300 lines
761 KiB
Plaintext
300 lines
761 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Signal Processing\n",
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"\n",
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"The notebook goes into more detail on the processing of the 12 ECG data per patient. First, the signal itself is considered and then the ECG signal processing methods integrated in the 'wfdb' module are explored. Various approaches are then used to normalize the data and reduce noise in order to make the signals as comparable as possible."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 40,
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"metadata": {},
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"outputs": [],
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"source": [
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"from matplotlib import pyplot as plt\n",
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"import wfdb.processing\n",
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"import sys\n",
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"import json\n",
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"\n",
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"sys.path.append('../scripts')\n",
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"import data_helper"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Load Data"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"For a better understanding of the structure and dimensions of the individual data sets, there are printed."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 19,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Reading SB\n",
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"Reading AFIB\n",
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"Reading GSVT\n",
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"Reading SR\n",
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"SB: 16559\n",
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"AFIB: 9839\n",
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"GSVT: 948\n",
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"SR: 9720\n"
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]
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}
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],
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"source": [
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"data = data_helper.load_data(only_demographic=False)\n",
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"\n",
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"print(\"Number of patients per category:\")\n",
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"for cat_name in data.keys():\n",
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" print(f\"{cat_name}: {len(data[cat_name])}\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 28,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"example_data = data['SB'][0]\n",
|
|
"#Plot specific Channel of Record\n",
|
|
"fig = wfdb.plot_items(example_data.p_signal[:,0],title=\"Example for Channel 0\",figsize=(15,4),return_fig=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"filter_params = {\n",
|
|
" 'names': ['butterlowpass', 'lowess', 'non_local_means'],\n",
|
|
" # params for butterworth filter\n",
|
|
" 'order':1,\n",
|
|
" 'fs':500.0,\n",
|
|
" 'cutoff':25,\n",
|
|
" # params for lowess filter\n",
|
|
" 'filter_strength':50,\n",
|
|
" 'template_window_size':7,\n",
|
|
" 'search_window_size':21,\n",
|
|
" # params for nlm filter\n",
|
|
" 'frac':0.003,\n",
|
|
" 'it':1\n",
|
|
"}\n",
|
|
"\n",
|
|
"#save filter params to json file\n",
|
|
"with open('../filter_params.json', 'w') as f:\n",
|
|
" json.dump(filter_params, f)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 1000x500 with 1 Axes>"
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]
|
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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}
|
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],
|
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"source": [
|
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"butter_filtered_sig = data_helper.butterlowpass_filter(example_data, filter_params['cutoff'], filter_params['fs'], filter_params['order'])\n",
|
|
"# Plot the original and denoised signal\n",
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"plt.plot(example_data.p_signal[:,0], label='Original signal')\n",
|
|
"plt.plot(butter_filtered_sig.p_signal[:,0], label='Butterlow signal')\n",
|
|
"plt.xlabel('Time')\n",
|
|
"plt.ylabel('Amplitude')\n",
|
|
"plt.title('Signal with and without Butterlow signal Denoising')\n",
|
|
"plt.legend()\n",
|
|
"plt.grid(True)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"lowess_filtered_sig = data_helper.lowess_filter(example_data, filter_params['frac'], filter_params['it'])\n",
|
|
"# Plot the original and denoised signal\n",
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"plt.plot(example_data.p_signal[:,0], label='Original signal')\n",
|
|
"plt.plot(lowess_filtered_sig.p_signal[:,0], label='Lowess signal')\n",
|
|
"plt.xlabel('Time')\n",
|
|
"plt.ylabel('Amplitude')\n",
|
|
"plt.title('Signal with and without Lowess Denoising')\n",
|
|
"plt.legend()\n",
|
|
"plt.grid(True)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"nlm_filtered_sig = data_helper.non_local_means_filter(example_data, filter_params['filter_strength'], filter_params['template_window_size'], filter_params['search_window_size'])\n",
|
|
"# Plot the original and denoised signal\n",
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"plt.plot(example_data.p_signal[:,0], label='Original signal')\n",
|
|
"plt.plot(nlm_filtered_sig.p_signal[:,0], label='NLM signal')\n",
|
|
"plt.xlabel('Time')\n",
|
|
"plt.ylabel('Amplitude')\n",
|
|
"plt.title('Signal with and without Non-Local Means Denoising')\n",
|
|
"plt.legend()\n",
|
|
"plt.grid(True)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"all_filtered_signals = data_helper.filter_data(example_data, filter_params)\n",
|
|
"# Plot the original and denoised signal\n",
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"plt.plot(example_data.p_signal[:,0], label='Original signal')\n",
|
|
"plt.plot(all_filtered_signals.p_signal[:,0], label='filtered signal')\n",
|
|
"plt.xlabel('Time')\n",
|
|
"plt.ylabel('Amplitude')\n",
|
|
"plt.title('Signal with and without All Denoising')\n",
|
|
"plt.legend()\n",
|
|
"plt.grid(True)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 12 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"wfdb.plot_wfdb(all_filtered_signals,title=\"Filtered Example for all Channels\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 12 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"wfdb.plot_wfdb(example_data,title=\"Raw Example for all Channels\")"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|