{"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_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Signal Preprocessing: Whitening + Bandpass Filter\n### Introduction\nWelcome to my Signal Preprocessing Notebook. The point of this notebook is to get the signal preprocessing out of the way and arrive at a usable big array containing all the preprocessed signals in this Competition. Since I´m not so experienced, please let me know about possible improvements and errors, which need to be fixed.  \n\nSo: What are we going to do? Basically, we´re trying to remove the brunt of noise and downsample the 70gb of data to make all of the information usable.  \nIn Terms of preprocessing we´re trying to follow this publication about signal preprocessing at the LIGO and VIRGO observatories: https://iopscience.iop.org/article/10.1088/1361-6382/ab685e (Chapter 3 & 4).  \nIn Short, they downsample their data (with a high pass filter at 20Hz), then whiten their Signal and bandpass filter to get most stuff away except for the relevant irregularities between 35 and 350 Hz.  \nHuge Shoutout to https://www.kaggle.com/allunia for her work.","metadata":{}},{"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\nimport matplotlib.pyplot as plt\nimport seaborn as sb\n\nimport matplotlib.mlab as mlab","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"execution":{"iopub.status.busy":"2021-07-21T10:06:56.220960Z","iopub.execute_input":"2021-07-21T10:06:56.221388Z","iopub.status.idle":"2021-07-21T10:06:57.275312Z","shell.execute_reply.started":"2021-07-21T10:06:56.221298Z","shell.execute_reply":"2021-07-21T10:06:57.274204Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Signal Whitening\n## Intro\nObviously, their Detector mostly measures Noise from all sorts of sources. Who knows. However, we are not intrested in all the noise that's constantly going through the detector, we are intrested in very special events that happen rarely. A good way to downweigh the Noise is through a spectral analysis. Basically, we are going to perform a Fourier Transformation/Analysis to record the frequency of occurence of signals with different frequencies.  Then, we are going to downway the more common frequencies by 'making them more silent' and make all the frequencies equally likely to occur (ie Gaussian with mean = 0 and std=1). This way, if something relevant happens, we can easily see an irregular spike in the different frequencies and make signals much more easy to detect.\nImagine a Picture taken through a red window. Obviously, the picture is going to contain to much red and if we are looking for the stuff behind the window, we are going to downway the red pixels and make them less bright to be able to see more detail in the 'signal' behind the widow.","metadata":{}},{"cell_type":"code","source":"from scipy.signal import resample_poly, firwin, windows\n\nfrom multiprocessing import sharedctypes, Pool\nimport gc\n\n#load the target array just because\ntraining_df = pd.read_csv('/kaggle/input/g2net-gravitational-wave-detection/training_labels.csv')\n\n#record the number of samples\nno_samples = len(training_df)\n\n#the amount of signals we`re going to use to record the frequency spectrum (there are a lot of signals ok?)\nno_spectral_samples = 250000\n\n#just to thest everything with one signal, load one\ntest_ts = np.load('/kaggle/input/g2net-gravitational-wave-detection/train/0/0/0/00000e74ad.npy')\n\n#resample by the factor of 3 and apply a high pass filter at 20Hz\nresampling_frac = 3\nresample_test = resample_poly(test_ts, 1, resampling_frac,axis=-1, window=firwin(5, cutoff=20,pass_zero='highpass', fs=test_ts.shape[1]/2))\n\n\n#okay, we`re ready, create aresult array to fill in the loaded samples\ntarget_array = np.zeros((no_spectral_samples, 3, resample_test.shape[1]))\nprint(f'Target-Array-Size: {(target_array.size * target_array.itemsize)/(1024**3)}')\n\n#make it a shared c type array for multiprocessing\ntarget_array = np.ctypeslib.as_ctypes(target_array)\ntarget_array = sharedctypes.RawArray(target_array._type_, target_array)\n","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2021-07-21T10:06:57.276850Z","iopub.execute_input":"2021-07-21T10:06:57.277167Z","iopub.status.idle":"2021-07-21T10:07:17.850961Z","shell.execute_reply.started":"2021-07-21T10:06:57.277137Z","shell.execute_reply":"2021-07-21T10:07:17.848678Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#a function to load signals into the array with downsampling\ndef gather_raw_samples(i):\n    #i is the index in the training df\n    filename = training_df['id'][i]\n    \n    #load the signal from the file\n    data_array = np.load(f'/kaggle/input/g2net-gravitational-wave-detection/train/{filename[0]}/{filename[1]}/{filename[2]}/{filename}.npy')\n    #resample\n    data_array = resample_poly(data_array, 1, resampling_frac,axis=-1, window=firwin(7, cutoff=20,pass_zero='highpass', fs=test_ts.shape[1]/2))\n    \n    #idk we have to pull this hack cuz the data array was strided, which is not supported by shared c types...\n    non_strided = np.ones_like(data_array)\n    non_strided[:,:] = data_array\n    \n    #put into into the target array\n    data_array = np.ctypeslib.as_ctypes(non_strided)\n    target_array[i] = data_array","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2021-07-21T10:07:17.853137Z","iopub.execute_input":"2021-07-21T10:07:17.853702Z","iopub.status.idle":"2021-07-21T10:07:17.872458Z","shell.execute_reply.started":"2021-07-21T10:07:17.853550Z","shell.execute_reply":"2021-07-21T10:07:17.871580Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#load them with multiprocessing\nidxs = np.arange(no_spectral_samples)\npool = Pool(processes=4)\n\na= pool.map(gather_raw_samples, idxs, chunksize=1024)","metadata":{"_kg_hide-output":true,"_kg_hide-input":true,"execution":{"iopub.status.busy":"2021-07-21T10:07:17.874022Z","iopub.execute_input":"2021-07-21T10:07:17.874340Z","iopub.status.idle":"2021-07-21T10:16:15.128659Z","shell.execute_reply.started":"2021-07-21T10:07:17.874299Z","shell.execute_reply":"2021-07-21T10:16:15.118616Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"target_array = np.ctypeslib.as_array(target_array)\ngc.collect()\n\ntarget_array.shape","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2021-07-21T10:16:15.146057Z","iopub.execute_input":"2021-07-21T10:16:15.146538Z","iopub.status.idle":"2021-07-21T10:16:15.596136Z","shell.execute_reply.started":"2021-07-21T10:16:15.146484Z","shell.execute_reply":"2021-07-21T10:16:15.594842Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Implementation\n### Recording the Spectrum\nWe need to record the spectrum of the Data first, so we loaded a fraction of 50000 samples from their files, downsampled them with a highpass filter at 20Hz and now we're going to perform a fourier transformation of all signals. Because Fourier Analysis has problems with the shap edges of a signal we are going to apply a tukey filter, which is going to let the signals to a cosine decay at the ends. Then the ends are padded with zeros and the FFT (Fast Fourier Transform) is applied.  \nWe will get the weighing factors for certain frequencies in the sample and average over all the samples to get the power spectrum.","metadata":{}},{"cell_type":"code","source":"signal_timesteps = target_array.shape[2]\nsampling_freq = signal_timesteps/2\n\nNfft = signal_timesteps\ntukey_window = windows.tukey(Nfft, alpha=0.25)\n\n\nPxx0, freqs0 = mlab.psd(target_array[:,0,:].reshape(target_array.shape[0]*target_array.shape[2]),Fs=sampling_freq, NFFT=Nfft, window=tukey_window)\nPxx1, freqs1 = mlab.psd(target_array[:,1,:].reshape(target_array.shape[0]*target_array.shape[2]),Fs=sampling_freq, NFFT=Nfft, window=tukey_window)\nPxx2, freqs2 = mlab.psd(target_array[:,2,:].reshape(target_array.shape[0]*target_array.shape[2]),Fs=sampling_freq, NFFT=Nfft, window=tukey_window)\n","metadata":{"execution":{"iopub.status.busy":"2021-07-21T10:16:15.599096Z","iopub.execute_input":"2021-07-21T10:16:15.599661Z","iopub.status.idle":"2021-07-21T10:20:37.104512Z","shell.execute_reply.started":"2021-07-21T10:16:15.599606Z","shell.execute_reply":"2021-07-21T10:20:37.096304Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from scipy.interpolate import interp1d\npsd_0 = interp1d(freqs0, Pxx0)\npsd_1 = interp1d(freqs1, Pxx1)\npsd_2 = interp1d(freqs2, Pxx2)","metadata":{"execution":{"iopub.status.busy":"2021-07-21T10:20:37.120590Z","iopub.execute_input":"2021-07-21T10:20:37.121221Z","iopub.status.idle":"2021-07-21T10:20:37.136302Z","shell.execute_reply.started":"2021-07-21T10:20:37.121164Z","shell.execute_reply":"2021-07-21T10:20:37.135384Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Results\nThe red crosses are the different values for the frequencies while red line is just a simple moving average of them","metadata":{}},{"cell_type":"code","source":"f_min = 20.\nf_max = 2000\n\nfig, ax= plt.subplots(nrows=2, ncols=3, figsize=(16,9))\n\nax[0][0].loglog(freqs0, np.sqrt(Pxx0), label='raw', alpha=0.7)\nax[0][0].axis([f_min, f_max, 4e-24, 1e-22])\n\nax[0][1].loglog(freqs1, np.sqrt(Pxx1), label='raw', alpha=0.7)\nax[0][1].axis([f_min, f_max, 4e-24, 1e-22])\n\nax[0][2].loglog(freqs2, np.sqrt(Pxx2), label='raw', alpha=0.7)\nax[0][2].axis([f_min, f_max, 4e-24, 1e-22])\n\nf_min = 20.\nf_max = 300\n\nax[1][0].loglog(freqs0, np.sqrt(Pxx0), label='raw', alpha=0.7, basex=2)\nax[1][0].axis([f_min, f_max, 4e-24, 1e-22])\n\nax[1][1].loglog(freqs1, np.sqrt(Pxx1), label='raw', alpha=0.7, basex=2)\nax[1][1].axis([f_min, f_max, 4e-24, 1e-22])\n\nax[1][2].loglog(freqs2, np.sqrt(Pxx2), label='raw', alpha=0.7, basex=2)\nax[1][2].axis([f_min, f_max, 4e-24, 1e-22])\n\n\n\nplt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2021-07-21T10:20:37.140233Z","iopub.execute_input":"2021-07-21T10:20:37.140881Z","iopub.status.idle":"2021-07-21T10:20:39.745667Z","shell.execute_reply.started":"2021-07-21T10:20:37.140843Z","shell.execute_reply":"2021-07-21T10:20:39.744351Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### This is a sample in the same range as the upper plot\n![grafik.png](attachment:a5e06307-26ce-4aa9-8675-82d1f2543811.png)\n\nThis is a sample from the authors of the paper (in the range of the lower plot, which is the most important).  \n![grafik.png](attachment:072ed55f-f4b2-4b10-9105-118fa1394a37.png)\n\nThese look really quite similar, but if you have any idea wher there is room for improvement let me know!","metadata":{},"attachments":{"072ed55f-f4b2-4b10-9105-118fa1394a37.png":{"image/png":"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"},"a5e06307-26ce-4aa9-8675-82d1f2543811.png":{"image/png":"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Whitening of the Signal\nThe Preprocessing that we are going to do is fairly simple: Resample the signal down, apply a tukey filter, decompose the signal using a fft, downweigh the common frequencies according to the spectrum and reconstruct the timeseries using an inverse Fourier transform. Then, apply a bandpass filter so we are just going to keep frequencies between 35 and 350 Hz (which, apparently are the only relevant signals).","metadata":{}},{"cell_type":"code","source":"from scipy.interpolate import interp1d\nfrom scipy.signal import savgol_filter,butter, sosfilt\n\n#lets test it with a single signal\n\n#some parameters:\nresampling_frac = 3\nband = [35,340]\n\n#resample\nresample_test = resample_poly(test_ts, 1, resampling_frac,axis=-1, window=firwin(5, cutoff=20,pass_zero='highpass', fs=test_ts.shape[1]/2))\n\nresampled_steps = resample_test.shape[-1]\nresampled_sampling_freq = 2/resampled_steps\n\n#do the fft\nfft_test = np.fft.rfft(resample_test)\n\n#record the frequencies of the decomposition\nwhitening_fft_freqs = np.fft.rfftfreq(resampled_steps, resampled_sampling_freq)\n\nwhitener = np.zeros((3,fft_test.shape[1]))\nwhitener[:,:] = 1./np.sqrt(1./(resampled_sampling_freq*2))\n\nspectrum_0 = psd_0(whitening_fft_freqs)\nspectrum_1 = psd_1(whitening_fft_freqs)\nspectrum_2 = psd_2(whitening_fft_freqs)\n\nwhitener[0,:] /= np.sqrt(spectrum_0)\nwhitener[1,:] /= np.sqrt(spectrum_1)\nwhitener[2,:] /= np.sqrt(spectrum_2)\n\n\n#whiten the test\nwhitened_test = fft_test * whitener\nwhitened_signal = np.fft.irfft(whitened_test)\n\n#filter\nsos = butter(4, band, btype='band', output='sos', fs=whitened_signal.shape[1]/2)\nfiltered_signal = sosfilt( sos, whitened_signal)\n\n","metadata":{"execution":{"iopub.status.busy":"2021-07-21T10:20:39.748062Z","iopub.execute_input":"2021-07-21T10:20:39.748538Z","iopub.status.idle":"2021-07-21T10:20:39.781411Z","shell.execute_reply.started":"2021-07-21T10:20:39.748480Z","shell.execute_reply":"2021-07-21T10:20:39.780186Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\nfig, ax = plt.subplots(nrows=4, ncols=1, figsize=[22,14])\n\nax[0].set_title(f'Original Signal')\nax[0].plot(test_ts[0].T, alpha=0.3)\n\nax[1].set_title(f'Resampled and Filtered')\nax[1].plot(resample_test[0].T, alpha=1, linewidth=0.5)\n\nax[2].set_title(f'Whitened')\nax[2].plot(whitened_signal[0].T, alpha=1, linewidth=0.5)\n\nax[3].set_title(f'Bandpassed')\nax[3].plot(filtered_signal[0].T, alpha=1, linewidth=0.5)\n\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2021-07-21T10:20:39.783376Z","iopub.execute_input":"2021-07-21T10:20:39.783874Z","iopub.status.idle":"2021-07-21T10:20:40.759585Z","shell.execute_reply.started":"2021-07-21T10:20:39.783793Z","shell.execute_reply":"2021-07-21T10:20:40.742110Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Once again, I'm really not sure, if everything went well. Please let me know, if you find an error.","metadata":{}},{"cell_type":"code","source":"#Now apply all of this processing to the entire dataset\n\n#generate a results array\ntarget_array = np.zeros((no_samples, 3, resample_test.shape[1]), dtype=np.float32)\nprint(f'Target-Array-Size: {(target_array.size * target_array.itemsize)/(1024**3)}')\n\ntarget_array = np.ctypeslib.as_ctypes(target_array)\ntarget_array = sharedctypes.RawArray(target_array._type_, target_array)\n","metadata":{"execution":{"iopub.status.busy":"2021-07-21T10:20:40.761237Z","iopub.execute_input":"2021-07-21T10:20:40.761565Z","iopub.status.idle":"2021-07-21T10:21:01.815382Z","shell.execute_reply.started":"2021-07-21T10:20:40.761535Z","shell.execute_reply":"2021-07-21T10:21:01.813452Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"gc.collect()","metadata":{"execution":{"iopub.status.busy":"2021-07-21T10:21:01.817230Z","iopub.execute_input":"2021-07-21T10:21:01.818877Z","iopub.status.idle":"2021-07-21T10:21:02.017989Z","shell.execute_reply.started":"2021-07-21T10:21:01.818802Z","shell.execute_reply":"2021-07-21T10:21:02.015105Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# a function that takes an index in training_df and does all the processing\n\ndef whiten_signal(i):\n    \n    #load the signal\n    filename = training_df['id'][i]\n    data_array = np.load(f'/kaggle/input/g2net-gravitational-wave-detection/train/{filename[0]}/{filename[1]}/{filename[2]}/{filename}.npy')\n    \n    #resample\n    data_array = resample_poly(data_array, 1, resampling_frac,axis=-1, window=firwin(7, cutoff=20,pass_zero='highpass', fs=test_ts.shape[1]))\n    \n    #rfft\n    fft_data = np.fft.rfft(data_array)\n    \n    #whiten\n    fft_data *= whitener\n    \n    #inverse fft\n    data_array = np.fft.irfft(fft_data).real.astype(np.float32)\n    \n    #filter again\n    data_array = sosfilt(sos, data_array).astype(np.float32)\n\n    #write into the results\n    data_array = np.ctypeslib.as_ctypes(data_array)\n    target_array[i] = data_array","metadata":{"execution":{"iopub.status.busy":"2021-07-21T10:21:02.019443Z","iopub.execute_input":"2021-07-21T10:21:02.020119Z","iopub.status.idle":"2021-07-21T10:21:02.248854Z","shell.execute_reply.started":"2021-07-21T10:21:02.020082Z","shell.execute_reply":"2021-07-21T10:21:02.246793Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#prepare multiprocessing\nidxs = np.arange(no_samples)\npool = Pool(processes=3)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2021-07-21T10:21:02.251053Z","iopub.execute_input":"2021-07-21T10:21:02.251529Z","iopub.status.idle":"2021-07-21T10:21:02.379144Z","shell.execute_reply.started":"2021-07-21T10:21:02.251481Z","shell.execute_reply":"2021-07-21T10:21:02.377499Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#this takes about half an hour\na= pool.map(whiten_signal, idxs, chunksize=1024)","metadata":{"execution":{"iopub.status.busy":"2021-07-21T10:21:02.381512Z","iopub.execute_input":"2021-07-21T10:21:02.382076Z","iopub.status.idle":"2021-07-21T10:22:18.557911Z","shell.execute_reply.started":"2021-07-21T10:21:02.382014Z","shell.execute_reply":"2021-07-21T10:22:18.555323Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"gc.collect()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2021-07-21T10:22:18.559966Z","iopub.status.idle":"2021-07-21T10:22:18.560895Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# save it to disk after all the work\ntarget_array = np.ctypeslib.as_array(target_array)\ngc.collect()\n\nnp.save('cleared_signals.npy', target_array)","metadata":{"execution":{"iopub.status.busy":"2021-07-21T10:22:22.998587Z","iopub.execute_input":"2021-07-21T10:22:22.999030Z","iopub.status.idle":"2021-07-21T10:24:26.636930Z","shell.execute_reply.started":"2021-07-21T10:22:22.998991Z","shell.execute_reply":"2021-07-21T10:24:26.635631Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.plot(target_array[0].T, alpha=0.3)\nplt.show()\nplt.plot(target_array[100000].T, alpha=0.3)\nplt.show()\nplt.plot(target_array[500000].T, alpha=0.3)\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2021-07-21T10:24:26.640808Z","iopub.execute_input":"2021-07-21T10:24:26.643648Z","iopub.status.idle":"2021-07-21T10:24:27.349162Z","shell.execute_reply.started":"2021-07-21T10:24:26.643577Z","shell.execute_reply":"2021-07-21T10:24:27.348192Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Yess, we have converted all the signals to these weird looking signals.","metadata":{}},{"cell_type":"markdown","source":"## Revisit the average power spectrograms in Order to find out if we have been successful.","metadata":{"execution":{"iopub.status.busy":"2021-07-21T09:46:18.077593Z","iopub.execute_input":"2021-07-21T09:46:18.078018Z","iopub.status.idle":"2021-07-21T09:46:18.082121Z","shell.execute_reply.started":"2021-07-21T09:46:18.077985Z","shell.execute_reply":"2021-07-21T09:46:18.081359Z"}}},{"cell_type":"code","source":"test_samples = 10000\n\nNfft = target_array.shape[2]\nsampling_freq = 2/Nfft\ntukey_window = windows.tukey(Nfft)\n\nPxx0, freqs0 = mlab.psd(target_array[:test_samples,0,:].reshape(test_samples*target_array.shape[2]),Fs=sampling_freq, NFFT=Nfft, window=tukey_window)\nPxx1, freqs1 = mlab.psd(target_array[:test_samples,1,:].reshape(test_samples*target_array.shape[2]),Fs=sampling_freq, NFFT=Nfft, window=tukey_window)\nPxx2, freqs2 = mlab.psd(target_array[:test_samples,2,:].reshape(test_samples*target_array.shape[2]),Fs=sampling_freq, NFFT=Nfft, window=tukey_window)\n","metadata":{"execution":{"iopub.status.busy":"2021-07-21T10:24:27.351013Z","iopub.execute_input":"2021-07-21T10:24:27.351909Z","iopub.status.idle":"2021-07-21T10:24:33.047996Z","shell.execute_reply.started":"2021-07-21T10:24:27.351849Z","shell.execute_reply":"2021-07-21T10:24:33.046736Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"f_min = 20.\nf_max = 2000\n\nfig, ax= plt.subplots(nrows=2, ncols=3, figsize=(16,9))\n\nax[0][0].loglog(freqs0, np.sqrt(Pxx0), label='raw', alpha=0.7)\nax[0][0].axis([f_min, f_max, 4e-24, 1e-22])\n\nax[0][1].loglog(freqs1, np.sqrt(Pxx1), label='raw', alpha=0.7)\nax[0][1].axis([f_min, f_max, 4e-24, 1e-22])\n\nax[0][2].loglog(freqs2, np.sqrt(Pxx2), label='raw', alpha=0.7)\nax[0][2].axis([f_min, f_max, 4e-24, 1e-22])\n\nf_min = 20.\nf_max = 300\n\nax[1][0].loglog(freqs0, np.sqrt(Pxx0), label='raw', alpha=0.7, basex=2)\nax[1][0].axis([f_min, f_max, 4e-24, 1e-22])\n\nax[1][1].loglog(freqs1, np.sqrt(Pxx1), label='raw', alpha=0.7, basex=2)\nax[1][1].axis([f_min, f_max, 4e-24, 1e-22])\n\nax[1][2].loglog(freqs2, np.sqrt(Pxx2), label='raw', alpha=0.7, basex=2)\nax[1][2].axis([f_min, f_max, 4e-24, 1e-22])\n\n\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-21T10:24:33.049446Z","iopub.execute_input":"2021-07-21T10:24:33.049978Z","iopub.status.idle":"2021-07-21T10:24:35.844378Z","shell.execute_reply.started":"2021-07-21T10:24:33.049934Z","shell.execute_reply":"2021-07-21T10:24:35.843478Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}