya",
+  "ilivyokuwa",
+  "iliwaeleza",
+  "iliwaongoza",
+  "iliwashtaki",
+  "iliyo",
+  "iliyoandikwa",
+  "iliyofanyika",
+  "iliyofanywa",
+  "iliyoko",
+  "iliyokubali",
+  "iliyokutana",
+  "iliyokuwa",
+  "iliyoongoza",
+  "iliyopangwa",
+  "iliyopelekwa",
+  "iliyopita",
+  "iliyopokewa",
+  "iliyosababishwa",
+  "iliyotajwa",
+  "iliyotangazwa",
+  "iliyotangulia",
+  "iliyotokana",
+  "iliyotolewa",
+  "iliyoungana",
+  "ilo",
+  "ima",
+  "imam",
+  "imani",
+  "imara",
+  "imeachwa",
+  "imeamua",
+  "imeandikwa",
+  "imeanza",
+  "imebadilika",
+  "imechukua",
+  "imedhoofishwa",
+  "imeelewesha",
+  "imeendelea",
+  "imefanya",
+  "imefikia",
+  "imefunguliwa",
+  "imefungwa",
+  "imeidhinishwa",
+  "imeifuata",
+  "imeingilia",
+  "imeirejezea",
+  "imeitwa",
+  "imejikuta",
+  "imekamatwa",
+  "imekuja",
+  "imekusudiwa",
+  "imekuwa",
+  "imekuwapo",
+  "imelazwa",
+  "imemhukumu",
+  "imemwamuru",
+  "imenunuliwa",
+  "imeomba",
+  "imeona",
+  "imeondoka",
+  "imeongeza",
+  "imeongezeka",
+  "imeongoza",
+  "imepanga",
+  "imepata",
+  "imepelekwa",
+  "imepiga",
+  "imepokelewa",
+  "imepoteza",
+  "imesajiliwa",
+  "imesema",
+  "imesemekana",
+  "imeshinda",
+  "imetazamiwa",
+  "imetiwa",
+  "imetoa",
+  "imetokana",
+  "imetokea",
+  "imetupilia",
+  "imeunganishwa",
+  "imewasaidia",
+  "imeweka",
+  "imeweza",
+  "imezinduliwa",
+  "imi",
+  "imo",
+  "imu",
+  "ina",
+  "inaaibisha",
+  "inaamriwa",
+  "inachangia",
+  "inachukua",
+  "inadai",
+  "inadaiwa",
+  "inaendelea",
+  "inaendeleza",
+  "inafaa",
+  "inafuatiwa",
+  "inafuatwa",
+  "inahama",
+  "inahitaji",
+  "inaingia",
+  "inak",
+  "inakabiliana",
+  "inakuja",
+  "inakusudiwa",
+  "inalenga",
+  "inangoja",
+  "inanikosea",
+  "inaogopa",
+  "inaondolewa",
+  "inaonyesha",
+  "inapaswa",
+  "inaposisitiza",
+  "inapotoa",
+  "inasema",
+  "inashangaza",
+  "inashiriki",
+  "inatakiwa",
+  "inatarajiwa",
+  "inautambua",
+  "inavyodaiwa",
+  "inavyosemwa",
+  "inavyotarajiwa",
+  "inaweza",
+  "inayochukuliwa",
+  "inayofafanua",
+  "inayofanya",
+  "inayofanyika",
+  "inayofuata",
+  "inayohusu",
+  "inayoishi",
+  "inayoitwa",
+  "inayokabili",
+  "inayokadiriwa",
+  "inayosemwa",
+  "inayotazamiwa",
+  "inayotolewa",
+  "inayowakabili",
+  "inayoweza",
+  "ine",
+  "ingala",
+  "ingawa",
+  "ingechukua",
+  "ingeendelea",
+  "ingefanikiwa",
+  "ingeingia",
+  "ingekamilishwa",
+  "ingekutana",
+  "ingesababisha",
+  "ingetumia",
+  "ingeweza",
+  "ini",
+  "injili",
+  "injini",
+  "ino",
+  "intaneti",
+  "internet",
+  "intiasy",
+  "inu",
+  "iny",
+  "ioa",
+  "iom",
+  "iondolewe",
+  "ioo",
+  "ipa",
+  "ipe",
+  "ipelekwe",
+  "ipi",
+  "ipo",
+  "ira",
+  "ird",
+  "ire",
+  "iri",
+  "is",
+  "isa",
+  "ishara",
+  "ishirini",
+  "isi",
+  "isipokuwa",
+  "isiyo",
+  "isiyoonyesha",
+  "isiyozidi",
+  "islam",
+  "islamia",
+  "isu",
+  "ita",
+  "itaanza",
+  "itaathiriwa",
+  "itaendelea",
+  "itafanikiwa",
+  "itafanya",
+  "itaishia",
+  "itajwe",
+  "itakabili",
+  "itakapokuja",
+  "itakuwa",
+  "itaongoza",
+  "itapelekwa",
+  "itapigana",
+  "itasaidia",
+  "itashtakiwa",
+  "itatajwa",
+  "itatangazwa",
+  "itatumika",
+  "ithibati",
+  "iti",
+  "itibari",
+  "itikadi",
+  "itikio",
+  "ito",
+  "itoke",
+  "itokeapo",
+  "ittaiwan",
+  "itu",
+  "iua",
+  "iuawe",
+  "ium",
+  "ius",
+  "ivi",
+  "ivu",
+  "iwa",
+  "iwaone",
+  "iwe",
+  "iweze",
+  "iwi",
+  "iya",
+  "iye",
+  "iyo",
+  "iza",
+  "ize",
+  "izi",
+  "izo",
+  "j",
+  "j.",
+  "jaa",
+  "jah",
+  "jahn",
+  "jalada",
+  "jambo",
+  "jamhuri",
+  "jamii",
+  "jana",
+  "jangwa",
+  "jao",
+  "jea",
+  "jema",
+  "jenerali",
+  "jengo",
+  "jeshi",
+  "jeuri",
+  "jia",
+  "jibu",
+  "jicho",
+  "jiji",
+  "jijini",
+  "jimbo",
+  "jina",
+  "jinai",
+  "jingine",
+  "jino",
+  "jinsi",
+  "jioni",
+  "jipya",
+  "jirani",
+  "jitihada",
+  "jitu",
+  "jizza",
+  "joff",
+  "josepata",
+  "joto",
+  "joulla",
+  "jozi",
+  "jua",
+  "judited",
+  "jui",
+  "jum",
+  "juma",
+  "jumba",
+  "jumla",
+  "jumuiya",
+  "juu",
+  "jwa",
+  "jwe",
+  "jwtz",
+  "jwtzmin",
+  "jwur",
+  "jwz",
+  "k",
+  "k.",
+  "kaa",
+  "kabisa",
+  "kabla",
+  "kacm",
+  "kada",
+  "kadana",
+  "kadhaa",
+  "kadhalika",
+  "kadi",
+  "kadinie",
+  "kadinina",
+  "kadiri",
+  "kae",
+  "kaera",
+  "kagoda",
+  "kahama",
+  "kahawia",
+  "kaim",
+  "kakobe",
+  "kale",
+  "kalhalifa",
+  "kalhathahala",
+  "kali",
+  "kalifa",
+  "kalusp",
+  "kama",
+  "kamanda",
+  "kamati",
+  "kambi",
+  "kamera",
+  "kamili",
+  "kampeni",
+  "kampuni",
+  "kamwe",
+  "kana",
+  "kandanda",
+  "kandic",
+  "kando",
+  "kands",
+  "kanisa",
+  "kao",
+  "kaorove",
+  "kapobe",
+  "karatasi",
+  "karate",
+  "karibu",
+  "karibuni",
+  "karles",
+  "karne",
+  "karume",
+  "karzaia",
+  "kaseja",
+  "kashfa",
+  "kasi",
+  "kasisi",
+  "kaskazini",
+  "kasoro",
+  "katakata",
+  "kateyunga",
+  "kati",
+  "katiba",
+  "katibu",
+  "katika",
+  "katikadia",
+  "katikati",
+  "kau",
+  "kauasa",
+  "kauli",
+  "kavukaka",
+  "kawaida",
+  "kazi",
+  "kazini",
+  "kca",
+  "kce",
+  "kch",
+  "kci",
+  "kcu",
+  "kda",
+  "ke",
+  "kea",
+  "kec",
+  "kedy",
+  "kee",
+  "kei",
+  "kejo",
+  "keki",
+  "kekmanuel",
+  "keko",
+  "kele",
+  "kelele",
+  "kelvin",
+  "kemikali",
+  "kemshi",
+  "ken",
+  "keney",
+  "kenikova",
+  "keo",
+  "kesho",
+  "kesi",
+  "kha",
+  "khajeni",
+  "khamas",
+  "khan",
+  "khe",
+  "khijjah",
+  "kho",
+  "ki",
+  "kia",
+  "kiachwe",
+  "kiangazi",
+  "kiapo",
+  "kiasi",
+  "kibali",
+  "kibathi",
+  "kibiashara",
+  "kibinafsi",
+  "kichwa",
+  "kichwani",
+  "kidato",
+  "kidini",
+  "kidogo",
+  "kie",
+  "kielelezo",
+  "kielimu",
+  "kienyeji",
+  "kif",
+  "kifalme",
+  "kifedha",
+  "kifike",
+  "kifo",
+  "kifua",
+  "kigaidi",
+  "kigeni",
+  "kigezo",
+  "kigoda",
+  "kigumu",
+  "kihistoria",
+  "kii",
+  "kiichwe",
+  "kiingereza",
+  "kiini",
+  "kiitwacho",
+  "kijahili",
+  "kijamii",
+  "kijana",
+  "kijeshi",
+  "kijiji",
+  "kijijini",
+  "kijito",
+  "kik",
+  "kikamili",
+  "kikao",
+  "kike",
+  "kikiiekii",
+  "kikiitwa",
+  "kikikipata",
+  "kikikiri",
+  "kikingoja",
+  "kikoloni",
+  "kikosi",
+  "kikubwa",
+  "kikundi",
+  "kikuu",
+  "kila",
+  "kile",
+  "kilele",
+  "kilianza",
+  "kilicho",
+  "kilichoenda",
+  "kilichofafanuliwa",
+  "kilichofuatia",
+  "kilichogunduliwa",
+  "kilichohitajiwa",
+  "kilichoitwa",
+  "kilichokuwa",
+  "kilichomfanya",
+  "kilichopatikana",
+  "kilichosababisha",
+  "kilichotia",
+  "kilichotukia",
+  "kilidhihirika",
+  "kilieleza",
+  "kilikuwa",
+  "kilima",
+  "kilimkosa",
+  "kilimo",
+  "kilio",
+  "kilionekana",
+  "kilipopata",
+  "kiliposali",
+  "kilisema",
+  "kilistahili",
+  "kilitangazwa",
+  "kiliuawa",
+  "kilo",
+  "kilometa",
+  "kim",
+  "kimakusudi",
+  "kimataifa",
+  "kimazingira",
+  "kimeanza",
+  "kimechangia",
+  "kimeeleza",
+  "kimefanikiwa",
+  "kimefanyizwa",
+  "kimeidhinishwa",
+  "kimeinua",
+  "kimekuwa",
+  "kimeng'enya",
+  "kimo",
+  "kimoja",
+  "kimwili",
+  "kimya",
+  "kimzazi",
+  "kin",
+  "kina",
+  "kinachodai",
+  "kinachoendelea",
+  "kinachohitajiwa",
+  "kinachongojea",
+  "kinachoonekana",
+  "kinachosababisha",
+  "kinachosemwa",
+  "kinachotokana",
+  "kinakosekana",
+  "kinakubalika",
+  "kinaweka",
+  "kingeanza",
+  "kingejiunga",
+  "kingekubali",
+  "kingine",
+  "kingono",
+  "kinyama",
+  "kinyume",
+  "kinywa",
+  "kinywaji",
+  "kio",
+  "kiolezo",
+  "kiongozi",
+  "kioo",
+  "kipekee",
+  "kipenyo",
+  "kipesle",
+  "kipimo",
+  "kipindi",
+  "kipolishi",
+  "kiraia",
+  "kis",
+  "kisa",
+  "kisababishi",
+  "kisasa",
+  "kisehemu",
+  "kisha",
+  "kisheria",
+  "kishirikina",
+  "kisiasa",
+  "kisima",
+  "kisiwa",
+  "kismasmam",
+  "kisu",
+  "kitabu",
+  "kitaifa",
+  "kitakachopata",
+  "kitalii",
+  "kitamathali",
+  "kitendo",
+  "kitheolojia",
+  "kiti",
+  "kitiba",
+  "kitovu",
+  "kitu",
+  "kitulizo",
+  "kituo",
+  "kiu",
+  "kiuchumi",
+  "kiufundi",
+  "kiume",
+  "kiungo",
+  "kivutio",
+  "kiwanda",
+  "kiwango",
+  "kizuizi",
+  "kizuri",
+  "kje",
+  "kk",
+  "kka",
+  "kkc",
+  "kke",
+  "kki",
+  "kkk",
+  "klabu",
+  "klycarp",
+  "km",
+  "knedy",
+  "knery",
+  "kni",
+  "koa",
+  "kobo",
+  "kod",
+  "kodi",
+  "kofia",
+  "kok",
+  "kokokkkkkkkkkenle",
+  "koloni",
+  "kombe",
+  "koo",
+  "kos",
+  "kosa",
+  "kotekote",
+  "kov",
+  "kova",
+  "kpa",
+  "kre",
+  "krisofer",
+  "kristropher",
+  "krita",
+  "kro",
+  "kshei",
+  "ksi",
+  "kta",
+  "kte",
+  "ktm",
+  "kua",
+  "kuacha",
+  "kuachana",
+  "kuachiliwa",
+  "kuadhibiwa",
+  "kuafikiana",
+  "kuagiza",
+  "kuamini",
+  "kuamriwa",
+  "kuamua",
+  "kuandaa",
+  "kuandika",
+  "kuandikishwa",
+  "kuangalia",
+  "kuangamizwa",
+  "kuangika",
+  "kuanza",
+  "kuanzia",
+  "kuanzisha",
+  "kuanzishwa",
+  "kuathiri",
+  "kuathiriwa",
+  "kuazima",
+  "kubadili",
+  "kubadilika",
+  "kubadilishana",
+  "kubeba",
+  "kubomolewa",
+  "kuboresha",
+  "kubwa",
+  "kuchagua",
+  "kuchaguliwa",
+  "kuchanganya",
+  "kuchapa",
+  "kuchapisha",
+  "kuchelewa",
+  "kuchelewesha",
+  "kucheza",
+  "kuchoma",
+  "kuchomwa",
+  "kuchora",
+  "kuchukua",
+  "kuchuma",
+  "kuchunguza",
+  "kud",
+  "kudai",
+  "kudhibiti",
+  "kudhuru",
+  "kudodoswa",
+  "kudumu",
+  "kue",
+  "kuelekea",
+  "kuelewa",
+  "kueleza",
+  "kuelimisha",
+  "kuendelea",
+  "kuendeleza",
+  "kuendesha",
+  "kueneza",
+  "kuepuka",
+  "kufa",
+  "kufagia",
+  "kufaidika",
+  "kufanikiwa",
+  "kufanya",
+  "kufanyia",
+  "kufanyika",
+  "kufanyizwa",
+  "kufanywa",
+  "kuficha",
+  "kufika",
+  "kufikia",
+  "kufikishwa",
+  "kufuata",
+  "kufuatia",
+  "kufuatilia",
+  "kufunga",
+  "kufungiwa",
+  "kufungua",
+  "kufunguliwa",
+  "kufungwa",
+  "kuganda",
+  "kugawanya",
+  "kugawanywa",
+  "kugeuza",
+  "kugongwa",
+  "kugundua",
+  "kuguswa",
+  "kuhakikisha",
+  "kuhama",
+  "kuhamishwa",
+  "kuhani",
+  "kuharibu",
+  "kuhatarisha",
+  "kuhitimu",
+  "kuhukumiwa",
+  "kuhusiana",
+  "kuhusika",
+  "kuhusisha",
+  "kuhusu",
+  "kui",
+  "kuiba",
+  "kuicheza",
+  "kuielewa",
+  "kuigharimu",
+  "kuijenga",
+  "kuikumbatia",
+  "kuimarisha",
+  "kuimba",
+  "kuingia",
+  "kuiona",
+  "kuipelekea",
+  "kuipiga",
+  "kuipokea",
+  "kuisafisha",
+  "kuishi",
+  "kuisoma",
+  "kuitoa",
+  "kuituma",
+  "kuitumia",
+  "kuitwa",
+  "kuizungumzia",
+  "kuja",
+  "kujadili",
+  "kujadilina",
+  "kujali",
+  "kujaribiwa",
+  "kujaribu",
+  "kujenga",
+  "kujengea",
+  "kujengwa",
+  "kujeruhi",
+  "kujeruhiwa",
+  "kuji",
+  "kujiandikisha",
+  "kujibiwa",
+  "kujibu",
+  "kujidhibiti",
+  "kujifungua",
+  "kujifunza",
+  "kujikinga",
+  "kujikuta",
+  "kujilinda",
+  "kujilipia",
+  "kujiosha",
+  "kujipata",
+  "kujipatanisha",
+  "kujirekebisha",
+  "kujiridhisha",
+  "kujitegemea",
+  "kujitolea",
+  "kujiua",
+  "kujiunga",
+  "kujua",
+  "kujulikana",
+  "kujulishwa",
+  "kuk",
+  "kukaa",
+  "kukaanga",
+  "kukabidhiwa",
+  "kukabiliana",
+  "kukamatwa",
+  "kukamilisha",
+  "kukamilishwa",
+  "kukandamiza",
+  "kukanusha",
+  "kukata",
+  "kukatwa",
+  "kukawia",
+  "kukemea",
+  "kuketi",
+  "kukiangusha",
+  "kukikumbatia",
+  "kukimaliza",
+  "kukimbia",
+  "kukimbilia",
+  "kukiomba",
+  "kukiri",
+  "kukiwa",
+  "kukodi",
+  "kukomesha",
+  "kukosa",
+  "kukosoa",
+  "kuku",
+  "kukubali",
+  "kukumbatia",
+  "kukusanya",
+  "kukusanywa",
+  "kukutana",
+  "kukuu",
+  "kula",
+  "kulaani",
+  "kulala",
+  "kulalamika",
+  "kulazimisha",
+  "kulazwa",
+  "kuleta",
+  "kulevya",
+  "kuliendelea",
+  "kulijulikana",
+  "kulikiri",
+  "kuliko",
+  "kulikuwa",
+  "kulinda",
+  "kulingana",
+  "kulinganisha",
+  "kulinganishwa",
+  "kulipa",
+  "kulipia",
+  "kulipokea",
+  "kulipuka",
+  "kulisema",
+  "kulivuta",
+  "kum",
+  "kumaliza",
+  "kumbukumbu",
+  "kumdhuru",
+  "kumeendelea",
+  "kumekuwa",
+  "kumeng'enya",
+  "kumesababisha",
+  "kumi",
+  "kumiliki",
+  "kumjua",
+  "kumkata",
+  "kumpa",
+  "kumpata",
+  "kumpiga",
+  "kumsababishia",
+  "kumsaidia",
+  "kumshauri",
+  "kumshinda",
+  "kumshinikiza",
+  "kumshukuru",
+  "kumsonga",
+  "kumtambulisha",
+  "kumtoa",
+  "kumtuma",
+  "kumtumia",
+  "kumuumiza",
+  "kumuuza",
+  "kumwacha",
+  "kumwagiza",
+  "kumwambia",
+  "kumweleza",
+  "kumwoa",
+  "kumwomba",
+  "kumwondoa",
+  "kumwuliza",
+  "kuna",
+  "kunafanywa",
+  "kundi",
+  "kung'amua",
+  "kungeweza",
+  "kungga",
+  "kungoja",
+  "kuniona",
+  "kunufaisha",
+  "kunung'unika",
+  "kununua",
+  "kununuliwa",
+  "kunyesha",
+  "kunyongwa",
+  "kuogopa",
+  "kuokoa",
+  "kuolewa",
+  "kuomba",
+  "kuona",
+  "kuondoa",
+  "kuondoka",
+  "kuondolewa",
+  "kuonekana",
+  "kuongea",
+  "kuongeza",
+  "kuongezea",
+  "kuongezeka",
+  "kuongoza",
+  "kuonya",
+  "kuonyesha",
+  "kuonywa",
+  "kuorodhesha",
+  "kupambana",
+  "kupanda",
+  "kupata",
+  "kupatikana",
+  "kupeleka",
+  "kupelekwa",
+  "kupewa",
+  "kupiga",
+  "kupigana",
+  "kupigia",
+  "kupigwa",
+  "kupimwa",
+  "kupinga",
+  "kupita",
+  "kupitia",
+  "kupitisha",
+  "kupitishwa",
+  "kupitwa",
+  "kupoa",
+  "kupokea",
+  "kupongeza",
+  "kupotea",
+  "kupoteza",
+  "kupumua",
+  "kupungua",
+  "kupunguza",
+  "kupuuza",
+  "kura",
+  "kurato",
+  "kurekebisha",
+  "kuridhika",
+  "kuripoti",
+  "kurudi",
+  "kurudia",
+  "kuruhusu",
+  "kurusha",
+  "kusababisha",
+  "kusafiri",
+  "kusafirisha",
+  "kusafirishwa",
+  "kusafisha",
+  "kusaidia",
+  "kusajiliwa",
+  "kusali",
+  "kusema",
+  "kushambulia",
+  "kushambuliwa",
+  "kushangaza",
+  "kushangazwa",
+  "kushawishi",
+  "kushika",
+  "kushikamana",
+  "kushikilia",
+  "kushinda",
+  "kushindwa",
+  "kushiriki",
+  "kushirikiana",
+  "kushtakiwa",
+  "kushughulikia",
+  "kushuhudia",
+  "kushutumu",
+  "kusikia",
+  "kusikiliza",
+  "kusikiwa",
+  "kusimama",
+  "kusimamia",
+  "kusimamisha",
+  "kusini",
+  "kusisitiza",
+  "kusitawi",
+  "kusitawisha",
+  "kusoma",
+  "kusomwa",
+  "kusubiri",
+  "kusudi",
+  "kut",
+  "kutafsiri",
+  "kutafsiriwa",
+  "kutafuta",
+  "kutajwa",
+  "kutaka",
+  "kutambua",
+  "kutamka",
+  "kutangaza",
+  "kutaniko",
+  "kutatua",
+  "kutazama",
+  "kutegemea",
+  "kutekeleza",
+  "kutekelezwa",
+  "kuteketeza",
+  "kuteketezwa",
+  "kutembea",
+  "kutendewa",
+  "kutengana",
+  "kutenganisha",
+  "kutengeneza",
+  "kutetea",
+  "kuthibitisha",
+  "kutia",
+  "kutiliwa",
+  "kutimiza",
+  "kutisha",
+  "kutishiwa",
+  "kutiwa",
+  "kutoa",
+  "kutofautisha",
+  "kutohudhuria",
+  "kutojiandikisha",
+  "kutojua",
+  "kutoka",
+  "kutokamilika",
+  "kutokana",
+  "kutokea",
+  "kutokeza",
+  "kutokufahamu",
+  "kutokufanya",
+  "kutokufishwa",
+  "kutokuwapo",
+  "kutolea",
+  "kutolewa",
+  "kutopiga",
+  "kutoroka",
+  "kutorudia",
+  "kutoruhusu",
+  "kutosha",
+  "kutotajwa",
+  "kutotaka",
+  "kutotengana",
+  "kutotimiza",
+  "kutotisha",
+  "kutotoa",
+  "kutowalazimisha",
+  "kutua",
+  "kutuambia",
+  "kutukia",
+  "kutuma",
+  "kutumainika",
+  "kutumainiwa",
+  "kutumia",
+  "kutumikia",
+  "kutumiwa",
+  "kutunza",
+  "kutunzia",
+  "kutuonya",
+  "kutupa",
+  "kutupwa",
+  "kutwa",
+  "kuu",
+  "kuua",
+  "kuuawa",
+  "kuugua",
+  "kuuliza",
+  "kuumizwa",
+  "kuunda",
+  "kuunga",
+  "kuunganisha",
+  "kuunganishwa",
+  "kuungwa",
+  "kuusoma",
+  "kuuweka",
+  "kuuza",
+  "kuuzwa",
+  "kuvamia",
+  "kuvuka",
+  "kuvunja",
+  "kuvunjika",
+  "kuvunjwa",
+  "kuvuta",
+  "kuwa",
+  "kuwaadhibu",
+  "kuwaambia",
+  "kuwaamuru",
+  "kuwaeleza",
+  "kuwaelimisha",
+  "kuwafanya",
+  "kuwafundisha",
+  "kuwahutubia",
+  "kuwaita",
+  "kuwajulisha",
+  "kuwaka",
+  "kuwakamata",
+  "kuwakumbusha",
+  "kuwalinda",
+  "kuwalipia",
+  "kuwaomba",
+  "kuwaondoa",
+  "kuwaongoza",
+  "kuwaonya",
+  "kuwapa",
+  "kuwapandisha",
+  "kuwapeleka",
+  "kuwapiga",
+  "kuwapo",
+  "kuwaruhusu",
+  "kuwasaga",
+  "kuwasaidia",
+  "kuwasha",
+  "kuwashauri",
+  "kuwashtaki",
+  "kuwashukuru",
+  "kuwashutumu",
+  "kuwasikiliza",
+  "kuwasili",
+  "kuwasiliana",
+  "kuwasilisha",
+  "kuwasomea",
+  "kuwataka",
+  "kuwatambulisha",
+  "kuwatembelea",
+  "kuwatuma",
+  "kuwatumikia",
+  "kuwatunza",
+  "kuwaua",
+  "kuwauzia",
+  "kuwaweka",
+  "kuwawezesha",
+  "kuwazuia",
+  "kuwe",
+  "kuweka",
+  "kuwekwa",
+  "kuweza",
+  "kuwinda",
+  "kuyafanya",
+  "kuyasoma",
+  "kuzaa",
+  "kuzalisha",
+  "kuzaliwa",
+  "kuzamisha",
+  "kuzichoma",
+  "kuzifuata",
+  "kuzihifadhi",
+  "kuzikia",
+  "kuzikwa",
+  "kuzingirwa",
+  "kuzinunua",
+  "kuzisoma",
+  "kuzuia",
+  "kuzuka",
+  "kuzunguka",
+  "kuzungumza",
+  "kuzungumzia",
+  "kuzuru",
+  "kwa",
+  "kwake",
+  "kwamba",
+  "kwangu",
+  "kwanza",
+  "kwao",
+  "kwayo",
+  "kwe",
+  "kweli",
+  "kwenda",
+  "kwenu",
+  "kwenye",
+  "kwetu",
+  "kwingineko",
+  "kya",
+  "kyla",
+  "kza",
+  "l",
+  "l.",
+  "la",
+  "laana",
+  "labda",
+  "lah",
+  "lahitajika",
+  "lai",
+  "lajusssa",
+  "lake",
+  "lakini",
+  "lako",
+  "lakyma",
+  "lalasa",
+  "lalujo",
+  "lam",
+  "lan",
+  "lango",
+  "langu",
+  "language",
+  "lao",
+  "las",
+  "lasema",
+  "lassa",
+  "lassussa",
+  "lataka",
+  "latakiwa",
+  "laukebee",
+  "law",
+  "lazibar",
+  "lazima",
+  "lda",
+  "lea",
+  "lebeli",
+  "lem",
+  "lengo",
+  "lennox",
+  "lenye",
+  "lenyewe",
+  "leo",
+  "leppembas",
+  "les",
+  "leseni",
+  "let",
+  "letu",
+  "lfu",
+  "lia",
+  "liandikwe",
+  "lianzishwe",
+  "licha",
+  "lid",
+  "lie",
+  "lieki",
+  "lii",
+  "lije",
+  "likaahidi",
+  "likafungua",
+  "likamgharimu",
+  "likasema",
+  "like",
+  "likihutubia",
+  "likikaribia",
+  "likiongezea",
+  "likiripoti",
+  "likitoa",
+  "likiwa",
+  "liko",
+  "lile",
+  "liliamua",
+  "lilieleza",
+  "lilifungua",
+  "lilihukumu",
+  "lilikata",
+  "lilikiri",
+  "lilikuwa",
+  "lililipia",
+  "lililipuka",
+  "lililo",
+  "lililodai",
+  "lililofuata",
+  "lililopita",
+  "lililosababisha",
+  "lililotolewa",
+  "lililotukia",
+  "lililoua",
+  "lilimtafuta",
+  "liliondoa",
+  "liliongeza",
+  "liliongoza",
+  "lilipewa",
+  "lilipofungua",
+  "lilipolazimishwa",
+  "lilipowasili",
+  "lilipowekwa",
+  "lilirekebishwa",
+  "lilisababisha",
+  "lilisema",
+  "lilisemwa",
+  "lilishambulia",
+  "lilitokea",
+  "lilitolewa",
+  "lilitukia",
+  "liliwachukua",
+  "liliwaonya",
+  "liliwasili",
+  "liliwazuia",
+  "lim",
+  "limeandaa",
+  "limeanza",
+  "limechukua",
+  "limedaiwa",
+  "limedumu",
+  "limefanywa",
+  "limekufa",
+  "limeonya",
+  "limepanga",
+  "limeshindwa",
+  "limetaka",
+  "limetangaza",
+  "limetoa",
+  "limetokea",
+  "limezuka",
+  "lin",
+  "lina",
+  "linadai",
+  "linadhaminiwa",
+  "linafikia",
+  "linakabiliwa",
+  "linaloingia",
+  "linaloongoza",
+  "linalotumia",
+  "linapofikia",
+  "linarejezea",
+  "linatarajiwa",
+  "linaweza",
+  "lingeonekana",
+  "lingetukia",
+  "lingeweza",
+  "lio",
+  "lisimame",
+  "lisiuawe",
+  "lit",
+  "litaanza",
+  "litajadiliwa",
+  "litajulikana",
+  "litakuwa",
+  "litaomba",
+  "liu",
+  "lki",
+  "lla",
+  "lll",
+  "llo",
+  "lme",
+  "lnel",
+  "lobok",
+  "loc",
+  "loliu",
+  "loliuko",
+  "lolote",
+  "lori",
+  "louis",
+  "lozi",
+  "ltd",
+  "lth",
+  "lti",
+  "lugha",
+  "lugonzo",
+  "lugoto",
+  "lukum",
+  "lukuvi",
+  "lumbe",
+  "lupree",
+  "lupulet",
+  "lus",
+  "lusp",
+  "luulazi",
+  "luvivivivivivivivivivivivivivi",
+  "lyon",
+  "lystrasm",
+  "m",
+  "m.",
+  "maa",
+  "maabara",
+  "maadamu",
+  "maadili",
+  "maadui",
+  "maafisa",
+  "maagizo",
+  "maalumu",
+  "maamuzi",
+  "maana",
+  "maandalizi",
+  "maandamano",
+  "maandikizo",
+  "maandiko",
+  "maarufu",
+  "maaskofu",
+  "mabadiliko",
+  "mabaki",
+  "mabango",
+  "mabapa",
+  "mabaraza",
+  "mabathi",
+  "mabaya",
+  "mabbo",
+  "mabilioni",
+  "mabishano",
+  "mabomba",
+  "mabomu",
+  "mabuku",
+  "mabuu",
+  "machache",
+  "machafuko",
+  "machaguo",
+  "macheo",
+  "machifu",
+  "machinjo",
+  "macho",
+  "machozi",
+  "mad",
+  "madai",
+  "madaktari",
+  "madaraja",
+  "madaraka",
+  "madarasa",
+  "madeni",
+  "madhabahu",
+  "madhara",
+  "madhehebu",
+  "madini",
+  "madogo",
+  "maduka",
+  "maelezo",
+  "maelfu",
+  "maendeleo",
+  "maeneo",
+  "maese",
+  "mafanikio",
+  "mafundi",
+  "mafundisho",
+  "mafunzo",
+  "mafuta",
+  "magari",
+  "magazeti",
+  "mageuzi",
+  "magharibi",
+  "magia",
+  "magma",
+  "magofu",
+  "magumu",
+  "magurudumu",
+  "mahakama",
+  "mahakamani",
+  "mahakimu",
+  "mahali",
+  "mahanata",
+  "mahitaji",
+  "mahoji",
+  "mahojiano",
+  "mahusiano",
+  "mahususi",
+  "maisha",
+  "majaribio",
+  "majengo",
+  "majeraha",
+  "majeruhi",
+  "majeshi",
+  "maji",
+  "majibu",
+  "majiji",
+  "majimbo",
+  "majina",
+  "majira",
+  "majirani",
+  "majuma",
+  "majuzi",
+  "makabila",
+  "makaburi",
+  "makahaba",
+  "makala",
+  "makali",
+  "makamanda",
+  "makampuni",
+  "makamu",
+  "makanisa",
+  "makao",
+  "makardinali",
+  "makasisi",
+  "makazi",
+  "makini",
+  "makosa",
+  "makubaliano",
+  "makubwa",
+  "makumbusho",
+  "makundi",
+  "makusudi",
+  "makuu",
+  "malalamiko",
+  "mali",
+  "maliasili",
+  "maliki",
+  "malipo",
+  "malla",
+  "mallah",
+  "malori",
+  "malzania",
+  "mam",
+  "mama",
+  "mamba",
+  "mambo",
+  "mamilioni",
+  "mamlaka",
+  "mamzam",
+  "man",
+  "manane",
+  "mandhari",
+  "maneno",
+  "mangleman",
+  "manjano",
+  "manne",
+  "mantage",
+  "manuel",
+  "manufaa",
+  "maofisa",
+  "maombi",
+  "maoni",
+  "mapacha",
+  "mapafu",
+  "mapambano",
+  "mapasta",
+  "mapatano",
+  "mapato",
+  "mapema",
+  "mapigano",
+  "mapinduzi",
+  "maporomoko",
+  "mapya",
+  "mar",
+  "mara",
+  "maradhi",
+  "marafiki",
+  "marefu",
+  "marekani",
+  "marekebisho",
+  "marika",
+  "marjarjaro",
+  "marmo",
+  "marufuku",
+  "marus",
+  "mas",
+  "masanduku",
+  "masetla",
+  "mashahidi",
+  "mashambani",
+  "mashambulizi",
+  "mashanzi",
+  "mashariki",
+  "mashechikh",
+  "mashina",
+  "mashindano",
+  "mashine",
+  "mashirika",
+  "mashtaka",
+  "mashua",
+  "mashuhuri",
+  "maskini",
+  "masomo",
+  "massa",
+  "masuala",
+  "masuluhu",
+  "maswali",
+  "mataifa",
+  "mataifaka",
+  "matajiri",
+  "matakwa",
+  "matamshi",
+  "matano",
+  "matata",
+  "matatizo",
+  "matatu",
+  "matawi",
+  "matendo",
+  "matibabu",
+  "matokeo",
+  "matukio",
+  "matumaini",
+  "matumizi",
+  "matupu",
+  "mauaji",
+  "maumivu",
+  "mauta",
+  "mauzo",
+  "mavuno",
+  "mawakili",
+  "mawasiliano",
+  "mawazo",
+  "mawili",
+  "mazao",
+  "maziko",
+  "mazingira",
+  "mazishi",
+  "mazito",
+  "maziwa",
+  "mazoezi",
+  "mazungumzo",
+  "mba",
+  "mbagala",
+  "mbagalami",
+  "mbali",
+  "mbalimbali",
+  "mbao",
+  "mbaya",
+  "mbe",
+  "mbegu",
+  "mbele",
+  "mbi",
+  "mbili",
+  "mbinu",
+  "mbizi",
+  "mbo",
+  "mbu",
+  "mbuga",
+  "mchana",
+  "mchanga",
+  "mchango",
+  "mchezaji",
+  "mchezo",
+  "mchungaji",
+  "mdogo",
+  "mea",
+  "mechi",
+  "med",
+  "meda",
+  "medanga",
+  "meela",
+  "meercymmes",
+  "mei",
+  "mek",
+  "meli",
+  "melika",
+  "melizia",
+  "mella",
+  "membe",
+  "memia",
+  "memmek",
+  "men",
+  "mengi",
+  "mengine",
+  "meno",
+  "mer",
+  "meris",
+  "merregenzi",
+  "mes",
+  "meza",
+  "mfano",
+  "mfanya",
+  "mfereji",
+  "mfuko",
+  "mfululizo",
+  "mfumo",
+  "mfungwa",
+  "mfupi",
+  "mgabga",
+  "mganga",
+  "mgawanyiko",
+  "mgawo",
+  "mgeni",
+  "mgi",
+  "mgodi",
+  "mgogoro",
+  "mgongano",
+  "mgongo",
+  "mgonjwa",
+  "mgumu",
+  "mguu",
+  "mguuni",
+  "mhamaneder",
+  "mhasiriwa",
+  "mhiwaka",
+  "mhoza",
+  "mhudumu",
+  "mia",
+  "miaka",
+  "michango",
+  "michezo",
+  "michh",
+  "michikichi",
+  "mie",
+  "mielekeo",
+  "miezi",
+  "mifereji",
+  "mifugo",
+  "migodi",
+  "migogoro",
+  "miguu",
+  "mihimio",
+  "mii",
+  "miimo",
+  "mijadala",
+  "mikataa",
+  "mikoa",
+  "mikono",
+  "mikononi",
+  "mikopo",
+  "mikubwa",
+  "mikutano",
+  "milango",
+  "mililitauke",
+  "milimetazi",
+  "milioni",
+  "milipuko",
+  "milki",
+  "mimba",
+  "mimea",
+  "mimi",
+  "min",
+  "minane",
+  "minara",
+  "mingine",
+  "minne",
+  "mio",
+  "miongo",
+  "miongoni",
+  "miongozo",
+  "mipaka",
+  "mipango",
+  "miradi",
+  "mis",
+  "mishahara",
+  "misiba",
+  "misingi",
+  "misitu",
+  "misstaku",
+  "mistari",
+  "mita",
+  "mitaa",
+  "mitaala",
+  "mitaani",
+  "mitano",
+  "mitatu",
+  "miti",
+  "miundo",
+  "miwani",
+  "miwili",
+  "mizigo",
+  "mjadala",
+  "mjerumani",
+  "mji",
+  "mjinizibar",
+  "mka",
+  "mkali",
+  "mkataa",
+  "mkataba",
+  "mkate",
+  "mkazi",
+  "mkc",
+  "mke",
+  "mkewe",
+  "mki",
+  "mkia",
+  "mkk",
+  "mko",
+  "mkoa",
+  "mkodi",
+  "mkombozi",
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+  "tiku",
+  "tilie",
+  "time",
+  "timu",
+  "tio",
+  "tisa",
+  "tisho",
+  "tisini",
+  "tjk",
+  "tjohn",
+  "tla",
+  "tni",
+  "tniani",
+  "tny",
+  "toa",
+  "toe",
+  "tofaa",
+  "tofauti",
+  "toi",
+  "tok",
+  "tokeo",
+  "toleo",
+  "tom",
+  "ton",
+  "tos",
+  "tovuti",
+  "tpany",
+  "tpl",
+  "tra",
+  "traki",
+  "tranni",
+  "trannia",
+  "trawu",
+  "tre",
+  "trekta",
+  "trl",
+  "truto",
+  "tta",
+  "tto",
+  "ttt",
+  "tu",
+  "tua",
+  "tuache",
+  "tuanze",
+  "tucfraim",
+  "tue",
+  "tuk",
+  "tukapata",
+  "tukio",
+  "tukiwa",
+  "tukizungumzia",
+  "tukubaliane",
+  "tulazimike",
+  "tulifanikiwa",
+  "tulihusika",
+  "tulikubaliana",
+  "tulikuwa",
+  "tuliloona",
+  "tuliona",
+  "tulipata",
+  "tulipewa",
+  "tulisema",
+  "tulishindwa",
+  "tuliyemwachia",
+  "tuliyokuwa",
+  "tulizo",
+  "tumaini",
+  "tumbaku",
+  "tumboni",
+  "tume",
+  "tumeanzisha",
+  "tumebadili",
+  "tumechukua",
+  "tumefanya",
+  "tumefika",
+  "tumefungwa",
+  "tumekubaliana",
+  "tumekuwa",
+  "tumeniambia",
+  "tumeona",
+  "tumepata",
+  "tumerudi",
+  "tumeshindwa",
+  "tumezungumza",
+  "tumia",
+  "tunafikia",
+  "tunahitaji",
+  "tunapaswa",
+  "tunapolipuliwa",
+  "tunapoombwa",
+  "tunashtushwa",
+  "tunauliza",
+  "tunawauliza",
+  "tunayeweza",
+  "tuo",
+  "turupum",
+  "tus",
+  "tuta",
+  "tutaanza",
+  "tutakachovuna",
+  "tutakapoleta",
+  "tutaongezea",
+  "tutapata",
+  "tutapigana",
+  "tuweze",
+  "tuzo",
+  "tv",
+  "twa",
+  "twadhani",
+  "twafanya",
+  "twamwamini",
+  "twarudi",
+  "twasema",
+  "twashukuru",
+  "twasikia",
+  "twazungumzia",
+  "twe",
+  "u",
+  "u.",
+  "u.s.",
+  "u.s.a.",
+  "uadilifu",
+  "ualbino",
+  "uaminifu",
+  "uamuzi",
+  "uangalifu",
+  "uba",
+  "ubadilifu",
+  "ubaguzi",
+  "ubao",
+  "ubatizo",
+  "ubombaji",
+  "ubora",
+  "ubuni",
+  "ucf",
+  "uchaguzi",
+  "uchapishaji",
+  "uchchchocho",
+  "uchimbaji",
+  "uchokozi",
+  "uchovu",
+  "uchumi",
+  "uchungaji",
+  "uchunguzi",
+  "uda",
+  "udanganyifu",
+  "udhaifu",
+  "udhibiti",
+  "udi",
+  "udongo",
+  "uel",
+  "uelewe",
+  "uelewevu",
+  "ufa",
+  "ufafanuzi",
+  "ufalme",
+  "ufikie",
+  "ufisadi",
+  "ufishaji",
+  "ufk",
+  "ufu",
+  "ufundi",
+  "ufunguzi",
+  "ufuo",
+  "ufy",
+  "uga",
+  "uganda",
+  "uganga",
+  "ugavi",
+  "ugawanyaji",
+  "ugo",
+  "ugomvi",
+  "ugonjwa",
+  "ugu",
+  "ugunduzi",
+  "uh",
+  "uhai",
+  "uhakika",
+  "uhalifu",
+  "uhammad",
+  "uharaka",
+  "uharibifu",
+  "uhasama",
+  "uhi",
+  "uhitaji",
+  "uhu",
+  "uhuni",
+  "uhuru",
+  "uhusiano",
+  "uia",
+  "uic",
+  "uingiapo",
+  "uis",
+  "uja",
+  "ujao",
+  "ujasiri",
+  "ujenzi",
+  "ujerumani",
+  "uji",
+  "ujirani",
+  "ujo",
+  "ujumbe",
+  "ujumla",
+  "ujuzi",
+  "uk",
+  "uka",
+  "ukabidhiwe",
+  "ukajulikana",
+  "ukasisi",
+  "ukatili",
+  "ukawaida",
+  "uke",
+  "ukelele",
+  "uki",
+  "ukiacha",
+  "ukibbace",
+  "ukienda",
+  "ukimya",
+  "ukionywa",
+  "ukipitia",
+  "ukisali",
+  "ukisema",
+  "ukisonga",
+  "ukiwa",
+  "ukiwaka",
+  "ukk",
+  "ukkk",
+  "uko",
+  "ukoo",
+  "ukosefu",
+  "uku",
+  "ukubwa",
+  "ukuhani",
+  "ukuja",
+  "ukuki",
+  "ukukk",
+  "ukukkkkkkkk",
+  "ukulima",
+  "ukumbusho",
+  "ukuta",
+  "ukuu",
+  "ukuuk",
+  "ukuzi",
+  "ukweli",
+  "ula",
+  "ulaghai",
+  "ulaji",
+  "ule",
+  "ulemavu",
+  "uli",
+  "uliandaliwa",
+  "ulianza",
+  "ulienda",
+  "ulifafanua",
+  "ulifanyika",
+  "ulifanywa",
+  "ulifikiwa",
+  "ulifunguliwa",
+  "ulijua",
+  "ulikuja",
+  "ulikuwa",
+  "uliliambia",
+  "ulimwengu",
+  "ulimwenguni",
+  "ulinasa",
+  "ulinzi",
+  "ulio",
+  "ulioelekea",
+  "uliofanywa",
+  "uliofikiwa",
+  "uliofuata",
+  "uliohusika",
+  "ulioonyesha",
+  "ulioonywa",
+  "uliopita",
+  "uliopitilia",
+  "uliopo",
+  "ulioshambulia",
+  "uliotakiwa",
+  "uliotolewa",
+  "uliotukia",
+  "ulipelekwa",
+  "ulipinga",
+  "ulipitishwa",
+  "ulipoanzishwa",
+  "ulipofanya",
+  "ulipokuwa",
+  "ulipotokea",
+  "ulisababishwa",
+  "ulisema",
+  "ulishambulia",
+  "ulitangazwa",
+  "ulitekelezwa",
+  "ulitengwa",
+  "ulitokea",
+  "ulitolewa",
+  "ulitukia",
+  "ulivuta",
+  "uliwaka",
+  "ultazizi",
+  "ulu",
+  "ulymastom",
+  "um",
+  "uma",
+  "umaana",
+  "umaarufu",
+  "umalizio",
+  "umaskini",
+  "umati",
+  "umbali",
+  "umbo",
+  "umd",
+  "ume",
+  "umeanzisha",
+  "umechunguzwa",
+  "umeelezwa",
+  "umefanya",
+  "umefanywa",
+  "umefikia",
+  "umehifadhiwa",
+  "umeitwa",
+  "umekuwa",
+  "umelipia",
+  "umeme",
+  "umeonyeshwa",
+  "umesababisha",
+  "umeshindwa",
+  "umewafanyia",
+  "umewapa",
+  "umewasaidia",
+  "umhad",
+  "umi",
+  "umk",
+  "umka",
+  "umkala",
+  "umkc",
+  "umkce",
+  "umkch",
+  "umke",
+  "umkec",
+  "umkepe",
+  "umki",
+  "umkiti",
+  "umkizi",
+  "umkk",
+  "umkki",
+  "umkkk",
+  "umkkkk",
+  "umkkkkkkkk",
+  "umkni",
+  "umkok",
+  "umkoka",
+  "umkpa",
+  "umkulia",
+  "umkw",
+  "umkyki",
+  "umma",
+  "umo",
+  "umoja",
+  "umri",
+  "umu",
+  "umuhimu",
+  "un",
+  "un95",
+  "una",
+  "unaacha",
+  "unaambatana",
+  "unaandaa",
+  "unadaiwa",
+  "unaendelea",
+  "unafanya",
+  "unafanywa",
+  "unajaribu",
+  "unajua",
+  "unak",
+  "unakutana",
+  "unalenga",
+  "unamhusu",
+  "unaoelekeza",
+  "unaoendelea",
+  "unaofaa",
+  "unaofanyika",
+  "unaofanywa",
+  "unaohusisha",
+  "unaojadiliwa",
+  "unaokuja",
+  "unaoondoka",
+  "unaopungua",
+  "unaotarajiwa",
+  "unapoacha",
+  "unapofanywa",
+  "unapokwenda",
+  "unapomalizika",
+  "unatarajiwa",
+  "unatazamiwa",
+  "unatokana",
+  "unaweza",
+  "unc",
+  "unca",
+  "uncbble",
+  "uncbok",
+  "unccct",
+  "unchats",
+  "unchoph",
+  "unck",
+  "unckkk",
+  "unckkkau",
+  "unckok",
+  "unckvka",
+  "unckyson",
+  "uncod",
+  "uncuy",
+  "und",
+  "unek",
+  "unekbee",
+  "uneki",
+  "unekif",
+  "unekk",
+  "unekki",
+  "unekkkk",
+  "unekkkkk",
+  "unekkkkkkk",
+  "unekok",
+  "uneku",
+  "unekut",
+  "unennox",
+  "ungali",
+  "ungeachwa",
+  "ungejiendeleza",
+  "ungekuwa",
+  "ungetangazwa",
+  "uni",
+  "unigre",
+  "united",
+  "unk",
+  "unka",
+  "unkaa",
+  "unkaama",
+  "unkaba",
+  "unkaka",
+  "unkalan",
+  "unkals",
+  "unkalumas",
+  "unkanbar",
+  "unkari",
+  "unkatu",
+  "unkc",
+  "unkca",
+  "unkcacr",
+  "unkce",
+  "unkch",
+  "unkchc",
+  "unkchuli",
+  "unkci",
+  "unkcu",
+  "unkda",
+  "unke",
+  "unkh",
+  "unkha",
+  "unkhhvijo",
+  "unkhich",
+  "unkho",
+  "unkhollo",
+  "unki",
+  "unkiba",
+  "unkica",
+  "unkiccs",
+  "unkiga",
+  "unkigani",
+  "unkii",
+  "unkiivivii",
+  "unkik",
+  "unkikana",
+  "unkikh",
+  "unkim",
+  "unkimi",
+  "unkimigy",
+  "unkimituk",
+  "unkin",
+  "unkini",
+  "unkiny",
+  "unkipho",
+  "unkiri",
+  "unkisi",
+  "unkitototos",
+  "unkitttt",
+  "unkiund",
+  "unkivigna",
+  "unkivorro",
+  "unkjizi",
+  "unkk",
+  "unkka",
+  "unkkc",
+  "unkke",
+  "unkkhim",
+  "unkki",
+  "unkkii",
+  "unkkiwi",
+  "unkkk",
+  "unkkkkk",
+  "unkkoba",
+  "unkkvate",
+  "unko",
+  "unkodosu",
+  "unkok",
+  "unkokokk",
+  "unkokokod",
+  "unkokokokov",
+  "unkomi",
+  "unkoo",
+  "unkos",
+  "unkras",
+  "unkrivics",
+  "unkro",
+  "unks",
+  "unkte",
+  "unktes",
+  "unktm",
+  "unktok",
+  "unktttt",
+  "unkud",
+  "unkue",
+  "unkuis",
+  "unkulit",
+  "unkuminine",
+  "unkurlla",
+  "unkut",
+  "unkvivi",
+  "unkya",
+  "unkymond",
+  "unkza",
+  "unkzizizizi",
+  "unlennox",
+  "uno",
+  "unsk",
+  "unucrelu",
+  "unyevu",
+  "uon",
+  "uondolewe",
+  "uongozi",
+  "uorod",
+  "uovu",
+  "upa",
+  "upana",
+  "upande",
+  "upanuzi",
+  "upasuaji",
+  "upekee",
+  "upendeleo",
+  "upendezi",
+  "upendo",
+  "upepo",
+  "upesi",
+  "upi",
+  "upinde",
+  "upinzani",
+  "upitie",
+  "upo",
+  "upu",
+  "upum",
+  "upungufu",
+  "upunguzaji",
+  "upunjaji",
+  "upya",
+  "ura",
+  "ure",
+  "urefu",
+  "urf",
+  "urga",
+  "uri",
+  "urithi",
+  "urles",
+  "uro",
+  "urtes",
+  "uru",
+  "usa",
+  "usafiri",
+  "usahihi",
+  "usajili",
+  "usalama",
+  "usf",
+  "ushahidi",
+  "ushauri",
+  "ushindani",
+  "ushindi",
+  "ushirika",
+  "ushirikiano",
+  "ushuhuda",
+  "usi",
+  "usifikie",
+  "usikizi",
+  "usiku",
+  "usimamizi",
+  "usio",
+  "usiofahamika",
+  "usiozuiwa",
+  "usk",
+  "uso",
+  "usp",
+  "uss",
+  "ustadi",
+  "usu",
+  "uswisi",
+  "uta",
+  "utaanguka",
+  "utaendelea",
+  "utafanya",
+  "utafanyika",
+  "utafanywa",
+  "utafiti",
+  "utafutaji",
+  "utajadili",
+  "utajiri",
+  "utakapoondoka",
+  "utakuwa",
+  "utalii",
+  "utamaduni",
+  "utambulisho",
+  "utangazaji",
+  "utangulizi",
+  "utapata",
+  "utaratibu",
+  "utata",
+  "utawala",
+  "ute",
+  "utegemezo",
+  "utendaji",
+  "utetezi",
+  "uteuzi",
+  "uthamini",
+  "uthibitisho",
+  "uti",
+  "uto",
+  "utoaji",
+  "utokezwaji",
+  "utukuzo",
+  "utulivu",
+  "utumishi",
+  "utumizi",
+  "utunzaji",
+  "uua",
+  "uuaji",
+  "uuk",
+  "uuzaji",
+  "uvamizi",
+  "uvi",
+  "uvu",
+  "uvumbuzi",
+  "uvume",
+  "uvumilivu",
+  "uvutano",
+  "uvutio",
+  "uwa",
+  "uwanja",
+  "uwanjani",
+  "uwe",
+  "uweze",
+  "uwezekano",
+  "uwezo",
+  "uwindaji",
+  "uwongo",
+  "uyo",
+  "uyu",
+  "uza",
+  "uzani",
+  "uze",
+  "uzi",
+  "uzito",
+  "uzo",
+  "uzoefu",
+  "v",
+  "v.",
+  "v.v",
+  "v_v",
+  "vaa",
+  "vema",
+  "venium",
+  "vibadala",
+  "vibaya",
+  "vichache",
+  "vichwa",
+  "vidogo",
+  "vie",
+  "vielelezo",
+  "vifaa",
+  "vifo",
+  "vifungo",
+  "vigumu",
+  "vii",
+  "viini",
+  "vijana",
+  "vijiji",
+  "vijijini",
+  "vikali",
+  "vikosi",
+  "vikundi",
+  "vikuu",
+  "vilango",
+  "vile",
+  "vilevile",
+  "vilikuja",
+  "vilikuwa",
+  "vilima",
+  "vilimalizika",
+  "vilipotaka",
+  "vilishindwa",
+  "vilivyo",
+  "vilivyotolewa",
+  "vimekuwa",
+  "vimeniomba",
+  "vin",
+  "vina",
+  "vinadaiwa",
+  "vinane",
+  "vinavyoongoza",
+  "vinavyopitishwa",
+  "vinavyotakikana",
+  "vingine",
+  "vinywaji",
+  "viongozi",
+  "viota",
+  "vipande",
+  "vipindi",
+  "virefu",
+  "virusi",
+  "visa",
+  "visima",
+  "visiwa",
+  "vita",
+  "vitabu",
+  "vitambulisho",
+  "vitano",
+  "vitanzi",
+  "vitatu",
+  "vitendo",
+  "viti",
+  "vitisho",
+  "vitongoji",
+  "vitu",
+  "vituo",
+  "viungo",
+  "vivyo",
+  "viwanda",
+  "viwango",
+  "viwanja",
+  "viwili",
+  "viziwi",
+  "vizuizi",
+  "vizuri",
+  "vka",
+  "vochis",
+  "vua",
+  "vuli",
+  "vumbi",
+  "vya",
+  "vyahadzabe",
+  "vyakula",
+  "vyao",
+  "vyatoka",
+  "vyema",
+  "vyenye",
+  "vyeo",
+  "vyetu",
+  "vyo",
+  "vyombo",
+  "vyote",
+  "vyuo",
+  "w",
+  "w.",
+  "w.k.",
+  "wa",
+  "waK",
+  "waa",
+  "waache",
+  "waadilifu",
+  "waajiriwa",
+  "waamini",
+  "waamuzi",
+  "waandamani",
+  "waandamizi",
+  "waandike",
+  "waandishi",
+  "waanze",
+  "waasi",
+  "wabadili",
+  "wabunge",
+  "wachache",
+  "wachanga",
+  "wachezaji",
+  "wachimba",
+  "wachungaji",
+  "wadai",
+  "wadogo",
+  "wadumishe",
+  "wae",
+  "waende",
+  "waendesha",
+  "wafadhili",
+  "wafanya",
+  "wafanyabiashara",
+  "wafanyakazi",
+  "wafikirivyo",
+  "wafu",
+  "wafuatie",
+  "wafyatue",
+  "waga",
+  "wageni",
+  "wagoa",
+  "wagonjwa",
+  "wahalifu",
+  "wahasiriwa",
+  "wahawaii",
+  "wahitimu",
+  "wahusika",
+  "waisraeli",
+  "wajaribu",
+  "wajawazito",
+  "waje",
+  "wajibu",
+  "wajikuta",
+  "wajiunge",
+  "wajumbe",
+  "wak",
+  "wakaaji",
+  "wakae",
+  "wakahama",
+  "wakamatwe",
+  "wakamkuta",
+  "wakanaani",
+  "wakatae",
+  "wakate",
+  "wakati",
+  "wakawatupa",
+  "wakazi",
+  "wake",
+  "wakieleza",
+  "wakiendelea",
+  "wakifa",
+  "wakifanya",
+  "wakifuatilia",
+  "wakifukuzwa",
+  "wakifungwa",
+  "wakihusika",
+  "wakikabiliwa",
+  "wakikimbia",
+  "wakikosa",
+  "wakikusanya",
+  "wakili",
+  "wakingoja",
+  "wakingojea",
+  "wakinichagulia",
+  "wakiongea",
+  "wakiongeza",
+  "wakiongozwa",
+  "wakipoteza",
+  "wakirejezea",
+  "wakisababisha",
+  "wakisaidiwa",
+  "wakisema",
+  "wakishtakiwa",
+  "wakishuhudia",
+  "wakitendewa",
+  "wakitoa",
+  "wakitua",
+  "wakiwa",
+  "wakkivie",
+  "wakkuuku",
+  "wako",
+  "wakodi",
+  "wakubwa",
+  "wakulima",
+  "wakurugenzi",
+  "wakuu",
+  "wakuze",
+  "wala",
+  "wale",
+  "walemavu",
+  "waliamua",
+  "waliandika",
+  "walianza",
+  "walichanga",
+  "walichangia",
+  "walichukua",
+  "walichukuliwa",
+  "walidai",
+  "waliendelea",
+  "walifanya",
+  "walifikiri",
+  "walifikishwa",
+  "walifuatwa",
+  "walifukuzwa",
+  "walifutwa",
+  "waligunduliwa",
+  "walihitaji",
+  "walihoji",
+  "waliitwa",
+  "walijenga",
+  "walijeruhiwa",
+  "walijifunza",
+  "walijitambulisha",
+  "walikufa",
+  "walikuwa",
+  "walilazimika",
+  "walimpa",
+  "walimshambulia",
+  "walimu",
+  "walinyimwa",
+  "walinzi",
+  "walio",
+  "waliobaki",
+  "waliodai",
+  "walioendeleza",
+  "waliofikiriwa",
+  "waliofikishwa",
+  "waliogopa",
+  "waliohitimu",
+  "waliohofia",
+  "waliohudhuria",
+  "waliohusika",
+  "walioinuka",
+  "walioishi",
+  "waliojeruhiwa",
+  "waliojitokeza",
+  "waliokamatwa",
+  "waliokufa",
+  "waliokusanyika",
+  "waliokuwa",
+  "waliomba",
+  "waliombwa",
+  "walionekana",
+  "walionwa",
+  "walioonekana",
+  "waliopatwa",
+  "waliopitisha",
+  "waliopokea",
+  "walioripoti",
+  "waliosababisha",
+  "waliosajiliwa",
+  "waliosema",
+  "walioshindwa",
+  "walioshtakiwa",
+  "waliotaja",
+  "waliotajwa",
+  "waliotawanyika",
+  "walioteuliwa",
+  "waliotoa",
+  "waliotokea",
+  "waliotorokea",
+  "waliotumia",
+  "waliovamia",
+  "waliowasili",
+  "walipatikana",
+  "walipewa",
+  "walipinga",
+  "walipoacha",
+  "walipoachwa",
+  "walipoendelea",
+  "walipofika",
+  "walipokuwa",
+  "walipopelekwa",
+  "waliporudi",
+  "walipotea",
+  "walipoteza",
+  "walipovamia",
+  "walirudi",
+  "walisema",
+  "walishtakiwa",
+  "walisimama",
+  "walitajwa",
+  "walitaka",
+  "walitangaza",
+  "walitarajia",
+  "walitawala",
+  "waliteketezwa",
+  "walitoa",
+  "walitokea",
+  "walitwaa",
+  "waliunganishwa",
+  "waliviringwa",
+  "walivuna",
+  "walivyokuwa",
+  "walivyosema",
+  "waliwapa",
+  "waliwazuia",
+  "waliweza",
+  "waliyoandikiwa",
+  "waliyogawiwa",
+  "walizikwa",
+  "walizungumza",
+  "wameahidi",
+  "wameaibika",
+  "wameajiriwa",
+  "wameamua",
+  "wameanza",
+  "wamebisha",
+  "wamechukua",
+  "wamefika",
+  "wamefikishwa",
+  "wamefungwa",
+  "wamefunuliwa",
+  "wameiitwa",
+  "wameitaka",
+  "wamejaa",
+  "wamejiandikisha",
+  "wamejipata",
+  "wamekataa",
+  "wamekomesha",
+  "wamekubaliana",
+  "wamekufa",
+  "wamekuwa",
+  "wamelala",
+  "wamempa",
+  "wamemuua",
+  "wameomba",
+  "wameona",
+  "wameongezeka",
+  "wameongoza",
+  "wameonyesha",
+  "wamepanga",
+  "wamepata",
+  "wamepigwa",
+  "wamepotea",
+  "wamesababisha",
+  "wamesahau",
+  "wamesema",
+  "wameshuka",
+  "wamesimamishwa",
+  "wamesukuma",
+  "wametakiwa",
+  "wametishwa",
+  "wametoka",
+  "wametumiwa",
+  "wametupa",
+  "wameuua",
+  "wamevamia",
+  "wamevurugwa",
+  "wamewahi",
+  "wamewatuma",
+  "wameweza",
+  "wamezidi",
+  "wamezingatia",
+  "wamezoea",
+  "wamiliki",
+  "wamond",
+  "wan",
+  "wana",
+  "wanaanza",
+  "wanachaguliwa",
+  "wanachama",
+  "wanadai",
+  "wanafanya",
+  "wanafunzi",
+  "wanaharakati",
+  "wanaharamu",
+  "wanaishi",
+  "wanajeshi",
+  "wanajua",
+  "wanakabiliwa",
+  "wanalipwa",
+  "wanamshinikiza",
+  "wananchi",
+  "wanane",
+  "wanaodai",
+  "wanaogopa",
+  "wanaoishi",
+  "wanaojitahidi",
+  "wanaojitosha",
+  "wanaombwa",
+  "wanaondoka",
+  "wanaong'ang'ana",
+  "wanaoongozwa",
+  "wanaopinga",
+  "wanaoripoti",
+  "wanaoshiriki",
+  "wanaoshirikiana",
+  "wanaoshtakiwa",
+  "wanaotaka",
+  "wanaotakiwa",
+  "wanaotoka",
+  "wanaotumika",
+  "wanaouza",
+  "wanaowajibika",
+  "wanaozaliwa",
+  "wanapando",
+  "wanapata",
+  "wanapoachwa",
+  "wanapokuwa",
+  "wanapoomba",
+  "wanasayansi",
+  "wanasheria",
+  "wanasiasa",
+  "wanasifu",
+  "wanataka",
+  "wanatazamia",
+  "wanatazamiwa",
+  "wanatoa",
+  "wanatumaini",
+  "wanauangalia",
+  "wanaume",
+  "wanavyofanya",
+  "wanavyozisikia",
+  "wanawajua",
+  "wanawake",
+  "wanawauliza",
+  "wanaweza",
+  "wanayoishi",
+  "wangali",
+  "wangeendelea",
+  "wangeondoka",
+  "wangepanda",
+  "wangepata",
+  "wangetarajiwa",
+  "wangetokea",
+  "wangeunganishwa",
+  "wangeweza",
+  "wangu",
+  "wangwa",
+  "wanne",
+  "wanyama",
+  "wanyamaze",
+  "wao",
+  "waondoe",
+  "waondoke",
+  "wapatao",
+  "wapate",
+  "wapewe",
+  "wapiga",
+  "wapiganaji",
+  "wapigane",
+  "wapya",
+  "waripoti",
+  "wasaidizi",
+  "wasajili",
+  "wasajiliwe",
+  "wasanii",
+  "wasema",
+  "washambulizi",
+  "washangazwe",
+  "washikamane",
+  "washirika",
+  "washiriki",
+  "washtakiwa",
+  "wasichana",
+  "wasiende",
+  "wasifanye",
+  "wasifaulu",
+  "wasifungue",
+  "wasiingie",
+  "wasikilizaji",
+  "wasikitika",
+  "wasinywe",
+  "wasio",
+  "wasiojiweza",
+  "wasiojua",
+  "wasiojulikana",
+  "wasishiriki",
+  "wasiwasi",
+  "wasiwe",
+  "wasiweze",
+  "wasomi",
+  "wasovieti",
+  "wastani",
+  "wataanza",
+  "watafuta",
+  "watafute",
+  "wataingia",
+  "watajifunza",
+  "watajua",
+  "watajulikana",
+  "wataka",
+  "watakaonufaika",
+  "watakaposhinda",
+  "watakavyoruhusu",
+  "watakayotazama",
+  "watakuwa",
+  "watalii",
+  "watambue",
+  "watamsaidia",
+  "watano",
+  "watapelekwa",
+  "watapewa",
+  "watateseka",
+  "watatu",
+  "watazamaji",
+  "wategemea",
+  "wateja",
+  "watendewe",
+  "watengenezaji",
+  "watetezi",
+  "watoto",
+  "watu",
+  "watumiaji",
+  "watumie",
+  "watumishi",
+  "watwae",
+  "wauaji",
+  "wauguzi",
+  "waume",
+  "wavamizi",
+  "wavu",
+  "wavulana",
+  "wavunja",
+  "wavuvi",
+  "wawakilishi",
+  "waweke",
+  "waweza",
+  "waweze",
+  "wawili",
+  "wayo",
+  "wazazi",
+  "wazee",
+  "wazi",
+  "wazibar",
+  "wazibarK",
+  "wazibark",
+  "wazima",
+  "waziri",
+  "waziwazi",
+  "wazo",
+  "wazurura",
+  "wea",
+  "web",
+  "wengi",
+  "wengine",
+  "wengineo",
+  "wenye",
+  "wenyeji",
+  "wenyewe",
+  "wenzake",
+  "wenzi",
+  "wes",
+  "wetu",
+  "wewe",
+  "wezi",
+  "where",
+  "whiki",
+  "wia",
+  "wift",
+  "wiki",
+  "wilaya",
+  "wilbert",
+  "wimbo",
+  "wingi",
+  "wiom",
+  "wito",
+  "wivu",
+  "wizara",
+  "woa",
+  "women",
+  "wote",
+  "wowote",
+  "wtz",
+  "wur",
+  "x",
+  "x'x",
+  "x.",
+  "x.X",
+  "x.d",
+  "x.x",
+  "x.x.",
+  "x.x.x.",
+  "xD",
+  "xDD",
+  "xX",
+  "xXX",
+  "x_X",
+  "x_d",
+  "x_x",
+  "xd",
+  "xdd",
+  "xx",
+  "xx'xxxx",
+  "xx.x.",
+  "xxX",
+  "xxdd",
+  "xxx",
+  "xxxx",
+  "xxxx'xxx'xxx",
+  "xxxx'xxx'xxxx",
+  "xxxx'xxxx",
+  "xxxxX",
+  "x\ufe35x",
+  "y",
+  "y.",
+  "yKI",
+  "ya",
+  "yaK",
+  "yaani",
+  "yabar",
+  "yafanikiwe",
+  "yafikiriwa",
+  "yafungwe",
+  "yagombane",
+  "yaha",
+  "yai",
+  "yajum",
+  "yak",
+  "yake",
+  "yakifanyika",
+  "yakinitegemeza",
+  "yakiongezeka",
+  "yakitendeka",
+  "yakiwa",
+  "yako",
+  "yale",
+  "yaleyale",
+  "yaliachwa",
+  "yalifikia",
+  "yalikusanya",
+  "yalikuwa",
+  "yaliondolewa",
+  "yaliongoza",
+  "yalipoanza",
+  "yalisababisha",
+  "yalitukia",
+  "yaliyo",
+  "yaliyoangushwa",
+  "yaliyoenea",
+  "yaliyofafanuliwa",
+  "yaliyofanya",
+  "yaliyofanywa",
+  "yaliyofikiwa",
+  "yaliyogawanyika",
+  "yaliyohusisha",
+  "yaliyokamatwa",
+  "yaliyokuwa",
+  "yaliyomfanya",
+  "yaliyoongoza",
+  "yaliyopita",
+  "yaliyosemwa",
+  "yaliyositawi",
+  "yaliyotapakaa",
+  "yaliyotawanyika",
+  "yaliyotokea",
+  "yaliyotolewa",
+  "yaliyoulizwa",
+  "yaliyouza",
+  "yalizuru",
+  "yalo",
+  "yamechangia",
+  "yameelezwa",
+  "yamefafanuliwa",
+  "yameharibiwa",
+  "yameigharimu",
+  "yameitwa",
+  "yamekuja",
+  "yamekuwa",
+  "yamelazimika",
+  "yamelazimishwa",
+  "yamenunua",
+  "yameondolewa",
+  "yamepima",
+  "yametambuliwa",
+  "yametoa",
+  "yanaelezwa",
+  "yanaenea",
+  "yanafanywa",
+  "yanafuata",
+  "yanahitaji",
+  "yanapaswa",
+  "yanatoa",
+  "yanauunga",
+  "yanayoaibisha",
+  "yanayodaiwa",
+  "yanayofanana",
+  "yanayopendwa",
+  "yanayopitishwa",
+  "yanayosababishwa",
+  "yanayotumia",
+  "yanazidi",
+  "yangefafanuliwa",
+  "yangepita",
+  "yangewasaidia",
+  "yangu",
+  "yao",
+  "yaonekana",
+  "yapasa",
+  "yapaswa",
+  "yasema",
+  "yasemekana",
+  "yashilogile",
+  "yasiendeshe",
+  "yasisitawi",
+  "yasiyo",
+  "yasiyoonekana",
+  "yatakuwa",
+  "yatasema",
+  "yatawafanya",
+  "yatokea",
+  "yatoweke",
+  "yatumie",
+  "yaudhary",
+  "yawe",
+  "yayo",
+  "yazungumziwe",
+  "yenu",
+  "yenye",
+  "yenyewe",
+  "yeo",
+  "yetu",
+  "yeye",
+  "yeyote",
+  "yft",
+  "yia",
+  "yji",
+  "yke",
+  "yki",
+  "yla",
+  "yma",
+  "yon",
+  "yona",
+  "yonoze",
+  "yote",
+  "yoyote",
+  "ysu",
+  "yuko",
+  "yule",
+  "yuo",
+  "ywa",
+  "ywe",
+  "yya",
+  "z",
+  "z.",
+  "za",
+  "zaa",
+  "zaidi",
+  "zake",
+  "zam",
+  "zamani",
+  "zamu",
+  "zao",
+  "zatazamiwa",
+  "zawadi",
+  "zayo",
+  "zea",
+  "zee",
+  "zei",
+  "zencon",
+  "zenye",
+  "zetu",
+  "zia",
+  "ziada",
+  "ziara",
+  "zie",
+  "zii",
+  "zikh",
+  "zikidai",
+  "zikifanya",
+  "zile",
+  "ziliangushwa",
+  "zilikuwa",
+  "ziliongoza",
+  "zilipochomwa",
+  "ziliporwa",
+  "zilishindwa",
+  "zilitumiwa",
+  "zilivyoanza",
+  "zilizoachwa",
+  "zilizochomwa",
+  "zilizochukuliwa",
+  "zilizofungwa",
+  "zilizohitajiwa",
+  "zilizojitokeza",
+  "zilizokubaliwa",
+  "zilizoletwa",
+  "zilizoongozwa",
+  "zilizopelekwa",
+  "zilizopita",
+  "zilizopo",
+  "zilizoridhisha",
+  "zilizosomwa",
+  "zilizotarajiwa",
+  "zimeanza",
+  "zimebuniwa",
+  "zimechukua",
+  "zimefanyizwa",
+  "zimefunga",
+  "zimekuwa",
+  "zimepinga",
+  "zinafanya",
+  "zinalenga",
+  "zinang'ang'ania",
+  "zinapatikana",
+  "zinaposema",
+  "zinazoendeleza",
+  "zinazofanya",
+  "zinazoharibu",
+  "zinazohusiana",
+  "zinazohusika",
+  "zinazohusu",
+  "zinazotumiwa",
+  "zingechukuliwa",
+  "zingeendelea",
+  "zingepatikana",
+  "zio",
+  "ziondolewe",
+  "zipi",
+  "zisemwazo",
+  "zishindwapo",
+  "zisizo",
+  "zisizozidi",
+  "zitaanguka",
+  "zitaendelea",
+  "zitauma",
+  "zitokanazo",
+  "ziunganishwe",
+  "zivumazo",
+  "ziwa",
+  "zoezi",
+  "zote",
+  "zozote",
+  "zuri",
+  "zurura",
+  "zwa",
+  "zwe",
+  "zza",
+  "|",
+  "}",
+  "\u00a0",
+  "\u00ac",
+  "\u00ac_\u00ac",
+  "\u00af",
+  "\u00af\\(x)/\u00af",
+  "\u00af\\(\u30c4)/\u00af",
+  "\u00b0",
+  "\u00b0C.",
+  "\u00b0F.",
+  "\u00b0K.",
+  "\u00b0X.",
+  "\u00b0c.",
+  "\u00b0f.",
+  "\u00b0k.",
+  "\u00b0x.",
+  "\u00e4",
+  "\u00e4.",
+  "\u00f6",
+  "\u00f6.",
+  "\u00fc",
+  "\u00fc.",
+  "\u0ca0",
+  "\u0ca0_\u0ca0",
+  "\u0ca0\ufe35\u0ca0",
+  "\u2014",
+  "\u2501",
+  "\u253b",
+  "\u253b\u2501\u253b",
+  "\u256f",
+  "\u2581",
+  "\u25a1",
+  "\ufe35",
+  "\uff09"
+]

model-best/vocab/vectors.cfg

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