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Heem2
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Birds-species-classification

Image Classification
Transformers
Safetensors
vit
Generated from Trainer
Inference Endpoints
Model card Files Community
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  1. README.md +79 -0
  2. config.json +1080 -0
  3. model.safetensors +3 -0
  4. preprocessor_config.json +22 -0
  5. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: google/vit-base-patch16-224-in21k
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - accuracy
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+ model-index:
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+ - name: Birds-Species-classification
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # Birds-Species-classification
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+
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+ This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.1943
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+ - Accuracy: 0.9527
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.0005
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+ - train_batch_size: 32
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+ - eval_batch_size: 32
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+ - seed: 42
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+ - gradient_accumulation_steps: 4
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+ - total_train_batch_size: 128
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - lr_scheduler_warmup_ratio: 0.1
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+ - num_epochs: 16
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+ - mixed_precision_training: Native AMP
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|
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+ | 5.2759 | 0.99 | 68 | 3.4103 | 0.86 |
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+ | 1.7015 | 1.99 | 137 | 0.7510 | 0.8945 |
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+ | 0.566 | 3.0 | 206 | 0.5793 | 0.8664 |
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+ | 0.4301 | 4.0 | 275 | 0.4694 | 0.8909 |
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+ | 0.3603 | 4.99 | 343 | 0.3995 | 0.9036 |
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+ | 0.3032 | 5.99 | 412 | 0.3757 | 0.9036 |
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+ | 0.2632 | 7.0 | 481 | 0.3843 | 0.9059 |
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+ | 0.2211 | 8.0 | 550 | 0.3490 | 0.9123 |
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+ | 0.1929 | 8.99 | 618 | 0.3618 | 0.9045 |
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+ | 0.1645 | 9.99 | 687 | 0.2970 | 0.9241 |
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+ | 0.1621 | 11.0 | 756 | 0.2874 | 0.93 |
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+ | 0.1337 | 12.0 | 825 | 0.2705 | 0.9391 |
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+ | 0.1238 | 12.99 | 893 | 0.2231 | 0.9436 |
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+ | 0.1096 | 13.99 | 962 | 0.2440 | 0.9441 |
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+ | 0.0979 | 15.0 | 1031 | 0.2371 | 0.9423 |
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+ | 0.0808 | 15.83 | 1088 | 0.1943 | 0.9527 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.38.2
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+ - Pytorch 2.1.2
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+ - Datasets 2.18.0
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+ - Tokenizers 0.15.2
config.json ADDED
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+ {
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+ "_name_or_path": "google/vit-base-patch16-224-in21k",
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+ "architectures": [
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+ "ViTForImageClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.0,
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+ "encoder_stride": 16,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "ABBOTTS BABBLER",
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+ "1": "ABBOTTS BOOBY",
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+ "10": "ALBERTS TOWHEE",
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+ "100": "BLUE HERON",
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+ "101": "BLUE MALKOHA",
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+ "102": "BLUE THROATED PIPING GUAN",
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+ "103": "BLUE THROATED TOUCANET",
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+ "104": "BOBOLINK",
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+ "105": "BORNEAN BRISTLEHEAD",
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+ "106": "BORNEAN LEAFBIRD",
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+ "107": "BORNEAN PHEASANT",
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+ "108": "BRANDT CORMARANT",
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+ "109": "BREWERS BLACKBIRD",
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+ "11": "ALEXANDRINE PARAKEET",
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+ "110": "BROWN CREPPER",
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+ "111": "BROWN HEADED COWBIRD",
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+ "112": "BROWN NOODY",
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+ "113": "BROWN THRASHER",
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+ "114": "BUFFLEHEAD",
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+ "115": "BULWERS PHEASANT",
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+ "116": "BURCHELLS COURSER",
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+ "117": "BUSH TURKEY",
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+ "118": "CAATINGA CACHOLOTE",
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+ "119": "CABOTS TRAGOPAN",
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+ "12": "ALPINE CHOUGH",
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+ "120": "CACTUS WREN",
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+ "121": "CALIFORNIA CONDOR",
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+ "122": "CALIFORNIA GULL",
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+ "123": "CALIFORNIA QUAIL",
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+ "124": "CAMPO FLICKER",
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+ "125": "CANARY",
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+ "126": "CANVASBACK",
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+ "127": "CAPE GLOSSY STARLING",
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+ "128": "CAPE LONGCLAW",
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+ "129": "CAPE MAY WARBLER",
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+ "13": "ALTAMIRA YELLOWTHROAT",
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+ "130": "CAPE ROCK THRUSH",
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+ "131": "CAPPED HERON",
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+ "132": "CAPUCHINBIRD",
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+ "133": "CARMINE BEE-EATER",
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+ "134": "CASPIAN TERN",
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+ "135": "CASSOWARY",
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+ "136": "CEDAR WAXWING",
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+ "137": "CERULEAN WARBLER",
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+ "138": "CHARA DE COLLAR",
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+ "139": "CHATTERING LORY",
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+ "14": "AMERICAN AVOCET",
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+ "140": "CHESTNET BELLIED EUPHONIA",
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+ "141": "CHESTNUT WINGED CUCKOO",
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+ "142": "CHINESE BAMBOO PARTRIDGE",
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+ "143": "CHINESE POND HERON",
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+ "144": "CHIPPING SPARROW",
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+ "145": "CHUCAO TAPACULO",
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+ "146": "CHUKAR PARTRIDGE",
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+ "147": "CINNAMON ATTILA",
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+ "148": "CINNAMON FLYCATCHER",
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+ "149": "CINNAMON TEAL",
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+ "15": "AMERICAN BITTERN",
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+ "150": "CLARKS GREBE",
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+ "151": "CLARKS NUTCRACKER",
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+ "152": "COCK OF THE ROCK",
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+ "153": "COCKATOO",
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+ "154": "COLLARED ARACARI",
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+ "155": "COLLARED CRESCENTCHEST",
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+ "156": "COMMON FIRECREST",
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+ "157": "COMMON GRACKLE",
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+ "158": "COMMON HOUSE MARTIN",
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+ "159": "COMMON IORA",
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+ "16": "AMERICAN COOT",
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+ "160": "COMMON LOON",
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+ "161": "COMMON POORWILL",
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+ "162": "COMMON STARLING",
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+ "163": "COPPERSMITH BARBET",
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+ "164": "COPPERY TAILED COUCAL",
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+ "165": "CRAB PLOVER",
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+ "166": "CRANE HAWK",
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+ "167": "CREAM COLORED WOODPECKER",
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+ "168": "CRESTED AUKLET",
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+ "169": "CRESTED CARACARA",
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+ "17": "AMERICAN DIPPER",
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+ "170": "CRESTED COUA",
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+ "171": "CRESTED FIREBACK",
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+ "172": "CRESTED KINGFISHER",
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+ "173": "CRESTED NUTHATCH",
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+ "174": "CRESTED OROPENDOLA",
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+ "175": "CRESTED SERPENT EAGLE",
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+ "176": "CRESTED SHRIKETIT",
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+ "177": "CRESTED WOOD PARTRIDGE",
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+ "178": "CRIMSON CHAT",
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+ "179": "CRIMSON SUNBIRD",
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+ "18": "AMERICAN FLAMINGO",
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+ "180": "CROW",
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+ "181": "CUBAN TODY",
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+ "182": "CUBAN TROGON",
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+ "183": "CURL CRESTED ARACURI",
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+ "184": "D-ARNAUDS BARBET",
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+ "185": "DALMATIAN PELICAN",
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+ "186": "DARJEELING WOODPECKER",
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+ "187": "DARK EYED JUNCO",
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+ "188": "DAURIAN REDSTART",
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+ "189": "DEMOISELLE CRANE",
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+ "19": "AMERICAN GOLDFINCH",
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+ "190": "DOUBLE BARRED FINCH",
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+ "191": "DOUBLE BRESTED CORMARANT",
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+ "192": "DOUBLE EYED FIG PARROT",
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+ "193": "DOWNY WOODPECKER",
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+ "194": "DUNLIN",
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+ "195": "DUSKY LORY",
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+ "196": "DUSKY ROBIN",
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+ "197": "EARED PITA",
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+ "198": "EASTERN BLUEBIRD",
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+ "199": "EASTERN BLUEBONNET",
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+ "2": "ABYSSINIAN GROUND HORNBILL",
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+ "20": "AMERICAN KESTREL",
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+ "200": "EASTERN GOLDEN WEAVER",
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+ "201": "EASTERN MEADOWLARK",
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+ "202": "EASTERN ROSELLA",
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+ "203": "EASTERN TOWEE",
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+ "204": "EASTERN WIP POOR WILL",
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+ "205": "EASTERN YELLOW ROBIN",
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+ "206": "ECUADORIAN HILLSTAR",
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+ "207": "EGYPTIAN GOOSE",
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+ "208": "ELEGANT TROGON",
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+ "209": "ELLIOTS PHEASANT",
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+ "21": "AMERICAN PIPIT",
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+ "210": "EMERALD TANAGER",
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+ "211": "EMPEROR PENGUIN",
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+ "212": "EMU",
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+ "213": "ENGGANO MYNA",
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+ "214": "EURASIAN BULLFINCH",
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+ "215": "EURASIAN GOLDEN ORIOLE",
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+ "216": "EURASIAN MAGPIE",
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+ "217": "EUROPEAN GOLDFINCH",
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+ "218": "EUROPEAN TURTLE DOVE",
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+ "219": "EVENING GROSBEAK",
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+ "22": "AMERICAN REDSTART",
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+ "220": "FAIRY BLUEBIRD",
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+ "221": "FAIRY PENGUIN",
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+ "222": "FAIRY TERN",
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+ "223": "FAN TAILED WIDOW",
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+ "224": "FASCIATED WREN",
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+ "225": "FIERY MINIVET",
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+ "226": "FIORDLAND PENGUIN",
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+ "227": "FIRE TAILLED MYZORNIS",
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+ "228": "FLAME BOWERBIRD",
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+ "229": "FLAME TANAGER",
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+ "23": "AMERICAN ROBIN",
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+ "230": "FOREST WAGTAIL",
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+ "231": "FRIGATE",
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+ "232": "FRILL BACK PIGEON",
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+ "233": "GAMBELS QUAIL",
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+ "234": "GANG GANG COCKATOO",
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+ "235": "GILA WOODPECKER",
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+ "236": "GILDED FLICKER",
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+ "237": "GLOSSY IBIS",
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+ "238": "GO AWAY BIRD",
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+ "239": "GOLD WING WARBLER",
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+ "24": "AMERICAN WIGEON",
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+ "240": "GOLDEN BOWER BIRD",
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+ "241": "GOLDEN CHEEKED WARBLER",
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+ "242": "GOLDEN CHLOROPHONIA",
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+ "243": "GOLDEN EAGLE",
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+ "244": "GOLDEN PARAKEET",
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+ "245": "GOLDEN PHEASANT",
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+ "246": "GOLDEN PIPIT",
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+ "247": "GOULDIAN FINCH",
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+ "248": "GRANDALA",
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+ "249": "GRAY CATBIRD",
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+ "25": "AMETHYST WOODSTAR",
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+ "250": "GRAY KINGBIRD",
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+ "251": "GRAY PARTRIDGE",
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+ "252": "GREAT ARGUS",
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+ "253": "GREAT GRAY OWL",
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+ "254": "GREAT JACAMAR",
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+ "255": "GREAT KISKADEE",
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+ "256": "GREAT POTOO",
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+ "257": "GREAT TINAMOU",
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+ "258": "GREAT XENOPS",
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+ "259": "GREATER PEWEE",
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+ "26": "ANDEAN GOOSE",
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+ "260": "GREATER PRAIRIE CHICKEN",
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+ "261": "GREATOR SAGE GROUSE",
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+ "262": "GREEN BROADBILL",
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+ "263": "GREEN JAY",
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+ "264": "GREEN MAGPIE",
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+ "265": "GREEN WINGED DOVE",
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+ "266": "GREY CUCKOOSHRIKE",
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+ "267": "GREY HEADED CHACHALACA",
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+ "268": "GREY HEADED FISH EAGLE",
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+ "269": "GREY PLOVER",
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+ "27": "ANDEAN LAPWING",
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+ "270": "GROVED BILLED ANI",
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+ "271": "GUINEA TURACO",
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+ "272": "GUINEAFOWL",
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+ "273": "GURNEYS PITTA",
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+ "274": "GYRFALCON",
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+ "275": "HAMERKOP",
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+ "276": "HARLEQUIN DUCK",
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+ "277": "HARLEQUIN QUAIL",
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+ "278": "HARPY EAGLE",
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+ "279": "HAWAIIAN GOOSE",
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+ "28": "ANDEAN SISKIN",
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+ "280": "HAWFINCH",
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+ "281": "HELMET VANGA",
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+ "282": "HEPATIC TANAGER",
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+ "283": "HIMALAYAN BLUETAIL",
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+ "284": "HIMALAYAN MONAL",
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+ "285": "HOATZIN",
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+ "286": "HOODED MERGANSER",
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+ "287": "HOOPOES",
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+ "288": "HORNED GUAN",
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+ "289": "HORNED LARK",
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+ "29": "ANHINGA",
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+ "290": "HORNED SUNGEM",
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+ "291": "HOUSE FINCH",
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+ "292": "HOUSE SPARROW",
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+ "293": "HYACINTH MACAW",
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+ "294": "IBERIAN MAGPIE",
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+ "295": "IBISBILL",
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+ "296": "IMPERIAL SHAQ",
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+ "297": "INCA TERN",
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+ "298": "INDIAN BUSTARD",
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+ "299": "INDIAN PITTA",
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+ "3": "AFRICAN CROWNED CRANE",
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+ "30": "ANIANIAU",
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+ "300": "INDIAN ROLLER",
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+ "301": "INDIAN VULTURE",
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+ "302": "INDIGO BUNTING",
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+ "303": "INDIGO FLYCATCHER",
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+ "304": "INLAND DOTTEREL",
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+ "305": "IVORY BILLED ARACARI",
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+ "306": "IVORY GULL",
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+ "307": "IWI",
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+ "308": "JABIRU",
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+ "309": "JACK SNIPE",
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+ "31": "ANNAS HUMMINGBIRD",
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+ "310": "JACOBIN PIGEON",
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+ "311": "JANDAYA PARAKEET",
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+ "312": "JAPANESE ROBIN",
251
+ "313": "JAVA SPARROW",
252
+ "314": "JOCOTOCO ANTPITTA",
253
+ "315": "KAGU",
254
+ "316": "KAKAPO",
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+ "317": "KILLDEAR",
256
+ "318": "KING EIDER",
257
+ "319": "KING VULTURE",
258
+ "32": "ANTBIRD",
259
+ "320": "KIWI",
260
+ "321": "KNOB BILLED DUCK",
261
+ "322": "KOOKABURRA",
262
+ "323": "LARK BUNTING",
263
+ "324": "LAUGHING GULL",
264
+ "325": "LAZULI BUNTING",
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+ "326": "LESSER ADJUTANT",
266
+ "327": "LILAC ROLLER",
267
+ "328": "LIMPKIN",
268
+ "329": "LITTLE AUK",
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+ "33": "ANTILLEAN EUPHONIA",
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+ "330": "LOGGERHEAD SHRIKE",
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+ "331": "LONG-EARED OWL",
272
+ "332": "LOONEY BIRDS",
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+ "333": "LUCIFER HUMMINGBIRD",
274
+ "334": "MAGPIE GOOSE",
275
+ "335": "MALABAR HORNBILL",
276
+ "336": "MALACHITE KINGFISHER",
277
+ "337": "MALAGASY WHITE EYE",
278
+ "338": "MALEO",
279
+ "339": "MALLARD DUCK",
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+ "34": "APAPANE",
281
+ "340": "MANDRIN DUCK",
282
+ "341": "MANGROVE CUCKOO",
283
+ "342": "MARABOU STORK",
284
+ "343": "MASKED BOBWHITE",
285
+ "344": "MASKED BOOBY",
286
+ "345": "MASKED LAPWING",
287
+ "346": "MCKAYS BUNTING",
288
+ "347": "MERLIN",
289
+ "348": "MIKADO PHEASANT",
290
+ "349": "MILITARY MACAW",
291
+ "35": "APOSTLEBIRD",
292
+ "350": "MOURNING DOVE",
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+ "351": "MYNA",
294
+ "352": "NICOBAR PIGEON",
295
+ "353": "NOISY FRIARBIRD",
296
+ "354": "NORTHERN BEARDLESS TYRANNULET",
297
+ "355": "NORTHERN CARDINAL",
298
+ "356": "NORTHERN FLICKER",
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+ "357": "NORTHERN FULMAR",
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+ "358": "NORTHERN GANNET",
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+ "359": "NORTHERN GOSHAWK",
302
+ "36": "ARARIPE MANAKIN",
303
+ "360": "NORTHERN JACANA",
304
+ "361": "NORTHERN MOCKINGBIRD",
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+ "362": "NORTHERN PARULA",
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+ "363": "NORTHERN RED BISHOP",
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+ "364": "NORTHERN SHOVELER",
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+ "365": "OCELLATED TURKEY",
309
+ "366": "OILBIRD",
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+ "367": "OKINAWA RAIL",
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+ "368": "ORANGE BREASTED TROGON",
312
+ "369": "ORANGE BRESTED BUNTING",
313
+ "37": "ASHY STORM PETREL",
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+ "370": "ORIENTAL BAY OWL",
315
+ "371": "ORNATE HAWK EAGLE",
316
+ "372": "OSPREY",
317
+ "373": "OSTRICH",
318
+ "374": "OVENBIRD",
319
+ "375": "OYSTER CATCHER",
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+ "376": "PAINTED BUNTING",
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+ "377": "PALILA",
322
+ "378": "PALM NUT VULTURE",
323
+ "379": "PARADISE TANAGER",
324
+ "38": "ASHY THRUSHBIRD",
325
+ "380": "PARAKETT AUKLET",
326
+ "381": "PARAKETT AUKLET",
327
+ "382": "PARUS MAJOR",
328
+ "383": "PATAGONIAN SIERRA FINCH",
329
+ "384": "PEACOCK",
330
+ "385": "PEREGRINE FALCON",
331
+ "386": "PHAINOPEPLA",
332
+ "387": "PHILIPPINE EAGLE",
333
+ "388": "PINK ROBIN",
334
+ "389": "PLUSH CRESTED JAY",
335
+ "39": "ASIAN CRESTED IBIS",
336
+ "390": "POMARINE JAEGER",
337
+ "391": "PUFFIN",
338
+ "392": "PUNA TEAL",
339
+ "393": "PURPLE FINCH",
340
+ "394": "PURPLE GALLINULE",
341
+ "395": "PURPLE MARTIN",
342
+ "396": "PURPLE SWAMPHEN",
343
+ "397": "PYGMY KINGFISHER",
344
+ "398": "PYRRHULOXIA",
345
+ "399": "QUETZAL",
346
+ "4": "AFRICAN EMERALD CUCKOO",
347
+ "40": "ASIAN DOLLARD BIRD",
348
+ "400": "RAINBOW LORIKEET",
349
+ "401": "RAZORBILL",
350
+ "402": "RED BEARDED BEE EATER",
351
+ "403": "RED BELLIED PITTA",
352
+ "404": "RED BILLED TROPICBIRD",
353
+ "405": "RED BROWED FINCH",
354
+ "406": "RED CROSSBILL",
355
+ "407": "RED FACED CORMORANT",
356
+ "408": "RED FACED WARBLER",
357
+ "409": "RED FODY",
358
+ "41": "ASIAN GREEN BEE EATER",
359
+ "410": "RED HEADED DUCK",
360
+ "411": "RED HEADED WOODPECKER",
361
+ "412": "RED KNOT",
362
+ "413": "RED LEGGED HONEYCREEPER",
363
+ "414": "RED NAPED TROGON",
364
+ "415": "RED SHOULDERED HAWK",
365
+ "416": "RED TAILED HAWK",
366
+ "417": "RED TAILED THRUSH",
367
+ "418": "RED WINGED BLACKBIRD",
368
+ "419": "RED WISKERED BULBUL",
369
+ "42": "ASIAN OPENBILL STORK",
370
+ "420": "REGENT BOWERBIRD",
371
+ "421": "RING-NECKED PHEASANT",
372
+ "422": "ROADRUNNER",
373
+ "423": "ROCK DOVE",
374
+ "424": "ROSE BREASTED COCKATOO",
375
+ "425": "ROSE BREASTED GROSBEAK",
376
+ "426": "ROSEATE SPOONBILL",
377
+ "427": "ROSY FACED LOVEBIRD",
378
+ "428": "ROUGH LEG BUZZARD",
379
+ "429": "ROYAL FLYCATCHER",
380
+ "43": "AUCKLAND SHAQ",
381
+ "430": "RUBY CROWNED KINGLET",
382
+ "431": "RUBY THROATED HUMMINGBIRD",
383
+ "432": "RUDDY SHELDUCK",
384
+ "433": "RUDY KINGFISHER",
385
+ "434": "RUFOUS KINGFISHER",
386
+ "435": "RUFOUS TREPE",
387
+ "436": "RUFUOS MOTMOT",
388
+ "437": "SAMATRAN THRUSH",
389
+ "438": "SAND MARTIN",
390
+ "439": "SANDHILL CRANE",
391
+ "44": "AUSTRAL CANASTERO",
392
+ "440": "SATYR TRAGOPAN",
393
+ "441": "SAYS PHOEBE",
394
+ "442": "SCARLET CROWNED FRUIT DOVE",
395
+ "443": "SCARLET FACED LIOCICHLA",
396
+ "444": "SCARLET IBIS",
397
+ "445": "SCARLET MACAW",
398
+ "446": "SCARLET TANAGER",
399
+ "447": "SHOEBILL",
400
+ "448": "SHORT BILLED DOWITCHER",
401
+ "449": "SMITHS LONGSPUR",
402
+ "45": "AUSTRALASIAN FIGBIRD",
403
+ "450": "SNOW GOOSE",
404
+ "451": "SNOW PARTRIDGE",
405
+ "452": "SNOWY EGRET",
406
+ "453": "SNOWY OWL",
407
+ "454": "SNOWY PLOVER",
408
+ "455": "SNOWY SHEATHBILL",
409
+ "456": "SORA",
410
+ "457": "SPANGLED COTINGA",
411
+ "458": "SPLENDID WREN",
412
+ "459": "SPOON BILED SANDPIPER",
413
+ "46": "AVADAVAT",
414
+ "460": "SPOTTED CATBIRD",
415
+ "461": "SPOTTED WHISTLING DUCK",
416
+ "462": "SQUACCO HERON",
417
+ "463": "SRI LANKA BLUE MAGPIE",
418
+ "464": "STEAMER DUCK",
419
+ "465": "STORK BILLED KINGFISHER",
420
+ "466": "STRIATED CARACARA",
421
+ "467": "STRIPED OWL",
422
+ "468": "STRIPPED MANAKIN",
423
+ "469": "STRIPPED SWALLOW",
424
+ "47": "AZARAS SPINETAIL",
425
+ "470": "SUNBITTERN",
426
+ "471": "SUPERB STARLING",
427
+ "472": "SURF SCOTER",
428
+ "473": "SWINHOES PHEASANT",
429
+ "474": "TAILORBIRD",
430
+ "475": "TAIWAN MAGPIE",
431
+ "476": "TAKAHE",
432
+ "477": "TASMANIAN HEN",
433
+ "478": "TAWNY FROGMOUTH",
434
+ "479": "TEAL DUCK",
435
+ "48": "AZURE BREASTED PITTA",
436
+ "480": "TIT MOUSE",
437
+ "481": "TOUCHAN",
438
+ "482": "TOWNSENDS WARBLER",
439
+ "483": "TREE SWALLOW",
440
+ "484": "TRICOLORED BLACKBIRD",
441
+ "485": "TROPICAL KINGBIRD",
442
+ "486": "TRUMPTER SWAN",
443
+ "487": "TURKEY VULTURE",
444
+ "488": "TURQUOISE MOTMOT",
445
+ "489": "UMBRELLA BIRD",
446
+ "49": "AZURE JAY",
447
+ "490": "VARIED THRUSH",
448
+ "491": "VEERY",
449
+ "492": "VENEZUELIAN TROUPIAL",
450
+ "493": "VERDIN",
451
+ "494": "VERMILION FLYCATHER",
452
+ "495": "VICTORIA CROWNED PIGEON",
453
+ "496": "VIOLET BACKED STARLING",
454
+ "497": "VIOLET CUCKOO",
455
+ "498": "VIOLET GREEN SWALLOW",
456
+ "499": "VIOLET TURACO",
457
+ "5": "AFRICAN FIREFINCH",
458
+ "50": "AZURE TANAGER",
459
+ "500": "VISAYAN HORNBILL",
460
+ "501": "VULTURINE GUINEAFOWL",
461
+ "502": "WALL CREAPER",
462
+ "503": "WATTLED CURASSOW",
463
+ "504": "WATTLED LAPWING",
464
+ "505": "WHIMBREL",
465
+ "506": "WHITE BREASTED WATERHEN",
466
+ "507": "WHITE BROWED CRAKE",
467
+ "508": "WHITE CHEEKED TURACO",
468
+ "509": "WHITE CRESTED HORNBILL",
469
+ "51": "AZURE TIT",
470
+ "510": "WHITE EARED HUMMINGBIRD",
471
+ "511": "WHITE NECKED RAVEN",
472
+ "512": "WHITE TAILED TROPIC",
473
+ "513": "WHITE THROATED BEE EATER",
474
+ "514": "WILD TURKEY",
475
+ "515": "WILLOW PTARMIGAN",
476
+ "516": "WILSONS BIRD OF PARADISE",
477
+ "517": "WOOD DUCK",
478
+ "518": "WOOD THRUSH",
479
+ "519": "WOODLAND KINGFISHER",
480
+ "52": "BAIKAL TEAL",
481
+ "520": "WRENTIT",
482
+ "521": "YELLOW BELLIED FLOWERPECKER",
483
+ "522": "YELLOW BREASTED CHAT",
484
+ "523": "YELLOW CACIQUE",
485
+ "524": "YELLOW HEADED BLACKBIRD",
486
+ "525": "ZEBRA DOVE",
487
+ "53": "BALD EAGLE",
488
+ "54": "BALD IBIS",
489
+ "55": "BALI STARLING",
490
+ "56": "BALTIMORE ORIOLE",
491
+ "57": "BANANAQUIT",
492
+ "58": "BAND TAILED GUAN",
493
+ "59": "BANDED BROADBILL",
494
+ "6": "AFRICAN OYSTER CATCHER",
495
+ "60": "BANDED PITA",
496
+ "61": "BANDED STILT",
497
+ "62": "BAR-TAILED GODWIT",
498
+ "63": "BARN OWL",
499
+ "64": "BARN SWALLOW",
500
+ "65": "BARRED PUFFBIRD",
501
+ "66": "BARROWS GOLDENEYE",
502
+ "67": "BAY-BREASTED WARBLER",
503
+ "68": "BEARDED BARBET",
504
+ "69": "BEARDED BELLBIRD",
505
+ "7": "AFRICAN PIED HORNBILL",
506
+ "70": "BEARDED REEDLING",
507
+ "71": "BELTED KINGFISHER",
508
+ "72": "BIRD OF PARADISE",
509
+ "73": "BLACK AND YELLOW BROADBILL",
510
+ "74": "BLACK BAZA",
511
+ "75": "BLACK BREASTED PUFFBIRD",
512
+ "76": "BLACK COCKATO",
513
+ "77": "BLACK FACED SPOONBILL",
514
+ "78": "BLACK FRANCOLIN",
515
+ "79": "BLACK HEADED CAIQUE",
516
+ "8": "AFRICAN PYGMY GOOSE",
517
+ "80": "BLACK NECKED STILT",
518
+ "81": "BLACK SKIMMER",
519
+ "82": "BLACK SWAN",
520
+ "83": "BLACK TAIL CRAKE",
521
+ "84": "BLACK THROATED BUSHTIT",
522
+ "85": "BLACK THROATED HUET",
523
+ "86": "BLACK THROATED WARBLER",
524
+ "87": "BLACK VENTED SHEARWATER",
525
+ "88": "BLACK VULTURE",
526
+ "89": "BLACK-CAPPED CHICKADEE",
527
+ "9": "ALBATROSS",
528
+ "90": "BLACK-NECKED GREBE",
529
+ "91": "BLACK-THROATED SPARROW",
530
+ "92": "BLACKBURNIAM WARBLER",
531
+ "93": "BLONDE CRESTED WOODPECKER",
532
+ "94": "BLOOD PHEASANT",
533
+ "95": "BLUE COAU",
534
+ "96": "BLUE DACNIS",
535
+ "97": "BLUE GRAY GNATCATCHER",
536
+ "98": "BLUE GROSBEAK",
537
+ "99": "BLUE GROUSE"
538
+ },
539
+ "image_size": 224,
540
+ "initializer_range": 0.02,
541
+ "intermediate_size": 3072,
542
+ "label2id": {
543
+ "ABBOTTS BABBLER": "0",
544
+ "ABBOTTS BOOBY": "1",
545
+ "ABYSSINIAN GROUND HORNBILL": "2",
546
+ "AFRICAN CROWNED CRANE": "3",
547
+ "AFRICAN EMERALD CUCKOO": "4",
548
+ "AFRICAN FIREFINCH": "5",
549
+ "AFRICAN OYSTER CATCHER": "6",
550
+ "AFRICAN PIED HORNBILL": "7",
551
+ "AFRICAN PYGMY GOOSE": "8",
552
+ "ALBATROSS": "9",
553
+ "ALBERTS TOWHEE": "10",
554
+ "ALEXANDRINE PARAKEET": "11",
555
+ "ALPINE CHOUGH": "12",
556
+ "ALTAMIRA YELLOWTHROAT": "13",
557
+ "AMERICAN AVOCET": "14",
558
+ "AMERICAN BITTERN": "15",
559
+ "AMERICAN COOT": "16",
560
+ "AMERICAN DIPPER": "17",
561
+ "AMERICAN FLAMINGO": "18",
562
+ "AMERICAN GOLDFINCH": "19",
563
+ "AMERICAN KESTREL": "20",
564
+ "AMERICAN PIPIT": "21",
565
+ "AMERICAN REDSTART": "22",
566
+ "AMERICAN ROBIN": "23",
567
+ "AMERICAN WIGEON": "24",
568
+ "AMETHYST WOODSTAR": "25",
569
+ "ANDEAN GOOSE": "26",
570
+ "ANDEAN LAPWING": "27",
571
+ "ANDEAN SISKIN": "28",
572
+ "ANHINGA": "29",
573
+ "ANIANIAU": "30",
574
+ "ANNAS HUMMINGBIRD": "31",
575
+ "ANTBIRD": "32",
576
+ "ANTILLEAN EUPHONIA": "33",
577
+ "APAPANE": "34",
578
+ "APOSTLEBIRD": "35",
579
+ "ARARIPE MANAKIN": "36",
580
+ "ASHY STORM PETREL": "37",
581
+ "ASHY THRUSHBIRD": "38",
582
+ "ASIAN CRESTED IBIS": "39",
583
+ "ASIAN DOLLARD BIRD": "40",
584
+ "ASIAN GREEN BEE EATER": "41",
585
+ "ASIAN OPENBILL STORK": "42",
586
+ "AUCKLAND SHAQ": "43",
587
+ "AUSTRAL CANASTERO": "44",
588
+ "AUSTRALASIAN FIGBIRD": "45",
589
+ "AVADAVAT": "46",
590
+ "AZARAS SPINETAIL": "47",
591
+ "AZURE BREASTED PITTA": "48",
592
+ "AZURE JAY": "49",
593
+ "AZURE TANAGER": "50",
594
+ "AZURE TIT": "51",
595
+ "BAIKAL TEAL": "52",
596
+ "BALD EAGLE": "53",
597
+ "BALD IBIS": "54",
598
+ "BALI STARLING": "55",
599
+ "BALTIMORE ORIOLE": "56",
600
+ "BANANAQUIT": "57",
601
+ "BAND TAILED GUAN": "58",
602
+ "BANDED BROADBILL": "59",
603
+ "BANDED PITA": "60",
604
+ "BANDED STILT": "61",
605
+ "BAR-TAILED GODWIT": "62",
606
+ "BARN OWL": "63",
607
+ "BARN SWALLOW": "64",
608
+ "BARRED PUFFBIRD": "65",
609
+ "BARROWS GOLDENEYE": "66",
610
+ "BAY-BREASTED WARBLER": "67",
611
+ "BEARDED BARBET": "68",
612
+ "BEARDED BELLBIRD": "69",
613
+ "BEARDED REEDLING": "70",
614
+ "BELTED KINGFISHER": "71",
615
+ "BIRD OF PARADISE": "72",
616
+ "BLACK AND YELLOW BROADBILL": "73",
617
+ "BLACK BAZA": "74",
618
+ "BLACK BREASTED PUFFBIRD": "75",
619
+ "BLACK COCKATO": "76",
620
+ "BLACK FACED SPOONBILL": "77",
621
+ "BLACK FRANCOLIN": "78",
622
+ "BLACK HEADED CAIQUE": "79",
623
+ "BLACK NECKED STILT": "80",
624
+ "BLACK SKIMMER": "81",
625
+ "BLACK SWAN": "82",
626
+ "BLACK TAIL CRAKE": "83",
627
+ "BLACK THROATED BUSHTIT": "84",
628
+ "BLACK THROATED HUET": "85",
629
+ "BLACK THROATED WARBLER": "86",
630
+ "BLACK VENTED SHEARWATER": "87",
631
+ "BLACK VULTURE": "88",
632
+ "BLACK-CAPPED CHICKADEE": "89",
633
+ "BLACK-NECKED GREBE": "90",
634
+ "BLACK-THROATED SPARROW": "91",
635
+ "BLACKBURNIAM WARBLER": "92",
636
+ "BLONDE CRESTED WOODPECKER": "93",
637
+ "BLOOD PHEASANT": "94",
638
+ "BLUE COAU": "95",
639
+ "BLUE DACNIS": "96",
640
+ "BLUE GRAY GNATCATCHER": "97",
641
+ "BLUE GROSBEAK": "98",
642
+ "BLUE GROUSE": "99",
643
+ "BLUE HERON": "100",
644
+ "BLUE MALKOHA": "101",
645
+ "BLUE THROATED PIPING GUAN": "102",
646
+ "BLUE THROATED TOUCANET": "103",
647
+ "BOBOLINK": "104",
648
+ "BORNEAN BRISTLEHEAD": "105",
649
+ "BORNEAN LEAFBIRD": "106",
650
+ "BORNEAN PHEASANT": "107",
651
+ "BRANDT CORMARANT": "108",
652
+ "BREWERS BLACKBIRD": "109",
653
+ "BROWN CREPPER": "110",
654
+ "BROWN HEADED COWBIRD": "111",
655
+ "BROWN NOODY": "112",
656
+ "BROWN THRASHER": "113",
657
+ "BUFFLEHEAD": "114",
658
+ "BULWERS PHEASANT": "115",
659
+ "BURCHELLS COURSER": "116",
660
+ "BUSH TURKEY": "117",
661
+ "CAATINGA CACHOLOTE": "118",
662
+ "CABOTS TRAGOPAN": "119",
663
+ "CACTUS WREN": "120",
664
+ "CALIFORNIA CONDOR": "121",
665
+ "CALIFORNIA GULL": "122",
666
+ "CALIFORNIA QUAIL": "123",
667
+ "CAMPO FLICKER": "124",
668
+ "CANARY": "125",
669
+ "CANVASBACK": "126",
670
+ "CAPE GLOSSY STARLING": "127",
671
+ "CAPE LONGCLAW": "128",
672
+ "CAPE MAY WARBLER": "129",
673
+ "CAPE ROCK THRUSH": "130",
674
+ "CAPPED HERON": "131",
675
+ "CAPUCHINBIRD": "132",
676
+ "CARMINE BEE-EATER": "133",
677
+ "CASPIAN TERN": "134",
678
+ "CASSOWARY": "135",
679
+ "CEDAR WAXWING": "136",
680
+ "CERULEAN WARBLER": "137",
681
+ "CHARA DE COLLAR": "138",
682
+ "CHATTERING LORY": "139",
683
+ "CHESTNET BELLIED EUPHONIA": "140",
684
+ "CHESTNUT WINGED CUCKOO": "141",
685
+ "CHINESE BAMBOO PARTRIDGE": "142",
686
+ "CHINESE POND HERON": "143",
687
+ "CHIPPING SPARROW": "144",
688
+ "CHUCAO TAPACULO": "145",
689
+ "CHUKAR PARTRIDGE": "146",
690
+ "CINNAMON ATTILA": "147",
691
+ "CINNAMON FLYCATCHER": "148",
692
+ "CINNAMON TEAL": "149",
693
+ "CLARKS GREBE": "150",
694
+ "CLARKS NUTCRACKER": "151",
695
+ "COCK OF THE ROCK": "152",
696
+ "COCKATOO": "153",
697
+ "COLLARED ARACARI": "154",
698
+ "COLLARED CRESCENTCHEST": "155",
699
+ "COMMON FIRECREST": "156",
700
+ "COMMON GRACKLE": "157",
701
+ "COMMON HOUSE MARTIN": "158",
702
+ "COMMON IORA": "159",
703
+ "COMMON LOON": "160",
704
+ "COMMON POORWILL": "161",
705
+ "COMMON STARLING": "162",
706
+ "COPPERSMITH BARBET": "163",
707
+ "COPPERY TAILED COUCAL": "164",
708
+ "CRAB PLOVER": "165",
709
+ "CRANE HAWK": "166",
710
+ "CREAM COLORED WOODPECKER": "167",
711
+ "CRESTED AUKLET": "168",
712
+ "CRESTED CARACARA": "169",
713
+ "CRESTED COUA": "170",
714
+ "CRESTED FIREBACK": "171",
715
+ "CRESTED KINGFISHER": "172",
716
+ "CRESTED NUTHATCH": "173",
717
+ "CRESTED OROPENDOLA": "174",
718
+ "CRESTED SERPENT EAGLE": "175",
719
+ "CRESTED SHRIKETIT": "176",
720
+ "CRESTED WOOD PARTRIDGE": "177",
721
+ "CRIMSON CHAT": "178",
722
+ "CRIMSON SUNBIRD": "179",
723
+ "CROW": "180",
724
+ "CUBAN TODY": "181",
725
+ "CUBAN TROGON": "182",
726
+ "CURL CRESTED ARACURI": "183",
727
+ "D-ARNAUDS BARBET": "184",
728
+ "DALMATIAN PELICAN": "185",
729
+ "DARJEELING WOODPECKER": "186",
730
+ "DARK EYED JUNCO": "187",
731
+ "DAURIAN REDSTART": "188",
732
+ "DEMOISELLE CRANE": "189",
733
+ "DOUBLE BARRED FINCH": "190",
734
+ "DOUBLE BRESTED CORMARANT": "191",
735
+ "DOUBLE EYED FIG PARROT": "192",
736
+ "DOWNY WOODPECKER": "193",
737
+ "DUNLIN": "194",
738
+ "DUSKY LORY": "195",
739
+ "DUSKY ROBIN": "196",
740
+ "EARED PITA": "197",
741
+ "EASTERN BLUEBIRD": "198",
742
+ "EASTERN BLUEBONNET": "199",
743
+ "EASTERN GOLDEN WEAVER": "200",
744
+ "EASTERN MEADOWLARK": "201",
745
+ "EASTERN ROSELLA": "202",
746
+ "EASTERN TOWEE": "203",
747
+ "EASTERN WIP POOR WILL": "204",
748
+ "EASTERN YELLOW ROBIN": "205",
749
+ "ECUADORIAN HILLSTAR": "206",
750
+ "EGYPTIAN GOOSE": "207",
751
+ "ELEGANT TROGON": "208",
752
+ "ELLIOTS PHEASANT": "209",
753
+ "EMERALD TANAGER": "210",
754
+ "EMPEROR PENGUIN": "211",
755
+ "EMU": "212",
756
+ "ENGGANO MYNA": "213",
757
+ "EURASIAN BULLFINCH": "214",
758
+ "EURASIAN GOLDEN ORIOLE": "215",
759
+ "EURASIAN MAGPIE": "216",
760
+ "EUROPEAN GOLDFINCH": "217",
761
+ "EUROPEAN TURTLE DOVE": "218",
762
+ "EVENING GROSBEAK": "219",
763
+ "FAIRY BLUEBIRD": "220",
764
+ "FAIRY PENGUIN": "221",
765
+ "FAIRY TERN": "222",
766
+ "FAN TAILED WIDOW": "223",
767
+ "FASCIATED WREN": "224",
768
+ "FIERY MINIVET": "225",
769
+ "FIORDLAND PENGUIN": "226",
770
+ "FIRE TAILLED MYZORNIS": "227",
771
+ "FLAME BOWERBIRD": "228",
772
+ "FLAME TANAGER": "229",
773
+ "FOREST WAGTAIL": "230",
774
+ "FRIGATE": "231",
775
+ "FRILL BACK PIGEON": "232",
776
+ "GAMBELS QUAIL": "233",
777
+ "GANG GANG COCKATOO": "234",
778
+ "GILA WOODPECKER": "235",
779
+ "GILDED FLICKER": "236",
780
+ "GLOSSY IBIS": "237",
781
+ "GO AWAY BIRD": "238",
782
+ "GOLD WING WARBLER": "239",
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