{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LOWESS Smoother\n",
    "\n",
    "This notebook introduces the LOWESS smoother in the `nonparametric` package. LOWESS performs weighted local linear fits.\n",
    "\n",
    "We generated some non-linear data and perform a LOWESS fit, then compute a 95% confidence interval around the LOWESS fit by performing bootstrap resampling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pylab\n",
    "import seaborn as sns\n",
    "import statsmodels.api as sm\n",
    "\n",
    "sns.set_style(\"darkgrid\")\n",
    "pylab.rc(\"figure\", figsize=(16, 8))\n",
    "pylab.rc(\"font\", size=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "# Seed for consistency\n",
    "np.random.seed(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "# Generate data looking like cosine\n",
    "x = np.random.uniform(0, 4 * np.pi, size=200)\n",
    "y = np.cos(x) + np.random.random(size=len(x))\n",
    "\n",
    "# Compute a lowess smoothing of the data\n",
    "smoothed = sm.nonparametric.lowess(exog=x, endog=y, frac=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the fit line\n",
    "fig, ax = pylab.subplots()\n",
    "\n",
    "ax.scatter(x, y)\n",
    "ax.plot(smoothed[:, 0], smoothed[:, 1], c=\"k\")\n",
    "pylab.autoscale(enable=True, axis=\"x\", tight=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Confidence interval\n",
    "\n",
    "Now that we have performed a fit, we may want to know how precise it is. Bootstrap resampling gives one\n",
    "way of estimating confidence intervals around a LOWESS fit by recomputing the LOWESS fit for a large number\n",
    "of random resamplings from our data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [],
   "source": [
    "# Now create a bootstrap confidence interval around the a LOWESS fit\n",
    "\n",
    "\n",
    "def lowess_with_confidence_bounds(\n",
    "    x, y, eval_x, N=200, conf_interval=0.95, lowess_kw=None\n",
    "):\n",
    "    \"\"\"\n",
    "    Perform Lowess regression and determine a confidence interval by bootstrap resampling\n",
    "    \"\"\"\n",
    "    # Lowess smoothing\n",
    "    smoothed = sm.nonparametric.lowess(exog=x, endog=y, xvals=eval_x, **lowess_kw)\n",
    "\n",
    "    # Perform bootstrap resamplings of the data\n",
    "    # and  evaluate the smoothing at a fixed set of points\n",
    "    smoothed_values = np.empty((N, len(eval_x)))\n",
    "    for i in range(N):\n",
    "        sample = np.random.choice(len(x), len(x), replace=True)\n",
    "        sampled_x = x[sample]\n",
    "        sampled_y = y[sample]\n",
    "\n",
    "        smoothed_values[i] = sm.nonparametric.lowess(\n",
    "            exog=sampled_x, endog=sampled_y, xvals=eval_x, **lowess_kw\n",
    "        )\n",
    "\n",
    "    # Get the confidence interval\n",
    "    sorted_values = np.sort(smoothed_values, axis=0)\n",
    "    bound = int(N * (1 - conf_interval) / 2)\n",
    "    bottom = sorted_values[bound - 1]\n",
    "    top = sorted_values[-bound]\n",
    "\n",
    "    return smoothed, bottom, top\n",
    "\n",
    "\n",
    "# Compute the 95% confidence interval\n",
    "eval_x = np.linspace(0, 4 * np.pi, 31)\n",
    "smoothed, bottom, top = lowess_with_confidence_bounds(\n",
    "    x, y, eval_x, lowess_kw={\"frac\": 0.1}\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
 
 
 
 
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the confidence interval and fit\n",
    "fig, ax = pylab.subplots()\n",
    "ax.scatter(x, y)\n",
    "ax.plot(eval_x, smoothed, c=\"k\")\n",
    "ax.fill_between(eval_x, bottom, top, alpha=0.5, color=\"b\")\n",
    "pylab.autoscale(enable=True, axis=\"x\", tight=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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
}
