Skip to content

Instantly share code, notes, and snippets.

@karlnapf
Created August 9, 2017 18:09
Show Gist options
  • Save karlnapf/f4ff9a69e5baede838212c2a9f5947ab to your computer and use it in GitHub Desktop.
Save karlnapf/f4ff9a69e5baede838212c2a9f5947ab to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"% matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# all this is for a single patient, for multiple ones, you would stack the generated matrix on the bottom"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"a=0.1\n",
"\n",
"t_start = pd.to_datetime(\"2017-01-01\")\n",
"t_length_in_weeks = 12\n",
"t_end = t_start + pd.DateOffset(weeks=t_length_in_weeks)\n",
"\n",
"times = pd.date_range(start=t_start, end=t_end, freq=\"h\")\n",
"N = len(times)\n",
"\n",
"# heart reate: a simple AR1 process\n",
"Xs = [0]\n",
"for _ in np.arange(N-1)+1:\n",
" Xs += [Xs[-1]*0.9 + np.random.randn()*1]\n",
"\n",
"Xs = np.array(Xs)*3 + 90 "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3b682fcbd0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA3EAAAEfCAYAAADvFU9PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3b3f4748d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.DataFrame(data=Xs, index=times, columns=[\"hr\"])\n",
"df.plot(figsize=(15,4))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"death_time = df.index[np.random.randint(len(df.index))]\n",
"\n",
"# zero heart reate after death\n",
"df[\"hr\"].loc[df.index>=death_time]=0\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3b3bead0d0>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA3EAAAEfCAYAAADvFU9PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAC0kP8HUGDedKZtQNQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3b3f4745d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(figsize=(15,4))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" hr\n",
"2017-01-01 00:00:00 90.000000\n",
"2017-01-01 01:00:00 89.919078\n",
"2017-01-01 02:00:00 93.330102\n",
"2017-01-01 03:00:00 93.160174\n",
"2017-01-01 04:00:00 91.781081\n",
"2017-01-01 05:00:00 86.894013\n",
"2017-01-01 06:00:00 87.243970\n",
"2017-01-01 07:00:00 89.162706\n",
"2017-01-01 08:00:00 85.452989\n",
"2017-01-01 09:00:00 87.685735\n",
"2017-01-01 10:00:00 89.708122\n",
"2017-01-01 11:00:00 97.759499\n",
"2017-01-01 12:00:00 91.464375\n",
"2017-01-01 13:00:00 94.203821\n",
"2017-01-01 14:00:00 98.703447\n",
"2017-01-01 15:00:00 93.090286\n",
"2017-01-01 16:00:00 90.375382\n",
"2017-01-01 17:00:00 87.379582\n",
"2017-01-01 18:00:00 82.157844\n",
"2017-01-01 19:00:00 86.825046\n",
"2017-01-01 20:00:00 88.674429\n",
"2017-01-01 21:00:00 89.506545\n",
"2017-01-01 22:00:00 91.001290\n",
"2017-01-01 23:00:00 92.956011\n",
"2017-01-02 00:00:00 96.569428\n"
]
}
],
"source": [
"# downsampling illustration, here is the first day of hourly measurements\n",
"print df[:25]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" hr\n",
"2017-01-01 90.000000\n",
"2017-01-02 96.569428\n",
"2017-01-03 90.293561\n",
"2017-01-04 88.845881\n",
"2017-01-05 83.485757\n"
]
}
],
"source": [
"# only taking the values exactly every day, compare with above\n",
"df_resampled = df.resample('D').ffill()\n",
"print df_resampled.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df_features = pd.DataFrame(index=df_resampled.index)\n",
"\n",
"# could have more than heart rate in the df for the patient\n",
"for var in df_resampled.columns:\n",
" df_features[\"%s-raw\"%var]=df_resampled[var]\n",
" \n",
" # lagged features\n",
" df_features[\"%s-lagged_1d\"%var] = df_resampled[var].shift(1)\n",
" df_features[\"%s-lagged_5d\"%var] = df_resampled[var].shift(5)\n",
"\n",
" # filters\n",
" window_days=6\n",
" df_features[\"%s-filter_mean_%dd\" % (var,window_days)] = df_resampled[var].rolling(window_days).mean()\n",
" df_features[\"%s-filter_median_%dd\" % (var,window_days)] = df_resampled[var].rolling(window_days).median()\n",
" df_features[\"%s-filter_min_%dd\" % (var,window_days)] = df_resampled[var].rolling(window_days).min()\n",
" df_features[\"%s-filter_max_%dd\" % (var, window_days)] = df_resampled[var].rolling(window_days).max()\n",
"\n",
"#forward fill missing values (since some might be NaN)\n",
"df_features.ffill(inplace=True)\n",
"\n",
"# drop rows with NaNs\n",
"df_features.dropna(axis=0, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>hr-raw</th>\n",
" <th>hr-lagged_1d</th>\n",
" <th>hr-lagged_5d</th>\n",
" <th>hr-filter_mean_6d</th>\n",
" <th>hr-filter_median_6d</th>\n",
" <th>hr-filter_min_6d</th>\n",
" <th>hr-filter_max_6d</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2017-01-06</th>\n",
" <td>95.450301</td>\n",
" <td>83.485757</td>\n",
" <td>90.000000</td>\n",
" <td>90.774155</td>\n",
" <td>90.146780</td>\n",
" <td>83.485757</td>\n",
" <td>96.569428</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-07</th>\n",
" <td>79.435586</td>\n",
" <td>95.450301</td>\n",
" <td>96.569428</td>\n",
" <td>89.013419</td>\n",
" <td>89.569721</td>\n",
" <td>79.435586</td>\n",
" <td>96.569428</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-08</th>\n",
" <td>96.058359</td>\n",
" <td>79.435586</td>\n",
" <td>90.293561</td>\n",
" <td>88.928241</td>\n",
" <td>89.569721</td>\n",
" <td>79.435586</td>\n",
" <td>96.058359</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-09</th>\n",
" <td>100.281260</td>\n",
" <td>96.058359</td>\n",
" <td>88.845881</td>\n",
" <td>90.592857</td>\n",
" <td>92.148091</td>\n",
" <td>79.435586</td>\n",
" <td>100.281260</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-10</th>\n",
" <td>100.921570</td>\n",
" <td>100.281260</td>\n",
" <td>83.485757</td>\n",
" <td>92.605472</td>\n",
" <td>95.754330</td>\n",
" <td>79.435586</td>\n",
" <td>100.921570</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" hr-raw hr-lagged_1d hr-lagged_5d hr-filter_mean_6d \\\n",
"2017-01-06 95.450301 83.485757 90.000000 90.774155 \n",
"2017-01-07 79.435586 95.450301 96.569428 89.013419 \n",
"2017-01-08 96.058359 79.435586 90.293561 88.928241 \n",
"2017-01-09 100.281260 96.058359 88.845881 90.592857 \n",
"2017-01-10 100.921570 100.281260 83.485757 92.605472 \n",
"\n",
" hr-filter_median_6d hr-filter_min_6d hr-filter_max_6d \n",
"2017-01-06 90.146780 83.485757 96.569428 \n",
"2017-01-07 89.569721 79.435586 96.569428 \n",
"2017-01-08 89.569721 79.435586 96.058359 \n",
"2017-01-09 92.148091 79.435586 100.281260 \n",
"2017-01-10 95.754330 79.435586 100.921570 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAEfCAYAAACzultCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIifRSSRURERET6/H8gcxW1ixgCnwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3b3a386c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_features.plot(figsize=(12,4))\n",
"df_features.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# labels\n",
"df_labels = pd.DataFrame(data=None, index=df_features.index)\n",
"\n",
"df_labels[\"dead\"]=df_features[\"hr-raw\"]==0\n",
"\n",
"dies_in_days=1\n",
"df_labels[\"dead_in_%dd\" % dies_in_days]=df_features[\"hr-raw\"].shift(-dies_in_days)==0\n",
"\n",
"dies_in_days=7\n",
"df_labels[\"dead_in_%dd\" % dies_in_days]=df_features[\"hr-raw\"].shift(-dies_in_days)==0\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3b3a346dd0>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsYAAAEfCAYAAABCsQDPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLCIiIiICwP8HUewiskDZH1gAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3b3a0b62d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_labels.plot(figsize=(12,4))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3b39fc74d0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA3EAAAEfCAYAAADvFU9PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3b3a39ca10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA20AAAEfCAYAAADShy4pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSJGWYoU2SJEmSMuz/A4Wkwoql94HOAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3b3a39c250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# only keep labels and features while patient is alive\n",
"df_features=df_features.loc[df_labels[\"dead\"]==False]\n",
"df_labels=df_labels.loc[df_labels[\"dead\"]==False]\n",
"df_features.plot(figsize=(15,4))\n",
"df_labels.plot(figsize=(15,4))\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(52, 7)\n",
"(52,)\n"
]
}
],
"source": [
"# predicting whether a patient dies in 1d\n",
"feature_matrix = df_features.values\n",
"labels = df_labels[\"dead_in_1d\"]\n",
"\n",
"print feature_matrix.shape\n",
"print labels.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now if you have another patient, you would do the same thing again and then concatenate the data, i.e. get a feature matrix with more rows and a vector with more entries.\n",
"\n",
"You can then train you model on half of the patients, and test on the other half (maybe for some subset of the time)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@olinguyen
Copy link

Thanks a lot for this, it was really helpful!

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment