--- dataset_info: - config_name: HSN_noise features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: train num_bytes: 1088944801.39 num_examples: 3397 - name: test_5s num_bytes: 1088944801.39 num_examples: 3397 download_size: 1912970030 dataset_size: 2177889602.78 - config_name: HSN_polyphonic 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 dtype: int32 - name: species_polyphony sequence: int64 - 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: 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: source_8_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_9_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_10_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_11_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_id 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: 768270915.25 num_examples: 3825 - name: validation num_bytes: 94655669 num_examples: 478 - name: test num_bytes: 96377306 num_examples: 478 download_size: 877687297 dataset_size: 959303890.25 - 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_id 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: 44169831 num_examples: 4852 - name: validation num_bytes: 5286297 num_examples: 607 - name: test num_bytes: 5596710 num_examples: 607 download_size: 39008341 dataset_size: 55052838 - config_name: HSN_soundscape_test features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio: sampling_rate: 32000 - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: test_5s num_bytes: 2752348436.95 num_examples: 8585 download_size: 2433188804 dataset_size: 2752348436.95 - config_name: NES_noise features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: train num_bytes: 2305258418.29 num_examples: 7167 - name: test_5s num_bytes: 2305258418.29 num_examples: 7167 download_size: 6754532391 dataset_size: 4610516836.58 - config_name: NES_polyphonic 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 dtype: int32 - name: species_polyphony sequence: int64 - 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: 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: source_8_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_9_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_10_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_11_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_id 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: 3540431776.4 num_examples: 16728 - name: validation num_bytes: 443048700.5 num_examples: 2090 - name: test num_bytes: 440603088.5 num_examples: 2090 download_size: 4108518152 dataset_size: 4424083565.4 - 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_id 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: 232527107 num_examples: 21215 - name: validation num_bytes: 29475399 num_examples: 2652 - name: test num_bytes: 29021252 num_examples: 2652 download_size: 233142728 dataset_size: 291023758 - config_name: NES_soundscape_test features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio: sampling_rate: 32000 - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: test_5s num_bytes: 5566566063.35 num_examples: 17305 download_size: 5498860494 dataset_size: 5566566063.35 - config_name: PER_noise features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: test_5s num_bytes: 228537642 num_examples: 709 download_size: 226965487 dataset_size: 228537642 - config_name: PER_polyphonic 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 dtype: int32 - name: species_polyphony sequence: int64 - 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: 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: source_8_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_9_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_10_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_11_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_id 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: 3648813217.65 num_examples: 17153 - name: validation num_bytes: 452651941.25 num_examples: 2145 - name: test num_bytes: 455376982.3 num_examples: 2146 download_size: 4232953706 dataset_size: 4556842141.2 - 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_id 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: 242447325 num_examples: 21752 - name: validation num_bytes: 29894938 num_examples: 2719 - name: test num_bytes: 30316515 num_examples: 2720 download_size: 244215966 dataset_size: 302658778 - config_name: PER_soundscape_test features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio: sampling_rate: 32000 - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: test_5s num_bytes: 4646490876.57 num_examples: 14411 download_size: 4613625335 dataset_size: 4646490876.57 - config_name: POW_noise features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: train num_bytes: 17975328 num_examples: 56 - name: test_5s num_bytes: 17975328 num_examples: 56 download_size: 35842684 dataset_size: 35950656 - config_name: POW_polyphonic 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 dtype: int32 - name: species_polyphony sequence: int64 - 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: 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: source_8_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_9_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_10_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_11_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_id 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: 3007945678.6 num_examples: 14692 - name: validation num_bytes: 377867731.9 num_examples: 1838 - name: test num_bytes: 375792279.9 num_examples: 1838 download_size: 3458700944 dataset_size: 3761605690.4 - 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_id 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: 178085587 num_examples: 18632 - name: validation num_bytes: 22618777 num_examples: 2330 - name: test num_bytes: 22449573 num_examples: 2330 download_size: 163769501 dataset_size: 223153937 - config_name: POW_soundscape_test features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio: sampling_rate: 32000 - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: test_5s num_bytes: 1446381058.48 num_examples: 4504 download_size: 1441767140 dataset_size: 1446381058.48 - config_name: SNE_noise features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: train num_bytes: 1126799552.83 num_examples: 3509 - name: test_5s num_bytes: 1126799552.83 num_examples: 3509 download_size: 2141012972 dataset_size: 2253599105.66 - config_name: SNE_polyphonic 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 dtype: int32 - name: species_polyphony sequence: int64 - 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: 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: source_8_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_9_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_10_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_11_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_id 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: 3126027760.6 num_examples: 15252 - name: validation num_bytes: 391009447.3 num_examples: 1906 - name: test num_bytes: 391149491.3 num_examples: 1906 download_size: 3593124166 dataset_size: 3908186699.2000003 - 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_id 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: 186915252 num_examples: 19338 - name: validation num_bytes: 23310032 num_examples: 2418 - name: test num_bytes: 23365144 num_examples: 2418 download_size: 172554646 dataset_size: 233590428 - config_name: SNE_soundscape_test features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio: sampling_rate: 32000 - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: test_5s num_bytes: 6502446942.02 num_examples: 20246 download_size: 6167322591 dataset_size: 6502446942.02 - config_name: SSW_noise features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: train num_bytes: 22619176698.37 num_examples: 70351 - name: test_5s num_bytes: 22619176698.37 num_examples: 70351 download_size: 44726713536 dataset_size: 45238353396.74 - config_name: SSW_polyphonic 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 dtype: int32 - name: species_polyphony sequence: int64 - 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: 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: source_8_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_9_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_10_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_11_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_id 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: 4675663325.2 num_examples: 22344 - name: validation num_bytes: 581641502.75 num_examples: 2795 - name: test num_bytes: 584137976.75 num_examples: 2795 download_size: 5387769871 dataset_size: 5841442804.7 - 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_id 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: 283662730 num_examples: 28332 - name: validation num_bytes: 35218450 num_examples: 3542 - name: test num_bytes: 35507089 num_examples: 3542 download_size: 268634630 dataset_size: 354388269 - config_name: SSW_soundscape_test features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio: sampling_rate: 32000 - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: test_5s num_bytes: 43359728185.63 num_examples: 134849 download_size: 42942471868 dataset_size: 43359728185.63 - config_name: UHH_noise features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: train num_bytes: 1580197695.36 num_examples: 4928 - name: test_5s num_bytes: 1580197695.36 num_examples: 4928 download_size: 6282942616 dataset_size: 3160395390.72 - config_name: UHH_polyphonic 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 dtype: int32 - name: species_polyphony sequence: int64 - 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: 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: source_8_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_9_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_10_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_11_audio dtype: audio: sampling_rate: 22050 decode: false - name: sources_audio sequence: - name: bytes dtype: binary - name: path dtype: 'null' - name: sampling_rate dtype: int64 - name: sources_time_freq_bounds sequence: sequence: sequence: float32 - name: sources_birdset_id 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: 845322877.1 num_examples: 3462 - name: validation num_bytes: 106206540 num_examples: 435 - name: test num_bytes: 105088500 num_examples: 435 download_size: 1014623749 dataset_size: 1056617917.1 - 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_id 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: 62612322 num_examples: 4392 - name: validation num_bytes: 8064153 num_examples: 549 - name: test num_bytes: 7756650 num_examples: 549 download_size: 70988489 dataset_size: 78433125 - config_name: UHH_soundscape_test features: - name: filepath dtype: string - name: segment_start dtype: float32 - name: segment_end dtype: float32 - name: audio dtype: audio: sampling_rate: 32000 - name: start_time sequence: float32 - name: end_time sequence: float32 - name: low_freq sequence: int64 - name: high_freq sequence: int64 - name: min_polyphony dtype: int64 - name: max_polyphony dtype: int64 - name: min_species_polyphony sequence: int64 - name: max_species_polyphony sequence: int64 - 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 splits: - name: test_5s num_bytes: 10090130537.2 num_examples: 31460 download_size: 10047245668 dataset_size: 10090130537.2 - config_name: XCM_polyphonic 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_id_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: source_8_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_9_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_10_audio dtype: audio: sampling_rate: 22050 decode: false - name: source_11_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_id 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: 19224524319.9 num_examples: 92158 - name: validation num_bytes: 2402607140.1 num_examples: 11522 - name: test num_bytes: 2400391443.1 num_examples: 11522 download_size: 22292867499 dataset_size: 24027522903.1 - config_name: XCM_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_id 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: 1225161525 num_examples: 116878 - name: validation num_bytes: 153083748 num_examples: 14610 - name: test num_bytes: 152533622 num_examples: 14610 download_size: 1196282922 dataset_size: 1530778895 configs: - config_name: HSN_noise data_files: - split: train path: HSN/HSN_noise/train-* - split: test_5s path: HSN/HSN_noise/test_5s-* - config_name: HSN_polyphonic data_files: - split: train path: HSN/HSN_polyphonic/train-* - split: validation path: HSN/HSN_polyphonic/validation-* - split: test path: HSN/HSN_polyphonic/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: train path: NES/NES_noise/train-* - split: test_5s path: NES/NES_noise/test_5s-* - config_name: NES_polyphonic data_files: - split: train path: NES/NES_polyphonic/train-* - split: validation path: NES/NES_polyphonic/validation-* - split: test path: NES/NES_polyphonic/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 data_files: - split: train path: PER/PER_polyphonic/train-* - split: validation path: PER/PER_polyphonic/validation-* - split: test path: PER/PER_polyphonic/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: train path: POW/POW_noise/train-* - split: test_5s path: POW/POW_noise/test_5s-* - config_name: POW_polyphonic data_files: - split: train path: POW/POW_polyphonic/train-* - split: validation path: POW/POW_polyphonic/validation-* - split: test path: POW/POW_polyphonic/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: train path: SNE/SNE_noise/train-* - split: test_5s path: SNE/SNE_noise/test_5s-* - config_name: SNE_polyphonic data_files: - split: train path: SNE/SNE_polyphonic/train-* - split: validation path: SNE/SNE_polyphonic/validation-* - split: test path: SNE/SNE_polyphonic/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: train path: SSW/SSW_noise/train-* - split: test_5s path: SSW/SSW_noise/test_5s-* - config_name: SSW_polyphonic data_files: - split: train path: SSW/SSW_polyphonic/train-* - split: validation path: SSW/SSW_polyphonic/validation-* - split: test path: SSW/SSW_polyphonic/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: train path: UHH/UHH_noise/train-* - split: test_5s path: UHH/UHH_noise/test_5s-* - config_name: UHH_polyphonic data_files: - split: train path: UHH/UHH_polyphonic/train-* - split: validation path: UHH/UHH_polyphonic/validation-* - split: test path: UHH/UHH_polyphonic/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-* - config_name: XCM_polyphonic data_files: - split: train path: XCM/XCM_polyphonic/train-* - split: validation path: XCM/XCM_polyphonic/validation-* - split: test path: XCM/XCM_polyphonic/test-* - config_name: XCM_segments data_files: - split: train path: XCM/XCM_segments/train-* - split: validation path: XCM/XCM_segments/validation-* - split: test path: XCM/XCM_segments/test-* license: cc-by-nc-4.0 --- # PolyBirdMix - **Point of Contact:** *m.cohrt@campus.tu-berlin.de* ### Dataset Summary PolyBirdMix 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 - `source_{index}_audio`: Audio segments used as sources for mixture - `noise_audio`: Noise audio segment - `polyphony_degree`: Number of simultaneously vocalizing birds - `birdset_id_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 | |---|---|---| | PER | *(Amazon Basin)* | Available | | NES | *(Colombia, Costa Rica)* | Available | | UHH | *(Hawaiian Islands)* | Available | | HSN | *(High Sierras)* | Available | | POW | *(Powdermill Nature)* | Available | | SSW | *(Sapsucker Woods)* | Available | | SNE | *(Sierra Nevada)* | Available | | *(XCM)* | *( Xenocanto Subset M)* | Available | 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}_polyphonic` | Synthetic mixtures of single species segments| | `{subset}_segments` | Single species segments used during mixing | | `{subset}_noise` | Background noise recordings used during mixing | | `{subset}_soundscape_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. ## 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). ## 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. ---