Add ECG rate classification tutorial#1999
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briangow
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Thanks @victoriajrosenthal . I added some "Suggested" and "Optional" comments in the code.
Additionally, I'd suggest removing the !pip install block at the beginning for consistency with other notebooks in this repo (which don't do the environment setup), and the empty block at the end. Optionally, you could also add an overview at the top describing what the notebook does and more comments about what a given block is doing.
Happy to merge this as-is but if you have time to make some of these changes that'd be great.
| "\n", | ||
| "rec_path = '/files/p1000/p10000117/s45090959/45090959'\n", | ||
| "recordid = \"45090959\"\n", | ||
| "rd_record = wfdb.rdrecord(recordid, pn_dir='mimic-iv-ecg/1.0/files/p1000/p10000117/s45090959')" |
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Optional: you define rec_path but then don't use it in pn_dir. You could so something similar to what you do further below when you pass {folder_path} to pn_dir.
| } | ||
| ], | ||
| "source": [ | ||
| "#BG not sure if the plot is necessary / helpful, could just list the available signals and info keys\n", |
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Suggested: remove this feedback comment.
| "\n", | ||
| "rec_path = '/files/p1000/p10000635/s40067704/40067704'\n", | ||
| "recordid = \"40067704\"\n", | ||
| "rd_record = wfdb.rdrecord(recordid, pn_dir='mimic-iv-ecg/1.0/files/p1000/p10000635/s40067704')\n", |
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Optional: Same thought as above, you define rec_path but then don't use it.
| "text/plain": [ | ||
| "<Figure size 2400x1800 with 12 Axes>" | ||
| ], | ||
| "image/png": 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| ], | ||
| "image/png": 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This PR adds an ECG python notebook intended for rate classification. The code loops through specified number of records, identifies r-peaks, and calculates heart rate and short-term HRV. Classifies heart rates into three categories: brachycardia, tachycardia, and sinus rhythms. Provides summary statistics for each classification.