{"cells":[{"metadata":{},"cell_type":"markdown","source":"# <center> 🦉Cornell BirdSong Recognition- Help Grandma?🦉</center>","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# Introduction\n\n### Grandma has a hobby to record BirdCall, she travels to various places to record bird voice as they are melodious to the her ears. But when she plays her tape recorder she can hear a lot of noise sounds as well i.e. wind, people talking, silence, and other evironmental sounds\n\n### Now as you being her grandson, she wants to hear only birds melody. These Bird Calls tend to be shorter in duration and high pitch. \n\n### Can you help your Grandma 👵🏻 ? \n## Hell ya!\n\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![](https://nas-national-prod.s3.amazonaws.com/styles/hero_image/s3/lisa-rainsong_robert-muller.jpg?itok=j_HjxO2k)","execution_count":null},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"import matplotlib.pyplot as plt\nfrom scipy.io import wavfile\nimport argparse\nimport os\nfrom glob import glob\nimport numpy as np\nimport pandas as pd\nfrom librosa.core import resample, to_mono\nfrom tqdm import tqdm\nfrom pathlib import Path\nimport librosa\nimport librosa.display\nfrom tqdm import tqdm_notebook as tqdm\nfrom IPython.display import Audio, IFrame, display\n\n\nimport warnings\nwarnings.filterwarnings('ignore')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Let's Listen to her tape recorder","execution_count":null},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"audio_path='../input/birdsong-resampled-train-audio-04/wooscj2/XC67042.wav'\nx , sr = librosa.load(audio_path)\nlibrosa.display.waveplot(x, sr=sr)\nAudio(x, rate=sr)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Ahhh, a lot of pauses and dead noise in between. Let's remove it.  ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## What is Sound Envelope?\n### The envelope of a sound displays how the level of a sound wave changes over time. If the level of sound is too low we will remove that part. ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)\n\n## <center>Sound Envelope (Red Line)</center>","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## But how we will see if that sound level is low? \n\n### - For that we will form a threshold and everything below that threshold will be considered as unwanted noise.\n\n### - A rolling window will be passed through the audio waveform and mean will be taken. \n### - If that mean is less then threshold value then remove that unwanted audio","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def envelope(y, rate, threshold):\n    mask = []\n    y = pd.Series(y).apply(np.abs)\n    y_mean = y.rolling(window=int(rate/20),min_periods=1,center=True).max()\n    for mean in y_mean:\n        if mean > threshold:\n            mask.append(True)\n        else:\n            mask.append(False)\n    return mask, y_mean","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"def downsample_mono(path, sr):\n    rate, wav = wavfile.read(path)\n    wav = wav.astype(np.float32, order='F')\n    try:\n        tmp = wav.shape[1]\n        wav = to_mono(wav.T)\n    except:\n        pass\n    wav = resample(wav, rate, sr)\n    wav = wav.astype(np.int16)\n    return sr, wav\n\n\ndef check_dir(path):\n    if os.path.exists(path) is False:\n        os.mkdir(path)\n\n\ndef test_threshold(args):\n    src_root = args.src_root\n    wav_paths = glob('{}/**'.format(src_root), recursive=True)\n    wav_path = [x for x in wav_paths if args.fn in x]\n    if len(wav_path) != 1:\n        print('audio file not found for sub-string: {}'.format(args.fn))\n        return\n    rate, wav = downsample_mono(wav_path[0], args.sr)\n    mask, env = envelope(wav, rate, threshold=args.threshold)\n    fig = plt.figure(figsize=(30, 30))\n    ax1 = fig.add_subplot(211)\n    ax2 = fig.add_subplot(212)\n    \n    plt.style.use('ggplot')\n    plt.title('Signal Envelope, Threshold = {}'.format(str(args.threshold)))\n    \n    ax1.plot(wav, color='g', label='original')\n    ax1.set_title('Original Audio from Tape Recorder',fontsize=30)\n    ax2.plot(env, color='y', label='envelope')\n    ax2.plot(wav[mask], color='c', label='keep')\n    ax2.plot(wav[np.logical_not(mask)], color='r', label='remove')\n    ax2.legend(loc='best',fontsize=30)\n    ax2.set_title('Processed Audio',fontsize=30)\n    plt.show()\n    print(\"Original- Tape Recoder Audio\")\n    display(Audio(wav, rate=rate))\n    print(\"Noise(removed)- Red\")\n    display(Audio(wav[np.logical_not(mask)], rate=sr))\n    print(\"Pure Bird Call(saved)- Blue\")\n    display(Audio(wav[mask], rate=rate))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"if __name__ == '__main__':\n\n    parser = argparse.ArgumentParser(description='Cleaning audio data')\n    parser.add_argument('--src_root', type=str, default='../input/birdsong-resampled-train-audio-03',\n                        help='directory of audio files in total duration')\n    parser.add_argument('--dst_root', type=str, default='clean',\n                        help='directory to put audio files split by delta_time')\n    parser.add_argument('--delta_time', '-dt', type=float, default=1.0,\n                        help='time in seconds to sample audio')\n    parser.add_argument('--sr', type=int, default=16000,\n                        help='rate to downsample audio')\n\n    parser.add_argument('--fn', type=str, default='XC124970',\n                        help='file to plot over time to check magnitude')\n    parser.add_argument('--threshold', type=str, default=200,\n                        help='threshold magnitude for np.int16 dtype')\n    args, _ = parser.parse_known_args()\n\n    test_threshold(args)\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":" ### ⬆️ Listen to pure Bird Call voice \n## <br><br><center>\"Good Job! Grandma is proud of you.\"    🥰       </center>\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## If you find this knowledge useful please do upvote, it motivates me to work harder.\n\nFor further discussion and understanding check this https://www.kaggle.com/c/birdsong-recognition/discussion/169582\n\n\n\n### `This EDA is being updated. Your questions and comments are very welcome!`\n\n","execution_count":null}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}