{"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"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":19596,"databundleVersionId":1292430,"sourceType":"competition"},{"sourceId":21669,"databundleVersionId":1692278,"sourceType":"competition"},{"sourceId":33246,"databundleVersionId":3221581,"sourceType":"competition"}],"dockerImageVersionId":29955,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"<h1 style=\"color:green\">Feature Extraction from Audio</h1>\n\n<h2 style=\"color:blue\">Description</h2>\n\nExtracting features from audio data, The most importent step in ML is extracting features from raw data.\n\nIn this section we will see how to extract features from raw audio/speech\n\n1. What is simple wave and how it look likes ?\n2. What is complex wave and how it look likes ? \n3. What is audio/speech wave and how it look likes ?\n4. Frequncy domine and time domine ?\n5. converting time domine to frequency domine (fft fast foure trasfram)\n6. What are the methodes to extract features from audio ?\n7. Mel-Frequency Cepstral Coefficients (MFCC)","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\n\nfrom scipy.io import wavfile\nimport librosa\nimport librosa.display\n\nimport warnings\nwarnings.filterwarnings('ignore')","metadata":{"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<h3>1. What is simple wave and how it look likes </h3>\n\n- The simple wave nothig but, A sine wave or sinusoid.\n- A sine wave or sinusoid is a mathematical curve that describes a smooth periodic oscillation. A sine wave is a continuous wave.\n- Sine wave is a function of time (t).\n- The formula of sine wave is Sine <img src=https://i.stack.imgur.com/CyoSw.png>\n- A = Amplitude of Wave ω = Angular frequency, specifies how many oscillations occur in a unit time interval, in radians per second φ, the phase t.\n- Here ω is the angelar frequency i.e,\n<img src=https://i.stack.imgur.com/m9Psv.png>\n\n- In this context **t** is a variable indicating time. That is, the wave wil take on a value of y(t) at the time instant t.","metadata":{}},{"cell_type":"code","source":"# simple sine wave\nA = 1                      # Amplitude\nf0 = 1                     # frequency\nFs = 1600                  # Sampling frequency\nt = np.arange(0, 1, 1/Fs) \n\nX = A * np.sin(2 * np.pi * f0 * t)\n\nplt.plot(t, X)\nplt.xlabel(\"Time\")\nplt.ylabel(\"Amplitude\")\nplt.show()","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<h3>2. What is complex wave and how it look likes</h3>\n\n- A complex waveform is the result of combining the instantaneous amplitudes of two (or more) sine waves.","metadata":{}},{"cell_type":"code","source":"# create two independent waves then adding them resulting wave is complex wave.\n\n# wave 1\nA = 1/3\nf0 = 20\nFs = 1600\nt = np.arange(0, 1, 1/Fs)\nX1 = A * np.sin(2  * np.pi * f0 * t)\n\n# wave 2\nA = 0.5\nf0 = 3\nFs = 1600\nt = np.arange(0, 1, 1/Fs)\nX2 = A * np.cos(2  * np.pi * f0 * t)\n\n# wave 3 = wave 1 + wave 2\nX3 = X1 + X2\n\n\nplt.figure(figsize=(10,5))\nplt.plot(X1)\nplt.plot(X2)\nplt.plot(X3)\nplt.legend(['x1','x2','x3'])\nplt.show()","metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<h3>3. What is audio/speech wave and how it look likes</h3>\n\n- For example a complex waveform is the result of combining the instantaneous amplitudes of two (or more) sine waves.\n- Speech/Audio is same as complex wave it is also combination of different amplitudes of two (or more) sine waves.\n","metadata":{}},{"cell_type":"code","source":"# read speech audio file using scipy package\n\nwav_path = \"../input/birdsong-recognition/example_test_audio/BLKFR-10-CPL_20190611_093000.pt540.mp3\"\ndata, fs = librosa.load(wav_path)\n# fs is sampling frequency\n# sampling frequency nothing but how may samples present for second.\nprint(f\"Sampling frequency : {fs} and Wave : {data}\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.plot(data)\nplt.xlabel(\"Time\")\nplt.ylabel(\"Amplitude\")\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Obsrvation :** From the above audio/speech file we can observe that is more complex then simple sine wave. This is also combination of different sine waves with different Amplitudes.","metadata":{}},{"cell_type":"markdown","source":"<h3>4. Frequncy domine and time domine </h3>\n\n![image.png](attachment:image.png)\n\n- **Time Domine :** From the above figure we can observe that Time Domine nothing but ***Amplitude vs Time***\n- **Frequncy Domine :** Frequncy Domine nothing but **Amplitude vs Frequncy**\n\n- We already seen that raw audio presence in **Time Domine**\n- To extract features from raw audio we need to convert raw audio form **Time Domine** to **Frequncy Domine**\n\n<h3>5. Converting time domine to frequency domine (FFT- Fast Foure Transfram)</h3>\n\n<img src=\"https://github.com/Gopi-Durgaprasad/Speech-To-Text/raw/232d358f8d24a7b872e7d2e54959ea4c3f7e4963/images/fft.gif\">\n\n- Using **FFT- Fast Foure Transfram** we convert the raw audio from Time Domine to Frequcy Domine\n- To under more clearly refere below video\n\n**Reference Video :** [But what is the Fourier Transform? A visual introduction.](https://www.youtube.com/watch?v=spUNpyF58BY&t=2s)","metadata":{},"attachments":{"image.png":{"image/png":"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"}}},{"cell_type":"code","source":"# https://www.ritchievink.com/blog/2017/04/23/understanding-the-fourier-transform-by-example/\n\n# Example\n# From complex wave convert Time Domine to Frequency Domine using FFT\n\n\nt = np.linspace(0, 0.5, 500)\ns = np.sin(40 * 2 * np.pi * t) + 0.5 * np.sin(90 * 2 * np.pi * t)\n\nplt.ylabel(\"Amplitude\")\nplt.xlabel(\"Time [s]\")\nplt.plot(t, s)\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fft = np.fft.fft(s)\nT = t[1] - t[0]  # sampling interval \nN = s.size\n\n# 1/T = frequency\nf = np.linspace(0, 1 / T, N)\n\nplt.ylabel(\"Amplitude\")\nplt.xlabel(\"Frequency [Hz]\")\nplt.bar(f[:N // 2], np.abs(fft)[:N // 2] * 1 / N, width=1.5)  # 1 / N is a normalization factor\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<h3>6. What are the methodes to extract features from audio?</h3>\n\n- Speech signal represented as a sequence of spectral vectors\n- Using FFT we extract *spectrums* from each speech signal\n\n<img src=\"https://github.com/Gopi-Durgaprasad/Speech-To-Text/raw/232d358f8d24a7b872e7d2e54959ea4c3f7e4963/images/spectrum_1.png\" height=\"60%\" width=\"60%\">\n\n1. Extract signels from speech\n2. Using FFT convert each signel to spectrum\n\n\n<img src=\"https://github.com/Gopi-Durgaprasad/Speech-To-Text/raw/232d358f8d24a7b872e7d2e54959ea4c3f7e4963/images/spectrum_2.png\" height=\"60%\" width=\"60%\">\n\n3. It is in frequency domine\n\n<img src=\"https://github.com/Gopi-Durgaprasad/Speech-To-Text/raw/232d358f8d24a7b872e7d2e54959ea4c3f7e4963/images/spectrum_3.png\" height=\"60%\" width=\"60%\">\n\n4. Then Rotate it by 90 degrees\n\n<img src=\"https://github.com/Gopi-Durgaprasad/Speech-To-Text/raw/232d358f8d24a7b872e7d2e54959ea4c3f7e4963/images/spectrum_4.png\" height=\"60%\" width=\"60%\">\n\n5. We get MAP spectral amplitude to a gray level (0-255) value. 0 represents black and 255 represents white.\n6. Higher the amplitude, darker the corresponding region.\n\n<img src=\"https://github.com/Gopi-Durgaprasad/Speech-To-Text/raw/232d358f8d24a7b872e7d2e54959ea4c3f7e4963/images/spectrum_5.png\" height=\"60%\" width=\"60%\">\n\n7. Time Vs Frequency representation of a speech signal is referred to as **spectrogram**.\n\n\n\n","metadata":{}},{"cell_type":"markdown","source":"<h3>7. Mel-Frequency Cepstral\nCoefficients (MFCC)</h3>\n\nSpectrum --> Mel-Filters --> Mel-Spectrum\n\n<h4>7.1 Mel-Frequency Analysis</h4>\n\n- Mal-Frequency analysis of speech is based on human perception experiments\n- It is observed that human ear acts as filter\n- It concentrates on only certain frequency components\n- Those filters are non-uniformly spaced on the frequency axis\n- More filters in the low frequency regins\n- Less no. of filters in high frequency regions\n\n<img src=\"https://github.com/Gopi-Durgaprasad/Speech-To-Text/raw/232d358f8d24a7b872e7d2e54959ea4c3f7e4963/images/mel_ff.png\" height=\"60%\" width=\"70%\">\n\n- We can observe that More no. of filters in low frequency region, and Lesser no. of filters in high frequency region\n- Using Mel-Filters convert Spectrum to Mel-Spectrum\n\n<h4>7.2 Cepstral Coefficients</h4>\n\n- Say log X[K] = log (Mel-Specturm)\n- Now perform Cepstral analysis on log X[k]\n    - log X[k] = log H[k] + log E[k]\n    - Taking IFFT\n    - X[k] = H[k] + E[k]\n- Cepstral coefficients h[k] obtaned for Mel-Spectrum are refered to as Mel-Frequency Cepstral Coefficients often denoted by **MFCC**\n\n<img src=\"https://github.com/Gopi-Durgaprasad/Speech-To-Text/raw/232d358f8d24a7b872e7d2e54959ea4c3f7e4963/images/mfcc_2.png\" height=\"60%\" width=\"60%\">\n\n<img src=\"https://github.com/Gopi-Durgaprasad/Speech-To-Text/raw/232d358f8d24a7b872e7d2e54959ea4c3f7e4963/images/mfcc_3.png\" height=\"60%\" width=\"60%\">\n\n**Reference :**\n\n- 1. [MFCC features vector](https://www.youtube.com/watch?v=KzevshgDv8g)\n- 2. [Mel Frequency Cepstral Coefficients](https://www.youtube.com/watch?v=E9LGj9s9sbw&t=982s)","metadata":{}},{"cell_type":"markdown","source":"### Example","metadata":{}},{"cell_type":"code","source":"y, sr = librosa.load(wav_path)\nmfccs = librosa.feature.mfcc(y=y, sr=sr, n_mfcc=40)\n\nplt.figure(figsize=(10,4))\nlibrosa.display.specshow(mfccs, x_axis=\"time\")\nplt.colorbar()\nplt.title('MFCC')\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<h3 style=\"color:red\">If you like it please Upvote this kernel.... Thank you  🙂 </h1>","metadata":{}},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}