From 315860de7fe95f285e52bcdc089add4d0e9c121a Mon Sep 17 00:00:00 2001 From: Fabi Date: Mon, 26 Aug 2024 12:59:48 +0200 Subject: [PATCH 1/2] fixed wording in example --- examples/hset_optimization.ipynb | 109 +++++++++++++++---------------- 1 file changed, 54 insertions(+), 55 deletions(-) diff --git a/examples/hset_optimization.ipynb b/examples/hset_optimization.ipynb index a7414fb..4dc1f28 100644 --- a/examples/hset_optimization.ipynb +++ b/examples/hset_optimization.ipynb @@ -15,12 +15,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 86, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -115,13 +115,13 @@ " \n", " \n", " 0\n", - " 2.233315e-08\n", - " 63.088199\n", - " 0.022226\n", - " 1.509668\n", + " 2.948517e-08\n", + " 65.762152\n", + " 0.002888\n", + " 1.521829\n", " knee\n", - " 14.393885\n", - " 0.011057\n", + " 15.491124\n", + " 0.010274\n", " 0\n", " \n", " \n", @@ -130,19 +130,19 @@ ], "text/plain": [ " Offset Knee Exponent_1 Exponent_2 fit_type \\\n", - "0 2.233315e-08 63.088199 0.022226 1.509668 knee \n", + "0 2.948517e-08 65.762152 0.002888 1.521829 knee \n", "\n", " Knee Frequency (Hz) tau ch_name \n", - "0 14.393885 0.011057 0 " + "0 15.491124 0.010274 0 " ] }, - "execution_count": 31, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -174,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 88, "metadata": {}, "outputs": [ { @@ -211,12 +211,12 @@ " \n", " \n", " 0\n", - " 0.000121\n", - " 0.998224\n", - " 0.9982\n", - " -28.620523\n", - " -41.30616\n", - " -43.435653\n", + " 0.000134\n", + " 0.997941\n", + " 0.997913\n", + " -28.061145\n", + " -40.746782\n", + " -42.876275\n", " knee\n", " 0\n", " \n", @@ -225,14 +225,14 @@ "" ], "text/plain": [ - " mse R2 R2_adj. BIC BIC_adj. AIC fit_type \\\n", - "0 0.000121 0.998224 0.9982 -28.620523 -41.30616 -43.435653 knee \n", + " mse R2 R2_adj. BIC BIC_adj. AIC fit_type \\\n", + "0 0.000134 0.997941 0.997913 -28.061145 -40.746782 -42.876275 knee \n", "\n", " ch_name \n", "0 0 " ] }, - "execution_count": 32, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } @@ -247,12 +247,12 @@ "source": [ "However, sometimes we might feel the need to drastically increase our hmax, because we have a very broad oscillation that we want \n", "to remove from our signal. In this case we start running into problems when trying to recover our simulated Knee Frequency.\n", - "This comes from the matter that the exponent before and after the knee get mixed up ind up-/downsampling." + "This comes from the matter that the exponent before and after the knee get mixed up when up-/downsampling the signal." ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 89, "metadata": {}, "outputs": [ { @@ -289,13 +289,13 @@ " \n", " \n", " 0\n", - " 6.794973e-09\n", - " 66.225094\n", - " 0.238\n", - " 1.320869\n", + " 1.959508e-11\n", + " 68.70612\n", + " 0.22519\n", + " 1.32678\n", " knee\n", - " 10.314344\n", - " 0.01543\n", + " 10.806099\n", + " 0.014728\n", " 0\n", " \n", " \n", @@ -303,20 +303,20 @@ "" ], "text/plain": [ - " Offset Knee Exponent_1 Exponent_2 fit_type \\\n", - "0 6.794973e-09 66.225094 0.238 1.320869 knee \n", + " Offset Knee Exponent_1 Exponent_2 fit_type \\\n", + "0 1.959508e-11 68.70612 0.22519 1.32678 knee \n", "\n", - " Knee Frequency (Hz) tau ch_name \n", - "0 10.314344 0.01543 0 " + " Knee Frequency (Hz) tau ch_name \n", + "0 10.806099 0.014728 0 " ] }, - "execution_count": 33, + "execution_count": 89, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -352,14 +352,13 @@ "metadata": {}, "source": [ "So how do we set the hset to avoid this issue. Here I am introducing a way to optimize the hset. \n", - "For this we can take the squared periodic spectrum, which contains apart from the oscillations also in a way the model error, as we get the periodic spectrum by subtracting the \"aperiodic spectrum\" from the original psd.\n", - "However, to get rid from the oscillations in the \"periodic spectrum\" by zeroeing out the oscillations or \"peaks\" in the spectrum. We therefore call the find peaks function. The residual squared spectrum is then averaged and the resultant mean squared error can be used reduce the overall error between the original spectrum (blue line) and modeled aperiodic spectrum (orange line).\n", + "For this we can take the absolute periodic spectrum, which contains apart from the oscillations also in a way the model error, as we get the periodic spectrum by subtracting the \"aperiodic spectrum\" from the original psd. So we first need to get rid of the putative oscillations to get a good estimate of the model error. We do this by simply zeroeing oscillations or \"peaks\" in the periodic spectrum. The residual absolute spectrum is then averaged and the resultant mean squared error can be used reduce the overall error between the original spectrum (blue line) and modeled aperiodic spectrum (orange line).\n", "Below we can see that the good model has a much lower \"error\" than the bad model." ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -369,7 +368,7 @@ " if peak_kwargs is None:\n", " peak_kwargs = {}\n", " #get absolute periodic spectrum\n", - " squared_error = irasa_out.periodic[0,:]**2\n", + " squared_error = np.abs(irasa_out.periodic[0,:])\n", "\n", " #zero-out peaks\n", " peaks = irasa_out.get_peaks(**peak_kwargs)\n", @@ -388,30 +387,30 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 91, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/6x/k2wvgw51691cj5qd77pzcrfw0000gn/T/ipykernel_27312/2742503906.py:12: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + "/var/folders/6x/k2wvgw51691cj5qd77pzcrfw0000gn/T/ipykernel_27312/150655870.py:12: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " plt.legend()\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 40, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -430,7 +429,7 @@ "df2plot = pd.DataFrame({'good': get_aperiodic_error(irasa_out),\n", " 'bad': get_aperiodic_error(irasa_out_bad)}).melt(var_name='kind', value_name='error')\n", "\n", - "sns.pointplot(df2plot, x='kind', y='error', ax=ax[1])\n", + "sns.pointplot(df2plot, x='kind', y='error', ax=ax[1], hue='kind')\n", "\n", "plt.legend()" ] @@ -446,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -464,14 +463,14 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "duration=4\n", "overlap=.5\n", "\n", - "hmax_list = [2, 2.5, 3, 3.5, 4, 4.5, 5, 5.5, 6]\n", + "hmax_list = [2, 3, 4, 5, 6, 7, 8, 9,]\n", "\n", "irasas = []\n", "for hmax in hmax_list:\n", @@ -489,12 +488,12 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 84, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -518,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 85, "metadata": {}, "outputs": [ { @@ -527,13 +526,13 @@ "" ] }, - "execution_count": 60, + "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] From c7fe3c0630dbe3c27c6d5eb70a5f9b458c57c14d Mon Sep 17 00:00:00 2001 From: Fabi Date: Tue, 27 Aug 2024 11:05:22 +0200 Subject: [PATCH 2/2] fixed aperiodic error estimate for mutliple channels --- examples/hset_optimization.ipynb | 84 ++++++++++++++++---------------- examples/irasa_mne.ipynb | 2 +- pyrasa/utils/irasa_spectrum.py | 25 ++++++---- 3 files changed, 58 insertions(+), 53 deletions(-) diff --git a/examples/hset_optimization.ipynb b/examples/hset_optimization.ipynb index 4dc1f28..2bf3a31 100644 --- a/examples/hset_optimization.ipynb +++ b/examples/hset_optimization.ipynb @@ -15,12 +15,12 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -115,13 +115,13 @@ " \n", " \n", " 0\n", - " 2.948517e-08\n", - " 65.762152\n", - " 0.002888\n", - " 1.521829\n", + " 5.224133e-15\n", + " 62.112356\n", + " 0.020776\n", + " 1.499275\n", " knee\n", - " 15.491124\n", - " 0.010274\n", + " 14.580652\n", + " 0.010915\n", " 0\n", " \n", " \n", @@ -130,19 +130,19 @@ ], "text/plain": [ " Offset Knee Exponent_1 Exponent_2 fit_type \\\n", - "0 2.948517e-08 65.762152 0.002888 1.521829 knee \n", + "0 5.224133e-15 62.112356 0.020776 1.499275 knee \n", "\n", " Knee Frequency (Hz) tau ch_name \n", - "0 15.491124 0.010274 0 " + "0 14.580652 0.010915 0 " ] }, - "execution_count": 87, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -174,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -211,12 +211,12 @@ " \n", " \n", " 0\n", - " 0.000134\n", - " 0.997941\n", - " 0.997913\n", - " -28.061145\n", - " -40.746782\n", - " -42.876275\n", + " 0.000167\n", + " 0.997508\n", + " 0.997474\n", + " -26.800441\n", + " -39.486078\n", + " -41.615571\n", " knee\n", " 0\n", " \n", @@ -226,13 +226,13 @@ ], "text/plain": [ " mse R2 R2_adj. BIC BIC_adj. AIC fit_type \\\n", - "0 0.000134 0.997941 0.997913 -28.061145 -40.746782 -42.876275 knee \n", + "0 0.000167 0.997508 0.997474 -26.800441 -39.486078 -41.615571 knee \n", "\n", " ch_name \n", "0 0 " ] }, - "execution_count": 88, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -252,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -289,13 +289,13 @@ " \n", " \n", " 0\n", - " 1.959508e-11\n", - " 68.70612\n", - " 0.22519\n", - " 1.32678\n", + " 7.136579e-14\n", + " 64.059023\n", + " 0.258964\n", + " 1.294575\n", " knee\n", - " 10.806099\n", - " 0.014728\n", + " 9.925044\n", + " 0.016036\n", " 0\n", " \n", " \n", @@ -303,20 +303,20 @@ "" ], "text/plain": [ - " Offset Knee Exponent_1 Exponent_2 fit_type \\\n", - "0 1.959508e-11 68.70612 0.22519 1.32678 knee \n", + " Offset Knee Exponent_1 Exponent_2 fit_type \\\n", + "0 7.136579e-14 64.059023 0.258964 1.294575 knee \n", "\n", " Knee Frequency (Hz) tau ch_name \n", - "0 10.806099 0.014728 0 " + "0 9.925044 0.016036 0 " ] }, - "execution_count": 89, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -358,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -387,30 +387,30 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/6x/k2wvgw51691cj5qd77pzcrfw0000gn/T/ipykernel_27312/150655870.py:12: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + "/var/folders/6x/k2wvgw51691cj5qd77pzcrfw0000gn/T/ipykernel_51047/150655870.py:12: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " plt.legend()\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 91, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -445,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -512,7 +512,7 @@ "ax.set_xlabel('Frequency (Hz)')\n", "ax.set_title('Original + \\n Aperiodic Spectrum')\n", "plt.legend()\n", - "f.tight_layout()\n" + "f.tight_layout()" ] }, { diff --git a/examples/irasa_mne.ipynb b/examples/irasa_mne.ipynb index 3058911..7dac069 100644 --- a/examples/irasa_mne.ipynb +++ b/examples/irasa_mne.ipynb @@ -203,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ diff --git a/pyrasa/utils/irasa_spectrum.py b/pyrasa/utils/irasa_spectrum.py index 96081a9..e7e0aeb 100644 --- a/pyrasa/utils/irasa_spectrum.py +++ b/pyrasa/utils/irasa_spectrum.py @@ -189,19 +189,24 @@ def get_aperiodic_error(self, peak_kwargs: None | dict = None) -> np.ndarray: if peak_kwargs is None: peak_kwargs = {} + + aperiodic_errors = [] # get absolute periodic spectrum - aperiodic_error = np.abs(self.periodic[0, :]) + for ix in range(self.periodic.shape[0]): + aperiodic_error = np.abs(self.periodic[ix, :]) + + # zero-out peaks + peaks = self.get_peaks(**peak_kwargs) + freqs = self.freqs - # zero-out peaks - peaks = self.get_peaks(**peak_kwargs) - freqs = self.freqs + for _, peak in peaks.iterrows(): + cur_upper = peak['cf'] + peak['bw'] + cur_lower = peak['cf'] - peak['bw'] - for _, peak in peaks.iterrows(): - cur_upper = peak['cf'] + peak['bw'] - cur_lower = peak['cf'] - peak['bw'] + freq_mask = np.logical_and(freqs < cur_upper, freqs > cur_lower) - freq_mask = np.logical_and(freqs < cur_upper, freqs > cur_lower) + aperiodic_error[freq_mask] = 0 - aperiodic_error[freq_mask] = 0 + aperiodic_errors.append(aperiodic_error) - return aperiodic_error + return np.array(aperiodic_errors)