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@kn1cht
Created February 7, 2021 03:48
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7-final"
},
"orig_nbformat": 2,
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"colab": {
"name": "applewatch_ecg_python",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true
}
},
"cells": [
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "36pR9jRUioo1",
"outputId": "beef0b71-52ba-4ddb-83d7-1795341ae424"
},
"source": [
"from google.colab import files\n",
"\n",
"!pip install biosppy"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Collecting biosppy\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/b7/60/d09a277f9d31a2fc9190edf7e8a685c4f9b54b5dff487f523b916f441e1a/biosppy-0.6.1-py2.py3-none-any.whl (76kB)\n",
"\r\u001b[K |████▎ | 10kB 13.9MB/s eta 0:00:01\r\u001b[K |████████▋ | 20kB 14.6MB/s eta 0:00:01\r\u001b[K |████████████▉ | 30kB 7.9MB/s eta 0:00:01\r\u001b[K |█████████████████▏ | 40kB 7.6MB/s eta 0:00:01\r\u001b[K |█████████████████████▍ | 51kB 4.3MB/s eta 0:00:01\r\u001b[K |█████████████████████████▊ | 61kB 4.6MB/s eta 0:00:01\r\u001b[K |██████████████████████████████ | 71kB 4.8MB/s eta 0:00:01\r\u001b[K |████████████████████████████████| 81kB 3.4MB/s \n",
"\u001b[?25hRequirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from biosppy) (1.15.0)\n",
"Collecting shortuuid\n",
" Downloading https://files.pythonhosted.org/packages/25/a6/2ecc1daa6a304e7f1b216f0896b26156b78e7c38e1211e9b798b4716c53d/shortuuid-1.0.1-py3-none-any.whl\n",
"Requirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (from biosppy) (3.2.2)\n",
"Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (from biosppy) (1.4.1)\n",
"Requirement already satisfied: scikit-learn in /usr/local/lib/python3.6/dist-packages (from biosppy) (0.22.2.post1)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from biosppy) (1.19.5)\n",
"Requirement already satisfied: h5py in /usr/local/lib/python3.6/dist-packages (from biosppy) (2.10.0)\n",
"Collecting bidict\n",
" Downloading https://files.pythonhosted.org/packages/67/d4/eaf9242722bf991e0955380dd6168020cb15a71cc0d3cc2373f4911b1f1d/bidict-0.21.2-py2.py3-none-any.whl\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->biosppy) (0.10.0)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->biosppy) (1.3.1)\n",
"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->biosppy) (2.4.7)\n",
"Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->biosppy) (2.8.1)\n",
"Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from scikit-learn->biosppy) (1.0.0)\n",
"Installing collected packages: shortuuid, bidict, biosppy\n",
"Successfully installed bidict-0.21.2 biosppy-0.6.1 shortuuid-1.0.1\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "M_XDKQ52it4k"
},
"source": [
"import matplotlib.pyplot as plt\r\n",
"import numpy as np\r\n",
"import pandas as pd\r\n",
"from biosppy.signals import ecg"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "nTC1qWTUioo6"
},
"source": [
"## データの読み込み"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"resources": {
"http://localhost:8080/nbextensions/google.colab/files.js": {
"data": "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",
"ok": true,
"headers": [
[
"content-type",
"application/javascript"
]
],
"status": 200,
"status_text": ""
}
},
"base_uri": "https://localhost:8080/",
"height": 77
},
"id": "yrhAREtfjHCs",
"outputId": "69d32077-658c-42e7-a8bf-03c3b8bbbb1a"
},
"source": [
"uploaded = files.upload()"
],
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <input type=\"file\" id=\"files-548a0f6d-58de-4c8b-b19d-5e0f190ae323\" name=\"files[]\" multiple disabled\n",
" style=\"border:none\" />\n",
" <output id=\"result-548a0f6d-58de-4c8b-b19d-5e0f190ae323\">\n",
" Upload widget is only available when the cell has been executed in the\n",
" current browser session. Please rerun this cell to enable.\n",
" </output>\n",
" <script src=\"/nbextensions/google.colab/files.js\"></script> "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Saving ecg_2021-02-06_1.csv to ecg_2021-02-06_1.csv\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "nFQZRWWSioo7"
},
"source": [
"ecg_df = pd.read_csv(list(uploaded.keys())[0], skiprows=13, header=None)"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 175
},
"id": "IKPZwFwUioo7",
"outputId": "f6e87133-513b-41b8-d886-567889c570e4"
},
"source": [
"fig = plt.figure(figsize=(10,2))\n",
"\n",
"plt.plot(ecg_df[0])\n",
"plt.xlabel('sample')\n",
"plt.xlim(512 * 5, 512 * 10)\n",
"plt.xticks(np.arange(512 * 5, 512 * 10, 512))\n",
"plt.ylabel('ECG [μV]')\n",
"plt.ylim(-500, 1000)\n",
"\n",
"plt.show()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x144 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6v0skCn_ioo8"
},
"source": [
"## BioSPPy"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 514
},
"id": "f0zlxk_iioo9",
"outputId": "91254ea7-4a0b-4f6b-f861-c71b4d249eb3"
},
"source": [
"plt.rcParams['figure.figsize'] = [12, 7]\n",
"\n",
"ecg_data = ecg.ecg(signal=ecg_df[0], sampling_rate=512., show=True)"
],
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x504 with 4 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 293
},
"id": "osVCdzONioo9",
"outputId": "0fa8d45b-5d50-4bd4-bc54-da02164e4aaa"
},
"source": [
"(ts, filtered, rpeaks, templates_ts, templates, heart_rate_ts, heart_rate) = ecg_data\n",
"\n",
"fig = plt.figure(figsize=(10, 4))\n",
"plt.subplots_adjust(wspace=0.4, hspace=0.7)\n",
"\n",
"for (i, data, title) in [(1, ecg_df[0], 'raw'), (2, filtered, 'filtered')]:\n",
" ax = fig.add_subplot(2, 1, i)\n",
" ax.plot(ts, data)\n",
" ax.set_title(title, fontsize=10)\n",
" ax.set_xlim(0, 30)\n",
" ax.set_ylim(-500, 1000)\n",
" ax.set_xlabel('time [s]')\n",
" ax.set_ylabel('ECG [μV]')\n",
" ax.grid()\n",
"\n",
"plt.show()"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CY3PHQ_Mioo-"
},
"source": [
"## R波ピーク検出"
]
},
{
"cell_type": "code",
"metadata": {
"id": "FVDu7TaUioo_"
},
"source": [
"(ts, filtered, _, _, _, _, _,) = ecg.ecg(signal=ecg_df[0], sampling_rate=512., show=False)\n",
"\n",
"rpeaks_christov, = ecg.christov_segmenter(filtered, 512.)\n",
"rpeaks_engzee, = ecg.engzee_segmenter(filtered, 512.)\n",
"rpeaks_gamboa, = ecg.gamboa_segmenter(filtered, 512.)\n",
"rpeaks_hamilton, = ecg.hamilton_segmenter(filtered, 512.)\n",
"rpeaks_ssf, = ecg.ssf_segmenter(filtered, 512.)\n",
"rpeaks_ssf_2000, = ecg.ssf_segmenter(filtered, 512., threshold=2000.)"
],
"execution_count": 8,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 230
},
"id": "ZLvpRVAMioo_",
"outputId": "17e6eec1-2144-4197-a350-8d1fe6d48f42"
},
"source": [
"fig = plt.figure(figsize=(5, 1.5), dpi=100)\n",
"ax = fig.add_axes([0, 0, 1, 1])\n",
"\n",
"scatter_rpeaks = lambda y, peaks: ax.scatter(ts[peaks], np.tile(y, len(peaks)), s=7)\n",
"scatter_rpeaks(1, rpeaks_christov)\n",
"scatter_rpeaks(2, rpeaks_engzee)\n",
"scatter_rpeaks(3, rpeaks_gamboa)\n",
"scatter_rpeaks(4, rpeaks_hamilton)\n",
"scatter_rpeaks(5, rpeaks_ssf)\n",
"scatter_rpeaks(6, rpeaks_ssf_2000)\n",
"\n",
"ax.set_xlabel('time [s]')\n",
"ax.set_yticks(np.arange(8))\n",
"ax.set_yticklabels(['', 'Christov', 'Engzee', 'Gamboa', 'Hamilton', 'SSF(threshold=20)', 'SSF(threshold=2000)'])\n",
"ax.invert_yaxis()"
],
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 500x150 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "akPyBMDEioo_"
},
"source": [
"## RRI"
]
},
{
"cell_type": "code",
"metadata": {
"id": "49D_a_9bioo_"
},
"source": [
"ts_peaks = ts[rpeaks_christov]\n",
"rri = np.diff(ts_peaks) * 1000\n",
"\n",
"import scipy\n",
"spline_func = scipy.interpolate.interp1d(ts_peaks[:-1], rri, kind='cubic')\n",
"ts_1sec = np.arange(ts_peaks[0], ts_peaks[-2], 1)\n",
"rri_1sec = spline_func(ts_1sec).round(6)"
],
"execution_count": 10,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 338
},
"id": "7IixJFTBiopA",
"outputId": "d72c2f0e-dd3d-4097-ecf9-bd5f07689f00"
},
"source": [
"fig = plt.figure(figsize=(5, 2.5), dpi=120)\n",
"\n",
"plt.scatter(ts_peaks[:-1], rri, marker='x', s=15, label='RRI', zorder=2)\n",
"plt.scatter(ts_1sec, rri_1sec, s=15, color='darkorange', label='RRI (interpolated)')\n",
"x = np.arange(0.9, 28.8, 0.05)\n",
"plt.plot(x, spline_func(x), color='darkorange', lw=1, zorder=-1)\n",
"\n",
"plt.xlabel('time [s]')\n",
"plt.ylabel('RRI [ms]')\n",
"plt.xlim(0, 30)\n",
"plt.ylim(880, 1080)\n",
"plt.grid()\n",
"plt.legend()"
],
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fd3f5868da0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x300 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1hSPk3dJiopA"
},
"source": [
"## RRV (SDNN)"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "5dGOTT2LiopA",
"outputId": "02b7ea07-3bee-4717-8153-e4a047dc0722"
},
"source": [
"np.std(rri_1sec) # ms"
],
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"26.513050498411168"
]
},
"metadata": {
"tags": []
},
"execution_count": 12
}
]
}
]
}
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