=== RELATÓRIO KNN BIRDNET (ETAPA 5) === Total de amostras: 975 Dimensão dos vetores: 1024 Distribuição de classes (texto): Little Tinamou 103 Great Tinamou 61 Tanzanian Illadopsis 54 Cinereous Tinamou 45 Solitary Tinamou 36 Delicate Prinia 34 White-throated Tinamou 30 Western Fire-eye 29 Grey Tinamou 28 White-browed Gnatcatcher 24 Bornean Black Magpie 23 Brown Tinamou 21 Chestnut-capped Warbler 20 Equatorial Antpitta 20 Olivaceous Saltator 19 Greater Rhea 18 Cinnamon-bellied Saltator 16 Blue-winged Leafbird 13 Sunda Scimitar Babbler 13 Malayan Black-capped Babbler 11 Ornate Pitta 11 Yungas Guan 11 Arabian Green Bee-eater 10 Black Tinamou 10 Short-billed Gull 10 Cajamarca Antpitta 9 Utcubamba Tapaculo 9 Tawny-breasted Tinamou 9 Usambiro Barbet 9 Arabian Lark 9 North Island Brown Kiwi 9 Loja Tapaculo 9 Southern Cassowary 8 Highland Tinamou 8 Turkestan Short-toed Lark 8 Emu 8 Magellanic Snipe 8 Siberian House Martin 7 Bornean Black-capped Babbler 7 Tapajos Fire-eye 7 Chinchipe Spinetail 7 Sierra Nevada Antpitta 6 Brown-tailed Apalis 6 Taiwan Bullfinch 6 West Mexican Euphonia 6 Geelvink Fruit Dove 5 Banggai Scops Owl 5 Bolivian Antpitta 5 Urubamba Antpitta 5 Visayan Shama 5 Palawan Crow 5 Stella's Lorikeet 5 Ethiopian Bee-eater 5 Solomons Robin 5 African Green Bee-eater 5 Malabar Imperial Pigeon 4 Wetar Oriole 4 Grey-chinned Sunbird 4 Okarito Kiwi 4 Sulawesi Leaf Warbler 4 Biak Triller 4 Hooded Tinamou 4 Berlepsch's Tinamou 4 Atlas Wheatear 4 Black-capped Robin 4 Sumatran Woodpecker 3 Perija Antpitta 3 Little Spotted Kiwi 3 Penan Bulbul 3 Arabian Eagle-Owl 3 Seram Bush Warbler 3 Common Ostrich 3 Banda Sea Pitta 3 Ryukyu Green Pigeon 3 Geelvink Imperial Pigeon 3 Greyish-crowned Leafbird 3 Small Crow 3 Panao Antpitta 2 Okinawa Robin 2 Tepui Tinamou 2 Tanimbar Monarch 2 Lesser Rhea 2 Ryukyu Flycatcher 2 Kai Coucal 2 Pale-faced Bulbul 2 Junin Antpitta 2 Southern Brown Kiwi 2 Simeulue Parrot 2 Dwarf Cassowary 2 Melhor combinação (GridSearchCV): {'metric': 'euclidean', 'n_neighbors': 1} Melhor acurácia em CV (treino): 0.5679 Acurácia no teste: 0.6872 === Classification Report === precision recall f1-score support African Green Bee-eater 0.0000 0.0000 0.0000 1 Arabian Eagle-Owl 1.0000 1.0000 1.0000 1 Arabian Green Bee-eater 1.0000 0.5000 0.6667 2 Arabian Lark 1.0000 0.5000 0.6667 2 Atlas Wheatear 0.0000 0.0000 0.0000 1 Banda Sea Pitta 0.0000 0.0000 0.0000 1 Banggai Scops Owl 1.0000 1.0000 1.0000 1 Berlepsch's Tinamou 1.0000 1.0000 1.0000 1 Biak Triller 1.0000 1.0000 1.0000 1 Black Tinamou 1.0000 0.5000 0.6667 2 Black-capped Robin 0.0000 0.0000 0.0000 1 Blue-winged Leafbird 1.0000 1.0000 1.0000 2 Bolivian Antpitta 1.0000 1.0000 1.0000 1 Bornean Black Magpie 0.7500 0.7500 0.7500 4 Bornean Black-capped Babbler 1.0000 1.0000 1.0000 1 Brown Tinamou 0.6000 0.7500 0.6667 4 Brown-tailed Apalis 1.0000 1.0000 1.0000 1 Cajamarca Antpitta 1.0000 0.5000 0.6667 2 Chestnut-capped Warbler 1.0000 0.7500 0.8571 4 Chinchipe Spinetail 1.0000 1.0000 1.0000 1 Cinereous Tinamou 0.5833 0.7778 0.6667 9 Cinnamon-bellied Saltator 1.0000 0.3333 0.5000 3 Common Ostrich 0.0000 0.0000 0.0000 1 Delicate Prinia 1.0000 0.8571 0.9231 7 Emu 0.0000 0.0000 0.0000 2 Equatorial Antpitta 0.8000 1.0000 0.8889 4 Ethiopian Bee-eater 0.0000 0.0000 0.0000 1 Geelvink Fruit Dove 1.0000 1.0000 1.0000 1 Geelvink Imperial Pigeon 1.0000 1.0000 1.0000 1 Great Tinamou 0.6923 0.7500 0.7200 12 Greater Rhea 0.3750 1.0000 0.5455 3 Grey Tinamou 0.5000 0.3333 0.4000 6 Grey-chinned Sunbird 0.0000 0.0000 0.0000 1 Greyish-crowned Leafbird 0.0000 0.0000 0.0000 1 Highland Tinamou 0.5000 1.0000 0.6667 1 Hooded Tinamou 0.0000 0.0000 0.0000 1 Little Spotted Kiwi 0.0000 0.0000 0.0000 1 Little Tinamou 0.7500 0.7143 0.7317 21 Loja Tapaculo 1.0000 1.0000 1.0000 2 Magellanic Snipe 1.0000 0.5000 0.6667 2 Malabar Imperial Pigeon 1.0000 1.0000 1.0000 1 Malayan Black-capped Babbler 1.0000 1.0000 1.0000 2 North Island Brown Kiwi 1.0000 0.5000 0.6667 2 Okarito Kiwi 0.5000 1.0000 0.6667 1 Olivaceous Saltator 0.6667 1.0000 0.8000 4 Ornate Pitta 0.6667 1.0000 0.8000 2 Palawan Crow 0.0000 0.0000 0.0000 1 Penan Bulbul 0.0000 0.0000 0.0000 1 Perija Antpitta 0.0000 0.0000 0.0000 1 Ryukyu Green Pigeon 1.0000 1.0000 1.0000 1 Seram Bush Warbler 0.0000 0.0000 0.0000 1 Short-billed Gull 1.0000 0.5000 0.6667 2 Siberian House Martin 1.0000 1.0000 1.0000 1 Sierra Nevada Antpitta 0.0000 0.0000 0.0000 1 Small Crow 0.0000 0.0000 0.0000 1 Solitary Tinamou 0.6667 0.2857 0.4000 7 Solomons Robin 1.0000 1.0000 1.0000 1 Southern Cassowary 0.0000 0.0000 0.0000 1 Stella's Lorikeet 1.0000 1.0000 1.0000 1 Sulawesi Leaf Warbler 0.0000 0.0000 0.0000 1 Sumatran Woodpecker 1.0000 1.0000 1.0000 1 Sunda Scimitar Babbler 1.0000 0.6667 0.8000 3 Taiwan Bullfinch 0.2500 1.0000 0.4000 1 Tanzanian Illadopsis 0.8462 1.0000 0.9167 11 Tapajos Fire-eye 1.0000 1.0000 1.0000 1 Tawny-breasted Tinamou 0.5000 1.0000 0.6667 2 Turkestan Short-toed Lark 1.0000 1.0000 1.0000 2 Urubamba Antpitta 1.0000 1.0000 1.0000 1 Usambiro Barbet 1.0000 1.0000 1.0000 2 Utcubamba Tapaculo 1.0000 1.0000 1.0000 2 Visayan Shama 1.0000 1.0000 1.0000 1 West Mexican Euphonia 1.0000 1.0000 1.0000 1 Western Fire-eye 0.3750 0.5000 0.4286 6 Wetar Oriole 1.0000 1.0000 1.0000 1 White-browed Gnatcatcher 1.0000 1.0000 1.0000 5 White-throated Tinamou 0.2308 0.5000 0.3158 6 Yungas Guan 0.5000 0.5000 0.5000 2 micro avg 0.6979 0.6872 0.6925 195 macro avg 0.6461 0.6360 0.6192 195 weighted avg 0.6969 0.6872 0.6698 195 === Matriz de Confusão === [[0 0 0 ... 0 0 0] [0 1 0 ... 0 0 0] [0 0 1 ... 0 0 0] ... [0 0 0 ... 5 0 0] [0 0 0 ... 0 3 0] [0 0 0 ... 0 0 1]]