wip
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1 changed files with 26 additions and 11 deletions
37
process
37
process
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@ -1,13 +1,13 @@
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#!/usr/bin/env python3
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import os
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import concurrent.futures
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import datetime
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import numpy as np
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import matplotlib.pyplot as plt
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import soundfile
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import scipy.signal
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from scipy.fft import rfft, rfftfreq
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import shutil
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import traceback
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RECORDINGS_DIR = "recordings"
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PROCESSED_RECORDINGS_DIR = "recordings/processed"
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@ -23,6 +23,7 @@ DETECTION_DISTANCE_SECONDS = 30 # seconds (minimum time between detections)
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DETECTION_DISTANCE_BLOCKS = DETECTION_DISTANCE_SECONDS // BLOCK_SECONDS # number of blocks to skip after a detection
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BLOCK_OVERLAP_FACTOR = 0.9 # overlap between blocks (0.2 means 20% overlap)
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MIN_SIGNAL_QUALITY = 1000.0 # maximum noise level (relative DB) to consider a detection valid
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PLOT_PADDING_SECONDS = 2 # seconds (padding before and after the event in the plot)
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def process_recording(filename):
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print('processing', filename)
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@ -78,6 +79,8 @@ def process_recording(filename):
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current_event = {
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'start_at': block_date,
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'end_at': block_date,
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'start_sample': sample_num,
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'end_sample': sample_num + samples_per_block,
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'start_freq': max_freq,
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'end_freq': max_freq,
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'max_amplitude': max_amplitude,
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@ -86,6 +89,7 @@ def process_recording(filename):
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current_event.update({
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'end_at': block_date,
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'end_freq': max_freq,
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'end_sample': sample_num + samples_per_block,
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'max_amplitude': max(max_amplitude, current_event['max_amplitude']),
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})
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print(f'- {block_date.strftime('%Y-%m-%d %H:%M:%S')}: {max_amplitude:.1f}rDB @ {max_freq:.1f}Hz (signal {signal_quality:.3f}x)')
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@ -95,8 +99,7 @@ def process_recording(filename):
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duration = (current_event['end_at'] - current_event['start_at']).total_seconds()
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print(f'🔊 {current_event['start_at'].strftime('%Y-%m-%d %H:%M:%S')} ({duration:.1f}s): {current_event['start_freq']:.1f}Hz->{current_event['end_freq']:.1f}Hz @{current_event['max_amplitude']:.0f}rDB')
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write_clip()
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write_plot()
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write_event(current_event=current_event, sound=sound, samplerate=samplerate)
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current_event = None
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sample_num += DETECTION_DISTANCE_BLOCKS * samples_per_block
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@ -105,12 +108,25 @@ def process_recording(filename):
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def write_clip():
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pass
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def write_plot():
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pass
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def write_event(current_event, sound, samplerate):
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# write a spectrogram using the sound from start to end of the event
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event_start_sample = current_event['start_sample'] - samplerate * PLOT_PADDING_SECONDS
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event_end_sample = current_event['end_sample'] + samplerate * PLOT_PADDING_SECONDS
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event_clip = sound[event_start_sample:event_end_sample]
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plot_start_date = current_event['start_at'] - datetime.timedelta(seconds=PLOT_PADDING_SECONDS)
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plt.figure(figsize=(8, 6))
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plt.specgram(event_clip, Fs=samplerate, NFFT=samplerate, noverlap=samplerate//2, cmap='inferno', vmin=-100, vmax=-10)
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plt.title(f"Bootshorn @{plot_start_date.strftime('%Y-%m-%d %H:%M:%S')}")
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plt.xlabel("Time (s)")
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plt.ylabel("Frequency (Hz)")
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plt.colorbar(label="Intensity (dB)")
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plt.ylim(50, 1000)
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spectrogram_path = os.path.join(DETECTIONS_DIR, f"{current_event['start_at'].strftime('%Y-%m-%d_%H-%M-%S.%f%z')}.png")
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plt.savefig(spectrogram_path)
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plt.close()
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# write flac
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flac_path = os.path.join(DETECTIONS_DIR, f"{current_event['start_at'].strftime('%Y-%m-%d_%H-%M-%S.%f%z')}.flac")
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soundfile.write(flac_path, event_clip, samplerate, format='FLAC')
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def main():
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@ -124,7 +140,6 @@ def main():
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except Exception as e:
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print(f"Error processing {filename}: {e}")
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# print stacktrace
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import traceback
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traceback.print_exc()
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