k-fold-mltr-survival-best.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "# For preprocessing\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn_pandas import DataFrameMapper \n",
    "from pycox.models import MTLR\n",
    "from pycox.evaluation import EvalSurv\n",
    "\n",
    "import torch # For building the networks \n",
    "from sklearn.model_selection import KFold, GridSearchCV\n",
    "from estimators import MLTREstimator\n",
    "import torchtuples as tt \n",
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hyper-parameters\n",
    "test_size = 0.2\n",
    "train_size = 0.8\n",
    "assert test_size + train_size == 1, \"total size is not equal to 1\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We also set some seeds to make this reproducable.\n",
    "# Note that on gpu, there is still some randomness.\n",
    "seed = 1234\n",
    "np.random.seed(seed)\n",
    "torch.manual_seed(seed);"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset\n",
    "\n",
    "We load data from an Iranian Institution\n",
    "\n",
    "The `duration` column gives the observed times and the `event` column contains indicators of whether the observation is an event (1) or a censored observation (0)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>event</th>\n",
       "      <th>time</th>\n",
       "      <th>diagnosic-age</th>\n",
       "      <th>edjucation</th>\n",
       "      <th>marital-status</th>\n",
       "      <th>G</th>\n",
       "      <th>AB</th>\n",
       "      <th>BF</th>\n",
       "      <th>FH</th>\n",
       "      <th>Surgery</th>\n",
       "      <th>T</th>\n",
       "      <th>N</th>\n",
       "      <th>stage</th>\n",
       "      <th>Path</th>\n",
       "      <th>Grade</th>\n",
       "      <th>LVI</th>\n",
       "      <th>hormone subgroup</th>\n",
       "      <th>CT</th>\n",
       "      <th>RT</th>\n",
       "      <th>HT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>334.2</td>\n",
       "      <td>46</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>328.9</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>310.4</td>\n",
       "      <td>41</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>309.7</td>\n",
       "      <td>48</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>299.6</td>\n",
       "      <td>47</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0</td>\n",
       "      <td>211.1</td>\n",
       "      <td>47</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0</td>\n",
       "      <td>210.8</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0</td>\n",
       "      <td>210.6</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0</td>\n",
       "      <td>208.9</td>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0</td>\n",
       "      <td>208.5</td>\n",
       "      <td>52</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    event   time  diagnosic-age  edjucation  marital-status  G  AB  BF  FH  \\\n",
       "0       0  334.2             46           2               2  2   1   1   0   \n",
       "1       0  328.9             35           1               2  2   0   1   0   \n",
       "2       0  310.4             41           2               2  2   0   1   0   \n",
       "3       0  309.7             48           2               2  1   0   1   0   \n",
       "4       1  299.6             47           4               2  3   0   2   2   \n",
       "..    ...    ...            ...         ...             ... ..  ..  ..  ..   \n",
       "95      0  211.1             47           2               2  2   1   1   1   \n",
       "96      0  210.8             36           1               2  0   0   0   0   \n",
       "97      0  210.6             54           1               2  3   1   1   2   \n",
       "98      0  208.9             41           1               2  1   0   1   0   \n",
       "99      0  208.5             52           5               2  3   0   3   0   \n",
       "\n",
       "    Surgery  T  N  stage  Path  Grade  LVI  hormone subgroup  CT  RT  HT  \n",
       "0         2  1  2      3     1      2    0                 2   1   1   1  \n",
       "1         1  3  0      2     1      2    0                 4   1   1   1  \n",
       "2         2  1  2      3     1      2    1                 2   1   1   1  \n",
       "3         2  2  0      2     1      2    0                 2   1   0   1  \n",
       "4         2  2  0      2     1      2    0                 2   1   1   1  \n",
       "..      ... .. ..    ...   ...    ...  ...               ...  ..  ..  ..  \n",
       "95        2  1  0      1     1      3    0                 2   0   0   1  \n",
       "96        2  1  0      1     1      1    0                 2   1   1   1  \n",
       "97        2  2  0      2     1      2    0                 2   0   1   1  \n",
       "98        2  2  0      2     1      2    0                 4   1   1   1  \n",
       "99        2  2  0      2     1      2    0                 4   0   1   0  \n",
       "\n",
       "[100 rows x 20 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dataset_fp ='finaldata-June26.csv'\n",
    "df = pd.read_csv(train_dataset_fp)\n",
    "df.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1500x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "s = sns.displot(df, x=\"time\", hue=\"hormone subgroup\", multiple=\"stack\")\n",
    "s.set(xlabel='time(months)', ylabel='number of patients')\n",
    "plt.gcf().set_size_inches(15, 12)\n",
    "sns.move_legend(s, \"center\", bbox_to_anchor=(.66, .66))  "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train-Test-Spilit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train, df_test = train_test_split(df, test_size=test_size, random_state=seed, stratify=df[\"hormone subgroup\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature transforms\n",
    "\n",
    "\n",
    "The dataset has 18 covariates.\n",
    "We will standardize the 12 categorical covariates, and leave the binary covariates as is.\n",
    "Note that PyTorch require variables of type `'float32'`.\n",
    "\n",
    "Here we use the `sklearn_pandas.DataFrameMapper` to make feature mappers, but this has nothing to do the the `pycox` package."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols_standardize = ['diagnosic-age',\n",
    "                    'edjucation', \n",
    "                    'G',\n",
    "                    'BF',\n",
    "                    'FH',\n",
    "                    'T',\n",
    "                    'N',\n",
    "                    'stage',\n",
    "                    'Grade',\n",
    "                    'CT','RT','hormone subgroup']\n",
    "cols_leave = ['marital-status', 'AB', 'Path', 'LVI', 'Surgery', 'HT']\n",
    "\n",
    "standardize = [([col], StandardScaler()) for col in cols_standardize]\n",
    "leave = [(col, None) for col in cols_leave]\n",
    "\n",
    "x_mapper = DataFrameMapper(standardize + leave)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# apply scalar transformation!\n",
    "x_train = x_mapper.fit_transform(df_train).astype('float32')\n",
    "x_test = x_mapper.transform(df_test).astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(1, 101), (2, 435), (3, 54), (4, 126)]\n",
      "[(1, 402), (2, 1740), (3, 216), (4, 506)]\n"
     ]
    }
   ],
   "source": [
    "# Checking the distribution of `hormone subgroup`\n",
    "feature_index = 11 # hormone subgroup\n",
    "\n",
    "def get_feature_distribution(feature_index, dataset):\n",
    "    filtered_individuals = defaultdict(list)\n",
    "    dataset_reverse = standardize[feature_index][1].inverse_transform(dataset)\n",
    "\n",
    "    for i in range(len(dataset)):\n",
    "        individual = dataset_reverse[i]\n",
    "        filtered_individuals[int(individual[feature_index])].append(i)\n",
    "    print(sorted([(k, len(v)) for k, v in filtered_individuals.items()]))\n",
    "    return filtered_individuals\n",
    "get_feature_distribution(feature_index, x_test);\n",
    "get_feature_distribution(feature_index, x_train);"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Label transforms\n",
    "\n",
    "The survival methods require individual label transforms, so we have included a proposed `label_transform` for each method.\n",
    "For most of them the `label_transform` is just a shorthand for the class `pycox.preprocessing.label_transforms.LabTransDiscreteTime`.\n",
    "\n",
    "The `LogisticHazard` is a discrete-time method, meaning it requires discretization of the event times to be applied to continuous-time data.\n",
    "We let `num_durations` define the size of this (equidistant) discretization grid, meaning our network will have `num_durations` output nodes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 1], dtype=int64), array([3146,  434], dtype=int64))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# events!\n",
    "np.unique(df['event'], return_counts=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pycox.preprocessing.label_transforms.LabTransDiscreteTime at 0x24f52d9a230>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_durations = 10 # discretization\n",
    "\n",
    "label_translator = MTLR.label_transform(num_durations)\n",
    "\n",
    "\n",
    "get_features = lambda df: (df['time'].values, df['event'].values)\n",
    "label_translator.fit(*get_features(df_train))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `label_translator.cuts` contains the discretization grid. This will later be used to obtain the right time-scale for survival predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  0.        ,  37.13333333,  74.26666667, 111.4       ,\n",
       "        148.53333333, 185.66666667, 222.8       , 259.93333333,\n",
       "        297.06666667, 334.2       ]),\n",
       " 10)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_translator.cuts, len(label_translator.cuts)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, `y_train` is a tuple with the indices of the discretized times, in addition to event indicators."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['event', 'time', 'diagnosic-age', 'edjucation', 'marital-status', 'G',\n",
       "       'AB', 'BF', 'FH', 'Surgery', 'T', 'N', 'stage', 'Path', 'Grade', 'LVI',\n",
       "       'hormone subgroup', 'CT', 'RT', 'HT'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# As an example-> \n",
    "# sample_index = 10\n",
    "# sample_duration_index = y_train[0][sample_index]\n",
    "# sample_event = y_train[1][sample_index]\n",
    "# sample_time = df_train[\"time\"].values[sample_index]\n",
    "# print(sample_time, sample_duration_index, sample_event)\n",
    "# print(f\"based on the label_translator.cuts sample: {sample_index} is in cuts with index: {sample_duration_index}\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# K-Fold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {  # search params\n",
    "        'learning_rate': [0.1, 0.01, 0.001],\n",
    "        'num_nodes': [[32, 32], [32, 64], [32, 64, 128], [32, 64, 128, 256]],\n",
    "        'dropout': [0.0, 0.1, 0.2, 0.3],\n",
    "        'batch_size': [256],\n",
    "    }\n",
    "\n",
    "cv = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "estimator = MLTREstimator(label_translator, x_train.shape[1])\n",
    "gs = GridSearchCV(estimator, params, refit=True, cv=KFold(n_splits=cv), verbose=1, n_jobs=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "stack = lambda duration, event:np.hstack([duration.reshape((-1, 1)), event.reshape((-1, 1))])\n",
    "y_train = stack(*get_features(df_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 48 candidates, totalling 240 fits\n",
      "0:\t[1s / 1s],\t\ttrain_loss: 3.1540,\tval_loss: 3.9558\n",
      "1:\t[0s / 2s],\t\ttrain_loss: 1.4514,\tval_loss: 1.4052\n",
      "2:\t[0s / 2s],\t\ttrain_loss: 1.1166,\tval_loss: 0.8578\n",
      "3:\t[0s / 2s],\t\ttrain_loss: 0.6462,\tval_loss: 0.5031\n",
      "4:\t[0s / 2s],\t\ttrain_loss: 0.4819,\tval_loss: 0.4186\n",
      "5:\t[0s / 2s],\t\ttrain_loss: 0.4576,\tval_loss: 0.3387\n",
      "6:\t[0s / 2s],\t\ttrain_loss: 0.3876,\tval_loss: 0.4998\n",
      "7:\t[0s / 2s],\t\ttrain_loss: 0.4305,\tval_loss: 0.3618\n",
      "8:\t[0s / 3s],\t\ttrain_loss: 0.4535,\tval_loss: 0.3714\n",
      "9:\t[0s / 3s],\t\ttrain_loss: 0.4801,\tval_loss: 0.3703\n",
      "10:\t[0s / 3s],\t\ttrain_loss: 0.3780,\tval_loss: 0.3591\n",
      "11:\t[0s / 3s],\t\ttrain_loss: 0.3448,\tval_loss: 0.3758\n",
      "12:\t[0s / 3s],\t\ttrain_loss: 0.3830,\tval_loss: 0.3169\n",
      "13:\t[0s / 3s],\t\ttrain_loss: 0.3367,\tval_loss: 0.4228\n",
      "14:\t[0s / 3s],\t\ttrain_loss: 0.3954,\tval_loss: 0.3874\n",
      "15:\t[0s / 3s],\t\ttrain_loss: 0.4081,\tval_loss: 0.4538\n",
      "16:\t[0s / 4s],\t\ttrain_loss: 0.3873,\tval_loss: 0.3348\n",
      "17:\t[0s / 4s],\t\ttrain_loss: 0.3794,\tval_loss: 0.4412\n",
      "18:\t[0s / 4s],\t\ttrain_loss: 0.4142,\tval_loss: 0.3239\n",
      "19:\t[0s / 4s],\t\ttrain_loss: 0.3601,\tval_loss: 0.3493\n",
      "20:\t[0s / 4s],\t\ttrain_loss: 0.3729,\tval_loss: 0.3437\n",
      "21:\t[0s / 4s],\t\ttrain_loss: 0.3692,\tval_loss: 0.4176\n",
      "22:\t[0s / 4s],\t\ttrain_loss: 0.3990,\tval_loss: 0.3533\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=KFold(n_splits=5, random_state=None, shuffle=False),\n",
       "             estimator=MLTREstimator(in_features=18,\n",
       "                                     label_translator=&lt;pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x0000024F52D9A230&gt;),\n",
       "             n_jobs=5,\n",
       "             param_grid={&#x27;batch_size&#x27;: [256], &#x27;dropout&#x27;: [0.0, 0.1, 0.2, 0.3],\n",
       "                         &#x27;learning_rate&#x27;: [0.1, 0.01, 0.001],\n",
       "                         &#x27;num_nodes&#x27;: [[32, 32], [32, 64], [32, 64, 128],\n",
       "                                       [32, 64, 128, 256]]},\n",
       "             verbose=1)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=KFold(n_splits=5, random_state=None, shuffle=False),\n",
       "             estimator=MLTREstimator(in_features=18,\n",
       "                                     label_translator=&lt;pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x0000024F52D9A230&gt;),\n",
       "             n_jobs=5,\n",
       "             param_grid={&#x27;batch_size&#x27;: [256], &#x27;dropout&#x27;: [0.0, 0.1, 0.2, 0.3],\n",
       "                         &#x27;learning_rate&#x27;: [0.1, 0.01, 0.001],\n",
       "                         &#x27;num_nodes&#x27;: [[32, 32], [32, 64], [32, 64, 128],\n",
       "                                       [32, 64, 128, 256]]},\n",
       "             verbose=1)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: MLTREstimator</label><div class=\"sk-toggleable__content\"><pre>MLTREstimator(in_features=18,\n",
       "              label_translator=&lt;pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x0000024F52D9A230&gt;)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">MLTREstimator</label><div class=\"sk-toggleable__content\"><pre>MLTREstimator(in_features=18,\n",
       "              label_translator=&lt;pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x0000024F52D9A230&gt;)</pre></div></div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "GridSearchCV(cv=KFold(n_splits=5, random_state=None, shuffle=False),\n",
       "             estimator=MLTREstimator(in_features=18,\n",
       "                                     label_translator=<pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x0000024F52D9A230>),\n",
       "             n_jobs=5,\n",
       "             param_grid={'batch_size': [256], 'dropout': [0.0, 0.1, 0.2, 0.3],\n",
       "                         'learning_rate': [0.1, 0.01, 0.001],\n",
       "                         'num_nodes': [[32, 32], [32, 64], [32, 64, 128],\n",
       "                                       [32, 64, 128, 256]]},\n",
       "             verbose=1)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gs.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7552311258775719 {'batch_size': 256, 'dropout': 0.0, 'learning_rate': 0.1, 'num_nodes': [32, 64, 128, 256]}\n"
     ]
    }
   ],
   "source": [
    "print(gs.best_score_, gs.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\pooya\\miniconda3\\envs\\torch_gpu\\lib\\site-packages\\pycox\\evaluation\\eval_surv.py:36: FutureWarning: is_monotonic is deprecated and will be removed in a future version. Use is_monotonic_increasing instead.\n",
      "  assert pd.Series(self.index_surv).is_monotonic\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7651818681750334"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "durations_test, events_test = get_features(df_test)\n",
    "\n",
    "gs.score(x_test, np.hstack([durations_test.reshape((-1, 1)), events_test.reshape((-1, 1))]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "estimator = MLTREstimator(label_translator, x_train.shape[1], **gs.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0:\t[0s / 0s],\t\ttrain_loss: 3.2985,\tval_loss: 9.1005\n",
      "1:\t[0s / 0s],\t\ttrain_loss: 1.3637,\tval_loss: 2.1464\n",
      "2:\t[0s / 0s],\t\ttrain_loss: 0.8821,\tval_loss: 0.7908\n",
      "3:\t[0s / 0s],\t\ttrain_loss: 0.6260,\tval_loss: 0.4983\n",
      "4:\t[0s / 0s],\t\ttrain_loss: 0.6032,\tval_loss: 0.7455\n",
      "5:\t[0s / 0s],\t\ttrain_loss: 0.4722,\tval_loss: 0.3468\n",
      "6:\t[0s / 0s],\t\ttrain_loss: 0.4188,\tval_loss: 0.3966\n",
      "7:\t[0s / 1s],\t\ttrain_loss: 0.4523,\tval_loss: 0.3487\n",
      "8:\t[0s / 1s],\t\ttrain_loss: 0.4308,\tval_loss: 0.3622\n",
      "9:\t[0s / 1s],\t\ttrain_loss: 0.4114,\tval_loss: 0.3920\n",
      "10:\t[0s / 1s],\t\ttrain_loss: 0.4638,\tval_loss: 0.3618\n",
      "11:\t[0s / 1s],\t\ttrain_loss: 0.4842,\tval_loss: 0.6742\n",
      "12:\t[0s / 1s],\t\ttrain_loss: 0.5517,\tval_loss: 0.5672\n",
      "13:\t[0s / 1s],\t\ttrain_loss: 0.4139,\tval_loss: 0.3107\n",
      "14:\t[0s / 2s],\t\ttrain_loss: 0.4551,\tval_loss: 0.3981\n",
      "15:\t[0s / 2s],\t\ttrain_loss: 0.4515,\tval_loss: 0.3696\n",
      "16:\t[0s / 2s],\t\ttrain_loss: 0.4253,\tval_loss: 0.6092\n",
      "17:\t[0s / 2s],\t\ttrain_loss: 0.4042,\tval_loss: 0.9834\n",
      "18:\t[0s / 2s],\t\ttrain_loss: 0.4084,\tval_loss: 0.6268\n",
      "19:\t[0s / 2s],\t\ttrain_loss: 0.5215,\tval_loss: 0.4384\n",
      "20:\t[0s / 2s],\t\ttrain_loss: 0.5367,\tval_loss: 0.3787\n",
      "21:\t[0s / 3s],\t\ttrain_loss: 0.5233,\tval_loss: 0.3585\n",
      "22:\t[0s / 3s],\t\ttrain_loss: 0.4340,\tval_loss: 0.3580\n",
      "23:\t[0s / 3s],\t\ttrain_loss: 0.4223,\tval_loss: 0.3766\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-4 {color: black;background-color: white;}#sk-container-id-4 pre{padding: 0;}#sk-container-id-4 div.sk-toggleable {background-color: white;}#sk-container-id-4 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-4 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-4 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-4 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-4 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-4 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-4 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-4 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-4 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-4 div.sk-item {position: relative;z-index: 1;}#sk-container-id-4 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-4 div.sk-item::before, #sk-container-id-4 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-4 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-4 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-4 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-4 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-4 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-4 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-4 div.sk-label-container {text-align: center;}#sk-container-id-4 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-4 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MLTREstimator(in_features=18,\n",
       "              label_translator=&lt;pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x0000024F52D9A230&gt;,\n",
       "              learning_rate=0.1, num_nodes=[32, 64, 128, 256])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" checked><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">MLTREstimator</label><div class=\"sk-toggleable__content\"><pre>MLTREstimator(in_features=18,\n",
       "              label_translator=&lt;pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x0000024F52D9A230&gt;,\n",
       "              learning_rate=0.1, num_nodes=[32, 64, 128, 256])</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "MLTREstimator(in_features=18,\n",
       "              label_translator=<pycox.preprocessing.label_transforms.LabTransDiscreteTime object at 0x0000024F52D9A230>,\n",
       "              learning_rate=0.1, num_nodes=[32, 64, 128, 256])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "estimator.fit(x_train, y_train, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\pooya\\miniconda3\\envs\\torch_gpu\\lib\\site-packages\\pycox\\evaluation\\eval_surv.py:36: FutureWarning: is_monotonic is deprecated and will be removed in a future version. Use is_monotonic_increasing instead.\n",
      "  assert pd.Series(self.index_surv).is_monotonic\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7395972451357792"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "estimator.score_split(x_test, durations_test, events_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MLPVanilla(\n",
       "  (net): Sequential(\n",
       "    (0): DenseVanillaBlock(\n",
       "      (linear): Linear(in_features=18, out_features=32, bias=True)\n",
       "      (activation): ReLU()\n",
       "      (batch_norm): BatchNorm1d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (1): DenseVanillaBlock(\n",
       "      (linear): Linear(in_features=32, out_features=64, bias=True)\n",
       "      (activation): ReLU()\n",
       "      (batch_norm): BatchNorm1d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (2): DenseVanillaBlock(\n",
       "      (linear): Linear(in_features=64, out_features=128, bias=True)\n",
       "      (activation): ReLU()\n",
       "      (batch_norm): BatchNorm1d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (3): DenseVanillaBlock(\n",
       "      (linear): Linear(in_features=128, out_features=256, bias=True)\n",
       "      (activation): ReLU()\n",
       "      (batch_norm): BatchNorm1d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (4): Linear(in_features=256, out_features=10, bias=True)\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = estimator.model\n",
    "log = model.log\n",
    "model.net"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "log.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we set the `batch_size` and the number of training `epochs`.\n",
    "\n",
    "We also include the `EarlyStopping` callback to stop training when the validation loss stops improving."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3106600046157837"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log.to_pandas().val_loss.min()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction\n",
    "\n",
    "For evaluation we first need to obtain survival estimates for the test set.\n",
    "This can be done with `model.predict_surv` which returns an array of survival estimates, or with `model.predict_surv_df` which returns the survival estimates as a dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>1.000000e+00</td>\n",
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       "      <td>0.477319</td>\n",
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       "      <td>0.978423</td>\n",
       "      <td>0.889654</td>\n",
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       "      <td>0.754299</td>\n",
       "      <td>0.943153</td>\n",
       "      <td>0.773880</td>\n",
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       "      <td>0.969742</td>\n",
       "      <td>0.701605</td>\n",
       "      <td>0.899764</td>\n",
       "      <td>0.863028</td>\n",
       "      <td>0.940107</td>\n",
       "      <td>0.954724</td>\n",
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       "      <td>9.999453e-01</td>\n",
       "      <td>0.723469</td>\n",
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       "      <td>0.999125</td>\n",
       "      <td>0.892703</td>\n",
       "      <td>0.125300</td>\n",
       "      <td>0.645536</td>\n",
       "      <td>0.906666</td>\n",
       "      <td>0.670449</td>\n",
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       "      <td>0.844775</td>\n",
       "      <td>0.786162</td>\n",
       "      <td>0.901862</td>\n",
       "      <td>0.925356</td>\n",
       "      <td>1.899377e-01</td>\n",
       "      <td>9.999445e-01</td>\n",
       "      <td>0.611646</td>\n",
       "      <td>0.996125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148.533333</th>\n",
       "      <td>0.933212</td>\n",
       "      <td>0.917774</td>\n",
       "      <td>0.784620</td>\n",
       "      <td>0.721106</td>\n",
       "      <td>0.991651</td>\n",
       "      <td>0.856063</td>\n",
       "      <td>0.050510</td>\n",
       "      <td>0.577013</td>\n",
       "      <td>0.868938</td>\n",
       "      <td>0.586721</td>\n",
       "      <td>...</td>\n",
       "      <td>0.926546</td>\n",
       "      <td>0.484544</td>\n",
       "      <td>0.790636</td>\n",
       "      <td>0.744499</td>\n",
       "      <td>0.874732</td>\n",
       "      <td>0.911474</td>\n",
       "      <td>3.734291e-03</td>\n",
       "      <td>2.792723e-01</td>\n",
       "      <td>0.516333</td>\n",
       "      <td>0.992576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185.666667</th>\n",
       "      <td>0.817762</td>\n",
       "      <td>0.859356</td>\n",
       "      <td>0.620847</td>\n",
       "      <td>0.584467</td>\n",
       "      <td>0.938702</td>\n",
       "      <td>0.727989</td>\n",
       "      <td>0.026795</td>\n",
       "      <td>0.454096</td>\n",
       "      <td>0.727766</td>\n",
       "      <td>0.435696</td>\n",
       "      <td>...</td>\n",
       "      <td>0.832420</td>\n",
       "      <td>0.339594</td>\n",
       "      <td>0.642803</td>\n",
       "      <td>0.640517</td>\n",
       "      <td>0.776670</td>\n",
       "      <td>0.855465</td>\n",
       "      <td>1.011014e-03</td>\n",
       "      <td>1.515802e-01</td>\n",
       "      <td>0.372042</td>\n",
       "      <td>0.949339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222.800000</th>\n",
       "      <td>0.465512</td>\n",
       "      <td>0.622077</td>\n",
       "      <td>0.241286</td>\n",
       "      <td>0.249890</td>\n",
       "      <td>0.820195</td>\n",
       "      <td>0.365672</td>\n",
       "      <td>0.002202</td>\n",
       "      <td>0.176954</td>\n",
       "      <td>0.359605</td>\n",
       "      <td>0.142992</td>\n",
       "      <td>...</td>\n",
       "      <td>0.498000</td>\n",
       "      <td>0.084536</td>\n",
       "      <td>0.269756</td>\n",
       "      <td>0.355111</td>\n",
       "      <td>0.458307</td>\n",
       "      <td>0.639420</td>\n",
       "      <td>2.086163e-06</td>\n",
       "      <td>1.427208e-01</td>\n",
       "      <td>0.104560</td>\n",
       "      <td>0.745531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259.933333</th>\n",
       "      <td>0.147200</td>\n",
       "      <td>0.445708</td>\n",
       "      <td>0.095294</td>\n",
       "      <td>0.138246</td>\n",
       "      <td>0.028172</td>\n",
       "      <td>0.165855</td>\n",
       "      <td>0.001691</td>\n",
       "      <td>0.115803</td>\n",
       "      <td>0.139358</td>\n",
       "      <td>0.076784</td>\n",
       "      <td>...</td>\n",
       "      <td>0.213954</td>\n",
       "      <td>0.044463</td>\n",
       "      <td>0.121517</td>\n",
       "      <td>0.250549</td>\n",
       "      <td>0.267380</td>\n",
       "      <td>0.492197</td>\n",
       "      <td>2.980232e-07</td>\n",
       "      <td>5.728006e-05</td>\n",
       "      <td>0.057459</td>\n",
       "      <td>0.147382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297.066667</th>\n",
       "      <td>0.025997</td>\n",
       "      <td>0.194680</td>\n",
       "      <td>0.020139</td>\n",
       "      <td>0.033435</td>\n",
       "      <td>0.001883</td>\n",
       "      <td>0.041494</td>\n",
       "      <td>0.000297</td>\n",
       "      <td>0.029210</td>\n",
       "      <td>0.023158</td>\n",
       "      <td>0.012784</td>\n",
       "      <td>...</td>\n",
       "      <td>0.065190</td>\n",
       "      <td>0.007401</td>\n",
       "      <td>0.030378</td>\n",
       "      <td>0.087889</td>\n",
       "      <td>0.091802</td>\n",
       "      <td>0.234629</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.980232e-07</td>\n",
       "      <td>0.010585</td>\n",
       "      <td>0.030786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334.200000</th>\n",
       "      <td>0.003340</td>\n",
       "      <td>0.051165</td>\n",
       "      <td>0.003751</td>\n",
       "      <td>0.006238</td>\n",
       "      <td>0.000254</td>\n",
       "      <td>0.007707</td>\n",
       "      <td>0.000069</td>\n",
       "      <td>0.005799</td>\n",
       "      <td>0.002863</td>\n",
       "      <td>0.001794</td>\n",
       "      <td>...</td>\n",
       "      <td>0.014490</td>\n",
       "      <td>0.001187</td>\n",
       "      <td>0.006320</td>\n",
       "      <td>0.021299</td>\n",
       "      <td>0.021658</td>\n",
       "      <td>0.067545</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.192093e-07</td>\n",
       "      <td>0.001775</td>\n",
       "      <td>0.004282</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 716 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 0         1         2         3         4         5    \\\n",
       "0.000000    0.999900  0.999771  0.999762  0.999675  0.999999  0.999819   \n",
       "37.133333   0.991486  0.983364  0.962004  0.939618  0.999824  0.976192   \n",
       "74.266667   0.974165  0.958402  0.900893  0.858371  0.999326  0.934867   \n",
       "111.400000  0.955617  0.931477  0.846782  0.778422  0.999125  0.892703   \n",
       "148.533333  0.933212  0.917774  0.784620  0.721106  0.991651  0.856063   \n",
       "185.666667  0.817762  0.859356  0.620847  0.584467  0.938702  0.727989   \n",
       "222.800000  0.465512  0.622077  0.241286  0.249890  0.820195  0.365672   \n",
       "259.933333  0.147200  0.445708  0.095294  0.138246  0.028172  0.165855   \n",
       "297.066667  0.025997  0.194680  0.020139  0.033435  0.001883  0.041494   \n",
       "334.200000  0.003340  0.051165  0.003751  0.006238  0.000254  0.007707   \n",
       "\n",
       "                 6         7         8         9    ...       706       707  \\\n",
       "0.000000    0.999377  0.999334  0.999819  0.999532  ...  0.999922  0.999445   \n",
       "37.133333   0.477319  0.875732  0.978423  0.889654  ...  0.990765  0.845751   \n",
       "74.266667   0.251040  0.754299  0.943153  0.773880  ...  0.969742  0.701605   \n",
       "111.400000  0.125300  0.645536  0.906666  0.670449  ...  0.947137  0.588719   \n",
       "148.533333  0.050510  0.577013  0.868938  0.586721  ...  0.926546  0.484544   \n",
       "185.666667  0.026795  0.454096  0.727766  0.435696  ...  0.832420  0.339594   \n",
       "222.800000  0.002202  0.176954  0.359605  0.142992  ...  0.498000  0.084536   \n",
       "259.933333  0.001691  0.115803  0.139358  0.076784  ...  0.213954  0.044463   \n",
       "297.066667  0.000297  0.029210  0.023158  0.012784  ...  0.065190  0.007401   \n",
       "334.200000  0.000069  0.005799  0.002863  0.001794  ...  0.014490  0.001187   \n",
       "\n",
       "                 708       709       710       711           712  \\\n",
       "0.000000    0.999747  0.999571  0.999770  0.999731  9.999896e-01   \n",
       "37.133333   0.961193  0.937843  0.977083  0.981010  3.672419e-01   \n",
       "74.266667   0.899764  0.863028  0.940107  0.954724  2.255750e-01   \n",
       "111.400000  0.844775  0.786162  0.901862  0.925356  1.899377e-01   \n",
       "148.533333  0.790636  0.744499  0.874732  0.911474  3.734291e-03   \n",
       "185.666667  0.642803  0.640517  0.776670  0.855465  1.011014e-03   \n",
       "222.800000  0.269756  0.355111  0.458307  0.639420  2.086163e-06   \n",
       "259.933333  0.121517  0.250549  0.267380  0.492197  2.980232e-07   \n",
       "297.066667  0.030378  0.087889  0.091802  0.234629  0.000000e+00   \n",
       "334.200000  0.006320  0.021299  0.021658  0.067545  0.000000e+00   \n",
       "\n",
       "                     713       714       715  \n",
       "0.000000    1.000000e+00  0.999431  0.999983  \n",
       "37.133333   9.999825e-01  0.860060  0.999473  \n",
       "74.266667   9.999453e-01  0.723469  0.997938  \n",
       "111.400000  9.999445e-01  0.611646  0.996125  \n",
       "148.533333  2.792723e-01  0.516333  0.992576  \n",
       "185.666667  1.515802e-01  0.372042  0.949339  \n",
       "222.800000  1.427208e-01  0.104560  0.745531  \n",
       "259.933333  5.728006e-05  0.057459  0.147382  \n",
       "297.066667  2.980232e-07  0.010585  0.030786  \n",
       "334.200000  1.192093e-07  0.001775  0.004282  \n",
       "\n",
       "[10 rows x 716 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "surv = model.predict_surv_df(x_test)\n",
    "surv\n",
    "# columns are sample indices, values are the probability of the events"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(1, 101), (2, 435), (3, 54), (4, 126)]\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 10))\n",
    "\n",
    "test_filtered_individuals = get_feature_distribution(feature_index, x_test)\n",
    "intervals = label_translator.cuts\n",
    "\n",
    "avg_probs = dict()\n",
    "values_of_individuals_subgroups = dict()\n",
    "\n",
    "for hormone_group, individuals in test_filtered_individuals.items():\n",
    "    no_of_individuals_subgroup = len(individuals)\n",
    "    values_of_individuals_subgroup = []\n",
    "    sum_of_individuals_subgroup = [0 for _ in range(label_translator.out_features)]\n",
    "    for individual_index in individuals:\n",
    "        for interval_index, interval_value in enumerate(intervals):\n",
    "            sum_of_individuals_subgroup[interval_index] += surv[individual_index][interval_value]\n",
    "            values_of_individuals_subgroup.append((interval_value, surv[individual_index][interval_value]))\n",
    "    values_of_individuals_subgroups[hormone_group] = values_of_individuals_subgroup\n",
    "    avg_probs[hormone_group] = [prob_sum / no_of_individuals_subgroup for prob_sum in sum_of_individuals_subgroup]\n",
    "\n",
    "avg_prob_1, avg_prob_2, avg_prob_3, avg_prob_4 = avg_probs[1], avg_probs[2], avg_probs[3], avg_probs[4]\n",
    "\n",
    "with plt.style.context('seaborn-poster'):\n",
    "    plt.plot(intervals, avg_prob_1 , 'ro-', label='HR+ HER2+')\n",
    "    plt.plot(intervals, avg_prob_2 , 'bo-', label='HR+ HER2-')\n",
    "    plt.plot(intervals, avg_prob_3 , 'go-', label='HR- HER2+')\n",
    "    plt.plot(intervals, avg_prob_4 , 'co-', label='HR-,HER2-')\n",
    "    plt.axvline(x = 72, ymin = 0, ymax = 0.99, color = 'y', linestyle='dashdot',\n",
    "            label = 'survival probability for 6 years')\n",
    "    plt.axvline(x = 108, ymin = 0, ymax = 0.99, color = 'olivedrab', linestyle='dashdot',\n",
    "            label = 'survival probability for 9 years')\n",
    "    plt.axvline(x = 144, ymin = 0, ymax = 0.99, color = 'maroon', linestyle='dashdot',\n",
    "            label = 'survival probability for 12 years')\n",
    "    plt.axvline(x = 180, ymin = 0, ymax = 0.99, color = 'orange', linestyle='dashdot',\n",
    "            label = 'survival probability for 15 years')\n",
    "    plt.grid(True);\n",
    "    plt.xticks(np.arange(0, 360, 30))\n",
    "    plt.yticks(np.arange(0, 1.1, 0.1), np.arange(0, 110, 10))\n",
    "    plt.xlabel('Months ')\n",
    "    plt.ylabel('Predicted Survival Probability')\n",
    "    plt.legend()\n",
    "\n",
    "\n",
    "# surv.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1280x880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('seaborn-poster'):\n",
    "    plt.plot(intervals, avg_prob_1 , 'ro-', label='HR+ HER2+')\n",
    "    plt.axvline(x = 72, ymin = 0, ymax = 0.99, color = 'y', linestyle='dashdot',\n",
    "            label = 'survival probability for 6 years')\n",
    "    plt.axvline(x = 108, ymin = 0, ymax = 0.99, color = 'olivedrab', linestyle='dashdot',\n",
    "            label = 'survival probability for 9 years')\n",
    "    plt.axvline(x = 144, ymin = 0, ymax = 0.99, color = 'maroon', linestyle='dashdot',\n",
    "            label = 'survival probability for 12 years')\n",
    "    plt.axvline(x = 180, ymin = 0, ymax = 0.99, color = 'orange', linestyle='dashdot',\n",
    "            label = 'survival probability for 15 years')\n",
    "    plt.grid(True);\n",
    "    plt.xticks(np.arange(0, 360, 30))\n",
    "    plt.yticks(np.arange(0, 1.1, 0.1), np.arange(0, 110, 10))\n",
    "    plt.xlabel('Months ')\n",
    "    plt.ylabel('Predicted Survival Probability')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1280x880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('seaborn-poster'):\n",
    "    plt.plot(intervals, avg_prob_2 , 'bo-', label='HR+ HER2-')\n",
    "    plt.axvline(x = 72, ymin = 0, ymax = 0.99, color = 'y', linestyle='dashdot',\n",
    "            label = 'survival probability for 6 years')\n",
    "    plt.axvline(x = 108, ymin = 0, ymax = 0.99, color = 'olivedrab', linestyle='dashdot',\n",
    "            label = 'survival probability for 9 years')\n",
    "    plt.axvline(x = 144, ymin = 0, ymax = 0.99, color = 'maroon', linestyle='dashdot',\n",
    "            label = 'survival probability for 12 years')\n",
    "    plt.axvline(x = 180, ymin = 0, ymax = 0.99, color = 'orange', linestyle='dashdot',\n",
    "            label = 'survival probability for 15 years')\n",
    "    plt.grid(True);\n",
    "    plt.xticks(np.arange(0, 360, 30))\n",
    "    plt.yticks(np.arange(0, 1.1, 0.1), np.arange(0, 110, 10))\n",
    "    plt.xlabel('Months ')\n",
    "    plt.ylabel('Predicted Survival Probability')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1280x880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('seaborn-poster'):\n",
    "    plt.plot(intervals, avg_prob_3 , 'go-', label='HR- HER2+')\n",
    "    plt.axvline(x = 72, ymin = 0, ymax = 0.99, color = 'y', linestyle='dashdot',\n",
    "            label = 'survival probability for 6 years')\n",
    "    plt.axvline(x = 108, ymin = 0, ymax = 0.99, color = 'olivedrab', linestyle='dashdot',\n",
    "            label = 'survival probability for 9 years')\n",
    "    plt.axvline(x = 144, ymin = 0, ymax = 0.99, color = 'maroon', linestyle='dashdot',\n",
    "            label = 'survival probability for 12 years')\n",
    "    plt.axvline(x = 180, ymin = 0, ymax = 0.99, color = 'orange', linestyle='dashdot',\n",
    "            label = 'survival probability for 15 years')\n",
    "    plt.grid(True);\n",
    "    plt.xticks(np.arange(0, 360, 30))\n",
    "    plt.yticks(np.arange(0, 1.1, 0.1), np.arange(0, 110, 10))\n",
    "    plt.xlabel('Months ')\n",
    "    plt.ylabel('Predicted Survival Probability')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1280x880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('seaborn-poster'):\n",
    "    plt.plot(intervals, avg_prob_4 , 'co-', label='HR-,HER2-')\n",
    "    plt.axvline(x = 72, ymin = 0, ymax = 0.99, color = 'y', linestyle='dashdot',\n",
    "            label = 'survival probability for 6 years')\n",
    "    plt.axvline(x = 108, ymin = 0, ymax = 0.99, color = 'olivedrab', linestyle='dashdot',\n",
    "            label = 'survival probability for 9 years')\n",
    "    plt.axvline(x = 144, ymin = 0, ymax = 0.99, color = 'maroon', linestyle='dashdot',\n",
    "            label = 'survival probability for 12 years')\n",
    "    plt.axvline(x = 180, ymin = 0, ymax = 0.99, color = 'orange', linestyle='dashdot',\n",
    "            label = 'survival probability for 15 years')\n",
    "    plt.grid(True);\n",
    "    plt.xticks(np.arange(0, 360, 30))\n",
    "    plt.yticks(np.arange(0, 1.1, 0.1), np.arange(0, 110, 10))\n",
    "    plt.xlabel('Months ')\n",
    "    plt.ylabel('Predicted Survival Probability')\n",
    "    plt.legend()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the survival estimates for the first 5 individuals.\n",
    "Note that the time scale is correct because we have set `model.duration_index` to be the grid points.\n",
    "We have, however, only defined the survival estimates at the 10 times in our discretization grid, so, the survival estimates is a step function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "surv.iloc[:, :6].plot(drawstyle='steps-post')\n",
    "plt.ylabel('S(t | x)')\n",
    "_ = plt.xlabel('Time')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is, therefore, often beneficial to [interpolate the survival estimates](https://arxiv.org/abs/1910.06724).\n",
    "Linear interpolation (constant density interpolation) can be performed with the `interpolate` method. We also need to choose how many points we want to replace each grid point with. Her we will use 10."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "surv = model.interpolate(10).predict_surv_df(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "surv.iloc[:, :5].plot(drawstyle='default')\n",
    "plt.ylabel('Survival probability of Nnet-survival Model')\n",
    "_ = plt.xlabel('Time(month)')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation\n",
    "\n",
    "The `EvalSurv` class contains some useful evaluation criteria for time-to-event prediction.\n",
    "We set `censor_surv = 'km'` to state that we want to use Kaplan-Meier for estimating the censoring distribution.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\pooya\\miniconda3\\envs\\torch_gpu\\lib\\site-packages\\pycox\\evaluation\\eval_surv.py:36: FutureWarning: is_monotonic is deprecated and will be removed in a future version. Use is_monotonic_increasing instead.\n",
      "  assert pd.Series(self.index_surv).is_monotonic\n"
     ]
    }
   ],
   "source": [
    "ev = EvalSurv(surv, durations_test, events_test, censor_surv='km')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Concordance\n",
    "\n",
    "We start with the event-time concordance by [Antolini et al. 2005](https://onlinelibrary.wiley.com/doi/10.1002/sim.2427)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7714667295152801"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ev.concordance_td('antolini')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Brier Score\n",
    "\n",
    "We can plot the the [IPCW Brier score](https://onlinelibrary.wiley.com/doi/abs/10.1002/%28SICI%291097-0258%2819990915/30%2918%3A17/18%3C2529%3A%3AAID-SIM274%3E3.0.CO%3B2-5) for a given set of times.\n",
    "Here we just use 100 time-points between the min and max duration in the test set.\n",
    "Note that the score becomes unstable for the highest times. It is therefore common to disregard the rightmost part of the graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_grid = np.linspace(durations_test.min(), durations_test.max(), 100)\n",
    "ev.brier_score(time_grid).plot()\n",
    "plt.ylabel('Brier score of Nnet-survival Model')\n",
    "_ = plt.xlabel('Time(month)')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Negative binomial log-likelihood\n",
    "\n",
    "In a similar manner, we can plot the the [IPCW negative binomial log-likelihood](https://onlinelibrary.wiley.com/doi/abs/10.1002/%28SICI%291097-0258%2819990915/30%2918%3A17/18%3C2529%3A%3AAID-SIM274%3E3.0.CO%3B2-5)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ev.nbll(time_grid).plot()\n",
    "plt.ylabel('NBLL')\n",
    "_ = plt.xlabel('Time')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Integrated scores\n",
    "\n",
    "The two time-dependent scores above can be integrated over time to produce a single score [Graf et al. 1999](https://onlinelibrary.wiley.com/doi/abs/10.1002/%28SICI%291097-0258%2819990915/30%2918%3A17/18%3C2529%3A%3AAID-SIM274%3E3.0.CO%3B2-5). In practice this is done by numerical integration over a defined `time_grid`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1963944455879859"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ev.integrated_brier_score(time_grid) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6613715035006934"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ev.integrated_nbll(time_grid) "
   ]
  }
 ],
 "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}