{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_This notebook contains code and comments from Section 3.1 of the book [Ensemble Methods for Machine Learning](https://www.manning.com/books/ensemble-methods-for-machine-learning). Please see the book for additional details on this topic. This notebook and code are released under the [MIT license](https://github.com/gkunapuli/ensemble-methods-notebooks/blob/master/LICENSE)._\n",
    "\n",
    "---\n",
    "\n",
    "## 3.1 Base estimators for heterogeneous ensembles "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ignore FutureWarnings\n",
    "# Currently generated by sklearn.neighbors which uses scipy.mode\n",
    "from warnings import simplefilter\n",
    "simplefilter(action='ignore', category=FutureWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X, y = make_moons(600, noise=0.25, random_state=13)\n",
    "X, Xval, y, yval = train_test_split(X, y, test_size=0.25)        # Set aside 25% of data for validation\n",
    "Xtrn, Xtst, ytrn, ytst = train_test_split(X, y, test_size=0.25)  # Set aside a further 25% of data for hold-out test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plot_utils import plot_2d_data, plot_2d_classifier\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(4, 4))\n",
    "plot_2d_data(ax, X, y, alpha=0.2, s=80, xlabel='$x_1$', ylabel='$x_2$', title='Two moons data', colormap='Blues');\n",
    "fig.tight_layout()\n",
    "\n",
    "# plt.savefig('./figures/CH03_F02_Kunapuli.png', format='png', dpi=300, bbox_inches='tight');\n",
    "# plt.savefig('./figures/CH03_F02_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### 3.1.1\tFitting base estimators\n",
    "For this scenario, we use six popular machine-learning algorithms, all of which are available in scikit-learn: [``DecisionTreeClassifier``](https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html), [``SVC``](https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html), [``GaussianProcessClassifier``](https://scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.GaussianProcessClassifier.html), [``KNeighborsClassifier``](https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html), [``RandomForestClassifier``](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html) and [``GaussianNB``](https://scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.GaussianNB.html). \n",
    "\n",
    "**Listing 3.1**: Fitting different base estimators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.gaussian_process import GaussianProcessClassifier\n",
    "from sklearn.gaussian_process.kernels import RBF\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "\n",
    "estimators = [('dt', DecisionTreeClassifier(max_depth=5)),\n",
    "              ('svm', SVC(gamma=1.0, C=1.0, probability=True)),\n",
    "              ('gp', GaussianProcessClassifier(RBF(1.0))),\n",
    "              ('3nn', KNeighborsClassifier(n_neighbors=3)),\n",
    "              ('rf',RandomForestClassifier(max_depth=3, n_estimators=25)),\n",
    "              ('gnb', GaussianNB())]\n",
    "\n",
    "def fit(estimators, X, y):\n",
    "    for model, estimator in estimators:\n",
    "        estimator.fit(X, y)\n",
    "    return estimators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "estimators = fit(estimators, Xtrn, ytrn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We visualize how each base estimator behaves on our data set. Using different base learning algorithms allows the ensemble to train naturally diverse base estimators."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 648x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "n_estimators = len(estimators)\n",
    "nrows, ncols = n_estimators // 3, 3\n",
    "\n",
    "fig, ax = plt.subplots(nrows=nrows, ncols=ncols, figsize=(9, 6))\n",
    "for i, (model, estimator) in enumerate(estimators):\n",
    "    r, c = divmod(i, 3)\n",
    "\n",
    "    # Compute the test error\n",
    "    tst_err = 1 - accuracy_score(ytst, estimator.predict(Xtst))\n",
    "\n",
    "    title = '{0} (test err = {1:4.2f}%)'.format(model, tst_err*100)  \n",
    "    plot_2d_classifier(ax[r, c], X, y, colormap='Blues', alpha=0.3, s=80,\n",
    "                       predict_function=estimator.predict_proba, predict_proba=True,\n",
    "                       title=title)   \n",
    "\n",
    "fig.tight_layout()\n",
    "# plt.savefig('./figures/CH03_F04_Kunapuli.png', format='png', dpi=300, bbox_inches='tight');\n",
    "# plt.savefig('./figures/CH03_F04_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### 3.1.2\tIndividual predictions of base estimators\n",
    "\n",
    "Given that we have six base estimators, each test example will have six predictions, one corresponding to each base estimator.\n",
    "\n",
    "**Listing 3.2**: Individual predictions of base estimators\n",
    "\n",
    "The function ``predict_individual`` has a flag ``proba``. When we set ``proba=False``, ``predict_individual`` returns the predicted labels according to each estimator; the predicted labels take the values ``y_pred=0`` or ``y_pred=1``, and tell us that the estimator has predicted that example to belong to Class 0 or Class 1 respectively. \n",
    "\n",
    "When we set ``proba=True``, however, each estimator will return the class prediction probabilities instead via each base estimator’s ``predict_proba()`` function: \n",
    "\n",
    "            y[:, i] = estimator.predict_proba(X)[:, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def predict_individual(X, estimators, proba=False):\n",
    "    n_estimators = len(estimators)\n",
    "    n_samples = X.shape[0] \n",
    "\n",
    "    y = np.zeros((n_samples, n_estimators))\n",
    "    for i, (model, estimator) in enumerate(estimators):\n",
    "        if proba:\n",
    "            y[:, i] = estimator.predict_proba(X)[:, 1]  \n",
    "        else:\n",
    "            y[:, i] = estimator.predict(X)              \n",
    "    return y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, test this function with ``proba=False``, to get label predictions directy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0. 0. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 1. 1.]\n",
      " [0. 0. 0. 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0.]\n",
      " [1. 1. 1. 1. 1. 1.]]\n"
     ]
    }
   ],
   "source": [
    "y_individual = predict_individual(Xtst, estimators, proba=False)\n",
    "np.set_printoptions(threshold=5, precision=2)\n",
    "print(y_individual)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each row contains six predictions, each one corresponding to the prediction of each base estimator. We sanity check our predictions: Xtst has 113 test examples, and y_individual has six predictions for each of them, which gives us a 113 x 6 array of predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(113, 2)\n",
      "(113, 6)\n"
     ]
    }
   ],
   "source": [
    "print(Xtst.shape)\n",
    "print(y_individual.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, test this function with ``proba=True``, to get prediction probabilities instead"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.29, 0.01, 0.07, 0.  , 0.19, 0.31],\n",
       "       [0.  , 0.57, 0.45, 0.33, 0.61, 0.9 ],\n",
       "       [0.  , 0.01, 0.06, 0.  , 0.1 , 0.04],\n",
       "       ...,\n",
       "       [0.  , 0.01, 0.09, 0.  , 0.08, 0.08],\n",
       "       [0.  , 0.02, 0.09, 0.  , 0.09, 0.01],\n",
       "       [1.  , 0.99, 0.9 , 1.  , 0.95, 0.99]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_individual = predict_individual(Xtst, estimators, proba=True)\n",
    "y_individual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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