--- dataset_info: - config_name: HSN_noise features: - name: audio dtype: audio - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': gcrfin '1': whcspa '2': amepip '3': sposan '4': rocwre '5': brebla '6': daejun '7': foxspa '8': clanut '9': moublu '10': casfin '11': mallar3 '12': herthr '13': amerob '14': yerwar '15': yelwar '16': dusfly '17': mouchi '18': orcwar '19': warvir '20': norfli - name: ebird_code_multilabel sequence: class_label: names: '0': gcrfin '1': whcspa '2': amepip '3': sposan '4': rocwre '5': brebla '6': daejun '7': foxspa '8': clanut '9': moublu '10': casfin '11': mallar3 '12': herthr '13': amerob '14': yerwar '15': yelwar '16': dusfly '17': mouchi '18': orcwar '19': warvir '20': norfli - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': actitis '1': anas '2': anthus '3': catharus '4': colaptes '5': empidonax '6': euphagus '7': haemorhous '8': junco '9': leiothlypis '10': leucosticte '11': nucifraga '12': passerella '13': poecile '14': salpinctes '15': setophaga '16': sialia '17': turdus '18': vireo '19': zonotrichia - name: species_group dtype: class_label: names: '0': blackbirds '1': finches, euphonias, and allies '2': jays, magpies, crows, and ravens '3': new world sparrows '4': shorebirds '5': thrushes '6': tits, chickadees, and titmice '7': 'tyrant flycatchers: pewees, kingbirds, and allies' '8': vireos '9': wagtails and pipits '10': waterfowl '11': wood-warblers '12': woodpeckers '13': wrens - name: order dtype: class_label: names: '0': anseriformes '1': charadriiformes '2': passeriformes '3': piciformes - name: genus_multilabel sequence: class_label: names: '0': actitis '1': anas '2': anthus '3': catharus '4': colaptes '5': empidonax '6': euphagus '7': haemorhous '8': junco '9': leiothlypis '10': leucosticte '11': nucifraga '12': passerella '13': poecile '14': salpinctes '15': setophaga '16': sialia '17': turdus '18': vireo '19': zonotrichia - name: species_group_multilabel sequence: class_label: names: '0': blackbirds '1': finches, euphonias, and allies '2': jays, magpies, crows, and ravens '3': new world sparrows '4': shorebirds '5': thrushes '6': tits, chickadees, and titmice '7': 'tyrant flycatchers: pewees, kingbirds, and allies' '8': vireos '9': wagtails and pipits '10': waterfowl '11': wood-warblers '12': woodpeckers '13': wrens - name: order_multilabel sequence: class_label: names: '0': anseriformes '1': charadriiformes '2': passeriformes '3': piciformes splits: - name: test_5s num_bytes: 135611159.0 num_examples: 3303 download_size: 134180200 dataset_size: 135611159.0 - config_name: HSN_polyphonic_6 features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 22050 decode: false - name: no_noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 splits: - name: train num_bytes: 1231733976.43 num_examples: 7821 - name: validation num_bytes: 152408007.0 num_examples: 975 - name: test num_bytes: 155244124.0 num_examples: 975 download_size: 1445816230 dataset_size: 1539386107.43 - config_name: HSN_polyphonic_8 features: - name: id dtype: string - name: audio dtype: audio - name: no_noise_audio dtype: audio - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_6_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_7_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 - name: birdnet_V2.3_audio_spatial_embeddings dtype: 'null' - name: birdnet_V2.3_audio_pooled_embeddings sequence: float32 - name: vggish_audio_spatial_embeddings sequence: sequence: float32 - name: vggish_audio_pooled_embeddings sequence: float32 - name: perch_8_audio_spatial_embeddings dtype: 'null' - name: perch_8_audio_pooled_embeddings sequence: float32 - name: yamnet_audio_spatial_embeddings sequence: sequence: float32 - name: yamnet_audio_pooled_embeddings sequence: float32 - name: beans_baseline_audio_spatial_embeddings sequence: sequence: float32 - name: beans_baseline_audio_pooled_embeddings sequence: float32 - name: perch_v2_cpu_audio_pooled_embeddings sequence: float32 - name: perch_v2_cpu_audio_spatial_embeddings sequence: sequence: sequence: float32 - name: EfficientNet-B1-BirdSet-XCL_audio_pooled_embeddings sequence: float32 - name: EfficientNet-B1-BirdSet-XCL_audio_spatial_embeddings sequence: sequence: sequence: float32 - name: Bird-MAE-Huge_audio_pooled_embeddings sequence: float32 - name: AudioProtoPNet-20-BirdSet-XCL_audio_pooled_embeddings sequence: float32 - name: AudioProtoPNet-20-BirdSet-XCL_audio_spatial_embeddings sequence: sequence: sequence: float32 - name: AST-Birdset-XCL_audio_pooled_embeddings sequence: float32 - name: AST-Birdset-XCL_audio_spatial_embeddings sequence: sequence: float32 - name: Wav2Vec2-Base-BirdSet-XCL_audio_pooled_embeddings sequence: float32 - name: Wav2Vec2-Base-BirdSet-XCL_audio_spatial_embeddings sequence: sequence: float32 - name: birdnet_V2.3_no_noise_audio_spatial_embeddings dtype: 'null' - name: birdnet_V2.3_no_noise_audio_pooled_embeddings sequence: float32 - name: vggish_no_noise_audio_spatial_embeddings sequence: sequence: float32 - name: vggish_no_noise_audio_pooled_embeddings sequence: float32 - name: perch_8_no_noise_audio_spatial_embeddings dtype: 'null' - name: perch_8_no_noise_audio_pooled_embeddings sequence: float32 - name: yamnet_no_noise_audio_spatial_embeddings sequence: sequence: float32 - name: yamnet_no_noise_audio_pooled_embeddings sequence: float32 - name: beans_baseline_no_noise_audio_spatial_embeddings sequence: sequence: float32 - name: beans_baseline_no_noise_audio_pooled_embeddings sequence: float32 - name: perch_v2_cpu_no_noise_audio_pooled_embeddings sequence: float32 - name: perch_v2_cpu_no_noise_audio_spatial_embeddings sequence: sequence: sequence: float32 - name: EfficientNet-B1-BirdSet-XCL_no_noise_audio_pooled_embeddings sequence: float32 - name: EfficientNet-B1-BirdSet-XCL_no_noise_audio_spatial_embeddings sequence: sequence: sequence: float32 - name: Bird-MAE-Huge_no_noise_audio_pooled_embeddings sequence: float32 - name: Bird-MAE-Huge_no_noise_audio_spatial_embeddings dtype: 'null' - name: AudioProtoPNet-20-BirdSet-XCL_no_noise_audio_pooled_embeddings sequence: float32 - name: AudioProtoPNet-20-BirdSet-XCL_no_noise_audio_spatial_embeddings sequence: sequence: sequence: float32 - name: AST-Birdset-XCL_no_noise_audio_pooled_embeddings sequence: float32 - name: AST-Birdset-XCL_no_noise_audio_spatial_embeddings sequence: sequence: float32 - name: Wav2Vec2-Base-BirdSet-XCL_no_noise_audio_pooled_embeddings sequence: float32 - name: Wav2Vec2-Base-BirdSet-XCL_no_noise_audio_spatial_embeddings sequence: sequence: float32 splits: - name: train num_bytes: 82804204170.98 num_examples: 5813 - name: validation num_bytes: 10347411758.0 num_examples: 727 - name: test num_bytes: 10348691908.0 num_examples: 727 download_size: 103521011691 dataset_size: 103500307836.98 - config_name: HSN_segments features: - name: audio struct: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: time_freq_bounds sequence: sequence: float32 - name: birdset_code dtype: int64 - name: ebird_code dtype: string - name: scientific_name dtype: string - name: common_name dtype: string - name: original_birdset_subset dtype: string - name: original_file dtype: string - name: segment_duration_s dtype: float32 splits: - name: train num_bytes: 42078840 num_examples: 4852 - name: validation num_bytes: 5032315 num_examples: 607 - name: test num_bytes: 5335241 num_examples: 607 download_size: 35408620 dataset_size: 52446396 - config_name: HSN_soundscape_test features: - name: audio dtype: audio: sampling_rate: 32000 decode: false - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': gcrfin '1': whcspa '2': amepip '3': sposan '4': rocwre '5': brebla '6': daejun '7': foxspa '8': clanut '9': moublu '10': casfin '11': mallar3 '12': herthr '13': amerob '14': yerwar '15': yelwar '16': dusfly '17': mouchi '18': orcwar '19': warvir '20': norfli - name: ebird_code_multilabel sequence: class_label: names: '0': gcrfin '1': whcspa '2': amepip '3': sposan '4': rocwre '5': brebla '6': daejun '7': foxspa '8': clanut '9': moublu '10': casfin '11': mallar3 '12': herthr '13': amerob '14': yerwar '15': yelwar '16': dusfly '17': mouchi '18': orcwar '19': warvir '20': norfli - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': actitis '1': anas '2': anthus '3': catharus '4': colaptes '5': empidonax '6': euphagus '7': haemorhous '8': junco '9': leiothlypis '10': leucosticte '11': nucifraga '12': passerella '13': poecile '14': salpinctes '15': setophaga '16': sialia '17': turdus '18': vireo '19': zonotrichia - name: species_group dtype: class_label: names: '0': blackbirds '1': finches, euphonias, and allies '2': jays, magpies, crows, and ravens '3': new world sparrows '4': shorebirds '5': thrushes '6': tits, chickadees, and titmice '7': 'tyrant flycatchers: pewees, kingbirds, and allies' '8': vireos '9': wagtails and pipits '10': waterfowl '11': wood-warblers '12': woodpeckers '13': wrens - name: order dtype: class_label: names: '0': anseriformes '1': charadriiformes '2': passeriformes '3': piciformes - name: genus_multilabel sequence: class_label: names: '0': actitis '1': anas '2': anthus '3': catharus '4': colaptes '5': empidonax '6': euphagus '7': haemorhous '8': junco '9': leiothlypis '10': leucosticte '11': nucifraga '12': passerella '13': poecile '14': salpinctes '15': setophaga '16': sialia '17': turdus '18': vireo '19': zonotrichia - name: species_group_multilabel sequence: class_label: names: '0': blackbirds '1': finches, euphonias, and allies '2': jays, magpies, crows, and ravens '3': new world sparrows '4': shorebirds '5': thrushes '6': tits, chickadees, and titmice '7': 'tyrant flycatchers: pewees, kingbirds, and allies' '8': vireos '9': wagtails and pipits '10': waterfowl '11': wood-warblers '12': woodpeckers '13': wrens - name: order_multilabel sequence: class_label: names: '0': anseriformes '1': charadriiformes '2': passeriformes '3': piciformes splits: - name: test_5s num_bytes: 357332944.0 num_examples: 8689 download_size: 353283575 dataset_size: 357332944.0 - config_name: NES_noise features: - name: audio dtype: audio - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': littin1 '1': grhcha1 '2': colcha1 '3': compau '4': compot1 '5': buvhum1 '6': stvhum2 '7': rtlhum '8': andeme1 '9': squcuc1 '10': rebpig1 '11': whtdov '12': gycwor1 '13': roahaw '14': gryhaw2 '15': trsowl '16': rinkin1 '17': bucmot2 '18': higmot1 '19': rehbar1 '20': kebtou1 '21': acowoo '22': hofwoo1 '23': linwoo1 '24': yehcar1 '25': laufal1 '26': orcpar '27': whcpar '28': brwpar1 '29': whfpar1 '30': orfpar '31': crfpar '32': oliwoo1 '33': sthwoo1 '34': azaspi1 '35': yebela1 '36': goftyr1 '37': cotfly1 '38': wewpew '39': rumfly1 '40': socfly1 '41': grekis '42': bobfly1 '43': trokin '44': ducfly '45': lotman1 '46': mastit1 '47': rotbec '48': yetvir '49': blcjay1 '50': grnjay '51': brnjay '52': melwar1 '53': runwre1 '54': whiwre1 '55': rubwre1 '56': rawwre1 '57': plawre1 '58': houwre '59': andsol1 '60': clcrob '61': yeceup1 '62': yeteup1 '63': ccbfin '64': rucspa1 '65': wegspa1 '66': pregrs2 '67': ruboro1 '68': monoro1 '69': yebori1 '70': melbla1 '71': grtgra '72': tenwar '73': yelwar '74': rucwar1 '75': rucwar '76': sltred '77': rcatan1 '78': strsal1 '79': butsal1 '80': blhsal1 '81': banana '82': yefgra1 '83': flrtan1 '84': sibtan2 '85': bugtan '86': blctan1 '87': scrtan1 '88': obnthr1 - name: ebird_code_multilabel sequence: class_label: names: '0': littin1 '1': grhcha1 '2': colcha1 '3': compau '4': compot1 '5': buvhum1 '6': stvhum2 '7': rtlhum '8': andeme1 '9': squcuc1 '10': rebpig1 '11': whtdov '12': gycwor1 '13': roahaw '14': gryhaw2 '15': trsowl '16': rinkin1 '17': bucmot2 '18': higmot1 '19': rehbar1 '20': kebtou1 '21': acowoo '22': hofwoo1 '23': linwoo1 '24': yehcar1 '25': laufal1 '26': orcpar '27': whcpar '28': brwpar1 '29': whfpar1 '30': orfpar '31': crfpar '32': oliwoo1 '33': sthwoo1 '34': azaspi1 '35': yebela1 '36': goftyr1 '37': cotfly1 '38': wewpew '39': rumfly1 '40': socfly1 '41': grekis '42': bobfly1 '43': trokin '44': ducfly '45': lotman1 '46': mastit1 '47': rotbec '48': yetvir '49': blcjay1 '50': grnjay '51': brnjay '52': melwar1 '53': runwre1 '54': whiwre1 '55': rubwre1 '56': rawwre1 '57': plawre1 '58': houwre '59': andsol1 '60': clcrob '61': yeceup1 '62': yeteup1 '63': ccbfin '64': rucspa1 '65': wegspa1 '66': pregrs2 '67': ruboro1 '68': monoro1 '69': yebori1 '70': melbla1 '71': grtgra '72': tenwar '73': yelwar '74': rucwar1 '75': rucwar '76': sltred '77': rcatan1 '78': strsal1 '79': butsal1 '80': blhsal1 '81': banana '82': yefgra1 '83': flrtan1 '84': sibtan2 '85': bugtan '86': blctan1 '87': scrtan1 '88': obnthr1 - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': amazilia '1': amazona '2': aramides '3': arremon '4': basileuterus '5': brotogeris '6': buteo '7': campylorhynchus '8': cantorchilus '9': catharus '10': chiroxiphia '11': coereba '12': contopus '13': crypturellus '14': cyanocorax '15': daptrius '16': dives '17': dryocopus '18': elaenia '19': eubucco '20': euphonia '21': eupsittula '22': habia '23': herpetotheres '24': hippolais '25': icterus '26': leiothlypis '27': lepidocolaptes '28': leptotila '29': megaceryle '30': megarynchus '31': megascops '32': melanerpes '33': melozone '34': momotus '35': myadestes '36': myiarchus '37': myioborus '38': myiothlypis '39': myiozetetes '40': nyctibius '41': nyctidromus '42': ortalis '43': pachyramphus '44': patagioenas '45': pheugopedius '46': piaya '47': pionus '48': pitangus '49': psarocolius '50': psilorhinus '51': psittacara '52': quiscalus '53': ramphastos '54': ramphocelus '55': rupornis '56': saltator '57': saucerottia '58': setophaga '59': sittasomus '60': stilpnia '61': synallaxis '62': thraupis '63': thryophilus '64': tiaris '65': tityra '66': todirostrum '67': troglodytes '68': turdus '69': tyrannus '70': uranomitra '71': vireo '72': zimmerius '73': zonotrichia - name: species_group dtype: class_label: names: '0': barbets and toucans '1': becards, tityras, and allies '2': blackbirds '3': cardinals, grosbeaks, and allies '4': chachalacas, guans, and curassows '5': cuckoos '6': falcons and caracaras '7': finches, euphonias, and allies '8': hummingbirds '9': jays, magpies, crows, and ravens '10': kingfishers '11': manakins '12': motmots '13': new world sparrows '14': nightjars '15': ovenbirds '16': owls '17': parrots, parakeets, and allies '18': pigeons and doves '19': potoos and oilbird '20': rails, gallinules, and allies '21': reed warblers and allies '22': tanagers and allies '23': thrushes '24': tinamous '25': 'tyrant flycatchers: elaenias, tyrannulets, and allies' '26': 'tyrant flycatchers: pewees, kingbirds, and allies' '27': vireos '28': vultures, hawks, and allies '29': wood-warblers '30': woodcreepers '31': woodpeckers '32': wrens - name: order dtype: class_label: names: '0': accipitriformes '1': caprimulgiformes '2': columbiformes '3': coraciiformes '4': cuculiformes '5': falconiformes '6': galliformes '7': gruiformes '8': passeriformes '9': piciformes '10': psittaciformes '11': strigiformes '12': tinamiformes - name: genus_multilabel sequence: class_label: names: '0': amazilia '1': amazona '2': aramides '3': arremon '4': basileuterus '5': brotogeris '6': buteo '7': campylorhynchus '8': cantorchilus '9': catharus '10': chiroxiphia '11': coereba '12': contopus '13': crypturellus '14': cyanocorax '15': daptrius '16': dives '17': dryocopus '18': elaenia '19': eubucco '20': euphonia '21': eupsittula '22': habia '23': herpetotheres '24': hippolais '25': icterus '26': leiothlypis '27': lepidocolaptes '28': leptotila '29': megaceryle '30': megarynchus '31': megascops '32': melanerpes '33': melozone '34': momotus '35': myadestes '36': myiarchus '37': myioborus '38': myiothlypis '39': myiozetetes '40': nyctibius '41': nyctidromus '42': ortalis '43': pachyramphus '44': patagioenas '45': pheugopedius '46': piaya '47': pionus '48': pitangus '49': psarocolius '50': psilorhinus '51': psittacara '52': quiscalus '53': ramphastos '54': ramphocelus '55': rupornis '56': saltator '57': saucerottia '58': setophaga '59': sittasomus '60': stilpnia '61': synallaxis '62': thraupis '63': thryophilus '64': tiaris '65': tityra '66': todirostrum '67': troglodytes '68': turdus '69': tyrannus '70': uranomitra '71': vireo '72': zimmerius '73': zonotrichia - name: species_group_multilabel sequence: class_label: names: '0': barbets and toucans '1': becards, tityras, and allies '2': blackbirds '3': cardinals, grosbeaks, and allies '4': chachalacas, guans, and curassows '5': cuckoos '6': falcons and caracaras '7': finches, euphonias, and allies '8': hummingbirds '9': jays, magpies, crows, and ravens '10': kingfishers '11': manakins '12': motmots '13': new world sparrows '14': nightjars '15': ovenbirds '16': owls '17': parrots, parakeets, and allies '18': pigeons and doves '19': potoos and oilbird '20': rails, gallinules, and allies '21': reed warblers and allies '22': tanagers and allies '23': thrushes '24': tinamous '25': 'tyrant flycatchers: elaenias, tyrannulets, and allies' '26': 'tyrant flycatchers: pewees, kingbirds, and allies' '27': vireos '28': vultures, hawks, and allies '29': wood-warblers '30': woodcreepers '31': woodpeckers '32': wrens - name: order_multilabel sequence: class_label: names: '0': accipitriformes '1': caprimulgiformes '2': columbiformes '3': coraciiformes '4': cuculiformes '5': falconiformes '6': galliformes '7': gruiformes '8': passeriformes '9': piciformes '10': psittaciformes '11': strigiformes '12': tinamiformes splits: - name: test_5s num_bytes: 341629794.671 num_examples: 7463 download_size: 332919620 dataset_size: 341629794.671 - config_name: NES_polyphonic_6 features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 22050 decode: false - name: no_noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 splits: - name: train num_bytes: 5608436937.8 num_examples: 34160 - name: validation num_bytes: 705461748.76 num_examples: 4272 - name: test num_bytes: 701721280.76 num_examples: 4272 download_size: 6656744123 dataset_size: 7015619967.320001 - config_name: NES_segments features: - name: audio struct: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: time_freq_bounds sequence: sequence: float32 - name: birdset_code dtype: int64 - name: ebird_code dtype: string - name: scientific_name dtype: string - name: common_name dtype: string - name: original_birdset_subset dtype: string - name: original_file dtype: string - name: segment_duration_s dtype: float32 splits: - name: train num_bytes: 222249530 num_examples: 21215 - name: validation num_bytes: 28159392 num_examples: 2652 - name: test num_bytes: 27752034 num_examples: 2652 download_size: 215628341 dataset_size: 278160956 - config_name: NES_soundscape_test features: - name: audio dtype: audio: sampling_rate: 32000 decode: false - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': littin1 '1': grhcha1 '2': colcha1 '3': compau '4': compot1 '5': buvhum1 '6': stvhum2 '7': rtlhum '8': andeme1 '9': squcuc1 '10': rebpig1 '11': whtdov '12': gycwor1 '13': roahaw '14': gryhaw2 '15': trsowl '16': rinkin1 '17': bucmot2 '18': higmot1 '19': rehbar1 '20': kebtou1 '21': acowoo '22': hofwoo1 '23': linwoo1 '24': yehcar1 '25': laufal1 '26': orcpar '27': whcpar '28': brwpar1 '29': whfpar1 '30': orfpar '31': crfpar '32': oliwoo1 '33': sthwoo1 '34': azaspi1 '35': yebela1 '36': goftyr1 '37': cotfly1 '38': wewpew '39': rumfly1 '40': socfly1 '41': grekis '42': bobfly1 '43': trokin '44': ducfly '45': lotman1 '46': mastit1 '47': rotbec '48': yetvir '49': blcjay1 '50': grnjay '51': brnjay '52': melwar1 '53': runwre1 '54': whiwre1 '55': rubwre1 '56': rawwre1 '57': plawre1 '58': houwre '59': andsol1 '60': clcrob '61': yeceup1 '62': yeteup1 '63': ccbfin '64': rucspa1 '65': wegspa1 '66': pregrs2 '67': ruboro1 '68': monoro1 '69': yebori1 '70': melbla1 '71': grtgra '72': tenwar '73': yelwar '74': rucwar1 '75': rucwar '76': sltred '77': rcatan1 '78': strsal1 '79': butsal1 '80': blhsal1 '81': banana '82': yefgra1 '83': flrtan1 '84': sibtan2 '85': bugtan '86': blctan1 '87': scrtan1 '88': obnthr1 - name: ebird_code_multilabel sequence: class_label: names: '0': littin1 '1': grhcha1 '2': colcha1 '3': compau '4': compot1 '5': buvhum1 '6': stvhum2 '7': rtlhum '8': andeme1 '9': squcuc1 '10': rebpig1 '11': whtdov '12': gycwor1 '13': roahaw '14': gryhaw2 '15': trsowl '16': rinkin1 '17': bucmot2 '18': higmot1 '19': rehbar1 '20': kebtou1 '21': acowoo '22': hofwoo1 '23': linwoo1 '24': yehcar1 '25': laufal1 '26': orcpar '27': whcpar '28': brwpar1 '29': whfpar1 '30': orfpar '31': crfpar '32': oliwoo1 '33': sthwoo1 '34': azaspi1 '35': yebela1 '36': goftyr1 '37': cotfly1 '38': wewpew '39': rumfly1 '40': socfly1 '41': grekis '42': bobfly1 '43': trokin '44': ducfly '45': lotman1 '46': mastit1 '47': rotbec '48': yetvir '49': blcjay1 '50': grnjay '51': brnjay '52': melwar1 '53': runwre1 '54': whiwre1 '55': rubwre1 '56': rawwre1 '57': plawre1 '58': houwre '59': andsol1 '60': clcrob '61': yeceup1 '62': yeteup1 '63': ccbfin '64': rucspa1 '65': wegspa1 '66': pregrs2 '67': ruboro1 '68': monoro1 '69': yebori1 '70': melbla1 '71': grtgra '72': tenwar '73': yelwar '74': rucwar1 '75': rucwar '76': sltred '77': rcatan1 '78': strsal1 '79': butsal1 '80': blhsal1 '81': banana '82': yefgra1 '83': flrtan1 '84': sibtan2 '85': bugtan '86': blctan1 '87': scrtan1 '88': obnthr1 - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': amazilia '1': amazona '2': aramides '3': arremon '4': basileuterus '5': brotogeris '6': buteo '7': campylorhynchus '8': cantorchilus '9': catharus '10': chiroxiphia '11': coereba '12': contopus '13': crypturellus '14': cyanocorax '15': daptrius '16': dives '17': dryocopus '18': elaenia '19': eubucco '20': euphonia '21': eupsittula '22': habia '23': herpetotheres '24': hippolais '25': icterus '26': leiothlypis '27': lepidocolaptes '28': leptotila '29': megaceryle '30': megarynchus '31': megascops '32': melanerpes '33': melozone '34': momotus '35': myadestes '36': myiarchus '37': myioborus '38': myiothlypis '39': myiozetetes '40': nyctibius '41': nyctidromus '42': ortalis '43': pachyramphus '44': patagioenas '45': pheugopedius '46': piaya '47': pionus '48': pitangus '49': psarocolius '50': psilorhinus '51': psittacara '52': quiscalus '53': ramphastos '54': ramphocelus '55': rupornis '56': saltator '57': saucerottia '58': setophaga '59': sittasomus '60': stilpnia '61': synallaxis '62': thraupis '63': thryophilus '64': tiaris '65': tityra '66': todirostrum '67': troglodytes '68': turdus '69': tyrannus '70': uranomitra '71': vireo '72': zimmerius '73': zonotrichia - name: species_group dtype: class_label: names: '0': barbets and toucans '1': becards, tityras, and allies '2': blackbirds '3': cardinals, grosbeaks, and allies '4': chachalacas, guans, and curassows '5': cuckoos '6': falcons and caracaras '7': finches, euphonias, and allies '8': hummingbirds '9': jays, magpies, crows, and ravens '10': kingfishers '11': manakins '12': motmots '13': new world sparrows '14': nightjars '15': ovenbirds '16': owls '17': parrots, parakeets, and allies '18': pigeons and doves '19': potoos and oilbird '20': rails, gallinules, and allies '21': reed warblers and allies '22': tanagers and allies '23': thrushes '24': tinamous '25': 'tyrant flycatchers: elaenias, tyrannulets, and allies' '26': 'tyrant flycatchers: pewees, kingbirds, and allies' '27': vireos '28': vultures, hawks, and allies '29': wood-warblers '30': woodcreepers '31': woodpeckers '32': wrens - name: order dtype: class_label: names: '0': accipitriformes '1': caprimulgiformes '2': columbiformes '3': coraciiformes '4': cuculiformes '5': falconiformes '6': galliformes '7': gruiformes '8': passeriformes '9': piciformes '10': psittaciformes '11': strigiformes '12': tinamiformes - name: genus_multilabel sequence: class_label: names: '0': amazilia '1': amazona '2': aramides '3': arremon '4': basileuterus '5': brotogeris '6': buteo '7': campylorhynchus '8': cantorchilus '9': catharus '10': chiroxiphia '11': coereba '12': contopus '13': crypturellus '14': cyanocorax '15': daptrius '16': dives '17': dryocopus '18': elaenia '19': eubucco '20': euphonia '21': eupsittula '22': habia '23': herpetotheres '24': hippolais '25': icterus '26': leiothlypis '27': lepidocolaptes '28': leptotila '29': megaceryle '30': megarynchus '31': megascops '32': melanerpes '33': melozone '34': momotus '35': myadestes '36': myiarchus '37': myioborus '38': myiothlypis '39': myiozetetes '40': nyctibius '41': nyctidromus '42': ortalis '43': pachyramphus '44': patagioenas '45': pheugopedius '46': piaya '47': pionus '48': pitangus '49': psarocolius '50': psilorhinus '51': psittacara '52': quiscalus '53': ramphastos '54': ramphocelus '55': rupornis '56': saltator '57': saucerottia '58': setophaga '59': sittasomus '60': stilpnia '61': synallaxis '62': thraupis '63': thryophilus '64': tiaris '65': tityra '66': todirostrum '67': troglodytes '68': turdus '69': tyrannus '70': uranomitra '71': vireo '72': zimmerius '73': zonotrichia - name: species_group_multilabel sequence: class_label: names: '0': barbets and toucans '1': becards, tityras, and allies '2': blackbirds '3': cardinals, grosbeaks, and allies '4': chachalacas, guans, and curassows '5': cuckoos '6': falcons and caracaras '7': finches, euphonias, and allies '8': hummingbirds '9': jays, magpies, crows, and ravens '10': kingfishers '11': manakins '12': motmots '13': new world sparrows '14': nightjars '15': ovenbirds '16': owls '17': parrots, parakeets, and allies '18': pigeons and doves '19': potoos and oilbird '20': rails, gallinules, and allies '21': reed warblers and allies '22': tanagers and allies '23': thrushes '24': tinamous '25': 'tyrant flycatchers: elaenias, tyrannulets, and allies' '26': 'tyrant flycatchers: pewees, kingbirds, and allies' '27': vireos '28': vultures, hawks, and allies '29': wood-warblers '30': woodcreepers '31': woodpeckers '32': wrens - name: order_multilabel sequence: class_label: names: '0': accipitriformes '1': caprimulgiformes '2': columbiformes '3': coraciiformes '4': cuculiformes '5': falconiformes '6': galliformes '7': gruiformes '8': passeriformes '9': piciformes '10': psittaciformes '11': strigiformes '12': tinamiformes splits: - name: test_5s num_bytes: 780509490.15 num_examples: 17015 download_size: 760374273 dataset_size: 780509490.15 - config_name: PER_noise features: - name: audio dtype: audio - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': gretin1 '1': cintin1 '2': littin1 '3': undtin1 '4': bartin2 '5': horscr1 '6': specha3 '7': spigua1 '8': stwqua1 '9': compot1 '10': strcuc1 '11': squcuc1 '12': scapig2 '13': pavpig2 '14': plupig2 '15': rudpig '16': blgdov1 '17': ruqdov '18': grfdov1 '19': gycwor1 '20': greibi1 '21': amapyo1 '22': fepowl '23': tabsco1 '24': blttro1 '25': gnbtro1 '26': viotro3 '27': blctro1 '28': coltro1 '29': garkin1 '30': rinkin1 '31': bucmot4 '32': blfjac1 '33': wespuf1 '34': blfnun1 '35': gilbar1 '36': letbar1 '37': whttou1 '38': yetwoo2 '39': litwoo2 '40': whtwoo2 '41': gogwoo1 '42': scbwoo5 '43': rinwoo1 '44': renwoo1 '45': blacar1 '46': baffal1 '47': coffal1 '48': buffal1 '49': cowpar1 '50': blhpar1 '51': meapar '52': duhpar '53': rebmac2 '54': oliwoo1 '55': plbwoo1 '56': citwoo1 '57': lobwoo1 '58': amabaw1 '59': strwoo2 '60': elewoo1 '61': butwoo1 '62': stbwoo2 '63': strxen1 '64': crfgle1 '65': chwfog1 '66': btfgle1 '67': spwant2 '68': bltant2 '69': pygant1 '70': whfant2 '71': lowant1 '72': gryant1 '73': pltant1 '74': dutant2 '75': barant1 '76': plwant1 '77': fasant1 '78': greant1 '79': bsbeye1 '80': gryant2 '81': pluant1 '82': goeant1 '83': rucant2 '84': blfant1 '85': rufant3 '86': astgna1 '87': wibpip1 '88': yectyr1 '89': forela1 '90': whltyr1 '91': rinant2 '92': whbtot1 '93': ruftof1 '94': yemfly1 '95': gycfly1 '96': gocspa1 '97': whcspa1 '98': eulfly1 '99': pirfly1 '100': grcfly1 '101': bobfly1 '102': gramou1 '103': whrsir1 '104': ducfly '105': ducatt1 '106': brratt1 '107': putfru1 '108': scrpih1 '109': blfcot1 '110': batman1 '111': royfly1 '112': cinmou1 '113': whwbec1 '114': blcbec1 '115': ducgre1 '116': thlwre1 '117': bubwre1 '118': muswre2 '119': blbthr1 '120': whnrob1 '121': hauthr1 '122': puteup1 '123': ruboro1 '124': olioro1 '125': sobcac1 '126': yercac1 '127': rcatan1 '128': bubgro2 '129': grasal3 '130': butsal1 '131': partan1 - name: ebird_code_multilabel sequence: class_label: names: '0': gretin1 '1': cintin1 '2': littin1 '3': undtin1 '4': bartin2 '5': horscr1 '6': specha3 '7': spigua1 '8': stwqua1 '9': compot1 '10': strcuc1 '11': squcuc1 '12': scapig2 '13': pavpig2 '14': plupig2 '15': rudpig '16': blgdov1 '17': ruqdov '18': grfdov1 '19': gycwor1 '20': greibi1 '21': amapyo1 '22': fepowl '23': tabsco1 '24': blttro1 '25': gnbtro1 '26': viotro3 '27': blctro1 '28': coltro1 '29': garkin1 '30': rinkin1 '31': bucmot4 '32': blfjac1 '33': wespuf1 '34': blfnun1 '35': gilbar1 '36': letbar1 '37': whttou1 '38': yetwoo2 '39': litwoo2 '40': whtwoo2 '41': gogwoo1 '42': scbwoo5 '43': rinwoo1 '44': renwoo1 '45': blacar1 '46': baffal1 '47': coffal1 '48': buffal1 '49': cowpar1 '50': blhpar1 '51': meapar '52': duhpar '53': rebmac2 '54': oliwoo1 '55': plbwoo1 '56': citwoo1 '57': lobwoo1 '58': amabaw1 '59': strwoo2 '60': elewoo1 '61': butwoo1 '62': stbwoo2 '63': strxen1 '64': crfgle1 '65': chwfog1 '66': btfgle1 '67': spwant2 '68': bltant2 '69': pygant1 '70': whfant2 '71': lowant1 '72': gryant1 '73': pltant1 '74': dutant2 '75': barant1 '76': plwant1 '77': fasant1 '78': greant1 '79': bsbeye1 '80': gryant2 '81': pluant1 '82': goeant1 '83': rucant2 '84': blfant1 '85': rufant3 '86': astgna1 '87': wibpip1 '88': yectyr1 '89': forela1 '90': whltyr1 '91': rinant2 '92': whbtot1 '93': ruftof1 '94': yemfly1 '95': gycfly1 '96': gocspa1 '97': whcspa1 '98': eulfly1 '99': pirfly1 '100': grcfly1 '101': bobfly1 '102': gramou1 '103': whrsir1 '104': ducfly '105': ducatt1 '106': brratt1 '107': putfru1 '108': scrpih1 '109': blfcot1 '110': batman1 '111': royfly1 '112': cinmou1 '113': whwbec1 '114': blcbec1 '115': ducgre1 '116': thlwre1 '117': bubwre1 '118': muswre2 '119': blbthr1 '120': whnrob1 '121': hauthr1 '122': puteup1 '123': ruboro1 '124': olioro1 '125': sobcac1 '126': yercac1 '127': rcatan1 '128': bubgro2 '129': grasal3 '130': butsal1 '131': partan1 - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': akletos '1': amazona '2': anhima '3': aramides '4': aratinga '5': attila '6': automolus '7': brotogeris '8': cacicus '9': campephilus '10': campylorhynchus '11': cantorchilus '12': capito '13': celeus '14': cercomacra '15': chloroceryle '16': claravis '17': conioptilon '18': conopophaga '19': corythopis '20': crypturellus '21': cyanoloxia '22': cymbilaimus '23': cyphorhinus '24': daptrius '25': dendrexetastes '26': dendrocincla '27': dendrocolaptes '28': dendroma '29': dendroplex '30': dryobates '31': eubucco '32': euphonia '33': formicarius '34': galbula '35': geotrygon '36': glaucidium '37': habia '38': hemitriccus '39': isleria '40': laniocera '41': lathrotriccus '42': legatus '43': leptotila '44': lipaugus '45': megaceryle '46': megarynchus '47': megascops '48': melanerpes '49': mesembrinibis '50': micrastur '51': momotus '52': monasa '53': myiarchus '54': myiopagis '55': myiozetetes '56': myrmelastes '57': myrmophylax '58': myrmotherula '59': nasica '60': nyctibius '61': nystalus '62': odontophorus '63': onychorhynchus '64': ornithion '65': ortalis '66': orthopsittaca '67': pachyramphus '68': pachysylvia '69': patagioenas '70': penelope '71': philydor '72': phlegopsis '73': piaya '74': piculus '75': pionus '76': pipra '77': piprites '78': platyrinchus '79': poecilotriccus '80': psarocolius '81': pygiptila '82': querula '83': ramphastos '84': rhytipterna '85': saltator '86': sirystes '87': sittasomus '88': tangara '89': tapera '90': taraba '91': thamnomanes '92': thamnophilus '93': tinamus '94': tolmomyias '95': trogon '96': turdus '97': tyrannulus '98': xenops '99': xiphorhynchus - name: species_group dtype: class_label: names: '0': antbirds '1': antthrushes '2': barbets and toucans '3': becards, tityras, and allies '4': blackbirds '5': cardinals, grosbeaks, and allies '6': chachalacas, guans, and curassows '7': cotingas '8': cuckoos '9': falcons and caracaras '10': finches, euphonias, and allies '11': gnateaters and antpittas '12': grouse, quail, and allies '13': herons, ibis, and allies '14': kingfishers '15': manakins '16': motmots '17': ovenbirds '18': owls '19': parrots, parakeets, and allies '20': pigeons and doves '21': potoos and oilbird '22': puffbirds and jacamars '23': rails, gallinules, and allies '24': screamers '25': sharpbill, royal flycatcher, and allies '26': tanagers and allies '27': thrushes '28': tinamous '29': trogons and quetzals '30': 'tyrant flycatchers: elaenias, tyrannulets, and allies' '31': 'tyrant flycatchers: pewees, kingbirds, and allies' '32': vireos '33': woodcreepers '34': woodpeckers '35': wrens - name: order dtype: class_label: names: '0': anseriformes '1': caprimulgiformes '2': columbiformes '3': coraciiformes '4': cuculiformes '5': falconiformes '6': galbuliformes '7': galliformes '8': gruiformes '9': passeriformes '10': pelecaniformes '11': piciformes '12': psittaciformes '13': strigiformes '14': tinamiformes '15': trogoniformes - name: genus_multilabel sequence: class_label: names: '0': akletos '1': amazona '2': anhima '3': aramides '4': aratinga '5': attila '6': automolus '7': brotogeris '8': cacicus '9': campephilus '10': campylorhynchus '11': cantorchilus '12': capito '13': celeus '14': cercomacra '15': chloroceryle '16': claravis '17': conioptilon '18': conopophaga '19': corythopis '20': crypturellus '21': cyanoloxia '22': cymbilaimus '23': cyphorhinus '24': daptrius '25': dendrexetastes '26': dendrocincla '27': dendrocolaptes '28': dendroma '29': dendroplex '30': dryobates '31': eubucco '32': euphonia '33': formicarius '34': galbula '35': geotrygon '36': glaucidium '37': habia '38': hemitriccus '39': isleria '40': laniocera '41': lathrotriccus '42': legatus '43': leptotila '44': lipaugus '45': megaceryle '46': megarynchus '47': megascops '48': melanerpes '49': mesembrinibis '50': micrastur '51': momotus '52': monasa '53': myiarchus '54': myiopagis '55': myiozetetes '56': myrmelastes '57': myrmophylax '58': myrmotherula '59': nasica '60': nyctibius '61': nystalus '62': odontophorus '63': onychorhynchus '64': ornithion '65': ortalis '66': orthopsittaca '67': pachyramphus '68': pachysylvia '69': patagioenas '70': penelope '71': philydor '72': phlegopsis '73': piaya '74': piculus '75': pionus '76': pipra '77': piprites '78': platyrinchus '79': poecilotriccus '80': psarocolius '81': pygiptila '82': querula '83': ramphastos '84': rhytipterna '85': saltator '86': sirystes '87': sittasomus '88': tangara '89': tapera '90': taraba '91': thamnomanes '92': thamnophilus '93': tinamus '94': tolmomyias '95': trogon '96': turdus '97': tyrannulus '98': xenops '99': xiphorhynchus - name: species_group_multilabel sequence: class_label: names: '0': antbirds '1': antthrushes '2': barbets and toucans '3': becards, tityras, and allies '4': blackbirds '5': cardinals, grosbeaks, and allies '6': chachalacas, guans, and curassows '7': cotingas '8': cuckoos '9': falcons and caracaras '10': finches, euphonias, and allies '11': gnateaters and antpittas '12': grouse, quail, and allies '13': herons, ibis, and allies '14': kingfishers '15': manakins '16': motmots '17': ovenbirds '18': owls '19': parrots, parakeets, and allies '20': pigeons and doves '21': potoos and oilbird '22': puffbirds and jacamars '23': rails, gallinules, and allies '24': screamers '25': sharpbill, royal flycatcher, and allies '26': tanagers and allies '27': thrushes '28': tinamous '29': trogons and quetzals '30': 'tyrant flycatchers: elaenias, tyrannulets, and allies' '31': 'tyrant flycatchers: pewees, kingbirds, and allies' '32': vireos '33': woodcreepers '34': woodpeckers '35': wrens - name: order_multilabel sequence: class_label: names: '0': anseriformes '1': caprimulgiformes '2': columbiformes '3': coraciiformes '4': cuculiformes '5': falconiformes '6': galbuliformes '7': galliformes '8': gruiformes '9': passeriformes '10': pelecaniformes '11': piciformes '12': psittaciformes '13': strigiformes '14': tinamiformes '15': trogoniformes splits: - name: test_5s num_bytes: 33633228.0 num_examples: 781 download_size: 33293544 dataset_size: 33633228.0 - config_name: PER_polyphonic_6 features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 22050 decode: false - name: no_noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 splits: - name: train num_bytes: 5736724827.09 num_examples: 35023 - name: validation num_bytes: 714291003.23 num_examples: 4381 - name: test num_bytes: 718091677.06 num_examples: 4382 download_size: 6808718389 dataset_size: 7169107507.379999 - config_name: PER_polyphonic_8 features: - name: id dtype: string - name: audio dtype: audio - name: no_noise_audio dtype: audio - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_6_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_7_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 - name: birdnet_V2.3_audio_spatial_embeddings dtype: 'null' - name: birdnet_V2.3_audio_pooled_embeddings sequence: float32 - name: vggish_audio_spatial_embeddings sequence: sequence: float32 - name: vggish_audio_pooled_embeddings sequence: float32 - name: perch_8_audio_spatial_embeddings dtype: 'null' - name: perch_8_audio_pooled_embeddings sequence: float32 - name: yamnet_audio_spatial_embeddings sequence: sequence: float32 - name: yamnet_audio_pooled_embeddings sequence: float32 - name: beans_baseline_audio_spatial_embeddings sequence: sequence: float32 - name: beans_baseline_audio_pooled_embeddings sequence: float32 - name: perch_v2_cpu_audio_pooled_embeddings sequence: float32 - name: perch_v2_cpu_audio_spatial_embeddings sequence: sequence: sequence: float32 - name: EfficientNet-B1-BirdSet-XCL_audio_pooled_embeddings sequence: float32 - name: EfficientNet-B1-BirdSet-XCL_audio_spatial_embeddings sequence: sequence: sequence: float32 - name: Bird-MAE-Huge_audio_pooled_embeddings sequence: float32 - name: AudioProtoPNet-20-BirdSet-XCL_audio_pooled_embeddings sequence: float32 - name: AudioProtoPNet-20-BirdSet-XCL_audio_spatial_embeddings sequence: sequence: sequence: float32 - name: AST-Birdset-XCL_audio_pooled_embeddings sequence: float32 - name: AST-Birdset-XCL_audio_spatial_embeddings sequence: sequence: float32 - name: Wav2Vec2-Base-BirdSet-XCL_audio_pooled_embeddings sequence: float32 - name: Wav2Vec2-Base-BirdSet-XCL_audio_spatial_embeddings sequence: sequence: float32 - name: birdnet_V2.3_no_noise_audio_spatial_embeddings dtype: 'null' - name: birdnet_V2.3_no_noise_audio_pooled_embeddings sequence: float32 - name: vggish_no_noise_audio_spatial_embeddings sequence: sequence: float32 - name: vggish_no_noise_audio_pooled_embeddings sequence: float32 - name: perch_8_no_noise_audio_spatial_embeddings dtype: 'null' - name: perch_8_no_noise_audio_pooled_embeddings sequence: float32 - name: yamnet_no_noise_audio_spatial_embeddings sequence: sequence: float32 - name: yamnet_no_noise_audio_pooled_embeddings sequence: float32 - name: beans_baseline_no_noise_audio_spatial_embeddings sequence: sequence: float32 - name: beans_baseline_no_noise_audio_pooled_embeddings sequence: float32 - name: perch_v2_cpu_no_noise_audio_pooled_embeddings sequence: float32 - name: perch_v2_cpu_no_noise_audio_spatial_embeddings sequence: sequence: sequence: float32 - name: EfficientNet-B1-BirdSet-XCL_no_noise_audio_pooled_embeddings sequence: float32 - name: EfficientNet-B1-BirdSet-XCL_no_noise_audio_spatial_embeddings sequence: sequence: sequence: float32 - name: Bird-MAE-Huge_no_noise_audio_pooled_embeddings sequence: float32 - name: Bird-MAE-Huge_no_noise_audio_spatial_embeddings dtype: 'null' - name: AudioProtoPNet-20-BirdSet-XCL_no_noise_audio_pooled_embeddings sequence: float32 - name: AudioProtoPNet-20-BirdSet-XCL_no_noise_audio_spatial_embeddings sequence: sequence: sequence: float32 - name: AST-Birdset-XCL_no_noise_audio_pooled_embeddings sequence: float32 - name: AST-Birdset-XCL_no_noise_audio_spatial_embeddings sequence: sequence: float32 - name: Wav2Vec2-Base-BirdSet-XCL_no_noise_audio_pooled_embeddings sequence: float32 - name: Wav2Vec2-Base-BirdSet-XCL_no_noise_audio_spatial_embeddings sequence: sequence: float32 splits: - name: train num_bytes: 371236104076.34 num_examples: 26029 - name: validation num_bytes: 46425193676.22 num_examples: 3257 - name: test num_bytes: 46456995247.14 num_examples: 3259 download_size: 464875965086 dataset_size: 464118292999.7001 - config_name: PER_segments features: - name: audio struct: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: time_freq_bounds sequence: sequence: float32 - name: birdset_code dtype: int64 - name: ebird_code dtype: string - name: scientific_name dtype: string - name: common_name dtype: string - name: original_birdset_subset dtype: string - name: original_file dtype: string - name: segment_duration_s dtype: float32 splits: - name: train num_bytes: 229710775 num_examples: 21752 - name: validation num_bytes: 28276225 num_examples: 2719 - name: test num_bytes: 28729235 num_examples: 2720 download_size: 224247367 dataset_size: 286716235 - config_name: PER_soundscape_test features: - name: audio dtype: audio: sampling_rate: 32000 decode: false - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': gretin1 '1': cintin1 '2': littin1 '3': undtin1 '4': bartin2 '5': horscr1 '6': specha3 '7': spigua1 '8': stwqua1 '9': compot1 '10': strcuc1 '11': squcuc1 '12': scapig2 '13': pavpig2 '14': plupig2 '15': rudpig '16': blgdov1 '17': ruqdov '18': grfdov1 '19': gycwor1 '20': greibi1 '21': amapyo1 '22': fepowl '23': tabsco1 '24': blttro1 '25': gnbtro1 '26': viotro3 '27': blctro1 '28': coltro1 '29': garkin1 '30': rinkin1 '31': bucmot4 '32': blfjac1 '33': wespuf1 '34': blfnun1 '35': gilbar1 '36': letbar1 '37': whttou1 '38': yetwoo2 '39': litwoo2 '40': whtwoo2 '41': gogwoo1 '42': scbwoo5 '43': rinwoo1 '44': renwoo1 '45': blacar1 '46': baffal1 '47': coffal1 '48': buffal1 '49': cowpar1 '50': blhpar1 '51': meapar '52': duhpar '53': rebmac2 '54': oliwoo1 '55': plbwoo1 '56': citwoo1 '57': lobwoo1 '58': amabaw1 '59': strwoo2 '60': elewoo1 '61': butwoo1 '62': stbwoo2 '63': strxen1 '64': crfgle1 '65': chwfog1 '66': btfgle1 '67': spwant2 '68': bltant2 '69': pygant1 '70': whfant2 '71': lowant1 '72': gryant1 '73': pltant1 '74': dutant2 '75': barant1 '76': plwant1 '77': fasant1 '78': greant1 '79': bsbeye1 '80': gryant2 '81': pluant1 '82': goeant1 '83': rucant2 '84': blfant1 '85': rufant3 '86': astgna1 '87': wibpip1 '88': yectyr1 '89': forela1 '90': whltyr1 '91': rinant2 '92': whbtot1 '93': ruftof1 '94': yemfly1 '95': gycfly1 '96': gocspa1 '97': whcspa1 '98': eulfly1 '99': pirfly1 '100': grcfly1 '101': bobfly1 '102': gramou1 '103': whrsir1 '104': ducfly '105': ducatt1 '106': brratt1 '107': putfru1 '108': scrpih1 '109': blfcot1 '110': batman1 '111': royfly1 '112': cinmou1 '113': whwbec1 '114': blcbec1 '115': ducgre1 '116': thlwre1 '117': bubwre1 '118': muswre2 '119': blbthr1 '120': whnrob1 '121': hauthr1 '122': puteup1 '123': ruboro1 '124': olioro1 '125': sobcac1 '126': yercac1 '127': rcatan1 '128': bubgro2 '129': grasal3 '130': butsal1 '131': partan1 - name: ebird_code_multilabel sequence: class_label: names: '0': gretin1 '1': cintin1 '2': littin1 '3': undtin1 '4': bartin2 '5': horscr1 '6': specha3 '7': spigua1 '8': stwqua1 '9': compot1 '10': strcuc1 '11': squcuc1 '12': scapig2 '13': pavpig2 '14': plupig2 '15': rudpig '16': blgdov1 '17': ruqdov '18': grfdov1 '19': gycwor1 '20': greibi1 '21': amapyo1 '22': fepowl '23': tabsco1 '24': blttro1 '25': gnbtro1 '26': viotro3 '27': blctro1 '28': coltro1 '29': garkin1 '30': rinkin1 '31': bucmot4 '32': blfjac1 '33': wespuf1 '34': blfnun1 '35': gilbar1 '36': letbar1 '37': whttou1 '38': yetwoo2 '39': litwoo2 '40': whtwoo2 '41': gogwoo1 '42': scbwoo5 '43': rinwoo1 '44': renwoo1 '45': blacar1 '46': baffal1 '47': coffal1 '48': buffal1 '49': cowpar1 '50': blhpar1 '51': meapar '52': duhpar '53': rebmac2 '54': oliwoo1 '55': plbwoo1 '56': citwoo1 '57': lobwoo1 '58': amabaw1 '59': strwoo2 '60': elewoo1 '61': butwoo1 '62': stbwoo2 '63': strxen1 '64': crfgle1 '65': chwfog1 '66': btfgle1 '67': spwant2 '68': bltant2 '69': pygant1 '70': whfant2 '71': lowant1 '72': gryant1 '73': pltant1 '74': dutant2 '75': barant1 '76': plwant1 '77': fasant1 '78': greant1 '79': bsbeye1 '80': gryant2 '81': pluant1 '82': goeant1 '83': rucant2 '84': blfant1 '85': rufant3 '86': astgna1 '87': wibpip1 '88': yectyr1 '89': forela1 '90': whltyr1 '91': rinant2 '92': whbtot1 '93': ruftof1 '94': yemfly1 '95': gycfly1 '96': gocspa1 '97': whcspa1 '98': eulfly1 '99': pirfly1 '100': grcfly1 '101': bobfly1 '102': gramou1 '103': whrsir1 '104': ducfly '105': ducatt1 '106': brratt1 '107': putfru1 '108': scrpih1 '109': blfcot1 '110': batman1 '111': royfly1 '112': cinmou1 '113': whwbec1 '114': blcbec1 '115': ducgre1 '116': thlwre1 '117': bubwre1 '118': muswre2 '119': blbthr1 '120': whnrob1 '121': hauthr1 '122': puteup1 '123': ruboro1 '124': olioro1 '125': sobcac1 '126': yercac1 '127': rcatan1 '128': bubgro2 '129': grasal3 '130': butsal1 '131': partan1 - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': akletos '1': amazona '2': anhima '3': aramides '4': aratinga '5': attila '6': automolus '7': brotogeris '8': cacicus '9': campephilus '10': campylorhynchus '11': cantorchilus '12': capito '13': celeus '14': cercomacra '15': chloroceryle '16': claravis '17': conioptilon '18': conopophaga '19': corythopis '20': crypturellus '21': cyanoloxia '22': cymbilaimus '23': cyphorhinus '24': daptrius '25': dendrexetastes '26': dendrocincla '27': dendrocolaptes '28': dendroma '29': dendroplex '30': dryobates '31': eubucco '32': euphonia '33': formicarius '34': galbula '35': geotrygon '36': glaucidium '37': habia '38': hemitriccus '39': isleria '40': laniocera '41': lathrotriccus '42': legatus '43': leptotila '44': lipaugus '45': megaceryle '46': megarynchus '47': megascops '48': melanerpes '49': mesembrinibis '50': micrastur '51': momotus '52': monasa '53': myiarchus '54': myiopagis '55': myiozetetes '56': myrmelastes '57': myrmophylax '58': myrmotherula '59': nasica '60': nyctibius '61': nystalus '62': odontophorus '63': onychorhynchus '64': ornithion '65': ortalis '66': orthopsittaca '67': pachyramphus '68': pachysylvia '69': patagioenas '70': penelope '71': philydor '72': phlegopsis '73': piaya '74': piculus '75': pionus '76': pipra '77': piprites '78': platyrinchus '79': poecilotriccus '80': psarocolius '81': pygiptila '82': querula '83': ramphastos '84': rhytipterna '85': saltator '86': sirystes '87': sittasomus '88': tangara '89': tapera '90': taraba '91': thamnomanes '92': thamnophilus '93': tinamus '94': tolmomyias '95': trogon '96': turdus '97': tyrannulus '98': xenops '99': xiphorhynchus - name: species_group dtype: class_label: names: '0': antbirds '1': antthrushes '2': barbets and toucans '3': becards, tityras, and allies '4': blackbirds '5': cardinals, grosbeaks, and allies '6': chachalacas, guans, and curassows '7': cotingas '8': cuckoos '9': falcons and caracaras '10': finches, euphonias, and allies '11': gnateaters and antpittas '12': grouse, quail, and allies '13': herons, ibis, and allies '14': kingfishers '15': manakins '16': motmots '17': ovenbirds '18': owls '19': parrots, parakeets, and allies '20': pigeons and doves '21': potoos and oilbird '22': puffbirds and jacamars '23': rails, gallinules, and allies '24': screamers '25': sharpbill, royal flycatcher, and allies '26': tanagers and allies '27': thrushes '28': tinamous '29': trogons and quetzals '30': 'tyrant flycatchers: elaenias, tyrannulets, and allies' '31': 'tyrant flycatchers: pewees, kingbirds, and allies' '32': vireos '33': woodcreepers '34': woodpeckers '35': wrens - name: order dtype: class_label: names: '0': anseriformes '1': caprimulgiformes '2': columbiformes '3': coraciiformes '4': cuculiformes '5': falconiformes '6': galbuliformes '7': galliformes '8': gruiformes '9': passeriformes '10': pelecaniformes '11': piciformes '12': psittaciformes '13': strigiformes '14': tinamiformes '15': trogoniformes - name: genus_multilabel sequence: class_label: names: '0': akletos '1': amazona '2': anhima '3': aramides '4': aratinga '5': attila '6': automolus '7': brotogeris '8': cacicus '9': campephilus '10': campylorhynchus '11': cantorchilus '12': capito '13': celeus '14': cercomacra '15': chloroceryle '16': claravis '17': conioptilon '18': conopophaga '19': corythopis '20': crypturellus '21': cyanoloxia '22': cymbilaimus '23': cyphorhinus '24': daptrius '25': dendrexetastes '26': dendrocincla '27': dendrocolaptes '28': dendroma '29': dendroplex '30': dryobates '31': eubucco '32': euphonia '33': formicarius '34': galbula '35': geotrygon '36': glaucidium '37': habia '38': hemitriccus '39': isleria '40': laniocera '41': lathrotriccus '42': legatus '43': leptotila '44': lipaugus '45': megaceryle '46': megarynchus '47': megascops '48': melanerpes '49': mesembrinibis '50': micrastur '51': momotus '52': monasa '53': myiarchus '54': myiopagis '55': myiozetetes '56': myrmelastes '57': myrmophylax '58': myrmotherula '59': nasica '60': nyctibius '61': nystalus '62': odontophorus '63': onychorhynchus '64': ornithion '65': ortalis '66': orthopsittaca '67': pachyramphus '68': pachysylvia '69': patagioenas '70': penelope '71': philydor '72': phlegopsis '73': piaya '74': piculus '75': pionus '76': pipra '77': piprites '78': platyrinchus '79': poecilotriccus '80': psarocolius '81': pygiptila '82': querula '83': ramphastos '84': rhytipterna '85': saltator '86': sirystes '87': sittasomus '88': tangara '89': tapera '90': taraba '91': thamnomanes '92': thamnophilus '93': tinamus '94': tolmomyias '95': trogon '96': turdus '97': tyrannulus '98': xenops '99': xiphorhynchus - name: species_group_multilabel sequence: class_label: names: '0': antbirds '1': antthrushes '2': barbets and toucans '3': becards, tityras, and allies '4': blackbirds '5': cardinals, grosbeaks, and allies '6': chachalacas, guans, and curassows '7': cotingas '8': cuckoos '9': falcons and caracaras '10': finches, euphonias, and allies '11': gnateaters and antpittas '12': grouse, quail, and allies '13': herons, ibis, and allies '14': kingfishers '15': manakins '16': motmots '17': ovenbirds '18': owls '19': parrots, parakeets, and allies '20': pigeons and doves '21': potoos and oilbird '22': puffbirds and jacamars '23': rails, gallinules, and allies '24': screamers '25': sharpbill, royal flycatcher, and allies '26': tanagers and allies '27': thrushes '28': tinamous '29': trogons and quetzals '30': 'tyrant flycatchers: elaenias, tyrannulets, and allies' '31': 'tyrant flycatchers: pewees, kingbirds, and allies' '32': vireos '33': woodcreepers '34': woodpeckers '35': wrens - name: order_multilabel sequence: class_label: names: '0': anseriformes '1': caprimulgiformes '2': columbiformes '3': coraciiformes '4': cuculiformes '5': falconiformes '6': galbuliformes '7': galliformes '8': gruiformes '9': passeriformes '10': pelecaniformes '11': piciformes '12': psittaciformes '13': strigiformes '14': tinamiformes '15': trogoniformes splits: - name: test_5s num_bytes: 617720123.567 num_examples: 14339 download_size: 610284719 dataset_size: 617720123.567 - config_name: POW_noise features: - name: audio dtype: audio - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': cangoo '1': wiltur '2': yebcuc '3': amgplo '4': reshaw '5': rebwoo '6': dowwoo '7': haiwoo '8': norfli '9': pilwoo '10': eawpew '11': reevir1 '12': buhvir '13': blujay '14': amecro '15': comrav '16': cedwax '17': tuftit '18': bkcchi '19': ruckin '20': carwre '21': buggna '22': whbnut '23': brncre '24': woothr '25': amerob '26': eastow '27': balori '28': rewbla '29': bnhcow '30': ovenbi1 '31': louwat '32': buwwar '33': bawwar '34': naswar '35': kenwar '36': comyel '37': hoowar '38': amered '39': babwar '40': chswar '41': btnwar '42': scatan '43': robgro '44': norcar '45': swathr '46': herthr '47': veery - name: ebird_code_multilabel sequence: class_label: names: '0': cangoo '1': wiltur '2': yebcuc '3': amgplo '4': reshaw '5': rebwoo '6': dowwoo '7': haiwoo '8': norfli '9': pilwoo '10': eawpew '11': reevir1 '12': buhvir '13': blujay '14': amecro '15': comrav '16': cedwax '17': tuftit '18': bkcchi '19': ruckin '20': carwre '21': buggna '22': whbnut '23': brncre '24': woothr '25': amerob '26': eastow '27': balori '28': rewbla '29': bnhcow '30': ovenbi1 '31': louwat '32': buwwar '33': bawwar '34': naswar '35': kenwar '36': comyel '37': hoowar '38': amered '39': babwar '40': chswar '41': btnwar '42': scatan '43': robgro '44': norcar '45': swathr '46': herthr '47': veery - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': agelaius '1': baeolophus '2': bombycilla '3': branta '4': buteo '5': cardinalis '6': catharus '7': certhia '8': coccyzus '9': colaptes '10': contopus '11': corthylio '12': corvus '13': cyanocitta '14': dryobates '15': dryocopus '16': geothlypis '17': hylocichla '18': icterus '19': leiothlypis '20': melanerpes '21': meleagris '22': mniotilta '23': molothrus '24': parkesia '25': pheucticus '26': pipilo '27': piranga '28': pluvialis '29': poecile '30': polioptila '31': seiurus '32': setophaga '33': sitta '34': thryothorus '35': turdus '36': vermivora '37': vireo - name: species_group dtype: class_label: names: '0': blackbirds '1': cardinals, grosbeaks, and allies '2': cuckoos '3': gnatcatchers '4': grouse, quail, and allies '5': jays, magpies, crows, and ravens '6': kinglets '7': new world sparrows '8': nuthatches '9': shorebirds '10': thrushes '11': tits, chickadees, and titmice '12': treecreepers '13': 'tyrant flycatchers: pewees, kingbirds, and allies' '14': vireos '15': vultures, hawks, and allies '16': waterfowl '17': waxwings '18': wood-warblers '19': woodpeckers '20': wrens - name: order dtype: class_label: names: '0': accipitriformes '1': anseriformes '2': charadriiformes '3': cuculiformes '4': galliformes '5': passeriformes '6': piciformes - name: genus_multilabel sequence: class_label: names: '0': agelaius '1': baeolophus '2': bombycilla '3': branta '4': buteo '5': cardinalis '6': catharus '7': certhia '8': coccyzus '9': colaptes '10': contopus '11': corthylio '12': corvus '13': cyanocitta '14': dryobates '15': dryocopus '16': geothlypis '17': hylocichla '18': icterus '19': leiothlypis '20': melanerpes '21': meleagris '22': mniotilta '23': molothrus '24': parkesia '25': pheucticus '26': pipilo '27': piranga '28': pluvialis '29': poecile '30': polioptila '31': seiurus '32': setophaga '33': sitta '34': thryothorus '35': turdus '36': vermivora '37': vireo - name: species_group_multilabel sequence: class_label: names: '0': blackbirds '1': cardinals, grosbeaks, and allies '2': cuckoos '3': gnatcatchers '4': grouse, quail, and allies '5': jays, magpies, crows, and ravens '6': kinglets '7': new world sparrows '8': nuthatches '9': shorebirds '10': thrushes '11': tits, chickadees, and titmice '12': treecreepers '13': 'tyrant flycatchers: pewees, kingbirds, and allies' '14': vireos '15': vultures, hawks, and allies '16': waterfowl '17': waxwings '18': wood-warblers '19': woodpeckers '20': wrens - name: order_multilabel sequence: class_label: names: '0': accipitriformes '1': anseriformes '2': charadriiformes '3': cuculiformes '4': galliformes '5': passeriformes '6': piciformes splits: - name: test_5s num_bytes: 3270143.0 num_examples: 73 download_size: 3208003 dataset_size: 3270143.0 - config_name: POW_polyphonic_6 features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 22050 decode: false - name: no_noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 splits: - name: train num_bytes: 4670474726.15 num_examples: 30005 - name: validation num_bytes: 587190068.99 num_examples: 3753 - name: test num_bytes: 585838389.99 num_examples: 3753 download_size: 5496378619 dataset_size: 5843503185.129999 - config_name: POW_polyphonic_8 features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 22050 decode: false - name: no_noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_6_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_7_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 splits: - name: train num_bytes: 3778632764.29 num_examples: 22297 - name: validation num_bytes: 475853611.01 num_examples: 2793 - name: test num_bytes: 474174837.01 num_examples: 2793 download_size: 4395961387 dataset_size: 4728661212.31 - config_name: POW_segments features: - name: audio struct: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: time_freq_bounds sequence: sequence: float32 - name: birdset_code dtype: int64 - name: ebird_code dtype: string - name: scientific_name dtype: string - name: common_name dtype: string - name: original_birdset_subset dtype: string - name: original_file dtype: string - name: segment_duration_s dtype: float32 splits: - name: train num_bytes: 169823830 num_examples: 18632 - name: validation num_bytes: 21553617 num_examples: 2330 - name: test num_bytes: 21406082 num_examples: 2330 download_size: 150652986 dataset_size: 212783529 - config_name: POW_soundscape_test features: - name: audio dtype: audio: sampling_rate: 32000 decode: false - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': cangoo '1': wiltur '2': yebcuc '3': amgplo '4': reshaw '5': rebwoo '6': dowwoo '7': haiwoo '8': norfli '9': pilwoo '10': eawpew '11': reevir1 '12': buhvir '13': blujay '14': amecro '15': comrav '16': cedwax '17': tuftit '18': bkcchi '19': ruckin '20': carwre '21': buggna '22': whbnut '23': brncre '24': woothr '25': amerob '26': eastow '27': balori '28': rewbla '29': bnhcow '30': ovenbi1 '31': louwat '32': buwwar '33': bawwar '34': naswar '35': kenwar '36': comyel '37': hoowar '38': amered '39': babwar '40': chswar '41': btnwar '42': scatan '43': robgro '44': norcar '45': swathr '46': herthr '47': veery - name: ebird_code_multilabel sequence: class_label: names: '0': cangoo '1': wiltur '2': yebcuc '3': amgplo '4': reshaw '5': rebwoo '6': dowwoo '7': haiwoo '8': norfli '9': pilwoo '10': eawpew '11': reevir1 '12': buhvir '13': blujay '14': amecro '15': comrav '16': cedwax '17': tuftit '18': bkcchi '19': ruckin '20': carwre '21': buggna '22': whbnut '23': brncre '24': woothr '25': amerob '26': eastow '27': balori '28': rewbla '29': bnhcow '30': ovenbi1 '31': louwat '32': buwwar '33': bawwar '34': naswar '35': kenwar '36': comyel '37': hoowar '38': amered '39': babwar '40': chswar '41': btnwar '42': scatan '43': robgro '44': norcar '45': swathr '46': herthr '47': veery - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': agelaius '1': baeolophus '2': bombycilla '3': branta '4': buteo '5': cardinalis '6': catharus '7': certhia '8': coccyzus '9': colaptes '10': contopus '11': corthylio '12': corvus '13': cyanocitta '14': dryobates '15': dryocopus '16': geothlypis '17': hylocichla '18': icterus '19': leiothlypis '20': melanerpes '21': meleagris '22': mniotilta '23': molothrus '24': parkesia '25': pheucticus '26': pipilo '27': piranga '28': pluvialis '29': poecile '30': polioptila '31': seiurus '32': setophaga '33': sitta '34': thryothorus '35': turdus '36': vermivora '37': vireo - name: species_group dtype: class_label: names: '0': blackbirds '1': cardinals, grosbeaks, and allies '2': cuckoos '3': gnatcatchers '4': grouse, quail, and allies '5': jays, magpies, crows, and ravens '6': kinglets '7': new world sparrows '8': nuthatches '9': shorebirds '10': thrushes '11': tits, chickadees, and titmice '12': treecreepers '13': 'tyrant flycatchers: pewees, kingbirds, and allies' '14': vireos '15': vultures, hawks, and allies '16': waterfowl '17': waxwings '18': wood-warblers '19': woodpeckers '20': wrens - name: order dtype: class_label: names: '0': accipitriformes '1': anseriformes '2': charadriiformes '3': cuculiformes '4': galliformes '5': passeriformes '6': piciformes - name: genus_multilabel sequence: class_label: names: '0': agelaius '1': baeolophus '2': bombycilla '3': branta '4': buteo '5': cardinalis '6': catharus '7': certhia '8': coccyzus '9': colaptes '10': contopus '11': corthylio '12': corvus '13': cyanocitta '14': dryobates '15': dryocopus '16': geothlypis '17': hylocichla '18': icterus '19': leiothlypis '20': melanerpes '21': meleagris '22': mniotilta '23': molothrus '24': parkesia '25': pheucticus '26': pipilo '27': piranga '28': pluvialis '29': poecile '30': polioptila '31': seiurus '32': setophaga '33': sitta '34': thryothorus '35': turdus '36': vermivora '37': vireo - name: species_group_multilabel sequence: class_label: names: '0': blackbirds '1': cardinals, grosbeaks, and allies '2': cuckoos '3': gnatcatchers '4': grouse, quail, and allies '5': jays, magpies, crows, and ravens '6': kinglets '7': new world sparrows '8': nuthatches '9': shorebirds '10': thrushes '11': tits, chickadees, and titmice '12': treecreepers '13': 'tyrant flycatchers: pewees, kingbirds, and allies' '14': vireos '15': vultures, hawks, and allies '16': waterfowl '17': waxwings '18': wood-warblers '19': woodpeckers '20': wrens - name: order_multilabel sequence: class_label: names: '0': accipitriformes '1': anseriformes '2': charadriiformes '3': cuculiformes '4': galliformes '5': passeriformes '6': piciformes splits: - name: test_5s num_bytes: 207715148.0 num_examples: 4487 download_size: 202130894 dataset_size: 207715148.0 - config_name: SNE_noise features: - name: audio dtype: audio - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': cangoo '1': mouqua '2': annhum '3': batpig1 '4': moudov '5': acowoo '6': wilsap '7': whhwoo '8': norfli '9': olsfly '10': wewpew '11': hamfly '12': dusfly '13': pasfly '14': warvir '15': hutvir '16': casvir '17': stejay '18': comrav '19': chbchi '20': mouchi '21': ruckin '22': gockin '23': bewwre '24': houwre '25': rebnut '26': brncre '27': towsol '28': amerob '29': purfin '30': casfin '31': redcro '32': amegfi '33': pinsis '34': foxspa '35': daejun '36': whcspa '37': vesspa '38': linspa '39': gnttow '40': spotow '41': bnhcow '42': orcwar '43': naswar '44': macwar '45': yerwar '46': btywar '47': towwar '48': herwar '49': wlswar '50': westan '51': bkhgro '52': lazbun '53': swathr '54': herthr '55': evegro - name: ebird_code_multilabel sequence: class_label: names: '0': cangoo '1': mouqua '2': annhum '3': batpig1 '4': moudov '5': acowoo '6': wilsap '7': whhwoo '8': norfli '9': olsfly '10': wewpew '11': hamfly '12': dusfly '13': pasfly '14': warvir '15': hutvir '16': casvir '17': stejay '18': comrav '19': chbchi '20': mouchi '21': ruckin '22': gockin '23': bewwre '24': houwre '25': rebnut '26': brncre '27': towsol '28': amerob '29': purfin '30': casfin '31': redcro '32': amegfi '33': pinsis '34': foxspa '35': daejun '36': whcspa '37': vesspa '38': linspa '39': gnttow '40': spotow '41': bnhcow '42': orcwar '43': naswar '44': macwar '45': yerwar '46': btywar '47': towwar '48': herwar '49': wlswar '50': westan '51': bkhgro '52': lazbun '53': swathr '54': herthr '55': evegro - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': branta '1': calypte '2': cardellina '3': catharus '4': certhia '5': coccothraustes '6': colaptes '7': contopus '8': corthylio '9': corvus '10': cyanocitta '11': dryobates '12': empidonax '13': geothlypis '14': haemorhous '15': junco '16': leiothlypis '17': loxia '18': melanerpes '19': melospiza '20': molothrus '21': myadestes '22': oreortyx '23': passerella '24': passerina '25': patagioenas '26': pheucticus '27': pipilo '28': piranga '29': poecile '30': pooecetes '31': regulus '32': setophaga '33': sitta '34': sphyrapicus '35': spinus '36': thryomanes '37': troglodytes '38': turdus '39': vireo '40': zenaida '41': zonotrichia - name: species_group dtype: class_label: names: '0': blackbirds '1': cardinals, grosbeaks, and allies '2': finches, euphonias, and allies '3': grouse, quail, and allies '4': hummingbirds '5': jays, magpies, crows, and ravens '6': kinglets '7': new world sparrows '8': nuthatches '9': pigeons and doves '10': thrushes '11': tits, chickadees, and titmice '12': treecreepers '13': 'tyrant flycatchers: pewees, kingbirds, and allies' '14': vireos '15': waterfowl '16': wood-warblers '17': woodpeckers '18': wrens - name: order dtype: class_label: names: '0': anseriformes '1': caprimulgiformes '2': columbiformes '3': galliformes '4': passeriformes '5': piciformes - name: genus_multilabel sequence: class_label: names: '0': branta '1': calypte '2': cardellina '3': catharus '4': certhia '5': coccothraustes '6': colaptes '7': contopus '8': corthylio '9': corvus '10': cyanocitta '11': dryobates '12': empidonax '13': geothlypis '14': haemorhous '15': junco '16': leiothlypis '17': loxia '18': melanerpes '19': melospiza '20': molothrus '21': myadestes '22': oreortyx '23': passerella '24': passerina '25': patagioenas '26': pheucticus '27': pipilo '28': piranga '29': poecile '30': pooecetes '31': regulus '32': setophaga '33': sitta '34': sphyrapicus '35': spinus '36': thryomanes '37': troglodytes '38': turdus '39': vireo '40': zenaida '41': zonotrichia - name: species_group_multilabel sequence: class_label: names: '0': blackbirds '1': cardinals, grosbeaks, and allies '2': finches, euphonias, and allies '3': grouse, quail, and allies '4': hummingbirds '5': jays, magpies, crows, and ravens '6': kinglets '7': new world sparrows '8': nuthatches '9': pigeons and doves '10': thrushes '11': tits, chickadees, and titmice '12': treecreepers '13': 'tyrant flycatchers: pewees, kingbirds, and allies' '14': vireos '15': waterfowl '16': wood-warblers '17': woodpeckers '18': wrens - name: order_multilabel sequence: class_label: names: '0': anseriformes '1': caprimulgiformes '2': columbiformes '3': galliformes '4': passeriformes '5': piciformes splits: - name: test_5s num_bytes: 157272291.502 num_examples: 3746 download_size: 155624091 dataset_size: 157272291.502 - config_name: SNE_polyphonic_6 features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 22050 decode: false - name: no_noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 splits: - name: train num_bytes: 4967521482.69 num_examples: 31143 - name: validation num_bytes: 622988811.02 num_examples: 3894 - name: test num_bytes: 623396512.02 num_examples: 3894 download_size: 5852082933 dataset_size: 6213906805.73 - config_name: SNE_polyphonic_8 features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 22050 decode: false - name: no_noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_6_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_7_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 splits: - name: train num_bytes: 4016456741.8 num_examples: 23140 - name: validation num_bytes: 503617370.72 num_examples: 2896 - name: test num_bytes: 503261118.72 num_examples: 2896 download_size: 4678017244 dataset_size: 5023335231.240001 - config_name: SNE_segments features: - name: audio struct: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: time_freq_bounds sequence: sequence: float32 - name: birdset_code dtype: int64 - name: ebird_code dtype: string - name: scientific_name dtype: string - name: common_name dtype: string - name: original_birdset_subset dtype: string - name: original_file dtype: string - name: segment_duration_s dtype: float32 splits: - name: train num_bytes: 177693965 num_examples: 19338 - name: validation num_bytes: 22135292 num_examples: 2418 - name: test num_bytes: 22199422 num_examples: 2418 download_size: 157721872 dataset_size: 222028679 - config_name: SNE_soundscape_test features: - name: audio dtype: audio: sampling_rate: 32000 decode: false - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': cangoo '1': mouqua '2': annhum '3': batpig1 '4': moudov '5': acowoo '6': wilsap '7': whhwoo '8': norfli '9': olsfly '10': wewpew '11': hamfly '12': dusfly '13': pasfly '14': warvir '15': hutvir '16': casvir '17': stejay '18': comrav '19': chbchi '20': mouchi '21': ruckin '22': gockin '23': bewwre '24': houwre '25': rebnut '26': brncre '27': towsol '28': amerob '29': purfin '30': casfin '31': redcro '32': amegfi '33': pinsis '34': foxspa '35': daejun '36': whcspa '37': vesspa '38': linspa '39': gnttow '40': spotow '41': bnhcow '42': orcwar '43': naswar '44': macwar '45': yerwar '46': btywar '47': towwar '48': herwar '49': wlswar '50': westan '51': bkhgro '52': lazbun '53': swathr '54': herthr '55': evegro - name: ebird_code_multilabel sequence: class_label: names: '0': cangoo '1': mouqua '2': annhum '3': batpig1 '4': moudov '5': acowoo '6': wilsap '7': whhwoo '8': norfli '9': olsfly '10': wewpew '11': hamfly '12': dusfly '13': pasfly '14': warvir '15': hutvir '16': casvir '17': stejay '18': comrav '19': chbchi '20': mouchi '21': ruckin '22': gockin '23': bewwre '24': houwre '25': rebnut '26': brncre '27': towsol '28': amerob '29': purfin '30': casfin '31': redcro '32': amegfi '33': pinsis '34': foxspa '35': daejun '36': whcspa '37': vesspa '38': linspa '39': gnttow '40': spotow '41': bnhcow '42': orcwar '43': naswar '44': macwar '45': yerwar '46': btywar '47': towwar '48': herwar '49': wlswar '50': westan '51': bkhgro '52': lazbun '53': swathr '54': herthr '55': evegro - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': branta '1': calypte '2': cardellina '3': catharus '4': certhia '5': coccothraustes '6': colaptes '7': contopus '8': corthylio '9': corvus '10': cyanocitta '11': dryobates '12': empidonax '13': geothlypis '14': haemorhous '15': junco '16': leiothlypis '17': loxia '18': melanerpes '19': melospiza '20': molothrus '21': myadestes '22': oreortyx '23': passerella '24': passerina '25': patagioenas '26': pheucticus '27': pipilo '28': piranga '29': poecile '30': pooecetes '31': regulus '32': setophaga '33': sitta '34': sphyrapicus '35': spinus '36': thryomanes '37': troglodytes '38': turdus '39': vireo '40': zenaida '41': zonotrichia - name: species_group dtype: class_label: names: '0': blackbirds '1': cardinals, grosbeaks, and allies '2': finches, euphonias, and allies '3': grouse, quail, and allies '4': hummingbirds '5': jays, magpies, crows, and ravens '6': kinglets '7': new world sparrows '8': nuthatches '9': pigeons and doves '10': thrushes '11': tits, chickadees, and titmice '12': treecreepers '13': 'tyrant flycatchers: pewees, kingbirds, and allies' '14': vireos '15': waterfowl '16': wood-warblers '17': woodpeckers '18': wrens - name: order dtype: class_label: names: '0': anseriformes '1': caprimulgiformes '2': columbiformes '3': galliformes '4': passeriformes '5': piciformes - name: genus_multilabel sequence: class_label: names: '0': branta '1': calypte '2': cardellina '3': catharus '4': certhia '5': coccothraustes '6': colaptes '7': contopus '8': corthylio '9': corvus '10': cyanocitta '11': dryobates '12': empidonax '13': geothlypis '14': haemorhous '15': junco '16': leiothlypis '17': loxia '18': melanerpes '19': melospiza '20': molothrus '21': myadestes '22': oreortyx '23': passerella '24': passerina '25': patagioenas '26': pheucticus '27': pipilo '28': piranga '29': poecile '30': pooecetes '31': regulus '32': setophaga '33': sitta '34': sphyrapicus '35': spinus '36': thryomanes '37': troglodytes '38': turdus '39': vireo '40': zenaida '41': zonotrichia - name: species_group_multilabel sequence: class_label: names: '0': blackbirds '1': cardinals, grosbeaks, and allies '2': finches, euphonias, and allies '3': grouse, quail, and allies '4': hummingbirds '5': jays, magpies, crows, and ravens '6': kinglets '7': new world sparrows '8': nuthatches '9': pigeons and doves '10': thrushes '11': tits, chickadees, and titmice '12': treecreepers '13': 'tyrant flycatchers: pewees, kingbirds, and allies' '14': vireos '15': waterfowl '16': wood-warblers '17': woodpeckers '18': wrens - name: order_multilabel sequence: class_label: names: '0': anseriformes '1': caprimulgiformes '2': columbiformes '3': galliformes '4': passeriformes '5': piciformes splits: - name: test_5s num_bytes: 842165034.048 num_examples: 20009 download_size: 832388467 dataset_size: 842165034.048 - config_name: SSW_noise features: - name: audio dtype: audio - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': cangoo '1': snogoo '2': tunswa '3': wooduc '4': mallar3 '5': moudov '6': killde '7': amewoo '8': solsan '9': ribgul '10': bcnher '11': grbher3 '12': coohaw '13': brdowl '14': belkin1 '15': rebwoo '16': yebsap '17': dowwoo '18': haiwoo '19': norfli '20': pilwoo '21': easpho '22': eawpew '23': aldfly '24': easkin '25': grcfly '26': reevir1 '27': warvir '28': yetvir '29': buhvir '30': blujay '31': amecro '32': comrav '33': cedwax '34': tuftit '35': bkcchi '36': treswa '37': ruckin '38': gockin '39': houwre '40': whbnut '41': rebnut '42': brncre '43': grycat '44': eursta '45': easblu '46': woothr '47': amerob '48': purfin '49': houfin '50': redcro '51': amegfi '52': pinsis '53': daejun '54': whtspa '55': sonspa '56': swaspa '57': eastow '58': boboli '59': balori '60': rewbla '61': bnhcow '62': rusbla '63': comgra '64': ovenbi1 '65': norwat '66': buwwar '67': naswar '68': comyel '69': hoowar '70': amered '71': bkbwar '72': yelwar '73': chswar '74': yerwar '75': btnwar '76': scatan '77': robgro '78': norcar '79': herthr '80': veery - name: ebird_code_multilabel sequence: class_label: names: '0': cangoo '1': snogoo '2': tunswa '3': wooduc '4': mallar3 '5': moudov '6': killde '7': amewoo '8': solsan '9': ribgul '10': bcnher '11': grbher3 '12': coohaw '13': brdowl '14': belkin1 '15': rebwoo '16': yebsap '17': dowwoo '18': haiwoo '19': norfli '20': pilwoo '21': easpho '22': eawpew '23': aldfly '24': easkin '25': grcfly '26': reevir1 '27': warvir '28': yetvir '29': buhvir '30': blujay '31': amecro '32': comrav '33': cedwax '34': tuftit '35': bkcchi '36': treswa '37': ruckin '38': gockin '39': houwre '40': whbnut '41': rebnut '42': brncre '43': grycat '44': eursta '45': easblu '46': woothr '47': amerob '48': purfin '49': houfin '50': redcro '51': amegfi '52': pinsis '53': daejun '54': whtspa '55': sonspa '56': swaspa '57': eastow '58': boboli '59': balori '60': rewbla '61': bnhcow '62': rusbla '63': comgra '64': ovenbi1 '65': norwat '66': buwwar '67': naswar '68': comyel '69': hoowar '70': amered '71': bkbwar '72': yelwar '73': chswar '74': yerwar '75': btnwar '76': scatan '77': robgro '78': norcar '79': herthr '80': veery - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': accipiter '1': agelaius '2': aix '3': anas '4': anser '5': ardea '6': baeolophus '7': bombycilla '8': branta '9': cardinalis '10': catharus '11': certhia '12': charadrius '13': colaptes '14': contopus '15': corthylio '16': corvus '17': cyanocitta '18': cygnus '19': dolichonyx '20': dryobates '21': dryocopus '22': dumetella '23': empidonax '24': euphagus '25': geothlypis '26': haemorhous '27': hylocichla '28': icterus '29': junco '30': larus '31': leiothlypis '32': loxia '33': megaceryle '34': melanerpes '35': melospiza '36': molothrus '37': myiarchus '38': nycticorax '39': parkesia '40': pheucticus '41': pipilo '42': piranga '43': poecile '44': quiscalus '45': regulus '46': sayornis '47': scolopax '48': seiurus '49': setophaga '50': sialia '51': sitta '52': sphyrapicus '53': spinus '54': strix '55': sturnus '56': tachycineta '57': tringa '58': troglodytes '59': turdus '60': tyrannus '61': vermivora '62': vireo '63': zenaida '64': zonotrichia - name: species_group dtype: class_label: names: '0': blackbirds '1': cardinals, grosbeaks, and allies '2': catbirds, mockingbirds, and thrashers '3': finches, euphonias, and allies '4': gulls, terns, and skimmers '5': herons, ibis, and allies '6': jays, magpies, crows, and ravens '7': kingfishers '8': kinglets '9': martins and swallows '10': new world sparrows '11': nuthatches '12': owls '13': pigeons and doves '14': shorebirds '15': starlings and mynas '16': thrushes '17': tits, chickadees, and titmice '18': treecreepers '19': 'tyrant flycatchers: pewees, kingbirds, and allies' '20': vireos '21': vultures, hawks, and allies '22': waterfowl '23': waxwings '24': wood-warblers '25': woodpeckers '26': wrens - name: order dtype: class_label: names: '0': accipitriformes '1': anseriformes '2': charadriiformes '3': columbiformes '4': coraciiformes '5': passeriformes '6': pelecaniformes '7': piciformes '8': strigiformes - name: genus_multilabel sequence: class_label: names: '0': accipiter '1': agelaius '2': aix '3': anas '4': anser '5': ardea '6': baeolophus '7': bombycilla '8': branta '9': cardinalis '10': catharus '11': certhia '12': charadrius '13': colaptes '14': contopus '15': corthylio '16': corvus '17': cyanocitta '18': cygnus '19': dolichonyx '20': dryobates '21': dryocopus '22': dumetella '23': empidonax '24': euphagus '25': geothlypis '26': haemorhous '27': hylocichla '28': icterus '29': junco '30': larus '31': leiothlypis '32': loxia '33': megaceryle '34': melanerpes '35': melospiza '36': molothrus '37': myiarchus '38': nycticorax '39': parkesia '40': pheucticus '41': pipilo '42': piranga '43': poecile '44': quiscalus '45': regulus '46': sayornis '47': scolopax '48': seiurus '49': setophaga '50': sialia '51': sitta '52': sphyrapicus '53': spinus '54': strix '55': sturnus '56': tachycineta '57': tringa '58': troglodytes '59': turdus '60': tyrannus '61': vermivora '62': vireo '63': zenaida '64': zonotrichia - name: species_group_multilabel sequence: class_label: names: '0': blackbirds '1': cardinals, grosbeaks, and allies '2': catbirds, mockingbirds, and thrashers '3': finches, euphonias, and allies '4': gulls, terns, and skimmers '5': herons, ibis, and allies '6': jays, magpies, crows, and ravens '7': kingfishers '8': kinglets '9': martins and swallows '10': new world sparrows '11': nuthatches '12': owls '13': pigeons and doves '14': shorebirds '15': starlings and mynas '16': thrushes '17': tits, chickadees, and titmice '18': treecreepers '19': 'tyrant flycatchers: pewees, kingbirds, and allies' '20': vireos '21': vultures, hawks, and allies '22': waterfowl '23': waxwings '24': wood-warblers '25': woodpeckers '26': wrens - name: order_multilabel sequence: class_label: names: '0': accipitriformes '1': anseriformes '2': charadriiformes '3': columbiformes '4': coraciiformes '5': passeriformes '6': pelecaniformes '7': piciformes '8': strigiformes splits: - name: test_5s num_bytes: 2938615937.776 num_examples: 69813 download_size: 2907569016 dataset_size: 2938615937.776 - config_name: SSW_polyphonic_6 features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 22050 decode: false - name: no_noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 splits: - name: train num_bytes: 7465841468.22 num_examples: 45634 - name: validation num_bytes: 930283074.98 num_examples: 5706 - name: test num_bytes: 933049047.98 num_examples: 5706 download_size: 8812771556 dataset_size: 9329173591.18 - config_name: SSW_polyphonic_8 features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 22050 decode: false - name: no_noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_6_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_7_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 splits: - name: train num_bytes: 6017999550.14 num_examples: 33902 - name: validation num_bytes: 749798868.94 num_examples: 4242 - name: test num_bytes: 752053679.94 num_examples: 4242 download_size: 7025628551 dataset_size: 7519852099.02 - config_name: SSW_segments features: - name: audio struct: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: time_freq_bounds sequence: sequence: float32 - name: birdset_code dtype: int64 - name: ebird_code dtype: string - name: scientific_name dtype: string - name: common_name dtype: string - name: original_birdset_subset dtype: string - name: original_file dtype: string - name: segment_duration_s dtype: float32 splits: - name: train num_bytes: 268948162 num_examples: 28332 - name: validation num_bytes: 33418244 num_examples: 3542 - name: test num_bytes: 33666338 num_examples: 3542 download_size: 244586792 dataset_size: 336032744 - config_name: SSW_soundscape_test features: - name: audio dtype: audio: sampling_rate: 32000 decode: false - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': cangoo '1': snogoo '2': tunswa '3': wooduc '4': mallar3 '5': moudov '6': killde '7': amewoo '8': solsan '9': ribgul '10': bcnher '11': grbher3 '12': coohaw '13': brdowl '14': belkin1 '15': rebwoo '16': yebsap '17': dowwoo '18': haiwoo '19': norfli '20': pilwoo '21': easpho '22': eawpew '23': aldfly '24': easkin '25': grcfly '26': reevir1 '27': warvir '28': yetvir '29': buhvir '30': blujay '31': amecro '32': comrav '33': cedwax '34': tuftit '35': bkcchi '36': treswa '37': ruckin '38': gockin '39': houwre '40': whbnut '41': rebnut '42': brncre '43': grycat '44': eursta '45': easblu '46': woothr '47': amerob '48': purfin '49': houfin '50': redcro '51': amegfi '52': pinsis '53': daejun '54': whtspa '55': sonspa '56': swaspa '57': eastow '58': boboli '59': balori '60': rewbla '61': bnhcow '62': rusbla '63': comgra '64': ovenbi1 '65': norwat '66': buwwar '67': naswar '68': comyel '69': hoowar '70': amered '71': bkbwar '72': yelwar '73': chswar '74': yerwar '75': btnwar '76': scatan '77': robgro '78': norcar '79': herthr '80': veery - name: ebird_code_multilabel sequence: class_label: names: '0': cangoo '1': snogoo '2': tunswa '3': wooduc '4': mallar3 '5': moudov '6': killde '7': amewoo '8': solsan '9': ribgul '10': bcnher '11': grbher3 '12': coohaw '13': brdowl '14': belkin1 '15': rebwoo '16': yebsap '17': dowwoo '18': haiwoo '19': norfli '20': pilwoo '21': easpho '22': eawpew '23': aldfly '24': easkin '25': grcfly '26': reevir1 '27': warvir '28': yetvir '29': buhvir '30': blujay '31': amecro '32': comrav '33': cedwax '34': tuftit '35': bkcchi '36': treswa '37': ruckin '38': gockin '39': houwre '40': whbnut '41': rebnut '42': brncre '43': grycat '44': eursta '45': easblu '46': woothr '47': amerob '48': purfin '49': houfin '50': redcro '51': amegfi '52': pinsis '53': daejun '54': whtspa '55': sonspa '56': swaspa '57': eastow '58': boboli '59': balori '60': rewbla '61': bnhcow '62': rusbla '63': comgra '64': ovenbi1 '65': norwat '66': buwwar '67': naswar '68': comyel '69': hoowar '70': amered '71': bkbwar '72': yelwar '73': chswar '74': yerwar '75': btnwar '76': scatan '77': robgro '78': norcar '79': herthr '80': veery - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': accipiter '1': agelaius '2': aix '3': anas '4': anser '5': ardea '6': baeolophus '7': bombycilla '8': branta '9': cardinalis '10': catharus '11': certhia '12': charadrius '13': colaptes '14': contopus '15': corthylio '16': corvus '17': cyanocitta '18': cygnus '19': dolichonyx '20': dryobates '21': dryocopus '22': dumetella '23': empidonax '24': euphagus '25': geothlypis '26': haemorhous '27': hylocichla '28': icterus '29': junco '30': larus '31': leiothlypis '32': loxia '33': megaceryle '34': melanerpes '35': melospiza '36': molothrus '37': myiarchus '38': nycticorax '39': parkesia '40': pheucticus '41': pipilo '42': piranga '43': poecile '44': quiscalus '45': regulus '46': sayornis '47': scolopax '48': seiurus '49': setophaga '50': sialia '51': sitta '52': sphyrapicus '53': spinus '54': strix '55': sturnus '56': tachycineta '57': tringa '58': troglodytes '59': turdus '60': tyrannus '61': vermivora '62': vireo '63': zenaida '64': zonotrichia - name: species_group dtype: class_label: names: '0': blackbirds '1': cardinals, grosbeaks, and allies '2': catbirds, mockingbirds, and thrashers '3': finches, euphonias, and allies '4': gulls, terns, and skimmers '5': herons, ibis, and allies '6': jays, magpies, crows, and ravens '7': kingfishers '8': kinglets '9': martins and swallows '10': new world sparrows '11': nuthatches '12': owls '13': pigeons and doves '14': shorebirds '15': starlings and mynas '16': thrushes '17': tits, chickadees, and titmice '18': treecreepers '19': 'tyrant flycatchers: pewees, kingbirds, and allies' '20': vireos '21': vultures, hawks, and allies '22': waterfowl '23': waxwings '24': wood-warblers '25': woodpeckers '26': wrens - name: order dtype: class_label: names: '0': accipitriformes '1': anseriformes '2': charadriiformes '3': columbiformes '4': coraciiformes '5': passeriformes '6': pelecaniformes '7': piciformes '8': strigiformes - name: genus_multilabel sequence: class_label: names: '0': accipiter '1': agelaius '2': aix '3': anas '4': anser '5': ardea '6': baeolophus '7': bombycilla '8': branta '9': cardinalis '10': catharus '11': certhia '12': charadrius '13': colaptes '14': contopus '15': corthylio '16': corvus '17': cyanocitta '18': cygnus '19': dolichonyx '20': dryobates '21': dryocopus '22': dumetella '23': empidonax '24': euphagus '25': geothlypis '26': haemorhous '27': hylocichla '28': icterus '29': junco '30': larus '31': leiothlypis '32': loxia '33': megaceryle '34': melanerpes '35': melospiza '36': molothrus '37': myiarchus '38': nycticorax '39': parkesia '40': pheucticus '41': pipilo '42': piranga '43': poecile '44': quiscalus '45': regulus '46': sayornis '47': scolopax '48': seiurus '49': setophaga '50': sialia '51': sitta '52': sphyrapicus '53': spinus '54': strix '55': sturnus '56': tachycineta '57': tringa '58': troglodytes '59': turdus '60': tyrannus '61': vermivora '62': vireo '63': zenaida '64': zonotrichia - name: species_group_multilabel sequence: class_label: names: '0': blackbirds '1': cardinals, grosbeaks, and allies '2': catbirds, mockingbirds, and thrashers '3': finches, euphonias, and allies '4': gulls, terns, and skimmers '5': herons, ibis, and allies '6': jays, magpies, crows, and ravens '7': kingfishers '8': kinglets '9': martins and swallows '10': new world sparrows '11': nuthatches '12': owls '13': pigeons and doves '14': shorebirds '15': starlings and mynas '16': thrushes '17': tits, chickadees, and titmice '18': treecreepers '19': 'tyrant flycatchers: pewees, kingbirds, and allies' '20': vireos '21': vultures, hawks, and allies '22': waterfowl '23': waxwings '24': wood-warblers '25': woodpeckers '26': wrens - name: order_multilabel sequence: class_label: names: '0': accipitriformes '1': anseriformes '2': charadriiformes '3': columbiformes '4': coraciiformes '5': passeriformes '6': pelecaniformes '7': piciformes '8': strigiformes splits: - name: test_5s num_bytes: 5697011201.615 num_examples: 135387 download_size: 5633872452 dataset_size: 5697011201.615 - config_name: UHH_noise features: - name: audio dtype: audio - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': hawgoo '1': calqua '2': wiltur '3': kalphe '4': blkfra '5': chukar '6': ercfra '7': barpet '8': hawpet1 '9': hawhaw '10': elepai '11': skylar '12': jabwar '13': warwhe1 '14': omao '15': comwax '16': palila '17': iiwi '18': apapan '19': hawcre '20': akepa1 '21': hawama '22': houfin '23': yefcan '24': norcar '25': reblei '26': melthr - name: ebird_code_multilabel sequence: class_label: names: '0': hawgoo '1': calqua '2': wiltur '3': kalphe '4': blkfra '5': chukar '6': ercfra '7': barpet '8': hawpet1 '9': hawhaw '10': elepai '11': skylar '12': jabwar '13': warwhe1 '14': omao '15': comwax '16': palila '17': iiwi '18': apapan '19': hawcre '20': akepa1 '21': hawama '22': houfin '23': yefcan '24': norcar '25': reblei '26': melthr - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': alauda '1': alectoris '2': branta '3': buteo '4': callipepla '5': cardinalis '6': chasiempis '7': chlorodrepanis '8': crithagra '9': drepanis '10': estrilda '11': francolinus '12': garrulax '13': haemorhous '14': himatione '15': horornis '16': hydrobates '17': leiothrix '18': lophura '19': loxioides '20': loxops '21': meleagris '22': myadestes '23': pternistis '24': pterodroma '25': zosterops - name: species_group dtype: class_label: names: '0': bush warblers and allies '1': cardinals, grosbeaks, and allies '2': estrildids '3': finches, euphonias, and allies '4': grouse, quail, and allies '5': larks '6': laughingthrushes and allies '7': monarch flycatchers '8': petrels, shearwaters, and diving-petrels '9': storm-petrels '10': thrushes '11': vultures, hawks, and allies '12': waterfowl '13': white-eyes, yuhinas, and allies - name: order dtype: class_label: names: '0': accipitriformes '1': anseriformes '2': galliformes '3': passeriformes '4': procellariiformes - name: genus_multilabel sequence: class_label: names: '0': alauda '1': alectoris '2': branta '3': buteo '4': callipepla '5': cardinalis '6': chasiempis '7': chlorodrepanis '8': crithagra '9': drepanis '10': estrilda '11': francolinus '12': garrulax '13': haemorhous '14': himatione '15': horornis '16': hydrobates '17': leiothrix '18': lophura '19': loxioides '20': loxops '21': meleagris '22': myadestes '23': pternistis '24': pterodroma '25': zosterops - name: species_group_multilabel sequence: class_label: names: '0': bush warblers and allies '1': cardinals, grosbeaks, and allies '2': estrildids '3': finches, euphonias, and allies '4': grouse, quail, and allies '5': larks '6': laughingthrushes and allies '7': monarch flycatchers '8': petrels, shearwaters, and diving-petrels '9': storm-petrels '10': thrushes '11': vultures, hawks, and allies '12': waterfowl '13': white-eyes, yuhinas, and allies - name: order_multilabel sequence: class_label: names: '0': accipitriformes '1': anseriformes '2': galliformes '3': passeriformes '4': procellariiformes splits: - name: test_5s num_bytes: 221688248.0 num_examples: 5233 download_size: 219358784 dataset_size: 221688248.0 - config_name: UHH_polyphonic_6 features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 22050 decode: false - name: no_noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 splits: - name: train num_bytes: 1394223581.74 num_examples: 7078 - name: validation num_bytes: 176463290.0 num_examples: 883 - name: test num_bytes: 174450535.0 num_examples: 883 download_size: 1693824612 dataset_size: 1745137406.74 - config_name: UHH_polyphonic_8 features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 22050 decode: false - name: no_noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: noise_audio dtype: audio: sampling_rate: 22050 decode: false - name: segment_duration_s dtype: float32 - name: polyphony_degree dtype: int32 - name: birdset_code_multilabel sequence: int32 - name: snr_dB dtype: float32 - name: orig_noise_file dtype: string - name: noise_norm_gain dtype: float32 - name: noise_gain dtype: float32 - name: relative_mix_level_dB dtype: float32 - name: mix_gain dtype: float32 - name: source_0_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_1_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_2_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_3_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_4_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_5_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_6_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_7_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: array sequence: float32 - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_code sequence: int64 - name: sources_ebird_code sequence: string - name: sources_scientific_name sequence: string - name: sources_common_name sequence: string - name: sources_original_birdset_subset sequence: string - name: sources_original_file sequence: string - name: sources_segment_duration_s sequence: float32 - name: sources_norm_gain sequence: float32 - name: sources_relative_level_dB sequence: float32 - name: sources_gain sequence: float32 - name: sources_time_shift_s sequence: float32 splits: - name: train num_bytes: 1116963328.77 num_examples: 5261 - name: validation num_bytes: 140567731.0 num_examples: 658 - name: test num_bytes: 138890757.0 num_examples: 658 download_size: 1347834660 dataset_size: 1396421816.77 - config_name: UHH_segments features: - name: audio struct: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: time_freq_bounds sequence: sequence: float32 - name: birdset_code dtype: int64 - name: ebird_code dtype: string - name: scientific_name dtype: string - name: common_name dtype: string - name: original_birdset_subset dtype: string - name: original_file dtype: string - name: segment_duration_s dtype: float32 splits: - name: train num_bytes: 59616988 num_examples: 4392 - name: validation num_bytes: 7699764 num_examples: 549 - name: test num_bytes: 7394021 num_examples: 549 download_size: 66142745 dataset_size: 74710773 - config_name: UHH_soundscape_test features: - name: audio dtype: audio: sampling_rate: 32000 decode: false - name: filepath dtype: string - name: start_time dtype: float64 - name: end_time dtype: float64 - name: low_freq dtype: int64 - name: high_freq dtype: int64 - name: ebird_code dtype: class_label: names: '0': hawgoo '1': calqua '2': wiltur '3': kalphe '4': blkfra '5': chukar '6': ercfra '7': barpet '8': hawpet1 '9': hawhaw '10': elepai '11': skylar '12': jabwar '13': warwhe1 '14': omao '15': comwax '16': palila '17': iiwi '18': apapan '19': hawcre '20': akepa1 '21': hawama '22': houfin '23': yefcan '24': norcar '25': reblei '26': melthr - name: ebird_code_multilabel sequence: class_label: names: '0': hawgoo '1': calqua '2': wiltur '3': kalphe '4': blkfra '5': chukar '6': ercfra '7': barpet '8': hawpet1 '9': hawhaw '10': elepai '11': skylar '12': jabwar '13': warwhe1 '14': omao '15': comwax '16': palila '17': iiwi '18': apapan '19': hawcre '20': akepa1 '21': hawama '22': houfin '23': yefcan '24': norcar '25': reblei '26': melthr - name: ebird_code_secondary sequence: string - name: call_type dtype: string - name: sex dtype: string - name: lat dtype: float64 - name: long dtype: float64 - name: length dtype: int64 - name: microphone dtype: string - name: license dtype: string - name: source dtype: string - name: local_time dtype: string - name: detected_events sequence: sequence: float64 - name: event_cluster sequence: int64 - name: peaks sequence: float64 - name: quality dtype: string - name: recordist dtype: string - name: genus dtype: class_label: names: '0': alauda '1': alectoris '2': branta '3': buteo '4': callipepla '5': cardinalis '6': chasiempis '7': chlorodrepanis '8': crithagra '9': drepanis '10': estrilda '11': francolinus '12': garrulax '13': haemorhous '14': himatione '15': horornis '16': hydrobates '17': leiothrix '18': lophura '19': loxioides '20': loxops '21': meleagris '22': myadestes '23': pternistis '24': pterodroma '25': zosterops - name: species_group dtype: class_label: names: '0': bush warblers and allies '1': cardinals, grosbeaks, and allies '2': estrildids '3': finches, euphonias, and allies '4': grouse, quail, and allies '5': larks '6': laughingthrushes and allies '7': monarch flycatchers '8': petrels, shearwaters, and diving-petrels '9': storm-petrels '10': thrushes '11': vultures, hawks, and allies '12': waterfowl '13': white-eyes, yuhinas, and allies - name: order dtype: class_label: names: '0': accipitriformes '1': anseriformes '2': galliformes '3': passeriformes '4': procellariiformes - name: genus_multilabel sequence: class_label: names: '0': alauda '1': alectoris '2': branta '3': buteo '4': callipepla '5': cardinalis '6': chasiempis '7': chlorodrepanis '8': crithagra '9': drepanis '10': estrilda '11': francolinus '12': garrulax '13': haemorhous '14': himatione '15': horornis '16': hydrobates '17': leiothrix '18': lophura '19': loxioides '20': loxops '21': meleagris '22': myadestes '23': pternistis '24': pterodroma '25': zosterops - name: species_group_multilabel sequence: class_label: names: '0': bush warblers and allies '1': cardinals, grosbeaks, and allies '2': estrildids '3': finches, euphonias, and allies '4': grouse, quail, and allies '5': larks '6': laughingthrushes and allies '7': monarch flycatchers '8': petrels, shearwaters, and diving-petrels '9': storm-petrels '10': thrushes '11': vultures, hawks, and allies '12': waterfowl '13': white-eyes, yuhinas, and allies - name: order_multilabel sequence: class_label: names: '0': accipitriformes '1': anseriformes '2': galliformes '3': passeriformes '4': procellariiformes splits: - name: test_5s num_bytes: 1330873136.0 num_examples: 31352 download_size: 1315775188 dataset_size: 1330873136.0 configs: - config_name: HSN_noise data_files: - split: test_5s path: HSN/HSN_noise/test_5s-* - config_name: HSN_polyphonic_6 data_files: - split: train path: HSN/HSN_polyphonic_6/train-* - split: validation path: HSN/HSN_polyphonic_6/validation-* - split: test path: HSN/HSN_polyphonic_6/test-* - config_name: HSN_polyphonic_8 data_files: - split: train path: HSN/HSN_polyphonic_8/train-* - split: validation path: HSN/HSN_polyphonic_8/validation-* - split: test path: HSN/HSN_polyphonic_8/test-* - config_name: HSN_segments data_files: - split: train path: HSN/HSN_segments/train-* - split: validation path: HSN/HSN_segments/validation-* - split: test path: HSN/HSN_segments/test-* - config_name: HSN_soundscape_test data_files: - split: test_5s path: HSN/HSN_soundscape_test/test_5s-* - config_name: NES_noise data_files: - split: test_5s path: NES/NES_noise/test_5s-* - config_name: NES_polyphonic_6 data_files: - split: train path: NES/NES_polyphonic_6/train-* - split: validation path: NES/NES_polyphonic_6/validation-* - split: test path: NES/NES_polyphonic_6/test-* - config_name: NES_segments data_files: - split: train path: NES/NES_segments/train-* - split: validation path: NES/NES_segments/validation-* - split: test path: NES/NES_segments/test-* - config_name: NES_soundscape_test data_files: - split: test_5s path: NES/NES_soundscape_test/test_5s-* - config_name: PER_noise data_files: - split: test_5s path: PER/PER_noise/test_5s-* - config_name: PER_polyphonic_6 data_files: - split: train path: PER/PER_polyphonic_6/train-* - split: validation path: PER/PER_polyphonic_6/validation-* - split: test path: PER/PER_polyphonic_6/test-* - config_name: PER_polyphonic_8 data_files: - split: train path: PER/PER_polyphonic_8/train-* - split: validation path: PER/PER_polyphonic_8/validation-* - split: test path: PER/PER_polyphonic_8/test-* - config_name: PER_segments data_files: - split: train path: PER/PER_segments/train-* - split: validation path: PER/PER_segments/validation-* - split: test path: PER/PER_segments/test-* - config_name: PER_soundscape_test data_files: - split: test_5s path: PER/PER_soundscape_test/test_5s-* - config_name: POW_noise data_files: - split: test_5s path: POW/POW_noise/test_5s-* - config_name: POW_polyphonic_6 data_files: - split: train path: POW/POW_polyphonic_6/train-* - split: validation path: POW/POW_polyphonic_6/validation-* - split: test path: POW/POW_polyphonic_6/test-* - config_name: POW_polyphonic_8 data_files: - split: train path: POW/POW_polyphonic_8/train-* - split: validation path: POW/POW_polyphonic_8/validation-* - split: test path: POW/POW_polyphonic_8/test-* - config_name: POW_segments data_files: - split: train path: POW/POW_segments/train-* - split: validation path: POW/POW_segments/validation-* - split: test path: POW/POW_segments/test-* - config_name: POW_soundscape_test data_files: - split: test_5s path: POW/POW_soundscape_test/test_5s-* - config_name: SNE_noise data_files: - split: test_5s path: SNE/SNE_noise/test_5s-* - config_name: SNE_polyphonic_6 data_files: - split: train path: SNE/SNE_polyphonic_6/train-* - split: validation path: SNE/SNE_polyphonic_6/validation-* - split: test path: SNE/SNE_polyphonic_6/test-* - config_name: SNE_polyphonic_8 data_files: - split: train path: SNE/SNE_polyphonic_8/train-* - split: validation path: SNE/SNE_polyphonic_8/validation-* - split: test path: SNE/SNE_polyphonic_8/test-* - config_name: SNE_segments data_files: - split: train path: SNE/SNE_segments/train-* - split: validation path: SNE/SNE_segments/validation-* - split: test path: SNE/SNE_segments/test-* - config_name: SNE_soundscape_test data_files: - split: test_5s path: SNE/SNE_soundscape_test/test_5s-* - config_name: SSW_noise data_files: - split: test_5s path: SSW/SSW_noise/test_5s-* - config_name: SSW_polyphonic_6 data_files: - split: train path: SSW/SSW_polyphonic_6/train-* - split: validation path: SSW/SSW_polyphonic_6/validation-* - split: test path: SSW/SSW_polyphonic_6/test-* - config_name: SSW_polyphonic_8 data_files: - split: train path: SSW/SSW_polyphonic_8/train-* - split: validation path: SSW/SSW_polyphonic_8/validation-* - split: test path: SSW/SSW_polyphonic_8/test-* - config_name: SSW_segments data_files: - split: train path: SSW/SSW_segments/train-* - split: validation path: SSW/SSW_segments/validation-* - split: test path: SSW/SSW_segments/test-* - config_name: SSW_soundscape_test data_files: - split: test_5s path: SSW/SSW_soundscape_test/test_5s-* - config_name: UHH_noise data_files: - split: test_5s path: UHH/UHH_noise/test_5s-* - config_name: UHH_polyphonic_6 data_files: - split: train path: UHH/UHH_polyphonic_6/train-* - split: validation path: UHH/UHH_polyphonic_6/validation-* - split: test path: UHH/UHH_polyphonic_6/test-* - config_name: UHH_polyphonic_8 data_files: - split: train path: UHH/UHH_polyphonic_8/train-* - split: validation path: UHH/UHH_polyphonic_8/validation-* - split: test path: UHH/UHH_polyphonic_8/test-* - config_name: UHH_segments data_files: - split: train path: UHH/UHH_segments/train-* - split: validation path: UHH/UHH_segments/validation-* - split: test path: UHH/UHH_segments/test-* - config_name: UHH_soundscape_test data_files: - split: test_5s path: UHH/UHH_soundscape_test/test_5s-* --- # Polyphonic Bird Call Dataset This dataset is an earlier version of PolyBirdMix, that is still here as a resource to reproduce earlier experiments. If you want to use PolyBirdMix, please use the [current version](https://huggingface.co/datasets/mcht67/PolyBirdMix) ### Dataset Summary The Polyphonic Bird Call Dataset is a corpus of synthetic soundscape mixtures generated from individual bird call recordings sourced from [BirdSet](https://huggingface.co/datasets/DBD-research-group/BirdSet). Individual recordings are randomly mixed to produce a large collection of polyphonic soundscapes covering varying degrees of polyphony and signal-to-noise ratios. This enables controlled model training and systematic evaluation for tasks such as polyphony estimation, source separation, denoising, and multi-label classification. The dataset is organized by geographic subset, mirroring the subset structure of BirdSet (e.g. HSN, PER, ...). Additional subsets will be added over time. ### Dataset Structure ### Data Instances Each instance in the dataset represents a synthetic audio mixture along with associated metadata describing its composition. Additionally it contains the same mixture without background noise and the source files of the mix. ### Data Fields **mixtures:** - `audio`: Audio mixture file - `no_noise_audio`: Audio mixture file without noise - `sources_audio`: Audio segments used as sources for mixture - `noise_audio`: Noise audio segment - `polyphony_degree`: Number of simultaneously vocalizing birds - `birdset_code_multilabel`: List of species present in the mixture - `snr_dB`: Signal-to-noise ratio of the mixture in dB - `raw_files_*`: Metadata of raw files **noise:** - `audio`: Background noise recording ### Subsets | Subset | Region | Status | |---|---|---| | HSN | *(add region description)* | Available | | PER | *(add region description)* | Coming soon | | *(more)* | *(...)* | Coming soon | Subset identifiers follow the BirdSet naming convention. Refer to the [BirdSet dataset card](https://huggingface.co/datasets/DBD-research-group/BirdSet) for detailed descriptions of each geographic region. --- ### Dataset configs Each subset (e.g. `HSN`) contains the following configs: | Config | Description | |---|---| | `{subset}` | Synthetic mixtures of single species segments| | `{subset}_balanced` | Synthetic mixtures from species balanced data (optional) | | `{subset}_segments` | Single species segments used during mixing | | `{subset}_noise` | Background noise recordings used during mixing | | `{subset}_test` | Soundscape recordings for testing | --- ## Dataset Creation ### Source Data Individual bird call recordings are sourced from [BirdSet](https://huggingface.co/datasets/DBD-research-group/BirdSet), which itself aggregates recordings from [Xeno-canto](https://xeno-canto.org/) and other sources. Please refer to the BirdSet dataset card for detailed licensing and provenance of source recordings. ## Generation Pipeline Mixtures are generated using the pipeline available at: **https://github.com/mcht67/Polyphonic-Bird-Call-Dataset** The pipeline randomly selects and mixes individual recordings with controlled polyphony levels and SNR values. Each dataset version is fully reproducible by checking out the exact pipeline commit recorded in the subset metadata. ### Reproducing a Specific Dataset Version Every subset contains a `metadata.json` file that records the exact pipeline state used to generate it: ```json { "git_commit": "a3f2c1d...", "pipeline_repo": "https://github.com/mcht67/Polyphonic-Bird-Call-Dataset", "parameters": { "random": { "random_seed": 42 }, "dataset": { "subset": "HSN" }, "source_separation": { "sampling_rate": 22050, "max_duration_s": 30 }, ... } } ``` To recreate a specific version follow the setup instructions on the [GitHub repository](https://github.com/mcht67/Polyphonic-Bird-Call-Dataset). Checkout the exact commit from metadata.json ```bash git checkout ``` And run the pipeline as described on the [GitHub repository](https://github.com/mcht67/Polyphonic-Bird-Call-Dataset). ## Curation Rationale Synthetic mixtures are used to enable precise control over polyphony level and SNR, which is not possible with naturally recorded soundscapes. This allows systematic evaluation of model performance across a range of acoustic conditions. --- ### Known Limitations - Mixtures are **synthetic** — real-world soundscapes may exhibit different acoustic properties and overlap patterns not captured here. - Source recordings are subject to the biases and coverage gaps present in BirdSet and Xeno-canto (e.g. geographic and species imbalances). - Currently limited to the **HSN** subset; further subsets will be added progressively. ## Credits This project builds on the following open-source work: - [BirdSet](https://github.com/DBD-research-group/BirdSet) — Bird call audio data - [Perch](https://github.com/google-research/perch) — BirdMixIT source separation model - [BirdnetLib](https://github.com/joeweiss/birdnetlib) - Python api for BirdNET-Analyzer - [BirdNET Analyzer](https://github.com/birdnet-team/BirdNET-Analyzer-Sierra) - Bird call analyzer - [TU Studio HPC Cluster ML Workflow](https://github.com/tu-studio/hpc-cluster-ml-workflow/tree/main) — SLURM pipeline architecture ## Citations **BirdSet**: Rauch et al., 2024. *BirdSet: A Large-Scale Dataset for Audio Classification in Avian Bioacoustics*. arXiv:2403.10380.
BibTeX bibtex@misc{rauch2024birdset, title={BirdSet: A Large-Scale Dataset for Audio Classification in Avian Bioacoustics}, author={Lukas Rauch et al.}, year={2024}, eprint={2403.10380}, archivePrefix={arXiv}, url={https://arxiv.org/abs/2403.10380}, }
**eBird Taxonomy**: Clements et al., 2024. *The eBird/Clements Checklist of Birds of the World: v2024*. Cornell Lab of Ornithology.
BibTeX bibtex@misc{clements2024ebird, title={The eBird/Clements Checklist of Birds of the World: v2024}, author={Clements, J. F. and Rasmussen, P. C. and Schulenberg, T. S. and Iliff, M. J. and Fredericks, T. A. and Gerbracht, J. A. and Lepage, D. and Spencer, A. and Billerman, S. M. and Sullivan, B. L. and Smith, M. and Wood, C. L.}, year={2024}, howpublished={\url{https://www.birds.cornell.edu/clementschecklist/download/}} }
**Bird-MixIT**: Denton et al., 2021. *Improving Bird Classification with Unsupervised Sound Separation*. arXiv:2110.03209.
BibTeX bibtex@misc{denton2021improvingbirdclassificationunsupervised, title={Improving Bird Classification with Unsupervised Sound Separation}, author={Tom Denton and Scott Wisdom and John R. Hershey}, year={2021}, eprint={2110.03209}, archivePrefix={arXiv}, primaryClass={eess.AS}, url={https://arxiv.org/abs/2110.03209}, }
**MixIT**: Wisdom et al., 2020. *Unsupervised Sound Separation Using Mixture Invariant Training*. arXiv:2006.12701.
BibTeX bibtex@misc{wisdom2020unsupervisedsoundseparationusing, title={Unsupervised Sound Separation Using Mixture Invariant Training}, author={Scott Wisdom and Efthymios Tzinis and Hakan Erdogan and Ron J. Weiss and Kevin Wilson and John R. Hershey}, year={2020}, eprint={2006.12701}, archivePrefix={arXiv}, primaryClass={eess.AS}, url={https://arxiv.org/abs/2006.12701}, }
**BirdNET**: Kahl et al., 2021. *BirdNET: A deep learning solution for avian diversity monitoring*. Ecological Informatics, 61.
BibTeX bibtex@article{kahl2021birdnet, title={BirdNET: A deep learning solution for avian diversity monitoring}, author={Kahl, Stefan and Wood, Connor M and Eibl, Maximilian and Klinck, Holger}, journal={Ecological Informatics}, volume={61}, pages={101236}, year={2021}, publisher={Elsevier} }
--- ## License This dataset is released under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/). Source recordings inherit the licensing terms of BirdSet — please consult the [BirdSet dataset card](https://huggingface.co/datasets/DBD-research-group/BirdSet) for details. ---