{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Audio Feature Extraction","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\n#for dirname, _, filenames in os.walk('/kaggle/input'):\n#    for filename in filenames:\n#        print(os.path.join(dirname, filename))\n\n# You can write up to 5GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Sample files\n\n/kaggle/input/birdsong-recognition/train_audio/brdowl/XC413729.mp3\n\n/kaggle/input/birdsong-recognition/train_audio/pilwoo/XC451058.mp3\n\n/kaggle/input/birdsong-recognition/train_audio/semplo/XC337236.mp3\n\n/kaggle/input/birdsong-recognition/train_audio/ruckin/XC131957.mp3\n\n/kaggle/input/birdsong-recognition/train_audio/linspa/XC475289.mp3\n\n/kaggle/input/birdsong-recognition/train_audio/ribgul/XC151285.mp3","execution_count":null},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"import librosa\nimport IPython.display as ipd\nimport matplotlib.pyplot as plt\nimport librosa.display\nfrom matplotlib import gridspec\nfrom PIL import Image\nimport warnings\nwarnings.filterwarnings(\"ignore\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data, sr = librosa.load(\"/kaggle/input/birdsong-recognition/train_audio/brdowl/XC413729.mp3\",sr=None)\nprint(type(data))\nprint(len(data))\nprint(type(sr))\nprint(sr)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ipd.Audio(\"/kaggle/input/birdsong-recognition/train_audio/brdowl/XC413729.mp3\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize=(14, 5))\nlibrosa.display.waveplot(data, sr=sr)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Amplitude vs Time\nThis waveplot represents the <font color= 'orange'>amplitude</font> from the audio\nyou can see the listen the sound while seeing this chart, whenever the sound is high the spread of chart is also high especially beginning and <font color= 'orange'>from 8 to 27 seconds.</font>","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"#display Spectrogram\nX = librosa.stft(data)\nXdb = librosa.amplitude_to_db(abs(X))\nplt.figure(figsize=(14, 5))\nlibrosa.display.specshow(Xdb, sr=sr, x_axis='time', y_axis='hz') \nplt.colorbar()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# log of frequencies \nplt.figure(figsize=(14, 5))\nplt.title=\"Log Spectrom\",\nlibrosa.display.specshow(Xdb, sr=sr, x_axis='time', y_axis='log')\nplt.colorbar()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Frequncy vs Time\nIn Audio, the sound is generated by the <font color= 'orange'>frequncy</font>. there are different ranges in frequncy. each sound has its own frequncy. you can see the <font color= 'orange'>Orange color strips in Spectrom and Log Spectrom charts</font>. that is the place the sound was in high frequncy.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Zero Crossing Rate\n\nWe need to measure this <font color = 'orange'>Zero Crossing Rate</font> to understand the Smoothness of the sound if its a kind of voice. this is about <font color = 'orange'>counting how many number of times the signal is crossing the 0 line in a specific time period</font>. if its low like the below chart, its nice to hear, if its high like 1000 times its very difficult to listen.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# Zooming in Zero Crossing Rate\nn0 = 10000\nn1 = 10100\nplt.figure(figsize=(14, 5))\nplt.plot(data[n0:n1])\nplt.grid()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"zero_crossings = librosa.zero_crossings(data[n0:n1], pad=False)\nprint(sum(zero_crossings))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"you can count the signal line crossed the 0 line, as I did ![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Spectral Centroid","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"It indicates where the <font color = 'orange'>center of mass of the spectrum</font> is located. its the <font color = 'orange'>measure of the brightness of a sound</font>","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"#spectral centroid -- centre of mass -- weighted mean of the frequencies present in the sound\nimport sklearn\n\nspectral_centroids = librosa.feature.spectral_centroid(data, sr=sr)[0]\nprint(spectral_centroids.shape)\n\n# Computing the time variable for visualization\nframes = range(len(spectral_centroids))\nt = librosa.frames_to_time(frames)\n\n# Normalising the spectral centroid for visualisation\ndef normalize(x, axis=0):\n    return sklearn.preprocessing.minmax_scale(x, axis=axis)\n\n#Plotting the Spectral Centroid along the waveform\nplt.figure(figsize=(14, 5))\nlibrosa.display.waveplot(data, sr=sr, alpha=0.4)\nplt.plot(t, normalize(spectral_centroids), color='r')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The <font color='red'>Red</font> line shows the spectrol centroid of this audio. It ends with above <font color = 'green'>0.75</font>. so the sound is good.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Spectral Rolloff\nits a <font color = 'orange'>specified percentage of the total spectral energy</font> in the Frequency of an Audio","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize = (14,5))\nspectral_rolloff = librosa.feature.spectral_rolloff(data, sr=sr)[0]\nlibrosa.display.waveplot(data, sr=sr, alpha=0.4)\nplt.plot(t, normalize(spectral_rolloff), color='r')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## MFCC - Mel-Frequency Cepstral Coefficients\nits about a small set of features (usually about 10–20) which concisely describe the <font color = 'orange'>overall shape of a spectral envelope</font>.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"mfccs = librosa.feature.mfcc(data, sr=sr)\nprint(mfccs.shape)\n#Displaying  the MFCCs:\nplt.figure(figsize = (14,5))\nlibrosa.display.specshow(mfccs, sr=sr, x_axis='time')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Calculated <font color = 'orange'>MFCC: 20, Frames: 7492</font>\n\nMFCC: you can count and check the y-axis ![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Linear-frequency power spectrogram comparision","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = plt.figure(figsize=(18, 18)) \ngs = gridspec.GridSpec(5, 2, width_ratios=[2, 6]) \nax0 = plt.subplot(gs[0])\nimg = Image.open(\"/kaggle/input/osic-bird-image/bkbwar.jpg\")\nax0.axis('off')\nax0.imshow(img)\nax1 = plt.subplot(gs[1])\ny, sr = librosa.load(\"/kaggle/input/birdsong-recognition/train_audio/bkbwar/XC101580.mp3\")\nC = librosa.feature.chroma_cqt(y=y, sr=sr)\nlibrosa.display.specshow(C, y_axis='chroma', x_axis='time')\nax1.plot()\n\nax2 = plt.subplot(gs[2])\nimg = Image.open(\"/kaggle/input/osic-bird-image/clanut.jpg\")\nax2.axis('off')\nax2.imshow(img)\nax3 = plt.subplot(gs[3])\ny1, sr1 = librosa.load(\"/kaggle/input/birdsong-recognition/train_audio/clanut/XC391597.mp3\")\nC1 = librosa.feature.chroma_cqt(y=y1, sr=sr1)\nlibrosa.display.specshow(C1, y_axis='chroma', x_axis='time')\nax3.plot()\n   \nax4 = plt.subplot(gs[4])\nimg = Image.open(\"/kaggle/input/osic-bird-image/whcspa.jpg\")\nax4.axis('off')\nax4.imshow(img)\nax5 = plt.subplot(gs[5])\ny2, sr2 = librosa.load(\"/kaggle/input/birdsong-recognition/train_audio/whcspa/XC478423.mp3\")\nC2 = librosa.feature.chroma_cqt(y=y2, sr=sr2)\nlibrosa.display.specshow(C2, y_axis='chroma', x_axis='time')\nax5.plot()\n\nax6 = plt.subplot(gs[6])\nimg = Image.open(\"/kaggle/input/osic-bird-image/prawar.jpg\")\nax6.axis('off')\nax6.imshow(img)\nax7 = plt.subplot(gs[7])\ny3, sr3 = librosa.load(\"/kaggle/input/birdsong-recognition/train_audio/prawar/XC444966.mp3\")\nC3 = librosa.feature.chroma_cqt(y=y3, sr=sr3)\nlibrosa.display.specshow(C3, y_axis='chroma', x_axis='time')\nax7.plot()\n\nax8 = plt.subplot(gs[8])\nimg = Image.open(\"/kaggle/input/osic-bird-image/rebwoo.jpg\")\nax8.axis('off')\nax8.imshow(img)\nax9 = plt.subplot(gs[9])\ny4, sr4 = librosa.load(\"/kaggle/input/birdsong-recognition/train_audio/rebwoo/XC145839.mp3\")\nC4 = librosa.feature.chroma_cqt(y=y4, sr=sr4)\nlibrosa.display.specshow(C4, y_axis='chroma', x_axis='time')\nax9.plot()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Amplitude Comparision","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = plt.figure(figsize=(15, 13)) \ngs = gridspec.GridSpec(5, 2, width_ratios=[2, 6]) \nax0 = plt.subplot(gs[0])\nimg = Image.open(\"/kaggle/input/osic-bird-image/bkbwar.jpg\")\nax0.axis('off')\nax0.imshow(img)\nax1 = plt.subplot(gs[1])\ny, sr = librosa.load(\"/kaggle/input/birdsong-recognition/train_audio/bkbwar/XC101580.mp3\")\nlibrosa.display.waveplot(y, sr)\nax1.plot()\n\nax2 = plt.subplot(gs[2])\nimg = Image.open(\"/kaggle/input/osic-bird-image/clanut.jpg\")\nax2.axis('off')\nax2.imshow(img)\nax3 = plt.subplot(gs[3])\ny1, sr1 = librosa.load(\"/kaggle/input/birdsong-recognition/train_audio/clanut/XC391597.mp3\")\nlibrosa.display.waveplot(y1, sr1)\nax3.plot()\n   \nax4 = plt.subplot(gs[4])\nimg = Image.open(\"/kaggle/input/osic-bird-image/whcspa.jpg\")\nax4.axis('off')\nax4.imshow(img)\nax5 = plt.subplot(gs[5])\ny2, sr2 = librosa.load(\"/kaggle/input/birdsong-recognition/train_audio/whcspa/XC478423.mp3\")\nlibrosa.display.waveplot(y2, sr2)\nax5.plot()\n\nax6 = plt.subplot(gs[6])\nimg = Image.open(\"/kaggle/input/osic-bird-image/prawar.jpg\")\nax6.axis('off')\nax6.imshow(img)\nax7 = plt.subplot(gs[7])\ny3, sr3 = librosa.load(\"/kaggle/input/birdsong-recognition/train_audio/prawar/XC444966.mp3\")\nlibrosa.display.waveplot(y3, sr3)\nax7.plot()\n\nax8 = plt.subplot(gs[8])\nimg = Image.open(\"/kaggle/input/osic-bird-image/rebwoo.jpg\")\nax8.axis('off')\nax8.imshow(img)\nax9 = plt.subplot(gs[9])\ny4, sr4 = librosa.load(\"/kaggle/input/birdsong-recognition/train_audio/rebwoo/XC145839.mp3\")\nlibrosa.display.waveplot(y4, sr4)\nax9.plot()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"If you <font color = 'orange'>like</font> this kernel and want to <font color = 'orange'>fork</font> plz <font color = 'red'>UPVOTE.</font>\n\nIf you have suggestions to improve this kernel plz <font color = 'red'>COMMENT.</font>\n\n<font color = 'blue'>************************ Notebook is under construction ************************</font>","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"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}