sparse on peace.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
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   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\ASUS\\anaconda3\\envs\\Pandas\\lib\\site-packages\\tqdm\\auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "sys.path.append('./')\n",
    "sys.path.append('/Users/ASUS/Documents/GitHub/retrospective_t2e_analysis/auton-survival/')\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "from tqdm import tqdm \n",
    "from models.scs import * \n",
    "from metrics import treatment_effect"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8290, 7)\n",
      "(8290, 39)\n",
      "(8290, 7)\n",
      "(8290, 39)\n"
     ]
    }
   ],
   "source": [
    "# Load PEACE dataset\n",
    "from datasets_retrospective import load_peace_dataset\n",
    "outcomes, features, intervention, cat_feats, num_feats = load_peace_dataset(location='datasets/PEACE/Data/', outcome='PRIMARY')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Specify categorical and numeric features used for training the model\n",
    "cat_feats=['Sex', 'Baseline_Smoke_status', 'Baseline_History_Insulin']\n",
    "num_feats=['Baseline_Age', 'Baseline_Seated_Systolic_Blood_Pressure', 'Baseline_Seated_Diastolic_Blood_Pressure']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Preprocess feature data\n",
    "from preprocessing import Preprocessor\n",
    "features = Preprocessor().fit_transform(data=features[cat_feats+num_feats], cat_feats=cat_feats, num_feats=num_feats)"
   ]
  },
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   "execution_count": null,
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  },
  {
   "cell_type": "code",
   "execution_count": 6,
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       "         Baseline_Age  Baseline_Seated_Systolic_Blood_Pressure  \\\n",
       "NEW_ID                                                           \n",
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       "\n",
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       "NEW_ID                                                        \n",
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       "NEW_ID                                                            \n",
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.471177975708671\n",
      "2.471148354887172\n",
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      "2.4712112184214\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Gradient Update Steps: 100%|██████████| 2000/2000 [00:53<00:00, 37.23it/s]\n",
      "Restarts: 100%|██████████| 1/1 [00:53<00:00, 53.73s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.4711617231012077\n",
      "2.4711462976597245\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from models.scs.model import SparseCoxSubgroup\n",
    "\n",
    "# Hyper-parameters to train model\n",
    "k = 2 # number of underlying base survival phenotypes\n",
    "random_seed = 3\n",
    "n_epochs = 2000 # number of training epochs\n",
    "step_size = 1e-5\n",
    "\n",
    "\n",
    "torch.manual_seed(random_seed)\n",
    "np.random.seed(random_seed)\n",
    "\n",
    "\n",
    "# Instantiate the CMHE model on all data\n",
    "model = SparseCoxSubgroup(k=k, random_seed=random_seed, n_epochs=n_epochs, n_restarts=1, step_size=step_size, alpha=0.)\n",
    "\n",
    "model.fit(features.values, outcomes.time.values, outcomes.event.values, (intervention=='Trandolapril').values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.0541, 0.0557],\n",
       "        [0.1552, 0.1576],\n",
       "        [0.2664, 0.2654],\n",
       "        [0.7569, 0.7586],\n",
       "        [0.7408, 0.7415],\n",
       "        [0.6252, 0.6253]], requires_grad=True)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.parameters['gate']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "zeta = model.predict_proba(features.values).argmax(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# zeta_probs = model.predict_proba(features.values)\n",
    "# zeta = np.argmax(zeta_probs, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from auton_survival import reporting\n",
    "fig, ((ax1, ax2)) = plt.subplots(1, 2, figsize=(10, 5))\n",
    "fig.suptitle('Patient with max probability of survival scores')\n",
    "reporting.plot_kaplanmeier(outcomes[zeta == 0], intervention[zeta == 0], ax=ax1)\n",
    "reporting.plot_kaplanmeier(outcomes[zeta == 1], intervention[zeta == 1], ax=ax2)\n",
    "for ax in fig.get_axes():\n",
    "    ax.label_outer()\n",
    "    h, l = ax.get_legend_handles_labels()\n",
    "    ax.set_xlabel('Time (Days)')\n",
    "    ax.set_ylabel('Event-Free Survival Probability')\n",
    "    ax.legend([h[0], h[1]], ['Trandolapril', 'Placebo'], loc=\"upper right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of training data points: 5803\n",
      "Number of test data points: 2487\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Split the PEACE data into training and test data\n",
    "x_train, x_test, y_train, y_test = train_test_split(features, outcomes, test_size=0.3, random_state=1, \n",
    "                                          stratify = outcomes.event + 2*(intervention=='Trandolapril'))\n",
    "\n",
    "print(f'Number of training data points: {len(x_train)}')\n",
    "print(f'Number of test data points: {len(x_test)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_tr = x_train.values\n",
    "t_tr = y_train['time'].values\n",
    "e_tr = y_train['event'].values\n",
    "a_tr = intervention[y_train.index]=='Trandolapril'\n",
    "\n",
    "x_te = x_test.values\n",
    "t_te = y_test['time'].values\n",
    "e_te = y_test['event'].values\n",
    "a_te = (intervention[y_test.index]=='Trandolapril').values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Restarts:   0%|          | 0/1 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.5077680967697655\n",
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      "2.5003878036547786\n",
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      "2.4658441251336654\n"
     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
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     "text": [
      "2.4635859124359034\n",
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      "\n"
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    {
     "name": "stdout",
     "output_type": "stream",
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      "2.389474316256281\n",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Gradient Update Steps: 100%|██████████| 2000/2000 [00:37<00:00, 52.87it/s]\n",
      "Restarts: 100%|██████████| 1/1 [00:37<00:00, 37.84s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.3894610565238645\n",
      "2.3894836629468625\n",
      "2.3896867057355307\n",
      "2.3894054987629714\n",
      "2.389547519539999\n",
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      "2.3895575967452\n",
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      "2.38954207571713\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from models.scs.model import SparseCoxSubgroup\n",
    "\n",
    "torch.manual_seed(random_seed)\n",
    "np.random.seed(random_seed)\n",
    "\n",
    "# Instantiate the CMHE model on all data\n",
    "model = SparseCoxSubgroup(k=k, random_seed=random_seed, n_epochs=n_epochs, n_restarts=1, step_size=step_size, alpha=0.)\n",
    "\n",
    "model.fit(x_tr, t_tr, e_tr, a_tr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "zeta_probs_train = model.predict_proba(x_tr)\n",
    "zeta_train =  np.argmax(zeta_probs_train, axis=1)\n",
    "\n",
    "zeta_probs_test = model.predict_proba(x_te)\n",
    "zeta_test =  np.argmax(zeta_probs_test, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize= (10, 10))\n",
    "fig.suptitle('Patient with max probability of survival scores')\n",
    "reporting.plot_kaplanmeier(y_train[zeta_train == 0], a_tr[zeta_train == 0], ax=ax1)\n",
    "reporting.plot_kaplanmeier(y_train[zeta_train == 1], a_tr[zeta_train == 1], ax=ax2)\n",
    "reporting.plot_kaplanmeier(y_test[zeta_test == 0], a_te[zeta_test == 0], ax=ax3) \n",
    "reporting.plot_kaplanmeier(y_test[zeta_test == 1], a_te[zeta_test == 1], ax=ax4)\n",
    "for ax in fig.get_axes():\n",
    "    ax.label_outer()\n",
    "    h, l = ax.get_legend_handles_labels()\n",
    "    ax.set_xlabel('Time (Days)')\n",
    "    ax.set_ylabel('Event-Free Survival Probability')\n",
    "    ax.legend([h[0], h[1]], ['SBP target <120mm Hg', 'SBP target <140mm Hg'], loc=\"upper right\")\n",
    "plt.show()\n",
    "# First row is training data\n",
    "# Second row is test data\n",
    "# First column is zeta 0\n",
    "# Second column is zeta 1"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.12 ('Pandas')",
   "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": "3.9.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "f08cc569b594e1720561ae63e75656c07c548e4f90e451cb99794b898c100aec"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}