{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 4 - Decision trees and random forests\n",
    "\n",
    "In this tutorial, we'll take a look at decision trees, their splitting criteria and reandom forests."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from scipy import stats\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier, plot_tree"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's again use the Iris dataset as our example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features: ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n",
      "Target Classes: ['setosa' 'versicolor' 'virginica']\n"
     ]
    }
   ],
   "source": [
    "iris = load_iris()\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "print(f\"Features: {iris.feature_names}\")\n",
    "print(f\"Target Classes: {iris.target_names}\")"
   ]
  },
  {
   "attachments": {
    "125ae006-9392-49ba-8bdd-ac761c921a7d.png": {
     "image/png": 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"
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    "c85f2c71-eec2-48fa-a851-e872ecd8667d.png": {
     "image/png": 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WzQjY2L4xwm096cWaxdeUcHxM7l3e4qTW5zXuE10pNG/Zj84D9bX1crtIE+/wDE7utJCp0eR2imW05Esmg9IU6eYaxdekUHwb6W3S7tKg5BtO/lLjBL2bPiOPbw8NHbvbnvlwpQFGXwlJbWZMVCS+y+l30mxpc+mKPLqDNDxX8sk52sgJ+Pj8PGl2rp00vLLUrY97rx/5ajrWg08UviD5BNzx0m6Sc5g51Bq4i2YoMv2f75Mot+dheJfSJ1qK3fiLNe5i80XdmTr5MlXB2uZ5VLqz1LXNVKc7P59WPL63vWjlWEuzXx/lg9IWSy1mPqMoimPyvTV+obSwFpE1L4hnldKSPC2fxDqplKIvWZ0vFbeYppL9JAXqy+cfljZmi17fsvms7ynSptKu0rT6hpp8ZP4F2JaSL0n5B0N/zzMap+FD0mMJZjhHMVvLGzfM1LeCixXaw5J/EegzwL6vudx8HOl581rmM/nGCfheBV+GmiuVT3geomnfkTgo+USX/eJfadIg0DMCJ2tN3s2kdZ+A711I+gv1f0SbozBmMAkiAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Decision trees\n",
    "\n",
    "A Decision Tree is a flowchart-like structure where an internal node represents a feature (or attribute), the branch represents a decision rule, and each leaf node represents the outcome (class label or continuous value). The goal is to split the data into groups that are as distinct (homogeneous) as possible. To do this, the tree asks a series of True/False questions.\n",
    "\n",
    "![Decision tree](attachment:125ae006-9392-49ba-8bdd-ac761c921a7d.png)\n",
    "\n",
    "![Feature space regions](attachment:c85f2c71-eec2-48fa-a851-e872ecd8667d.png)\n",
    "\n",
    "([source](https://link.springer.com/book/9780387310732))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train accuracy: 0.96\n",
      "Test accuracy: 1.00\n"
     ]
    }
   ],
   "source": [
    "model_sklearn = DecisionTreeClassifier(criterion='gini', max_depth=3, random_state=42)\n",
    "model_sklearn.fit(X_train, y_train)\n",
    "\n",
    "print(f\"Train accuracy: {accuracy_score(y_train, model_sklearn.predict(X_train)):.2f}\")\n",
    "print(f\"Test accuracy: {accuracy_score(y_test, model_sklearn.predict(X_test)):.2f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "plot_tree(model_sklearn, feature_names=iris.feature_names, class_names=iris.target_names, filled=True, impurity=False)\n",
    "plt.title(\"A Decision Tree on Iris Data\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training a decision tree\n",
    "\n",
    "The training process of training a decision tree is essentially a process of dividing the set of all training samples.\n",
    "\n",
    "1. We start with one leaf node containing all the samples.\n",
    "2. We can convert a leaf node to a decision node and add 2 leaf nodes under it. We try to find the most consistent split.\n",
    "3. We define some stoping citeria, such as the maximum depth of the tree or the minimum number of samples in a leaf node\n",
    "4. We split all nodes as long as the stopping criteria aren't met (DFS, but that doesn't matter)\n",
    "\n",
    "#### Splitting criteria\n",
    "\n",
    "We need to define a way of finding the best split in each step. Given a node $\\mathcal{T}$, the goal is to find:\n",
    "- A feature and\n",
    "- A value\n",
    "Such that splitting $\\mathcal{T}$ by this boundary into $\\mathcal{T}_L$ and $\\mathcal{T}_R$ leads to the best prediction.\n",
    "\n",
    "Suppose we have an *impurity criterion* $c$ telling us how homogenous the samples of $\\mathcal{T}$ are. Then we can choose such a split that minimizes $c(\\mathcal{T}_L) + c(\\mathcal{T}_R) - c(\\mathcal{T})$.\n",
    "\n",
    "Let $C$ be a set of classes, $I_\\mathcal{T}$ the set of samples in the node $\\mathcal{T}$ and $p_\\mathcal{T}(k)$ the average empirical probability of class $k$ for samples in node $\\mathcal{T}$. For classification, the typical criteria are the Gini index and the entropy criterion:\n",
    "\n",
    "$$c_\\mathrm{gini}(\\mathcal{T}) = \\lvert I_\\mathcal{T} \\rvert \\sum_k^C p_\\mathcal{T}(k) (1-p_\\mathcal{T}(k))$$\n",
    "$$c_\\mathrm{entropy}(\\mathcal{T}) = - \\lvert I_\\mathcal{T} \\rvert \\sum_k^C p_\\mathcal{T}(k) \\log p_\\mathcal{T}(k)$$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Task 1\n",
    "\n",
    "Finish the implementation of a decision tree."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Node:\n",
    "    def __init__(self, feature_index=None, threshold=None, left=None, right=None, criterion_change=None, value=None):\n",
    "        # Decision node\n",
    "        self.feature_index = feature_index # Number corresponding to the decision feature\n",
    "        self.threshold = threshold # Threshold feature value\n",
    "        self.left = left # Left subtree\n",
    "        self.right = right # Right subtree\n",
    "        self.criterion_change = criterion_change # c(T_L) + c(T_R) - c(T)\n",
    "        \n",
    "        # Leaf node\n",
    "        self.value = value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MyDecisionTree:\n",
    "    def __init__(self, min_samples_split=2, max_depth=3, criterion=\"gini\"):\n",
    "        self.root = None\n",
    "        self.min_samples_split = min_samples_split\n",
    "        self.max_depth = max_depth\n",
    "        self.criterion = criterion\n",
    "\n",
    "    def build_tree(self, X, y, curr_depth=0):\n",
    "        num_samples, num_features = np.shape(X)\n",
    "        \n",
    "        # Check stopping criteria\n",
    "        if num_samples >= self.min_samples_split and curr_depth <= self.max_depth:\n",
    "            # Find the best split\n",
    "            best_split = self.find_best_split(X, y, num_samples, num_features)\n",
    "            \n",
    "            # If criterion would improve, continue growing\n",
    "            if best_split[\"criterion_change\"] < 0:\n",
    "                left_subtree = self.build_tree(best_split[\"X_left\"], best_split[\"y_left\"], curr_depth + 1)\n",
    "                right_subtree = self.build_tree(best_split[\"X_right\"], best_split[\"y_right\"], curr_depth + 1)\n",
    "                return Node(best_split[\"feature_index\"], best_split[\"threshold\"], \n",
    "                            left_subtree, right_subtree, best_split[\"criterion_change\"])\n",
    "\n",
    "        return Node(value=np.argmax(np.bincount(y)))\n",
    "    \n",
    "    def find_best_split(self, X, y, num_samples, num_features):\n",
    "        best_split = {\"criterion_change\": float(\"inf\")}\n",
    "        \n",
    "        # Loop over all features\n",
    "        for feature_index in range(num_features):\n",
    "            feature_values = X[:, feature_index]\n",
    "            possible_thresholds = np.unique(feature_values)\n",
    "            \n",
    "            # Loop over all unique feature values present in the data\n",
    "            for threshold in possible_thresholds:\n",
    "                X_left, y_left, X_right, y_right = self.split(X, y, feature_index, threshold)\n",
    "                \n",
    "                if len(X_left) > 0 and len(X_right) > 0:\n",
    "                    criterion_change = self.criterion_change(y, y_left, y_right)\n",
    "                    \n",
    "                    if criterion_change < best_split[\"criterion_change\"]:\n",
    "                        best_split[\"feature_index\"] = feature_index\n",
    "                        best_split[\"threshold\"] = threshold\n",
    "                        best_split[\"X_left\"] = X_left\n",
    "                        best_split[\"y_left\"] = y_left\n",
    "                        best_split[\"X_right\"] = X_right\n",
    "                        best_split[\"y_right\"] = y_right\n",
    "                        best_split[\"criterion_change\"] = criterion_change\n",
    "                        \n",
    "        return best_split\n",
    "    \n",
    "    def split(self, X, y, feature_index, threshold):\n",
    "        # Splitting logic: <= threshold goes left, > goes right\n",
    "        X_left = np.array([row for row in X if row[feature_index] <= threshold])\n",
    "        y_left = np.array([y[i] for i in range(y.shape[0]) if X[i][feature_index] <= threshold])\n",
    "        X_right = np.array([row for row in X if row[feature_index] > threshold])\n",
    "        y_right = np.array([y[i] for i in range(y.shape[0]) if X[i][feature_index] > threshold])\n",
    "        return X_left, y_left, X_right, y_right\n",
    "    \n",
    "    def criterion_change(self, y_parent, y_left, y_right):\n",
    "        return self.criterion_value(y_left) + self.criterion_value(y_right) - self.criterion_value(y_parent)\n",
    "\n",
    "    def criterion_value(self, y):\n",
    "        if self.criterion == \"gini\":\n",
    "            return self.gini_index(y)\n",
    "        else:\n",
    "            raise NotImplementedError\n",
    "    \n",
    "    def gini_index(self, y):\n",
    "        classes = np.unique(y)\n",
    "        sum_value = 0\n",
    "        for cls in classes:\n",
    "            p_cls = len(y[y == cls]) / len(y)\n",
    "            sum_value += p_cls**2\n",
    "        return len(y) * (1 - sum_value)\n",
    "    \n",
    "    def fit(self, X, y):\n",
    "        self.root = self.build_tree(X, y)\n",
    "    \n",
    "    def predict(self, X):\n",
    "        predictions = [self.make_prediction(x, self.root) for x in X]\n",
    "        return predictions\n",
    "    \n",
    "    def make_prediction(self, x, node):\n",
    "        if node.value is not None:\n",
    "            return node.value\n",
    "\n",
    "        if x[node.feature_index] <= node.threshold:\n",
    "            return self.make_prediction(x, node.left)\n",
    "        else:\n",
    "            return self.make_prediction(x, node.right)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train accuracy: 0.97\n",
      "Test accuracy: 1.00\n"
     ]
    }
   ],
   "source": [
    "model_manual = MyDecisionTree()\n",
    "model_manual.fit(X_train, y_train)\n",
    "\n",
    "print(f\"Train accuracy: {accuracy_score(y_train, model_manual.predict(X_train)):.2f}\")\n",
    "print(f\"Test accuracy: {accuracy_score(y_test, model_manual.predict(X_test)):.2f}\")"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random forrests\n",
    "\n",
    "A single Decision Tree is prone to overfitting - it can become too complex and memorize the noise in the training data. A Random Forest is an ensemble method that trains many decision trees on random subsets of the data and averages their predictions.\n",
    "\n",
    "To mitigate this, we can generally use *ensembling* - combining several models to achieve superior performance.\n",
    "\n",
    "![Ensembling](attachment:bdcba2f3-0c51-4989-8cf1-ceda8f2fb168.png)\n",
    "\n",
    "([source](https://ufal.mff.cuni.cz/~courses/npfl129/2526/slides/?09#5))\n",
    "\n",
    "### Using ensembling for decision trees\n",
    "\n",
    "We use ensembling to combine multiple decision trees, each of which is modified in 2 ways:\n",
    "- **Bagging**: Training each tree on a random sample of the data with replacement.\n",
    "- **Feature Randomness**: When splitting a node, the algorithm searches for the best feature among a random subset of features, not all features.\n",
    "\n",
    "To predict, we use the majority voting scheme accross all the trees in the ensemble."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Accuracy: 1.00\n",
      "Test Accuracy: 1.00\n"
     ]
    }
   ],
   "source": [
    "model_rf_sklearn = RandomForestClassifier(n_estimators=100, criterion='gini', random_state=42)\n",
    "model_rf_sklearn.fit(X_train, y_train)\n",
    "\n",
    "print(f\"Train Accuracy: {accuracy_score(y_train, model_rf_sklearn.predict(X_train)):.2f}\")\n",
    "print(f\"Test Accuracy: {accuracy_score(y_test, model_rf_sklearn.predict(X_test)):.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Task 2\n",
    "Finish the implementation of a random forrest. Use the `DecisionTreeClassifier` from scikit-learn. Hint: to implement feature randomness, pass the `max_features` argument to `DecisionTreeClassifier`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MyRandomForest:\n",
    "    def __init__(self, n_estimators=100, max_depth=3, max_features='sqrt'):\n",
    "        self.n_estimators = n_estimators\n",
    "        self.max_depth = max_depth\n",
    "        self.max_features = max_features\n",
    "        self.trees = []\n",
    "\n",
    "    def fit(self, X, y):\n",
    "        self.trees = []\n",
    "        n_samples = X.shape[0]\n",
    "        \n",
    "        for i in range(self.n_estimators):\n",
    "            idxs = np.random.choice(n_samples, n_samples, replace=True)\n",
    "            X_sample = X[idxs]\n",
    "            y_sample = y[idxs]\n",
    "\n",
    "            tree = DecisionTreeClassifier(\n",
    "                max_depth=self.max_depth,\n",
    "                max_features=self.max_features,\n",
    "            )\n",
    "            tree.fit(X_sample, y_sample)\n",
    "            self.trees.append(tree)\n",
    "            \n",
    "    def predict(self, X):\n",
    "        tree_preds = np.array([tree.predict(X) for tree in self.trees])\n",
    "        y_pred = stats.mode(tree_preds, axis=0, keepdims=True)[0]\n",
    "        \n",
    "        return y_pred.flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Accuracy: 0.96\n",
      "Test Accuracy: 1.00\n"
     ]
    }
   ],
   "source": [
    "model_rf_manual = MyRandomForest()\n",
    "model_rf_manual.fit(X_train, y_train)\n",
    "\n",
    "print(f\"Train Accuracy: {accuracy_score(y_train, model_rf_manual.predict(X_train)):.2f}\")\n",
    "print(f\"Test Accuracy: {accuracy_score(y_test, model_rf_manual.predict(X_test)):.2f}\")"
   ]
  }
 ],
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