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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Classification of Sound.\n\n- This kernel is an introduction to working with sound data and it's classification using Convolutional Neural Network. It's just a basic kernel\nwhich will guide you to how to get started with sound data. The kernel will be constantly updated.\n\n- The main aim is to create a satisfactory model and make some decent predictions.\n\n- The Basics of Librosa isn't complete yet, so let it be please.\n\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### Importing the Libraries","execution_count":null},{"metadata":{"trusted":true,"_kg_hide-output":true},"cell_type":"code","source":"!pip install python_speech_features","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"import librosa\nfrom python_speech_features import mfcc, logfbank\nfrom scipy.io import wavfile\n\nimport librosa.display\n# import mir_eval\n\n## For playing sound in Notebook.\nimport IPython.display as ipd \n\nfrom plotly.offline import iplot, init_notebook_mode\ninit_notebook_mode()\nimport plotly.graph_objs as go\nimport plotly.express as px\nimport matplotlib.pyplot as plt\n\nimport pandas as pd\nimport numpy as np","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Basics of Librosa.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"y,sr = librosa.load(librosa.util.example_audio_file())","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(type(y), type(sr))\nprint(y.shape, sr)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ipd.Audio(data = y, rate = sr)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"## Waveform.\n\nlibrosa.display.waveplot(y, sr);","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"D = librosa.amplitude_to_db(np.abs(librosa.stft(y)), ref=np.max)\nlibrosa.display.specshow(D, y_axis='linear')\nplt.colorbar(format='%+2.0f dB')\nplt.title('Linear-frequency power spectrogram')","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"trusted":true,"collapsed":true},"cell_type":"code","source":"# n_mels = 128\n# mel = librosa.filters.mel(sr=sr, n_fft=n_fft, n_mels=n_mels)","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"# plt.figure(figsize=(15, 4));\n\n# plt.subplot(1, 3, 1);\n# librosa.display.specshow(mel, sr=sr, hop_length=hop_length, x_axis='linear');\n# plt.ylabel('Mel filter');\n# plt.colorbar();\n# plt.title('1. Our filter bank for converting from Hz to mels.');\n\n# plt.subplot(1, 3, 2);\n# mel_10 = librosa.filters.mel(sr=sr, n_fft=n_fft, n_mels=10)\n# librosa.display.specshow(mel_10, sr=sr, hop_length=hop_length, x_axis='linear');\n# plt.ylabel('Mel filter');\n# plt.colorbar();\n# plt.title('2. Easier to see what is happening with only 10 mels.');\n\n# plt.subplot(1, 3, 3);\n# idxs_to_plot = [0, 9, 49, 99, 127]\n# for i in idxs_to_plot:\n#     plt.plot(mel[i]);\n# plt.legend(labels=[f'{i+1}' for i in idxs_to_plot]);\n# plt.title('3. Plotting some triangular filters separately.');\n\n# plt.tight_layout();","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Getting into DATA.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"train = pd.read_csv('../input/freesound-audio-tagging/train.csv')\nx = pd.read_csv('../input/freesound-audio-tagging/train_post_competition.csv')\ny = pd.read_csv('../input/freesound-audio-tagging/test_post_competition.csv')\nsample_sub = pd.read_csv('../input/freesound-audio-tagging/sample_submission.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"x.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample_sub.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"## Run this and verify the graph if you want.\n# train['label'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train['label'].nunique()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"a,b = np.unique(train.label,return_counts = True)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"trace = go.Bar(x = a, y = b)\ndata = [trace]\nlayout = {\"title\":\"Number of Labels for Each category.\",\n         \"xaxis\":{\"title\":\"Categories\",\"tickangle\":90},\n         \"yaxis\":{\"title\":\"Amount of labels\"}}\nfig = go.Figure(data = data,layout=layout)\niplot(fig)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\n## Need to combine the values in DataFrame for plotting.\nd = {'Labels': a, 'Samples':b}\nnew = pd.DataFrame(data = d)\n\n\n## Visualizing the Data. \n## px: Plotly Express.\n\nfig = px.bar(new[['Labels', 'Samples']].sort_values('Samples', ascending = True), \n             y = \"Samples\", x = \"Labels\", color = 'Labels', \n             log_y=True, template='ggplot2', title = \"Number of Labels for Each category.\")\nfig.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**There's a lot of class imbalance.**","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### Reading Audio Samples.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"fname = '../input/freesound-audio-tagging/audio_train/' + '00044347.wav'\nipd.Audio(fname)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fname = '../input/freesound-audio-tagging/audio_train/' + '0033e230.wav'   \nipd.Audio(fname)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Audio Analysis.\n\n1. **FFT**: A fast Fourier transform (FFT) is an algorithm that computes the discrete Fourier transform (DFT) of a sequence, or its inverse (IDFT). Fourier analysis    converts a signal from its original domain (often time or space) to a representation in the frequency domain and vice versa. \n\n5. **MFCCS** : Mel Frequency cepstral coefficients","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### [Mel-frequency cepstrum](https://en.wikipedia.org/wiki/Mel-frequency_cepstrum)\n\n- In sound processing, the mel-frequency cepstrum (MFC) is a representation of the short-term power spectrum of a sound, based on a linear cosine transform of a log power spectrum on a nonlinear mel scale of frequency.\n\n- **Mel-frequency cepstral coefficients (MFCCs)** are coefficients that collectively make up an MFC. They are derived from a type of cepstral representation of the audio clip (a nonlinear \"spectrum-of-a-spectrum\"). \n\n- The difference between the cepstrum and the mel-frequency cepstrum is that in the MFC, **the frequency bands are equally spaced on the mel scale, which approximates the human auditory system's response more closely than the linearly-spaced frequency bands used in the normal cepstrum.**\n\n#### [What is Mel Scale ?](https://en.wikipedia.org/wiki/Mel_scale)\n\n![mel-scale.gif](attachment:mel-scale.gif)\n\n- The mel scale, named by Stevens, Volkmann, and Newman in 1937 is a perceptual scale of pitches judged by listeners to be equal in distance from one another. \n\n- The reference point between this scale and normal frequency measurement is defined by assigning a perceptual pitch of 1000 mels to a 1000 Hz tone, 40 dB above the listener's threshold. \n\n- The name mel comes from the word melody to indicate that the scale is based on pitch comparisons.\n\n- See the comparison of mel scale with frequency in heartz in the image above to get a sense of the scale parameters. \n\n#### MFCCs are commonly derived as follows:\n\n1. Take the Fourier transform of (a windowed excerpt of) a signal.\n2. Map the powers of the spectrum obtained above onto the mel scale, using triangular overlapping windows.\n3. Take the logs of the powers at each of the mel frequencies.\n4. Take the discrete cosine transform of the list of mel log powers, as if it were a signal.\n5. The MFCCs are the amplitudes of the resulting spectrum.\n6.  There can be variations on this process, for example: differences in the shape or spacing of the windows used to map the scale,or addition of dynamics features such as \"delta\" and \"delta-delta\" (first- and second-order frame-to-frame difference) coefficients.\n\n![Mel-filter-banks.png](attachment:Mel-filter-banks.png)","attachments":{"mel-scale.gif":{"image/gif":"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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def plot_signals(signals):\n    fig, axes = plt.subplots(nrows = 8, ncols = 5, sharex = False, \n                            sharey = True, figsize = (20,15))\n    fig.suptitle('Time Series', size = 16)\n    i = 0\n    for x in range(8):\n        for y in range(5):\n            axes[x,y].set_title(list(signals.keys())[i])\n            axes[x,y].plot(list(signals.values())[i])\n            axes[x,y].get_xaxis().set_visible(False)\n            axes[x,y].get_yaxis().set_visible(False)\n            i += 1\n            \ndef plot_fft(fft):\n    fig, axes = plt.subplots(nrows = 8, ncols = 5, sharex = False, \n                            sharey = True, figsize = (20,15))\n    fig.suptitle('Fourier Transform', size = 16)\n    i = 0\n    for x in range(8):\n        for y in range(5):\n            data = list(fft.values())[i]\n            Y,freq = data[0], data[1]\n            axes[x,y].set_title(list(fft.keys())[i])\n            axes[x,y].plot(freq, Y)\n            axes[x,y].get_xaxis().set_visible(False)\n            axes[x,y].get_yaxis().set_visible(False)\n            i += 1\n            \ndef plot_fbank(fbank):\n    fig, axes = plt.subplots(nrows = 8, ncols = 5, sharex = False, \n                            sharey = True, figsize = (20,15))\n    fig.suptitle('Filter Bank Coefficients', size = 16)\n    i = 0\n    for x in range(8):\n        for y in range(5):\n            axes[x,y].set_title(list(fbank.keys())[i])\n            axes[x,y].imshow(list(fbank.values())[i],\n                            cmap = 'hot', interpolation = 'nearest')\n            axes[x,y].get_xaxis().set_visible(False)\n            axes[x,y].get_yaxis().set_visible(False)\n            i += 1\n            \ndef plot_mfccs(mfccs):\n    fig, axes = plt.subplots(nrows = 8, ncols = 5, sharex = False, \n                            sharey = True, figsize = (20,15))\n    fig.suptitle('Mel Frequency Cepstrum Coefficients', size = 16)\n    i = 0\n    for x in range(8):\n        for y in range(5):\n            axes[x,y].set_title(list(mfccs.keys())[i])\n            axes[x,y].imshow(list(mfccs.values())[i],\n                            cmap = 'hot', interpolation = 'nearest')\n            axes[x,y].get_xaxis().set_visible(False)\n            axes[x,y].get_yaxis().set_visible(False)\n            i += 1","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def calc_fft(y,rate):\n    n = len(y)\n    freq = np.fft.rfftfreq(n, d = 1/rate)\n    Y = abs(np.fft.rfft(y)/n)\n    return (Y, freq)\n\nclasses = list(np.unique(train.label))\n\n\nsignals = {}\nfft = {}\nfbank = {}\nmfccs = {}\n\nfor c in classes:\n    wav_file = train[train.label == c].iloc[0,0]\n    signal, rate = librosa.load('../input/freesound-audio-tagging/audio_train/' + wav_file, sr = 44100)\n    signals[c] = signal\n    fft[c] = calc_fft(signal, rate)\n    \n    bank = logfbank(signal[:rate], rate, nfilt = 26, nfft = 1103).T\n    fbank[c] = bank\n    mel = mfcc(signal[:rate], rate, numcep = 13, nfilt = 26, nfft = 1103).T\n    mfccs[c] = mel\n    \n    \nplot_signals(signals)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Traditionally while creating this for production the dead noises should be cleaned out before using these files for modelling. By dead noises I mean the trail (Straight dead lines in the graph) of the graph.**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"plot_fft(fft)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plot_fbank(fbank)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plot_mfccs(mfccs)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Cleaning Audio Files","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/10), min_periods = 1, center = True).mean()\n    for mean in y_mean:\n        if mean > threshold:\n            mask.append(True)\n        else:\n            mask.append(False)\n    return mask","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"for c in classes:\n    wav_file = train[train.label == c].iloc[0,0]\n    signal, rate = librosa.load('../input/freesound-audio-tagging/audio_train/' + wav_file, sr = 44100)\n    mask = envelope(signal, rate, 0.0005)\n    signal = signal[mask]\n    \n    signals[c] = signal\n    fft[c] = calc_fft(signal, rate)\n    \n    bank = logfbank(signal[:rate], rate, nfilt = 26, nfft = 1103).T\n    fbank[c] = bank\n    mel = mfcc(signal[:rate], rate, numcep = 13, nfilt = 26, nfft = 1103).T\n    mfccs[c] = mel\n    \n    \nplot_signals(signals)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**These here are somewhat clean and has the important part which can help in classification.**\n\n- These file should be stored and used for modelling.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### References:\n\n1. [Beginner's Guide to Audio Data](https://www.kaggle.com/fizzbuzz/beginner-s-guide-to-audio-data)\n\n2. [Deep Learning for Audio Classification](https://youtu.be/Z7YM-HAz-IY)\n\n3. [Practical Cryptography](http://practicalcryptography.com/miscellaneous/machine-learning/guide-mel-frequency-cepstral-coefficients-mfccs/)\n\n4. [source of cover image](https://www.freepik.com/premium-vector/sound-wave-display-equalizer-rainbow-color-illustration-about-dynamic-audio-from-electronic-equipment_5840116.htm)\n\n5. [source of Mel filter bank image](https://www.researchgate.net/figure/Mel-filter-banks-basis-functions-using-20-Mel-filters-in-the-filter-bank_fig1_288632263)\n\n6. [Python_specch_features Documentation](https://python-speech-features.readthedocs.io/en/latest/)\n\n7. [librosa Github](https://github.com/librosa/librosa)","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}