{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Density estimation: multivariate normal distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "from arfpy import arf\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "from numpy import random\n",
    "random.seed(seed=2023)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's generate some multivariate normal data for which we then try to recapture the joint density with FORDE. We have 2 variables, `var1` and `var2` that each have a variance of 1 and they exhibit a correlation coefficient of 0.8. The mean values for `var1` and `var2` are set to 1 and 5, respectively. As an example, we generate 2000 observations. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2000, 2)"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean = (1, 5)\n",
    "cov = [[1, 0.8], [0.8, 1]]\n",
    "df = pd.DataFrame(random.multivariate_normal(mean, cov, (2000, )))\n",
    "df.columns = ['var1', 'var2']\n",
    "# resulting data frame has 1000 observations for the 2 variables\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's fit the adversarial random forest and estimate the density:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial accuracy is 0.6515\n",
      "Iteration number 1 reached accuracy of 0.3485.\n"
     ]
    }
   ],
   "source": [
    "my_arf = arf.arf(x = df)\n",
    "FORDE = my_arf.forde()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now investigate details on the estimated density. We have two continuous variables in the data set, so we can have a look at the estimated parameters by browsing through the `'cnt'` data frame.\n",
    "\n",
    "What this data frame tells us is the following: \n",
    "\n",
    "The first column `tree` indicates the tree in the forest.  Note that we get parameters for 30 trees because we have used the default value for `num_trees = 30` in the ARF. The second column `nodeid` gives the unique identifier to each leaf (terminal node) in the respective forest. We are interested in those parameters because we know that if the forest has converged, it is reasonable to assume that the variables in those terminal nodes are mutually independent. So to get to the joint density, we can use these univariate densities and apply some basic probability theory instead of having to model the multivariate density directly. \n",
    "\n",
    "Recap that we have generated two variables that are named `var1` and`var2`. We have column `variable` indicating for which of the variables the parameters are estimated. Finally, the estimated parameters for the mean (`mean`) and standard deviation (`sd`) are given in respective columns of the table. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tree</th>\n",
       "      <th>nodeid</th>\n",
       "      <th>variable</th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>var1</td>\n",
       "      <td>-1.094664</td>\n",
       "      <td>0.514677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>var2</td>\n",
       "      <td>2.453952</td>\n",
       "      <td>0.325082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>var1</td>\n",
       "      <td>-1.044197</td>\n",
       "      <td>0.563873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>var2</td>\n",
       "      <td>2.881324</td>\n",
       "      <td>0.039782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>var1</td>\n",
       "      <td>-0.776401</td>\n",
       "      <td>0.527718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>29</td>\n",
       "      <td>716</td>\n",
       "      <td>var2</td>\n",
       "      <td>6.977322</td>\n",
       "      <td>0.331542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>29</td>\n",
       "      <td>717</td>\n",
       "      <td>var1</td>\n",
       "      <td>3.761665</td>\n",
       "      <td>0.101248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>29</td>\n",
       "      <td>717</td>\n",
       "      <td>var2</td>\n",
       "      <td>6.639773</td>\n",
       "      <td>0.332960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>29</td>\n",
       "      <td>718</td>\n",
       "      <td>var1</td>\n",
       "      <td>3.186145</td>\n",
       "      <td>0.629556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>29</td>\n",
       "      <td>718</td>\n",
       "      <td>var2</td>\n",
       "      <td>7.686327</td>\n",
       "      <td>0.121825</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12360 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     tree  nodeid variable      mean        sd\n",
       "0       0       5     var1 -1.094664  0.514677\n",
       "1       0       5     var2  2.453952  0.325082\n",
       "2       0       7     var1 -1.044197  0.563873\n",
       "3       0       7     var2  2.881324  0.039782\n",
       "4       0      11     var1 -0.776401  0.527718\n",
       "..    ...     ...      ...       ...       ...\n",
       "403    29     716     var2  6.977322  0.331542\n",
       "404    29     717     var1  3.761665  0.101248\n",
       "405    29     717     var2  6.639773  0.332960\n",
       "406    29     718     var1  3.186145  0.629556\n",
       "407    29     718     var2  7.686327  0.121825\n",
       "\n",
       "[12360 rows x 5 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "FORDE['cnt'].iloc[:,:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's generate some data to visualize results. For each new observation, we sample a leaf from the forest, i.e., a `nodeid` from a `tree` in `FORDE['cnt']`. Then, the algorithm plugs in the values for the mean (`mean`) and standard deviation (`sd`) in a truncated normal distribution and samples the new value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_syn = my_arf.forge(n = 2000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot the resulting data!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x1800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2, 2, 1)\n",
    "df_test = df\n",
    "plt.plot(df.to_numpy()[:, 0], df.to_numpy()[:, 1], '.', alpha=0.5)\n",
    "plt.grid()\n",
    "plt.title('Original Data', fontsize = 30)\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "plt.plot(df_syn.to_numpy()[:, 0], df_syn.to_numpy()[:, 1], '.', alpha=0.5)\n",
    "plt.grid()\n",
    "plt.title('Synthesized Data', fontsize = 30)\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [30, 25]\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}