DSA_SS24/notebooks/first_signal_processing.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Signal Processing\n",
"\n",
"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."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"import wfdb.processing\n",
"import scipy.signal\n",
"import sys\n",
"\n",
"sys.path.append('../scripts')\n",
"import data_helper"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load Data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading GSVT\n",
"Reading AFIB\n",
"Reading SR\n",
"Reading SB\n",
"Number of patients per category:\n",
"GSVT: 1027\n",
"AFIB: 9787\n",
"SR: 10426\n",
"SB: 15826\n"
]
}
],
"source": [
"data = data_helper.load_data(only_demographic=False)\n",
"\n",
"print(\"Number of patients per category:\")\n",
"for cat_name in data.keys():\n",
" print(f\"{cat_name}: {len(data[cat_name])}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For a better understanding of the structure and dimensions of the individual data sets, there are printed."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Keys of first record of SB: dict_keys(['record_name', 'n_sig', 'fs', 'counter_freq', 'base_counter', 'sig_len', 'base_time', 'base_date', 'comments', 'sig_name', 'p_signal', 'd_signal', 'e_p_signal', 'e_d_signal', 'file_name', 'fmt', 'samps_per_frame', 'skew', 'byte_offset', 'adc_gain', 'baseline', 'units', 'adc_res', 'adc_zero', 'init_value', 'checksum', 'block_size'])\n",
"{'record_name': 'JS00002', 'n_sig': 12, 'fs': 500, 'counter_freq': None, 'base_counter': None, 'sig_len': 5000, 'base_time': None, 'base_date': None, 'comments': ['Age: 59', 'Sex: Female', 'Dx: 426177001,164934002', 'Rx: Unknown', 'Hx: Unknown', 'Sx: Unknown'], 'sig_name': ['I', 'II', 'III', 'aVR', 'aVL', 'aVF', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6'], 'p_signal': array([[-0.01 , 0.01 , 0.02 , ..., 0.054, 0.049, 0. ],\n",
" [-0.024, -0.02 , 0.005, ..., 0.034, 0.034, -0.015],\n",
" [-0.02 , -0.02 , 0. , ..., 0.034, 0.034, -0.01 ],\n",
" ...,\n",
" [ 0.015, 0.01 , -0.005, ..., -0.015, -0.02 , 0.005],\n",
" [ 0.01 , 0.01 , 0. , ..., -0.02 , -0.024, 0. ],\n",
" [ 0.01 , 0.01 , 0. , ..., -0.024, -0.029, -0.005]]), 'd_signal': None, 'e_p_signal': None, 'e_d_signal': None, 'file_name': ['JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat'], 'fmt': ['16', '16', '16', '16', '16', '16', '16', '16', '16', '16', '16', '16'], 'samps_per_frame': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], 'skew': [None, None, None, None, None, None, None, None, None, None, None, None], 'byte_offset': [24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24], 'adc_gain': [1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0], 'baseline': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'units': ['mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV'], 'adc_res': [16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16], 'adc_zero': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'init_value': [-10, 10, 20, 0, -15, 15, -10, -54, 63, 54, 49, 0], 'checksum': [12346, 26962, 14528, -13537, -6991, 14569, -383, 16468, -29512, -7548, -22267, 31542], 'block_size': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}\n",
"(5000, 12)\n"
]
}
],
"source": [
"# print keys of first record\n",
"print(f\"Keys of first record of SB: {data['SB'][0].__dict__.keys()}\")\n",
"print(data['SB'][0].__dict__)\n",
"print(data['SB'][0].__dict__['p_signal'].shape)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of records with p_signal: 10426\n",
"Number of records with e_p_signal: 0\n",
"Number of records with d_signal: 0\n",
"Number of records with e_d_signal: 0\n"
]
}
],
"source": [
"# count how many different signals are available\n",
"counter_p = 0\n",
"counter_e_p = 0\n",
"counter_d = 0\n",
"counter_e_d = 0\n",
"for record in data['SR']:\n",
" if record.p_signal is not None:\n",
" counter_p += 1\n",
" if record.e_p_signal is not None:\n",
" counter_e_p += 1\n",
" if record.d_signal is not None:\n",
" counter_d += 1\n",
"\n",
"print(f\"Number of records with p_signal: {counter_p}\")\n",
"print(f\"Number of records with e_p_signal: {counter_e_p}\")\n",
"print(f\"Number of records with d_signal: {counter_d}\")\n",
"print(f\"Number of records with e_d_signal: {counter_e_d}\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot a complete Record\n",
"wfdb.plot_wfdb(data['SB'][24],title=\"Example for all Channels\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot specific Channel of Record\n",
"fig = wfdb.plot_items(data['SB'][24].p_signal[:,0],title=\"Example for Channel 7\",figsize=(15,4),return_fig=True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"#Find peaks in Channel 6 of Record 25\n",
"hard = wfdb.processing.find_local_peaks(data['SB'][24].p_signal[:,6],radius=3)\n",
"record = data['SB'][24].p_signal[:,6]\n",
"wholeRecord = data['SB'][24]\n",
"peak_points_y = [record[i] for i in hard] "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 5))\n",
"plt.plot(record)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Learning initial signal parameters...\n",
"Failed to find 8 beats during learning.\n",
"Initializing using default parameters\n",
"Running QRS detection...\n",
"QRS detection complete.\n",
"[ 484 1038 1590 2131 2675 3219 3758 4300 4838]\n"
]
}
],
"source": [
"# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n",
"indicies = wfdb.processing.xqrs_detect(wholeRecord.p_signal[:,6],wholeRecord.fs,0,5000)\n",
"print(indicies)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"For normalization: [0.059 0.068 0.083 ... 0.068 0.063 0.049]\n",
"After normalization: [0.27931363 0.28789323 0.30219256 ... 0.28789323 0.28312679 0.26978074]\n"
]
}
],
"source": [
"# Normalization through upper and lower bounds (“Y-axis normalization”)\n",
"print(\"For normalization: \", wholeRecord.p_signal[:,0])\n",
"wholeRecord.p_signal[:,0] = wfdb.processing.normalize_bound(wholeRecord.p_signal[:,0],0,1)\n",
"print(\"After normalization: \",wholeRecord.p_signal[:,0])\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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(wholeRecord,title=\"Example for all Channels\")\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"wfdb.plot_items(data['SB'][24].p_signal[:,0],title=\"Example for Channel 1\",figsize=(15,4))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test_data = data['SB'][50].p_signal[:,0]\n",
"\n",
"\n",
"from scipy.signal import butter, lfilter\n",
"\n",
"def butter_lowpass(cutoff, fs, order=5):\n",
" nyq = 0.5 * fs\n",
" normal_cutoff = cutoff / nyq\n",
" b, a = butter(order, normal_cutoff, btype='low', analog=False)\n",
" return b, a\n",
"\n",
"def butter_lowpass_filter(data, cutoff, fs, order=5):\n",
" b, a = butter_lowpass(cutoff, fs, order=order)\n",
" y = lfilter(b, a, data)\n",
" return y\n",
"\n",
"# Filter requirements.\n",
"\n",
"order = 1\n",
"fs = 500.0\n",
"cutoff = 25#25\n",
"\n",
"# Get the filter coefficients so we can check its frequency response.\n",
"b, a = butter_lowpass(cutoff, fs, order)\n",
"\n",
"# Apply filter to the signal\n",
"filtered_signal = butter_lowpass_filter(test_data, cutoff, fs, order)\n",
"\n",
"# Plot the signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(test_data, 'b-', label='data')\n",
"plt.plot(filtered_signal, 'g-', linewidth=2, label='filtered data')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Signal with and without Filter')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Find peaks in Channel 6 of Record 25\n",
"hard = wfdb.processing.find_local_peaks(filtered_signal,radius=3)\n",
"record = filtered_signal\n",
"peak_points_y = [record[i] for i in hard] \n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(record)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Filtered Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Learning initial signal parameters...\n",
"Failed to find 8 beats during learning.\n",
"Initializing using default parameters\n",
"Running QRS detection...\n",
"QRS detection complete.\n",
"[ 530 1076 1631 2174 2725 3281 3828 4378 4938]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n",
"indicies = wfdb.processing.xqrs_detect(filtered_signal,500,0,5000)\n",
"print(indicies)\n",
"\n",
"# detected = [ 530 1076 1631 2174 2725 3281 3828 4378 4938]\n",
"cut_signal = filtered_signal[indicies[0]:indicies[2]]\n",
"\n",
"# plot the cut signal\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(cut_signal)\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Cut Signal')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1076\n",
"(array([15, 46], dtype=int64),)\n",
"[[1061 1092]]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"# get the local minimas around the peaks\n",
"peak = indicies[1]\n",
"print(peak)\n",
"start_idx = 30\n",
"end_idx = 30\n",
"signal_section = filtered_signal[peak-start_idx:peak+end_idx]\n",
"minimas = scipy.signal.argrelextrema(signal_section, comparator=np.less, order=5)\n",
"print(minimas)\n",
"# map the minimas to the original signal\n",
"minimas = minimas + peak - start_idx\n",
"print(minimas)\n",
"minimas_y = [filtered_signal[i] for i in minimas]\n",
"\n",
"# plot the cut signal with the minimas\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(filtered_signal)\n",
"plt.plot(minimas, minimas_y, 'ro', label='Minimas')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Cut Signal with Minimas')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[-0.027759944001706754, -0.042024054853653535]\n"
]
}
],
"source": [
"plt.figure(figsize=(10, 5))\n",
"plt.plot(filtered_signal)\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Cut Signal with Minimas')\n",
"plt.grid(True)\n",
"\n",
"for peak in indicies:\n",
" start_idx = 20\n",
" end_idx = 25\n",
" signal_section = filtered_signal[peak-start_idx:peak+end_idx]\n",
" minimas = scipy.signal.argrelextrema(signal_section, comparator=np.less, order=5)\n",
" \n",
" # map the minimas to the original signal\n",
" minimas = minimas[0] + peak - start_idx\n",
" minimas_y = [filtered_signal[i] for i in minimas]\n",
" # if minimas more than 2 take those with biggest difference in y\n",
" if len(minimas) > 2:\n",
" minimas_y = [filtered_signal[i] for i in minimas]\n",
" minimas_y = sorted(minimas_y)\n",
" minimas_y = minimas_y[:2]\n",
" minimas = [minimas[i] for i in range(0,2)]\n",
"\n",
" # plot the minimas\n",
" plt.plot(minimas, minimas_y, 'ro')\n",
"\n",
"plt.legend(['Signal', 'Minimas'])\n",
"plt.show()\n",
"\n",
"#print y values of minimas\n",
"print(minimas_y)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# find peaks in the cut signal\n",
"hard = wfdb.processing.find_local_peaks(cut_signal,radius=3)\n",
"#peak_points_y = [cut_signal[i] for i in hard]\n",
"\n",
"tolerance = 1\n",
"# get standard deviation of the hard peaks\n",
"std = cut_signal[hard].std() * tolerance\n",
"# filter peaks with std\n",
"hard = [i for i in hard if cut_signal[i] > std]\n",
"# get the y values of the peaks\n",
"peak_points_y = [cut_signal[i] for i in hard]\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(cut_signal)\n",
"plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Amplitude')\n",
"plt.title('Cut Signal with Peaks')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()"
]
}
],
"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
}