{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Kernel Density Estimation\n",
    "\n",
    "Kernel density estimation is the process of estimating an unknown probability density function using a *kernel function* $K(u)$. While a histogram counts the number of data points in somewhat arbitrary regions, a kernel density estimate is a function defined as the sum of a kernel function on every data point. The kernel function typically exhibits the following properties:\n",
    "\n",
    "1. Symmetry such that $K(u) = K(-u)$.\n",
    "2. Normalization such that $\\int_{-\\infty}^{\\infty} K(u) \\ du = 1$ .\n",
    "3. Monotonically decreasing such that $K'(u) < 0$ when $u > 0$.\n",
    "4. Expected value equal to zero such that $\\mathrm{E}[K] = 0$.\n",
    "\n",
    "For more information about kernel density estimation, see for instance [Wikipedia - Kernel density estimation](https://en.wikipedia.org/wiki/Kernel_density_estimation).\n",
    "\n",
    "A univariate kernel density estimator is implemented in `sm.nonparametric.KDEUnivariate`.\n",
    "In this example we will show the following:\n",
    "\n",
    "* Basic usage, how to fit the estimator.\n",
    "* The effect of varying the bandwidth of the kernel using the `bw` argument.\n",
    "* The various kernel functions available using the `kernel` argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "from statsmodels.distributions.mixture_rvs import mixture_rvs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A univariate example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "np.random.seed(12345)  # Seed the random number generator for reproducible results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We create a bimodal distribution: a mixture of two normal distributions with locations at `-1` and `1`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "# Location, scale and weight for the two distributions\n",
    "dist1_loc, dist1_scale, weight1 = -1, 0.5, 0.25\n",
    "dist2_loc, dist2_scale, weight2 = 1, 0.5, 0.75\n",
    "\n",
    "# Sample from a mixture of distributions\n",
    "obs_dist = mixture_rvs(\n",
    "    prob=[weight1, weight2],\n",
    "    size=250,\n",
    "    dist=[stats.norm, stats.norm],\n",
    "    kwargs=(\n",
    "        dict(loc=dist1_loc, scale=dist1_scale),\n",
    "        dict(loc=dist2_loc, scale=dist2_scale),\n",
    "    ),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The simplest non-parametric technique for density estimation is the histogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 5))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "# Scatter plot of data samples and histogram\n",
    "ax.scatter(\n",
    "    obs_dist,\n",
    "    np.abs(np.random.randn(obs_dist.size)),\n",
    "    zorder=15,\n",
    "    color=\"red\",\n",
    "    marker=\"x\",\n",
    "    alpha=0.5,\n",
    "    label=\"Samples\",\n",
    ")\n",
    "lines = ax.hist(obs_dist, bins=20, edgecolor=\"k\", label=\"Histogram\")\n",
    "\n",
    "ax.legend(loc=\"best\")\n",
    "ax.grid(True, zorder=-5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fitting with the default arguments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The histogram above is discontinuous. To compute a continuous probability density function,\n",
    "we can use kernel density estimation.\n",
    "\n",
    "We initialize a univariate kernel density estimator using `KDEUnivariate`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<statsmodels.nonparametric.kde.KDEUnivariate at 0xadde5de1e8ed>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kde = sm.nonparametric.KDEUnivariate(obs_dist)\n",
    "kde.fit()  # Estimate the densities"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We present a figure of the fit, as well as the true distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 5))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "# Plot the histogram\n",
    "ax.hist(\n",
    "    obs_dist,\n",
    "    bins=20,\n",
    "    density=True,\n",
    "    label=\"Histogram from samples\",\n",
    "    zorder=5,\n",
    "    edgecolor=\"k\",\n",
    "    alpha=0.5,\n",
    ")\n",
    "\n",
    "# Plot the KDE as fitted using the default arguments\n",
    "ax.plot(kde.support, kde.density, lw=3, label=\"KDE from samples\", zorder=10)\n",
    "\n",
    "# Plot the true distribution\n",
    "true_values = (\n",
    "    stats.norm.pdf(loc=dist1_loc, scale=dist1_scale, x=kde.support) * weight1\n",
    "    + stats.norm.pdf(loc=dist2_loc, scale=dist2_scale, x=kde.support) * weight2\n",
    ")\n",
    "ax.plot(kde.support, true_values, lw=3, label=\"True distribution\", zorder=15)\n",
    "\n",
    "# Plot the samples\n",
    "ax.scatter(\n",
    "    obs_dist,\n",
    "    np.abs(np.random.randn(obs_dist.size)) / 40,\n",
    "    marker=\"x\",\n",
    "    color=\"red\",\n",
    "    zorder=20,\n",
    "    label=\"Samples\",\n",
    "    alpha=0.5,\n",
    ")\n",
    "\n",
    "ax.legend(loc=\"best\")\n",
    "ax.grid(True, zorder=-5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the code above, default arguments were used. We can also vary the bandwidth of the kernel, as we will now see."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Varying the bandwidth using the `bw` argument"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The bandwidth of the kernel can be adjusted using the `bw` argument.\n",
    "In the following example, a bandwidth of `bw=0.2` seems to fit the data well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 5))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "# Plot the histogram\n",
    "ax.hist(\n",
    "    obs_dist,\n",
    "    bins=25,\n",
    "    label=\"Histogram from samples\",\n",
    "    zorder=5,\n",
    "    edgecolor=\"k\",\n",
    "    density=True,\n",
    "    alpha=0.5,\n",
    ")\n",
    "\n",
    "# Plot the KDE for various bandwidths\n",
    "for bandwidth in [0.1, 0.2, 0.4]:\n",
    "    kde.fit(bw=bandwidth)  # Estimate the densities\n",
    "    ax.plot(\n",
    "        kde.support,\n",
    "        kde.density,\n",
    "        \"--\",\n",
    "        lw=2,\n",
    "        color=\"k\",\n",
    "        zorder=10,\n",
    "        label=\"KDE from samples, bw = {}\".format(round(bandwidth, 2)),\n",
    "    )\n",
    "\n",
    "# Plot the true distribution\n",
    "ax.plot(kde.support, true_values, lw=3, label=\"True distribution\", zorder=15)\n",
    "\n",
    "# Plot the samples\n",
    "ax.scatter(\n",
    "    obs_dist,\n",
    "    np.abs(np.random.randn(obs_dist.size)) / 50,\n",
    "    marker=\"x\",\n",
    "    color=\"red\",\n",
    "    zorder=20,\n",
    "    label=\"Data samples\",\n",
    "    alpha=0.5,\n",
    ")\n",
    "\n",
    "ax.legend(loc=\"best\")\n",
    "ax.set_xlim([-3, 3])\n",
    "ax.grid(True, zorder=-5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparing kernel functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the example above, a Gaussian kernel was used. Several other kernels are also available."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['gau', 'epa', 'uni', 'tri', 'biw', 'triw', 'cos', 'cos2', 'tric']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from statsmodels.nonparametric.kde import kernel_switch\n",
    "\n",
    "list(kernel_switch.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The available kernel functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure\n",
    "fig = plt.figure(figsize=(12, 5))\n",
    "\n",
    "# Enumerate every option for the kernel\n",
    "for i, (ker_name, ker_class) in enumerate(kernel_switch.items()):\n",
    "\n",
    "    # Initialize the kernel object\n",
    "    kernel = ker_class()\n",
    "\n",
    "    # Sample from the domain\n",
    "    domain = kernel.domain or [-3, 3]\n",
    "    x_vals = np.linspace(*domain, num=2 ** 10)\n",
    "    y_vals = kernel(x_vals)\n",
    "\n",
    "    # Create a subplot, set the title\n",
    "    ax = fig.add_subplot(3, 3, i + 1)\n",
    "    ax.set_title('Kernel function \"{}\"'.format(ker_name))\n",
    "    ax.plot(x_vals, y_vals, lw=3, label=\"{}\".format(ker_name))\n",
    "    ax.scatter([0], [0], marker=\"x\", color=\"red\")\n",
    "    plt.grid(True, zorder=-5)\n",
    "    ax.set_xlim(domain)\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The available kernel functions on three data points"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now examine how the kernel density estimate will fit to three equally spaced data points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create three equidistant points\n",
    "data = np.linspace(-1, 1, 3)\n",
    "kde = sm.nonparametric.KDEUnivariate(data)\n",
    "\n",
    "# Create a figure\n",
    "fig = plt.figure(figsize=(12, 5))\n",
    "\n",
    "# Enumerate every option for the kernel\n",
    "for i, kernel in enumerate(kernel_switch.keys()):\n",
    "\n",
    "    # Create a subplot, set the title\n",
    "    ax = fig.add_subplot(3, 3, i + 1)\n",
    "    ax.set_title('Kernel function \"{}\"'.format(kernel))\n",
    "\n",
    "    # Fit the model (estimate densities)\n",
    "    kde.fit(kernel=kernel, fft=False, gridsize=2 ** 10)\n",
    "\n",
    "    # Create the plot\n",
    "    ax.plot(kde.support, kde.density, lw=3, label=\"KDE from samples\", zorder=10)\n",
    "    ax.scatter(data, np.zeros_like(data), marker=\"x\", color=\"red\")\n",
    "    plt.grid(True, zorder=-5)\n",
    "    ax.set_xlim([-3, 3])\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A more difficult case\n",
    "\n",
    "The fit is not always perfect. See the example below for a harder case."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "obs_dist = mixture_rvs(\n",
    "    [0.25, 0.75],\n",
    "    size=250,\n",
    "    dist=[stats.norm, stats.beta],\n",
    "    kwargs=(dict(loc=-1, scale=0.5), dict(loc=1, scale=1, args=(1, 0.5))),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<statsmodels.nonparametric.kde.KDEUnivariate at 0xadde5de1e8ed>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kde = sm.nonparametric.KDEUnivariate(obs_dist)\n",
    "kde.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 5))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.hist(obs_dist, bins=20, density=True, edgecolor=\"k\", zorder=4, alpha=0.5)\n",
    "ax.plot(kde.support, kde.density, lw=3, zorder=7)\n",
    "# Plot the samples\n",
    "ax.scatter(\n",
    "    obs_dist,\n",
    "    np.abs(np.random.randn(obs_dist.size)) / 50,\n",
    "    marker=\"x\",\n",
    "    color=\"red\",\n",
    "    zorder=20,\n",
    "    label=\"Data samples\",\n",
    "    alpha=0.5,\n",
    ")\n",
    "ax.grid(True, zorder=-5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The KDE is a distribution\n",
    "\n",
    "Since the KDE is a distribution, we can access attributes and methods such as:\n",
    "\n",
    "- `entropy`\n",
    "- `evaluate`\n",
    "- `cdf`\n",
    "- `icdf`\n",
    "- `sf`\n",
    "- `cumhazard`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<statsmodels.nonparametric.kde.KDEUnivariate at 0xadde5de1e8ed>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obs_dist = mixture_rvs(\n",
    "    [0.25, 0.75],\n",
    "    size=1000,\n",
    "    dist=[stats.norm, stats.norm],\n",
    "    kwargs=(dict(loc=-1, scale=0.5), dict(loc=1, scale=0.5)),\n",
    ")\n",
    "kde = sm.nonparametric.KDEUnivariate(obs_dist)\n",
    "kde.fit(gridsize=2 ** 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.314324140492138"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kde.entropy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.18085886])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kde.evaluate(-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cumulative distribution, it's inverse, and the survival function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 5))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "ax.plot(kde.support, kde.cdf, lw=3, label=\"CDF\")\n",
    "ax.plot(np.linspace(0, 1, num=kde.icdf.size), kde.icdf, lw=3, label=\"Inverse CDF\")\n",
    "ax.plot(kde.support, kde.sf, lw=3, label=\"Survival function\")\n",
    "ax.legend(loc=\"best\")\n",
    "ax.grid(True, zorder=-5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Cumulative Hazard Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 5))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.plot(kde.support, kde.cumhazard, lw=3, label=\"Cumulative Hazard Function\")\n",
    "ax.legend(loc=\"best\")\n",
    "ax.grid(True, zorder=-5)"
   ]
  }
 ],
 "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": "3.13.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
