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@polinabee
Created December 18, 2020 14:38
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Hospital length of stay: data exploration and prediction model
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{
"cells": [
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import numpy as np\n",
"\n",
"from scipy.stats import uniform, randint\n",
"from sklearn.metrics import auc, accuracy_score, confusion_matrix, mean_squared_error\n",
"from sklearn.model_selection import cross_val_score, GridSearchCV, KFold, RandomizedSearchCV, train_test_split\n",
"from sklearn import preprocessing\n",
"\n",
"import xgboost as xgb\n",
"\n",
"import datetime\n",
"\n",
"import category_encoders as ce\n",
"\n",
"from sklearn.experimental import enable_iterative_imputer\n",
"from sklearn.impute import IterativeImputer\n",
"from sklearn.linear_model import BayesianRidge\n",
"\n",
"\n",
"np.random.seed(3123)\n",
"sns.set_style(\"whitegrid\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Exploration\n",
"I start off by familiarizing myself with the data and plotting distributions of the length of stay against various categorical variables. This helps me decide which parameters to use as dummy variables vs as categorical encodings. Fields that contain many different variables should not be one-hot encoded because it would increase the data set size without adding valuable information.\n",
"In the box plots, lots of variability between the parameters is good for predictions, since it means that certain characteristics of those fields highly correlate to length of stay."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>HOSPITAL_EXPIRE_FLAG</th>\n",
" <th>subject_id</th>\n",
" <th>hadm_id</th>\n",
" <th>icustay_id</th>\n",
" <th>HeartRate_Min</th>\n",
" <th>HeartRate_Max</th>\n",
" <th>HeartRate_Mean</th>\n",
" <th>SysBP_Min</th>\n",
" <th>SysBP_Max</th>\n",
" <th>SysBP_Mean</th>\n",
" <th>...</th>\n",
" <th>Diff</th>\n",
" <th>ADMISSION_TYPE</th>\n",
" <th>INSURANCE</th>\n",
" <th>RELIGION</th>\n",
" <th>MARITAL_STATUS</th>\n",
" <th>ETHNICITY</th>\n",
" <th>DIAGNOSIS</th>\n",
" <th>ICD9_diagnosis</th>\n",
" <th>FIRST_CAREUNIT</th>\n",
" <th>LOS</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>55440</td>\n",
" <td>195768</td>\n",
" <td>228357</td>\n",
" <td>89.0</td>\n",
" <td>145.0</td>\n",
" <td>121.043478</td>\n",
" <td>74.0</td>\n",
" <td>127.0</td>\n",
" <td>106.586957</td>\n",
" <td>...</td>\n",
" <td>-61961.78470</td>\n",
" <td>EMERGENCY</td>\n",
" <td>Medicare</td>\n",
" <td>PROTESTANT QUAKER</td>\n",
" <td>SINGLE</td>\n",
" <td>WHITE</td>\n",
" <td>GASTROINTESTINAL BLEED</td>\n",
" <td>5789</td>\n",
" <td>MICU</td>\n",
" <td>4.5761</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>76908</td>\n",
" <td>126136</td>\n",
" <td>221004</td>\n",
" <td>63.0</td>\n",
" <td>110.0</td>\n",
" <td>79.117647</td>\n",
" <td>89.0</td>\n",
" <td>121.0</td>\n",
" <td>106.733333</td>\n",
" <td>...</td>\n",
" <td>-43146.18378</td>\n",
" <td>EMERGENCY</td>\n",
" <td>Private</td>\n",
" <td>UNOBTAINABLE</td>\n",
" <td>MARRIED</td>\n",
" <td>WHITE</td>\n",
" <td>ESOPHAGEAL FOOD IMPACTION</td>\n",
" <td>53013</td>\n",
" <td>MICU</td>\n",
" <td>0.7582</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0</td>\n",
" <td>95798</td>\n",
" <td>136645</td>\n",
" <td>296315</td>\n",
" <td>81.0</td>\n",
" <td>98.0</td>\n",
" <td>91.689655</td>\n",
" <td>88.0</td>\n",
" <td>138.0</td>\n",
" <td>112.785714</td>\n",
" <td>...</td>\n",
" <td>-42009.96157</td>\n",
" <td>EMERGENCY</td>\n",
" <td>Medicare</td>\n",
" <td>PROTESTANT QUAKER</td>\n",
" <td>SEPARATED</td>\n",
" <td>BLACK/AFRICAN AMERICAN</td>\n",
" <td>UPPER GI BLEED</td>\n",
" <td>56983</td>\n",
" <td>MICU</td>\n",
" <td>3.7626</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>40708</td>\n",
" <td>102505</td>\n",
" <td>245557</td>\n",
" <td>76.0</td>\n",
" <td>128.0</td>\n",
" <td>98.857143</td>\n",
" <td>84.0</td>\n",
" <td>135.0</td>\n",
" <td>106.972973</td>\n",
" <td>...</td>\n",
" <td>-43585.37922</td>\n",
" <td>ELECTIVE</td>\n",
" <td>Medicare</td>\n",
" <td>NOT SPECIFIED</td>\n",
" <td>WIDOWED</td>\n",
" <td>WHITE</td>\n",
" <td>HIATAL HERNIA/SDA</td>\n",
" <td>5533</td>\n",
" <td>SICU</td>\n",
" <td>3.8734</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
" <td>28424</td>\n",
" <td>127337</td>\n",
" <td>225281</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>-50271.76602</td>\n",
" <td>EMERGENCY</td>\n",
" <td>Medicare</td>\n",
" <td>JEWISH</td>\n",
" <td>WIDOWED</td>\n",
" <td>WHITE</td>\n",
" <td>ABDOMINAL PAIN</td>\n",
" <td>56211</td>\n",
" <td>TSICU</td>\n",
" <td>5.8654</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 41 columns</p>\n",
"</div>"
],
"text/plain": [
" HOSPITAL_EXPIRE_FLAG subject_id hadm_id icustay_id HeartRate_Min \\\n",
"0 0 55440 195768 228357 89.0 \n",
"1 0 76908 126136 221004 63.0 \n",
"2 0 95798 136645 296315 81.0 \n",
"3 0 40708 102505 245557 76.0 \n",
"4 0 28424 127337 225281 NaN \n",
"\n",
" HeartRate_Max HeartRate_Mean SysBP_Min SysBP_Max SysBP_Mean ... \\\n",
"0 145.0 121.043478 74.0 127.0 106.586957 ... \n",
"1 110.0 79.117647 89.0 121.0 106.733333 ... \n",
"2 98.0 91.689655 88.0 138.0 112.785714 ... \n",
"3 128.0 98.857143 84.0 135.0 106.972973 ... \n",
"4 NaN NaN NaN NaN NaN ... \n",
"\n",
" Diff ADMISSION_TYPE INSURANCE RELIGION MARITAL_STATUS \\\n",
"0 -61961.78470 EMERGENCY Medicare PROTESTANT QUAKER SINGLE \n",
"1 -43146.18378 EMERGENCY Private UNOBTAINABLE MARRIED \n",
"2 -42009.96157 EMERGENCY Medicare PROTESTANT QUAKER SEPARATED \n",
"3 -43585.37922 ELECTIVE Medicare NOT SPECIFIED WIDOWED \n",
"4 -50271.76602 EMERGENCY Medicare JEWISH WIDOWED \n",
"\n",
" ETHNICITY DIAGNOSIS ICD9_diagnosis \\\n",
"0 WHITE GASTROINTESTINAL BLEED 5789 \n",
"1 WHITE ESOPHAGEAL FOOD IMPACTION 53013 \n",
"2 BLACK/AFRICAN AMERICAN UPPER GI BLEED 56983 \n",
"3 WHITE HIATAL HERNIA/SDA 5533 \n",
"4 WHITE ABDOMINAL PAIN 56211 \n",
"\n",
" FIRST_CAREUNIT LOS \n",
"0 MICU 4.5761 \n",
"1 MICU 0.7582 \n",
"2 MICU 3.7626 \n",
"3 SICU 3.8734 \n",
"4 TSICU 5.8654 \n",
"\n",
"[5 rows x 41 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# load data\n",
"data=pd.read_csv('../../Data/mimic_train.csv')\n",
"data_test=pd.read_csv('../../Data/mimic_test_los.csv')\n",
"data_diag = pd.read_csv('../../DATA/MIMIC_diagnoses.csv')\n",
"data_diag_metadata = pd.read_csv('../../DATA/MIMIC_metadata_diagnose.csv')\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x10be79220>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.displot(data,x=\"LOS\")\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='LOS', ylabel='ETHNICITY'>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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=\n",
"text/plain": [
"<Figure size 1152x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ethnicity_df = data[['ETHNICITY','LOS']].sort_values('LOS',ascending=True).reset_index()\n",
"plt.figure(figsize=(16, 20))\n",
"sns.barplot(x = 'LOS', y = 'ETHNICITY', data = ethnicity_df)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='LOS', ylabel='INSURANCE'>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"insurance_df = data[['INSURANCE','LOS']].sort_values('LOS',ascending=True).reset_index()\n",
"plt.figure(figsize=(10, 4))\n",
"sns.boxplot(x = 'LOS', y = 'INSURANCE', data = insurance_df)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='LOS', ylabel='RELIGION'>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"religion_df = data[['RELIGION','LOS']].sort_values('LOS',ascending=True).reset_index()\n",
"plt.figure(figsize=(16, 10))\n",
"sns.boxplot(x = 'LOS', y = 'RELIGION', data = religion_df)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='LOS', ylabel='DIAGNOSIS'>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1152x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"diagnosis_df = data[['DIAGNOSIS','LOS']].sort_values('LOS',ascending=True).reset_index()\n",
"plt.figure(figsize=(16, 20))\n",
"sns.boxplot(x = 'LOS', y = 'DIAGNOSIS', \n",
" data = diagnosis_df[diagnosis_df.LOS > 40])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we see that many diagnoses appear only once, so I subset these to the common diagnoses."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='LOS', ylabel='DIAGNOSIS'>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1152x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"v = diagnosis_df.DIAGNOSIS.value_counts()\n",
"\n",
"common_diagnosis_df = diagnosis_df[diagnosis_df.DIAGNOSIS.isin(v.index[v.gt(100)])]\n",
"\n",
"plt.figure(figsize=(16, 20))\n",
"sns.boxplot(x = 'LOS', y = 'DIAGNOSIS', \n",
" data = common_diagnosis_df)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='LOS', ylabel='MARITAL_STATUS'>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"marital_df = data[['MARITAL_STATUS','LOS']].sort_values('LOS',ascending=True).reset_index()\n",
"plt.figure(figsize=(10, 6))\n",
"sns.boxplot(x = 'LOS', y = 'MARITAL_STATUS', data = marital_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Preprocessing Modules\n",
"After trying a lot of different types of pre-processing, I settled on several types of preprocessing and decided to modularize the functions to make my code neater and easier to use. Later, I will go over some things. I tried that did not work so well, so I did not put them into this section. \n",
"\n",
"First, some functions to get customer age and visits per subject added to the data. Ideally I would only use previous visits, if I have more time I would modify this.\n",
"\n",
"Functions also make it easier to run the exact same transformations on train and test datasets."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def get_year(date_time_str):\n",
" return datetime.datetime.strptime(date_time_str, '%Y-%m-%d %H:%M:%S').year\n",
"\n",
"def clean_data(d):\n",
" # set age and set'bad' ages to median of 85+\n",
" age = d.ADMITTIME.apply(get_year) - d.DOB.apply(get_year)\n",
" median_old_age = age[age < 150][age > 84].median()\n",
" d['age'] = d.ADMITTIME.apply(get_year) - d.DOB.apply(get_year)\n",
" d['age'] = np.where(d['age'] < 150, d['age'], median_old_age)\n",
"\n",
" # return visits per subject\n",
" visits_per_subject = pd.DataFrame(d.subject_id.value_counts().reset_index())\n",
" visits_per_subject.columns = ['subject_id', 'visits_per_subject']\n",
" d = d.merge(visits_per_subject, on='subject_id', how='left')\n",
"\n",
" return d"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='age', ylabel='LOS'>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_clean = clean_data(data)\n",
"data_test_clean = clean_data(data_test)\n",
"sns.regplot(data=data_clean, x=\"age\", y=\"LOS\",scatter_kws={'s':5,'alpha':0.35})\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The new variable, age, shows some correlation with higher LOS at older ages. \n",
"\n",
"Next I set the field order to make sure the data I fit the model on is formatted the same way as the code I create my predictions."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"def x_fields(d):\n",
" numericals = ['HeartRate_Min', 'HeartRate_Max', 'HeartRate_Mean', 'SysBP_Min', 'SysBP_Max', 'SysBP_Mean',\n",
" 'DiasBP_Min', 'DiasBP_Max', 'DiasBP_Mean', 'MeanBP_Min', 'MeanBP_Max', 'MeanBP_Mean',\n",
" 'RespRate_Min', 'RespRate_Max', 'RespRate_Mean', 'TempC_Min', 'TempC_Max', 'TempC_Mean',\n",
" 'SpO2_Min', 'SpO2_Max', 'SpO2_Mean', 'Glucose_Min', 'Glucose_Max', 'Glucose_Mean', 'age']\n",
"\n",
" categoricals = ['GENDER', 'ADMISSION_TYPE', 'INSURANCE', 'RELIGION', \n",
" 'MARITAL_STATUS', 'ETHNICITY','FIRST_CAREUNIT', 'ICD9_diagnosis']\n",
" return d[numericals+categoricals]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below I have functions to get dummies (one hot encoding) and scale the data frames. I chose one-hot encoding for the fields that had 5 or less unique values in the test set."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"def dummies(d):\n",
" dummy = ['GENDER', 'ADMISSION_TYPE', 'FIRST_CAREUNIT', 'INSURANCE']\n",
" return pd.get_dummies(d, columns=dummy)\n",
"\n",
"def scale_numericals(d):\n",
" numericals = ['HeartRate_Min', 'HeartRate_Max', 'HeartRate_Mean', 'SysBP_Min', 'SysBP_Max', 'SysBP_Mean',\n",
" 'DiasBP_Min', 'DiasBP_Max', 'DiasBP_Mean', 'MeanBP_Min', 'MeanBP_Max', 'MeanBP_Mean',\n",
" 'RespRate_Min', 'RespRate_Max', 'RespRate_Mean', 'TempC_Min', 'TempC_Max', 'TempC_Mean',\n",
" 'SpO2_Min', 'SpO2_Max', 'SpO2_Mean', 'Glucose_Min', 'Glucose_Max', 'Glucose_Mean', 'age']\n",
" scaler = preprocessing.StandardScaler().fit(d[numericals])\n",
" d_scaled = scaler.transform(d[numericals])\n",
" d[numericals] = pd.DataFrame(d_scaled, columns=d[numericals].columns)\n",
" return d"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# separate data into x and y fields\n",
"y = pd.DataFrame(data['LOS'])\n",
"x = x_fields(data_clean)\n",
"x_test_pred = x_fields(data_test_clean)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next I have an encoder, to create target encodings of selected columns. These are columns for which one-hot encoding is not suitable, aka there are too many values for each field."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/polinab/.virtualenvs/base/lib/python3.8/site-packages/category_encoders/utils.py:21: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n",
" elif pd.api.types.is_categorical(cols):\n"
]
}
],
"source": [
"encoder = ce.TargetEncoder(cols=['RELIGION', 'MARITAL_STATUS', 'ETHNICITY', 'ICD9_diagnosis'],\n",
" handle_missing='return_nan')\n",
"\n",
"#Fit encoder:\n",
"encoder.fit(x, y)\n",
"x_clean = encoder.transform(x)\n",
"x_test_pred_clean = encoder.transform(x_test_pred)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"After trying many times with iterative imputation, Bayesian Ridge yielded the best results. I put this into a function. Then I applied the one-hot encoding, numerical scaling, and imputation to the test and train datasets."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"def imputation(d):\n",
" imputer = IterativeImputer(random_state=0, estimator=BayesianRidge(), max_iter=15, add_indicator=False)\n",
" d_filled = imputer.fit_transform(d)\n",
" return pd.DataFrame(d_filled, columns=d.columns)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/polinab/.virtualenvs/base/lib/python3.8/site-packages/category_encoders/utils.py:21: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n",
" elif pd.api.types.is_categorical(cols):\n",
"/Users/polinab/.virtualenvs/base/lib/python3.8/site-packages/sklearn/impute/_iterative.py:669: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
" warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n",
"/Users/polinab/.virtualenvs/base/lib/python3.8/site-packages/sklearn/impute/_iterative.py:669: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
" warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n"
]
}
],
"source": [
"#Fit encoder:\n",
"encoder.fit(x, y)\n",
"x_clean = encoder.transform(x)\n",
"x_test_pred_clean = encoder.transform(x_test_pred)\n",
"\n",
"# transform dummies\n",
"x_clean = dummies(x_clean)\n",
"x_test_pred_clean = dummies(x_test_pred_clean)\n",
"\n",
"# Scale this\n",
"x_clean = scale_numericals(x_clean)\n",
"x_test_pred_clean = scale_numericals(x_test_pred_clean)\n",
"\n",
"# imputation\n",
"x_clean = imputation(x_clean)\n",
"x_test_pred_clean = imputation(x_test_pred_clean)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## XG Boost Model\n",
"After running Random Forest models, I tried XG Boost, which yielded better results. I first show a single run of the model, and then I use grid search for hyperparameter optimization."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"XGBRegressor(alpha=10, base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
" colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n",
" importance_type='gain', interaction_constraints='',\n",
" learning_rate=0.05, max_delta_step=0, max_depth=3,\n",
" min_child_weight=1, missing=nan, monotone_constraints='()',\n",
" n_estimators=200, n_jobs=0, num_parallel_tree=1, random_state=0,\n",
" reg_alpha=10, reg_lambda=1, scale_pos_weight=1, subsample=1,\n",
" tree_method='exact', validate_parameters=1, verbosity=None)"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xg_reg = xgb.XGBRegressor(learning_rate = 0.05, max_depth = 3, alpha = 10, n_estimators = 200)\n",
"xg_reg.fit(x_clean,y)\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"RMSE: 4.310601\n"
]
}
],
"source": [
"# test-train split to check in-sample RMSE\n",
"x_train, x_test, y_train, y_test = train_test_split(x_clean, y, random_state=42)\n",
"preds = xg_reg.predict(x_test)\n",
"rmse = np.sqrt(mean_squared_error(y_test, preds))\n",
"print(\"RMSE: %f\" % (rmse))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### XG Boost Hyperparameter optimization"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best parameters:\n",
"learning rate : 0.05\n",
"minimum child weight : 15\n",
"gamma : 1.5\n",
"subsample : 0.8\n",
"colsample by tree : 0.6\n",
"max depth : 10\n"
]
}
],
"source": [
"from sklearn.model_selection import GridSearchCV\n",
"from xgboost import XGBRegressor\n",
"\n",
"#Grid Search\n",
"from sklearn.model_selection import GridSearchCV\n",
"\n",
"model = XGBRegressor()\n",
"grid_values = {'learning_rate' : [0.05, 0.1] ,\n",
" 'min_child_weight' : [5, 10, 15],\n",
" 'gamma': [1.5, 2],\n",
" 'subsample': [0.8],\n",
" 'colsample_bytree' : [0.2, 0.6,0.8],\n",
" 'max_depth': [3, 5, 10],\n",
" 'objective': ['reg:squarederror']}\n",
"\n",
"grid_xgb_acc = GridSearchCV(model, param_grid = grid_values, cv=5,\n",
" scoring = 'neg_mean_squared_error', n_jobs=-1)\n",
"\n",
"#fit model\n",
"grid_xgb_acc.fit(x_clean, y)\n",
"\n",
"#Print best parameters\n",
"print(\"Best parameters:\")\n",
"print(f'learning rate : {grid_xgb_acc.best_estimator_.learning_rate}')\n",
"print(f'minimum child weight : {grid_xgb_acc.best_estimator_.min_child_weight}')\n",
"print(f'gamma : {grid_xgb_acc.best_estimator_.gamma}')\n",
"print(f'subsample : {grid_xgb_acc.best_estimator_.subsample}')\n",
"print(f'colsample by tree : {grid_xgb_acc.best_estimator_.colsample_bytree}')\n",
"print(f'max depth : {grid_xgb_acc.best_estimator_.max_depth}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Run results on test dataset"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"##### output results to CSV\n",
"y_pred = grid_xgb_acc.predict(x_test_pred_clean)\n",
"data_test['LOS'] = y_pred\n",
"output = data_test[['icustay_id','LOS']].set_index('icustay_id')\n",
"output.to_csv('LOS_predictions.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Learnings from previous trials\n",
"\n",
"In this section I include certain methods I tried that were interesting, but did not yield improved prediction results.\n",
"I excluded them from the previous section to improve code legibility and organization, but I still want to show my learning process."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Feature selection\n",
"I tried using feature-to-target correlation to get a subset of features that were most likely to increase prediction accuracy. I used Pearson and Kendall correlation coefficients. In the end, subsetting using these features did not improve the model, since decision tree models automatically weigh feature importance. Getting rid of certain features may have also removed information that the model was using to make more accurate predictions."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
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