{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":70203,"databundleVersionId":8068726,"sourceType":"competition"}],"dockerImageVersionId":30702,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Transfer audio data from time domain to frequency domain\n\nThis notebook is a **preprocessing** step may be helpful for this competition.\n\n*.ogg file records audio data in time domain. \n\nwe want to do classification form output, however, using audio data in frequency domain may be better.\n\nThe characteristics of audio signals such as fundamental frequency, harmonics and sound texture are mostly obvious in frequency. In the frequency domain, these features become more obvious and easier to identify. For example, different musical instruments produce sound waves within specific frequency ranges that have unique frequency distributions, which can help distinguish various instrument sounds.\n","metadata":{}},{"cell_type":"markdown","source":"**This notebook will demonstrate**：\n* how to convert training data from the time domain to the frequency domain using FFT. \n\n* What does the converted frequency domain image look like for different categories. \n\n* How similar are frequency domain images for the same category.\n\n**You could choose to include this step in your notebook to see if the model improves accuracy.**","metadata":{}},{"cell_type":"markdown","source":"![FFT-Time-Frequency-View-540.png](attachment:398adf2d-3e47-49aa-af45-f17581d74e0c.png)","metadata":{},"attachments":{"398adf2d-3e47-49aa-af45-f17581d74e0c.png":{"image/png":"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"}}},{"cell_type":"code","source":"! pip install librosa==0.10.1 -qqq","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import librosa\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport glob\nimport os","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:31:36.720332Z","iopub.execute_input":"2024-04-19T08:31:36.720805Z","iopub.status.idle":"2024-04-19T08:31:36.744444Z","shell.execute_reply.started":"2024-04-19T08:31:36.720751Z","shell.execute_reply":"2024-04-19T08:31:36.743168Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Visualize comparison of the time domain and frequency domain of a single audio data.","metadata":{}},{"cell_type":"code","source":"audio_path='/kaggle/input/birdclef-2024/train_audio/asbfly/XC134896.ogg'\n\ny, sr =librosa.load(audio_path,sr=None) # sr is sampling rate, None represents do not resampling","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:33:33.968363Z","iopub.execute_input":"2024-04-19T08:33:33.969025Z","iopub.status.idle":"2024-04-19T08:33:47.019866Z","shell.execute_reply.started":"2024-04-19T08:33:33.968977Z","shell.execute_reply":"2024-04-19T08:33:47.018567Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(y)\nprint(y.shape)","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:33:47.021685Z","iopub.execute_input":"2024-04-19T08:33:47.022234Z","iopub.status.idle":"2024-04-19T08:33:47.029271Z","shell.execute_reply.started":"2024-04-19T08:33:47.022198Z","shell.execute_reply":"2024-04-19T08:33:47.028029Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(sr) # represents 32KHZ","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:33:58.038893Z","iopub.execute_input":"2024-04-19T08:33:58.039349Z","iopub.status.idle":"2024-04-19T08:33:58.045203Z","shell.execute_reply.started":"2024-04-19T08:33:58.039313Z","shell.execute_reply":"2024-04-19T08:33:58.044068Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# implement Fast Fourier Transform\n\nfft = np.fft.fft(y)\nmagnitude = np.abs(fft)\nfrequency = np.linspace(0, sr, len(magnitude))","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:34:17.946253Z","iopub.execute_input":"2024-04-19T08:34:17.947606Z","iopub.status.idle":"2024-04-19T08:34:18.451542Z","shell.execute_reply.started":"2024-04-19T08:34:17.947561Z","shell.execute_reply":"2024-04-19T08:34:18.450203Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Draw audio waveform (time domain)\nplt.figure(figsize=(12, 6))\nplt.subplot(2, 1, 1) \nplt.plot(y)\nplt.title('Audio Waveform')\nplt.xlabel('Time')\nplt.ylabel('Amplitude')\n\n# Plot a spectrogram (frequency domain)\nhalf_len = len(magnitude) // 2 \nplt.subplot(2, 1, 2)\nplt.plot(frequency[:half_len], magnitude[:half_len])\nplt.title('Magnitude Spectrum')\nplt.xlabel('Frequency (Hz)')\nplt.ylabel('Magnitude')\n\nplt.tight_layout()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:36:32.195170Z","iopub.execute_input":"2024-04-19T08:36:32.195652Z","iopub.status.idle":"2024-04-19T08:36:33.089513Z","shell.execute_reply.started":"2024-04-19T08:36:32.195612Z","shell.execute_reply":"2024-04-19T08:36:33.087999Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### time domain\n\n* X-axis: represents time. Typically, the time unit can be seconds or milliseconds.\n* Y-axis: represents the amplitude of sound. For digital audio, this is usually expressed as sample values of a waveform; in the analog or physical world, it might represent sound pressure level.\n\n\n### frequency domain\n\n* X-axis: Represents frequency, usually in Hertz (Hz). Low frequencies are on the left and high frequencies are on the right.\n* Y-axis: Usually expressed as the logarithm of amplitude (e.g. decibels dB), which represents the energy or intensity of each frequency component.","metadata":{}},{"cell_type":"markdown","source":"## Compare audio data within multiple categories to see the difference between time domain and frequency domain","metadata":{}},{"cell_type":"code","source":"# we only chose 5 cates to show\nparent_directory='/kaggle/input/birdclef-2024/train_audio'\nsub_folders=glob.glob(os.path.join(parent_directory,'*'))[:5]","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:40:37.647800Z","iopub.execute_input":"2024-04-19T08:40:37.648277Z","iopub.status.idle":"2024-04-19T08:40:37.655105Z","shell.execute_reply.started":"2024-04-19T08:40:37.648239Z","shell.execute_reply":"2024-04-19T08:40:37.653306Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(sub_folders)","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:40:38.009664Z","iopub.execute_input":"2024-04-19T08:40:38.010127Z","iopub.status.idle":"2024-04-19T08:40:38.015674Z","shell.execute_reply.started":"2024-04-19T08:40:38.010093Z","shell.execute_reply":"2024-04-19T08:40:38.014849Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# pick up all first file in each sub folder\n\nfiles=[]\n\nfor folder_path in sub_folders:\n    first_file=glob.glob(os.path.join(folder_path,'*.ogg'))[0]\n    files.append(first_file)","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:40:38.747897Z","iopub.execute_input":"2024-04-19T08:40:38.748497Z","iopub.status.idle":"2024-04-19T08:40:38.823826Z","shell.execute_reply.started":"2024-04-19T08:40:38.748449Z","shell.execute_reply":"2024-04-19T08:40:38.822599Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def timeD_to_freD(file_path):\n    \"\"\"\n    convert audio data from time domain to frequency domain\n    \"\"\"\n    y, sr =librosa.load(file_path,sr=None)\n\n    fft = np.fft.fft(y)\n    magnitude = np.abs(fft)\n    frequency = np.linspace(0, sr, len(magnitude))\n\n    ## extract each cate name from path\n    cate_name=file_path.split('/')[-2]\n\n\n    plt.figure(figsize=(12, 6))\n    plt.subplot(2, 1, 1) \n    plt.plot(y)\n    plt.title(f'time domain--{cate_name}')\n    plt.xlabel('Time')\n    plt.ylabel('Amplitude')\n\n    half_len = len(magnitude) // 2 \n    plt.subplot(2, 1, 2)\n    plt.plot(frequency[:half_len], magnitude[:half_len])\n    plt.title(f'frequency domain--{cate_name}')\n    plt.xlabel('Frequency (Hz)')\n    plt.ylabel('Magnitude')\n\n    plt.tight_layout()\n    plt.show()\n\n    plt.close()\n\n","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:40:59.923314Z","iopub.execute_input":"2024-04-19T08:40:59.923774Z","iopub.status.idle":"2024-04-19T08:40:59.933135Z","shell.execute_reply.started":"2024-04-19T08:40:59.923735Z","shell.execute_reply":"2024-04-19T08:40:59.931685Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for audio_file in files:\n    timeD_to_freD(audio_file)","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:41:05.812429Z","iopub.execute_input":"2024-04-19T08:41:05.812943Z","iopub.status.idle":"2024-04-19T08:41:12.568069Z","shell.execute_reply.started":"2024-04-19T08:41:05.812896Z","shell.execute_reply":"2024-04-19T08:41:12.567020Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### We can see that different categories are displayed in the frequency domain, the distribution of high frequencies and low frequencies, and the amplitude of frequencies are obviously different.","metadata":{}},{"cell_type":"markdown","source":"## Compare frequency domain images of the same category","metadata":{}},{"cell_type":"code","source":"# pick up all first two file in each sub folder\n\nfiles=[]\n\nfor folder_path in sub_folders:\n    first_file=glob.glob(os.path.join(folder_path,'*.ogg'))[:2]\n    files.append(first_file)\n\nprint(files)","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:46:01.851917Z","iopub.execute_input":"2024-04-19T08:46:01.852379Z","iopub.status.idle":"2024-04-19T08:46:01.866080Z","shell.execute_reply.started":"2024-04-19T08:46:01.852346Z","shell.execute_reply":"2024-04-19T08:46:01.864751Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for audio_file in files[0]:\n    timeD_to_freD(audio_file)","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:50:32.803488Z","iopub.execute_input":"2024-04-19T08:50:32.803974Z","iopub.status.idle":"2024-04-19T08:50:34.723464Z","shell.execute_reply.started":"2024-04-19T08:50:32.803936Z","shell.execute_reply":"2024-04-19T08:50:34.722373Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for audio_file in files[1]:\n    timeD_to_freD(audio_file)","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:46:48.792617Z","iopub.execute_input":"2024-04-19T08:46:48.793871Z","iopub.status.idle":"2024-04-19T08:46:51.537742Z","shell.execute_reply.started":"2024-04-19T08:46:48.793812Z","shell.execute_reply":"2024-04-19T08:46:51.536852Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### In the second picture, because there is a particularly high amplitude, the rest of the amplitudes are displayed too small in the picture. However, we need to observe based on the Y-axis data and we can find that the two audios are still similar.","metadata":{}},{"cell_type":"code","source":"for audio_file in files[2]:\n    timeD_to_freD(audio_file)","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:49:35.591823Z","iopub.execute_input":"2024-04-19T08:49:35.592638Z","iopub.status.idle":"2024-04-19T08:49:37.231181Z","shell.execute_reply.started":"2024-04-19T08:49:35.592594Z","shell.execute_reply":"2024-04-19T08:49:37.230025Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for audio_file in files[3]:\n    timeD_to_freD(audio_file)","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:49:46.335243Z","iopub.execute_input":"2024-04-19T08:49:46.335702Z","iopub.status.idle":"2024-04-19T08:49:48.803754Z","shell.execute_reply.started":"2024-04-19T08:49:46.335668Z","shell.execute_reply":"2024-04-19T08:49:48.802552Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for audio_file in files[4]:\n    timeD_to_freD(audio_file)","metadata":{"execution":{"iopub.status.busy":"2024-04-19T08:50:07.479385Z","iopub.execute_input":"2024-04-19T08:50:07.480741Z","iopub.status.idle":"2024-04-19T08:50:09.909682Z","shell.execute_reply.started":"2024-04-19T08:50:07.480696Z","shell.execute_reply":"2024-04-19T08:50:09.908843Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}