From 48f81854e4d37e9dfb9514c9dc3a5c1417386fee Mon Sep 17 00:00:00 2001 From: Lucas Plagwitz Date: Thu, 12 Sep 2024 09:59:51 +0200 Subject: [PATCH] fix offset and simplify template handling (#1) * fix offset and simplify template handling * bump version --- README.md | 27 +++-- examples/example.ipynb | 190 +++++++++++++++++----------------- examples/example_hz.ipynb | 211 +++++++++++++++++++------------------- pyproject.toml | 2 +- rlign/rlign.py | 116 +++++++++++++++------ rlign/utils.py | 11 +- test/test_rlign.py | 20 ++-- test/test_utils.py | 10 ++ 8 files changed, 322 insertions(+), 265 deletions(-) diff --git a/README.md b/README.md index bf61844..ed03ed3 100644 --- a/README.md +++ b/README.md @@ -33,22 +33,28 @@ normalizer = rlign.Rlign(scale_method='hrc') # Input shape has to be (samples, channels, len) ecg_aligned = normalizer.transform(ecg) -# You can update some configurations later on -template_ = rlign.Template(template_bpm=80) -normalizer.update_configuration(template=template_) +# You can set different configuration like median_beat-averaging or the template_bpm +normalizer = rlign.Rlign(scale_method='hrc', median_beat=True, template_bpm=80) ecg_aligned_80hz = normalizer.transform(ecg) ``` ### Configurations -* `sampling_rate`: Defines the sampling rate for all ECG recordings. +* `sampling_rate`: Defines the sampling rate for all ECG recordings and the template. Default is set to 500. -* `template`: A template ECG created with `create_template()` method. This template is - used as a reference for aligning R-peaks in the ECG signals. +* `seconds_len`: Determines the duration of all ECG recordings and the template in seconds. -* `select_lead`: Specifies the lead (e.g., 'Lead II', 'Lead V1') for R-peak detection. Different leads can provide varying levels of - clarity for these features. Selection via channel numbers 0,1,... . +* `template_bpm`: The desired normalized BPM value for the template. + This parameter sets the heart rate around which the QRST pattern + is structured, thereby standardizing the R-peak positions according to a specific BPM. + +* `offset`: The offset specifies the starting point for the first normalized QRS complex in the + template. In percentage of sampling_rate. Default is set to 0.5. + +* `select_lead`: Specifies the lead (e.g., 'Lead II', 'Lead V1') for R-peak detection. + Different leads can provide varying levels of clarity for these features. + Selection via channel numbers 0,1,... . * `num_workers`: Determines the number of CPU cores to be utilized for parallel processing. Increasing this number can speed up computations @@ -65,15 +71,16 @@ ecg_aligned_80hz = normalizer.transform(ecg) * `scale_method`: Selects the scaling method from options like 'resampling' or 'hrc'. This choice dictates the interval used for resampling the ECG signal, which can impact the quality of the processed signal. + Default is 'hrc'. * `remove_fails`: Determines the behavior when scaling is not possible. If set to True, the problematic ECG is excluded from the dataset. If False, - the original, unscaled ECG signal is returned instead. + the original, unscaled ECG signal is returned instead. Default is False. * `median_beat`: Calculates the median from a set of aligned beats and returns a single, representative beat. -* `silent`: Disable all warnings. +* `silent`: Disable all warnings. Default True. ## Citation Please use the following citation: diff --git a/examples/example.ipynb b/examples/example.ipynb index fd1cdeb..4af646e 100644 --- a/examples/example.ipynb +++ b/examples/example.ipynb @@ -11,8 +11,6 @@ }, { "cell_type": "code", - "execution_count": 1, - "outputs": [], "source": [ "import numpy as np\n", "import neurokit2 as nk\n", @@ -24,72 +22,83 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:53:44.744922Z", - "start_time": "2024-04-08T09:53:43.567874Z" + "end_time": "2024-09-05T11:53:40.293628Z", + "start_time": "2024-09-05T11:53:39.681764Z" } - } + }, + "outputs": [], + "execution_count": 1 }, { "cell_type": "code", - "execution_count": 2, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:53:44.748267Z", - "start_time": "2024-04-08T09:53:44.746252Z" + "end_time": "2024-09-05T11:53:40.296460Z", + "start_time": "2024-09-05T11:53:40.294717Z" } }, - "outputs": [], "source": [ - "template_ = rlign.Template(template_bpm=80)\n", - "\n", "normalizer = rlign.Rlign()\n", - "hrc_normalizer = rlign.Rlign(scale_method='hrc')\n", - "median_normalizer = rlign.Rlign(scale_method='hrc', median_beat=True)\n", - "\n", - "\n", - "normalizer.update_configuration(template=template_)\n", - "hrc_normalizer.update_configuration(template=template_)" - ] + "hrc_normalizer = rlign.Rlign(scale_method='hrc', template_bpm=80, offset=.01)\n", + "median_normalizer = rlign.Rlign(scale_method='hrc', median_beat=True, template_bpm=80, offset=.01)" + ], + "outputs": [], + "execution_count": 2 }, { "cell_type": "code", - "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2024-04-08T09:53:44.797590Z", - "start_time": "2024-04-08T09:53:44.749426Z" + "end_time": "2024-09-05T11:53:40.327305Z", + "start_time": "2024-09-05T11:53:40.296918Z" } }, + "source": [ + "ecg = np.expand_dims(nk.ecg_simulate(sampling_rate=500, heart_rate=50), (0, 1)).repeat(12, axis=1)\n", + "# standard ecg form: (sample x lead x time)\n", + "ecg.shape" + ], "outputs": [ { "data": { - "text/plain": "(1, 12, 5000)" + "text/plain": [ + "(1, 12, 5000)" + ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "ecg = np.expand_dims(nk.ecg_simulate(sampling_rate=500, heart_rate=50), (0, 1)).repeat(12, axis=1)\n", - "# standard ecg form: (sample x lead x time)\n", - "ecg.shape" - ] + "execution_count": 3 }, { "cell_type": "code", - "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2024-04-08T09:53:47.155773Z", - "start_time": "2024-04-08T09:53:44.796848Z" + "end_time": "2024-09-05T11:53:41.728488Z", + "start_time": "2024-09-05T11:53:40.328361Z" } }, + "source": [ + "plt.figure(figsize=(14, 6))\n", + "channel = 1\n", + "plt.plot(ecg[0].transpose(1,0)[:, channel], label=\"input ecg\")\n", + "\n", + "ret = hrc_normalizer.transform(ecg)\n", + "ret2 = median_normalizer.transform(ecg)\n", + "plt.plot(ret[0, channel, :] - 1.5, label=\"aligned (hrc)\")\n", + "plt.plot(ret2[0, channel, :] - 3, label=\"aligned (hrc + median)\")\n", + "plt.yticks([])\n", + "plt.legend(loc=\"lower right\")" + ], "outputs": [ { "data": { - "text/plain": "" + "text/plain": [ + "" + ] }, "execution_count": 4, "metadata": {}, @@ -97,25 +106,16 @@ }, { "data": { - "text/plain": "
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\n" 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" }, "metadata": {}, "output_type": "display_data" } ], - "source": [ - "plt.figure(figsize=(14, 6))\n", - "channel = 1\n", - "plt.plot(ecg[0].transpose(1,0)[:, channel], label=\"input ecg\")\n", - "\n", - "ret = hrc_normalizer.transform(ecg)\n", - "ret2 = median_normalizer.transform(ecg)\n", - "plt.plot(ret[0, channel, :] - 1.5, label=\"aligned (hrc)\")\n", - "plt.plot(ret2[0, channel, :] - 3, label=\"aligned (hrc + median)\")\n", - "plt.yticks([])\n", - "plt.legend(loc=\"lower right\")" - ] + "execution_count": 4 }, { "cell_type": "markdown", @@ -128,14 +128,12 @@ }, { "cell_type": "code", - "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2024-04-08T09:53:49.853441Z", - "start_time": "2024-04-08T09:53:47.159435Z" + "end_time": "2024-09-05T11:53:43.371378Z", + "start_time": "2024-09-05T11:53:41.729063Z" } }, - "outputs": [], "source": [ "from sklearn.pipeline import Pipeline\n", "from sklearn.linear_model import LogisticRegression\n", @@ -156,86 +154,84 @@ " ).reshape((1,1,5000))\n", " )\n", "abnormal_ecgs = np.concatenate(abnormal_ecgs, axis=0)" - ] + ], + "outputs": [], + "execution_count": 5 }, { "cell_type": "code", - "execution_count": 6, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:53:49.857030Z", - "start_time": "2024-04-08T09:53:49.853675Z" + "end_time": "2024-09-05T11:53:43.373759Z", + "start_time": "2024-09-05T11:53:43.371996Z" } }, - "outputs": [], "source": [ "X = np.concatenate([normal_ecgs, abnormal_ecgs], axis=0)\n", "y = [0] * len(normal_ecgs) + [1] * len(abnormal_ecgs)" - ] + ], + "outputs": [], + "execution_count": 6 }, { "cell_type": "code", - "execution_count": 7, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:53:49.860446Z", - "start_time": "2024-04-08T09:53:49.857302Z" + "end_time": "2024-09-05T11:53:43.375732Z", + "start_time": "2024-09-05T11:53:43.374360Z" } }, + "source": "normalizer = rlign.Rlign(select_lead=0, template_bpm=40)", "outputs": [], - "source": [ - "normalizer = rlign.Rlign(select_lead=0)\n", - "template_ = rlign.Template(template_bpm=40)\n", - "normalizer.update_configuration(template=template_)" - ] + "execution_count": 7 }, { "cell_type": "code", - "execution_count": 8, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:53:49.863794Z", - "start_time": "2024-04-08T09:53:49.860570Z" + "end_time": "2024-09-05T11:53:43.377789Z", + "start_time": "2024-09-05T11:53:43.376235Z" } }, - "outputs": [], "source": [ "pipe = Pipeline([(\"Aligner\", normalizer),\n", " (\"Eliminate-Multivaration\", MultivariateTransformer(estimator=FunctionTransformer(), flatten=True)),\n", " (\"LR\", LogisticRegression(max_iter=1000))])" - ] + ], + "outputs": [], + "execution_count": 8 }, { "cell_type": "code", - "execution_count": 9, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:54:14.279623Z", - "start_time": "2024-04-08T09:53:49.864024Z" + "end_time": "2024-09-05T11:53:50.885529Z", + "start_time": "2024-09-05T11:53:43.378387Z" } }, + "source": [ + "%%time\n", + "\n", + "print(f\"Balanced accuracy on non-aligned ECGs: {round(np.mean(cross_val_score(LogisticRegression(), X[:, 0], y)), 3)}\")\n", + "print(f\"Balanced accuracy on aligned ECGs: {round(np.mean(cross_val_score(pipe, X, y)), 3)}\")" + ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Balanced accuracy on non-aligned ECGs: 0.567\n", - "Balanced accuracy on aligned ECGs: 0.967\n", - "CPU times: user 6.75 s, sys: 1.84 s, total: 8.59 s\n", - "Wall time: 24.4 s\n" + "Balanced accuracy on non-aligned ECGs: 0.467\n", + "Balanced accuracy on aligned ECGs: 0.917\n", + "CPU times: user 201 ms, sys: 149 ms, total: 350 ms\n", + "Wall time: 7.51 s\n" ] } ], - "source": [ - "%%time\n", - "\n", - "print(f\"Balanced accuracy on non-aligned ECGs: {round(np.mean(cross_val_score(LogisticRegression(), X[:, 0], y)), 3)}\")\n", - "print(f\"Balanced accuracy on aligned ECGs: {round(np.mean(cross_val_score(pipe, X, y)), 3)}\")" - ] + "execution_count": 9 }, { "cell_type": "raw", @@ -248,26 +244,13 @@ }, { "cell_type": "code", - "execution_count": 10, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:54:17.614566Z", - "start_time": "2024-04-08T09:54:14.308543Z" + "end_time": "2024-09-05T11:53:51.796547Z", + "start_time": "2024-09-05T11:53:50.887268Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Balanced accuracy on non-aligned ECGs: 0.567\n", - "Balanced accuracy on aligned ECGs: 0.967\n", - "CPU times: user 5.74 s, sys: 898 ms, total: 6.64 s\n", - "Wall time: 3.3 s\n" - ] - } - ], "source": [ "%%time\n", "\n", @@ -278,7 +261,20 @@ "print(f\"Balanced accuracy on non-aligned ECGs: {round(np.mean(cross_val_score(LogisticRegression(), X[:, 0], y)), 3)}\")\n", "Xt = normalizer.transform(X)\n", "print(f\"Balanced accuracy on aligned ECGs: {round(np.mean(cross_val_score(pipe, Xt, y)), 3)}\")" - ] + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Balanced accuracy on non-aligned ECGs: 0.467\n", + "Balanced accuracy on aligned ECGs: 0.917\n", + "CPU times: user 163 ms, sys: 22.5 ms, total: 186 ms\n", + "Wall time: 907 ms\n" + ] + } + ], + "execution_count": 10 } ], "metadata": { diff --git a/examples/example_hz.ipynb b/examples/example_hz.ipynb index 25209a8..1a95151 100644 --- a/examples/example_hz.ipynb +++ b/examples/example_hz.ipynb @@ -11,8 +11,6 @@ }, { "cell_type": "code", - "execution_count": 1, - "outputs": [], "source": [ "import numpy as np\n", "import neurokit2 as nk\n", @@ -24,49 +22,37 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:55:01.913119Z", - "start_time": "2024-04-08T09:55:00.353967Z" + "end_time": "2024-09-05T12:10:21.094064Z", + "start_time": "2024-09-05T12:10:20.361807Z" } - } + }, + "outputs": [], + "execution_count": 1 }, { "cell_type": "code", - "execution_count": 2, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:55:01.916730Z", - "start_time": "2024-04-08T09:55:01.914702Z" + "end_time": "2024-09-05T12:10:21.097297Z", + "start_time": "2024-09-05T12:10:21.095202Z" } }, - "outputs": [], "source": [ - "normalizer = rlign.Rlign(scale_method=\"linear\")\n", - "hrc_normalizer = rlign.Rlign(scale_method='hrc')\n", - "template_ = rlign.Template(template_bpm=60)\n", - "normalizer.update_configuration(template=template_)\n", - "hrc_normalizer.update_configuration(template=template_)" - ] + "normalizer = rlign.Rlign(scale_method=\"linear\", template_bpm=60)\n", + "hrc_normalizer = rlign.Rlign(scale_method='hrc', template_bpm=60)" + ], + "outputs": [], + "execution_count": 2 }, { "cell_type": "code", - "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2024-04-08T09:55:01.925371Z", - "start_time": "2024-04-08T09:55:01.917380Z" + "end_time": "2024-09-05T12:10:21.102683Z", + "start_time": "2024-09-05T12:10:21.097932Z" } }, - "outputs": [ - { - "data": { - "text/plain": "(1, 12, 5000)" - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ "#ecg40 = np.expand_dims(nk.ecg_simulate(sampling_rate=500, heart_rate=40), (0, 1)).repeat(12, axis=1)\n", "#ecg80 = np.expand_dims(nk.ecg_simulate(sampling_rate=500, heart_rate=80), (0, 1)).repeat(12, axis=1)\n", @@ -75,35 +61,29 @@ "ecg80 = data[\"X80\"]\n", "# standard ecg form: (sample x lead x time)\n", "ecg40.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2024-04-08T09:55:06.300600Z", - "start_time": "2024-04-08T09:55:01.926029Z" - } - }, + ], "outputs": [ { "data": { - "text/plain": "(500.0, 1500.0)" + "text/plain": [ + "(1, 12, 5000)" + ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "text/plain": "
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\n" - }, - "metadata": {}, - "output_type": "display_data" } ], + "execution_count": 3 + }, + { + "cell_type": "code", + "metadata": { + "ExecuteTime": { + "end_time": "2024-09-05T12:10:23.800155Z", + "start_time": "2024-09-05T12:10:21.103285Z" + } + }, "source": [ "plt.figure(figsize=(14, 6))\n", "channel = 1\n", @@ -121,7 +101,30 @@ "plt.yticks([])\n", "plt.legend(loc=\"lower right\")\n", "plt.xlim([500, 1500])" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "(500.0, 1500.0)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 4 }, { "cell_type": "markdown", @@ -134,14 +137,12 @@ }, { "cell_type": "code", - "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2024-04-08T09:55:09.134294Z", - "start_time": "2024-04-08T09:55:06.306136Z" + "end_time": "2024-09-05T12:10:25.458949Z", + "start_time": "2024-09-05T12:10:23.801389Z" } }, - "outputs": [], "source": [ "from sklearn.pipeline import Pipeline\n", "from sklearn.linear_model import LogisticRegression\n", @@ -162,86 +163,84 @@ " ).reshape((1,1,5000))\n", " )\n", "abnormal_ecgs = np.concatenate(abnormal_ecgs, axis=0)" - ] + ], + "outputs": [], + "execution_count": 5 }, { "cell_type": "code", - "execution_count": 6, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:55:09.137804Z", - "start_time": "2024-04-08T09:55:09.135099Z" + "end_time": "2024-09-05T12:10:25.461346Z", + "start_time": "2024-09-05T12:10:25.459685Z" } }, - "outputs": [], "source": [ "X = np.concatenate([normal_ecgs, abnormal_ecgs], axis=0)\n", "y = [0] * len(normal_ecgs) + [1] * len(abnormal_ecgs)" - ] + ], + "outputs": [], + "execution_count": 6 }, { "cell_type": "code", - "execution_count": 7, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:55:09.140456Z", - "start_time": "2024-04-08T09:55:09.138386Z" + "end_time": "2024-09-05T12:10:25.463236Z", + "start_time": "2024-09-05T12:10:25.461869Z" } }, + "source": "normalizer = rlign.Rlign(select_lead=0, scale_method=\"hrc\", template_bpm=40)", "outputs": [], - "source": [ - "normalizer = rlign.Rlign(select_lead=0, scale_method=\"hrc\")\n", - "template_ = rlign.Template(template_bpm=40)\n", - "normalizer.update_configuration(template=template_)" - ] + "execution_count": 7 }, { "cell_type": "code", - "execution_count": 8, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:55:09.143549Z", - "start_time": "2024-04-08T09:55:09.141535Z" + "end_time": "2024-09-05T12:10:25.465459Z", + "start_time": "2024-09-05T12:10:25.463789Z" } }, - "outputs": [], "source": [ "pipe = Pipeline([(\"Aligner\", normalizer),\n", " (\"Eliminate-Multivaration\", MultivariateTransformer(estimator=FunctionTransformer(), flatten=True)),\n", " (\"LR\", LogisticRegression(max_iter=1000))])" - ] + ], + "outputs": [], + "execution_count": 8 }, { "cell_type": "code", - "execution_count": 9, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:55:32.071987Z", - "start_time": "2024-04-08T09:55:09.144562Z" + "end_time": "2024-09-05T12:10:33.021276Z", + "start_time": "2024-09-05T12:10:25.466117Z" } }, + "source": [ + "%%time\n", + "\n", + "print(f\"Balanced accuracy on non-aligned ECGs: {round(np.mean(cross_val_score(LogisticRegression(), X[:, 0], y)), 3)}\")\n", + "print(f\"Balanced accuracy on aligned ECGs: {round(np.mean(cross_val_score(pipe, X, y)), 3)}\")" + ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Balanced accuracy on non-aligned ECGs: 0.517\n", - "Balanced accuracy on aligned ECGs: 0.95\n", - "CPU times: user 4.83 s, sys: 998 ms, total: 5.83 s\n", - "Wall time: 22.9 s\n" + "Balanced accuracy on non-aligned ECGs: 0.583\n", + "Balanced accuracy on aligned ECGs: 0.983\n", + "CPU times: user 197 ms, sys: 148 ms, total: 345 ms\n", + "Wall time: 7.55 s\n" ] } ], - "source": [ - "%%time\n", - "\n", - "print(f\"Balanced accuracy on non-aligned ECGs: {round(np.mean(cross_val_score(LogisticRegression(), X[:, 0], y)), 3)}\")\n", - "print(f\"Balanced accuracy on aligned ECGs: {round(np.mean(cross_val_score(pipe, X, y)), 3)}\")" - ] + "execution_count": 9 }, { "cell_type": "raw", @@ -254,26 +253,13 @@ }, { "cell_type": "code", - "execution_count": 10, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:55:35.938101Z", - "start_time": "2024-04-08T09:55:32.078217Z" + "end_time": "2024-09-05T12:10:33.968409Z", + "start_time": "2024-09-05T12:10:33.022125Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Balanced accuracy on non-aligned ECGs: 0.517\n", - "Balanced accuracy on aligned ECGs: 0.95\n", - "CPU times: user 7.46 s, sys: 1.34 s, total: 8.8 s\n", - "Wall time: 3.85 s\n" - ] - } - ], "source": [ "%%time\n", "\n", @@ -284,20 +270,33 @@ "print(f\"Balanced accuracy on non-aligned ECGs: {round(np.mean(cross_val_score(LogisticRegression(), X[:, 0], y)), 3)}\")\n", "Xt = normalizer.transform(X)\n", "print(f\"Balanced accuracy on aligned ECGs: {round(np.mean(cross_val_score(pipe, Xt, y)), 3)}\")" - ] + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Balanced accuracy on non-aligned ECGs: 0.583\n", + "Balanced accuracy on aligned ECGs: 0.983\n", + "CPU times: user 160 ms, sys: 26 ms, total: 186 ms\n", + "Wall time: 943 ms\n" + ] + } + ], + "execution_count": 10 }, { "cell_type": "code", - "execution_count": 10, "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-08T09:55:35.948467Z", - "start_time": "2024-04-08T09:55:35.937807Z" + "end_time": "2024-09-05T12:10:33.970664Z", + "start_time": "2024-09-05T12:10:33.969207Z" } }, + "source": [], "outputs": [], - "source": [] + "execution_count": 10 } ], "metadata": { diff --git a/pyproject.toml b/pyproject.toml index eac1bd3..fae3a60 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -11,7 +11,7 @@ requires = [ [project] name='rlign' -version='1.0.post1' +version='1.0.post2' description='Beat normalization for ECG data.' readme = "README.md" requires-python = ">=3.11" diff --git a/rlign/rlign.py b/rlign/rlign.py index 5a5636b..bfed717 100644 --- a/rlign/rlign.py +++ b/rlign/rlign.py @@ -20,10 +20,16 @@ class Rlign(BaseEstimator, TransformerMixin, auto_wrap_output_keys=None): ECG, lead selection, and artifact correction. Parameters: - sampling_rate: Defines the sampling rate for all ECG recordings. + sampling_rate: Defines the sampling rate for all ECG recordings and the template. - template: Path or identifier for the template ECG. This template is - used as a reference for identifying R-peaks in the ECG signals. + seconds_len: Determines the duration of all ECG recordings and the template in seconds. + + template_bpm: The desired normalized BPM value for the template. This parameter sets the + heart rate around which the QRST pattern is structured, thereby standardizing the R-peak + positions according to a specific BPM. + + offset: The offset specifies the starting point for the first normalized QRS complex in the + template. In percentage of sampling_rate. Default is set to 0.01. select_lead: Specifies the lead (e.g., 'Lead II', 'Lead V1') for R-peak and QRST point detection. Different leads can provide varying levels of @@ -31,7 +37,7 @@ class Rlign(BaseEstimator, TransformerMixin, auto_wrap_output_keys=None): num_workers: Determines the number of CPU cores to be utilized for parallel processing. Increasing this number can speed up computations - but requires more system resources. + but requires more system resources. Default is set to 4. neurokit_method: Chooses the algorithm for R-peak detection from the NeuroKit package. Different algorithms may offer varying performance @@ -44,27 +50,30 @@ class Rlign(BaseEstimator, TransformerMixin, auto_wrap_output_keys=None): scale_method: Selects the scaling method from options 'identity', 'linear' or 'hrc'. This choice dictates the interval used for resampling the ECG signal, which can impact the quality of the processed signal. + Default is 'hrc'. remove_fails: Determines the behavior when scaling is not possible. If set to True, the problematic ECG is excluded from the dataset. If False, - the original, unscaled ECG signal is returned instead. + the original, unscaled ECG signal is returned instead. Default is False. median_beat: Calculates the median from a set of aligned beats and returns - a single, representative beat. + a single, representative beat. Default is False. - silent: Disable all warnings. + silent: Disable all warnings. Default True. """ - __allowed = ("sampling_rate", "template", "resample_method", - "select_lead", "num_workers", "neurokit_method", - "correct_artifacts", "scale_method") + __allowed = ("sampling_rate", "resample_method", "select_lead", + "num_workers", "neurokit_method", "correct_artifacts", + "scale_method", "seconds_len", "template_bpm", "offset", "silent") def __init__( self, sampling_rate: int = 500, - template: Template = None, + seconds_len: int = 10, + template_bpm: int = 60, + offset: float = .01, select_lead: int = 1, - num_workers: int = 8, # only applies for multiprocessing + num_workers: int = 4, neurokit_method: str = 'neurokit', correct_artifacts: bool = True, scale_method: str = 'hrc', @@ -72,13 +81,18 @@ def __init__( median_beat: bool = False, silent: bool = True ): - self.sampling_rate = sampling_rate - if template: - self.template = template - else: - self.template = Template( - sampling_rate=sampling_rate - ) + + self._sampling_rate = sampling_rate + self._offset = offset + self._template_bpm = template_bpm + self._seconds_len = seconds_len + + self.template = Template( + sampling_rate=self.sampling_rate, + offset=self.offset, + template_bpm=self.template_bpm, + seconds_len=self.seconds_len + ) self.select_lead = select_lead self.num_workers = num_workers self.neurokit_method = neurokit_method @@ -86,6 +100,7 @@ def __init__( self.remove_fails = remove_fails self.fails = [] self.median_beat = median_beat + self.silent = silent available_scale_methods = ['identity', 'linear', 'hrc'] if scale_method in available_scale_methods: @@ -97,13 +112,10 @@ def __init__( raise ValueError(f'No such scaling method, ' f'please use one of the following: {available_scale_methods}') - if silent: + if self.silent: warnings.filterwarnings("ignore") - def update_configuration( - self, - **kwargs - ): + def update_configuration(self, **kwargs): """ Enables modification of existing configuration settings as required. @@ -116,6 +128,50 @@ def update_configuration( assert (k in self.__class__.__allowed), f"Disallowed keyword passed: {k}" setattr(self, k, kwargs[k]) + @property + def offset(self): + return self._offset + + @property + def template_bpm(self): + return self._template_bpm + + @property + def seconds_len(self): + return self._seconds_len + + @property + def sampling_rate(self): + return self._sampling_rate + + @offset.setter + def offset(self, val): + self._offset = val + self._update_template() + + @sampling_rate.setter + def sampling_rate(self, val): + self._sampling_rate = val + self._update_template() + + @seconds_len.setter + def seconds_len(self, val): + self._seconds_len = val + self._update_template() + + @template_bpm.setter + def template_bpm(self, val): + self._template_bpm = val + self._update_template() + + def _update_template(self): + self.template = Template( + sampling_rate=self.sampling_rate, + offset=self.offset, + template_bpm=self.template_bpm, + seconds_len=self.seconds_len + ) + def _normalize_interval( self, source_ecg: np.ndarray, @@ -182,7 +238,6 @@ def _normalize_interval( return source_ecg[:, :self.template.intervals[0]], 1 case "hrc": - template_rr_dist = template_starts[2] - template_starts[1] dist_upper_template = int((self.template.bpm / 280+0.14) * template_rr_dist) dist_lower_template = int((-self.template.bpm / 330 + 0.96) * template_rr_dist) @@ -272,10 +327,7 @@ def fit(self, X: np.ndarray, y=None): """ return self - def _template_transform( - self, - ecg: np.ndarray, - ): + def _template_transform(self, ecg: np.ndarray): """ Normalizes the ECG by recentering R-peaks at equally spaced intervals, as defined in the template. The QRST-complexes are added, and the baselines are interpolated to match the new connections between complexes. @@ -329,11 +381,7 @@ def _template_transform( hr=hr ) - def transform( - self, - X: np.ndarray, - y=None - ) -> np.ndarray: + def transform(self, X: np.ndarray, y=None) -> np.ndarray: """ Normalizes and returns the ECGs with multiprocessing. diff --git a/rlign/utils.py b/rlign/utils.py index 8e53dc8..303ca12 100644 --- a/rlign/utils.py +++ b/rlign/utils.py @@ -18,7 +18,7 @@ class Template(object): def __init__(self, seconds_len: float = 10, sampling_rate: int = 500, - template_bpm: int = 40, + template_bpm: int = 60, offset: float = 0.5): """ Creates a binary template pattern for an ECG, specifically designed for positioning the QRST interval. @@ -38,21 +38,22 @@ def __init__(self, positions according to a specific BPM. offset: The offset specifies the starting point for the first normalized QRS complex in the - template. + template. In percentage of sampling_rate. Note: This class is integral to the ECG analysis process, providing a foundational template for subsequent signal processing and interpretation. """ - + if not (0 <= offset < 1): + raise ValueError("Parameter offset must be between 0 and 1.") offset = int(offset * sampling_rate) total_len = seconds_len * sampling_rate template_bpm_len = (template_bpm / 60) * seconds_len self.bpm = template_bpm # compute spacing between rpeaks - template_intervals = [int((total_len - offset) / template_bpm_len)] * int(template_bpm_len) + template_intervals = [int(total_len / template_bpm_len)] * int(template_bpm_len) # get equally spaced r-peak positions template_rpeaks = np.cumsum([offset, *template_intervals]) @@ -111,6 +112,8 @@ def find_rpeaks( logging.warning(f'Failure in neurokit: {e}\n') return None, None + if not len(rpeaks): + return None, None return rpeaks diff --git a/test/test_rlign.py b/test/test_rlign.py index 4b44472..c5639db 100644 --- a/test/test_rlign.py +++ b/test/test_rlign.py @@ -22,11 +22,8 @@ def test_multi_processing(self): print(self.X.shape) - normalizer_single_cpu = rlign.Rlign(num_workers=1, select_lead=0) - normalizer_multiple_cpu = rlign.Rlign(num_workers=8, select_lead=0) - template_ = rlign.Template(template_bpm=40) - normalizer_single_cpu.update_configuration(template=template_) - normalizer_multiple_cpu.update_configuration(template=template_) + normalizer_single_cpu = rlign.Rlign(num_workers=1, select_lead=0, template_bpm=40) + normalizer_multiple_cpu = rlign.Rlign(num_workers=8, select_lead=0, template_bpm=40) start_time = time.time() normalizer_single_cpu.transform(self.X) @@ -41,9 +38,7 @@ def test_multi_processing(self): self.assertLess(diff_multiple, diff_single) def test_scale_method(self): - normalizer_hrc = rlign.Rlign(num_workers=1, select_lead=0, scale_method="hrc") - template_ = rlign.Template(template_bpm=40) - normalizer_hrc.update_configuration(template=template_) + normalizer_hrc = rlign.Rlign(num_workers=1, select_lead=0, scale_method="hrc", template_bpm=40) X_trans = normalizer_hrc.transform(self.X[:10]) self.assertEquals(X_trans.shape, (10, 1, 5000)) @@ -51,11 +46,10 @@ def test_scale_method(self): rlign.Rlign(num_workers=1, select_lead=0, scale_method="equal") def test_zero(self): - normalizer_hrc = rlign.Rlign(num_workers=1, select_lead=0, scale_method="hrc", remove_fails=False) - template_ = rlign.Template(template_bpm=40) - normalizer_hrc.update_configuration(template=template_) - X_trans = normalizer_hrc.transform(np.zeros((1,12,5000))) - self.assertTrue(np.array_equal(X_trans, np.zeros((1,12,5000)))) + normalizer_hrc = rlign.Rlign(num_workers=1, select_lead=0, scale_method="hrc", + remove_fails=False, template_bpm=40) + X_trans = normalizer_hrc.transform(np.zeros((1, 12, 5000))) + self.assertTrue(np.array_equal(X_trans, np.zeros((1, 12, 5000)))) a = np.concatenate([np.zeros((1, 1, 5000)), self.X[:10]], axis=0) X_trans = normalizer_hrc.transform(a) diff --git a/test/test_utils.py b/test/test_utils.py index 82fa422..34619a5 100644 --- a/test/test_utils.py +++ b/test/test_utils.py @@ -33,3 +33,13 @@ def test_find_rpeaks(self): ret = find_rpeaks(0*self.ecg_500hz_10s, sampling_rate=500) self.assertIsNone(ret[0]) self.assertIsNone(ret[1]) + + def test_interval_length(self): + offset = .5 + sampling_rate = 500 + template60 = Template(seconds_len=10, sampling_rate=sampling_rate, template_bpm=60, offset=offset) + self.assertEquals(np.min(template60.intervals), sampling_rate) + self.assertEquals(np.max(template60.intervals), sampling_rate) + self.assertEquals(np.min(template60.rpeaks), int(offset*sampling_rate)) + self.assertEquals(np.min(np.diff(template60.rpeaks)), sampling_rate) + self.assertEquals(np.max(np.diff(template60.rpeaks)), sampling_rate)