{ "cells": [ { "cell_type": "markdown", "id": "ea219996", "metadata": {}, "source": [ "## Nonparametric Models: kNN, Decision Trees and Local Regression" ] }, { "cell_type": "markdown", "id": "fd4b5783", "metadata": {}, "source": [ "Author: Omar Al-Ghattas" ] }, { "cell_type": "markdown", "id": "371858a5", "metadata": {}, "source": [ "## Introduction\n", "In this lab we will look at nonparametric modelling, which is an alternative to parametric modelling that has been our focus in the last few weeks. We'll work through kNN, Linear Smoothing and Decision Trees in detail. We will implement these algorithms from scratch, and we'll also explore existing implementations in `sklearn`. We will also work with `Pandas` a bit more heavily to see how it can be used for data analysis." ] }, { "cell_type": "markdown", "id": "50019d44", "metadata": {}, "source": [ "## Nonparametric vs. Parametric Models\n", "Surprisingly, it is difficult to have a good definition for nonparametric models and there is often disagreement about which models are nonparametric rather than parametric. Here we will try to build intuition for the differences between the two types of modelling regimes. First, let's recall our data generating process (DGP) set-up from tutorials, we assume that the data are generated independently according to the following process:\n", "\n", "$$\n", "y = f(x) + \\epsilon,\n", "$$\n", "\n", "where $\\epsilon$ is some random noise, and $f$ is the true data function that we wish to estimate. \n", "\n", "#### Parametric Modelling\n", "In parametric modelling, we place a strong assumption on what kind of function $f$ really is, and we assume that this structure is known when we do our estimation. For example, in linear regression, we assume that $f(x) = w^T x$, i.e. that $f$ is a linear function parameterized by a vector $w$. We then proceed by estimating $w$ from the data. Parametric models tend to have a relatively small number of parameters. They are also usually high bias because of the strong assumptions placed on the underlying model. \n", "\n", "#### Nonparametric Modelling\n", "In contrast to parametric models, here we place little to no assumptions on the underlying function $f$. Nonparametric models (the number of parameters) often grow as the size of the observed data grows.\n", "\n", "#### Regression \\& Classification\n", "There are Nonparametric versions of both regression and classification models, and we will explore many of them throughout the course. Here is a short list to keep in mind:\n", "\n", "Parametric:\n", "1. Linear Regression\n", "2. Ridge Regression\n", "3. Lasso Regression\n", "4. Perceptron (classification)\n", "5. Logistic Regression (both regression and classification)\n", "\n", "Nonparametric:\n", "1. Decision Trees (both regression and classification)\n", "2. k-Nearest Neighbours (kNN) (both regression and classification)\n", "3. Local Linear Regression\n", "4. Support Vector Machines (both regression and classification)\n", "5. Random Forests (both regression and classification)" ] }, { "cell_type": "markdown", "id": "baec2a91", "metadata": {}, "source": [ "## kNN\n", "We begin with the simplest nonparametric model, kNN, and we will explore both kNN classification and kNN regression. Both classification and regression variants require an understanding of the k-neighbour function: $\\mathcal{N}_k(x)$. The $k$-neighbour function simply returns the $k$ points in the dataset that are nearest to the input $x$. We can define 'nearest' here quite broadly, and it is up to the modeler to come up with a distance function that they would like to use; the most common choice is the Euclidean distance $\\|\\cdot\\|_2$.\n", "\n", "#### Toy Regression Example\n", "Let's assume we have data $X=[-1,0,1,2,3,4], y=[0.5,0.25,1,0.2, 0.8,3]$, and we choose $k=3$. Given an input point $x=0.25$, we have:\n", "\n", "$$\n", "\\mathcal{N}_3(0.25) = \\{ -1,0,1 \\}.\n", "$$\n", "\n", "Now that we have identified the 3-NN of $x$, we need to return a prediction for it. The idea in kNN is just to use an average over the neighbours, so:\n", "\n", "$$\n", "\\hat{y}(0.25) = \\frac{1}{3} [0.5+ 0.25 +1 ] \\approx 0.58\n", "$$\n", "\n", "is our prediction for this input. More rigorously, an average over the $k$-nearest neighbours can be written:\n", "\n", "\\begin{align*}\n", "\\hat{y}(x) \n", "&= \\frac{1}{k} \\sum_{i \\in \\mathcal{N}_k (x)} Y_i \\\\\n", "&= \\sum_{i=1}^n \\frac{1}{k}\\mathbf{1}\\{\\text{$X_i$ is a kNN of $x$} \\} Y_i.\n", "\\end{align*}\n", "\n", "#### Toy Classification Example\n", "The kNN classifier works in the same was as kNN regression, except that instead of averaging, we take a majority vote of the class labels. This works for multi-class classification as well.\n", "\n", "#### Note\n", "The examples we showed here use numerical data, as in $X$ is comprised of numbers. However, kNN works whenever you have a way of measuring distance between objects. For example, if $X$ represented words in the alphabet that you were trying to classify into given classes, you could use kNN with Levenshtein (edit) distance." ] }, { "cell_type": "markdown", "id": "85b52a0b", "metadata": {}, "source": [ "In this lab we'll work with some of the same code used in Lab2 for sampling. For regression problems we'll simulate toy data from the model:\n", "\n", "$$\n", "y=f(x) + \\epsilon, \\qquad f(x) = 0.3 \\cos(x) + 0.4 \\ln(10x), \\quad \\epsilon \\sim N(0,\\sigma^2), \\quad \\sigma=0.5.\n", "$$\n", "\n", "The following code loads in the required packages and defines the `f_sampler` function used in Lab2." ] }, { "cell_type": "code", "execution_count": 6, "id": "1410d9af", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "def f_sampler(f, n=100, sigma=0.5, seed=123): \n", " \n", " np.random.seed(seed)\n", " \n", " # sample points from function f with Gaussian noise (0,sigma**2)\n", " xvals = np.random.uniform(low=1, high=10, size=n)\n", " yvals = f(xvals) + sigma * np.random.normal(0,1,size=n)\n", " \n", " # build dataset D\n", " D = np.zeros(shape=(n, 2))\n", " D[:,0] = xvals; D[:,1] = yvals; \n", " \n", " return D" ] }, { "cell_type": "markdown", "id": "8b2efbdb", "metadata": {}, "source": [ "\n", " \n", "#### Exercise: \n", "In this exercise, we will write code to implement kNN regression from scratch. Generate data using the following code:\n", "\n", "```\n", "f = lambda x: 0.3 * np.cos(x) + 0.4 * np.log(10*x)\n", "fsamples = f_sampler(f, 80, sigma=0.2, seed=100)\n", "X = fsamples[:, 0]\n", "y = fsamples[:, 1]\n", "```\n", "\n", "Write a function `kNNRegression(x, X, y, k)` that implements kNN regression (i.e., predicts a value for `x` where `x` is potentially an array of inputs based on data `X`, `y`) using $k$ neighbours and using euclidean distance. Run the algorithm with $k=1,\\dots, 16$ and $p=2$ and plot each fit on a $4 \\times 4$ grid plot, one plot for each $k$. Be sure to plot the original function and the samples on the same plot as well.\n", "\n", "Hint: the function `np.argsort` might be useful here.\n", " " ] }, { "cell_type": "code", "execution_count": 14, "id": "d0e987d9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#### Solution\n", "\n", "f = lambda x: 0.3 * np.cos(x) + 0.4 * np.log(10*x)\n", "fsamples = f_sampler(f, 80, sigma=0.2, seed=120)\n", "X = fsamples[:, 0]\n", "y = fsamples[:, 1]\n", "\n", "\n", "def kNNRegression_(x0, X, y, k):\n", " # given single point x0, returns knn prediction\n", " \n", " # indices of k nearest neighbours of x0\n", " kNearestIdx = np.argsort(np.sqrt((X-x0)**2))[:k]\n", " \n", " # y values of k nearest neighbours of x0\n", " kNearesty = y[kNearestIdx]\n", "\n", " return kNearesty.mean()\n", "\n", "def kNNRegression(x, X, y, k):\n", " # generalize kNNRegression_ to work on array of inputs\n", " return np.apply_along_axis(kNNRegression_, 1, x.reshape(-1,1), X, y, k)\n", " \n", "\n", "# generate plot\n", "fig, axes = plt.subplots(4,4,figsize=(15,15))\n", "\n", "xx = np.linspace(1,10,1000)\n", "\n", "for i, ax in enumerate(axes.flat):\n", " ax.plot(xx, f(xx), label=\"truth\")\n", " ax.scatter(*fsamples.T, color=\"red\", label=\"samples\", alpha=0.4)\n", " ax.plot(xx, kNNRegression(xx, X, y, k=i+1), color='purple', label='kNN')\n", " ax.set_title(f\"k = {i+1}\")\n", " ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "db3bf566", "metadata": {}, "source": [ "#### kNN with `sklearn`\n", "Of course, `sklearn` has existing implementations of both kNN classification and kNN regression. These can be found by running:\n", "\n", "```\n", "from sklearn.neighbors import KNeighborsClassifier, KNeighborsRegressor\n", "```\n", "\n", "Their usage follows the same standard `sklearn` approach we have seen in previous labs." ] }, { "cell_type": "markdown", "id": "d967d691", "metadata": {}, "source": [ "## Linear Smoothing\n", "From the previous exercise, you will most likely notice that the fitted regression function using kNN is quite jagged, especially for smaller values of $k$. To understand this behaviour, it helps to look at the specific form of kNN predictions which we wrote down earlier:\n", "\n", "\\begin{align*}\n", "\\hat{y}(x) &= \\sum_{i=1}^n \\frac{1}{k}\\mathbf{1}\\{\\text{$X_i$ is a kNN of $x$} \\} Y_i.\n", "\\end{align*}\n", "\n", "Note that this is of the form: $\\hat{y}(x) = \\sum_{i=1}^n w_i(x) Y_i$, so we can think of kNN as producing a weighted average of the responses $Y_i$, where the weights are chosen based on the given $x$. The 'weighting' scheme in kNN is rather crude; it looks at the closest $k$ elements and cuts out the rest, resulting in a jagged fit. We can improve the kNN regression model by incorporating other weight functions that will induce a smoother fit - this is the idea behind Linear smoothing, and we use special functions called kernels to define the weighting schemes. Specifically, we \n", "first define some common kernel functions:\n", "\n", "1. Box-car Kernel: $K(u) = \\mathbf{1} \\{ |u| \\le 1/2 \\}$\n", "2. Gaussian Kernel: $K(u) = \\frac{1}{\\sqrt{2 \\pi}} \\exp (-u^2/2)$ \n", "3. Epanechnikov Kernel: $K(u) = \\frac{3}{4} (1-u^2) \\mathbf{1} \\{ |u| \\le 1\\}$\n", "\n", "We then use a chosen kernel to construct a linear smoother which is defined by:\n", "\n", "\\begin{align*}\n", "\\hat{y}(x) \n", "&= \\sum_{i=1}^n \\frac{K \\left (\\frac{\\| x - X_i \\|_2}{h} \\right )}{ \\sum_{j=1}^n K \\left (\\frac{\\| x - X_j \\|_2}{h} \\right ) } Y_i.\n", "\\end{align*}\n", "\n", "In words, the $i$-th weight (the weight assigned to the $i$-th response $Y_i$) is the kernel function evaluated at the distance of $X_i$ from the input point $x$, and divided by a normalizing term to ensure that the weight add up to 1. The parameter $h$ is called the bandwidth, and plays a similar role as $k$ in kNN regression. Larger values of $h>0$ means we incorporate more information from points that are further away." ] }, { "cell_type": "markdown", "id": "d970f59b", "metadata": {}, "source": [ "\n", " \n", "#### Exercise: \n", "Implement the three kernels defined above." ] }, { "cell_type": "code", "execution_count": 16, "id": "a7c2c7b2", "metadata": {}, "outputs": [], "source": [ "#### Solution\n", "\n", "def boxcar(u):\n", " cond = abs(u) <= 0.5\n", " return 1 * cond\n", "\n", "def gaussian(u):\n", " t1 = 1/np.sqrt(2 * np.pi)\n", " return t1 * np.exp(-0.5 * u**2)\n", "\n", "def epanechnikov(u):\n", " cond = abs(u) <= 1\n", " return cond * 0.75 * (1-u**2)" ] }, { "cell_type": "markdown", "id": "612a1412", "metadata": {}, "source": [ "\n", " \n", "#### Exercise: \n", "Write a function `LinearSmoother(X, y, kernel, h)` that implements LinearSmoother using the data from the previous kNN regression exercise. Demonstrate your code by plotting your fitted functions for various bandwidth values and the three kernels defined above. Use the bandwidths `[0.8, 0.9, 1, 3]` for the boxcar kernel, `[0.5, 0.8, 1, 3]` for the Epanechnikov kernel and `[0.4, 0.5, 1, 5]` for the Gaussian kernel. What do you notice happens to the fits as you vary the bandwidth?" ] }, { "cell_type": "code", "execution_count": 22, "id": "8237148b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#### Solution\n", "\n", "def LS_(x0, X, y, kernel, h):\n", " # given single point x0, returns linear smoother prediction\n", " \n", " # compute K(|x-X_i|/h) terms\n", " K = kernel(np.sqrt((X - x0)**2)/h)\n", " \n", " # sum to get normalization constant for weights\n", " Ksum = K.sum()\n", " \n", " # compute weights by dividing the K terms by their sum\n", " weights = K/Ksum if Ksum > 0 else np.zeros_like(y)\n", "\n", " return weights @ y\n", "\n", "def LinearSmoother(x, X, y, kernel, h):\n", " # generalize LS_ to work on array of inputs\n", " return np.apply_along_axis(LS_, 1, x.reshape(-1,1), X, y, kernel, h)\n", "\n", "bandwidth_grid = {\n", " boxcar: [0.8, 0.9, 1, 3],\n", " epanechnikov: [0.5, 0.8, 1, 3],\n", " gaussian: [0.4, 0.5, 1, 5]\n", "}\n", "fig, axes = plt.subplots(3, 4, figsize=(15, 15))\n", "xx = np.linspace(1, 10, 1000)\n", "for i, (kern, h_grid) in enumerate(bandwidth_grid.items()): \n", " for j, h in enumerate(h_grid):\n", " axes[i,j].plot(xx, f(xx), label=\"truth\", color=\"blue\")\n", " axes[i,j].scatter(X, y, label=\"data\", color=\"red\", alpha=0.5)\n", " axes[i,j].plot(xx, LinearSmoother(xx, X, y, kern, h), label=\"LS\", color=\"purple\")\n", " axes[i,j].set_title(f\"kernel = {kern.__name__}, h = {h}\")\n", " axes[i,j].legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5a6c67bf", "metadata": {}, "source": [ "#### Existing Implementations\n", "Unfortunately, there are no `sklearn` implementations of the linear smoother, however a good implementation does exist in `scipy.statsmodels.nonparametric.kernel_regression`, (kernel regression, Nadaraya-Watson) are two different names commonly used for linear smoothing. You can read more about it here:\n", "\n", "https://www.statsmodels.org/dev/generated/statsmodels.nonparametric.kernel_regression.KernelReg.html" ] }, { "cell_type": "markdown", "id": "2d0c1eef", "metadata": {}, "source": [ "## The curse of dimensionality\n", "The algorithms we have seen so far (kNN and Linear Smoothing) are quite straight forward to construct, even more so than the parametric models we have dealt with in the past. One problem that arises however is the curse of dimensionality, which is a problem that plagues much of nonparametric modelling. The problem is the following: distances break down in high dimensional spaces.\n", "\n", "What this means is that when we are dealing with high dimensional data (such as MNIST), the distances between objects in high dimensional space are not very informative. So an image with class label '0' will have similar distance to an image with class label '8' as it does to other images in class '0'. Since kNN and LS rely on finding neighbouring points, their performance is affected negatively, to the point that they become useless.\n", "\n", "We can demonstrate this breakdown of distances through the following simulation experiment:" ] }, { "cell_type": "markdown", "id": "3bc06812", "metadata": {}, "source": [ "The set $[0,1]^d$ consists of $d$-dimensional vectors with elements between 0 and 1 and is called the $d$-dimensional unit cube. We can generate $n$ independent samples uniformly distributed on $[0,1]^d$ using the code: `np.random.random(low=0.0, high=1.0, size=(n,d))`.\n", "\n", "The idea will be to sample $n=1000$ points on $[0,1]^d$ for increasing values of $d$. For each $d$, we will compute the pairwise Euclidean distances between the $n$ points and plot a histogram. As the dimension increases, we will see that the distribution of the distances becomes more and more concentrated. This is bad because it means that all the points have similar distance to each other, and so we cannot really figure out different labels for these points.\n", "\n", "Note: that the 2-norm has min value zero, and max value $\\sqrt{2}$, so for dimension 2, the maximum 2-norm is $\\sqrt{d}$, for dim=100, the maximum is $10$, etc, which is why the x-axis range changes from plot to plot.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "013380ac", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n = 1000\n", "dims = [2, 5, 10, 50, 100, 200, 1000, 2000, 10000]\n", "fig, axs = plt.subplots(3,3, figsize=(10,10))\n", "for i, ax in enumerate(axs.flat):\n", " d = dims[i]\n", " \n", " # randomly sample N points from [0,1]^dim\n", " X = np.random.uniform(low=0., high=1., size=(n, d))\n", " \n", " # compute pairwise distances between the points\n", " pdists = np.array([np.linalg.norm(X[i]-X[j], ord=2) for i in range(n) for j in range (i+1, n)])\n", " \n", " # plot histogram\n", " ax.hist(pdists, range=[0, np.sqrt(d)], bins=50) \n", " ax.set_title(f\"dim = {d}\")\n", "plt.suptitle(f\"Distribution of Parwise Distances for n={n} sampled points on unit cube\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "48a0b1e2", "metadata": {}, "source": [ "## Decision Trees for Classification\n", "An important nonparametric model is the decision tree, which is the building block for more complex models such as the random forest and adaptive boosting algorithms we will encounter later on in the course. Decision trees can be thought of as a large set of `if-then-else` statements. They are also referred to as recursive partitioning algorithms, since they repeatedly partition the input space into smaller and smaller subsets or regions. In this section we will focus on decision trees for classification, but note that they are also able to be used for regression problems." ] }, { "cell_type": "markdown", "id": "2c59593c", "metadata": {}, "source": [ "#### Recursive Partitioning and visualizing classifiers\n", "We first aim to understand decision trees as a partitioning estimator. To do so, we'll need the following helper function that allows us to visualize the classifier, and you can use it as a black box for the remainder of the lab." ] }, { "cell_type": "code", "execution_count": 8, "id": "6585c5cf", "metadata": {}, "outputs": [], "source": [ "# Helper function for visualising classifiers and decision surfaces \n", "def visualize_classifier(model, X, y, ax=None, cmap='rainbow', title=None):\n", " \n", " # reference: Python Data Science Handbook by Jake VanderPlas\n", " ax = ax or plt.gca()\n", " \n", " # Plot the training points\n", " \n", " if np.any(y==-1):\n", " y[y==-1] = 0. # fix to get scatter c=y arg working when we use -1,1 coding\n", " \n", " ax.scatter(X[:, 0], X[:, 1], c=y, s=30, cmap=cmap,\n", " clim=(y.min(), y.max()), zorder=3)\n", " ax.axis('tight')\n", " xlim = ax.get_xlim()\n", " ylim = ax.get_ylim()\n", " \n", " # compute predictions on grid\n", " xx, yy = np.meshgrid(np.linspace(*xlim, num=200),\n", " np.linspace(*ylim, num=200))\n", " Z = model.predict(np.c_[xx.ravel(), yy.ravel()]).reshape(xx.shape)\n", " \n", " if np.any(Z==-1): # fix to get c=y working\n", " Z[Z==-1] = 0\n", "\n", " # Create a color plot with the results\n", " n_classes = len(np.unique(y))\n", " contours = ax.contourf(xx, yy, Z, alpha=0.3,\n", " levels=np.arange(n_classes + 1) - 0.5,\n", " cmap=cmap, zorder=1)\n", "\n", " ax.set(xlim=xlim, ylim=ylim)\n", " if title:\n", " ax.set_title(title)" ] }, { "cell_type": "markdown", "id": "98d77e5b", "metadata": {}, "source": [ "The `sklearn.datasets.make_blobs` function gives us a quick way to create toy data for classification. In the following we'll create a 3 class classification problem " ] }, { "cell_type": "code", "execution_count": 9, "id": "97e3d30e", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import make_blobs\n", "\n", "X, y = make_blobs(n_samples=120, # total number of samples \n", " centers=[[0,0], [0,2], [-2,1]], # cluster centers of the 3 classes\n", " random_state=123, # reproducibility \n", " cluster_std=0.6) # how spread out are the samples from their center\n", " \n", "plt.scatter(X[:, 0], X[:, 1], c=y, s=50) # scatter with color=label\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "82f41490", "metadata": {}, "source": [ "We will also use the `sklearn.neighbors.KNeighborsClassifier` and `sklearn.tree.DecisionTreeClassifier` objects to demonstrate the `visualize_classifier` function. The shaded regions correspond to how the classifier would classify a point that falls in that region. Note that for the kNN classifier, the regions are quite jagged, whereas the regions for the DT are always constructed by splitting using straight lines." ] }, { "cell_type": "code", "execution_count": 19, "id": "5a0f1e48", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.neighbors import KNeighborsClassifier\n", "\n", "# kNN with 5 neighbours and euclidean distance (p=2)\n", "model0 = KNeighborsClassifier(n_neighbors=5, p=2) \n", "\n", "# DT with max depth of 3 and entropy criterion (this is information gain from lectures/tutorials)\n", "model1 = DecisionTreeClassifier(max_depth=3, criterion='entropy', random_state=3) \n", "\n", "# fit both models\n", "model0.fit(X,y)\n", "model1.fit(X,y)\n", "\n", "\n", "# visualize classifiers\n", "fig, axes = plt.subplots(1,2, figsize=(10,6))\n", "\n", "# scatter data\n", "axes[0].scatter(X[:, 0], X[:, 1], c=y, s=50)\n", "axes[1].scatter(X[:, 0], X[:, 1], c=y, s=50)\n", "\n", "# classifier plot\n", "visualize_classifier(model0, X, y, ax=axes[0], title=\"kNN Classifier\")\n", "visualize_classifier(model1, X, y, ax=axes[1], title=\"DT Classifier\")\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "8fc6735e", "metadata": {}, "source": [ "Another good way to visualize a tree is to look directly at the rules it uses to perform the splits at each depth. Recall that for a classification decision tree, we pass an input down the tree and look at the majority class in the child node that it falls into to find its predicted class. In regression, we do something identical, except that instead of taking a majority, we can use an average (or weighted average) of the points in the child node (similar to kNN regression)\n", "\n", "Note that the color of the labels correspond to the majority class at that particular point. The plot also gives us the distribution of the three classes at each node (`value`), and tells us the number of samples that falls into a particular node. We also can see the information gain (`entropy`) (see tutorials for details) for each node." ] }, { "cell_type": "code", "execution_count": 20, "id": "f5ba574b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn import tree\n", "\n", "fig, axes = plt.subplots(1, 1,figsize = (3,3), dpi=300)\n", "tree.plot_tree(model1, # fitted decision tree\n", " feature_names=['f1', 'f2'], # some names for the features\n", " class_names=['t1', 't2', 't3'], # some names for the class labels\n", " filled=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c2444da4", "metadata": {}, "source": [ "\n", " \n", "#### Exercise: \n", "Generate data using the following code:\n", " \n", "```\n", "X, y = make_blobs(n_samples=500, \n", " centers=[[0,0], [0,2], [-2,1], [-2,2], [3,3], [1,-2]], \n", " random_state=123, \n", " cluster_std=0.6) \n", "```\n", "Then fit a decision tree (using information gain for splits) with `max_depth` set to $1,2,\\dots, 12$ and visualize the classifier (use a $3 \\times 4$ grid). What do you observe? Why do you think decision trees are described as performing 'recursive partitioning'?" ] }, { "cell_type": "markdown", "id": "6e2019ba", "metadata": {}, "source": [ "\n", "When depth=1, the tree is just a decision stump (a single if/else statement) and so it can only choose a single feature to split on (either feature 1 which we can call f1 (x axis) or f2 (y axis)). Here we see that it splits on f1, and classifies everything to the left of the split as aqua blue, and everything to the right of the split as purple, since these are the majority classes on each side. This is a partition of the 2d space into two rectangles.\n", " \n", "When we increase the depth by 2, the tree has more flexibility (chained if/else), and can now partition the original partition. It does so in this case by splitting on f2 to isolate the red cluster. In depth 3 it partitions the previous partition. This is why we say that trees perform recursive partitioning, at each depth they simply look at the partition from the previous depth and partition it in a way to isolate new clusters. As we keep increasing the depth, the partitions become finer and finer (of course in practice, we need to trade-off the fine-ness of the partition with the risk of over fitting)." ] }, { "cell_type": "code", "execution_count": 21, "id": "843c5973", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#### Solution\n", "X, y = make_blobs(n_samples=500, \n", " centers=[[0,0], [0,2], [-2,1], [-2,2], [3,3], [1,-2]], \n", " random_state=123, \n", " cluster_std=0.6) \n", "\n", "fig, axes = plt.subplots(3, 4, figsize=(12,12))\n", "\n", "for i, ax in enumerate(axes.flat):\n", " \n", " ax.scatter(X[:, 0], X[:, 1], c=y, s=50)\n", " model = DecisionTreeClassifier(max_depth=i+1, criterion='entropy').fit(X,y)\n", " visualize_classifier(model, X, y, ax=ax)\n", " ax.set_title(f\"Depth = {i+1}\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c26ed45d", "metadata": {}, "source": [ "\n", "\n", "#### Extended Data Exercise\n", "In this exercise, we'll work with the `titanic.csv` dataset which you should have available in the same working directory where this notebook is located. If you get stuck at any point, the first thing to do will be to google your question - when it comes to data analysis in Python it is almost impossible to remember all the different commands, and https://stackoverflow.com/ is your best friend.\n", " \n", "1. Using `pandas`, load in the dataset and call the dataframe `df`. Run `df.info()` to gain an understanding of the different features.\n", "\n", "2. Remove the following columns `'PassengerId','Name', 'Ticket','Cabin', 'Embarked'` from the data, as we won't be using them for this exercise.\n", " \n", "3. Use the `dropna()` method to remove any missing rows.\n", " \n", " \n", "4. We would like to treat all attributes as numeric, so convert the `Sex` feature to numeric, and code males as 0 and females as 1. Hint: a good approach is to use the `df.Sex.map()` method.\n", " \n", "5. We will be interested in predicting `Survived` as a function of the remaining features. Create `X,y` `numPy` arrays to use for this problem. Be sure to also save a copy of the names of the columns. Hint: use `iloc` to index pandas dataframes, and use `to_numpy()` to convert pandas dataframes to numpy arrays.\n", " \n", "6. Create train/test datasets using 70\\% of your data for training.\n", " \n", "7. Fit decision trees to your training dataset: do this for `max_depth`=1,...,20. For each depth, record the train and test classification error (1-accuracy). Create a plot of error against depth, and plot both the train and test errors. What do you notice?\n", " \n", "8. Re-fit the model on the entire dataset with a depth 3 tree. Plot the decision tree and interpret the results." ] }, { "cell_type": "code", "execution_count": 22, "id": "f20ededf", "metadata": {}, "outputs": [ { "data": { "image/png": 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HT2VbVZ2oqgmqmlA+HM6gr7/eVSH7+28328DixV5H5JmaNeGrr9InZ6hf311Qzc3337uLy507uwFixhjv+JPolwC1RaS6iBQCOgEzM64gIo2A/+KSfMZzvs+AK0WktIiUBq70PRf+mjVzFcmKFXOTZ86cmesmkSomxjXhLF3qygnfeCN06eI+B7NipYeNCS+5JnpVTQH64hL0WmC6qq4WkZEi0t632migGPCeiCwXkZm+bXcCj+E+LJYAI9MuzOYLdeq4CmT167uz/Jdf9joiT9Wv7w7HI4+4ssINGsBnmT6200oP//aba5e30sPGhIHsuuN4dTvt7pXBtG+fart2ro/gkCGqqaleR+S5xETVevXcIendW3XvXvf8+PHuuf/8x9v4jIk25NC90kog+KNoUVc4vVcvd4Wxa9f0aeGjVOPGrinn3ntd75yGDV0Nn3vugTZtrPSwMeHEEr2/ChZ0TTdPPOEmNm3bNurnCIyLc3Pkfv21a4e/4w4oXdqNqrXSw8aED/t3PBUibiz/G2/AN9+4wvJbtuS+XYRr2dJ1w3z0UXfN2koPGxNeLNGfjltvdX0Nf/nFdb9cudLriDxXrBg8/LCrsW+MCS+W6E/XFVfAd9+5+y1b2uzfxpiwZYk+Lxo2dP0Nq1RxbfZvveV1RMYYcxJL9Hl1zjnw7beuvf7WW92VSGOMCSOW6AOhVCnXZt+qFfTtC5s3exyQMcaks0QfKIULw+TJrmdOjx5w7JjXERljDGCJPrCqVoUxY1wVsJde8joaY4wBLNEHXo8ebubvBx6Adeu8jsYYYyzRB5wIvPKKm3u2WzdISfE6ImNMlLNEHwwVKsD48bBokasRYIwxHrJEHyydOsFNN7nZN2zkrDHGQ5bog2ncOChTxqpdGmM8ZYk+mMqVczV8V6yAkSO9jsYYE6Us0Qdb+/bQvTs89ZRrszfGmBCzRB8KY8ZApUquF87Bg15HY4yJMpboQ6FkSXjtNdevftgwr6MxxkQZS/ShcsUVcPfd7uz+66+9jsYYE0Us0YfS009DjRquzX7vXq+jMcZECUv0oVS0qCtj/MsvblZtY4wJAUv0oda8uUvyEyfCp596HY0xJgpYovfCyJFQvz707Al//+11NMaYCGeJ3gtxca4J588/oX9/r6MxxkQ4S/ReadwYhg9388x++KHX0RhjIpglei8NHQoXXAC9e7uze2OMCQJL9F6KjYU33nBdLXv3BlWvIzLGRCBL9F6rXx8efxw++gjeftvraIwxEcgSfTi45x7X7bJvX5g7F3bv9joiY0wEKeh1AAaIiYHJkyEhAVq3ds/VquXa7xs3dj8bNYKyZT0N0xiTP/mV6EWkDfACEANMUtVRmZZfAowBGgKdVPX9DMtSgR99D39V1fYBiDvy1KoFmzbB4sWwbJm7LVkC06enr1O1qkv6GW9nn+1dzMaYfCHXRC8iMcA4oDWwFVgiIjNVdU2G1X4FugNZjes/qKrxeQ81CpQpA23auFuanTvhhx/Sk/+yZTBjRvryChXSz/ovuMAVTytaNPSxG2PClj9n9E2BJFXdBCAiU4FrgeOJXlU3+5YdC0KM0a1MGbj8cndLs2cPLF9+YvKfPRuOHXOzWg0a5CpllijhWdjGmPDhz8XYSsCWDI+3+p7zV5yIJIrIQhG5LqsVRKSXb53E5OTkU9h1lCpRAi65BAYOdN0zV61yXTS/+AKaNHH986tVc6UWdu3yOFhjjNdC0eumqqomADcDY0SkZuYVVHWiqiaoakL58uVDEFIEKlIE/vlPd2a/ZAm0bAkjRrh2/eHDYccOryM0xnjEn0S/DTgnw+PKvuf8oqrbfD83AV8BjU4hPnM6EhLg449d237r1vDEE+4M/4EHbASuMVHIn0S/BKgtItVFpBDQCZjpz85FpLSIFPbdLwc0J0Pbvgmy+Hh4/33XtPOvf8Ho0S7hDxoE27d7HZ0xJkRyTfSqmgL0BT4D1gLTVXW1iIwUkfYAItJERLYCHYD/ishq3+bnAYkisgKYB4zK1FvHhEL9+vDOO7B2LXToAGPHQvXq0K8fbNmS+/bGmHxNNMzqqyQkJGhiYqLXYUS2jRvhqadcqWQR6NEDHnzQne0bY/IlEVnqux56EiuBEI1q1oRJkyApyU1+Mnky1K4Nt91mTTrGRCBL9NGsalWYMMGd4d95p2veufJK10/fGBMxLNEbqFzZtdv/73+uHb9jR0hJ8ToqY0yAWKI36a64AsaPd5OWDxhg9fGNiRBWvdKcqFcvWL8enn0W6ta1OW2NiQCW6M3Jnn7aXai95x534faaa7yOyBiTB9Z0Y04WE+Nmu/rHP6BTJ1ixwuuIjDF5YIneZK1oUZg1C0qWhHbtrNulMfmYJXqTvUqVXLLfudOVUNi/3+uIjDGnwRK9yVmjRvDuu67mfdeurua9MSZfsURvcte+veuF8+GHrta9MSZfsV43xj8DB7pul08/7col9OzpdUTGGD9Zojf+EXGjZzdtgj59XPXLf/7T66iMMX6wphvjv9hYmD4d6tSBG2+En37yOiJjjB8s0ZtTU7Kkq4kTG+sGUv31l9cRGWNyYYnenLrq1d1Uhdu2wfXXw+HDXkdkjMmBJXpzei6+2E1c8t13cPvtVgDNmDBmF2PN6evY0fXEefhh127/0ENeR2SMyYIlepM3w4enJ/vatV1tHGNMWLFEb/JGxE1LuHkzdO8OBQu6HjkiXkdmjPGxNnqTd4ULw4wZUKsWdOjgyia8/76VSzAmTFiiN4FRrhwsX+4u0B486BL++ee7OjmpqV5HZ0xUs0RvAqdgQVf4bM0aN9E4wM03Q7168MYbNg+tMR6xRG8CLyYGOneGH3+E996DuDjo1s1NTThpEhw54nWExkQVS/QmeAoUgH//G374AT76CEqXhjvucL1zJkywgVbGhIglehN8BQrAtdfCkiUwezZUrAh33eXmox071rXpG2OCxhK9CR0RaNsW5s+Hzz93iX7AAFdS4dlnbQYrY4LEEr0JPRG44gr4+mv46ito0ADuvReqVYOXX7ZyCsYEmCV6461LL4W5c+H7713Cv/NOd9a/bZvXkRkTMSzRm/DQrBl8+SWMGwfffOOS/jvv2Nm9MQHgV6IXkTYisk5EkkRkSBbLLxGRZSKSIiL/zrSsm4hs8N26BSpwE4FE3EXaFSvg3HPhlltc4TSreW9MnuSa6EUkBhgHtAXqAZ1FpF6m1X4FugPvZNq2DDACuBBoCowQkdJ5D9tEtNq14dtv4cknXbfMBg3cZCfGmNPizxl9UyBJVTep6hFgKnBtxhVUdbOqrgQyFze5CvhcVXeq6t/A50CbAMRtIl3BgvDgg65L5plnwr/+5ere79njdWTG5Dv+JPpKwJYMj7f6nvOHX9uKSC8RSRSRxOTkZD93baLCP/7hkv0DD8Drr7vHX3/tdVTG5CthcTFWVSeqaoKqJpQvX97rcEy4KVwYRo1yF2ljYuCyy2DwYDh0yOvIjMkX/En024BzMjyu7HvOH3nZ1pgTNW/uKmT26QPPPQcXXABLl3odlTFhz59EvwSoLSLVRaQQ0AmY6ef+PwOuFJHSvouwV/qeM+b0FCsG48fDp5/C7t1w0UUwciQcPep1ZMaErVwTvaqmAH1xCXotMF1VV4vISBFpDyAiTURkK9AB+K+IrPZtuxN4DPdhsQQY6XvOmLy56ipYtQpuuglGjHD98Neu9ToqY8KSaJgNSElISNDExESvwzD5yXvvuRG1+/e7uvcdOngdkTEhJyJLVTUhq2VhcTHWmDzp0MGd3TdqBD16wLp1XkdkTFixRG8iw9lnp09y0rmz1bo3JgNL9CZyVKoEkye7iU4eeMDraIwJG5boTWRp1w7694cXXrCyCcb4WKI3keeZZyA+Hrp3h99+8zoaYzxnid5EnsKFYepUN0Vhly6Qmup1RMZ4yhK9iUx168JLL8G8ea58gjFRzBK9iVzdu7seOCNGuHlqjYlSluhN5BJxc9BWqQI33wy7dnkdkTGesERvIluJEq69fts2uOMOm5rQRCVL9CbyNW0KTzwB778PkyZ5HY0xIWeJ3kSHe++F1q1hwABYs8braIwJKUv0JjoUKOAKnhUv7iYcP3jQ64iMCRlL9CZ6nH02TJniCqANHux1NMaEjCV6E13atHFJfsIEmDHD62iMCQlL9Cb6PPkkJCRAz57w669eR2NM0FmiN9GnUCF49103/eAtt0BKitcRGRNUluhNdKpVyzXffPcdPP6419EYE1SW6E306tIFunaFxx6Dr7/2OhpjgsYSvYluL70ENWu6JpwdO7yOxpigsERvolvx4q69/s8/4bbbrESCiUiW6I1p3BiefhpmzoShQ+3irIk4luiNARg40JU1HjUKWrSA9eu9jsiYgLFEbwy4ksavv+6acdavd1MRvvQSHDvmdWTG5JklemMy6tTJlUho1Qr69YMrr4QtW7yOypg8sURvTGYVK8L//R/897+wcCGcf74riGYXak0+ZYnemKyIQK9esGKFS/TdusGNN0JysteRGXPKLNEbk5OaNeGrr2D0aHeWX78+fPyx11EZc0os0RuTm5gYN3HJ0qVQqRJcd53robN7t9eRGeMXS/TG+KtBA1i0CIYPhzffdE06X37pdVTG5MqvRC8ibURknYgkiciQLJYXFpFpvuWLRKSa7/lqInJQRJb7bi8HOH5jQqtQIVcbZ/58OOMMuPxyNz3hgQNeR2ZMtnJN9CISA4wD2gL1gM4iUi/Taj2Bv1W1FvA88HSGZRtVNd536xOguI3x1oUXwg8/uC6YY8fCBRfA4sVeR2VMlvw5o28KJKnqJlU9AkwFrs20zrXAFN/994HLRUQCF6YxYahIEZfk586F/fuhWTN3dv/bb15HZswJ/En0lYCMI0a2+p7Lch1VTQF2A2V9y6qLyA8i8rWItMzqBUSkl4gkikhisnVfM/nN5ZfDjz+6omjjxkGNGnD33TZ7lQkbwb4Yux2ooqqNgEHAOyJSIvNKqjpRVRNUNaF8+fJBDsmYIChVCiZOdOUTunaFV15xk5v06gU//+x1dCbK+ZPotwHnZHhc2fdcluuISEGgJLBDVQ+r6g4AVV0KbATq5DVoY8JWjRou4SclwR13wJQpULs29OgBGzZ4HZ2JUv4k+iVAbRGpLiKFgE7AzEzrzAS6+e7/G/hSVVVEyvsu5iIiNYDawKbAhG5MGKtSxTXjbNoEffvC1Klw7rluVqu1a72OzkSZXBO9r829L/AZsBaYrqqrRWSkiLT3rfYqUFZEknBNNGldMC8BVorIctxF2j6qujPAv4Mx4atSJRgzxjXfDBoEM2a40bUdO7p2fWNCQDTMCjUlJCRoYmLiCc8dPXqUrVu3cujQIY+iikxxcXFUrlyZ2NhYr0OJHn/9Bc8/Dy++CHv3ulG2Dz3kumcakwcislRVE7Jclh8S/c8//0zx4sUpW7Ys1mszMFSVHTt2sHfvXqpXr+51ONFn507XNXPMGFdK4ZprXMK/8EKvIzP5VE6JPl+UQDh06JAl+QATEcqWLWvfkrxSpgw88gj88gs8/jgsWAAXXeQmKd+3z+voTITJF4kesCQfBHZMw0DJkjBsGGzeDA8/7C7aXnSRTWVoAirfJHpjIlrx4vDoo/DZZ/D779CkiZVDNgFjid4Pu3btYvz48ae17dVXX82uXbsCG5CJXFdcAcuWQZ067kLt0KGQmup1VCafs0Tvh5wSfUpKSo7bzp49m1KlSgU0nsyvmVsMp7qe8ViVKvDtt27A1VNPQZs2rreOMaepoNcBnLKBA2H58sDuMz7e9X7IxpAhQ9i4cSPx8fG0bt2aa665hoceeojSpUvz008/sX79eq677jq2bNnCoUOHGDBgAL169QKgWrVqJCYmsm/fPtq2bUuLFi2YP38+lSpV4uOPP+aMM8444bWSk5Pp06cPv/rqpIwZM4bmzZvzyCOPsHHjRjZt2kSVKlWoW7fuCY+feuopbrvtNv766y/Kly/P66+/TpUqVejevTtxcXH88MMPNG/enOeeey6wx84ER1ycG2F74YWubk7jxvDBB5CQZacKY3JkZ/R+GDVqFDVr1mT58uWMHj0agGXLlvHCCy+w3nfR7LXXXmPp0qUkJiYyduxYduzYcdJ+NmzYwN13383q1aspVaoUH3zwwUnrDBgwgHvuuYclS5bwwQcfcPvttx9ftmbNGubOncu777570uN+/frRrVs3Vq5cyS233EL//v2Pb7d161bmz59vST4/6tkTvvvO3W/RAl591dt4TL6U/87oczjzDqWmTZue0P987NixzJgxA4AtW7awYcMGypYte8I21atXJz4+HoDGjRuzefPmk/Y7d+5c1qxZc/zxnj172Ofrbte+ffsTvgFkfLxgwQI+/PBDAG699Vbuv//+4+t16NCBmJiYPPy2xlMJCW4aw5tvhttvh4UL3YCruDivIzP5RP5L9GGiaNGix+9/9dVXzJ07lwULFlCkSBFatWqVZf/0woULH78fExPDwYMHT1rn2LFjLFy4kLgs/okzvmZWj/2J1eRT5crBJ5+4LphPPumaLz/4wLXnG5MLa7rxQ/Hixdm7d2+2y3fv3k3p0qUpUqQIP/30EwsXLjzt17ryyit58cUXjz9e7uf1iGbNmjF16lQA3n77bVq2zLL0v8nPYmLgiSdcvZz1613ZhLlzvY7K5AOW6P1QtmxZmjdvToMGDbjvvvtOWt6mTRtSUlI477zzGDJkCBdddNFpv9bYsWNJTEykYcOG1KtXj5df9m+a3RdffJHXX3+dhg0b8uabb/LCCy+cdgwmzF13HSxZAmefDVddBaNGQZiVMjHhJV/Uulm7di3nnXeeRxFFNju2+di+fa7Nfto0l/ynTIESJ83rY6JEvq91Y4zJQrFi8O67rhrmrFluNO2yZV5HZcKQJXpj8jMRN7bkyy9dFczGjeHaayHTt2IT3SzRGxMJLrkEfvrJ1cv59lt3dn/11a4qpol6luiNiRSlSrnul5s3uy6YixdDs2bQujV8843X0RkPWaI3JtKUKAEPPugS/ujRbsrCSy+FVq3giy+sh04UskRvTKQqVgzuvddNUD5mDGzY4KpjtmgBn35qCT+KWKL3Q17KFIMrTHbgwIEARmTMKShSBAYMgI0bYdw42LIF2rZ1BdNmzbKEHwUs0fvB60R/umWJU62OuckoLg7uuguSkuCVV1zp4/bt3QjbDz+EY8e8jtAESb6rdeNBleKTyhSPHj2a0aNHM336dA4fPsz111/Po48+yv79+7npppvYunUrqampPPTQQ/zxxx/89ttvXHbZZZQrV4558+adsO+lS5cyaNAg9u3bR7ly5Zg8eTIVKlSgVatWxMfH891339G5c2dmzZp1wuP4+HjuvfdeUlJSaNKkCRMmTKBw4cJUq1aNjh078vnnn3P//ffTqVOnwB4sk/8VKuQGWnXrBu+848oq3HgjNGgAPXq4Lprx8W6aQxMR8l2i98KoUaNYtWrV8bozc+bMYcOGDSxevBhVpX379nzzzTckJydTsWJF/u///g9wNXBKlizJc889x7x58yhXrtwJ+z169Cj9+vXj448/pnz58kybNo1hw4bx2muvAXDkyBHSRgnPmjXr+ONDhw5Ru3ZtvvjiC+rUqUPXrl2ZMGECAwcOBFzJhmU2cMbkJjbWJfsuXdzo2qeegsGD05fXquXO9hs3dj8bNYJMFVlN/pDvEn04VCmeM2cOc+bMoVGjRgDs27ePDRs20LJlSwYPHswDDzxAu3btci0stm7dOlatWkXr1q0B19RSoUKF48s7dux4wvppj9etW0f16tWpU6cOAN26dWPcuHHHE33m7YzJUUyMK4F8883wxx/www9uhO3Spa6L5vTp6etWreqSftqtcWM46yzvYjd+yXeJPhyoKg8++CC9e/c+admyZcuYPXs2w4cP5/LLL+fhhx/OcT/169dnQTaDWqwssQm5s85yUxe2aZP+3M6d6ck/7eabewGAihXTE3+dOu5xhQruVqKEG71rPGWJ3g+ZyxRfddVVPPTQQ9xyyy0UK1aMbdu2ERsbS0pKCmXKlKFLly6UKlWKSZMmnbB95qabunXrkpyczIIFC7j44os5evQo69evp379+jnGU7duXTZv3kxSUhK1atXizTff5NJLLw38L24MQJkycPnl7pZmzx5YscKd9acl/9mzT76ge8YZ6Uk/u1vFiq5JyD4QgsYSvR8ylilu27Yto0ePZu3atVx88cUAFCtWjLfeeoukpCTuu+8+ChQoQGxsLBMmTACgV69etGnThooVK55wMbZQoUK8//779O/fn927d5OSksLAgQNzTfRxcXG8/vrrdOjQ4fjF2D59+gTvABiTWYkS0LKlu6U5cAB+/RW2bz/59ttvbuDWnDnuQyKz2FhXdrl48dD9DuGoYUNXqC7ArExxlLNja0LuwIGsPwy2b4f9+72Ozlu1a7vyFachpzLFdkZvjAmtIkWgZk13MyFhA6aMMSbC+ZXoRaSNiKwTkSQRGZLF8sIiMs23fJGIVMuw7EHf8+tE5KrTDTTcmpgigR1TY6JDroleRGKAcUBboB7QWUTqZVqtJ/C3qtYCngee9m1bD+gE1AfaAON9+zslcXFx7NixwxJTAKkqO3bsIC4uzutQjDFB5k8bfVMgSVU3AYjIVOBaYE2Gda4FHvHdfx94SUTE9/xUVT0M/CwiSb79ndJsCJUrV2br1q0kJyefymYmF3FxcVSuXNnrMIwxQeZPoq8EbMnweCtwYXbrqGqKiOwGyvqeX5hp20qZX0BEegG9AKpUqXJSALGxsVSvXt2PUI0xxmQWFhdjVXWiqiaoakL58uW9DscYYyKKP4l+G3BOhseVfc9luY6IFARKAjv83NYYY0wQ+ZPolwC1RaS6iBTCXVydmWmdmUA33/1/A1+qu3I6E+jk65VTHagNLA5M6MYYY/yRaxu9r829L/AZEAO8pqqrRWQkkKiqM4FXgTd9F1t34j4M8K03HXfhNgW4W1VznA1j6dKlf4nIL3n6rYKrHPCX10HkwOLLG4svbyy+vMlLfFWzWxB2JRDCnYgkZjfMOBxYfHlj8eWNxZc3wYovLC7GGmOMCR5L9MYYE+Es0Z+6iV4HkAuLL28svryx+PImKPFZG70xxkQ4O6M3xpgIZ4neGGMinCX6TETkHBGZJyJrRGS1iAzIYp1WIrJbRJb7btnPAB68ODeLyI++10/MYrmIyFhfieiVInJBCGOrm+HYLBeRPSIyMNM6IT2GIvKaiPwpIqsyPFdGRD4XkQ2+n6Wz2babb50NItItq3WCFN9oEfnJ9/ebISKlstk2x/dCEON7RES2ZfgbXp3NtjmWOQ9ifNMyxLZZRJZns20ojl+WeSVk70FVtVuGG1ABuMB3vziwHqiXaZ1WwP88jnMzUC6H5VcDnwACXAQs8ijOGOB3oKqXxxC4BLgAWJXhuWeAIb77Q4Cns9iuDLDJ97O0737pEMV3JVDQd//prOLz570QxPgeAe714++/EagBFAJWZP5/ClZ8mZY/Czzs4fHLMq+E6j1oZ/SZqOp2VV3mu78XWEsWFTfzgWuBN9RZCJQSkQoexHE5sFFVPR3trKrf4EZtZ3QtMMV3fwpwXRabXgV8rqo7VfVv4HPc3ApBj09V56hqiu/hQlytKE9kc/z8cbzMuaoeAdLKnAdUTvH5SqbfBAR+1m0/5ZBXQvIetESfA3EzZTUCFmWx+GIRWSEin4hI/dBGBoACc0Rkqa/Mc2ZZlZf24gOrE9n/g3l9DM9S1e2++78DZ2WxTrgcx9tw39Cyktt7IZj6+pqWXsum2SEcjl9L4A9V3ZDN8pAev0x5JSTvQUv02RCRYsAHwEBV3ZNp8TJcU8Q/gBeBj0IcHkALVb0AN/PX3SJyiQcx5EhcEbz2wHtZLA6HY3icuu/IYdnXWESG4WpFvZ3NKl69FyYANYF4YDuueSQcdSbns/mQHb+c8kow34OW6LMgIrG4P8bbqvph5uWqukdV9/nuzwZiRaRcKGNU1W2+n38CM3BfkTMKhxLRbYFlqvpH5gXhcAyBP9Kas3w//8xiHU+Po4h0B9oBt/gSwUn8eC8Ehar+oaqpqnoMeCWb1/X6+BUEbgCmZbdOqI5fNnklJO9BS/SZ+NrzXgXWqupz2axztm89RKQp7jjuCGGMRUWkeNp93EW7VZlWmwl0FeciYHeGr4ihku2ZlNfH0Cdjee1uwMdZrPMZcKWIlPY1TVzpey7oRKQNcD/QXlUPZLOOP++FYMWX8ZrP9dm8rj9lzoPpCuAnVd2a1cJQHb8c8kpo3oPBvNKcH29AC9zXp5XAct/taqAP0Me3Tl9gNa4HwUKgWYhjrOF77RW+OIb5ns8Yo+Amdd8I/AgkhDjGorjEXTLDc54dQ9wHznbgKK6NsyduussvgA3AXKCMb90EYFKGbW8Dkny3HiGMLwnXNpv2PnzZt25FYHZO74UQxfem7721EpewKmSOz/f4alwvk42hjM/3/OS091yGdb04ftnllZC8B60EgjHGRDhrujHGmAhnid4YYyKcJXpjjIlwluiNMSbCWaI3xpgIZ4neRCURSfVVK1ztK8MwWERO+/9BRIZmuF8tYxVFY7xmid5Eq4OqGq+q9YHWuFG8I/Kwv6G5r2KMNyzRm6inbuh7L1yBLhGRGHG14Jf4Cnb1huM19L8Rkf/z1Vd/WUQKiMgo4AzfN4S0ejQxIvKK7xvDHBE5w6vfzxhL9MYAqroJVzv9TNyoz92q2gRoAtwhItV9qzYF+uFqidcEblDVIaR/Q7jFt15tYJzvG8Mu4MaQ/TLGZGKJ3piTXYmrE7QcV0q2LC5xAyxWV1s9FTfsvkU2+/hZVZf77i8FqgUtWmNyUdDrAIwJByJSA0jFVQ8UoJ+qfpZpnVacXEY2uxoihzPcTwWs6cZ4xs7oTdQTkfLAy8BL6oo/fQbc6Ssri4jU8VU2BGjqq8RYAOgIfOd7/mja+saEGzujN9HqDF/TTCxuUo83gbTysZNwTS3LfOVlk0mf4m0J8BJQC5iHq18OMBFYKSLLgGHBD98Y/1n1SmP85Gu6uVdV23kcijGnxJpujDEmwtkZvTHGRDg7ozfGmAhnid4YYyKcJXpjjIlwluiNMSbCWaI3xpgI9/8pZA/QsTOEOwAAAABJRU5ErkJggg==", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#### Solution Q1\n", "import pandas as pd\n", "df = pd.read_csv('titanic.csv')\n", "# df.info()\n", "\n", "#### Solution Q2\n", "cols_to_drop = [\n", " 'PassengerId',\n", " 'Name',\n", " 'Ticket',\n", " 'Cabin',\n", " 'Embarked',\n", "]\n", "\n", "df = df.drop(cols_to_drop, axis=1)\n", "\n", "#### Solution Q3\n", "df = df.dropna()\n", "\n", "#### Solution Q4\n", "df.Sex = df.Sex.map(lambda x: 0 if x=='male' else 1)\n", "\n", "#### Solution Q5\n", "fnames = df.columns[1:].to_list() # feature names\n", "tname = df.columns[0] # target name\n", "\n", "X = df.iloc[:, 1:].to_numpy()\n", "y = df.iloc[:, 0].to_numpy()\n", "\n", "#### Solution Q6\n", "from sklearn.model_selection import train_test_split\n", "Xtrain, Xtest, ytrain, ytest = train_test_split(X, y, test_size=0.3, shuffle=True)\n", "\n", "#### Solution Q7\n", "from sklearn.metrics import accuracy_score, log_loss\n", "N = 20\n", "train_errs = np.empty(N)\n", "test_errs = np.empty(N)\n", "\n", "for d in range(N):\n", " model = DecisionTreeClassifier(max_depth=d+1, criterion='entropy')\n", " model.fit(Xtrain, ytrain)\n", "\n", " train_errs[d] = 1-accuracy_score(ytrain, model.predict(Xtrain))\n", " test_errs[d] = 1-accuracy_score(ytest, model.predict(Xtest))\n", "\n", "ds = np.linspace(1,N, N)\n", "plt.plot(ds, train_errs, color='red', label='train error')\n", "plt.plot(ds, test_errs, color='blue', label='test error')\n", "plt.xlabel(\"Depth\")\n", "plt.legend() \n", "plt.show()\n", "\n", "\n", "#### Solution Q8\n", "model = DecisionTreeClassifier(max_depth=3, criterion='entropy').fit(X, y)\n", "fig, axes = plt.subplots(1, 1, figsize = (4,4), dpi=300)\n", "tree.plot_tree(model, feature_names=fnames, class_names=['Died', 'Survived'], filled=True)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "metal", "language": "python", "name": "metal" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.11" }, "vscode": { "interpreter": { "hash": "b26037b2f41de4d7c0242bea01a81f5dc5669a8dc35c3dd1270bda81729334a3" } } }, "nbformat": 4, "nbformat_minor": 5 }