234 lines (233 with data), 102.3 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/homes/jwuelfingen/miniconda3/envs/master/lib/python3.12/site-packages/IPython/core/magics/osm.py:417: UserWarning: This is now an optional IPython functionality, setting dhist requires you to install the `pickleshare` library.\n",
" self.shell.db['dhist'] = compress_dhist(dhist)[-100:]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/homes/jwuelfingen/Projects/Wearable-Sleep-Event-Detection\n"
]
}
],
"source": [
"%cd ..\n",
"\n",
"from wearsed.dataset.WearSEDDataset import WearSEDDataset\n",
"from tqdm import tqdm\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"AHIs = {i/2: 0 for i in range(100)}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"dataset = WearSEDDataset()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 3/3 [00:00<00:00, 6647.07it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Very high AHI detected: 77.5 in 6\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"for recording in tqdm([dataset[0], dataset[1], dataset[2]]):\n",
" ahi = round(recording.get_ahi()*2)/2\n",
" if ahi not in AHIs.keys():\n",
" print(f'Very high AHI detected: {ahi} in {recording.id}')\n",
" AHIs[ahi] = 0\n",
" AHIs[ahi] += 1"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"pd.Series(AHIs).to_csv('AHIs.csv', index=False) "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 3/3 [00:00<00:00, 3171.10it/s]\n"
]
}
],
"source": [
"event_durations = {i: 0 for i in range(100)}\n",
"\n",
"for recording in tqdm([dataset[0], dataset[1], dataset[2]]):\n",
" events = recording.get_events(['Hypopnea', 'Obstructive apnea'])\n",
" for event in events:\n",
" duration = round(event.duration)\n",
" if duration not in event_durations.keys():\n",
" print(f'Very high duration detected: {duration} in {recording.id}')\n",
" event_durations[duration] = 0\n",
" event_durations[duration] += 1"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.Series(event_durations).plot()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.read_csv('Notebooks/AHIs.csv').plot()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.read_csv('Notebooks/event_durations.csv').plot()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "master",
"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": "3.12.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}