{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ensemble Learning" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "source": [ "Last revision: Tue 28 March 2022 8:04:00 AEST" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Author: Omar Ghattas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this lab we will explore one of the most important areas in machine learning, ensemble methods. We will dive deeper into the bias-variance decomposition, and then work through detailed examples of Bagging and Adaptive Boosting, two algorithms that have become central to modern day machine learning. In each section, the goal will be to illustrate the concept both mathematically and then through code, and then we follow up with a short explanation of existing implementations that you should use in practice. It is important to understand how these algorithms work and so you are strongly encouraged to try to write simple implementations of these algorithms in Python, even if we do not end up using these in practice.\n", "\n", "**Note: this notebook has only been tested using Python 3.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Acknowledgements:\n", "Random Forest Regression Section: this section (only) was taken from the the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas (one of the original sklearn developers); the original content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bias-Variance Decomposition\n", "\n", "We first explore the concepts of bias and variance, as well as the idea of a bias-variance decomposition. We begin with a short mathematical explanation of bias and variance, and then reinforce the theory with code." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We begin by discussing the Bias-Variance decomposition, a central theme in Statistics and Machine Learning. Assume that we are interested in estimating some population parameter $\\theta$, and we have access to a finite dataset $D = \\{X_1,\\dots, X_n\\}$, which we assume is independently sampled. To give a concrete example, suppose we are interested in estimating the average WAM of students in COMP9417, but we only have access to the WAM of a small subset of 22 randomly sampled students. The population here is all students in the course, and we must infer information about the true mean using only information about a small subset. \n", "\n", "When $\\theta$ denotes the population mean, one standard estimator to use is the sample-mean:\n", "\n", "$$\n", "\\hat{\\theta} = \\frac{1}{n} \\sum_{i=1}^n X_i.\n", "$$\n", "\n", "However, this is only one estimator, and we could use others, for example, the sample median:\n", "\n", "$$\n", "\\tilde{\\theta}=\\text{median}(X_1,\\dots,X_n)\n", "$$\n", "\n", "or, for a silly example, we could simply choose to estimate $\\theta$ by the second datapoint\n", "\n", "$$\n", "\\dot{\\theta} = X_2.\n", "$$\n", "\n", "These are all valid estimators of $\\theta$, but of course some are better than others (obviously $\\dot{\\theta}$ will be a useless estimator in almost all examples. Bias and Variance of estimators are two metrics we may use to quantify how good an estimator actually is. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bias\n", "\n", "We first start with the mathematical definition and then explain the intuition behind that definition. Given an estimator $\\hat{\\theta}$ for population parameter $\\theta$, we define the bias of $\\hat{\\theta}$ as\n", "\n", "$$\n", "\\text{Bias}(\\hat{\\theta}) = \\mathbb{E}[\\hat{\\theta}] - \\theta,\n", "$$\n", "\n", "where $\\mathbb{E}$ denotes expectation. The bias simply measures how far away the expected value of our estimator is from the truth. An estimator with zero bias is called an unbiased estimator. All else equal, an unbiased estimator is better than a biased estimator." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variance\n", "\n", "The variance of an estimator $\\hat{\\theta}$, is denoted by $\\text{Var}(\\hat{\\theta})$ and is defined in the usual way\n", "\n", "$$\n", "\\text{Var}(\\hat{\\theta}) = \\mathbb{E} [ ( \\hat{\\theta} - \\mathbb{E}[\\hat{\\theta} ] )^2]\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interpretation - An important point\n", "An important question arises here: what does it mean to take an expectation (or variance) of an estimator $\\hat{\\theta}$? How do we compute these values? For the purpose of this lab, we will side-step the proper mathematical definitions and try to answer this question in a more intuitive sense. We can think of our dataset $D$ as being just one of infinitely many datasets. Let's imagine that we have access to a black-box $B$ that we can query datasets from. We label these datasets: $D_1,D_2,\\dots, D_{\\infty}$, and for simplicity we assume that each dataset consists of the same number $n$ of samples. For clarity, we have:\n", "\n", "\\begin{align*}\n", "D_1 &= \\{ X^{(1)}_1, X^{(1)}_2,\\dots,X^{(1)}_n \\} \\\\\n", "D_2 &= \\{ X^{(2)}_1, X^{(2)}_2,\\dots,X^{(2)}_n\\}\\\\\n", "D_3 &= \\{ X^{(3)}_1, X^{(3)}_2,\\dots,X^{(3)}_n\\}\\\\\n", "& \\vdots\n", "\\end{align*}\n", "\n", "Now, assume that we have chosen an estimator $\\hat{\\theta}$. This estimator is a function of the dataset, so for each dataset, we can compute a new estimate. For example, if we wish to use the sample mean, then our estimate for each dataset would just be the sample-mean of each dataset:\n", "\n", "\\begin{align*}\n", "\\hat{\\theta}_1 &= \\overline{X}_1 = \\frac{1}{n} \\sum_{i=1}^n X_i^{(1)}\\\\\n", "\\hat{\\theta}_2 &= \\overline{X}_2 = \\frac{1}{n} \\sum_{i=1}^n X_i^{(2)}\\\\\n", "& \\vdots\n", "\\end{align*}\n", "\n", "and so on. Now, we can think of the quantity $\\mathbb{E}[\\hat{\\theta}]$ as being the average value of $\\hat{\\theta}$ over an infinite number of datasets. Similarly, we can think of $\\text{Var}(\\hat{\\theta})$ as the variance of $\\hat{\\theta}$ over an infinite number of datasets. \n", "\n", "Note that this is a purely theoretical construction because we do not have access to a black-box $B$ that allows us to generate multiple datasets (in fact we will usually only have access to a single dataset), and secondly even if we did have access to $B$, we cannot sample an infinite number of datasets. This theoretical construction does however help us understand the benefits of different estimators and has led to the proposal of many important algorithms in machine learning that have had great empirical success." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bias-Variance for Learning Functions\n", "Up to this point, you should have understood the basic concepts underlying the bias-variance decomposition. We now tie this back into the machine learning framework. In a general (supervised) learning problem, we have access to a dataset $D$ which consists not only of feature vectors $X$, but also response values $y$, so that \n", "\n", "$$\n", "D = \\{(x_1,y_1),\\dots,(x_n, y_n)\\}.\n", "$$\n", "\n", "We assume that there exists some true (but unobservable) function $f$ that takes as input a feature vector $X$ and outputs a response $y$. We will also assume that the observed responses are corrupted by some additive noise. In other words, our assumption is that:\n", "\n", "$$\n", "y = f(x) + \\epsilon, \\qquad \\epsilon \\sim (0,\\sigma^2),\n", "$$\n", "\n", "where the notation $\\epsilon \\sim (0,\\sigma^2)$ means that $\\epsilon$ is a random variable with zero mean and variance $\\sigma^2$. One way to think about $\\epsilon$ is that it represents measurement error. For example, if we are measuring temperature on a given day using a thermometer, then our measurement might consist of the `true` temperature, $f(x)$, plus some noise due to the usage of a cheap theormometer. The most common assumption is that $\\epsilon$ is normally distributed, so we write: $\\epsilon \\sim N(0,\\sigma^2)$.\n", "\n", "Now, the goal of learning is to use the data $D$ to find an estimate of $f$, which we call $\\hat{f}$, so that $f$ and $\\hat{f}$ are as close as possible in some sense. One common way to do this is to learn a $\\hat{f}$ that minimizes the Mean Squared Error (MSE) between $y$ and $\\hat{f}$. So far in this course, we have seen many ways of computing such an estimate $\\hat{f}$, for example, linear regression, SVMs, Neural Networks, etc. It turns out that regardless of how you choose to construct your estimate, there exists a decomposition of the MSE (the expected squared error of $\\hat{f}$ on a previously unseen example, i.e. test MSE), called the Bias Variance Decomposition:\n", "\n", "$$\n", "\\mathbb{E} [(y- \\hat{f}(x))^2] = \\left ( \\text{Bias}(\\hat{f}(x)) \\right)^2 + \\text{Var}(\\hat{f}(x)) + \\sigma^2,\n", "$$\n", "\n", "where as before, we have \n", "\n", "$$\n", "\\text{Bias}(\\hat{f}(x)) = \\mathbb{E} [\\hat{f}(x)] - f(x).\n", "$$\n", "\n", "In other words, the MSE of $\\hat{f}$ may be decomposed into a sum of three terms:\n", "\n", "1. (Squared) Bias: As discussed earlier, bias captures how far an estimate is from its target. Intuitively, simple algorithms (i.e. those with few parameters, such as linear models) will have high bias, since the 'true' function $f$ is rarely linear). We will see that models with low flexibility (linear models) tend to have high bias, and those with high flexibility (neural nets will have low bias).\n", "\n", "2. Variance: this captures how sensitive the learning method is to changes in the dataset. i.e. given two datasets $D_1$, $D_2$, how different are the corresonding estimates $\\hat{f}_1(x)$ and $\\hat{f}_2(x)$? We will see that flexible learning algorithms, such as neural nets, will have high variance. Intuitively, since neural nets are so powerful, they can fit pretty much any decision surface, so estimates on different datasets can vary greatly.\n", "\n", "3. $\\sigma^2$: this is called the irreducible error, and since our responses contain noise, this is the error we have to live with in our predictions, regardless of the learning algorithm we use.\n", "\n", "It is important to understand why these factors contribute to the overall test error. A learning algorithm with high bias is unlikely to be able to fit the true function, and so will do poorly when asked to make a prediction on a new test point (underfitting). A learning algorithm with high variance will have a lot of flexibility, and so will fit the training data very well, but this does not necessarily mean it will be able to generalise well (overfitting).\n", "\n", "It turns out that there is a trade-off between bias and variance. That is, learning algorithms that have low bias will tend to have high variance, and vice versa. In machine learning, we wish to find models that minimise MSE, and so we have to choose models that achieve the right balance between these two competing criteria." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Illustrating the Bias-Variance Decomposition\n", "In order to illustrate these concepts and hopefully make them more understandable, we will now work through an extended example in code. The idea is to assume we have access to the blackbox $B$, from which we will generate multiple datasets from, and build models of increasing complexity from. To start with, consider the function:\n", "\n", "$$\n", "f(x) = 0.001 x^3\n", "$$\n", "\n", "We next write a function to sample noisy examples from this function, with noise taken to be Normally distributed with mean zero and standard deviation $\\sigma=0.1$. We will assume that the input values $x$ are uniformly distributed from $x=1$ to $x=10$, and this choice is completely arbitrary." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.preprocessing import PolynomialFeatures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", "#### Exercise 1: \n", "Code up the true function and name this implementation `f`. Then define another function called `f_sampler(f, n, sigma)` that:\n", "1. generates $n$ random uniform $(0,10)$ evaluation point values, called $x_1,\\dots, x_n$\n", "2. generates $n$ random normal $(0,\\sigma^2)$ noise variables, called $\\epsilon_1,\\dots, \\epsilon_n$\n", "3. generate $n$ noisy observations from $f$, called $y_1,\\dots,y_n$ where $y_i = f(x_i) + \\epsilon_i$.\n", "\n", "Finally, plot the true function in blue, and a scatter of the $n$ points in red on the same plot." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# true function\n", "f = lambda x: 0.001 * x**3\n", "\n", "def f_sampler(f, n=100, sigma=0.1): \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": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fsamples = f_sampler(f, 100, sigma=0.2)\n", "\n", "xx = np.linspace(1,10,1000)\n", "plt.plot(xx, f(xx), label=\"truth\")\n", "plt.scatter(*fsamples.T, color=\"red\", label=\"samples\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can generate an infinite number of datasets (we have access to the blackbox) in this way. Let's consider 9 different datasets, call them $D_1,\\dots,D_9$. Note that they are all generated from the same $f(x)$, which is the blue function in the plots, but due to the randomness in the noise, each of the datasets is different. In a learning problem, we will only have access to the dataset of the form $(x_i, y_i), i=1,\\dots, n$ and the goal is to try to recover $f$ from this data. We usually denote our estimate of $f$ by putting a hat on the parameter of interest, i.e. $\\hat{f}$. \n", "\n", "To estimate $f$, we usually try to put assumptions on the form of the unkown $f$. In the linear regression case for example, we make the simplifying assumption that $f(x)$ is a linear function." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3,3, figsize=(10,10))\n", "np.random.seed(10)\n", "for i, ax in enumerate(ax.flat):\n", " ax.plot(xx, f(xx), label=\"truth\")\n", " fsamples = f_sampler(f, 25, sigma=0.2)\n", " ax.scatter(*fsamples.T, color=\"red\", label=\"samples\")\n", " ax.set_title(f\"$D_{i+1}$\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To understand bias and variance, the idea now will be to fit a model to each of the datasets, and see how the fits vary from dataset to dataset. A simple model to begin with is linear regression (with a single feature $x$). This model has high bias because it has a very strict assumption on the shape of the model, regardless of the data. It has low variance because models fit on different datasets will not vary too much. We can see this empirically for the 9 generated datasets, and we will plot the fitted models in green on each plot in the grid." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3,3, figsize=(10,10))\n", "np.random.seed(10)\n", "\n", "mods = np.zeros((9, 2)) # store models\n", "for i, ax in enumerate(ax.flat):\n", " ax.plot(xx, f(xx), label=\"truth\")\n", " fsamples = f_sampler(f, 25, sigma=0.2)\n", " ax.scatter(*fsamples.T, color=\"red\", label=\"samples\")\n", " ax.set_title(f\"$D_{i+1}$\")\n", " \n", " # build model\n", " X = fsamples[:,0].reshape(-1,1)\n", " y = fsamples[:,1].reshape(-1,1)\n", " mod = LinearRegression().fit(X, y)\n", " lr = lambda x: mod.intercept_[0] + mod.coef_[0]*x\n", " # additonal dtype argument here avoids a depracation warning\n", " mods[i] = np.array([mod.intercept_[0], mod.coef_[0]], dtype='object')\n", " ax.plot(xx, lr(xx), color=\"green\", label=\"$\\\\hat{f}$\")\n", " if i==1: ax.legend()\n", " \n", "fig.suptitle(\"$features: x$\", fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the fitted model does not vary much from dataset to dataset. Linear models with a single feature do not have much ability to fit complicated trends in the data (they must be a straight line), and so will exhibit low variance, and high bias. Let's compute these quantities for our toy example at a single point, say $x_0 = 5$. \n", "\n", "The bias is the expected value of the model at $x_0$ minus the true value of $f$ at $x_0$, i.e. $f(x_0)$. Recall that in order to compute the expected value at $x_0$, we must be able to sample an infinite number of datasets, fit a model, then average. Here we will use the average of the predictions of the 9 models at $x_0$ as a proxy. To compute variance, we compute the variance of the predictions of all 9 models at $x_0$. We can see from the plot that linear regression has high bias, and low variance. Compare this picture to the picture we looked at earlier with the bias/variance targets." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x0 = 5\n", "x0_preds = np.zeros(9)\n", "plt.plot(xx, f(xx))\n", "for i in range(9):\n", " lr = lambda x: mods[i,0]+mods[i,1]*x\n", " plt.plot(xx, lr(xx), color=\"green\", alpha=0.4)\n", " \n", " x0_preds[i] = lr(x0)\n", "plt.axvline(x0, color=\"red\")\n", "plt.annotate(f'Bias Squared: {round((np.mean(x0_preds)-f(x0))**2,4)}', (6, 0.05), size=12, color='black')\n", "plt.annotate(f'Variance: {round(np.var(x0_preds),4)}', (6, -0.05), size=12, color='black')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plot shows the $9$ fitted models (in blue), and the true function $f$ in blue. We see that $x_0=5$, all $9$ models seem to do quite poorly as they are unable to fit the curvature in the true model. The bias here is high because the estimate is consistently far away from the truth. Note however that all $9$ models more or less predict the same value for $x_0$, and so exhibit very lower variance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now investigate a more complex model by adding polynomial features to the linear regression. As we add higher order terms, we will be able to fit more complicated (curvy) functions. $\\hat{y} = a + bx + cx^2$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", "#### Exercise 2: \n", "Re-do the previous analysis, but now use both $x$ and $x^2$ when fitting the linear regression model. Create the same grid of plots as before but with your new model, and plot the bias and variance. What do you notice?\n", "\n", "Hint: see the sklearn documentation here to get a better idea of how to fit a linear model with two covariates: https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3,3, figsize=(10,10))\n", "np.random.seed(10)\n", "\n", "mods = np.zeros((9, 3)) # store models\n", "for i, ax in enumerate(ax.flat):\n", " ax.plot(xx, f(xx), label=\"truth\")\n", " fsamples = f_sampler(f, 25, sigma=0.2)\n", " ax.scatter(*fsamples.T, color=\"red\", label=\"samples\")\n", " ax.set_title(f\"$D_{i+1}$\")\n", " \n", " # build model\n", " X = fsamples[:,0].reshape(-1,1)\n", " X = np.concatenate((X,X**2), axis=1) # polynomial features\n", " y = fsamples[:,1].reshape(-1,1)\n", " mod = LinearRegression().fit(X, y)\n", " lr = lambda x: mod.intercept_[0] + mod.coef_[0][0]*x + mod.coef_[0][1]*x**2\n", " mods[i] = np.array([mod.intercept_[0], *mod.coef_[0]])\n", " ax.plot(xx, lr(xx), color=\"green\", label=\"$\\\\hat{f}$\")\n", "fig.suptitle(\"$features: x, x^2$\", fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have more flexibity (due to increasing the feature set to include quadratic terms), we see that learning algorithm can better fit the data, and we also see that there is slightly more variation across fits. Let's repeat our analysis above for $x_0=5$." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(xx, f(xx))\n", "for i in range(9):\n", " lr = lambda x: mods[i,0]+mods[i,1]*x+mods[i,2]*x**2\n", " plt.plot(xx, lr(xx), color=\"green\", alpha=0.4)\n", " x0_preds[i] = lr(x0)\n", " \n", "plt.axvline(x0, color=\"red\")\n", "plt.annotate(f'Bias Squared: {round((np.mean(x0_preds)-f(x0))**2,4)}', (6, 0.05), size=12, color='black')\n", "plt.annotate(f'Variance: {round(np.var(x0_preds),4)}', (6, -0.05), size=12, color='black')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", "#### Exercise 3: \n", "Add more polynomial features: $a + bx + cx^2 + dx^3+ex^4 + fx^5 + g x^6$ and re-run the experiment. Comment on your results." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3,3, figsize=(10,10))\n", "np.random.seed(10)\n", "\n", "mods = np.zeros((9, 7)) # store models\n", "for i, ax in enumerate(ax.flat):\n", " ax.plot(xx, f(xx), label=\"truth\")\n", " fsamples = f_sampler(f, 25, sigma=0.2)\n", " ax.scatter(*fsamples.T, color=\"red\", label=\"samples\")\n", " ax.set_title(f\"$D_{i+1}$\")\n", " \n", " # build model\n", " X = fsamples[:,0].reshape(-1,1)\n", " X = np.concatenate((X, X**2, X**3, X**4, X**5, X**6), axis=1) # polynomial features\n", " y = fsamples[:,1].reshape(-1,1)\n", " mod = LinearRegression().fit(X, y)\n", " lr = lambda x: mod.intercept_[0] + mod.coef_[0][0]*x + mod.coef_[0][1]*x**2 +\\\n", " mod.coef_[0][2]*x**3 + mod.coef_[0][3]*x**4 + mod.coef_[0][4]*x**5 + + mod.coef_[0][5]*x**6\n", " mods[i] = np.array([mod.intercept_[0], *mod.coef_[0]])\n", " ax.plot(xx, lr(xx), color=\"green\", label=\"$\\\\hat{f}$\")\n", " \n", "fig.suptitle(\"$features: x, x^2, x^3, x^4, x^5, x^6$\", fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the models have a very large amount of flexibility, and are able to fit more and more complex fits. We can see from the plot above that the fitted models vary greatly from dataset to dataset." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(xx, f(xx))\n", "for i in range(9):\n", " lr = lambda x: mods[i,0] + mods[i,1]*x + mods[i,2]*x**2 +\\\n", " mods[i,3]*x**3 + mods[i,4]*x**4 + mods[i,5]*x**5 + + mods[i,6]*x**6\n", " plt.plot(xx, lr(xx), color=\"green\", alpha=0.4)\n", " x0_preds[i] = lr(x0)\n", " \n", "plt.axvline(x0, color=\"red\")\n", "plt.ylim(-2,2)\n", "plt.annotate(f'Bias Squared: {round((np.mean(x0_preds)-f(x0))**2,4)}', (6, -0.25), size=12, color='black')\n", "plt.annotate(f'Variance: {round(np.var(x0_preds),4)}', (6, -0.55), size=12, color='black')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that as the complexity increases, so too does the variance. As we increase the complexity of the model, it has more and more flexibility to fit complex functions. The problem is that for different datasets, the models end up fitting the noise in the data. The high variance comes from the fact that for different datasets, we can get wildly different models. So there is a tradeoff here, which is known as the bias variance decomposition. If we want to reduce test error, then we want to be able to reduce the bias AND reduce the variance, but as we reduce bias sufficiently, the variance begins to increase." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", "#### Advanced Exercise: \n", "Let's consider a more interesting function:\n", "\n", "$$\n", "f(x) = 0.00002 x^3 + 0.2 \\cos(x^{1.2}).\n", "$$\n", "\n", "1. Generate 80 datasets from $f$ using $\\sigma=0.1$ each of size $n=100$.\n", "2. For each dataset, fit 9 models: the first model being a linear regression with degree 1, the second having both $x$ and $x^2$, and the final model having $x,\\dots, x^9$ as features.\n", "3. Create a 3x3 grid of plots, each sub-plot corresponding to a given degree (1-9). On each sub-plot, plot the true function in red, the 80 fitted functions in blue, and the average of the 80 fitted functions in yellow.\n", "4. Now, using the above data, try to visualise the bias and variance at each of the points on the $x$-axis.\n", "5. Comment." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(10)\n", "\n", "# true function\n", "f = lambda x: 0.00002 * x**3 + 0.2 * np.cos(x**1.2)\n", "\n", "fsamples = f_sampler(f, 100, sigma=0.1)\n", "\n", "xx = np.linspace(1,10,1000)\n", "plt.plot(xx, f(xx), label=\"truth\")\n", "plt.scatter(*fsamples.T, color=\"red\", label=\"samples\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "nmb_datasets = 80\n", "xx_len = 1000\n", "np.random.seed(10)\n", "\n", "# generate datasets\n", "datasets = np.array([f_sampler(f, 25, sigma=0.2) for _ in range(nmb_datasets)])\n", "xx = np.linspace(1,10, xx_len)\n", "\n", "preds = np.zeros(shape=(9, nmb_datasets, xx_len)) # store all predictions for all models\n", "\n", "for deg in range(1, 10):\n", " Xs = np.array([D[:,0].reshape(-1,1) for D in datasets])\n", " ys = np.array([D[:,1].reshape(-1,1) for D in datasets])\n", " poly = PolynomialFeatures(degree=deg, include_bias=False)\n", " Xs = np.array([poly.fit_transform(X) for X in Xs]) # get polynomial feature matrix\n", " \n", " # fit models on all datasets\n", " lrs = np.array([LinearRegression().fit(X, y) for (X,y) in zip(Xs, ys)])\n", " \n", " # predictions on range xx \n", " xx_poly = poly.fit_transform(xx.reshape(-1,1))\n", " preds[deg-1,:,:] = np.array([mod.predict(xx_poly) for mod in lrs]).reshape(nmb_datasets, xx_len)\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3,3, figsize=(14,14))\n", "truth = f(xx)\n", "for j, ax in enumerate(ax.flat):\n", " avg_pred = np.mean(preds[j], axis=0)\n", " ax.plot(xx, truth, color=\"red\", linewidth=4, zorder=20, label=\"truth\")\n", " ax.plot(xx, avg_pred, color=\"orange\", linewidth=4, zorder=20, label=\"$E(\\\\hat{f})$\") \n", " for i in range(nmb_datasets):\n", " ax.plot(xx, preds[j, i], alpha=0.3, color=\"blue\", zorder=1)\n", " ax.set_title(f\"polynomial degree: {j+1}\")\n", " ax.set_ylim(-0.7,0.7)\n", " if j==1: ax.legend(loc=\"upper center\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we should ignore the wild behaviour at the tails for this analysis, since this is caused by the way we build the model using linear regression. To get a better idea of the bias variance trade-off we should restrict attention to points in the middle 90\\% or so." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "variances = np.zeros(shape=(9, xx_len))\n", "bias_sq = np.zeros(shape=(9, xx_len))\n", "for i in range(9):\n", " variances[i,:] = np.var(preds[i], axis=0)\n", " bias_sq[i,:] = (np.mean(preds[i], axis=0) - f(xx))**2" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(12,5))\n", "for i in range(9):\n", " ax1.plot(xx, bias_sq[i], label=f\"degree {i+1}\")\n", " ax2.plot(xx, variances[i])\n", " ax1.set_ylim(0,0.1)\n", " ax2.set_ylim(0,0.1)\n", " ax1.set_xlabel(\"x\"); ax2.set_xlabel(\"x\")\n", " ax1.set_title(\"Squared Bias\")\n", " ax2.set_title(\"Variance\")\n", "ax1.legend(loc=\"upper center\", ncol=3)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bias-Variance Decomposition: So what?\n", "\n", "Up till now, we have focused on understanding what the Bias-Variance decomposition means, but we haven't really seen why it is such an important concept. In the rest of the lab we will explore how the decomposition has motivated many important learning algorithms, such as Random Forests." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ensemble Learning: Bootstrap Aggregation (Bagging)\n", "\n", "The Bias-Variance Decomposition tells us that a good learning algorithm is one that has low bias and low variance. Bootstrap Aggregation (Bagging) is an algorithm that attempts to build better models by reducing variance. Let's consider the example of a decision tree. Note that for this case, we will focus on classification error, and so the bias-variance decomposition does not have the same mathematical derivation as we saw above for the regression case with squared error, but the bias and variance still play analagous roles. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following, we will repeat our analysis from before but for classification trees. We generate 9 datasets using the `make_blobs` function, so that all have the same cluster centers but points are sampled with some noise. We then build a decision tree of `max_depth=3` to each dataset and visualise. The idea will be to show that Decision Trees exhibit very high variance, which should be expected since we know that given enough depth, decision trees can fit any surface." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.datasets import make_blobs\n", "\n", "# 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": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3,3, figsize=(12,12))\n", "centers = [[0,0], [0,2], [-2,1], [-3,3]]\n", "for j, ax in enumerate(ax.flat):\n", " X, y = make_blobs(n_samples=70, \n", " centers=centers, \n", " random_state=j, \n", " cluster_std=0.8)\n", " ax.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='rainbow')\n", " model = DecisionTreeClassifier(max_depth=3).fit(X,y)\n", " visualize_classifier(model, X, y, ax=ax, title=f\"$D_{j+1}$\")\n", " \n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is clear from the above plots that given different datasets from the true clusters, Decision trees can fit a very wide range of models (different partitions of the input space), and so can very easily overfit.\n", "\n", "Exercises:\n", "1. Try increasing the max_depth parameter of the Decision Trees, what do you observe? Why?\n", "2. What happens as you vary the `cluster_std` parameter of the data generating function (this plays the role of $\\sigma$)? Explain why.\n", "3. How would you combine decision trees to get more stable (lower variance) predictions ?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bagging (Wisdom of Crowds)\n", "\n", "The idea of Bagging is motivated by the desire to reduce variance. The idea is simple: instead of focusing on changing the learning algorithm (Decision Trees) in this case, we instead focus on the way the learning algorithm is fit. Given a (single) dataset $D = \\{(x_1,c_1),\\dots,(x_n,c_n)\\} $, where $x_i$ is the feature vector, and $c_i$ is the cluster label, we create $K$ bootstrap samples from this dataset, called $B_1,\\dots,B_K$, each of size $m$. A bootstrap sample is simply a new dataset randomly sampled (with replacement) from the original dataset. We then fit a decision tree to each bootstrap sample, resulting in a total of $K$ models, denote them by $h_1,\\dots, h_K$. Then, our Bagging classifier, $C$, on a new point $x^*$ simply returns:\n", "\n", "\\begin{align*}\n", " C(x^*) = \\text{majority}\\{h_1,\\dots,h_K\\}.\n", "\\end{align*}\n", "\n", "In other words, given a new test point, each of the $K$ models returns a predicted class, and the ensemble classifier returns the majority vote. Think back to our initial discussion of the blackbox data generating process - the idea behind bootstrapping is somewhat trying to approximate this process by randomly sampling to create datasets. You can also think of this algorithm as utilising the wisdom of crowds: on their own each model (seeing a limited dataset) might overfit or predict poorly, but the combination of many models avoids this, and gives us very stable results since we now rely on majority of models to return a particular prediction." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variance Reduction\n", "As long as the bootstrap samples are sampled randomly and with repalcement, then the bootstap samples are independent of each other. However, to reduce variance, we must ensure that the resulting decision trees built on the bootstrap samples are also independent (for a formal explanation, see the tutorial). To achieve independent models, there are two main approaches:\n", "\n", "1. Randomize across samples (this is what we are doing with bootstrap aggregation)\n", "2. Randomize across features (Random Forest does this, along with randomizing over samples)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now try to implement some of the above in code. Note that whilst we restrict ourselves to Decision trees in the above, this idea is general and can be extended to any class of models, or even combinations of different models. We refer to the individual building blocks of the ensemble learner as base learners.\n", "\n", "We will implement a `BaggingTree` class." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "class BaggingTree():\n", " \n", " '''A (very) simple Bagging Tree Class'''\n", " \n", " def __init__(self, nComponents, sComponents, max_depth):\n", " self.nComponents = nComponents # number of base learners\n", " self.sComponents = sComponents # size of the bootstap samples (m)\n", " self.max_depth = max_depth # max depth of each base learner\n", " \n", " def create_K_bootstrap_of_size_m(self, X, y):\n", " # Given dataset X,y with n samples, create K bootstrap samples each of size sComponents\n", " n = X.shape[0]\n", " B_idxs = [np.random.choice(np.arange(n), size=self.sComponents, replace=True) \n", " for _ in range(self.nComponents)]\n", " B = [(X[B_idxs[i]], y[B_idxs[i]]) for i in range(self.nComponents)]\n", " self.BootstapSamples = B\n", " \n", " def fit(self, X, y):\n", " # fit the nComponents base learners to the bootstap samples\n", " self.create_K_bootstrap_of_size_m(X, y)\n", " self.baseClfs = [DecisionTreeClassifier(max_depth=self.max_depth).fit(\n", " self.BootstapSamples[i][0], \n", " self.BootstapSamples[i][1]) for i in range(self.nComponents)]\n", " \n", " def predict(self, x):\n", " # predict class of test point x by taking majority vote of the base classifier predictions\n", " # x must be a numpy array of shape (?, nfeatures), where ? is anything\n", " \n", " # make sure x is an array\n", " x = np.array(x)\n", " \n", " # avoid shape issues with single point predictions\n", " if len(x.shape) < 2:\n", " x = x.reshape(1,-1)\n", " \n", " nTest = x.shape[0]\n", " \n", " # compute individual predictions\n", " preds = np.array([mod.predict(x) for mod in self.baseClfs])\n", "\n", " # compute majority vote (majority vote in each column of preds)\n", " mvs = np.array([np.bincount(preds[:,i]).argmax() for i in range(nTest)])\n", " \n", " return mvs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's repeat the experiment at the beginning of the bagging section and generate $9$ datasets, each time fitting our Bagging Tree classifier." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3,3, figsize=(12,12))\n", "for j, ax in enumerate(ax.flat):\n", " X, y = make_blobs(n_samples=70, \n", " centers=centers, \n", " random_state=j, \n", " cluster_std=0.8)\n", " BT = BaggingTree(100, 50, max_depth=3)\n", " BT.fit(X,y)\n", " visualize_classifier(BT, X, y, ax, title=f\"$D_{j+1}$\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It should be clear that we have a model with significantly less variance than using a single Decision tree classifier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Bagging\n", "So far, we have seen one type of randomization, namely that of randomizing across samples to create our bootstrap samples. Another important type of randomization is randomization across features (Random Forests implement both types of randomization). We now describe what it means to randomize across features. Assume that the inputs $x$ are $p$ dimensional vectors, so that we have $p$ features in total. Instead of training a base learner in $p$-dimensional space, we randomly pick a subset of $s < p$ features, and train the base classifier on just those. \n", "\n", "For example, if we have $p=10$ features, and $s=3$, we would randomly pick a subset of 3 features to look at, and train a decision tree on this reduced $3$ dimensional problem. We can view this as feature-bagging, as opposed to the sample-bagging we saw before. \n", "\n", "The goal of randomization is to make the resulting predictors (trained base classifiers) as independent of each other as possible, so that we get an overall reduction in variance. If only sample-bagging is performed, there is still a risk that all models will give more weight to the same features (those that seem important for this particular dataset), and so the trained classifiers end up being quite correlated. Randomizing features ensures that this does not happen.\n", "\n", "Exercise:\n", "1. Augment the `BaggingTree()` class to implement a feature-bagging method (call this resulting class RandomForest')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In Scikit-Learn, such an optimized ensemble of randomized decision trees is implemented in the ``RandomForestClassifier`` estimator, which takes care of all the randomization automatically.\n", "All you need to do is select a number of estimators, and it will very quickly (in parallel, if desired) fit the ensemble of trees:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "X, y = make_blobs(n_samples=300, centers=4,random_state=0, cluster_std=0.7)\n", "model = RandomForestClassifier(n_estimators=100, random_state=0).fit(X,y)\n", "visualize_classifier(model, X, y);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that by averaging over 100 randomly perturbed models, we end up with an overall model that is much closer to our intuition about how the parameter space should be split." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random Forest Regression\n", "\n", "In the previous section we considered random forests within the context of classification.\n", "Random forests can also be made to work in the case of regression (that is, continuous rather than categorical variables). The estimator to use for this is the ``RandomForestRegressor``, and the syntax is very similar to what we saw earlier.\n", "\n", "Consider the following data, drawn from the combination of a fast and slow oscillation:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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4JZWOSTqdoOqL6s12xmZBXI9T5y5Vair+oqw3w9SfehqdmMbIhSkO5m2MLvnhPgCHAWwkoreJ6Pd0PK+tNLLjivJvVX5fIT5gWgl2gdZLT4QFhCTSCir7gbjSCV1pkgbs3ffc2NBxSwqV4ZnJoStMvOhSrezU8Ty6iSu9Mrh9Ix5/7mRVeqWzoywy9qdXou7OJq7MNfR4GDftPgQAOLl7e0O/p/JL9/CkbJ8fOllxA5SRRFoh6OGe782iO92hpTHHK1h73vALopy++G/3frjq9fyqorDjZoKkrX4Z87RdasXDnxLQrVyR7WD3fPJm7Hng5qZ2Z3G16Otk05qVmC3N45s/OaP8N/UuXJ5k8MjIRQyfmWjpVj+YTtAVxIPqFAHgN1Zkal7P9K47jLCUHHd+tifOTgjSiRfkG9lRqXawzezOZDv8pHKtjTBbCi/7hV24gpJB/6AKW4KiyvHQtpSEN7MUKBc0/YF5aHgUU7Nqfb2/RyDJ4373Uy/irbFqyaiufgmmDXbkYR2Jzeq6kyY469OWXGuQsDDemw33snniu69J87Y2adXDUhKF//oDK4qFwSlUAqiaWbrn0Oka9VSQpHsEVLp/Xf0SjOM78nodicHbZO9nunKaOlugBwp5fOHbZasaT3mgk01rVrb8fgnqYB5WmB0aHsW4It+vqziqIz8dNgd2/Mpc5JqFP8+ue9dZb2Zp1OOZpA1xmO7fu6jYtmlxDacDeb1GGtXP1i6xZgldRbiuNKGoSK+EBbmw3Z9NdYDB7Rvx0IHjyqAjUD/NIttcPHTgOAA9qYx6hcywi5GfJI97vYuGSW/7dsG51Iq/kSSskSauJhs/V4olXCmq85EmicPaNMxzOywwhB3zqWLJmlvreh7sQH3lRzNDrxsh7Dh/8H0rItnvJl1/qXfRsOli7irOBXI/YWoPF5QgcTFbmo/FoxsoT8IJUm+EXNgxn5iesypPmuvJKBuAAHnTkV8hFfcG4iM3qO0t9h05Kx2F96nb+41q3cOmTdlU1HfZ6tfpQB7WkRj2M1tp1VrAUzMUJd4gUQpcUbpiu9KpqmBez5d7x97D6E53hO4Smy2+xdXF2yW5WAFAZ4rw5AObQ3837g3EC2+oDefmFweQB0fhfWngJqPSyX0vn0FnimoukLYW9V3E6Ry5rDEkWFh6+MDxSitzt2Zbz2WZ2sNnqilkaHgUg986EaosaXZXODQ8iqO/vFgzRT5FQKG/t+7v53oy+MO7P1j5nHSuLQ660ims7c3glxemKu+5b1knvviJG+sGHZmUtJGh1/UIO06ppFqBm8CzlvZvVGxpoGoHnA7kQP2ORH/sGb9Svo2/7pruSgNJnAqDJNn9ndcwp6rSLdLMrtC7QMgUbfMCeHt8OlKQ2vfyGWQ6OzC32GSjY21xkuvJINeTqfiRRw06wc1FV6oD6/qy2r5TYcXMnbet0/IauvEawQRQ8XI3PR6v3XA+kIchkz35pVph8kUTwbyVHcrEdLg0rtm00p5Dp0MvEI0es640YW5eVH0utqe8GsW/udCNbMcPAHdcv6rGnliH5LRVVI1gjF6czpHXI0yqdWTkIh4+cKJpH3AvHz05U7K+7bmVXGSUlEcjOe6udKpmBijnSaPjFTM9CMCf7rgFz/wnO9MUbOCVDG29I6+nqfWKQ0HqBa9gd11cO/lGrAP6lnVKm27SHdRSg1FUXXIjOW4vbQHYlSf1p9n849yaZWyyiLPj09rTdgOFPD6z/zgAYEV32uqLoEsGXi7POHVqR96oNjpM9hRGvXytjaPRvviJG2tUAQTg/auWtfS8g9s3lp0d62BbjrtRZIZZIxemMFuq9V6Jwthksfz7MUhA/c8R9FqxDR5FlwzOHM2h4VE8dOB4QydGcNRZFKLka1U71Cg717gYKOTxgdzVZpauVAc+kFveclFpoJDHnk/eHHoMG8lx25C3laFq5KlnFKbi7Pi0tD7T6sU+ON/V81qpF8yTGLgiQ7aZitM7vllcSpXKcCaQqwqX9U6MXE8GK7rTuG3Dqrq7gFbztablX7meDFJ0VRaoSxkwUMhj64ZVyKQb0wL776CGz0w0vbtNAlUKoLkwrk4dtCqzjHo3qArcSTe9yObGfv3BW/D8I3cmtoZ6qFKlLgVzZ3LkYR1zYTng/bu2Vb646/qyGLkwVaOY8OSIre5YVDn3dqERLbAsVdFBwM6t/YmstVFUtYB8b7ap70VXqkMazFtNQSVhPaGToeFRnB2fhkD5mDz5wGbrcvphF0fb1qrCmR25jo65XE+mSjHRlerAV+67qeGdq2pnn7cgT7wgyvpuHcMbWiFuzxHd6O4EfvKBzbF0FrtkPSG7mNu403Xt4ijDmUAuy7U1c2LkejJV7cvNXHHX9WW1rKVR6t0Wj00Wq1IB/uENSaM6CUYnpq07kXfsPYx9L5/ROn+z0TmoUZEVnzs7yEodvo2iAA//uRR2cXTFf8WZQB7Mtek6MXbsPdyw7Mjb2dswCML/RZNpc5PcBUc5OYBycW7n1v7Yi2+NnoS6x7nFNh5OJk+yEFd2ui76MgVxJpAD1YVLE+Y//sDgraWnOx3LWhqVWg4Nj1rlYxJmp2rLrixIMxf1pJFNAJqbF1Yez2bSQCZ2wAOFPO6/9er5myLC/beWu3Nt/z54OBXIlwoq6wBVvntsslglSQtiIn8a7EAMYtuuzBVc2eUC7ux0h4ZH8eyxqxuleSHw7LFRK0b7RWVJBPL9u7Zh59Z+LVK4U+cuxX6VDhvnJePs+LR0aDCg78TZv2tbwxa7A4W8sjBsY3HOBVwqdgZn0XriAtuUII2ebzbiTCBvZZCyrHpeLImmgvpsaR6XZ0o4MnIRl2dKsWijG21rDmt31nni+IN51AYTWeOHjbsyV2hll+tP133oc9/H3U+9GNMqrzJQyFdSkD/78sdDfetNFRVdshFQ4UQgb1XGJLvieszOL2BuXkTSN49NFlEsiaoJ5sWS0K7CaLStOUwOqXv302iHYK4nU9VIxCZZrRHc5UY9nioLgiQURDaPRATaw0bAiZW2KmOqlz+MquxQ3WrpLjSpdl2qtuZ1fdmaf69zmEGrdKVTRovUUTl17pLVAcfDv8uNejxVuv5HD77ihLwuTlTj83qzzvRLuhHIWy3wRMkfRnmupFQhsl3X/bfmcXZ8WqpiyfVkauY0ho1fY67iTzdcnikhnSIrvWBapR3SB7oIKsL+/sQ56b+7MDVbSaPa7r/iRCBvtcATZbJ4B1HdDyrJwp1/1zW4fSOePTZao2L5/NDJyhdyz6HTWNeXxW0bVmn1WYlKo3JJG9YTTDfEkSqLy6yq0fmu7ZA+0IFMEaYayjIv4Iz/ihOfYqsypmCXnax/Yl6I0A9qaHgUCxIvlSQKd6rU0jM/OVP1hRy5MGVEMqWSS5r60kddj6p2YqMmu1Vk55BtLoRjk8XYNwNh9bJ62Nr/AGgK5ET0MSI6TUS/IKLHdDynHx3tzv4uuz/ZcYv036g+KC8wlAL2i73ZzkQKd1Gd+UxNXrGtFTvqelyyEWiV4Dnkpd9smZ0Zp3+7n1bToDbq9QENgZyIUgD+AsDHAWwCsJOINrX6vEF0tjuH/a7sgwq7iieRh24kdWMi5xlWw9i5tR/FuYWmZKNxrMdPPRuBdgzm3jmUVPqtfCdbTlOE7bLj8m8PovrM0x1XlVVhdtQ26vUBPTvyrQB+IYR4SwgxC+BvAdyr4XljpZF8tyowTEzPJXKyy26LVV+1rlRH4kMEVF/u3mWdRtzvotZUXLQR0IE/haHbIdOvB4/q852kvYTqM3//qmWVmpQsher/fRvREcjzAM76/v724mNVENGniegoER09f/68hpdtjUYcDMOuwkmc7LLU0m/f3m9NzlNVwxACRlIuUWsqLtsINHuxDqYw4tKT79h7GI8efKXu5x+ceBRE9w5YVi/LpKnq7kS5Mcl2WqsES6zYKYR4WgixRQixZfVquW4zSVTe5AOFfE2XWdhVOKmTPZha+tLATTUSRVM5T1UN4z2FGiDuYxZWUwl+tkvNRkCWwlgQwMMHTmgP5lF22WFpy7iEBN651NOdxoruNLrS1Rd91UZg9z03al+LLnQo3kcBrPP9fe3iY9bjTXM/de4SNq1ZqbzaDhTyeOK7r0mn1Md1sg8Nj6I4t1A1gV22ri98+1UACJ2SlAQDhbJbHHB1atCeQ6elU3eSCJCy9ajozabx7uXZmsdVjSIuowqunmoL0Ff3SXdQjUAAKKfcPMIu6kkICfwNYJ6c03vNRw++gtn5BWs9Yvzo2JH/E4APEtEGIuoC8FsAvqPheY0hM8b64iduTGyYRKPuh7YQPG6uuN9NTMu7OV94w3wKUDdhunHdaS+hyDX7H1Zd1OOwl2gE/6692QE0SdJyIBdClAD8AYBDAF4HcEAI8Vqrz2sbwcEWhPh2DI24sdnqYxHH1J24sMnHPQwdxlKy2pAfne95XlEz9KfcVMXH7nTHkrcOaAQtZgJCiO8B+J6O5wqjVSVGq7+f68ng3ctFXCmWsCyTji0gtVM7dSMpDlPENSjZRrwayptjU9Kf63zPUY5rMI0B1BYfmfo40dkZB/Wq/leKJemOYLY0jwUBTM6UYus+i9JO7cosQRcwNYO1HnF8xvt3bcPzj9yJ63PLY3/PMjM3lXrIS2OkCDXFxzgYmyzi8kwJ84sa97HJYmhMsP18W7KBvBmCNrZxdZ9FdT8cmyxWvog2+Ju4ik0zWJMiqNqK4z17Zm62Hdeh4VGMXJiq6ox+c2wKm77wfWfPIXd8GmPCuzJ7/g5hOxJZjtorEOn8cgZvN/O9WQxu31hJUXjrHrlw9fbYu6j4fz9Jduw9XEk5uYiXNgPMK4CSwlNtAXrSXp5RmT+d8vb4NLrShK50KvS4euehAHB5poSxyWJs6ZVHD75SI8EEgCtzCxj81gkAV8+hTWtWYv+ubVbvxoElHsiDV2YvGC6IxibxxFEUk+WW/QE6rKXZ9I7HVvyBxrtoDxTyleN70+5DhlfoLkGllcdV+anaqCp4HgqgapOim7Ba09yCcPIcWtKBfM+h09Jg6OF5g3gfqk1FMRuVFssy6YbnesaJf5epknQCZu5g2o16roKzJXXbu+w8jNMATnUee9imVorCks6R1/vAZucXMHjwasfbkw9stqYotpS6EXUQxRGxUY9vXdy0+5DzdwP1ziV1GE9epVXPxsI7h5L2LGqFJR3IowS9uXmBJ75blsUHteQmizeyL2NnBxlTWgRrDbY1L7U6ZYoJp965FCJdD/3dOIr4uZ5M6HpMq5WaYUkH8iiTgwBUteY//8id2LphlRXzJ2u+jGHfzhiR1RreHJuqBPWdW/uN72xanTJlGtsmMAUJO5c6CPhAbnno76q+unEpw8LuEFxMtS3pQB40V3KJs+PTNV/GuXlhxHpVluP0MD0tyMMVuwA/nuVBHBOYdKcNVOdSFDO3gUIe12Q7lT+PwzFTdc7nHbmwB1nSxU6gWh1y+teT0vl92U67An2S/s1RqPeaNqhpVJJOm3ZfnsRt/65tGBoercjxHj5wAvMB3xJdx1R3MN/38pmK344n3YuCyinTQ/f3el1ftqa7VXVhV6mdbGLJB3I/u++5EQ/tP45giCwtiCr1SlLIToKk/Zuj0LusU+oM6ceGXHQ9uwDT6R+P4ECGYBD3sOGY6uK63qzUKdP/cx3ItO4AlA6Hsruhhw4cB2BXCsauraZhBgp5XLOs9hbPVMpChgn/5jC8nWM9XMlF20DUAcHtdEwHt29Umnnp+l6rtO4EKB0OZZ/FgrBvQDcH8gATip2lLbsf0/7NQfYcOo05VYJ8Edtz0bYR5bvWbsfUU4QF0ekFrrpACkCpsnJF7cSBPIDt6gbb/JvrfaFt8dewFe+OxhtOPTZZrPtda9djmuvJIEVAT3cat21Ypd0LPOy7qhp3Z3s88OBAHkC2ywnufkw2CqhkXqZ2Z2FOjTZING1maHgUgwdPVHLhs/MLeGtsCh+5YbVUYXN9bjkf0xYIC76qdInsfOsg+7TmHMgDDBTyyKSvJuts2/0EZV5dqQ5cn1tubH1RnRqZWp747muYC0xfEAD+4ZVzUtdAFzy6vcYw7w6jFYnklWKpZlJXK9TrG5Ht2GXn24ZrzZ1vKli1glq1Qlc6hdJ8CVvWr7JGyeDHr74wjWq+oS3rsxmV0qeeAshWhoZH8c57M1V3GI342ezftS1WqwJvDZ/Zf1z6c9WO3abzTQXvyJmWcW2+oQsMfutEjStnUrYHzQ5RiOJnY5rgHbeH68VjDuQSNq1Z6ayvNhOOTUZIvSHdjEElkGpmq03oVHh4Q1PimMTVlU4hk6aqdEmU9OnYZNFamwQO5BL279pWccGzfcQT4y6777kRnWGTkAPYPrO1VYWHX8Hj77qMw+ahK51Cob8Xt21YhZ99+eORgvjIhSmtNgk64UDOaKORlmymfJu/55M3R/73tnsCteJnE+xmDWI6RRM2yMUGOH/gOLYGTlvXZRsDhTw+u/94qBsfUA6INqmnZLTiZxOlm9VkE45N3kYyOJAzjGG60oRiYIJOZ4oq0kRTBl9+E6+o1POzURElIOpowvGbkQ2fmYgsk7VpOpgMu+/VDGJTUUyG7etjouMV3/y68f6+ZZUOx6QbgDz73CSpFxA7U60PTQmmb2bnF5QdnUGefGCz1Y1BHMgZxgK60ims6E6jpzuNlx67y4nmH53UHfJSL/dUhx17D+PRg680bYClagza9/IZK8QQnFphtMB3B+6zY+/hSmemLPXQTKolKsH8ehAd0+1bzXPb3BjEO3KGsYgrxZKxHZ4nsWsm9aADr7FMRauFxXYeWM6BnGEYAHKJnQnv7bgC7rq+rHPj/qLCgTwE2wfeMu3Byd3bcXL3dtPLsEZiF1fAzfVkqvLcthnitUJLgZyIPklErxHRAhFt0bUoG4hj4C3D2IwtqQcv4AbdH3UEXC990252wK3uyF8FcB+AH2tYi1W4YADEMDpZ15etGbfWjMROhzR2oJCvUvHYFHBNyDPr0ZJqRQjxOgAQRfeLcAVXRjwx7YGsUSVpy4NcTwaTM3N49/Js5THb5lPGqZyJymxpHrMlgSMjF9GV6rDCez+xHDkRfZqIjhLR0fPnzyf1sk3jyognxn1kjSpvjk0lXpsZmyxibGq25nG/je6pc5cSU9VsWrOyYl5nC2OTRRRLwpiyR0XdQE5E/0hEr0r+u7eRFxJCPC2E2CKE2LJ69ermV5wQrRgAMUwjhPmMJFWbGRoexZtjUzWqFY/puXm8OTalZfJPGHF0LAdFC634us+UagvCCwJ4+MAJo8G8bmpFCPHRJBZiG60YADFMI9RL13m1mbi+e94dQVQanfxjAu+uYefW/hrRQgPOwTWoPqt5IYweE5YfhtCuFW7GLqKk6+KszURxHgziSuFf9t4WBJoe0hH2WZk8Jq3KD/8dEb0NYBuAfyCi+AbuMUybMrh9I+ptEuOszTR7kXCh8K9aY7NDOga3bwzd0Zs6Ji0FciHE3wkh1gohMkKI9wkhzHc1MIxjDBTyoZ5Qcddm6l0kUgpVmguFf9Ua802ufaCQx4Zrlzf8ekC808Y4tcIwFqAKLCmi2LsPVc6D1+eW47YNq/C1B282UvjXUfiMQ7SQ68kgk6aanblJMQQHcoaxANktewcBX3vw5thrMzKL1utzyytWurKfJ93avmPvYdz91IsNW2YE195ql6ingCmWBDp8dyqm2/3ZxpZhLGCgkMefP/9zvDVWdh/0Gk2SCgz1LFr965udX6gU9ZJan+fM6MkjPVlmlDU0O7UoSNC2o7S4mEya8NJjdzX9vDrgHTnDWEKuJ4MVi1OBCv29Vg2XGBoerbK4Tdp7yIbhxyp1T7EkjJvq8Y68DjwwgWHKQUwVSJPYlTfizOilP2bnF3DHV3+kLW8dpkhp5A4hDnhHzjBMXUx7D0V1ZlS5lrbSzal6rSDO6sgZhlkamPYekjkzylQiKtfSZhuA/NSdKwpHdeQMw7QvfvmfTFWTpNwu15PBhmuX11Wf6G4A8hNUwMjwLmxBzXjcQ2o4R84wlrB/1zYrbFplrz1QyOO/PHsCxVI5UW7CeyjXk6kUgFXH57reLEYlwTws+DaCp4AZmyzinfdmqnb/qgubKt3jPZ8OeEfOMAyA+g04t6zrQ4pg5bAHD9Wdw5MPbNZ6cWxkbFwSQ2p4R84wFsEqqVr8KpR6gxyCevw47xyi6tOTKBTzjpxhmMjMC+BKsZTY6wXTEt7QjbufelH5O349/tq+bGijUxIkUSjmQM4wjLWomnB0qFDiYsfew1UzPZMYUsOpFYZhrCVOFUpSJDGkhnfkDMNEwmuqmRdIrCVdlX7QpUJJiriH1Lh1NBiGMYLnteKRlNeKLC3RQVAWPO9+6kW8PHKxMltUR0dnkHrqnrHJIi7PlBIdns2pFYZh6rL7O68Z8VqRpSW60x1SQ7GgsZc34T5JVOZiccM7coZhQhkaHsXE9Jz0Z0m0pAfTEipXSJmxVyvzOZshzFwsTnhHzjBMKGFByKZxbyYKo8EUS5hmfG2I/r1VeEfOMEwoYbvupEebhXmW2FAYNWUuxoGcYZhQVEFoeVcq0Tb9scmi1LPEC+aqCfeeL3kSRceP3LC65rEkzMU4kDMME8rg9o3oTNVGyNnSQqJTcc6OT4d6lngT7r2V+lechMpmaHgU/+dIdRcpAbj/1jwGCnktw6RVcCBnGCaUgUIey7tqy2lzCyLRQQpRpgR57fldqQ4Eao6xFx1lhU4B4IU3zsf2mh5c7GQYpi7vGVSteHSlOqTB3Ev9+M21VMS5XpNTlHhHzjBMXUxPCNq/axuefGCz0rMkaK6lIs71mjxGHMgZhqmL6QlBQO2EHr8HuMpcy0/c65Udow5KRtnDgZxhmLp4hUSPsEEKca9D5llSL32RxHplxdYN1y5P5BhxjpxhmEjkejL45YUpLMuUJwTZRNiIt0J/b2IDO3I9Gbx7uVj19yTgHTnDMM6j8vwOmybUTrQUyIloDxG9QUSvENHfEVGvpnUxDGMhyzJpbFqz0vQyagjmz7tSHfjKfTcltiMGrqpmJmdKmJwp4fJMcpOUWt2R/xDAh4UQmwH8DMDjrS+JYRimcfz58599+eOJ5u9lqhkBxGKjK6OlQC6E+IEQwrvs/ATA2taXxDCMjezftc3K3bgNmB5JpzNH/h8BfF/1QyL6NBEdJaKj58/H3+nEMAyTFKZH0tUN5ET0j0T0quS/e33/5nMASgCeUT2PEOJpIcQWIcSW1atrjWUYhmFcJarz4o69h7Fj72Htr19XfiiE+GjYz4no3wP4TQB3CyGC9gYMw7QRScn4dK0hqfUObt+Ix587WZNe8ZwXdQ9bDtKSjpyIPgbgUQD/RghxRc+SGIZh3CI4ks5PEuPeWs2R/3cAPQB+SETHieh/algTwzCMc3iqGdkgi7idF1vakQsh/oWuhTAMw7SKDamfMLvduMa9cWcnwzCMJsJ043G6IHIgZxiG0YRKN06I1wWRAznDMIwmVGkVAcSqWuFAzjAMowlZoRMo2+h6XixHRi5qHwbNgZxhGEYT6/qy0gEcH7lhdZUXi+5h0BzIGYZhNJHryWDDtctrXBhfeON8TbOQTkkiB3KGYRhN7N+1Dc8/cicK/b3o6U6j0N+LgUI+9sHMHMgZhmFiJu7BzBzIGYZhYkY1wUiXJJFndjIMw8RM0Isl35vVaqTFgZxhGCYGNq1ZWWUZMFDIY9/LZwDotxLg1ArDMIzjcCBnGIZxHA7kDMMwjsM5coZhGM0kbafLO3KGYRjH4UDOMAzjOBzIGYZhHIdz5AzDMAkRV+6cd+QMwzCOw4GcYRjGcTiQMwzDOA4HcoZhGMfhQM4wDOM4HMgZhmEchwM5wzCM43AgZxiGcRwO5AzDMI5DQojkX5ToPIBfNfhrOQBjMSzHdpbq+waW7nvn9720aOR9v18IsTr4oJFA3gxEdFQIscX0OpJmqb5vYOm+d37fSwsd75tTKwzDMI7DgZxhGMZxXArkT5tegCGW6vsGlu575/e9tGj5fTuTI2cYhmHkuLQjZxiGYSRwIGcYhnEcJwI5EX2MiE4T0S+I6DHT60kCIlpHRC8Q0Skieo2I/sj0mpKEiFJENExEf296LUlBRL1EdJCI3iCi14ko2VHshiCizy5+x18lon1E1G16TXFARN8goneJ6FXfY6uI6IdE9PPF//c189zWB3IiSgH4CwAfB7AJwE4i2mR2VYlQAvCwEGITgNsB/P4Sed8efwTgddOLSJg/A/B/hRA3ALgZS+D9E1EewH8GsEUI8WEAKQC/ZXZVsfHXAD4WeOwxAM8LIT4I4PnFvzeM9YEcwFYAvxBCvCWEmAXwtwDuNbym2BFCnBNC/HTxz5Mon9R5s6tKBiJaC+DfAvhL02tJCiK6BsC/BvBXACCEmBVCTBhdVHKkAWSJKA1gGYB3DK8nFoQQPwZwMfDwvQD+ZvHPfwNgoJnndiGQ5wGc9f39bSyRgOZBROsBFAAcMbyUpPhTAI8CWDC8jiTZAOA8gP+1mFL6SyJabnpRcSOEGAXwFIAzAM4BeE8I8QOzq0qU9wkhzi3++dcA3tfMk7gQyJc0RLQCwLMAPiOEuGR6PXFDRL8J4F0hxDHTa0mYNIB/CeB/CCEKAKbQ5G22SyzmhO9F+UJ2HYDlRPQps6sygyhrwZvSg7sQyEcBrPP9fe3iY20PEXWiHMSfEUI8Z3o9CXEHgHuI6Jcop9HuIqJvml1SIrwN4G0hhHfXdRDlwN7ufBTAiBDivBBiDsBzAP6V4TUlyT8T0RoAWPz/u808iQuB/J8AfJCINhBRF8qFkO8YXlPsEBGhnC99XQjxddPrSQohxONCiLVCiPUof9Y/EkK0/Q5NCPFrAGeJaOPiQ3cDOGVwSUlxBsDtRLRs8Tt/N5ZAkdfHdwD87uKffxfAt5t5krS25cSEEKJERH8A4BDKFe1vCCFeM7ysJLgDwO8AOElExxcf+2MhxPfMLYmJmT8E8MzihuUtAP/B8HpiRwhxhIgOAvgpykqtYbRpqz4R7QNwJ4AcEb0N4IsAvgrgABH9HsrW3g829dzcos8wDOM2LqRWGIZhmBA4kDMMwzgOB3KGYRjH4UDOMAzjOBzIGYZhHIcDOcMwjONwIGcYhnGc/w+ol6Ss/cmXJwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rng = np.random.RandomState(42)\n", "x = 10 * rng.rand(200)\n", "\n", "def model(x, sigma=0.3):\n", " fast_oscillation = np.sin(5 * x)\n", " slow_oscillation = np.sin(0.5 * x)\n", " noise = sigma * rng.randn(len(x))\n", " return slow_oscillation + fast_oscillation + noise\n", "\n", "y = model(x)\n", "plt.errorbar(x, y, 0.3, fmt='o');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the random forest regressor, we can find the best fit curve as follows:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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kMycdulWJXNEoxUsLpQl5PnP5ao33d42QzGkk4jFky2RNIUPQ574oBBBpLIVb+qxSUvPDf/0JPv5nv1Y1u0ZGRmi0LFDOtQ+U7xJmYioK3eu38Y3aa8itv5Vnhwz+tBqbcVIpOsb7WG+MUTP+Gg+/Y9NlL1j7tjaQcfkQDhfFQq76nbuHD1/00Ne6xvjEvz7P0PAIfhVyRYOnesZsMbdZVlZtQ9DMbfAiK3A75FK8NLSRDkq1yWWqtaDhUhwZShDLFslYTtKhdUxOJqj1uzgylODI4Lkt9QInDreXPqP6C4UNw2B0dJQbTBPK42AvwWnFz/evf4Dj7ggIgWXovHhqkqFEnj/ct7lynbLJUj140C8RrfHQ2Nh42ad3rKvjoZe+zfGb3s9gKkPQrfDArjXV69w9deqih754NsVE8DSKpZOZHKZt81ZApmsgMT2PxcZmqVm1Qj7bwCW/S2FALcV/1WJhOcyieyhB/0QOTTcxtTyKJXip7WoaB5IMJwqEfY7piovXz8ZRwq0cz/VzpHEDP9qwu7RB6Mc9Ffcyx8fHMXSdRtM8zyOHiy9wz4saxgMWNZOjjNQ1gl6kaBicGElXdjNOqnQBG0unCNaEUdUrTIOUJDpcBg9//S94Afi9vV9EbvrVytgyC891D3HjjL/3AUOaRaS2jkCohjMnjzI60E/j2tZlG0lsYwOrOLRy4cAlmIqXZktx8bKQz+ywXAr2d43Q3uDDMg182STBZAzcTt4YSNLe4DtvVrpHlSn4mhi1HPzdu3+bxAUbhCp5uz4yMgKWRQNc0SMfk5wUQnU4DY1wOo5pGEiAbpmVTSymUljAeCpBTWSOF661a2kADGDiO9+pnC2zIAyd7nALn9n7IH9w98P8x70PoloGoYY1+IMhasINxCZGSeXyyzaS2MYGVrGQlwcujaUKjCTzvHo2zgunJmiPl+qe/YkJ1MLSxy0H4jlawl58egZPNo3m8BBYtwZVFrSEvec9d0dLDaGaWuJqPdKWzQQLGYpO13RZXSU3CI2NjSEJQR1c5JFfSFgycDaESdXVEyjkAIuipqEIqbKJxXyetCSR14qE6ua4uu2mmygHYEYS1W0G6i9IPLr7XhJOH4HkOENOH6qvjlhOxxwapi7SiIbMwGiMVE5bsiYlG5sLWbVC3tEU5PaOCMPJPEXdwueQaa/38ZP6q+gOl1q5N75xYMntKt8pKLkY6/q7uLrJz5YNjayr8856B/H2LVG8gSCmU2KgsYWCsxQuqvQGoe+9eJQzSQsZrijkH13vIuxzkvAGEQjkYpFc0cDrlCsb8tE0RqdsCdbUze01d95JHSADw1Mx9mqVAB4ougnm0wQLGcaxcBUytFhF6rMJOr/3ZUJP/hS36iKby6DI0opaL2jz1mLVCjlAz0iG7cVJfv3nX+SGwaO0RXwE8xn2v/0+AHyJpS8/LN8pSCND+BEkVReJnMaH96ybdVb63dsaaQo4GUtkMSUJyTDAMkn94An2hqyKJWjfOHmWyeKUgF8htNIRlPmDu9ppjdZhySqyaRKW89y9ramyiUVNY3TKlkBteE4v6VZD/M+9D3Lg7of5t6brqyqYE5aEv1AqcxwDQsDVRw5hagUeefbL/LuffgGRM8jqMv0TKdJ5fcWsF7R5a7GqhXygb5jNP/0OkmlSf/BZ0HX8hTSHmzbymb0P8v2CnycODxPPFq98sArR0RTkI7uaCPX3UAyEcbscPHRzG/dsj15yVvrbWv3EMnlyLg8SJomBERLHT7Pvf/75omwp1zt/5cAZRpQIlndKLK/gkaOqdDQFed+eDfyvJ/+e+37wl2yRBipflaFpjEoSLrcHl3uW2vYL6B5K8GifwdmGdTQlx5lEqXguYSZhq0jK6SELZIEIkHJ6uPbHj9MdbuHR3feiqW5kSyOTzdM7mWUslV/SJiW7IckGVnHVCkA0NUbC4SFYmJrQl8nQ5wlzwhFirO1aCpZKZiiJbllsbV665RKx7m4A3IDhODeS9VKz0ne3R+l6owtDLzLmDtHqkHngwON01J8fU58PM+vsPZKOKamMKBG6wy10XMEjLwv9YDzHi9e9lx4TEgknGyotTrrOqBDcfm37nO489neNEPS5OHDzO2n6yeOQS+NTRdVK/27UJ3ja5SPp82FNjJIKNfBGpJW1iRGeX7uNhmyMOqNATrNwJU6jrNvAibEMDkVetvWCNm9NVrVHvs+RJuHy0RfdgIkgMRHn9boWdEki7/ETKGQxsjkmUgX+9YW+JUlEdQ8l+KdXRik4fbQkx4l7AleMmTY3N1Mr59jV9wL/70/+nkeuqaFjvG9RdpTr7N0OmWIhj2RquFWF/ZtvvKRH/sbv/CG60wVtbdPdqRO+GtbGhsjpJk8eHano52cVi4wJQX19/ZyeXx6yFQ258bsc6LrOyaGJqpX+rddTPHTgcYpanlR9K6ebNrJ5rJerRnuZ8ATprl9P7fgQrkyWQkEj1HeSyXRxRawXtHlrsaqFvMNI8NCBxxnfuIWhQJjgKweRLItadGLN68iqLrK5AhaQ14yqJKIuvLXd3zVCbHwSTyFDMtKMy+u+Ysw0HA6TFH6+t2Yn/8/bf4uPP3GmlLBdxLCqsugBFHIlT9rncDAQqL9kjPzoRz7ON39xDDo62N81gkeVweHAcnjI4eHMRIY//86Rin1+8UyGoiTNWchnlpy6HQ4wLVLZXFVK/7qHEnxZauLzu97LuGkS1IsIn5ejDet56trbyG9sByHIWhLXDHRjSYJJoVLrWyHrBW3eUqxqISebpWO8j5Ytrfz1Dz/LI8kunHqpflwHBgNhCpbAsKCgmRR1o+qJqIF4DiubwAu8vuV64MqDnY6NpDihtBCTVaLxkdK4gd330u1buFc3U/QK+Ryy6kAHosnRy8fIhZj+OVyqxKi3hp5oB6JYQMVgIl0472K4mBjtaCYD8xDymcu1FcWBobpI5wp0RisrmuWwVMaS8SXHiQcaOLphF2mnl4nWTcSireR1k5ziZNITZG02ia8Yp2XoOJ+6tcUWcZslZ3ULeSaDJQSaw0V841WQz9N+tpszeZ1EPEbc6cUyDLDAoQhePhMnr+lVTURFQy7SmoEX8PhcbGkOXnGw0/6uEWr9bjS9gISFHosTzKfZ37RtwXbMFD0tGUdy+CgaFvuOPXflZCelC0FeMzkTiODViyiGgabrhH3Oil0MR9PpeQn5zOXaY64AwUKGFmu04vHxcljKbxRIYZHz1eEt5skggxCossDjUFAtg9psgqE1G3A5VXYeeHzRIbFKYCdA33qsbiHPZhEeD7va6jAdTrR0Gt8rPyBUTCA5vZiAgcCt5Ql5HDgVie6hVFUTUTe1BShYCsLpRZeUOQ12GojnCAfcaJJEAXDkM/gLWQbcoQXbURa9mtgoWu8ActHCOzzA/s030s3FiyUuZF9nA1nNQDPBYWgIWaWoG2ys91asKmM0kyHkcFxyR+dslBPGfzD5Cvf9/F+of/Jbi7bjQsphKWGaJIQgH6jDJ5nkZQeGaWFZFrUeFU118qmffI7fz/dw9Ron1ngf/PSnFbfHxuZKrG4hf/JJcJUaaAynk1eHh1HH+/gz7xgetwtVAUnL0xQbwinAsixi2eomompElra+56kvpEkjz2mWeDTkxlI9GLJCGnDmsqScHqK52KJs6WgKsnv4MAYCh66RK+g82X4Df1lsvGKcu7yYWZEFk+4ATkx8eoKwz1Wx0bGjuRz1DseCXnvylz+EL1RL+tRZ9r8xWNGuyumwlGWSFALZoRKra6TG50CWBAXdAiHYmTxLx3gfmj+Iv20TMSGRiccX/f42NvNldQt5dzfESmKnO5w898YbrAFuj3iIhtysqfERHXgdKZ+imCsghOCmjXVVjWGODA7S1PMS//ezX2Hn+vBFs8Tv37n2olK7fZ0N6EJFc7hJI9A0nYTLx76B1xdtz48KPpK1zfgzKYK5FLS2ciZW4F+fv3II4OHb2/mtmzawffQkawuTUEwTy+RLDU+CRd2+G4bBeD5Pvct15SfPQnLjZnpvv49jnXfieeIHhK1CxZLZ5bBU3BTkhIRblTFMi3q/k4jPwfqwl/URH3c6SkO/NI+X2vpGTEVhYHx8Ue89H2bORbdHA7y1qYiQCyH+SQgxKoToqsTx5owkwcc+BsBZIAbsAsSOHaypcWMKBbVtI/4zh9mePMv6iI8P7mmpnj1nzjD+wAPUD/YzvHUnu9rm1nbe0RTkt2/dSK1HZSAQJpQrlb11JBa5LzMepz9joRay+AwNQ1Fx1dXgc8q80h+f0yGaQ24++sr3qbMMNOFENTVa6zwLCq3MjN1OTk5i6Dr17oV79keat6Hm0/j6T7D53/6RYGx00fH7xw710zWQ5KGb2/D0nSATCBP0udgWDRDxu8hpJm6HzEM3t2Hcdx8v3fwuBm69uzT0S1EYmFyabuKZfQKXGw1gx8vfGlTKI/8XYF+FjjV3LAum4qvHigVkYPM998BddxHyONjc6KOmpYVYqAHn8Jnql4X9/d8zMTRE/tZ9PPrnj87rpR1NQXZ4Mtz6w8/yG90/LSXNFrsrc3wcndIvWQbObNoGioIFCMR5T72cd7c5PsivxQ7Tlu3mPRtVmkNuTo9nFjVVcnR0FExzUUI+Xr8Wh5Znsjxwa2KyYvH7jtdf4J0//N/c8r1Pc01rA+vqvNy5tZHdbbXTTV3fHdL55Ls+wdcLQUbTOiHVwWiVB3mVmdknUJ6mGXSrfPqJnmXbjGWzfFREyC3LehpY+m+ProMsc//OtUxk4mwAXGvPhS1CHgfvuX4Tu579Ajve+EH1y8K6uxlvbCR9z33TZXzzQatdwxN7H+Qzm+/gM3sfpDuhw6c+tXB7cjkaB4+SDzdxYtPV0/X06YLBjrXnPosreXemolAjy0hCYmxsbMHmHOydnBaZ0dFRhGkSXqCQD8ZzDDsDHL/h3bzUcSPjniBksxWL3x94/jADAOEWkkWLU2OZ6XEPg/HcRdupeieyyGs2MZKq7pKQsoc9s0+gTKUHrVWKxw7184dff82+M6giSxYjF0I8JIQ4JIQ4tBgxOA/DAEUhHo8TO3mSjcAvNl9/3lMURaVJdXFkcrLi2+Av9GJf0xz0h9dx3Aifv0d0jsc6Rj15p4+GodMknL5SLfkXvr5wA/N5NrzyA2rIY8oyRaO0Uq4t7D0vxHQp764cojAVBcU08QVrFiXkMxkdHaU2m0WZR8VKmcF4jqd6xgi6FBRZJm8JDkU76O0bqVhXpa46eD3cQtfue6cvcLmiwbHhNM+fnDjv8ypvp+rdsJszkwm+/PzJRb//lbjUPH57LvpbkyUTcsuyHrUsa6dlWTsjkTnOnr78AUtCLsv09vbCBz6Adt+vMfy2d1z01Ca3n1yhwGQF45ezebF/0bCbl695L6bsPH+P6BzEfH/XCH6fB2chQ9HUCRYyBNvWsL/1ugXbmI3F8Iz3cZs8TlPQRa3Xyds31/MHd52fgL2Ud1cOUViywoZv/ht3/dW/L4VEpohniwtOto3+8Ic0TE5Oh8bmg2nB9jUhIn4XDS4LoRfQJZmhAhULn+WKBY5tvpFwPn2eYKuy4MxkdvrziobcbGkO4ncpZAL1oOskY9W9Of3aoX66hxKzTtOsdHOUzepg9Q7NMkveJYpCb28vnu3bGbj1A9OR35kLhSMeH3JynN7eXurq5jj3+grM3BkKEHSrjCtu8rKboM/DeJ5ze0TnsB5tIJ5DKCrDazuZcPlo3trO+tE+0r65jXedje8/fwSAX925jqxSev9H7mi/6HnRkJtE7vxb8pkhCnOqgSgCdE9OEtE1MgWd0WSBtTXu88IxcxHSr7xwmmOvHaET4K/+at4/18w1fyGfi+zkIDukDMTHKxY+S46NlITZd/5URlUWWDCrN9xm5ogbOvHJCt1xXoaQx8FH9rby6Sd6MF97neBrz/DAf3mEJzLQNZDg1FiGs7EcksDeJfoWYPWWH+pTJ9KUR97a2oqYEZeeWebncvsImGbJc68Qs3mxeSQMxYHDea6kbq7JN4cs6J3IMRlZw2RdhILLy0ERwqEtfPdoMj4BQKSp6bLPm9kFOtO729fZwP071+LzlYQgAli6TjoeI57VUGVxyXDM5UjFJ1HSKeobG2Hjxnn/XDPDCo6p8sVxxUl0crB0l1YBEhNjeJOjnLzmpvMer/M6uXVzZNbP673GCK5igcRE9UoQD/ZOMp4qIGtFOr7/GL//zJf4/Gd+k0d+9i9w6hRP9YxR1M3pi+tTPWNVG/Nrs3KoVPnhl4Hngc1CiLNCiI9W4riXZeqETWga8Xic1tbWSz616HDRikVvb2/F4uSzxSjRCjiFiRBi+pZ7rsk3AZiA5XBimKXjWgLEIuxNxSdRgWD48l79zNb3C2elA9Mt/REAXefk4DixrMZoKs/JsfT05zDXi1YiNoGSzRCJRhf0c8288DicLnShEJccpfED6fSCjnkhxaNvsOXYcxRldVqwc0WDrGbwoT0ts35eW9bVsS42SWpkkWWjc2BD10H4rd9i6z9+lkKwBoDv9qVBy6LKnLcXtpIrA21WJhUJrViW9WAljjMvpoR8MJMBj4doNErfkDnrU10BH5sw6U2liMVi1NbWzvq8+bCvs2E6Ru5SJRI5DTWTwOuUz3sskdN4YNeaKx6vYFjcsaWe7x1Kk8vpOGTB9aQoyPNLXpWXTe9qrSURj9MACI8HSF72dZealQ7A1Hb7OqDXquXV03mKhoKk6eipGGdytWyo96LKc5vDnYxNoOg6dTU18/rZZtr60M1tfPqJHmJZE6dksSV+rFSymUpBcGHhlXLyOp7Oo4S2sCHdRXtTEMuCWFZj78Yw+zobpi9wF31e7e3UA+KFp7CsPzrvDrHSuLOlC9YT//Yj0mtb2XnTZn5yeoiUJ0bBUmi8+hoAXKq0IitZbCrLqg+tDKbTSJJEQ8PslQr371xLYG0zbekUR/on+ecnXqrI21/sxSpc/fT/4f3prkt7tpchGnLjVBTCHgV3dpitEQdOCaKJhTe3pJLxkhe9wO7JaaaE/Hi4hUPGWgzdQFgg5fMkiyZyfJKugeRlK0a6hxJ0DSQ4cHqSF4cNCDYi+/0LNql84Xlg11o6vRmkwtQ4g+efX9DxZiavI9kEccXFL+76LbY2n3ufC7t0L+JXf5V6QEunyGazC7JjrpQXi2s+PwVZ5jHA1Xca09NEznBy9LWj9AwlODacZjCeszs/3+Ss3mRn2SNPp6mvr0e5zES/xIZ2rjJNgsMDTI4Oz/qcco3rfHZkzvRi72jz8Dcjp7jaL+G/lGd7GcoePqoLCxiNJXGi8MCx50qJXWl+11y9kMc8eYxahxPq64HRK77mkkx9tvs334huSRjFItbU5qOiohK3BD7DvORFqyySRd3ErUok80WOdt5FdzBFx8KtmsYfqmXIO3VReP/7YWIC5nnXNTN57eo5jKOQQfP55rd9yO2mVlaQigXGx8fxehe+4Wk2yhfDsXSBn8phtoVb0F1uTh55ndF3vBuvvw7v6BjuYpaY6uTp18+g+H1c1eCfVzK6Ujx2qJ/BeI7nT07QPZzkF8fHeeVMjA/tsUf9VppV7ZFbwGAqRXNz8yU7E7uHEvxL5Br+8O6HmfBuonc0XhVzxvtLF4LwAsM20x6+y4ml+kDL85BjtBQuMGcPGV0O10+/T6DvJMqGzVdctnxFpjzygUA9igBDqEimgUfL4yvksBDsWBu65Mm5v2sE0zSJ5zQG4zkShgPVtNgfXL84u6bwh2pIOp3k/uRPSg8kLx9Gmo1y8lrSimT6++nbdD1n5FqeOTHBN146O7eEoRAEfH7kKSGvJDMvhrKAgil4dPe99BUEPW+8TOruD7H5zpvZ0/8GYUOj4Aki5TL4HDKBqUT0Ui+FHozn2N81zImxNAKQBbx4apK/3H/MvjuoMKtXyA2DBJDTdYqeyKydid9/faC0IACZsJlHVV0cy3o4MhAHKjCHwrLY+PsPMf6DHzMxNARA3RUSi5ejoylIZzTIOnOIna4ROhxTsc0FCHl26CwAg4/8e6BUjjmzJHNeTHXLRpOjSJKMUiwQSsWQTQNTSMimweWiwUeGEhwdTiGKRerGBkDTGa1dwxHH4nMVAO9/21a2NgeZKFfnFOe/bDsacvNKX4yhMyO8vLaTTG0zSKAIODGWZn/XlZu7uocS/MuNH6C77Xb++eneiopV+Y7BoUgIIfBreYL5NM+fGiWXTSMH6vG3rWPyfe9Hu+ZavKrAExvEMX6uFHIpl0JDqQwyXdBwqzKKLOFQJHwuhclMcUkvKG8FVq+Q6zqDAJLEkaQ6a2fiF54/M/245XBSr+WRzCKPHzxVGRsyGXY8u5+P/rePMT44iAvwViCR6gnWMjo6ilVOli2gpC4ZiyEBjuZ1wOxTF+fMww8DsO/YcwhL4E5PYFkGOcWJqSrsGj1Owbh0dU0ipyOEoHnwNO7YGK5UHIdpkpAXNsL2QsJTF8/xfL70wAKEvDx/fTKnk1NcCKkkmAG3iluVSRe0y4pP2WOerG0gkhil/+Dr/Nk3uyom5uU7hsF4jkRO52eBVn7UvocTo0kcDicd6xpI5XV0jxfN6cJdV0vB7cOVOCfklRpfMFdiWQ3NsFCkc5d5pyJR1M0lvaC8FViVQv7YoX5+8Eo/o4CQJOKaPGtn4kgyP/246XAQMA1kS+fkcLwyhpSFwzSZGBmhDhAViIt6grXk83mS2sI98lMF6N77IF8+VYFE1+7ddH/k43SM9/G2vldRtSLuXJpN42d4W7qfhmz8sgIRcCmln6FYJKk6ybhDjAQjjMmeighdTU0NsiwzPrWbdCFCXp6/LjQNTXUiyzJuVcapSiiSQDOsy4pP2WOO33onLqcDKTmBR5Ur5nlGQ26eOzFGPFcKKQpdI+X0kNAVNmy/gXdubzqvtr0u6MPw+HHGRy/qDVgqajwqqiyQJ8aI9h4ldOwwhUQKhyIt6QXlrcCqFHIAYRiMATV+P2trvbN22jUEXNOPGw4nXk0D2YnLqFBFQVk4LBgfHSUM4PFc7hVzwhssdZ+OlCsf5umRx7NFDoY2Izl9BLzOiszpPvzQJwD48Cs/IDI5wLr+Lq7vP4yCIKW4LisQW5uDtHssTGAs1IRsQUNqkkBdoCLzwyVJora2lvHy57UAIYdSB+TuoSN4kyN4HRKKXDo9dNNClcVF4jPzLqfsMVuKghSqQ89mcMhUzPNsb/DyxkAp9u/U8hhCouhwIaPxUsp7XhVVTjOpD7i5Z/gFHGNn5l1BVSk6o0H8qoQ5NoFVKGLkC6RHxqn1Opb0gnIp3kwjflevkJsGo0B9Tc0lOxM/vGfd9ONFr49iOousOFljVSgRNSXkummQjMepg0UL+a7WWm7avgGA0bIwzdEjLyd8Xzw1SdwRQFYdCFmec6LrcuEXS1Ho27SN3Sde5o4Dj2MV0gwFwvjQ+Y3XLz1Z8rFD/UgC5FwOyTJxFJIEjBy56Fq2toQXlYCbaW84HGY8kyn9wwKFHGB315OoWg5DyBiGSVE3UWWJ9obAZcVnZoOY6vcjFYsEv/0Y0SMvL34cMdAzkkGWBIplIlkWimXiVAQgSOml07hcRVUetXtvrcmWp/+VhwaeuXLpZIUpT2j83de/z57+NxiJtpKpCXP90Rf5w9vW21UrFWbVCrlZ1JgAIqHQJTsT79kenX78cFM7R+rbcCeSvDSqTyc8F8WUkE9aFoyNlTzypqbFxaMBh9NFMBhkpNylOAchL8dox1J5UnmdtLuG1zbdwPCUR7iYRFf3UIJvHOrn19/xMO/88Gd5dcc7GcvFcLdv4EOpHjpGT1/29c0hNw85xynIDvION0ZTlDXRMBG/q2IJuHA4zGQ2iwELFnIlnSR67EXae3/BhnofJqUBXXvW1140aOxCZjoTmat3kWxuZVJ2sO9vPwXf/e6C7JnJQDxHyKPiLWSpzSWxPD6EAFMoNIZmdx5aPvpRDFVF/cYXF/3+C+WaE6/wX3/897x9Rxv/aU2B//bD/0XHp//zstnzZmXV1pGnEpOYQP1UcvFSnYnlSpCnMkU2dB8kPTLK8bpO/u6nx2hvrqE55J72ZGNZjbOx3Hnde5dlWshN6O6mbsMGaL94KNVCqK+vZ7TsYc4htLK/awTDMBlOFhAYCFNHIDg1mWVbKo9DmVvX5YV0DyX4y/3HODWewaGoZNwBTnTeRlEIzjpd1K6DfcEXr1gPnj95ij0nehjo2E3rhnr87lJJY6UScOFwGFMIYkB4gUJee/g1JgwDX30Nv3R923SH7FwuyjO7TScdfgqNDdStqaHjm31w/PiC7JlJNORmc4Ofg2Mx8ooDXRKYuoksq3x4z7pZX1O/axeFDVeRPvpGyYZNmxZtx1wZjOfoGkjw3xtvIPShm4gVDAZundo9Mzx7L4fNwlm1HnkiXhoVWj+HNu+ugQQeVcbldhLUijiFgWwW6BpInLck4HIrs2alLOSA6O2l9r6FLZSYSdmbb2hoYLzsYc7BIx+I5xhO5lElgWwUQUgoorTx/fDg5bsuL8f+rhEmM0WEsIi5/eiygqGoIMkUTIPTspdHr37nFT8vNZth67HnMBQnluqueAIuHA6DLDMOoC2sJV1NJxkB/E0LmwFTdiY+cH0Lm5QJJLKlrtoKCNe+zgZqvE62jJ7CAjTdQmDxq9fUcM/28+0tX3yEEPi2bOcMwIkTi7ZhrnQPJaaHd60ZP0vcX1fqME3kYdcuWKItSm8lVrWQS8ytASeW1XCpEobThb9YWsKcSKY5PJjkqwf7OTWWRjfMeU/x6x7L8pm9D/K3dz/MkXt+hxO//KEK/GQl6uvrMSyLCZiTRx4NuZnMaATGhlgzcAJ/ZhIhJASgGdaCE10D8RxF3aSgWxgOJxlfAKTSjZxlWgwLF8FMkv1dlxcrJZtBmTxLIDdAwOOueALuPCFfoEcupxKMAr7G5kXbEwjVkIrHIBKBv/7rRR+v7PF3jp5m80Q/zY4Md6k9/P7d2y/7Ou+W7YwBhQoNE5sL+7tG8KgyHktD1nVcbgeqLErDuwKBBTVs2VyeVSnkDS88TcPf/XfqAHkOiwlqPCp5zcRwunDkclgOH4fHdWQhMC0LLIveySypqZncc4nbdg8lePREjoTTx9k16xA33cqjp7SK1Q03NDSAJDECfO+Vs1d8/r7OBtIFDSMWowh4CnmCep5N9X7u2DLHUNEsRENuHIpEcapOXBdyaVSjEEgYpIWKv5BlYPLylUBKLku/olLrc3JX5xxnl8wDp9OJPxBYsJB3DyX4t5SHJ+9+mC5n66JGvw7Gc5yWmnk5H+EzN32Q7nBLRcbrdjQF+Z0Xv8793U9Sk+5lQ9iFz+e77GtC4dLdztAShjMG4jlcqoQrWwoNah4fqixKw7uCwRXlkR/snXxTVK6sOiHvHkqw/9gEX7nlN3nlI39O9/ptV3xNZzRIVjNIOD2YCCYzFrquEw258DhkEAJVFoykS7O/5xK33d81gjE8whvNm5jwNjJhuDAMs2J1w+FwGEmSSrXy5pVFoKMpyO0d9RhCIuUO4DaKtOZjSJJYVOhiX2cDtV4HWFbpose5IgyhF/BJFimnh6j/8lMa5VSCQVnGG1p45+uVCEciCxLycqI4ltfwJMex3H6e6hkjnp3/BaG8hg7Vg2JkGd+wubSy78TiR9t2DyX4px3v4ovb7uRMwYNUc+XYfai+lDcaqtR6xTkQDbnJayaBWOk983VhNMMqraELBODIERhdxOwfm4tYVUJePuHG0wWkTBzruht49NCVW6ebQ25uaY9gtrYxFAhTLFrI2VE8qqDe76Kgm1hWaTHxXOO2hwcT9Mh+Mg43mBqWJNMzkubwYGW8DVmWCQcCjMCcyw+vXlvDJ578PK3HnmFdfISomeOW9siivN6OpiB/uG8zG8JeLEsgBDgUgVMCy7IIOwQJl499ucvcNVgWvv3fQpcVdm+pzHyV2Qg3NDAOWJ///LxeV27mkTJxhCxxw+YoHlXmbGz+Xnk5H+P3OBGAIpkE82n2vzE072PNpPzdzyhOHIUsmmlxMBW44nf/l2/aSgAYWkLhLHfJkslgSDIJdwDNsEpr6MqLRJYwZj8b5QKH+e7WXamsKiHf/1wPwXQMf3wEQ5GJBD1zjmc3h9zcsS3KX//ws+wojiJj0TcySTKvcV1LaCpHKeYctz05lkYvGjA1Z8TrcoCA5IXLJhZBQyhU8situXd2Bsd62fHsl/l/f/hZHjQHKrLmq6MpyK/tbePWqyK0N/hZH/ET8TvxkaeuKcBDBx6nI3mxUJVPlq8d6OPTex9kaN0WQnUV2Nd6CSKbNpF3ucicvXIoaiblZp58Po9LUZEkCZcqkS3OPxxSzsc4XKXPPQdzCj1dif0HTxP8/repyadJYyGZGg21/ou++xeVvrpcNAEvHl+68EG5S3bNcB9nG9bhdirce22Uh29vhxtvLD1pEbX+i2XmyOL57tZdqayq8sOBZ1+i6cAzaFjovgAejwfvjHj2pcrEyo9//YVSvfNtxVEOOtaTzedxeHyoskzE7+KW9kjpyzYH3KpCAYusrGIBppCxTIugu3IfaX0wyBuAlpu7ZziZz6AAYeDFB36jYrZAaU9kyONgV2stxUKeb33hR9xZGyxNaNTPv4DNPFlqZYtRp4/Tu9/Ln2xt48hwdRJv4UgEduxg/Pnn8T3zDLztbXN6XXlnab6YJzQ16XFNrZet0dC8+wFqPKWNQi6HE0mSyFpToSdlcRf4gd5hmk4dJxas43QgjCSKNNQGrlyD73TSBDydSVEsFnE4KjPf5nJ0DyU4cnoMv27RQIr33jkjFzL1+S60sqgSzBxZnBgvzQHa2OCf027dlcqq8sij124ldd8DvL5tN2PNrbjd7nnVIVuKgqE62FaIs+Pl7xI5dZh8oVQ9cUt7ZF7eazTkYlNyGEwNZAcep8pVjX62VPCL0DBVkVMutbwihkF3sIln7vk97vnzb/GdMaq2r9HhdOHzBxmenJx+75mUTxa3Q0Y2NIxCBq8seKK7erHacDgM27aV4uTd3XN+3b7OBmLpPGlkXE7XosoiP3FnO5GAi3zRQHW6mBBqKfT0nX+e97FmEnWULgivbN1DBlCdbtIF88rf/SkhxzAYGan+xMHyBbyQzdKUHGdgU+f53m75QrKMQj7bvt2lngxZaVaVkO97x3YSTWsZCoQxXR4yGvM+4Qy3G2cyzk1Pf5d3fenP+Xd9pfbl+YYgOqNBZNMgGBvEbyTpaAoiSVJFZ0g0TQn55MS5+Obl5kME/vYz/GT3vRRqGiAUIlc0eKpnrGq3jKFwPYPl2OsFHvnMkyWZyXN0bSeTgShPHBmu2sXF7/fjiEZLQj7H5N5jh/rpGkjyns1enLk02WD9osoiZ3YZG6oXVHjI6qfj2/8GfX3zPl6ZfbUmfcEGBiQnwhvCF26mbyJz5e+bqlIPSIbB6BLEycsXcC8mEhZO7wXhz7JHvgyhlfK5M9u+3ZkO4WqcwbKqhLx8klDIIFz+BZ1wusuNZ2SIRko7c7xTmfXNv/sbbP3tD875OM0hN79+5CcYxSw4fVUZSuT3+QgAE1fYyl7+4j2XlhH5NJlwFCEE17XWsn1NqGqzn+vqm4glk6QBDOO8E6B8sqRyGicSGrriQFUVHLJE70SWzmig4vYIIQg3NjLudFL873/Jd394cM6v9ekJrn36X/mD8ZcWXRZZbgy6tRk6jNO0//ZUf8FiPGLdKM2sQSAJUFUVaS7NZ0LgVx2olsnYElSunFvQUfK4TUXB75I5ORwjk8msiNDKhbOZirq55JMhK82qEnIonSS+yaOsV+MLOuEMl4fGF56iAdCBYnwCgO0v/IQtLz19xdfPFKsNo6dZ0/UjNvsKVRlK1J2TObL3QZ5Oh644inYwnuPpug2c3XAdKXcNueL8NtsvhLqGZpAk+uEij7x8sgzE8wi9UBq9qjjpjAaquqkmHA4z3tyMI5lg01fmFs442DvJM5/5HL5igeK2aytmiy9Yg2maxMphp3nkOi5k/7jF2vgIDaTxZId524Za1tZ65vQ5Wg4HHa8eXBKPvHwBl6a+D4as8NLrR+g/+hp/8zd/w7FyInqGR77UHnBHU5CHdkRo3P9tfKeOMxnP4FGlaVsO9s4xlLmCWHVCns/n0fJZ3P7Qgl7ff/s9ADRO/T2bmFiwLfF8DlOWF2zL5egeSvDosIzk9BHsfpnJySSPPn161rDEYDzHcy+dgEIOSwCyzGRWmx6gVa3ZzzXhehRVLQn5BTHy8t2TYVkUChpOo8j6GhdhX+UGZc1GOBwm/sEPkpcVlNzcK0VSQ2dpAPrvfm/FbAmESqGxifLc+kUI+UDBwl/IUtBKAujzeef8OQ7vuYUGYGwJSv7KF/Bs0cBE0JdMMjKZ4t5dbUQiEb7xk5+QgmX1yAEYGsLIF9h7+hW2ajFURb7k+bUaWHVCPjFREt6FiOf9O9ci/st/5r/+8h/wV3c/zKt7H+SkNf8s/sHeSQ72TpIo5DGl6gj5/q4Rgug0FjIILMR3HifoVkttzhfQNZAglEkSGTmF5PMT9rnxO5VFzVi5kPt3rr1oVZysKDRHo7N65FAS86v7j7D2yLNsHjqKO1J6fTUvLuWO2P5gCKlYmNNrLMsilklRLwS6r3IhH18wBMzYXFT+/wKIKgYpp4dCsYCsOlAUdc6fY++73k8ESA0OklvExWQulC/gWirF2UCYRHycd7d7+PB77+C+++7DAJ6GZRfy/b1pgvk0wUIGVStOj+aY7fxaDaw6IT90YohkqJ1jGde8N9+UM+pHb3s3o2+7nYFNN/Ctbe/hz/7jF0tt1HMkni3SNZDgr2/5TU523klBrrwoDcRz+I0iU7vhSY6P4XcppTbnC4hlNbxGETOboFHVUGWBblqLmrEyGzPFvFyvvLalhUFAmy159dpr/MZj/4O06kYK1C7JpprGxtK91qAsIxfmJuT5dAJd06hXKluN63C68Hq9TJTFcxEius9bIOHykdUNVJdnzp9j91CCxwohvnD3wzypr+Mvv31owTbMlY6mIL///Fe594ef5e3Ofh68+2YAamtr6ezs5HWgmM0ua1JxIK3hL5Tu2JSpu5xLnV+rgVUl5N1DCb762jimrOJzz3/zTTmjrkkKx3FRCNSg5JJ0jeVKbdRzEPPBeI5jw2nMQgF3YgzTE+T4WL7ilSHRkJtUQUcBPEAqkyXVP1hqc76AGo9KoqihAbU+DxsiPjZGfIuasXIpLmw4aV2/HgPom5wlrvjwwyjjfWw98DiNEkuyqSYQCOB2uxmSJOTi3Dzg9OQYwjBoUK88t2e+hMNhxssDqxYh5B1qgY8eeBwjn8ZyzC25XnZcUrKDluQ4OjLPnE4sSeOLEYvxOtCyfXvpLmmKa6+9lgJwZJ5NW5Um6jA5E2rghXWdnNBVXnjxKGcmMrOeX6uBVSXk+7tGkLQ8DllCkua++aZMOaM+ki6gygJPTQhDVShkc6U26s03XvEYXQOJ0msNjRwWbllClUXFk3f7OhtIFA0STi+E6hh1ekmc6i+1OV9AZzRIrKBRcHpx+vzkigZZzViSLHxrWxuKEJy4sCLCsuCNNzgJtIz38Ttjr1V8UNZsCCFobGxkWAikOZa4pSdHKeZ1gnLl++Pq6uqYKAv5IkIrGAa1433UjB1he0SZ0+dYdlycHhceLDz5NELL8+kneqruCadzGY7UNrDtmmvOe3xdWxsh4MjAQFXf/0q0O3VejnaQcHipi4+RONHLy8dHaAhU/mK+FKwqIR+I57CKORSna/qx+STOyhn1gmaiSAJFVSi6fTgLmVIbdaD+iseIZUuhC2c2TQ6oCQVorfNUPHnX0RTkoZ2NBAtpRjddi4TOzld/StfZOF892H9eWKk55KZz4CU8hTRZxYPbIS96xspcUVWVVkni+PgFJZK5HMbkJCeADYB3tPrNKGUaGxsZsUAULi+c5RECPTkPg1vv4GTzxkVtdpqNuro6MsUieViUR46uMwxYQuAN1c3pJWXHxZw6XxrOnsHKJpckfHA2m8SQVTo6zl85IpxO2oHTY2Po+tKFMcq/6/K58+yEyY6BbnA4GIlECRQy7DDinBhJ0zWQuOgcW+msKiGPhlzEswVUxzkhn0/irJxRl0VpK7olKehuL06jwNNtOzhSv/6Kv7waj4pmWNT2HsMAWlqaWVPrrUryruO9dzL50MfYdm07LZ4M+6lDPdp93gKM778+wBOHh3nGv4EgcNPmBu7c2liRGStzZbOicNzy8J2DJ8+dAP0TnAQG6qNsBXp+9TeXzJ6cs5bXrnk3/2HTnZf8fZbDDtmCjpmNozi9/PP2fRU7ccshqHA4DKpaalLKLmLeiq4zAkQjQW7qbJvTS8qOiyXLxK7qxAPkM9klCR8M5TOEXB68Xu/5/6CqtAOapjE2uDThlZnjIsrnzjNx8BTziHAY3/oW9gx248mn6BnLUNTN+S+ZWWZWlZDf1OonbwhqQ0Gag/NvpS5n1KMhF1nNRJIk3BTovepaYrX1bBs7edlfXvdQglReZyiR53VfE1lPCL0xWtXkXcHjw+H2Mn79u9DyadYf+sX0AgzDMPlfPztJMpNDSo2jeoI8dXx8yUuo1Ib1HFlzA6PjE+dOgBfO8qNwC/GWdj73lZfou+e+JbGleyjBj/p0Ck4f3uTYJX+f5bCDKzaCM5smoufx6YWKh8jq6upAlpkIh+GrX134gaY88lBtGDHHLVQzG1+S6zZgOr0UNIuOhsUtCL8ShUKBsWKBeu8sd4RC0KqqKIbByMAZBuO58zzlaojmzHER5XOnRph0N6zHFFMSGPDzcsGFphuMpQucGs+gGUZVex4qSUWEXAixTwhxTAhxQgjxx5U45mzUKQW2ysP4Pa4FJ846moL88s61fHhPC1c1BtBVH7Kl02kmacjELhl3L1/VFUlQ73egGQaD63egOl1VTd6VMb21FHwurBkldcPJPJphYuRTSKZJs1HAo8pLXkL184030CCbZOOjWJZJ0K3isTR+tvlG1oSbkGR5yWzZ3zVCfciHwyigxyYJGoVZf58D8Rz+x76M8tMnkHWZ3uBajtas4UiFhaSmpgZJkpgIheDw4QXP4bamPPJg3ZXDf2VmjgsYk51ECmnWjr6Kn0XE6udAb28vQtcIX6IsVwmHiUoSpwbGeKpnbGFrFufBzHERA/EcRwYTbHFoxNwBVLcTy7I4vXEbZ4WbgFZAlUp37C/1xSno+qqYwbJoIRdCyMDfAXcDW4AHhRBbFnvc2ZiYmKBWzrFvW/OiE2fNITd3bm0k4hY0mJMELW167vdscffyVV03TFIFA00IXPkMsqwsSSy6PVpHriZM3DQRU803kxmNOq+DVDyGE/AoKi5VWvISqoFghI0uBUPXGR8pjbMdHxpgvH49qe23cmoswxOHqzdj5Txb4jkCbgeuQJAkwL/8M/5i9qLfZ3TwFGdiOV7ZtBNTdhAqZMnITvonchUVElmWqampYfy220oPLDBOnkinyQOByPzu/MrjAn5tg5ffe/bLhEdOk0rEFmTDXHn6tRMc230vP7rmXbN72eEwLbrOmZyCS+Y8T7kaHvCFs1UG4jkSyTQ39b6CqeeZnJhgoO0q1mYm8CcnphfNOBWJI4OpqvU8VJJKeOS7gROWZZ2yLKsIfAV4TwWOexETExOoqorbe/n1VvOh1u8mbwpylokwLY4MxGeNuw/Ec+Q1nd7JLIZpIQpZFEnimRMTSxJD+8Deq7BcfvqcXkQ+RyKnoUiCiE9lcHQcPxKmWlppt3djuOJJu8sRzcQQqodgTZixobO8/vrr9IylMIMN6KqXkFup+gCvaVumTlp96w5GGpowJyZJfekrF/0+9519jWP1bWR8fjyGRkFWEVqR9gZfVcIrE+Wa9gU2wgzH4wAEI3P3yGdySvHxpb0PcjK4nadPxCt6UZ1ZD949lODbPz2Kw+nDr0qze9nhMPrxQSaVMK+difFKf3xaaKvR9TszxBTLFBlPF8iagt2v/IDsK99DOfYEmfGzdGgTWIUilq5jTa2AjGVXxwyWSgh5FJhZy3R26rHzEEI8JIQ4JIQ4tNDhPRs2bODtb3/7nGOEc+GadbVoKIybEiaCXGH2uHs05KZ7KIUvGWdd71GUYh5FkqjxLE0MbUs0xPt8cbKFNLFklqBb5XffsYF0KokpZMKSXGoYWaKyw5nsO/sqCRRqmtYRCIWZSGYpesJcO9aLRxFLMsBr2papk1ZyeUmuaWFoxy4SRYt97TO6Ui2Lju98mSYthdDzxJrX49SLbEucpSXsrbiQhMNhJrJZLFiwkI8kEgjgN+7aOe+L9GA8x49HDc5cs4fa5Djqa69U5aL62KF+/nr/UYzhs9TpBc5u2Dqrl90daub7u96HbGhgaBimRe9EhvF0dUZKzAwxaaaFIkm8a/wIh8f78Eea2Hbb+/BJGgMOhev6XmftmR4KmgFC8LaNdatiRvmSJTsty3rUsqydlmXtjEQWtiVm48aN7N27t6J2bVzTwDbHKJaWYygQxiMzHfOe6Wns62wglsziGehDymfRZBVTdbKl2b9kMbR777iR7c9+mXd0fYdH7mjn7s4mWvMncaoKeZcfn6UvWdnhTDrSIzyU7sbrcuBrbOHWt91AR9hLa3wESzr3FVuKmc/lk7Y26EcTTkynXNpg5LHO/T6TSejpodmh4THSBEJeRteu5/ntN/N0zxhOuXKOApQ8ch1IwKyjDObCcDJJLeBwua743Aspr5/LX30thifAsOLjbCzHn3/nSMXFfHQijp4vcnjrTfSnirxwauKiOPP+O3+FmnyaWi2BPrWPVpEEXQOVGylxIeUQU1vYS7TGDc9+D01VWb/ndgLhRh686Som6xo4u3U7N/Uc5JrkAOsjPj60Z+4d38tJJYR8AJjpIqyZemxVIMkyVzX6uWrgAH/9w8/yvpA2qxB2NAW5SUoisJh0+1GMIpuTQzgVpWoxtO6hBLFMkVNjGT7z4x4mtt3Aupo6Rh//ErEvf5kDBw4g4gN8cOR1/vNT/8SfJV6d84ajiiLLdBRi3Lm1cTp3sdUvk3J6sGYkOqs5Y2UmHU1B3nnNOrYpQ+zOdpc2GCWT554w1aDT6stTlD3EizJxbwhcLtJ5ncFEZTt16+rqQJKYgIV75MkkDQtMGpfXzyUMQd+WG8nLDrzCZCJdqHxycXKMkTWdaN4AqiTIawYvnoqdd3EcEG78hSxhS0PNTyBLAsOyKBpm1QsHxlMFRuMZ3pgYp6Ozk7ddvYldrbW855Zd7PKnGPH7GAg1UJuYWJIihkpRCSE/CGwSQrQJIRzAB4DvVOC4S0ZTUxN9oVp0Sebu+2+Fz3521nGWH3zpe6yPDxEdP03jmcPIHn/VPIjZal8f/cVp1A/+Hmouw9/+yq+w/7vfpT2d5pGv/QMNA6fBU92yskuiKJwZTXLs5aN4BvvBsthXZ5Fw+Uhb8pLMWJmNSNMaelMpTJhVyPXUMH6njCpLWICqSFy/vpaWOm9FQ0DhcBhkuVRLvgAhLxQKTKbTCxbyGk8pdzKSLuBQZCRDQyTjhH3OiicX89k0kgBLVkqhJEDA9J8BohE/KaeHtUffoPnYK9z46s8JKHDnlsbqdv3qGlgWufEBilqRnU1N0/+mKAq3XttOaPRVPnHoa/zJtz6zakQcKiDklmXpwMeBHwHdwNcsyzq82OMuJdFolIQ/wF/9+38oPfDSS7M+r+Mn3+b++DE0vYgRCJNo3VC1q/Zsta9Bt8rT193NDb/5MDuAW3fv5qqMYNrXWS4hl2WEafCJT/wy97xnL90f+ThjZ4Z56MDjeBzSksxYmY2mta3ky/PSEzO8zlSKGDCSz+P2BWgMOomG3GyM+Ij4Kz9m1+v14nQ6F+yR/+IjH4MXXqBxgUO9OqNBsppBpmAgebzoigMzFmdj/dxH4c6VXKHI5jNdyFJpcJtTldnVVkPROCfl+27YRGLXHkx/La5MGik2jndoAElQvdEBmsa9N13F73/zb8iO9uE1DVrD4fOe0tnZiWkaHDVNvMMD0xf81UBFYuSWZf3Asqx2y7I2WJb1XytxzMtx0abwRb5+zZo1APT4Q8Q3XgWp1MUv0jSIxwls2UzKqxEuDLN+87qqCdOl9grGshrexijvAm659lrUGTFo3MtUJqWqqOk0nkzpc6t742UkrUjHeB/vblKWZMbKbNRH1yH5/RwH6J8hEOk0xwAcDprqatAM67zXVToEJISgrqamJOTzjZFrGt5v/hu5cD0Njz66oPdvDrm5pT2C1ymTV5xYDpVNZ7oI+5wV/Vnz2QxKNkaNobFGLe0T3bO+Dpd6fvixoznIQw/fS/Edd5ENhKGQ5vZUb3W7kXt6kHSNd73wXbJj/XRYFtIFjk9zczMeX4Afdu4uPbCKhLzyU4JWEWUxN02zNN95cgTd4z3vNrwcXrk/WvqoJrxeJtISmb23kZ6KXe/rrPyUwfJm95mk8jo1HhXDVfrC//DFkziGZ4R/WlsrasOc8XpxJM7Z4UzE6PiXvwPAVKq/tf1SOJwuWq+7jsOSxDv+4A/g+4cQug6vvMIRIFJfT82GBnpfHgDM80JAD+xaU1FbwrW19MGcPPKyV3r/zrUwPs5EPkf2+psI/sqvLOi9ZzotTx0bZbJnEmdqksTwBAmHp2I/a3xijPrJk5iuMDkhX/bz7GgKcue1bQw8/FkagcDajzGL+1Q5BgfpDrfwlc03Ykav5tB1RbZ4zi/TFULQGF3HmReexwT2v3Ccd7638dLHXEGsqhb9aiFJEjXhBlITI2he/+we+VTJ5EuSj3RwA8LpqWo32oV7BcsnRGc0OC3kSiHHMA4+s/dB/uDuh/nMhtuWZy6E14szdk7IgyePUdf1CrS2kmmurCDOl6uvvZbY5s2cGR3lPe/Yxn171jP6iU9wBrhmzx6aQ242N/pwKNUNAdXV1pIAtPk2BOXzjAChYM2iy26bQ25u2VyPy+tmKBAm2PVKRX/W+OQYgfQY/+7A46iKTE4zL/t5mi4X9ZR258pVHqDV/a0f85c3fYgn2vdCoIkfbr+Lf6du5/uvn1+X0bCmhTyCQUCp8hKOSvKW9shnImqaGRyR+FTHO9k80Y90Ydxw6pf6ou5FsjS8Hu907BpKMe1KnvzlMrpPP9FDLKux1a3ywK41dA0kMaam2Q3G8/y0tp31iSMMX70bX6CWR58+vfTZdq8XdbK0uclQHchaEVNRkY4dw3h9eedUbNmyhR/cdx8HXnmFHa5adLebE6kR5HXruObOOxnsniTkcRDyONjVWlu1RqrwVDx2IhZjPj6elcsxAtSEaq/43LnQHHLT0eKl6Ztf5ZHCFmj62KKOV54qOBDLMTpmobS/kye1Glp8MuvX1PLIHZeuohqM5/jxb/41+YF+OvzNbIznqhJeeexQP8/FvRyPRJl0eUEIHIbGJD7+av8x1kd80+dLfXQdoaCX04A8j1WBy40t5JS+jCe1EKY0jltPkTBlXu8ZI+wrneDA9C3xmCHhcCiIJaiPLte+wrnb446mIORLta2vJAz8hQyqKuO+alPVLipXxOvFMbXEoVBTi2d0mHR0HQHH8oVVyqiqyvVvfzvfsrx8s2EnKQ3kiVPc3dmE1+vl/p2l6XzVXrhbV1caPTtfIY+NjlIEGmvDV3zuXPEFaxjzeDHHxxd1S16urBpL5ZnMFskbJoorRG+oia6MxIbspefBdw8leKpnjNiajdQce4241cxTPWPc0r6wHpMr0RWIUhQKwtCQFQeqZQIW8Zx+3vnidLnx19TSD0RXkZDboRVKwnfdhkaCDoirKsHJUcxikZfPxDlwepInDg/TPZHHAqxcHNl9/oiApaqPnmYqSZMencRXzGLOWIiwFE03FzFjVKmnuSRT2ablDanMTGjXbdjOCbWFkyePM9F3FEt1c9hsXNIwVF04jABGJ+a37Ht4cBCAUF3lBM4fqkFzOIjN05YLKVdWJfI6iiQQegE3JsOBMKoiczZ26e/h/q4RPKqMx+0CAT4jV9WBbwKLjOpCV5wolkXC6UWTVRRZXHS+1DY0cRYIdb9eFVuqgS3klCpEav0enC43E4rC8do1nBzNEs8WSeU1xlIFHj1d5JlwC9vECHWhGoq6uWz10eWk5trxAaxCEc1xbqvJkl9UAHwzLmyB0vLi5PpNS2vDZfhZzyQ7tm4mXFNDqDbMDdduo9bnnq6fnm2xdKVRPR7qgJEZK/H+8Ouv8Ydff+2yrxsZHkYA/gp65P5gLYbDycTU/JaFUq6sKmgmwtSxLHALi6TTi6zKZIvGZV/rUiUUhwshJHJasaoD39alxsgrDkxJQTENdNVB2gKvQz7vfLl/51re/a63kwXkQ89VxZZqYIdWOFch4vOHGEtlGVjXCaaOqjowrdK42BaHxTc330gtGW7b0sRTp1PEc/p07HpJQxm1tfC2t7Glv5vPr7+JeE0E92gKtyojy1LFKy6uRLe/if17H2QgUE/01hu5MauSeNf9LEOP6awMxHM0BT00t6wHwOVy47Cspb1zURQagIHZdptehuGREcKA5PFe8blzxR+qwXC6mMhkSkn8BY7MiIbcJF44RMPZOHEkZIeKM5UiUMwxYUl4HJf2E6MhN8PxHAXdJLF2K/3BCMbpSZyqXJVKsGAxgzebJOP2o0sKluLAocoIuMgJW9PZSbp5LZOjwxV7/2pje+TM2Bzk8ZN01VCQFdRshg39x/Bnk6iyxFDepDdQT7i2lj/6pR18ZG/bstVHA3Q3b+I5/xo2j/XiVCTSRYOe0TS3dyztrJXuoQSP+jaTcPqoK6Q4Hd3Iw+/7Y/5m1M1nftxDZzSwpJMYZ+PCMaawDHcuqkojEE+nyc9jd+drEzle3/sgnx9RKrZ4welyI2rDpbr2b31rwcfZd1UdiZdfo2likGJRR0plMIRMYyRAwK1y19ZLZwP2dTYwkSkylixQcPnJqm5008I0THrH0xWvBNOFzLqTB2kc70O2TBwOmdZaDxsb/BedL5FIBBGsYXxs5S+UKGMLOecqROpqguiSE4dLpS6XxFvME5wcRZEE40ULkqO0rVu33OYCsL9hC8Fcmtb4MFEnXLMmxA3r6+gZySytHV0jBFujOGVB15bd9IymEUCuqK2YVVmXKuVc0nCY10sDQLHI6BWWSxzsneRg7ySHjg9yUF2P5PQRcsqL/jxn5g3MXTeWRgYML9zr7Pjiozz0zFdxbevEk5nAV8jQkhihdd/buaU9ctkKlI6mIDvWhQh5HBTdfiRdo1ax8LpUhpOzLwNZDJHUBLqhsfvUS1wz0cue9XXsaqtja/PFTo8kSYTC9UxkUtM7ClY6dmhlio6mIPu2Rek/2QOySrJtI4WBMxSEQjKZx6mZrB3t5apNv77cpgJwpGkj8UmTpMtHXPbTlteXJdE5EM/RFPLz03t+ldFUgagi4VJl8rq5fFU0F3CpUs4ltSkQKFWr5HIMDw+zboZDMLMBqHsoQddAgmzRoLt/DMO0aCxkGFbVin2e9+9ci3q2g5Mez/kdr/Ohvx/+9E/pCIV42207qP2fv8vWyXE27Xo7nXf/lzkdomhYbG700XMyRT4TJzJxlrNX7eDMpMXuttqKfpe3nTrAzzfcBIBilC7ql2r86h5KcHjTbTzl20rq+29w987WFT93xRbyC9jRGubQqTFcLp1JVwB0DQmLRj3G0KYbyPuXdtb3bGGJ7qEE/a5aEluuLa16s6B3IkNDwElruHJLN+ZCNOSmdzzNaKpAIqfhkAWGCV5nacDTslTRzMJspZwzqXr4R5Lwh0K4dZ2Rkdk9zXI5X1E3casS48ksOTVA1l+LPrVMpVKfZ11dHa/W1lL49rdxLqT1/9lnS///+c/JpgVJuZQDyHvm/v0rx8nD6RhnFAeaoSF0HbfHUbHQV7nOPdNxG3ImhUNWmHQFaXLIs/ZblH8Hlj+E69hhDh49yzP9af7r+zpXtJjboZUL2N6xie3OMdKZDA5FomOslx3OIp7EWZryaZ4YKFz5IFVmf9cI7Q0+LMCwQBKlCXPHRtJLvlSivcHLy2fiFHUTRUC2aJLIaXidJR9hWapoViiitpZGYPgS4YxyOZ9DkRBC4LA0VN3geLQdpro6K/V5hsNhaG1lYoFLXjh9uvT/jRtJTIxhquqUkPvnfIh9nQ1kNYNoahxdcZJweDCLOgGXWpHQ18wJoo7kGN76CK9t2MFQUyt3bp190mL5dxD0uBFYyOnSLPeVvoDZFvILcDhd3Ll7K2QmibosbjjThTXci2GYrC9kGchcuqRqqRiI52gJe2mt9UxPmXOpEmtq3EvuNfSMZNixNoRDkZAkgSwJfE6ZdF5bnlj0SiYSofHQIUaOHsUwLv4eXTgozTPZj1IoMOGrqXhsv66uDmSZCctaWBy4rw/q6sDnIz45PkPI5+6RdzQFuaU9wvr4ELWJYdRChvbhE0S8lRmTMHOCaNY0cTpdnKptJmZQ6g2ZJddQ/h2owRASoBw/gkuVVsRd5eWwhXwW9u7di9Mq0J+MMwGkjh0m4vViOT1Eg/Pf0FJpylUYfrdKvb80gjUa8syauKk25YtKvd9JS52Xu7Y24HcpJPPGsoyuXdH8zu+wRtPQT53i2a7TdA0kphvOBuO586pr9GIex9lTbBjrxRXwVXwOTG1tLUKWF77sIh4vCTmQmBxHNDTjA4Za5tc/0Bxy03v7u2n2pHjfN/8TX/7CH/ABa6giP2NZlE3TJObyc9YfxbKYSsYbsyaOy7+DfEMzHiBXLJDXzBV/V2kL+SwEAgHe1rmeXFHjoNuPahg01ERIuHzs6yg1Zix2lO5iuLAKo6iby7KrEy4u7Yv4XURDHq5dF1q20swVy/vexxpg0nDxNz87xVAiz2SmwNHhJPu7hmlv8JLIaRR1k3wmQ0GoBEJB3nnzloqXuiqKQsjrXfCyC5LJ6eavxMQYhXfeyx999WXe2HPnvA812NhCsa2DV+96DyagZitTeVX+brp+9D2SNc14pNLyEEUWuB3yrJUx0+eWZqIGgiQMsWzn1nywhfwS7LxmG9d1rKe5LkI0ECEsm6Xdj82h5TbtvGWyOc2kLexdtmRM+Ys/s9M1qxl0Rm0Bvwifj6DLxanarfTHSrkWhywBgrF0gedOlNaLuSSLdCaDP5vi47Guqs3prvP7F+6RTwm5aZokYhOYvgbeGEpx4PTkgurd3YEaNFkmDpw+c/nyzLlS/m6KsREKTi+KLGNZ4HcqbGkOzpo4nnlu5UONSJk4N6z1rniHxBbyGVzoZTc3NvCRdC//4yf/m0ccw6Xdj6q6jBaeo1yFsbut9pKJm6Wy46Gb23Ao0vTY0ivVEL9lEQKampj0NiL0PAoWAlBlgUuReKW/JH5v+96XCB99lZBlIoLV+73WBQJMANYihHxycpL6cJist3G62mY+9e7371xLW9iL2x/CVFTGAbUw94apy9HRFOShsy8gCmkkC1RZojHgpD5QCo9eKnFcPrc+3v80V7/4NTzGyl8wYZcfXgHd4UAuFM5tdlkhQr6S6GgKTnvgj9zRXr11XW8G9uxBzWQpJBO0Gho5p4eRplZyikq6oPOXPzhCIxKu2DCq08OjjTtprdJ413AoRBFIxWIE6uvPX2hxJaaEfGRkhD6zhs1BL6q75BcupN7d7Q+SnBJyR6FyicWOz/9PbujuJnLsOWIf/Q+8IUlzXiDiD9cjF/IkYosbLrYU2B75ZdjVWkt9fQ2SrsHx46VVapL9ka1WljOvMc1//s/saPSi1UboC0cZ9tWVVopNJeHOnBljQlYQWDQXMgQ3b6jaRMC6UAhgYSWImQx4vYyMjJDFSaQmcN4/z7feXXW6KQQb+Ne9D/I1x7qKjSMgkWAU6Bzv46Fsz3l3jldKHPdH2ujeeS8/7i1Wzp4qYavSJSif9IazNFkw94P98M53Ttfz2tgsiPXreej37qPGrxJ3+Sg6nMiGhkuVCHkd+CyD43VrcQFenw9/65qqTQRclJBrGqgqIyMjRLwymeL5JYxzrXcvd7L+omeMnuDV9IeaCGuZio13KORyDLu91AMdLRE+sreNj9268YqJ48F4jq8H25GcPtRcfMWMm7gUtpBfgfI2HvfEGKxfv8zWrFx2tdZWfRTsm4UtzUHe3+FGaHkClkZbbJDNYQ/1fhemYZJweim0tsMnP0GqYFDjqU44LxAIoALjixTyG9a4FzTLptywU+tx4FIlJElhsL6VrCmVmnIqMG9lNJ9ndM0GvvVn/xseeWTOr+saSOB2KIQLGbR0iqBbqfj8l0piC/kVMGfM+mbtMt+Wz0I115MtlBURwljh3LqjHVdmiIb8BDec6SKEzsZ6L5OajjA00puuJpHTSeQ0PnFne1U+T+FwUAdMLGTBhKaRF4J4PM6OtvrpSo/51LvPbNgp6BaNQReWaTA6lbqrxDiCsUIBQ5YpbuycV1g0ltVwuhx4AbOQp1jUVsy4idmwk51XoOyRA/Dgg8tniM2bivb2drzFf2NUaiLh9BI81oW65jZ82QlCIyfJdF5DsNrDvVSVOmBoxoz08sq7K144dJ2RfB68XhobG9l0hVk2s1GaE186v5yqBChYAnJTTa+LHkdgGLxcu5YzV72DM2M6n/lxD5JgTonjGo9KyuEmCki6TiaTQXL5VmxjkO2RX4Hr730HqXXrOfYrvwXhym1pqQS257t6URSFaFMDRuo07kKaick0qlWk/pXv88mfPsrH3tFe/YYqVSUMxOJxvvLC6bnvLTUMsCyGC6Va+IaGhTXLzGwma/A5yemCdLCBCZePJ3/RRf9kdlGNON1943x3970Ib2C6LPKpnjEG5+BVf+LOdgJ1QQynF2HovHRqlNfPxldsY5At5Fdi61b2f+NJXn/k3y+3JTZvMprbr0bRszhHu/jUk//IumQX9akRtjuWaAzElEdu6TqZ1DySeFN15yP5PB6PB79/7oOyZnJehzIWhiUwZQfOYg5On8YsLHxA3WOH+vmbH/dg5dPUO2XW1HgIutU57wUt90eEC2mknA5allvaI3QNJFdkea0t5DYVwb47mD9uf5DoVTs4Uszz+dgYJ0+e5KbaOpzOpRPyCDB4/Az7Xzl13uyXmdUZjx3qP1+8poR8OJulsbERscBKrpldlGdiecJ+J149RsCI8/bTL9NCblHJxYl0DgpZXK5zn+d89oJ2bIrysde/z30//jtatLMrusnNFnIbm2VkXecurm1YS4Nu4N6wi1965qdoDsfSvHlbGxFAK0qcjhvTnZmXGig1ja5jAqO53ILDKmXKXZTRkJub2yO4VZnMVFLSn0ktKrno0bIUnR6cznMCnNfMuVcBCcGRjz7MmlSS4rE3sCxrwbZUG1vIbWyWESEEVzWu5ddNna01dUiGwciaDUvz5uvWobS2MhndhlXMTs9Bv9RAqWk0jQlAtywaGy+9l3M+1HhUUnkd1emiYOhYQKpoLCq5uDF+Cs3lw3B6p8siIwEXn7hz7mvBB2++gwggDfRTyK/MihWwq1auSHnDSCyrcTaWq/h2b5u3Ln9539UAPPGYB4dWJHS8G4Cf3ftR6pfKCI8H0x3CKGSQDR1DnkPpn6YxDCDLi/bIy3RGg/ROZLEUFyaCEaeXom7xwCKSi63f/yLJiSSZfe9kLKcvaMVfoaauJOS6TnJyHFd0ZezsvZBFeeRCiPuFEIeFEKYQYmeljFopzNwwEnIrK767y2Z1UnB5AHBNbW3P+ZbQUfB6acrFMXM5bnn886zvfhm4QumfpjECyIpCJBKpiBnNITcP3dyGx+3CUD0ohTQPeWKLcpqS46NsiXi5bc/mBY8BNpxOIoAwdJLxOVb1LAOLDa10AfcCT1fAlhXHzIYFIUTFus1sbGZSdJUE0zMyCMxvy86i8Xq5dbALyYARp5e2rkPkCvrlOzOnPPJIKIQsy9MPLzbh3dEUZPu6OupGXuHuZ79Mh8gu+FiWZTFRyFPvW9xnaSkqXgRaXiO5godnLSq0YllWN7DgrPVKZ2bDQpmV3N1ls/roHkrwndAmnr/7YfyFIO8Pt7BlSwv3LlUFkNdLXTqLOx3jmbZr0ZxeHCcGaNl+6amA1pSQb6it/EgGxeFE8fpKCy+KRYD5TWWcIp/NUNB1Ij4fZxZjkBB0Nbcz2P52jo6qjB8eXpGz9pcsRi6EeAh4CGDdupUZZ7qQaKg0Q2Im9jJhm0pRDt3J4TqakuOc9Ad55N2fRHppmL4cS5KP6Q5F+aHlxaFp6IZOOBPDysZJf+8NHlWcPHRLab7QzI7PVDxOGmiuQoPcrtZasuvXnSfkCyERG0cYOvXB4KKEfDCe4xe73ovscCEKKXJFg6d6xrhz68rKlV0xtCKE+IkQomuW/94znzeyLOtRy7J2Wpa1s1JxtWpz4Uo1e5mwTSUph+7UUJAJT4BTnjBIMrmivmT5mH9t3MGp2ijj0U4m/bWMrNsIoRqGJRdBdP71+T6eODx8Xn35wGApBBStUKLzwpCMv7aOccBaoJB3DyX4+fEYz9/2f/FY4+45dXJeCtOCgFGgRi+SM+BsLMPxkRS/86WXV1Su7IoeuWVZty+FISuRcsPCp5/oIZbVFpT1trG5FOXQ3VFD4rVN11OQFNxageLU4mqY33KG+dI9lOCZSDuB2BGEAE0WmAYUnG6STi/5bJ7nzqRZV+M+r758+7OHkIHG1taq2OWvqSMvy2QyGeYT4X7sUD+D8Ry9E1lSmTyh5DhZx0Ze6BnjlvaFOY8D8Rx1ZhEkPznDhSOdwaE4yRRKn8VKWS5u15FfgXLDQqWX39rYRENu+sYz9E5mSfhDuPQCObePnGYwns5XPR+zv2uEGq+D5Pp2TI8XU1axLIu4UAgUMnSPZanxnEv2l+vLn0o6aQCUW2+til3+UA1IEuOJ+Xu8XQMJgm4Vs5DBbxoEFebclj8b0ZCbpMtPRnbjik8QPNmNicDrvEKt/RKz2PLD9wkhzgJ7gO8LIX5UGbNsbN787OtsoGckjQBQHaTCjWh+Pz6nwonRTNXzMQPxHFua/RSFhOR0YiEwTJMiEo3JcWJ5gy3N589R8TllBnES9XiqtmQlEKoFWWY8lZr3a2NZDb9LppDP4rUskOV5teVfyL7OBhLeIHF3EMXQyEoKolCgwedcUYUPixJyy7K+aVnWGsuynJZlNViWdVelDLOxebPT0RRkbZ27tFRBAJKE16ngViXG04Wq52OiITdORaG1zovLoSJZOgIDvyLRGh/iJr+BUzk/+joWS+LOThJ1Oi9x1MXj9vpxKArj6fkvPa7xqIwnspi6XgrLKAprar3s3biwxGxHU5APjLxKXTZB0V8HepEbT76E361e8UJ70YyaKmKHVmxslpEtTUGiIQ8tdV46mwJ4nApZzaTO56x6/LWczFckQcTvJGBm8BTifHSzh0ee/TIf9MTPS/bnigZDE0lahg/T6qrOYK/7d67l/bvWUaeqCxLyzmiQ0XgaijpuBAnJsegLomvP9XzqJ5+jzivhSY8SSU2QKxorqvDBFnIbm2VkX2cDWa00sMrnUogG3aypcfOpX9pS9XzMzOmDOc1kbSTAusJpAq3N4HDQceqN8/7d7ZC51htjfW6cUBU9coCww0HPWJzP/qSHJw4P89WD/XNagNwccnNrk07wzAlSgTDBgGdRF8TuoQT/X9tN/O4jn0MJh8m6PYyoXtwOed7HTafTPPHEE4yPjy/IlsthC7mNzTLS0RTklvYIDkUintNxO2RuaY8sWVK9nMzf3VbL7VfV49aTjI+PwYYNcPIkHU1BOqNBPA6ZWFbjmd40as0aqPKExnBdHcOWiyePjcx7RIYrP8nbD3ydPz37DI/8/vsWJeLlER2qx4XL5UZ3uHnPgce5c2vjvI87PDzMc889R3oBdxpXwh6aZWOzzDSH3HRGg8u+vDrc2IwkJEYH+8HrhVyO7qEET/WMUdRNah1FxosmB9fuoTudoqOatuzcyfBJHaeh4Z5atDHXksyRgQHWJONM7nsv4UUkZMt1/um8hsgKQn4PI7LKZ2/5CHXfPzDvIXpjU0uu6+srPxLN9sjngL00weatgOpwUhNpKAm52w250mIHjyrjUCQyqQROYdBsaeyPXl1VWyJtbWQDEUTufO/1UpUi5SmlXznQx4+P5dFDUcauvWFRNgzEc/hd53zdnCkRD69j0hOk7dTheTdtjY6O4vV68Xg8i7JrNmwht7GxmaZxbSuTY8OkVRXyeQZGE+z4wt/S3NdDKh7D7/dTZ+QZ8FT37qGutRV/cpRMMnne47NViswMgbjRyJsST+2+l6O1l54XMxdm7hQFGEsVkFUVTI2ak8cIOqR51ZKPjY1VbFrkhdhCbmNjM82atk1YlsVRXYdcjqiVJ+X0EOl+lWwmRThcRwqFqF75OO9M5Pp6dhx7jmwyjTE2ftkRGTOnlBbyOZx6nkg+zUvpxcnbhSM6UgUdSZKRC1Me+KuvzrmW3LIsxsbGqhJWAVvIbWxsZvDRO67h5m3r6crnIZdjX9RJwuWjX1GxAKe/loTkYF/ydHUNiUTYNt7HDV/5C7Z961/JjE0SdKuzVooMxHOcncwwEM9RyOeQLItIIcuEvjh5u7Cqx+dUqHNLJH0+Cg4HDA1O3yFcWDNeDvWUq21eOjFEoVComkduJzttbJaZmfmX5crF7GqtnX7va6+9lh9//vMMZTKcHRjntw48zh9vvx3ZV0tjbYB9p5+hw1tlgyIRGgDneB//13gfH7CGafq/fzbrU6MhN8NTXnE+myWiyKSdHkKexVfWlKt67twKndEAn/ji85iyStzlxlUs3SU8sGsNXQPnQkCzLaT5h6dO4jHcdmjFxsamOlyYzL/uuutwOJ08mUwiCgUy431c+7PP86kXvsQjX/nvdDz1g6qXHxIOUw6gjAJyIX/Jp86sxc/lMkiqm4TLx+/fMffdnHOhoynIp97TSVC16PdHCGaTs94hzLaQRjby9Jk1VQut2B65jc0KYCVVRblcLm5pa+PHBw5w+Gc/wAmsB25+7knoqSvVmP/Gb1TVhu6kwbf3/irPBMKkk6PcZ0xeco9pR1OQOyIS3d/8OYecXhr8Eh898DgdLX9Vcbt2bYrSop/lntd/yK8EvdD0ny56zmwLaaxCjqJSnYoVsD1yGxubWbhx+3b2Atrrh9gA3A+cfP+vQ38/nDgB73531d67eyjBo784zcCum3EpFmcDYb6w9vrLlvld1/U8v/Pl/8Sd//JHvOvMy3QkBmHGGrpKIYQgUFPHsCTDJaYzXljtAjCRytAUrF43rC3kNjY2FyE+/GHuAB7x+vkVwA0Ug6Elee9yaCJ/zQ4K268jo8gEc8nLlvk5knGGAAGsSyVKdfBVoiZcz7BlYU1NZ3zsUP/0BiW4uNollikQzxa5eX2gajbZQm5jY3MxU7Hcxhd/Mf1QMRBakree2Yjj9njJYOHPpi5b5udIJhgE6oH1P/sBqGrV7KsJ15MH4vnZ4/Yzq13iOR3VLLJVGmbXpmjVbLJj5DY2NhejqtDSQncG9m++kYFAPaa6Du9QoupzYGbuynV7fSSFYExx0HKZkbFqMs4gMJ3evOmmqtkXCtdzVpYZyuepucRzytUuABvlcb79eo7Gxsaq2WR75DY2NrPS/d2f8V8+/mkSTh9NyXFivtCS7BGdGZpwebzg9jOhuNj36H+DWSYHfvYnPfydvJYf3f0wz+x9kO5wC3zxixWz58KqnmBNGGSFoUIBKC1o7hpIXHJC4/DwMA6Hg9ra6nXD2kJuY2MzK/96PM0ZZ4gfdd7Mi+s6yXm8S7LebGZoIqNLKEEfHQOH6Pj6F+AjH4EXXph+bnmo12RRx5WJITl9PLr7XrqT+mXeYXHIikKNz8egrtM9eG6o2KUmNA4PD9PQ0ICo0kYlsEMrNjY2s9A9lOCZExNYWCSDdZyojVBfsMhrOulC9USyzMzQxHNxH8d9t8GuzfCP/wjf+x4cPw4bN04P9ZJSE+heHy7FQey6PVVdWg0QDoQYAva/NoBHlclrxnTNOJQStmtq3FiWxfDwMNu3b6+aLWB75DY2NrOwv2uEGo+KEAIhBJIs4VQkuodSVd0jOht19U2kUwmS/+N/wDe+UXrwJz8BSolRlyqRK+RxeAMcfMf7MFtaqrpL8/6da9mzaS1ZoHckjks9X0Znzl9JxiYoFAqsWbO4AV5XwhZyGxubiygvZtYME9OywLJKpXTZpV1vNhjPcbRYw2lPB//tO6/SveuW0j9MzfaOhtxkE0nypklNXS3RkJu8Zlb9YhOdqurx6Bnymnnev82c0DgxMgjA2rXVbfiyhdzGxuYiyouZI34nmmGRyOsMJ/N0NvuXbHvRYDzHUz1jWIoLl2QwMBbn0ef66V6/DYaGYGSEfe21pAcGKTi9FEMNHB1KcWQ4xXgqX9WkbGM4jANwZ8Y4MZamfzLLidEUvePp8yY0jo8M4fV6qam5VH1LZbCF3MbG5iL2dTbQP5llKJFHkcDnkPE7VXKaWfWqlTJdAwk8qozHIePzByikYgTdCvu33Qp///fQ2EhHa4R3/PN/QJIVjjvqQFhsinhRFbmqFTaS240abuFHvVkUSeBUJDJFk2PDaW5P9NLxP/+C+3euZZ0zx9q1a6ua6ARbyG1sbGahoylIQ8CJW5EBCVmWuH59LS113qpXrZSJZbXp+LM/WEOhUMAq5hjoOLedyPjUpzixeQO5TVu4am0dVzUGCLhVglP/Vc1Wp5OBzTdi5VL4HIL6gIur1wS5YUMdPf/na/AXf0H2ne9k4itfqXp8HGwht7GxuQRFw2Jzo48aj0q930nE75rzIoVKUONRp+PP/lANkiTRPzRKdMNUvPkf/oEn7ngPL137HoZDLQzEs6SmGong0mvhKkIkQj5Qj1LIYE2Mct1T30PJpEvv2bIZgNMHD8Jzz9FSxUagMraQ29jYzEo5cTiT2VatVYtP3NlOJOAiVzSQJBl3sJaB8Th33HUd9PTQ/Usf4NGnToHDg8fpIK+Z9E6eE/Oq2trZyabkKJJu4jrTQ+3oAPUvPV96T9WE667jxD334OZcYrSa2EJuY2MzK+U537ppXnbVWrW4cGbJxnVRNptnKYyehk2bePzAKfKpGJG6WoIeBxaloVkjqXz1bY1EeOfA67hkJ9rYKCaCbCzJ62fj7BvrxnK5OBGPsx6Q9OrX3dtCbmNjMysdTUFuaY+gSBI5zbzkqrVq23Dn1kYe2LWWT92/m23ravnZz37G0NAQBw6fwC1DbX0jLlWmtc6LS5VI5o3q2yoEHX6J+089g5xNcCoQpiYT55b2CB2T/QxIEilNYxOApl3paIvG7uy0sbG5JM0hN9EaN21hL49UeOPOfBFC8J73vIfPf/7zfO5znwOtmejGzeQlFdDxuxQUycNGh7w0tm7bxvu/+jUGDJ3rgT2hMD8K/RnkcrxmWSgOBx0AxWLVTbE9chsbm1VDfX09v/3bv81dd93FI/e/HcUTnJ77nSsaZDWDzugS3TF86EP4DZ2rgJckGVEoJVaL2Sxd2Swda9bghCUR8kV55EKIvwLeDRSBk8BHLMuKV8AuGxubFUJb2Muu1upN7psvNTU17NmzB4CGhgSffqKHXNzE7ZDZ1VZL8xIlY7vbtrJ/74McC9TTm0/QcvhpHMCBRIKcx8OuzaXqlRUv5MCPgT+xLEsXQvx34E+AP1q8WTY2NjZXZuaW+/t3ruWxQ/1L8r7dQwkefXWC+Pt+DXNkBPNsH//srmHzk7+gMZ3mqkiEdc3NpScvQYx8UaEVy7KesCyrnJJ9Aah+5buNjc2Scf/OtSvKG18plNfRKeE6xqJttAYChPJpXu0dpalY5Jc6O8HhKD15lcXIfwP44aX+UQjxkBDikBDi0NjUwBsbGxub1cjMdXQAQnWwp5ClqaWDj+o6nkjk3Lq5lSDkQoifCCG6ZvnvPTOe82eADnzpUsexLOtRy7J2Wpa1MxKJVMZ6Gxsbm2UgGnKTyp+rDzdlhZTTQ5PQEACh0LRH/uQbZ6tuzxVj5JZl3X65fxdC/DrwLuAdlmVZFbLLxsZmhTBzzdlKf/+lsnVfZwOPPn2aXNGgOegiE6jlhXXb8E6k+MzeB9nnqKFjSsiFvsJj5EKIfcAfAr9kWVa2MibZ2NjYrGxmdp0OJgr0Kl7ax3q58ZkfkHD6eDQZoDtTeq4zEYdY7Nx/VUh+LjZG/reAH/ixEOJVIcQ/VMAmGxsbmxVPuWImGnKxvqmG7KarmLxmJ8EbdhJsaWb/eClAccOffRxqa8/999OfVtyWRZUfWpa1sVKG2NjY2CyE5Q79DMTz5Ioak6F11Hkd7NlQR63XyYApceA/fho1mWDHuhmLJa66quI22C36NjY2NgtkMJ5jMlNAAKok0AyLl/ribG7w0Rr20XfPfQDsqPLFxm7Rt7GxsVkgXQMJGgNOLMCwQJlS1GMj6SXdbWoLuY2Njc0CiWU1wj4nrbUeZElQ0C0CLoU1Ne4lnRJph1ZsbGxsFkiNRyVXNPC7S1uUoiE30RoPQbdK91CCJw4PE8tqnI3l2NfZUDVxtz1yGxsbmwXSGQ2S1YzzJjAmchrtDd7pOvOQWyGR06q7DLoqR7WxsbF5C9AccnNLewS3QyanlSYwPnRzGz0jGYJuFbdDRghR9WXQdmjFxsbGZoGUSx8fO9RPjXeSXa21dDQF+fwzvTQFXec9t5rLoG2P3MbGxqbCXDiLBaq7DNoWchsbG5sKs6+zgUROm46dV3sZtC3kNjY2NhVm5iyWeE6v+jJoO0ZuY2NjUwF2tdaeNy6gPIsFqj9GwPbIbWxsbFY5tpDb2NjYrHJsIbexsbFZ5dgxchsbG5tFstyjdG2P3MbGxmaVYwu5jY2NzSrHFnIbGxubVY4dI7exsbGpEksVO7c9chsbG5tVji3kNjY2NqscW8htbGxsVjm2kNvY2Niscmwht7GxsVnl2EJuY2Njs8qxhdzGxsZmlWMLuY2Njc0qxxZyGxsbm1WOsCxr6d9UiDGgb4EvDwPjFTRnNWD/zG8N7J/5rcFifuYWy7IiFz64LEK+GIQQhyzL2rncdiwl9s/81sD+md8aVONntkMrNjY2NqscW8htbGxsVjmrUcgfXW4DlgH7Z35rYP/Mbw0q/jOvuhi5jY2Njc35rEaP3MbGxsZmBraQ29jY2KxyVpWQCyH2CSGOCSFOCCH+eLntqTZCiLVCiJ8LIY4IIQ4LIR5ebpuWAiGELIR4RQjxveW2ZSkQQoSEEF8XQhwVQnQLIfYst03VRgjxyNR3uksI8WUhhGu5bao0Qoh/EkKMCiG6ZjxWK4T4sRDi+NT/ayrxXqtGyIUQMvB3wN3AFuBBIcSW5bWq6ujAJy3L2gLcAHzsLfAzAzwMdC+3EUvIZ4H9lmVdBVzNm/xnF0JEgd8DdlqW1QnIwAeW16qq8C/Avgse+2Pgp5ZlbQJ+OvX3RbNqhBzYDZywLOuUZVlF4CvAe5bZpqpiWdaQZVkvT/05RekEjy6vVdVFCLEGuAf4x+W2ZSkQQgSBm4HPA1iWVbQsK76sRi0NCuAWQiiABxhcZnsqjmVZTwOTFzz8HuALU3/+AvDeSrzXahLyKNA/4+9neZOL2kyEEK3ADuDFZTal2vwN8IeAucx2LBVtwBjwz1PhpH8UQniX26hqYlnWAPDXwBlgCEhYlvXE8lq1ZDRYljU09edhoKESB11NQv6WRQjhA74B/L5lWcnltqdaCCHeBYxalvXSctuyhCjAtcDfW5a1A8hQodvtlcpUXPg9lC5izYBXCPHB5bVq6bFKtd8Vqf9eTUI+AKyd8fc1U4+9qRFCqJRE/EuWZT2+3PZUmb3ALwkheimFzm4TQnxxeU2qOmeBs5Zlle+0vk5J2N/M3A6ctixrzLIsDXgcuHGZbVoqRoQQTQBT/x+txEFXk5AfBDYJIdqEEA5KyZHvLLNNVUUIISjFTrsty/r0cttTbSzL+hPLstZYltVK6ff7M8uy3tSemmVZw0C/EGLz1EPvAI4so0lLwRngBiGEZ+o7/g7e5AneGXwH+PDUnz8MfLsSB1UqcZClwLIsXQjxceBHlLLc/2RZ1uFlNqva7AU+BLwhhHh16rE/tSzrB8tnkk0V+F3gS1MOyingI8tsT1WxLOtFIcTXgZcpVWa9wpuwVV8I8WXg7UBYCHEW+HPgL4CvCSE+SmmU9/sr8l52i76NjY3N6mY1hVZsbGxsbGbBFnIbGxubVY4t5DY2NjarHFvIbWxsbFY5tpDb2NjYrHJsIbexsbFZ5dhCbmNjY7PK+f8BZuPkyvV5LcUAAAAASUVORK5CYII=", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "\n", "forest = RandomForestRegressor(200)\n", "forest.fit(x[:, None], y)\n", "\n", "xfit = np.linspace(0, 10, 1000)\n", "yfit = forest.predict(xfit[:, None])\n", "ytrue = model(xfit, sigma=0)\n", "\n", "plt.errorbar(x, y, 0.3, fmt='o', alpha=0.5)\n", "plt.plot(xfit, yfit, '-r');\n", "plt.plot(xfit, ytrue, '-k', alpha=0.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the true model is shown in the smooth gray curve, while the random forest model is shown by the jagged red curve. As you can see, the non-parametric random forest model is flexible enough to fit the multi-period data, without us needing to specifying a multi-period model!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: Random Forest for Classifying Digits\n", "\n", "We previously looked at the hand-written digits data, and we use that again here to see how the random forest classifier can be used in this context." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['data', 'target', 'frame', 'feature_names', 'target_names', 'images', 'DESCR'])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.datasets import load_digits\n", "digits = load_digits()\n", "digits.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To remind us what we're looking at, we'll visualize the first few data points:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set up the figure\n", "fig = plt.figure(figsize=(6, 6)) # figure size in inches\n", "fig.subplots_adjust(left=0, right=1, bottom=0, top=1, hspace=0.05, wspace=0.05)\n", "\n", "# plot the digits: each image is 8x8 pixels\n", "for i in range(64):\n", " ax = fig.add_subplot(8, 8, i + 1, xticks=[], yticks=[])\n", " ax.imshow(digits.images[i], cmap=plt.cm.binary, interpolation='nearest')\n", " \n", " # label the image with the target value\n", " ax.text(0, 7, str(digits.target[i]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can quickly classify the digits using a random forest as follows:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "Xtrain, Xtest, ytrain, ytest = train_test_split(digits.data, digits.target,\n", " random_state=0)\n", "model = RandomForestClassifier(n_estimators=1000)\n", "model.fit(Xtrain, ytrain)\n", "ypred = model.predict(Xtest)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can take a look at the classification report for this classifier:\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 1.00 0.97 0.99 38\n", " 1 1.00 0.98 0.99 44\n", " 2 0.95 1.00 0.98 42\n", " 3 0.98 0.96 0.97 46\n", " 4 0.97 1.00 0.99 37\n", " 5 0.98 0.96 0.97 49\n", " 6 1.00 1.00 1.00 52\n", " 7 1.00 0.96 0.98 50\n", " 8 0.94 0.98 0.96 46\n", " 9 0.96 0.98 0.97 46\n", "\n", " accuracy 0.98 450\n", " macro avg 0.98 0.98 0.98 450\n", "weighted avg 0.98 0.98 0.98 450\n", "\n" ] } ], "source": [ "from sklearn import metrics\n", "print(metrics.classification_report(ypred, ytest))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And for good measure, plot the confusion matrix:\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import confusion_matrix\n", "import seaborn as sns \n", "\n", "mat = confusion_matrix(ytest, ypred)\n", "sns.heatmap(mat.T, square=True, annot=True, fmt='d', cbar=False)\n", "plt.xlabel('true label')\n", "plt.ylabel('predicted label');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We find that a simple, untuned random forest results in a very accurate classification of the digits data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary of Random Forests\n", "\n", "This section contained a brief introduction to the concept of *ensemble estimators*, and in particular the random forest – an ensemble of randomized decision trees.\n", "\n", "**Question:** What advantages does the random forests method have?\n", "\n", "- Both training and prediction are very fast, because of the simplicity of the underlying decision trees. In addition, both tasks can be straightforwardly parallelized, because the individual trees are entirely independent entities.\n", "- The multiple trees allow for a probabilistic classification: a majority vote among estimators gives an estimate of the probability (accessed in Scikit-Learn with the ``predict_proba()`` method).\n", "- The nonparametric model is extremely flexible, and can thus perform well on tasks that are under-fit by other estimators." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Question:** What disadvantages does random forests method have?\n", "\n", "A primary disadvantage of random forests is that the results are not easily interpretable: that is, if you would like to draw conclusions about the *meaning* of the classification model, random forests may not be the best choice." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adaptive Boosting (AdaBoost)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Boosting is a different but equally important ensemble technique that has been extremely successful in machine learning. The idea here, as in Bagging, is to combine various base classifiers into a single classifier. The difference here though is that the classifiers are no longer required to be independent, in fact the classifiers are built in such a way that at each iteration, a classifier is trained on the mistakes of the previous classifier.\n", "\n", "You should think about Adaptive Boosting as converting a weak learner (an algorithm that is able to achieve results that are slightly better than guessing) into a strong learner (an algorithm that can achieve a low error rate). In this lab we will consider Decision stumps as our weak learner (these are depth 1 decision trees, so just a single if statement (i.e. just a linear classifier)), and we will combine them to be able to learn complicated decision surfaces. We repeat here the AdaBoost pseudocode from lectures for reference, and defer mathematical detail to the tutorial." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Input: data $D=(X,y)$, ensemble size $T$, learning algorithm $A$ (decision stump)\n", "Output: weighted ensemble of models\n", "\n", "1. Initialise weights: $w_{1i} \\leftarrow 1/|D|$ for all $x_i \\in D$\n", "2. for $t=1, \\dots, T$:\n", " - run $A$ on $D$ with weights $w_{ti}$ to produce a model $M_t$\n", " - calculate weighted error $\\epsilon_t$\n", " - $\\alpha_t \\leftarrow \\frac{1}{2} \\log \\frac{1-\\epsilon_t}{\\epsilon_t}$\n", " - $w_{(t+1)i} \\leftarrow \\frac{w_{ti}}{2\\epsilon_t} $ for misclassified instances $x_i \\in D$\n", " - $w_{(t+1)j} \\leftarrow \\frac{w_{ti}}{2(1-\\epsilon_t)} $ for correctly classified instances $x_j \\in D$\n", "3. return $M(x) = \\text{sign} \\left ( \\sum_{t=1}^T \\alpha_t M_t(x) \\right )$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To describe this in words, in adaptive boosting, we build a model composed of $T$ weak learners from a set of weak learners. At step $t$, we pick a model from the set of weak learners that minimises weighted error:\n", "\t\\begin{align*}\n", "\t\t\\epsilon_t = \\sum_{i=1}^n w_{t-1, i} \\mathbb{I}\\{y_i \\neq \\hat{y}_i\\}\n", "\t\\end{align*}\n", "where $w_{t-1,i}$ is the weight at the previous step for observation $i$, and $\\mathbb{I}\\{y_i \\neq \\hat{y}_i\\}$ is equal to $1$ if $y_i \\neq \\hat{y}_i$ and zero otherwise. We do this for a total of $T$ steps, which gives us a boosted model composed of $T$ base classifiers:\n", "$$\n", "M(x)= \\sum_{t=1}^T \\alpha_t M_t(x)\n", "$$\n", "where $\\alpha_t$ is the weight assigned to the $t$-th model. Classification is then carried out by assigning a point to the positive class if $M(x)>0$ or to the negative class if $M(x)<1$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now implement a simple Boosting Trees class from scratch. We can make use of the `sample_weight` argument in the `fit()` of the `DecisionTreeClassifier` method to assign different weights to the individual data points. \n", "\n", "(**note:** you may be concerned that the decision tree implementation in scikit learn does not actually minimise $\\epsilon_t$ even when weights are assigned, but we will ignore this detail for now)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we will generate some data, and learn a decision stump (linear boundary), we will then imlpement our Boosting tree class and demonstrate its performance on the same dataset." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "np.random.seed(2)\n", "n_points = 30\n", "X, y = make_blobs(n_points, 2, centers=[(-1,0.5), (1,0.5)])\n", "plt.scatter(*X.T, c=y, s=30, cmap='rainbow')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dt = DecisionTreeClassifier(max_depth=1)\n", "dt.fit(X, y)\n", "visualize_classifier(dt, X, y, title='decision stump')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "def weighted_error(w, y, yhat):\n", " return np.sum(w*(y != yhat))\n", "\n", "class BoostingTrees():\n", " '''A (very) simple Boosting Tree Class'''\n", " \n", " def __init__(self, nComponents):\n", " self.nComponents = nComponents\n", " self.alphas = np.zeros(self.nComponents)\n", " self.baseClfs = []\n", " \n", " def fit(self, X, y):\n", " \n", " # make sure using {-1,1} coding for binary labels\n", " if np.any(y==0):\n", " y[y==0] = -1 \n", " \n", " n = X.shape[0]\n", " \n", " # store weights, initialise to uniform weight\n", " w = np.zeros((self.nComponents+1, n))\n", " w[0] = np.ones(n)/n\n", " \n", " # run boosting steps\n", " for t in range(self.nComponents):\n", " \n", " # select weak classifier (decision stumps) that minimises WEIGHTED error\n", " dt = DecisionTreeClassifier(max_depth=1).fit(X, y, sample_weight=w[t])\n", "\n", " # compute predictions from current model\n", " yhat = dt.predict(X)\n", "\n", " # comptue weighted error epsilon_t\n", " eps_t = weighted_error(w[t], y, yhat)\n", "\n", " # compute alpha_t (model weight)\n", " alpha_t = 0.5 * np.log((1-eps_t)/eps_t)\n", "\n", " # update weights for next round \n", " for i in range(n_points):\n", " if y[i] == yhat[i]: \n", " # correctly classified instances\n", " w[t+1, i] = w[t, i]/(2 * (1-eps_t))\n", " else:\n", " # misclassified instances\n", " w[t+1, i] = w[t, i]/(2 * eps_t)\n", "\n", " # save model \n", " self.alphas[t] = alpha_t\n", " self.baseClfs.append(dt)\n", " \n", " def predict(self, x):\n", " # predict class of test point x by computing M(x) = sign(sum_t alpha_t M_t(x))\n", " # x must be a numpy array of shape (?, nfeatures), where ? is anything\n", " \n", " # make sure x is an array\n", " x = np.array(x)\n", " \n", " # avoid shape issues with single point predictions\n", " if len(x.shape) < 2:\n", " x = x.reshape(1,-1)\n", " \n", " # compute individual predictions\n", " ind_preds = np.array([m.predict(x) for m in self.baseClfs])\n", " \n", " # weight individual predictions by alphas\n", " weighted_preds = np.dot(self.alphas, ind_preds)\n", " \n", " # predictions are signs of weighted_preds\n", " preds = np.sign(weighted_preds)\n", " \n", " return preds " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try out this class for an increasing number of components from $2,\\dots,26$. We will see that we will be able to combine many linear classifiers (decision stumps) to be able to learn complicated decision surfaces in an automated fashion. " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(5,5, figsize=(12,12))\n", "titles = [f\"nmb_components={i}\" for i in range(2,28)]\n", "for i, ax in enumerate(ax.flat):\n", " BT = BoostingTrees(nComponents=i+2)\n", " BT.fit(X,y)\n", " visualize_classifier(BT, X, y, ax, title=titles[i])\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: Boosted Trees for Classifying Digits\n", "\n", "In practice, we will use the sklearn implementation of AdaBoost, and here we re-run our digit classification analysis but using the AdaBoost class." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import AdaBoostClassifier" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "Xtrain, Xtest, ytrain, ytest = train_test_split(digits.data, digits.target,\n", " random_state=0)\n", "model = AdaBoostClassifier(base_estimator=DecisionTreeClassifier(max_depth=1, criterion='entropy'),\n", " n_estimators=1000)\n", "model.fit(Xtrain, ytrain)\n", "ypred = model.predict(Xtest)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can take a look at the classification report for this classifier:\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 0.97 1.00 0.99 36\n", " 1 0.63 0.87 0.73 31\n", " 2 0.64 1.00 0.78 28\n", " 3 0.89 0.83 0.86 48\n", " 4 0.97 0.88 0.93 42\n", " 5 0.94 0.90 0.92 50\n", " 6 0.92 1.00 0.96 48\n", " 7 0.83 0.98 0.90 41\n", " 8 0.98 0.63 0.76 75\n", " 9 0.85 0.78 0.82 51\n", "\n", " accuracy 0.86 450\n", " macro avg 0.86 0.89 0.86 450\n", "weighted avg 0.88 0.86 0.86 450\n", "\n" ] } ], "source": [ "print(metrics.classification_report(ypred, ytest))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mat = confusion_matrix(ytest, ypred)\n", "sns.heatmap(mat.T, square=True, annot=True, fmt='d', cbar=False)\n", "plt.xlabel('true label')\n", "plt.ylabel('predicted label');" ] } ], "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": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 4 }