{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":59093,"databundleVersionId":7469972,"sourceType":"competition"}],"dockerImageVersionId":30646,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# How ECG is analyzed in Neuroscience.\nWhile there exist a number of really good solutions, so far the space of ECG features wasn't explored much. In this notebook, I will show you how to generate features from ECG channel with the help of 'neurokit2' python package\n\nFor a general overview, please see [this](https://www.kaggle.com/competitions/hms-harmful-brain-activity-classification/discussion/467129) Discussion post. Likewise, if you want to learn how to work with EEG, follow my earlier post [here](https://www.kaggle.com/competitions/hms-harmful-brain-activity-classification/discussion/466768).\n\nIn short, by the end of the notebook, you will learn that ECG is a special time-series data, and that you should work with it separately from other EEG channels. Most importantly you will learn how to extract R peaks, ECG-derived respiration and other neccessary cardiac features. Some of them are shown in a figure below:\n\n\n<br>\nP.S. If you computed all the neccessary features, you can get a score of 0.48 trained with Hist Gradient Boosting Classifier with data from ECG channel alone :)\n\nStay tuned for a similar tutorial on extracting relevant features from EEG.\n\n<br>\n\n\n![output-onlinepngtools.png](attachment:619ed981-0847-4586-9a06-9d242352bfa5.png)\n","metadata":{},"attachments":{"619ed981-0847-4586-9a06-9d242352bfa5.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"#### First things first, let's install neurokit2 and import necessary libraries","metadata":{}},{"cell_type":"code","source":"%%capture\n!pip install neurokit2;","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:30.671582Z","iopub.execute_input":"2024-02-05T22:09:30.671967Z","iopub.status.idle":"2024-02-05T22:09:43.033992Z","shell.execute_reply.started":"2024-02-05T22:09:30.671938Z","shell.execute_reply":"2024-02-05T22:09:43.032907Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import os\nimport numpy as np\nimport pandas as pd\n\nimport matplotlib.pyplot as plt\n\nimport neurokit2 as nk","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-02-05T22:09:43.036564Z","iopub.execute_input":"2024-02-05T22:09:43.037507Z","iopub.status.idle":"2024-02-05T22:09:44.489487Z","shell.execute_reply.started":"2024-02-05T22:09:43.037470Z","shell.execute_reply":"2024-02-05T22:09:44.488568Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Let's import train EEG for just 1 exemplary subject","metadata":{}},{"cell_type":"code","source":"fname = '/kaggle/input/hms-harmful-brain-activity-classification/train_eegs/1002142157.parquet'\neeg = pd.read_parquet(fname)\necg = eeg['EKG']","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:44.494481Z","iopub.execute_input":"2024-02-05T22:09:44.494717Z","iopub.status.idle":"2024-02-05T22:09:44.654803Z","shell.execute_reply.started":"2024-02-05T22:09:44.494696Z","shell.execute_reply":"2024-02-05T22:09:44.654026Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# let's take first 10_000 timepoints, \n# which correspond to 50s of recording\noffset = 10_000\nplt.plot(np.linspace(0,50,len(ecg[:offset])),ecg[:offset])","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:44.658973Z","iopub.execute_input":"2024-02-05T22:09:44.661106Z","iopub.status.idle":"2024-02-05T22:09:45.191248Z","shell.execute_reply.started":"2024-02-05T22:09:44.661061Z","shell.execute_reply":"2024-02-05T22:09:45.190391Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### The signal is clearly too noisy to detect heart related activity, specifically there seem to be some high-frequency noise. Let's define filtering function, and focus on heart-plausible frequency band. 0.05 to 20 Hz should be a reasonable range, as heart doesn't beat faster than 20 times a second","metadata":{}},{"cell_type":"code","source":"from scipy.signal import butter, lfilter, resample\n\ndef bandpass_filter(data, L_freq=0.05,H_freq=20, sampling_rate=200, downsample=None):\n    \"\"\"\n    Apply filter and optionally downsample data\n    \n    Arguments\n    -----------------------------------------------------\n    data:          numpy array with your data\n    L_cutoff:      float, lowest frequency in a bandpass\n    H_cutoff:      float, highest frequency in a bandpass\n    sampling_rate: int, in Hz\n    downsample:    int, the number of points which should \n                   the resulting signal contain (i.e, if\n                   data originally has 10_000 t-points at \n                   200 Hz, setting downsample=2_500 will\n                   downsample the data to 50 Hz)\n    \n    Code adapted from @crdeott\n    \"\"\"\n    \n    # Some \n    data = np.nan_to_num(data,nan=0.0)\n    \n    nyquist = 0.5 * sampling_rate\n    L_cutoff = L_freq / nyquist\n    H_cutoff = H_freq / nyquist\n    \n    \n    b, a = butter(4, [L_cutoff, H_cutoff], btype='bandpass', analog=False)\n    filtered_data = lfilter(b, a, data, axis=0)\n    # Downsample from 10_000 to 2_500, i.e.:\n    # 200Hz to 50Hz\n    if downsample:\n        filtered_data = resample(filtered_data,downsample)\n    return filtered_data","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:45.192566Z","iopub.execute_input":"2024-02-05T22:09:45.193147Z","iopub.status.idle":"2024-02-05T22:09:45.200793Z","shell.execute_reply.started":"2024-02-05T22:09:45.193117Z","shell.execute_reply":"2024-02-05T22:09:45.200070Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"ecg_filtered = bandpass_filter(ecg[:offset])","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:45.202020Z","iopub.execute_input":"2024-02-05T22:09:45.202581Z","iopub.status.idle":"2024-02-05T22:09:45.215478Z","shell.execute_reply.started":"2024-02-05T22:09:45.202553Z","shell.execute_reply":"2024-02-05T22:09:45.214572Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Now we see individual peaks in heart activity","metadata":{}},{"cell_type":"code","source":"plt.plot(np.linspace(0,50,len(ecg_filtered)),ecg_filtered)","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:45.216924Z","iopub.execute_input":"2024-02-05T22:09:45.217466Z","iopub.status.idle":"2024-02-05T22:09:45.406460Z","shell.execute_reply.started":"2024-02-05T22:09:45.217432Z","shell.execute_reply":"2024-02-05T22:09:45.405361Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Feature # 1 R-peaks \nLet's try detecting R peaks with neurokit2","metadata":{}},{"cell_type":"code","source":"_,info = nk.ecg_peaks(ecg_filtered, sampling_rate=200)","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:45.407719Z","iopub.execute_input":"2024-02-05T22:09:45.408287Z","iopub.status.idle":"2024-02-05T22:09:45.420165Z","shell.execute_reply.started":"2024-02-05T22:09:45.408255Z","shell.execute_reply":"2024-02-05T22:09:45.419195Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"info","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:45.422696Z","iopub.execute_input":"2024-02-05T22:09:45.422941Z","iopub.status.idle":"2024-02-05T22:09:45.429202Z","shell.execute_reply.started":"2024-02-05T22:09:45.422921Z","shell.execute_reply":"2024-02-05T22:09:45.428306Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.plot(ecg_filtered)\nrpeaks = info[\"ECG_R_Peaks\"]\nplt.plot(rpeaks, ecg_filtered[rpeaks], \"x\")","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:45.430276Z","iopub.execute_input":"2024-02-05T22:09:45.430534Z","iopub.status.idle":"2024-02-05T22:09:45.624900Z","shell.execute_reply.started":"2024-02-05T22:09:45.430512Z","shell.execute_reply":"2024-02-05T22:09:45.624115Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Feature # 2 Heart rate\nThe simplest thing we could do, is to compute the heart rate with R peaks","metadata":{}},{"cell_type":"code","source":"print(f\" Heart rate is {len(rpeaks)/50*60} BPM\")","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:45.626192Z","iopub.execute_input":"2024-02-05T22:09:45.626480Z","iopub.status.idle":"2024-02-05T22:09:45.630891Z","shell.execute_reply.started":"2024-02-05T22:09:45.626458Z","shell.execute_reply":"2024-02-05T22:09:45.630044Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"alternatively, we could use a method from neurokit2 to calculate heart-rate over time, and that should be another feature BTW :)","metadata":{}},{"cell_type":"code","source":"heart_rate = nk.ecg_rate(rpeaks,sampling_rate=200)\nplt.plot(heart_rate)\nplt.ylabel('BPM')","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:45.631977Z","iopub.execute_input":"2024-02-05T22:09:45.632217Z","iopub.status.idle":"2024-02-05T22:09:45.787169Z","shell.execute_reply.started":"2024-02-05T22:09:45.632197Z","shell.execute_reply":"2024-02-05T22:09:45.786324Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Clean ECG\n\nWhile our filtering might be sufficient for detecting the R-peaks, the data is definitely not clean enough for extracting other features from ECG, so that's what we are going to do now.","metadata":{}},{"cell_type":"code","source":"# here we take original data, non-filtered ecg\necg_cleaned = nk.ecg_clean(ecg[:offset],sampling_rate=200)","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:45.788385Z","iopub.execute_input":"2024-02-05T22:09:45.788641Z","iopub.status.idle":"2024-02-05T22:09:45.797981Z","shell.execute_reply.started":"2024-02-05T22:09:45.788618Z","shell.execute_reply":"2024-02-05T22:09:45.796967Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# now, filtered ecg\necg_filtered_cleaned = nk.ecg_clean(ecg_filtered,sampling_rate=200)","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:45.799201Z","iopub.execute_input":"2024-02-05T22:09:45.799465Z","iopub.status.idle":"2024-02-05T22:09:45.808990Z","shell.execute_reply.started":"2024-02-05T22:09:45.799443Z","shell.execute_reply":"2024-02-05T22:09:45.808279Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"for comparison, let's plot 3 ECG next to each other","metadata":{}},{"cell_type":"code","source":"fig,axs = plt.subplots(4,1,figsize=(15,20))\n\nX = np.linspace(0,50,offset)\n\naxs[0].plot(X,ecg[:offset])\naxs[0].set_title('Raw ecg')\n\naxs[1].plot(X,ecg_filtered)\naxs[1].set_title('Filtered ecg')\n\naxs[2].plot(X,ecg_cleaned)\naxs[2].set_title('Cleaned ecg')\n\n\naxs[3].plot(X,ecg_filtered_cleaned)\naxs[3].set_title('Filtered + cleaned ecg')\n","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:45.810139Z","iopub.execute_input":"2024-02-05T22:09:45.810439Z","iopub.status.idle":"2024-02-05T22:09:47.025766Z","shell.execute_reply.started":"2024-02-05T22:09:45.810415Z","shell.execute_reply":"2024-02-05T22:09:47.024691Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"info = nk.signal_findpeaks(ecg[:offset])","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:47.026724Z","iopub.execute_input":"2024-02-05T22:09:47.026963Z","iopub.status.idle":"2024-02-05T22:09:48.809195Z","shell.execute_reply.started":"2024-02-05T22:09:47.026942Z","shell.execute_reply":"2024-02-05T22:09:48.808539Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Feature 3: Compute Phase","metadata":{}},{"cell_type":"code","source":"info = nk.ecg_phase(ecg_cleaned, sampling_rate=200)\ninfo","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:48.810288Z","iopub.execute_input":"2024-02-05T22:09:48.811267Z","iopub.status.idle":"2024-02-05T22:09:50.291036Z","shell.execute_reply.started":"2024-02-05T22:09:48.811240Z","shell.execute_reply":"2024-02-05T22:09:50.289817Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### And yeah, all those NaNs, are due to suboptimal signal quality","metadata":{}},{"cell_type":"code","source":"plt.plot(info['ECG_Phase_Completion_Atrial'])","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:50.292368Z","iopub.execute_input":"2024-02-05T22:09:50.292672Z","iopub.status.idle":"2024-02-05T22:09:50.474766Z","shell.execute_reply.started":"2024-02-05T22:09:50.292650Z","shell.execute_reply":"2024-02-05T22:09:50.474016Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Feature 4: ECG-derived respiration (EDR)","metadata":{}},{"cell_type":"code","source":"rpeaks, info = nk.ecg_peaks(ecg_filtered_cleaned, sampling_rate=200)\necg_rate = nk.signal_rate(rpeaks, sampling_rate=200, desired_length=len(rpeaks))\necg_rsp = nk.ecg_rsp(ecg_rate, sampling_rate=200)\nplt.plot(X,ecg_rsp)","metadata":{"execution":{"iopub.status.busy":"2024-02-05T22:09:50.475805Z","iopub.execute_input":"2024-02-05T22:09:50.476046Z","iopub.status.idle":"2024-02-05T22:09:50.640456Z","shell.execute_reply.started":"2024-02-05T22:09:50.476024Z","shell.execute_reply":"2024-02-05T22:09:50.639571Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Conclusion\n\nThese were some of the features you can compute from ECG data, to try in you pipelines. Feel free to explore more at https://neuropsychology.github.io/NeuroKit/introduction.html\n","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}