{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CISS-VAE Quickstart\n",
    "\n",
    "The **Clustering-Informed Shared-Structure Variational Autoencoder (CISS-VAE)** is a flexible deep learning model for missing data imputation that accommodates all three types of missing data mechanisms: Missing Completely At Random (MCAR), Missing At Random (MAR), and Missing Not At Random (MNAR). While it is particularly well-suited to MNAR scenarios where missingness patterns carry informative signals, CISS-VAE also functions effectively under MAR assumptions. Please see our <a href=\"https://doi.org/10.1002/sim.70335\"> publication </a> for more details.\n",
    "\n",
    "![**Example CISS-VAE for Imputation Workflow**](CISSVAEModelDiagram.png)\n",
    "\n",
    "## Installation\n",
    "The CISS-VAE package is currently available for python, with an R\n",
    "package to be released soon. It can be installed from either\n",
    "[github](https://github.com/CISS-VAE/CISS-VAE-python) or PyPI.\n",
    "\n",
    "``` bash\n",
    "# From PyPI \n",
    "pip install ciss-vae\n",
    "\n",
    "```\n",
    "\n",
    "``` bash\n",
    "# From GitHub (latest development version)\n",
    "pip install git+https://github.com/CISS-VAE/CISS-VAE-python.git\n",
    "```\n",
    "\n",
    "<div>\n",
    "\n",
    "> **Note**\n",
    ">\n",
    "> If you want run_cissvae to handle clustering, please install the\n",
    "> clustering dependencies scikit-learn, leidenalg, python-igraph with pip.\n",
    ">\n",
    "> ``` bash\n",
    "> pip install scikit-learn leidenalg python-igraph\n",
    ">\n",
    "> OR\n",
    ">\n",
    "> pip install ciss-vae[clustering]\n",
    "> ```\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quickstart\n",
    "If your data has binary or categorical variables, please see the [binary data vignette](https://ciss-vae.readthedocs.io/en/latest/binary_vignette.html).\n",
    "To load the sample dataset:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ciss_vae.data import load_example_dataset\n",
    "df_missing, df_complete, clusters = load_example_dataset()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To run the CISSVAE imputation model with default parameters (assuming known clusters)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster dataset:\n",
      " ClusterDataset(n_samples=8000, n_features=30, n_clusters=4)\n",
      "  • Original missing: 61800 / 200000 (30.90%)\n",
      "  • Validation held-out: 13783 (9.97% of non-missing)\n",
      "  • .data shape:     (8000, 30)\n",
      "  • .masks shape:    (8000, 30)\n",
      "  • .val_data shape: (8000, 30)\n",
      "  • Validation units: {'Y11': {'kind': 'continuous', 'cols': ['Y11']}, 'Y12': {'kind': 'continuous', 'cols': ['Y12']}, 'Y13': {'kind': 'continuous', 'cols': ['Y13']}, 'Y14': {'kind': 'continuous', 'cols': ['Y14']}, 'Y15': {'kind': 'continuous', 'cols': ['Y15']}, 'Y21': {'kind': 'continuous', 'cols': ['Y21']}, 'Y22': {'kind': 'continuous', 'cols': ['Y22']}, 'Y23': {'kind': 'continuous', 'cols': ['Y23']}, 'Y24': {'kind': 'continuous', 'cols': ['Y24']}, 'Y25': {'kind': 'continuous', 'cols': ['Y25']}, 'Y31': {'kind': 'continuous', 'cols': ['Y31']}, 'Y32': {'kind': 'continuous', 'cols': ['Y32']}, 'Y33': {'kind': 'continuous', 'cols': ['Y33']}, 'Y34': {'kind': 'continuous', 'cols': ['Y34']}, 'Y35': {'kind': 'continuous', 'cols': ['Y35']}, 'Y41': {'kind': 'continuous', 'cols': ['Y41']}, 'Y42': {'kind': 'continuous', 'cols': ['Y42']}, 'Y43': {'kind': 'continuous', 'cols': ['Y43']}, 'Y44': {'kind': 'continuous', 'cols': ['Y44']}, 'Y45': {'kind': 'continuous', 'cols': ['Y45']}, 'Y51': {'kind': 'continuous', 'cols': ['Y51']}, 'Y52': {'kind': 'continuous', 'cols': ['Y52']}, 'Y53': {'kind': 'continuous', 'cols': ['Y53']}, 'Y54': {'kind': 'continuous', 'cols': ['Y54']}, 'Y55': {'kind': 'continuous', 'cols': ['Y55']}}\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from ciss_vae.training.run_cissvae import run_cissvae\n",
    "# optional, display vae architecture\n",
    "from ciss_vae.utils.helpers import plot_vae_architecture\n",
    "\n",
    "imputed_data, vae = run_cissvae(\n",
    "    data = df_missing,\n",
    "    columns_ignore = df_missing.columns[:5], ## columns to ignore when selecting validation dataset (and clustering if you do not provide clusters).\n",
    "    clusters = clusters\n",
    ")\n",
    "\n",
    "## OPTIONAL - PLOT VAE ARCHITECTURE\n",
    "plot_vae_architecture(model = vae,\n",
    "                        title = None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To have run_cissvae() perform data clustering with Leiden: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster dataset:\n",
      " ClusterDataset(n_samples=8000, n_features=30, n_clusters=2)\n",
      "  • Original missing: 61800 / 200000 (30.90%)\n",
      "  • Validation held-out: 13808 (9.99% of non-missing)\n",
      "  • .data shape:     (8000, 30)\n",
      "  • .masks shape:    (8000, 30)\n",
      "  • .val_data shape: (8000, 30)\n",
      "  • Validation units: {'Y11': {'kind': 'continuous', 'cols': ['Y11']}, 'Y12': {'kind': 'continuous', 'cols': ['Y12']}, 'Y13': {'kind': 'continuous', 'cols': ['Y13']}, 'Y14': {'kind': 'continuous', 'cols': ['Y14']}, 'Y15': {'kind': 'continuous', 'cols': ['Y15']}, 'Y21': {'kind': 'continuous', 'cols': ['Y21']}, 'Y22': {'kind': 'continuous', 'cols': ['Y22']}, 'Y23': {'kind': 'continuous', 'cols': ['Y23']}, 'Y24': {'kind': 'continuous', 'cols': ['Y24']}, 'Y25': {'kind': 'continuous', 'cols': ['Y25']}, 'Y31': {'kind': 'continuous', 'cols': ['Y31']}, 'Y32': {'kind': 'continuous', 'cols': ['Y32']}, 'Y33': {'kind': 'continuous', 'cols': ['Y33']}, 'Y34': {'kind': 'continuous', 'cols': ['Y34']}, 'Y35': {'kind': 'continuous', 'cols': ['Y35']}, 'Y41': {'kind': 'continuous', 'cols': ['Y41']}, 'Y42': {'kind': 'continuous', 'cols': ['Y42']}, 'Y43': {'kind': 'continuous', 'cols': ['Y43']}, 'Y44': {'kind': 'continuous', 'cols': ['Y44']}, 'Y45': {'kind': 'continuous', 'cols': ['Y45']}, 'Y51': {'kind': 'continuous', 'cols': ['Y51']}, 'Y52': {'kind': 'continuous', 'cols': ['Y52']}, 'Y53': {'kind': 'continuous', 'cols': ['Y53']}, 'Y54': {'kind': 'continuous', 'cols': ['Y54']}, 'Y55': {'kind': 'continuous', 'cols': ['Y55']}}\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imputed_data, vae = run_cissvae(\n",
    "    data = df_missing,\n",
    "    columns_ignore = df_missing.columns[:5], ## columns to ignore when selecting validation dataset (and clustering if you do not provide clusters).\n",
    "    clusters = None,\n",
    "    k_neighbors = 500,\n",
    "    leiden_resolution = 0.001,\n",
    "    epochs = 100\n",
    ")\n",
    "## OPTIONAL - PLOT VAE ARCHITECTURE\n",
    "plot_vae_architecture(model = vae,\n",
    "                        title = None)"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}