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User guide
Installing
pykanto
Setting up a project
Basic workflow
Preparing long recordings
Segmenting vocalisations
The KantoData dataset
Interactive app
High Performance Computing
Acoustic feature extraction
Training ML models
FAQs & known issues
API reference
pykanto.signal
pykanto.signal.analysis
pykanto.signal.cluster
pykanto.signal.filter
pykanto.signal.segment
pykanto.signal.spectrogram
pykanto.parameters
pykanto.dataset
pykanto.app
pykanto.app.data
pykanto.app.main
pykanto.utils
pykanto.utils.compute
pykanto.utils.custom
pykanto.utils.io
pykanto.utils.paths
pykanto.utils.slurm
pykanto.utils.slurm.launch
pykanto.utils.slurm.tester
pykanto.utils.types
pykanto.plot
Index
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A
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B
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C
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D
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E
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F
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G
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H
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I
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K
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L
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M
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N
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O
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P
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R
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S
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T
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U
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V
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W
_
__init__() (pykanto.dataset.KantoData method)
(pykanto.parameters.Parameters method)
(pykanto.signal.segment.ReadWav method)
(pykanto.signal.segment.SegmentMetadata method)
(pykanto.utils.paths.ProjDirs method)
(pykanto.utils.types.Annotation method)
(pykanto.utils.types.AttrProto method)
(pykanto.utils.types.AudioAnnotation method)
(pykanto.utils.types.Metadata method)
(pykanto.utils.types.SegmentAnnotation method)
(pykanto.utils.types.ValidDirs method)
A
add() (pykanto.parameters.Parameters method)
all_metadata (pykanto.signal.segment.SegmentMetadata attribute)
Annotation (class in pykanto.utils.types)
annotation_file (pykanto.utils.types.Annotation attribute)
(pykanto.utils.types.Metadata attribute)
(pykanto.utils.types.SegmentAnnotation attribute)
append() (pykanto.utils.paths.ProjDirs method)
approximate_minmax_frequency() (in module pykanto.signal.analysis)
as_dict() (pykanto.signal.segment.ReadWav method)
(pykanto.signal.segment.SegmentMetadata method)
AttrProto (class in pykanto.utils.types)
AudioAnnotation (class in pykanto.utils.types)
B
bit_rate (pykanto.utils.types.AudioAnnotation attribute)
build_legend() (in module pykanto.app.main)
build_plot_summary() (in module pykanto.plot)
C
calc_chunks() (in module pykanto.utils.compute)
change_data_loc() (in module pykanto.utils.paths)
chipper_units_to_json() (in module pykanto.utils.custom)
Chunkinfo (class in pykanto.utils.types)
Chunkinfo_ (in module pykanto.utils.types)
cluster_ids() (pykanto.dataset.KantoData method)
copy_xml_files() (in module pykanto.utils.io)
crop_spectrogram() (in module pykanto.signal.spectrogram)
cut_or_pad_spectrogram() (in module pykanto.signal.spectrogram)
D
DATA (pykanto.utils.paths.ProjDirs attribute)
DATASET (pykanto.utils.paths.ProjDirs attribute)
DATASET_ID (pykanto.utils.paths.ProjDirs attribute)
(pykanto.utils.types.ValidDirs attribute)
dB_delta (pykanto.parameters.Parameters attribute)
default() (pykanto.utils.io.NumpyEncoder method)
dereverb (pykanto.parameters.Parameters attribute)
dereverberate() (in module pykanto.signal.filter)
dereverberate_jit() (in module pykanto.signal.filter)
dictlist_to_dict() (in module pykanto.utils.compute)
dilation_kern (pykanto.signal.filter.kernels attribute)
drop_zero_len_units() (in module pykanto.signal.segment)
durations (pykanto.utils.types.Annotation attribute)
(pykanto.utils.types.SegmentAnnotation attribute)
E
embeddable_image() (in module pykanto.app.data)
end (pykanto.utils.types.Metadata attribute)
end_times (pykanto.utils.types.Annotation attribute)
(pykanto.utils.types.SegmentAnnotation attribute)
erosion_kern (pykanto.signal.filter.kernels attribute)
extract_windows() (in module pykanto.signal.spectrogram)
F
f_exists() (in module pykanto.utils.types)
fft_rate (pykanto.parameters.Parameters attribute)
fft_size (pykanto.parameters.Parameters attribute)
FIGURES (pykanto.utils.paths.ProjDirs attribute)
find_units() (in module pykanto.signal.segment)
flatten_list() (in module pykanto.utils.compute)
flatten_spectrograms() (in module pykanto.signal.spectrogram)
G
gauss_sigma (pykanto.parameters.Parameters attribute)
gaussian_blur() (in module pykanto.signal.filter)
get_chunks() (in module pykanto.utils.compute)
get_file_paths() (in module pykanto.utils.paths)
get_indv_units() (in module pykanto.signal.spectrogram)
get_indv_units_parallel() (in module pykanto.signal.spectrogram)
get_markers() (in module pykanto.app.main)
get_mean_sd_mfcc() (in module pykanto.signal.analysis)
get_metadata() (pykanto.signal.segment.ReadWav method)
(pykanto.signal.segment.SegmentMetadata method)
get_norm_spectral_envelope() (in module pykanto.signal.filter)
get_peak_freqs() (in module pykanto.signal.analysis)
get_segment_info() (in module pykanto.signal.segment)
get_unit_spectrograms() (in module pykanto.signal.spectrogram)
(in module pykanto.utils.io)
get_units() (pykanto.dataset.KantoData method)
get_vocalisation_units() (in module pykanto.signal.spectrogram)
get_wav() (pykanto.signal.segment.ReadWav method)
get_wavs_w_annotation() (in module pykanto.utils.paths)
H
hdbscan_cluster() (in module pykanto.signal.cluster)
highcut (pykanto.parameters.Parameters attribute)
hop_length (pykanto.parameters.Parameters attribute)
hop_length_ms (pykanto.parameters.Parameters attribute)
hz_to_mel_lib() (in module pykanto.signal.filter)
I
ID (pykanto.utils.types.Annotation attribute)
(pykanto.utils.types.Metadata attribute)
(pykanto.utils.types.SegmentAnnotation attribute)
index (pykanto.signal.segment.SegmentMetadata attribute)
is_list_of_int() (in module pykanto.utils.types)
is_list_of_str() (in module pykanto.utils.types)
K
KantoData (class in pykanto.dataset)
kernels (class in pykanto.signal.filter)
L
label (pykanto.utils.types.Annotation attribute)
(pykanto.utils.types.Metadata attribute)
(pykanto.utils.types.SegmentAnnotation attribute)
length_s (pykanto.utils.types.AudioAnnotation attribute)
link_project_data() (in module pykanto.utils.paths)
load_app_data() (in module pykanto.app.data)
load_dataset() (in module pykanto.utils.io)
lowcut (pykanto.parameters.Parameters attribute)
lower_freq (pykanto.utils.types.Annotation attribute)
(pykanto.utils.types.Metadata attribute)
(pykanto.utils.types.SegmentAnnotation attribute)
M
make_tarfile() (in module pykanto.utils.io)
makedir() (in module pykanto.utils.io)
max_amplitude (pykanto.utils.types.Metadata attribute)
max_dB (pykanto.parameters.Parameters attribute)
max_unit_length (pykanto.parameters.Parameters attribute)
mel_to_hz() (in module pykanto.signal.filter)
mels_to_hzs() (in module pykanto.signal.filter)
melspectrogram() (in module pykanto.plot)
Metadata (class in pykanto.utils.types)
min_amplitude (pykanto.utils.types.Metadata attribute)
min_silence_length (pykanto.parameters.Parameters attribute)
min_unit_length (pykanto.parameters.Parameters attribute)
module
pykanto.app
pykanto.app.data
pykanto.app.main
pykanto.dataset
pykanto.parameters
pykanto.plot
pykanto.signal
pykanto.signal.analysis
pykanto.signal.cluster
pykanto.signal.filter
pykanto.signal.segment
pykanto.signal.spectrogram
pykanto.utils
pykanto.utils.compute
pykanto.utils.custom
pykanto.utils.io
pykanto.utils.paths
pykanto.utils.slurm
pykanto.utils.slurm.launch
pykanto.utils.slurm.tester
pykanto.utils.types
mspaced_mask() (in module pykanto.plot)
N
norm() (in module pykanto.signal.filter)
normalise() (in module pykanto.signal.filter)
num_cpus (pykanto.parameters.Parameters attribute)
num_mel_bins (pykanto.parameters.Parameters attribute)
NumpyEncoder (class in pykanto.utils.io)
O
onsets_offsets() (in module pykanto.signal.segment)
open_gzip() (in module pykanto.utils.custom)
open_label_app() (pykanto.dataset.KantoData method)
P
pad_spectrogram() (in module pykanto.signal.spectrogram)
Parameters (class in pykanto.parameters)
parse_boolean() (in module pykanto.app.main)
parse_sonic_visualiser_xml() (in module pykanto.utils.custom)
plot() (pykanto.dataset.KantoData method)
plot_example() (pykanto.dataset.KantoData method)
plot_summary() (pykanto.dataset.KantoData method)
prepare_datasource() (in module pykanto.app.data)
prepare_datasource_parallel() (in module pykanto.app.data)
prepare_interactive_data() (pykanto.dataset.KantoData method)
prepare_legend() (in module pykanto.app.main)
print_dict() (in module pykanto.utils.compute)
print_parallel_info() (in module pykanto.utils.compute)
ProjDirs (class in pykanto.utils.paths)
PROJECT (pykanto.utils.paths.ProjDirs attribute)
(pykanto.utils.types.ValidDirs attribute)
pykanto.app
module
pykanto.app.data
module
pykanto.app.main
module
pykanto.dataset
module
pykanto.parameters
module
pykanto.plot
module
pykanto.signal
module
pykanto.signal.analysis
module
pykanto.signal.cluster
module
pykanto.signal.filter
module
pykanto.signal.segment
module
pykanto.signal.spectrogram
module
pykanto.utils
module
pykanto.utils.compute
module
pykanto.utils.custom
module
pykanto.utils.io
module
pykanto.utils.paths
module
pykanto.utils.slurm
module
pykanto.utils.slurm.launch
module
pykanto.utils.slurm.tester
module
pykanto.utils.types
module
pykanto_data() (in module pykanto.utils.paths)
R
rand_jitter() (in module pykanto.plot)
RAW_DATA (pykanto.utils.paths.ProjDirs attribute)
(pykanto.utils.types.ValidDirs attribute)
read_json() (in module pykanto.utils.io)
ReadWav (class in pykanto.signal.segment)
reduce_and_cluster() (in module pykanto.signal.cluster)
reduce_and_cluster_parallel() (in module pykanto.signal.cluster)
reload() (pykanto.dataset.KantoData method)
REPORTS (pykanto.utils.paths.ProjDirs attribute)
RESOURCES (pykanto.utils.paths.ProjDirs attribute)
retrieve_spectrogram() (in module pykanto.signal.spectrogram)
S
sample_info() (pykanto.dataset.KantoData method)
sample_rate (pykanto.utils.types.AudioAnnotation attribute)
save_json() (in module pykanto.utils.io)
save_melspectrogram() (in module pykanto.signal.spectrogram)
save_segments() (in module pykanto.signal.segment)
save_songs() (in module pykanto.utils.io)
save_subset() (in module pykanto.utils.io)
save_to_disk() (pykanto.dataset.KantoData method)
save_to_jsons() (in module pykanto.utils.io)
segment_file() (in module pykanto.signal.segment)
segment_files() (in module pykanto.signal.segment)
segment_files_parallel() (in module pykanto.signal.segment)
segment_into_units() (pykanto.dataset.KantoData method)
segment_is_valid() (in module pykanto.signal.segment)
segment_song_into_units() (in module pykanto.signal.segment)
segment_song_into_units_parallel() (in module pykanto.signal.segment)
SegmentAnnotation (class in pykanto.utils.types)
segmentation() (in module pykanto.plot)
SEGMENTED (pykanto.utils.paths.ProjDirs attribute)
SegmentMetadata (class in pykanto.signal.segment)
set_range() (in module pykanto.app.main)
show_minmax_frequency() (in module pykanto.plot)
show_spec_centroid_bandwidth() (in module pykanto.plot)
silence_threshold (pykanto.parameters.Parameters attribute)
sns_histoplot() (in module pykanto.plot)
song_level (pykanto.parameters.Parameters attribute)
source_wav (pykanto.utils.types.AudioAnnotation attribute)
(pykanto.utils.types.Metadata attribute)
spec_centroid_bandwidth() (in module pykanto.signal.analysis)
SPECTROGRAMS (pykanto.utils.paths.ProjDirs attribute)
sr (pykanto.parameters.Parameters attribute)
start (pykanto.utils.types.Metadata attribute)
start_times (pykanto.utils.types.Annotation attribute)
(pykanto.utils.types.SegmentAnnotation attribute)
submit_job() (in module pykanto.utils.slurm.launch)
subset (pykanto.parameters.Parameters attribute)
subset() (pykanto.dataset.KantoData method)
T
timing() (in module pykanto.utils.compute)
to_csv() (pykanto.dataset.KantoData method)
to_iterator() (in module pykanto.utils.compute)
top_dB (pykanto.parameters.Parameters attribute)
U
umap_reduce() (in module pykanto.signal.cluster)
update() (pykanto.parameters.Parameters method)
update_feedback_text() (in module pykanto.app.main)
update_json_locs() (pykanto.utils.paths.ProjDirs method)
upper_freq (pykanto.utils.types.Annotation attribute)
(pykanto.utils.types.Metadata attribute)
(pykanto.utils.types.SegmentAnnotation attribute)
V
ValidDirs (class in pykanto.utils.types)
verbose (pykanto.parameters.Parameters attribute)
W
wav_dir (pykanto.signal.segment.ReadWav attribute)
wav_file (pykanto.utils.types.Metadata attribute)
window() (in module pykanto.signal.spectrogram)
window_length (pykanto.parameters.Parameters attribute)
with_pbar() (in module pykanto.utils.compute)
write_to_json() (pykanto.dataset.KantoData method)