--- a +++ b/gbm/gbm_classifier.ipynb @@ -0,0 +1,1314 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Imminent ICU Admission and Prolonged Stay Prediction using Gradient Boosting Machines" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports & Inits" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:15:00.924307Z", + "start_time": "2019-08-09T12:15:00.842040Z" + } + }, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:15:03.217305Z", + "start_time": "2019-08-09T12:15:00.925834Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'workdir': PosixPath('../data/workdir/gbm'),\n", + " 'dataset_csv': PosixPath('../data/proc_dataset.csv'),\n", + " 'cols': ['hadm_id',\n", + " 'imminent_adm_label',\n", + " 'prolonged_stay_label',\n", + " 'processed_note',\n", + " 'charttime',\n", + " 'intime',\n", + " 'chartinterval'],\n", + " 'imminent_adm_cols': ['hadm_id', 'processed_note', 'imminent_adm_label'],\n", + " 'prolonged_stay_cols': ['hadm_id', 'processed_note', 'prolonged_stay_label'],\n", + " 'dates': ['charttime', 'intime'],\n", + " 'modeldir': PosixPath('../data/workdir/gbm/models'),\n", + " 'min_freq': 3,\n", + " 'ia_thresh': 0.435,\n", + " 'ps_thresh': 0.324,\n", + " 'start_seed': 127}" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import sys\n", + "sys.path.append('../')\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "sns.set_style(\"darkgrid\")\n", + "%matplotlib inline\n", + "\n", + "import numpy as np\n", + "np.set_printoptions(precision=2)\n", + "\n", + "import pandas as pd\n", + "import pickle\n", + "\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "import lightgbm\n", + "\n", + "from utils.splits import set_group_splits\n", + "from utils.metrics import BinaryAvgMetrics, get_best_model\n", + "from utils.plots import *\n", + "from args import args\n", + "vars(args)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## GBM Dev" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:15:05.133280Z", + "start_time": "2019-08-09T12:15:03.218998Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50809, 3)\n", + "(60830, 3)\n" + ] + } + ], + "source": [ + "seed = 643\n", + "ori_df = pd.read_csv(args.dataset_csv, usecols=args.cols, parse_dates=args.dates)\n", + "ia_df = ori_df.loc[(ori_df['imminent_adm_label'] != -1)][args.imminent_adm_cols].reset_index(drop=True)\n", + "ps_df = ori_df.loc[(ori_df['chartinterval'] != 0)][args.prolonged_stay_cols].reset_index(drop=True)\n", + "\n", + "print(ia_df.shape)\n", + "print(ps_df.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imminent ICU Admission" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:15:05.201819Z", + "start_time": "2019-08-09T12:15:05.134732Z" + } + }, + "outputs": [], + "source": [ + "df = set_group_splits(ia_df.copy(), group_col='hadm_id', seed=seed)\n", + "vectorizer = TfidfVectorizer(sublinear_tf=True, ngram_range=(1,2), binary=True, max_features=60_000)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:15:29.491642Z", + "start_time": "2019-08-09T12:15:05.203020Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "((50809, 4), (42683, 60000), (8126, 60000), (42683,), (8126,))" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_train = vectorizer.fit_transform(df.loc[(df['split'] == 'train')]['processed_note'])\n", + "x_test = vectorizer.transform(df.loc[(df['split'] == 'test')]['processed_note'])\n", + "y_train = df.loc[(df['split'] == 'train')]['imminent_adm_label'].to_numpy()\n", + "y_test = df.loc[(df['split'] == 'test')]['imminent_adm_label'].to_numpy()\n", + "df.shape, x_train.shape, x_test.shape, y_train.shape, y_test.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:15:29.543421Z", + "start_time": "2019-08-09T12:15:29.493775Z" + } + }, + "outputs": [], + "source": [ + "params = {\n", + " \"objective\": \"binary\",\n", + " \"metric\": \"binary_logloss\",\n", + " \"bagging_fraction\": 0.5,\n", + " \"bagging_freq\": 5,\n", + " \"boosting\": \"dart\",\n", + " \"feature_fraction\": 0.5,\n", + " \"is_unbalance\": True,\n", + " \"learning_rate\": 0.1,\n", + " \"min_data_in_leaf\": 3,\n", + " \"num_iterations\": 150,\n", + " \"num_leaves\": 50,\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:16:08.586539Z", + "start_time": "2019-08-09T12:15:29.544792Z" + } + }, + "outputs": [], + "source": [ + "clf = lightgbm.LGBMClassifier(**params, n_threads=32)\n", + "clf.fit(x_train, y_train)\n", + "prob = clf.predict_proba(x_test)[:, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:16:09.617007Z", + "start_time": "2019-08-09T12:16:08.589205Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1440x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(20, 10))\n", + "plot_youden(ax, y_test, prob, 0.1, 0.9, 40)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:16:10.688248Z", + "start_time": "2019-08-09T12:16:09.618879Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1440x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(20, 10))\n", + "plot_thresh_range(ax, y_test, prob, 0.1, 0.9, 40)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:16:10.979417Z", + "start_time": "2019-08-09T12:16:10.689928Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x576 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,8))\n", + "plot_roc(ax, y_test, prob)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:16:11.026189Z", + "start_time": "2019-08-09T12:16:10.981187Z" + } + }, + "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>Value</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>sensitivity</th>\n", + " <td>0.832</td>\n", + " </tr>\n", + " <tr>\n", + " <th>specificity</th>\n", + " <td>0.662</td>\n", + " </tr>\n", + " <tr>\n", + " <th>ppv</th>\n", + " <td>0.415</td>\n", + " </tr>\n", + " <tr>\n", + " <th>npv</th>\n", + " <td>0.932</td>\n", + " </tr>\n", + " <tr>\n", + " <th>f1</th>\n", + " <td>0.554</td>\n", + " </tr>\n", + " <tr>\n", + " <th>auroc</th>\n", + " <td>0.821</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Value\n", + "sensitivity 0.832\n", + "specificity 0.662\n", + "ppv 0.415\n", + "npv 0.932\n", + "f1 0.554\n", + "auroc 0.821" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold = 0.42\n", + "y_pred = (prob > threshold).astype(np.int64)\n", + "cm = confusion_matrix(y_test, y_pred)\n", + "tn,fp,fn,tp = cm[0][0],cm[0][1],cm[1][0],cm[1][1]\n", + "sensitivity = tp/(tp+fn)\n", + "specificity = tn/(tn+fp)\n", + "ppv = tp/(tp+fp)\n", + "npv = tn/(tn+fn)\n", + "f1 = (2*ppv*sensitivity)/(ppv+sensitivity)\n", + "auroc = roc_auc_score(y_test, prob)\n", + "\n", + "d = {\n", + " 'sensitivity': np.round(sensitivity, 3),\n", + " 'specificity': np.round(specificity, 3),\n", + " 'ppv': np.round(ppv, 3),\n", + " 'npv': np.round(npv, 3),\n", + " 'f1': np.round(f1, 3),\n", + " 'auroc': np.round(auroc, 3),\n", + "}\n", + "\n", + "metrics = pd.DataFrame(d.values(), index=d.keys(), columns=['Value'])\n", + "metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:16:11.293305Z", + "start_time": "2019-08-09T12:16:11.027648Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x576 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 8))\n", + "plot_confusion_matrix(ax, cm, classes=['Delayed', 'Imminent'], normalize=False, title='Confusion matrix')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import re\n", + "from spacy.lang.en.stop_words import STOP_WORDS\n", + "\n", + "def get_top_markers(feature_names, scores, n_markers=50):\n", + " p = re.compile('^[a-z\\s]+$')\n", + " sorted_idxs = np.argsort(scores)\n", + " markers = []\n", + " wts = []\n", + "\n", + " for i in sorted_idxs:\n", + " marker = feature_names[i]\n", + " if len(marker) > 7 and marker not in STOP_WORDS and p.match(marker):\n", + " markers.append(marker)\n", + " wts.append(scores[i])\n", + "\n", + " wts = np.asarray(wts)\n", + " df = pd.DataFrame({'markers': markers, 'score': wts/wts.sum()}, columns=['markers', 'score'])\n", + " \n", + " return df.head(n_markers), df.tail(n_markers).sort_values(by='score').reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:13:42.343282Z", + "start_time": "2019-08-09T12:13:41.044165Z" + } + }, + "outputs": [], + "source": [ + "# fig, ax = plt.subplots(1, 2, figsize=(15, 15))\n", + "# sns.barplot(x='score', y='markers', data=pos_df, color='b', ax=ax[0])\n", + "# sns.barplot(x='score', y='markers', data=neg_df, color='b', ax=ax[1])\n", + "# ax[0].set_xlabel('')\n", + "# ax[1].set_xlabel('')\n", + "# ax[1].set_ylabel('')\n", + "\n", + "# plt.subplots_adjust(wspace = 0.3)\n", + "# fig.text(0.5, 0.1, 'Score', ha='center')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T12:05:08.023622Z", + "start_time": "2019-08-09T12:05:07.068115Z" + } + }, + "outputs": [], + "source": [ + "# scores = clf.feature_importances_ / clf.feature_importances_.sum()\n", + "\n", + "# fig, ax = plt.subplots(1, 2, figsize=(20, 10))\n", + "# neg_cloud, pos_cloud = get_wordcloud(vectorizer.get_feature_names(), scores, n_words=50)\n", + "# ax[0].imshow(neg_cloud)\n", + "# ax[0].axis('off')\n", + "# ax[0].set_title('Delayed')\n", + "# ax[1].imshow(pos_cloud)\n", + "# ax[1].axis('off')\n", + "# ax[1].set_title('Imminent')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Prolonged ICU Stay" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T13:01:31.234000Z", + "start_time": "2019-08-09T13:01:30.790045Z" + } + }, + "outputs": [], + "source": [ + "df = set_group_splits(ps_df.copy(), group_col='hadm_id', seed=seed)\n", + "vectorizer = TfidfVectorizer(sublinear_tf=True, ngram_range=(1,2), binary=True, max_features=60_000)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T13:02:03.465743Z", + "start_time": "2019-08-09T13:01:33.668004Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "((60830, 4), (51844, 60000), (8986, 60000), (51844,), (8986,))" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_train = vectorizer.fit_transform(df.loc[(df['split'] == 'train')]['processed_note'])\n", + "x_test = vectorizer.transform(df.loc[(df['split'] == 'test')]['processed_note'])\n", + "y_train = df.loc[(df['split'] == 'train')]['prolonged_stay_label'].to_numpy()\n", + "y_test = df.loc[(df['split'] == 'test')]['prolonged_stay_label'].to_numpy()\n", + "df.shape, x_train.shape, x_test.shape, y_train.shape, y_test.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T13:02:03.498955Z", + "start_time": "2019-08-09T13:02:03.467762Z" + } + }, + "outputs": [], + "source": [ + "params = {\n", + " \"objective\": \"binary\",\n", + " \"metric\": \"binary_logloss\",\n", + " \"is_unbalance\": True,\n", + " \"bagging_fraction\": 0.7,\n", + " \"bagging_freq\": 6,\n", + " \"boosting\": \"gbdt\",\n", + " \"feature_fraction\": 0.5,\n", + " \"learning_rate\": 0.25,\n", + " \"min_data_in_leaf\": 5,\n", + " \"num_iterations\": 172,\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T13:02:38.185729Z", + "start_time": "2019-08-09T13:02:03.500697Z" + } + }, + "outputs": [], + "source": [ + "clf = lightgbm.LGBMClassifier(**params, n_threads=32)\n", + "clf.fit(x_train, y_train)\n", + "prob = clf.predict_proba(x_test)[:, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T13:02:39.247993Z", + "start_time": "2019-08-09T13:02:38.188096Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1440x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(20, 10))\n", + "plot_youden(ax, y_test, prob, 0.1, 0.9, 40)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T13:04:11.479246Z", + "start_time": "2019-08-09T13:04:09.890067Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1440x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(20, 10))\n", + "plot_thresh_range(ax, y_test, prob, 0.1, 0.9, 40)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T13:04:20.039522Z", + "start_time": "2019-08-09T13:04:19.740328Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x576 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,8))\n", + "plot_roc(ax, y_test, prob)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T13:05:27.876785Z", + "start_time": "2019-08-09T13:05:27.834323Z" + } + }, + "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>Value</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>sensitivity</th>\n", + " <td>0.742</td>\n", + " </tr>\n", + " <tr>\n", + " <th>specificity</th>\n", + " <td>0.408</td>\n", + " </tr>\n", + " <tr>\n", + " <th>ppv</th>\n", + " <td>0.378</td>\n", + " </tr>\n", + " <tr>\n", + " <th>npv</th>\n", + " <td>0.765</td>\n", + " </tr>\n", + " <tr>\n", + " <th>f1</th>\n", + " <td>0.501</td>\n", + " </tr>\n", + " <tr>\n", + " <th>auroc</th>\n", + " <td>0.599</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Value\n", + "sensitivity 0.742\n", + "specificity 0.408\n", + "ppv 0.378\n", + "npv 0.765\n", + "f1 0.501\n", + "auroc 0.599" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold = 0.34\n", + "y_pred = (prob > threshold).astype(np.int64)\n", + "cm = confusion_matrix(y_test, y_pred)\n", + "tn,fp,fn,tp = cm[0][0],cm[0][1],cm[1][0],cm[1][1]\n", + "sensitivity = tp/(tp+fn)\n", + "specificity = tn/(tn+fp)\n", + "ppv = tp/(tp+fp)\n", + "npv = tn/(tn+fn)\n", + "f1 = (2*ppv*sensitivity)/(ppv+sensitivity)\n", + "auroc = roc_auc_score(y_test, prob)\n", + "\n", + "d = {\n", + " 'sensitivity': np.round(sensitivity, 3),\n", + " 'specificity': np.round(specificity, 3),\n", + " 'ppv': np.round(ppv, 3),\n", + " 'npv': np.round(npv, 3),\n", + " 'f1': np.round(f1, 3),\n", + " 'auroc': np.round(auroc, 3),\n", + "}\n", + "\n", + "metrics = pd.DataFrame(d.values(), index=d.keys(), columns=['Value'])\n", + "metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2019-08-09T13:05:36.751583Z", + "start_time": "2019-08-09T13:05:36.495133Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x576 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 8))\n", + "plot_confusion_matrix(ax, cm, classes=['Short Stay', 'Prolonged Stay'], normalize=False, title='Confusion matrix')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:36:23.312456Z", + "start_time": "2019-07-10T10:36:22.636706Z" + } + }, + "outputs": [], + "source": [ + "# scores = clf.feature_importances_ / clf.feature_importances_.sum()\n", + "\n", + "# fig, ax = plt.subplots(1, 2, figsize=(20, 10))\n", + "# neg_cloud, pos_cloud = get_wordcloud(vectorizer.get_feature_names(), clf.feature_importances_/clf.feature_importances_.sum(), n_words=50)\n", + "# ax[0].imshow(neg_cloud)\n", + "# ax[0].axis('off')\n", + "# ax[0].set_title('Negative Class')\n", + "# ax[1].imshow(pos_cloud)\n", + "# ax[1].axis('off')\n", + "# ax[1].set_title('Positive Class')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Metrics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Taken from [here](https://www.dataschool.io/simple-guide-to-confusion-matrix-terminology/):\n", + "\n", + "1. Prevalence: `(fn + tp) / total`\n", + "2. Sensitivity: AKA recall, true positive rate `tp / (tp + fn)`\n", + "3. Specificity: AKA true negative rate `tn / (tn + fp)`\n", + "4. Positive Predictive Value (PPV): AKA precision `tp / (tp + fp)`\n", + "5. Negative Predictive Value (NPV): `tn / (tn + fn)`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imminent ICU Admission" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:36:36.667410Z", + "start_time": "2019-07-10T10:36:36.204179Z" + } + }, + "outputs": [], + "source": [ + "with open(args.workdir/f'imminent_adm_preds.pkl', 'rb') as f:\n", + " targs = pickle.load(f)\n", + " preds = pickle.load(f)\n", + " probs = pickle.load(f)\n", + "\n", + "fnames = [f'imminent_adm_seed_{seed}.pkl' for seed in range(args.start_seed, args.start_seed + 100)]\n", + "bam = BinaryAvgMetrics(targs, preds, probs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:36:39.433529Z", + "start_time": "2019-07-10T10:36:39.227220Z" + } + }, + "outputs": [], + "source": [ + "bam.get_avg_metrics(conf=0.95)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:36:43.995440Z", + "start_time": "2019-07-10T10:36:43.795073Z" + } + }, + "outputs": [], + "source": [ + "get_best_model(bam, fnames)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:36:47.356156Z", + "start_time": "2019-07-10T10:36:47.013205Z" + } + }, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 8))\n", + "plot_mean_roc(ax, bam.targs, bam.probs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:36:49.956872Z", + "start_time": "2019-07-10T10:36:49.532922Z" + } + }, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize=(15, 6))\n", + "\n", + "plot_confusion_matrix(ax[0], bam.cm_avg, classes=['not imminent', 'imminent'], normalize=False,\\\n", + " title='Confusion Matrix Over Runs')\n", + "plot_confusion_matrix(ax[1], bam.cm_avg, classes=['not imminent', 'imminent'], normalize=True,\\\n", + " title='Normalized Confusion Matrix Over Runs')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Prolonged ICU Stay" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:37:05.835384Z", + "start_time": "2019-07-10T10:37:05.121525Z" + } + }, + "outputs": [], + "source": [ + "with open(args.workdir/f'prolonged_stay_preds.pkl', 'rb') as f:\n", + " targs = pickle.load(f)\n", + " preds = pickle.load(f)\n", + " probs = pickle.load(f)\n", + "\n", + "fnames = [f'prolonged_stay_seed_{seed}.pkl' for seed in range(args.start_seed, args.start_seed + 100)]\n", + "bam = BinaryAvgMetrics(targs, preds, probs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:37:06.840284Z", + "start_time": "2019-07-10T10:37:06.611301Z" + } + }, + "outputs": [], + "source": [ + "bam.get_avg_metrics(conf=0.95)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:37:13.314535Z", + "start_time": "2019-07-10T10:37:13.089408Z" + } + }, + "outputs": [], + "source": [ + "get_best_model(bam, fnames)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:37:14.279799Z", + "start_time": "2019-07-10T10:37:13.921671Z" + } + }, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 8))\n", + "plot_mean_roc(ax, bam.targs, bam.probs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:37:16.582595Z", + "start_time": "2019-07-10T10:37:16.291091Z" + } + }, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize=(15, 6))\n", + "\n", + "plot_confusion_matrix(ax[0], bam.cm_avg, classes=['Discharge within 5 days', 'Discharge after 5 days'], normalize=False, title='Confusion Matrix Over Runs')\n", + "plot_confusion_matrix(ax[1], bam.cm_avg, classes=['Discharge within 5 days', 'Discharge after 5 days'], normalize=True, title='Normalized Confusion Matrix Over Runs')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Full Run" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:37:26.039743Z", + "start_time": "2019-07-10T10:37:24.331114Z" + } + }, + "outputs": [], + "source": [ + "seed = 643\n", + "ori_df = pd.read_csv(args.dataset_csv, usecols=args.cols, parse_dates=args.dates)\n", + "ori_df['relative_charttime'] = (ori_df['charttime'] - ori_df['intime'])\n", + "\n", + "ia_df = ori_df.loc[(ori_df['imminent_adm_label'] != -1)][args.imminent_adm_cols + ['relative_charttime']].reset_index(drop=True)\n", + "\n", + "ps_df = ori_df.loc[(ori_df['chartinterval'] != 0)][args.prolonged_stay_cols + ['relative_charttime']].reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:37:29.335944Z", + "start_time": "2019-07-10T10:37:29.312782Z" + } + }, + "outputs": [], + "source": [ + "interval_hours = 12\n", + "starting_day = -20\n", + "ending_day = -1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imminent ICU Admission" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:37:41.603430Z", + "start_time": "2019-07-10T10:37:35.121387Z" + } + }, + "outputs": [], + "source": [ + "df = set_group_splits(ia_df.copy(), pct=0.25, group_col='hadm_id', seed=seed)\n", + "df['prob'] = -1\n", + "\n", + "vectorizer = TfidfVectorizer(min_df=args.min_freq, analyzer=str.split, sublinear_tf=True, ngram_range=(2,2))\n", + "x_train = vectorizer.fit_transform(df.loc[(df['split'] == 'train')]['processed_note'])\n", + "x_test = vectorizer.transform(df.loc[(df['split'] == 'test')]['processed_note'])\n", + "y_train = df.loc[(df['split'] == 'train')]['imminent_adm_label'].to_numpy()\n", + "y_test = df.loc[(df['split'] == 'test')]['imminent_adm_label'].to_numpy()\n", + "df.shape, x_train.shape, x_test.shape, y_train.shape, y_test.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:38:29.840478Z", + "start_time": "2019-07-10T10:38:15.353808Z" + } + }, + "outputs": [], + "source": [ + "from args import ia_params\n", + "clf = lightgbm.LGBMClassifier(**ia_params)\n", + "\n", + "clf.fit(x_train, y_train)\n", + "df.loc[(df['split'] == 'test'), 'prob'] = clf.predict_proba(x_test)[:, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:40:50.786857Z", + "start_time": "2019-07-10T10:40:48.663959Z" + } + }, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(figsize=(15, 8))\n", + "plot_prob(ax, df.loc[(df['split'] == 'test')], args.ia_thresh, starting_day, ending_day, interval_hours)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:40:55.466618Z", + "start_time": "2019-07-10T10:40:55.442288Z" + } + }, + "outputs": [], + "source": [ + "scores = clf.feature_importances_ / clf.feature_importances_.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:40:56.210851Z", + "start_time": "2019-07-10T10:40:55.575715Z" + }, + "scrolled": false + }, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize=(20, 10))\n", + "neg_cloud, pos_cloud = get_wordcloud(vectorizer.get_feature_names(), clf.feature_importances_, n_words=50)\n", + "ax[0].imshow(neg_cloud)\n", + "ax[0].axis('off')\n", + "ax[0].set_title('Negative Class')\n", + "ax[1].imshow(pos_cloud)\n", + "ax[1].axis('off')\n", + "ax[1].set_title('Positive Class')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Prolonged ICU Stay" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:41:22.866386Z", + "start_time": "2019-07-10T10:41:15.300617Z" + } + }, + "outputs": [], + "source": [ + "df = set_group_splits(ps_df.copy(), pct=0.25, group_col='hadm_id', seed=seed)\n", + "df['prob'] = -1\n", + "\n", + "vectorizer = TfidfVectorizer(min_df=args.min_freq, analyzer=str.split, sublinear_tf=True, ngram_range=(2,2))\n", + "x_train = vectorizer.fit_transform(df.loc[(df['split'] == 'train')]['processed_note'])\n", + "x_test = vectorizer.transform(df.loc[(df['split'] == 'test')]['processed_note'])\n", + "y_train = df.loc[(df['split'] == 'train')]['prolonged_stay_label'].to_numpy()\n", + "y_test = df.loc[(df['split'] == 'test')]['prolonged_stay_label'].to_numpy()\n", + "df.shape, x_train.shape, x_test.shape, y_train.shape, y_test.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:41:51.595988Z", + "start_time": "2019-07-10T10:41:40.413609Z" + } + }, + "outputs": [], + "source": [ + "from args import ps_params\n", + "clf = lightgbm.LGBMClassifier(**ps_params)\n", + "\n", + "clf.fit(x_train, y_train)\n", + "df.loc[(df['split'] == 'test'), 'prob'] = clf.predict_proba(x_test)[:, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:41:59.237420Z", + "start_time": "2019-07-10T10:41:56.410044Z" + } + }, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(figsize=(15, 8))\n", + "plot_prob(ax, df.loc[(df['split'] == 'test')], args.ps_thresh, starting_day, ending_day, interval_hours)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:42:07.549921Z", + "start_time": "2019-07-10T10:42:07.525569Z" + } + }, + "outputs": [], + "source": [ + "scores = clf.feature_importances_ / clf.feature_importances_.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2019-07-10T10:42:08.435782Z", + "start_time": "2019-07-10T10:42:07.796895Z" + } + }, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize=(20, 10))\n", + "neg_cloud, pos_cloud = get_wordcloud(vectorizer.get_feature_names(), clf.feature_importances_, n_words=50)\n", + "ax[0].imshow(neg_cloud)\n", + "ax[0].axis('off')\n", + "ax[0].set_title('Negative Class')\n", + "ax[1].imshow(pos_cloud)\n", + "ax[1].axis('off')\n", + "ax[1].set_title('Positive Class')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.3" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}