{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Chapter 8 – Dimensionality Reduction**\n", "\n", "_This notebook contains all the sample code and solutions to the exercises in chapter 8._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's make sure this notebook works well in both python 2 and 3, import a few common modules, ensure MatplotLib plots figures inline and prepare a function to save the figures:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# To support both python 2 and python 3\n", "from __future__ import division, print_function, unicode_literals\n", "\n", "# Common imports\n", "import numpy as np\n", "import os\n", "\n", "# to make this notebook's output stable across runs\n", "np.random.seed(42)\n", "\n", "# To plot pretty figures\n", "%matplotlib inline\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "mpl.rc('axes', labelsize=14)\n", "mpl.rc('xtick', labelsize=12)\n", "mpl.rc('ytick', labelsize=12)\n", "\n", "# Where to save the figures\n", "PROJECT_ROOT_DIR = \".\"\n", "CHAPTER_ID = \"unsupervised_learning\"\n", "\n", "def save_fig(fig_id, tight_layout=True):\n", " path = os.path.join(PROJECT_ROOT_DIR, \"images\", CHAPTER_ID, fig_id + \".png\")\n", " print(\"Saving figure\", fig_id)\n", " if tight_layout:\n", " plt.tight_layout()\n", " plt.savefig(path, format='png', dpi=300)\n", "\n", "# Ignore useless warnings (see SciPy issue #5998)\n", "import warnings\n", "warnings.filterwarnings(action=\"ignore\", message=\"^internal gelsd\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Projection methods\n", "Build 3D dataset:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "np.random.seed(4)\n", "m = 60\n", "w1, w2 = 0.1, 0.3\n", "noise = 0.1\n", "\n", "angles = np.random.rand(m) * 3 * np.pi / 2 - 0.5\n", "X = np.empty((m, 3))\n", "X[:, 0] = np.cos(angles) + np.sin(angles)/2 + noise * np.random.randn(m) / 2\n", "X[:, 1] = np.sin(angles) * 0.7 + noise * np.random.randn(m) / 2\n", "X[:, 2] = X[:, 0] * w1 + X[:, 1] * w2 + noise * np.random.randn(m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA using SVD decomposition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: the `svd()` function returns `U`, `s` and `Vt`, where `Vt` is equal to $\\mathbf{V}^T$, the transpose of the matrix $\\mathbf{V}$. Earlier versions of the book mistakenly said that it returned `V` instead of `Vt`. Also, Equation 8-1 should actually contain $\\mathbf{V}$ instead of $\\mathbf{V}^T$, like this:\n", "\n", "$\n", "\\mathbf{V} =\n", "\\begin{pmatrix}\n", " \\mid & \\mid & & \\mid \\\\\n", " \\mathbf{c_1} & \\mathbf{c_2} & \\cdots & \\mathbf{c_n} \\\\\n", " \\mid & \\mid & & \\mid\n", "\\end{pmatrix}\n", "$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "X_centered = X - X.mean(axis=0)\n", "U, s, Vt = np.linalg.svd(X_centered)\n", "c1 = Vt.T[:, 0]\n", "c2 = Vt.T[:, 1]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "m, n = X.shape\n", "\n", "S = np.zeros(X_centered.shape)\n", "S[:n, :n] = np.diag(s)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X_centered, U.dot(S).dot(Vt))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "W2 = Vt.T[:, :2]\n", "X2D = X_centered.dot(W2)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "X2D_using_svd = X2D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA using Scikit-Learn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With Scikit-Learn, PCA is really trivial. It even takes care of mean centering for you:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "\n", "pca = PCA(n_components = 2)\n", "X2D = pca.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1.26203346, 0.42067648],\n", " [-0.08001485, -0.35272239],\n", " [ 1.17545763, 0.36085729],\n", " [ 0.89305601, -0.30862856],\n", " [ 0.73016287, -0.25404049]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X2D[:5]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-1.26203346, -0.42067648],\n", " [ 0.08001485, 0.35272239],\n", " [-1.17545763, -0.36085729],\n", " [-0.89305601, 0.30862856],\n", " [-0.73016287, 0.25404049]])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X2D_using_svd[:5]" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Notice that running PCA multiple times on slightly different datasets may result in different results. In general the only difference is that some axes may be flipped. In this example, PCA using Scikit-Learn gives the same projection as the one given by the SVD approach, except both axes are flipped:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X2D, -X2D_using_svd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recover the 3D points projected on the plane (PCA 2D subspace)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "X3D_inv = pca.inverse_transform(X2D)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course, there was some loss of information during the projection step, so the recovered 3D points are not exactly equal to the original 3D points:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X3D_inv, X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compute the reconstruction error:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.01017033779284855" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(np.sum(np.square(X3D_inv - X), axis=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The inverse transform in the SVD approach looks like this:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "X3D_inv_using_svd = X2D_using_svd.dot(Vt[:2, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The reconstructions from both methods are not identical because Scikit-Learn's `PCA` class automatically takes care of reversing the mean centering, but if we subtract the mean, we get the same reconstruction:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X3D_inv_using_svd, X3D_inv - pca.mean_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `PCA` object gives access to the principal components that it computed:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-0.93636116, -0.29854881, -0.18465208],\n", " [ 0.34027485, -0.90119108, -0.2684542 ]])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.components_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare to the first two principal components computed using the SVD method:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.93636116, 0.29854881, 0.18465208],\n", " [-0.34027485, 0.90119108, 0.2684542 ]])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Vt[:2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how the axes are flipped." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the explained variance ratio:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.84248607, 0.14631839])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.explained_variance_ratio_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first dimension explains 84.2% of the variance, while the second explains 14.6%." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By projecting down to 2D, we lost about 1.1% of the variance:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.011195535570688975" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 - pca.explained_variance_ratio_.sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is how to compute the explained variance ratio using the SVD approach (recall that `s` is the diagonal of the matrix `S`):" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.84248607, 0.14631839, 0.01119554])" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.square(s) / np.square(s).sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's generate some nice figures! :)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Utility class to draw 3D arrows (copied from http://stackoverflow.com/questions/11140163)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "from matplotlib.patches import FancyArrowPatch\n", "from mpl_toolkits.mplot3d import proj3d\n", "\n", "class Arrow3D(FancyArrowPatch):\n", " def __init__(self, xs, ys, zs, *args, **kwargs):\n", " FancyArrowPatch.__init__(self, (0,0), (0,0), *args, **kwargs)\n", " self._verts3d = xs, ys, zs\n", "\n", " def draw(self, renderer):\n", " xs3d, ys3d, zs3d = self._verts3d\n", " xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, renderer.M)\n", " self.set_positions((xs[0],ys[0]),(xs[1],ys[1]))\n", " FancyArrowPatch.draw(self, renderer)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Express the plane as a function of x and y." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "axes = [-1.8, 1.8, -1.3, 1.3, -1.0, 1.0]\n", "\n", "x1s = np.linspace(axes[0], axes[1], 10)\n", "x2s = np.linspace(axes[2], axes[3], 10)\n", "x1, x2 = np.meshgrid(x1s, x2s)\n", "\n", "C = pca.components_\n", "R = C.T.dot(C)\n", "z = (R[0, 2] * x1 + R[1, 2] * x2) / (1 - R[2, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the 3D dataset, the plane and the projections on that plane." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure dataset_3d_plot\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "fig = plt.figure(figsize=(6, 3.8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "X3D_above = X[X[:, 2] > X3D_inv[:, 2]]\n", "X3D_below = X[X[:, 2] <= X3D_inv[:, 2]]\n", "\n", "ax.plot(X3D_below[:, 0], X3D_below[:, 1], X3D_below[:, 2], \"bo\", alpha=0.5)\n", "\n", "ax.plot_surface(x1, x2, z, alpha=0.2, color=\"k\")\n", "np.linalg.norm(C, axis=0)\n", "ax.add_artist(Arrow3D([0, C[0, 0]],[0, C[0, 1]],[0, C[0, 2]], mutation_scale=15, lw=1, arrowstyle=\"-|>\", color=\"k\"))\n", "ax.add_artist(Arrow3D([0, C[1, 0]],[0, C[1, 1]],[0, C[1, 2]], mutation_scale=15, lw=1, arrowstyle=\"-|>\", color=\"k\"))\n", "ax.plot([0], [0], [0], \"k.\")\n", "\n", "for i in range(m):\n", " if X[i, 2] > X3D_inv[i, 2]:\n", " ax.plot([X[i][0], X3D_inv[i][0]], [X[i][1], X3D_inv[i][1]], [X[i][2], X3D_inv[i][2]], \"k-\")\n", " else:\n", " ax.plot([X[i][0], X3D_inv[i][0]], [X[i][1], X3D_inv[i][1]], [X[i][2], X3D_inv[i][2]], \"k-\", color=\"#505050\")\n", " \n", "ax.plot(X3D_inv[:, 0], X3D_inv[:, 1], X3D_inv[:, 2], \"k+\")\n", "ax.plot(X3D_inv[:, 0], X3D_inv[:, 1], X3D_inv[:, 2], \"k.\")\n", "ax.plot(X3D_above[:, 0], X3D_above[:, 1], X3D_above[:, 2], \"bo\")\n", "ax.set_xlabel(\"$x_1$\", fontsize=18)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "# Note: If you are using Matplotlib 3.0.0, it has a bug and does not\n", "# display 3D graphs properly.\n", "# See https://github.com/matplotlib/matplotlib/issues/12239\n", "# You should upgrade to a later version. If you cannot, then you can\n", "# use the following workaround before displaying each 3D graph:\n", "# for spine in ax.spines.values():\n", "# spine.set_visible(False)\n", "\n", "save_fig(\"dataset_3d_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure dataset_2d_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111, aspect='equal')\n", "\n", "ax.plot(X2D[:, 0], X2D[:, 1], \"k+\")\n", "ax.plot(X2D[:, 0], X2D[:, 1], \"k.\")\n", "ax.plot([0], [0], \"ko\")\n", "ax.arrow(0, 0, 0, 1, head_width=0.05, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n", "ax.arrow(0, 0, 1, 0, head_width=0.05, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n", "ax.set_xlabel(\"$z_1$\", fontsize=18)\n", "ax.set_ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", "ax.axis([-1.5, 1.3, -1.2, 1.2])\n", "ax.grid(True)\n", "save_fig(\"dataset_2d_plot\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Manifold learning\n", "Swiss roll:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_swiss_roll\n", "X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure swiss_roll_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "axes = [-11.5, 14, -2, 23, -12, 15]\n", "\n", "fig = plt.figure(figsize=(6, 5))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=t, cmap=plt.cm.hot)\n", "ax.view_init(10, -70)\n", "ax.set_xlabel(\"$x_1$\", fontsize=18)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "save_fig(\"swiss_roll_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure squished_swiss_roll_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(11, 4))\n", "\n", "plt.subplot(121)\n", "plt.scatter(X[:, 0], X[:, 1], c=t, cmap=plt.cm.hot)\n", "plt.axis(axes[:4])\n", "plt.xlabel(\"$x_1$\", fontsize=18)\n", "plt.ylabel(\"$x_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)\n", "\n", "plt.subplot(122)\n", "plt.scatter(t, X[:, 1], c=t, cmap=plt.cm.hot)\n", "plt.axis([4, 15, axes[2], axes[3]])\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.grid(True)\n", "\n", "save_fig(\"squished_swiss_roll_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure manifold_decision_boundary_plot1\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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fMZ3XpbR0AuPGrY6Plexzd0dNTRmXX34cvPdj84Pv/Bt+djaUfh7oXDobmUpD+1wIYQghegoh+tr+Pdbx/StCiH2EEL2EEBOFENWZmEe2YbeAamsXpWhJWKlfsCTuv+rT5+CUcSz/mowcLL9YLquG6VQ7mVqw7vKezuvpp6AgWQayUmoZNzdvkH5eU/Mw0WiNpyvJLrAUtOIs0/oLYRRiuFXdeY3pdV1kqZGy5yIWM3j22XM566zVvPfejynpswV+OQVO+0mXIV/o5loQYUEVUU6+MRP17RbM5fAy7DXqKstz+fJD2LFjVcr+KmIOwwoOC9Y5mRbovcrtvHJlndfTDGAm4EZUzopGXY0Jy2r+/PM5Dv/20xQUnGaz1BKFJyptC53fJdP6C2EQvNOv7WdMt+ti6qfILWnruixffghr1zYxd+4DfPTRDwGYMOEf/Oys33LZZ7Xa55AryBOwA0HSvGSBFpnf0x4osh7s0tIJNDerRk7ALzFnSjUsHXz99duKbwxAEIvtIBqtkV53r+vphqDLbvdg1SNSt4oVMFOR0rZty1i5ckLaaYRB4byP7Pe7DmTXJN0qTbt6m/OaxmJt8eeqtRVeeWUl11xjlhQPHQp33w2TJ/8a45oTteeQS8gTsANORTMZGSfftEL6kOq86a194MjA8+0MxaqwIJurPTvCzUIMalGq9o3F2qioOJQxY95XEqHKhxuNRoCXFO4I8zdVvRjsFnUurFD8ZmnYBZWCrLTc7tflyw+RXFMzOLtyJZx1ltkGHsz/nzs30QZ+SJ8h1O5ItYCH9BmiPbdsoFuroTkh09CV5TXqlNDqvunNZfQjvuep083Ab/6pbPtMd9vV9ZOms3SW+25baWmJePqMVYI2EFWWbnv5P3Olx53ufOxNRM18dTPvOmwltdGjFzNgwHjGjFkVzzZpbS3lySdfZ+xYk3y//W14+WV48MEE+QLUXFqDmC1S/tVcmjuxEBnyBGyDXEM3+ebUbZsjq7k305hKUvaBf/m6iXW7GXht40zpsrILVG2MVPsGhZ/gTToaBvZ9zVRAA+gB4Nraxi3oaRViNDS8Fsj/mQvdPXTnY90DlZWpZdthKqnZm5UKEeOjj77P1KnvMHduX2IxuOgi+OgjOOoo34fLWeQJuANuGrqWHwrSa5tjqj69K7HGvPMm/XQK1rVs7KTrrDCStTFKrchLr4ecH6s2DML307LGrdrLTlqySizZi8FvVoTzN89Eg1bZfGCLdDuIKbSqw1FSs3+2efPn3HbbzVxwwRt8+eVIvv3tSpYsqefWW8FTpqKLIe8D7oB7rmorNTULKSubIZVctMONQBLC7s792lxvYru1oKrgUp2LahtnSpdh9Oj4JlFhZO9CIK/IS3SH3nffh5TzVyE5O+I+hg07R+lPDNqhwjmGqmWNMyDnVu0VJIfWK8Ak297+m6d77jrzSbjDJrtul4DBmDGr6NfPX6tg2f1p3dfvvvsTbrnlPurqvkWPHq2ccsqNnH76XykrOwPwPvehc4dKfcEApUWlbJm4RfpdtpC3gDvglasai7VJE/UNo5jevffHEhIvL99IYWH/FGtFld84caIAlri2lklYCwuSmjqaBJDosGzW15dLtlmY0uMtNaUr+dxjsdaOXFu5D1SvO3Rqt2f380vPoneDWzWeEO1alnw6ObQqP7Rde0O2yrHcXOmeu/N3UFn4dkUA7wpGkSRTqjuXVMt7AevWPcf1189n1qwXqav7FqNGLee++8Zw1lmzKSraHr9OQ+cOxbjGSPk3dK75AlSRL8DW1q2+5toZyBNwB+x+QpNQnWhVJuqbavzq9u7ptIFJ9ku3INMJsAoAnMLWiTmaVV6qjglytCHz9yXcFTrdoR/R8lVbZG539Ti3Sdd36i6I1EJLS8SThNNxmVj3l72cuaCgV7z6Tx3YbbHdN+H5W1U+dbs0pk4FY1NTpa9Ar1OARwh49dXjmDJlFS+/fAbFxc2cc86l3H33BH74wx+muHRUBOtGvHY4CTvbyBOwBH37ynt39e69X1wXwB7UsdT4Ve3dg1pOOp2Crb8TlhIp28heEjoC8k5YPlCv7tDW3O3dnt0tW4vMW1OEuGX6DEEsQfUKx4i3wrHcKbJ5rlw5gdGjX4x38YCnXQOBquCl7GXitsqx/+ZBzj2d1YPqmhUWfiOe+WEYRb7aJrW0ROJjbt5cxlVXPcu11/6dbdu+yUEHLWXBggM56aSb6dGjOaO57LqEnWnkCdiBaDRCXZ28d9eOHe8n3Wwyy9bZ3l1VwqpjOak6BVvuC3sKlN1Scro4nC8JWccEFXr12j/phVNSsgfyBqPtKRFte7dnlWXrJHPLCnZGxO0IYgk6MyESqWNG0rWQuVOc1mlDwxu4pQ6qSE+1ErK/EGWrnHTOPZ3VgyqTp719u+8Xoj0GYhi9WLt2G9OmbeTNN39J//5w333w/vsTOfXUT5UvtlyxWsNEPgjngEkcapHuSGSBa7FFMtqpqrrCV7GE/WF3I25VDzZrGys4ZBWK2B+YtrYtjBnzgTR4kizCXkxpabIIzNixK3nvvQM6ujknw6klbO/2LAtWmZVxTrJpZevWZUSjG7B0G6y8U+c1kMGrktHtuploTwoqpnZ6tvYxUwd1xGbcxHwSqybrnnNfmfjJOsiE8I5MLlOnIMM696++GsEttzzA++8PAOBnP4N77zWbY3ohV6zWMJEnYAfU5bImhEhos+qIzNTWPsqIETdqdwiwW05uZbYyrdvkeabq3tq+Ze3aUzj88NXS43s9sH37jrERYxHFxYOSKsq8qgAtghw9enGK8pUlxF1XZ3aQ8KPbYB3bLWNAx69ZW7uIESP+nPKSTf6t5ZV0btdQHfhKhmEU+zpnFXR/Bz9kLJPL9HopRKMRNm58mH/84zwWLLiOaLQ3AwZs4s47izjttIGhtoFXVcTlKvIuCAesZZdMlcxEYllpX6Kptw/a1t19Py/ytx4K1Xay4ImOrzrhokm0E3L6Tt10ECoqxsTzjFWpWarsCy/o+Dt1XprWb+bug2+X+ozdrqFsSa9SvwsjF9qrGjNIHveAAeNt/t+Eq8ttlffSSw9w3nlLuPfeW4hGe3PkkY/x8MMHMW7cH0MjX6vk2FkRl+vIW8AKOHNUk5f4qUuusWNXSoVxAK0lo9/loq5bQ6WvagVP7Oeg46vesEHeRdhuNVpzc/YXM/u3mb7TmpqF9Ow5QkKGqf7PIJoPqn2c183tN/NrLYP/kumxY1dquU0qK0+mpGTPULqeJLpX+Mvj9rpHnefR0gI33gjXXTeLtrYiBg36LxdffA7l5abqXdhBNuOaVDYvoICYxK2TKxoReQL2gJ8lVzrCOOmIzfgd1xw79eGxOnck1NrmUVw8NEko3ezBJoNsrvVx5S8QScHNWGwn/fqNTXGDBFV3C+rv9C8O44S6JZPXfC2y0nGbNDS8DrxJ0DZCzuM587jtLxEVvO5R+3ls23Y3U6fC6tUARZxzDvzlL7vTv/8LKeOqiieG9BmireWgcjvEiMUtYZ2Go52NvAvCA/Yll+nvLKO8PBK6ClmmhLjdRcQT7gX7w5Na6Wam09l7sMmQuuxP5AGnWs4iniViR1DNhzCExp1wzqW8fCP9+o3D7KSVQJDmnLIycNk4fsqn3WA/ntn0UyePOxk6QeHm5p5cddVIyssFq1fDXnvB0qVmoK2/sxVvB3Rze1VWa65Ys0GQt4BdINOHSKf01g2ZkpW0C1mrLEu773TjxntpadmcRGZWINFrSZ4q2WjlAS8gFpO9BMwskX33XSj5zh/CfIG5Cew3Nr6L027RzQKwy5zKysBl4/gpn3Y7H/vxZJkWlhXsBtk9alqvq7jwk2EMq5nE7bfMZ+PG72AY7fz+9z24+mro1ctziko43Qoqq1jmfugKyFvALlARjj1XVDcwkmlZR+fYqkosmWWZfJ6CzZufdJCZSZS6gT9IzgM2yVdO3PX1zwc+Rzv8WM5eY8mKKNy0PLyIvrFxVTyOkFoI057iNlHlDScfM1hw17SiZcEp93ZOqutVu6OWge0DWPfY/Vx+6X/YuPE7jBjxAbfdNY5rr61Ji3xl6EoZDjrIE7AL1IQjX7q7QXe7IJBFtHWPp1eWbFrBo0e/KClksGBqYVhBJXsesFtuayzWpF2SHdb1cxvLJMt5OF0CTi0POE7bRbJ27WnYi1Lq6hYpr7fTLeRWPh0kuOsGt3ZOymv/8S9ovbOSf704naKiKFOn/pH77juMffapyJjcpkwDoqui2xOw29tdVr9vwd7G3KvM02kBOYVx0pmzTJnMT/mpTqTfhLvYPMQ6+tv5GdNfSXYYQubO38I5lkmWluC4PB3N/K+ehnNj46qkohVntaQTdmJVGQB9+hysrYXs9VsUFPSKl9ePHr0YOC8u7gTqa19bCyedBPz9/7Fj2zD23/8t5s8/mNNOu4HCwjaKC8LPcpBBxyK2BHwmLZuUc+Td7X3AOjKHqgCPvUzWzQ/otIDWrj2Vpqa1gTMcnFKFzoi2EGjNC3TzYk1YBGtP0ZNVzfkZU8eSC9LeXeXHdf4W9rFkZFlTs5C2th0SEtObh3k8b/Tpc3BSSpqVZ54uvN1GyVkMUEljI9LqvVhsJxs2XEFFxUIuugi2bAGKtsNRV7Bm7D2cWR2Davvoq2Cx3DfrJ8MhXaQr4JNJdGsLWNeyUgV47O3NVQUDsofa/DthDcOFrv5b1ZwTAjzJEe26uke1CxnGjl0pdSlYMpv2pHt7WbKbwpu1coAl0tWD3ery8tMGFeORLZtVBGuNJSNLtXaGu4azdQ5mxWAqLCvWeQ3CdlV5FQvZA7FmdoSJSGQBW7a8QiRyX/zca2t356yzTuSMM0zy/dGPgHMPgHF3QYE/caewya+rZkh0awLWrTyTBXjsAjcWLLlGO3m6WUCWNQwfSVuzeEsztiBEVDKyv3SsIC8Y3bSvoOlh6YjxqF6sKoK13AwyshSihZKSPSSyjWoNZ/s5OO8RgCFDzlS+dDLVM86e560OxCZe5EK0sGbNiUCMWMzguedm8pvfrOHdd4+hf//tPPQQ/PvfMGT3ncpjeqEzXAC5YOW6odsSsEoY2u7/coOKtGprH0tq6SMTrbFvb34vpK1ZnA+hvDTWu9zSa5nv5wWj03TUjiBKcHbfuv0loHs+KslHFcFaVW/O87VKbYO6AlTLf1Xmh59SdL9ZNW4v9YT1a3/RxWhv38oXX4zkoouWcfvt99Dc3I/x45/itvv24vJNQ9MuIw6LHN26YOQ6uq0PWK5DkBA39/LtyR7KtWunUFubKLVtb9+B+Y7zXp7JxHOcPko/wS3LpxgUXsSpO7afOWzYMIuGhteorDzRlnGQLMZj9+3KoHKNtLXtwDCKks7JLnojq3pLtxDG8uk6S8GtzA9dER+V4ppuWbLzpe4sHe7Zc0+cCmdtbYU8+eQlPPTQ1bS29qS0tIYLLzyPCROeYWc7tFSZ26VLfGHk73ZV8oVuTMCqSD4QuNTTbNndMVKsjc2bn0eHfCFhgZsELH8I3aLiYRdyhD2ejt6BVarc3PxJ/HPnNQiidqby4/p9oXiRvwy6JeZ+StFVhKqar0mwcnnMhoY32LHDFOu3sH79wfz1rw+yfv2hAPzkJws499xL6NdvGwAFBpwxXPsS5CxywT/cbQl47NiVcb0D00pNZBJYvtydOz/TluszSznt6UWttLc3YBjF8SwBuyVnzyCwIKsWsz8w6ZKiFwn63c4PvIhTJfID5susouJQDjzwRU/iUVnuJSV78IMfbA7tHODXWvvoumDSbW/vpiHR0PAmiTJm80Xf0PBOPBgci+2gvDyCEEOZOvVznnhid9rbezB06GdccskMDjvslaRxiwtg//5dTyB9yYQlOacF0W0JWFZjb8H05Zolm/pLPFkXjXbMTrO61qx+l+Ug0F22htGB2A4vi82tC4kJswRcJ+0vUyXdznOAI6XbOF9cuvMZMGA8TU1rXTtD2+fh5apwu79jsRZ27HifdgE9DNjZ1sxp1/+Kp+55EOpHYRgxTjjhNqZOvZJevRLaH+sbYcb79pG8l/5dTZ+3s9Ftg3CydjjJMEs2dVOe3JLrLdgDK/bAFyyRltFa/0aPXkxFxXe1A4Qy6EZz7iK3AAAgAElEQVTYMxGJ9wouqazfIUPOTEpja2pa4zsdLSw4z0HWkihoClm6hTP2a2oF59z7/pmf9zCgqakv9955J0/NeQPqR8GgSsRZ3+eppy7imGO2M2kZ8X/J5KuH2h21ObHUz1V0SwJObQaphk7KlFcXjcRYerKKzui2JQJjBQiDQDfCrtouqJaFTkdolcRlff3zHuW46amd6cDs5PtdamrcK+FkJKp7zdIV4ndqcDQ0vK4sd24XEOtInHnvvaM566zVPPfc+fTo0crhv7wWzjkE9ngnvn0Y5OkUSe8qYumdgW7pgvBXKuutPBXmstepmrV69WQaGxOmx8aN91JWdra0n5sKfpetsu2CuiV0gkslJXvQ1lafsm9R0VBXHYMw3TMqqBTQnJVwMhIVQnheszCF+N3cDhZ6GNDQsBv33HMLL700BYCRI1fw+9+fReybH/Gew8rNFeUxe+VcV047c6JbWsBu7bZNyOUG/SCIxei0ojZsuILGxncA+1zNfm5+kG7RhJdmrRt0glCWO6asbCaWqM/EiYKBA8enzMfZ8TlTPl9wV0CzV8Kpcsqt3Fq3axa0UEW1UnKXC4WlS3/Fb35TyUsvTaG4uJlpMy7j6D9+l2n//SiQiyEb2FXIF7opAavabSfExr3lBr0ItqrKzGnVEbq24LSi6uoelW7X1LSGxsYPteeSbtFEff0L2ktkJ3RlIu3FADU1C4hGa5Tz2bp1WajSnio5zxUrxsTjBE7it1fCqXLKrdxat2sWVMfY6W+WqZ4VFPSid+/9Adi8uYw//ekZrrnmH2zdOoSDDlrKgw+O5tT/ncuBpd7xi2yjdkdtXERnV0LGXBCGYZwPnAkcCDwuhDiz4/NvA58B9tYKfxFCZNaZ5wGn3KBXV1q3Jbk9K0K33YtccUsNe1djL/dAOkUTViGB7hI5KOylsLFYS7yJpdWTz54dYH0WVpaG7PpVVc2itTUS38btvL0yWtz2DWLBy7JKVJb0gAET+Oij1VxyCTQ0AMVfw48v44ND53P6BgEbUscPM2iWKwG4XJmHE5m0gDcC1wELFN8PFEL07fiXVfLVCRTJtncuLy1Lav36C0n44PTavfjxS0Oiq7GfCHoQt0gmWv3I5pVcCmtawY2NH8Q/j0QW+D5ft+OlynkmB89kaYWq83Za+TJxozCvmczfLHsJfPXV/3DaaWcwbVoH+e79Apy3Hxx2PxTIg2BLJizxVCnTJTMxW3Sa4pnOPCa/NTlJjjIXZCkzRsBCiGeEEM8BqdGVHINfklFFra0I9ObNTyVtb++goYIfCUdIdDX2E0EPkiaVqV51znk5S2FjsZaOvF9rGd/i+3zdjmddB9l4qrRC3fPO5DVTGQuWWP7EiYIf/lCwcqVg2rQqVqwYx6BB8Le/wTenT4MBX6U9h7BItbOt0q2tW6WfZ9OnnM0siM8NwxDAy8BlQoj0ypQCwryhH9F+YGQPwMaN8xg0aLItAu1Eu2cfudGjF8eT+D/88Bhpq3Tn/LZtW8bOnRu03AO65atO+F0iBynXlXWeNoV41iT9vXHjgxiGkZY7JPk6yEq/zc/sKCjoxbhxVa7lvkGKL4LAK6tk9Wo49NgKWr8YY3554GNs/slFnPLJZob0GYKYLdL2o4ZlMVpEnmm/7tC5Q3PCEpfBcN5soR/AMK4Ddrf5gPsC+wCrgG8AdwP9hBBHS/adAcwAGDx48Jgnn3wyAzO8FXge+AVwkcb2NwIvST7vC+wk0YbHif7A/5N+s337dvr2nd8xjx8DEWA2sJtk63rg2o7vHwYWO45ZCBxL4lys7YcC/+nY1rmN2zFkc3BD4npu3z6Nvn37au7jPA8D+cvM+bnXubgdy3rw7ePJPks9hvmb9UX//vm04/vbge9ozlWG6R1jJeOTrT05+47fw2t/hFgx9Psv/OwcGJWcY71kwhImLZukHP35Mc9Lf7PJb01WWpAylBaV8sz3nvHcv7So1Ne4mcKSCUtCHW/SpEkVQojDvLbrdAKWfD8Uk3H6CyEaVeOMGjVKrFu3LtS52ZWq3KwcO954Y5A0Z9ULKsGcaDTC228fhWFswNT27QHEGDZsplQBrLr62nhQqqHhLamlbD+WSu/C7XxlgS8dOK9nLLaIiRMne+4n69jsB7piRI2Nq6ioGIOuQJLbMZYuXUp5+Sjt++e99w6gqWkNvXvvHw+ehoX33oNxP/8I6g40PzjsXjhqFvT8OmVbLwtYpZega6WqCixyPXsh7MIQwzC0CDgXCjGsM+/0lDi/rW6i0Ug8Va2goBeDB59IXd3jUt+tTiaFNQeoRAjr9E2StJbWIKioGENLSw1VVbPYtOkJLDeC1wsjEdyS6QG0paW0pTqX1HLdZALWXbLLxIp0r6kK9nZEYYype//YO3FYKYR+CmlUaGqCwcfMo+n16SAOhN3Wwy+mwbdfS3vszoRKL0LVtihfiKEBwzAKDcPoiWnS9TAMo2fHZ+MMwxhlGEaBYRjfAO4AlgohGjI1Fxn8Zj5A8gMXi7V19F8LXqWV3AZG7tfbsGEWLS0RQFBbuyiel6rbVcIZ3EqgVVtpSwdujSvtWQeqQKAzQyPsQJaXILt/1GvfP85OHH4LaWRYsgQOPBCaXjvH/OB7N8E5B3mSr5slmq1ULVWpsspv21ntjDoDmbQ6rwSagVnAaR3/fyUwAvgX0AisBqLA/2ZwHlL4zXxITXRvRRYp79VrVJKIjlvalxtBWgGhurpFtk/bsfQrdFLlnF0ODKMEwygBTAt+9OgXXc9R5xh2YlU1rrRI162izknMugUcXvOyj5/oeGHe9lZhRbCg2SNa94+zDx2kFtL4wbZtMGMGHHEEVFUB3/wQpo2DH18Oxc2BxoTMpozlsmxlZzYHlSGTaWhXCyEMx7+rhRCPCyH2FEL0EUKUCSHOEEJ0+hXwa2Hp5uk2N6+Lq5bJqpVk+acqxGJR1++9U+VaHdtHXauzgqTjWecnT6NrY+vWZfHzNFcMcqGfMBXYvKvEzDls3HhPYCI03Uap909NzcNJ81f1BAxiBf/zn7D//jB/PhQXw5w5wIzD4H8qfI+VCagsyaAWq9VO3vkvTGTblZELPuCswG8HBHWebmq0vrHxnRR/rVPQxt56SA33wIDbC0Oe2kX8M1kKl9/+bXbSlPmjly5dSr9+C2lutpb+Tn3kBSlVXLpt51XQrRKzYK8o9If5KcEqWYVec7Ok1Mzlcxnq6uCCC+CJjsy+8nJ44AHYbz+46hp3RT+7hZcOebnp+qZjRbot/4OQozOYluv+4m5LwE7IgkN2wlQFiiKRB5DJWpqC7uYNH4u1pRByz54jpITep8/BHfq/Yzp8v6nQifr37TvGtSEopJKd1cNMpxuGHmnWdwity18ksVhL/Lqocnv9dufQrRKz0NS0hhUrDuPAA19Iq7RaFbycMCENt4CAxx6DCy8028D37g033gjnnQc9emjsH2JkP1PL9Ewv/zsr1zgouqUYjwyqZatqWeytKdxOIq+1NWX5PXDgBKkgu9UiPB3yBbXGrh0y61anWk7mK7ZKhZNxP+5C9THq6//p6vbwU73nVSUmKxEG2L69wpdokgxO4q+qmhVYP9ksZ6/j2GPh9NNN8i3eeylN0/fkwq0GhdclluMFikfYsizty/hdHbmq9+CGPAEjJ1uvbAC/2g3m8ts7uGWXQCwo6MWYMasYMGA85eURyss3UljYX+uhLi6WW3N9+hysDGrp+mLlvuIWCUm+gzuM+L7OsRoa3tKej1sXCPtv52YJ19Y+quw44qWhISP+2tpFNDS87rtUuqrqOh5++AAOPrg/L74IAwfCwoXQcsokKK1O2T5GzDWDQGf53RWJy4lc0Z3wi7wLArn14rYsBv/aDU6olu3OuaxdeypNTWulAt9uy/MBA8bT3LweIVIbgupeB5UvVqX+tXXrsvhf0WgEM/ElgYKCnh2+76h1FWhr+5ry8oiyIES/+eQbFBauUZI5JBqxOvOLrflbHUecBTAlJXv67sTszOdWlTE/+NJwrvyola2tMKBhJHu8Mp/VH40H4Je/3Mk99/SkrAx+c03K7kkI4uu0XBSWlRxHx89oEbOfHF0/8+kM4veaR7ZfPt3eAlZZL85+cU4r2Jkm1afPwb6Oq9IYds7F6lwrE/h2y6mVLcUbGz9QWnJ+UtDsAurWkt4wiiktnRDfxiwwSS7LtmvkJtBOVdUVmvNJdXPYreRYrIny8ohr6prXi9N+DHt7H+u6W9cQtmiN6ZVFsk/fVk7bvQe8fjnb7/qA1R+Np7S0hitnn8DwX/XikMe8/dLGNUZagSbVvrU7al2/CzIm4JnnayEMcvSaR7at5m5vAautl9ROyW4J+/aHPGgVl5tbIxbbifW+tFvpsoo1VTqZ3Zp2s7zt+6isPq9WOmYWhjMIJD+3+vrnk8atrDyZnj33TJmPpRNsn4/Taq+oOJQxY973bB+1du0UamtTG2taxxg+/MqU9j72awilWFV+VvDSKku2Q7Z6ikYjrF59PNu3f0DVhoN48aYHYf0Y2oGf/GQhM2deQv/+W9nZDo98nrkIfrp+Yfv+QTIhVNapNVbNpTVac8y2FZsOur0FrLJenL5SncIKtzF1Kq683RqJFDK3qjjV8c1KMLk/NYy8aPs8+vYdE//c3k3C3uU4flaxJofV+Qb19f8ndRNs25bs5nC+BFpaIlKL2on6elWQMtEOSubntlYkzqacfpqHVlfPob5+FfPnX8XZZ6/g0/Vj+MY3q7nhLz/m8svPon9/U5ymwIAzhnueSk4giAUe1Lq2Ixes2HTQ7S1gP1VQuo0pg8oRelnRyUhY6U4ry0tbQWbZqrpPqOBG2NFopCP9LPG5V+eGZKszRiy2g/LyCNXV18bnbRjFDByY7OaQkV5t7aOMGHGja1qZqhGoNR/T7eCWwdGe5IvXbR4ajUZY/O8PuHXuKr78ch8MI8bkybdz1tQ/0qf3jqT9igtg//65m0KVSXSXc+72BKyLdERq3MasrDwZuDDlO79BPr/ugkhkAY2N73PAAc/G8239nJ9F8rJAYGXlFFTiP27E7TcYqr5Gpl95330XSr5Lnr9MiU3vure5vlRkLqfGRpg5cx1/+9vrCFHAt761lssum8oBB7xNSwye+wpuT1WaTJ5bR+DMD0HZ84G7C7F1FeQJWBNhVmvZx2xoeAO7P9HC2LErpX7KgoJelJSMoLk5ucjCv7ugJSnqrzo/r0II2apAnoNsiv+oVgey3nNmMYu8Q/XIkXfHxzJlJg/F7nPWsYJBvlrRlcd0K/Rw/h7//jdMn97Gl19OpEePVk455XpOO+16iovNjBDL2g0b6fhH3bIgvFBAATGJz1+VtxwUshdKtvUd/CBPwBrwCjilM6bdn2gfy60vWWnpBMaN0y+fdWsaWVOzkLKyGcrz824+ap7Dxo33UlZ2NsXFg23dpRMwjJ4p4j92pBMMNfUWnAG/VCtYt6pOl5StuYwevTglAGeJHdXXw8UXwyOPABQycmQFl112FnvtZWpQtMRgccTb8rXgZcFa5GMFuKxuwn6hIjHdsWTk6/Z5mMjl0mMn8gSsAb8ZAv7HTB0r3b5kdjgJxekPNnuvpZ6fW6ZF6jkIVq4sZ9CgX0v9skLsdG3L5BYMdfOpq2QmITm7wpqvlw9fRdLOOSxdujSuBWHPV7YQi7Uzb94L3HDDNOrqoGdPmD79Vo477jJ69Ej8rk7L12/LIFW5cbok5Kb7oMpc8As3fYl0oXMN083iCAN5AtZAJrRpk4M2bXELsl+/0UnVcMkwGDJkiqtv0++xE9kRyQ+yEC3U17+gdLvIAk+xWBP19c8pfai1tYsYMeLPUuszaODSkpmUHdPKrrB83PYOy860sETHEb1Aqx0NDa8lHb++fii33XYPb7xxPADjx5viOXvv/Tvgdxnzw+oWY6TTFy5MksolnYZsWc3dPg1NB+lo08ogX26LuEShOqVJUFv7aFpyjfKxCzF18xPlz/36jaO9fYeyMEM1x/Z2s7KtrGwmqe/39rQ1F+zwzj5I1pRwdli2oKNX7IYBA8YDBZSVnUtVlWDq1AhvvHE8/frBvfea4ul7761/XkH9tl1p6Z2HiTwBZwGq5XZTUyXRaI1HBoS8ciy9YyfE5S2XRGPjuxKrX0dXQVBVNYuvv34bWYNSdf6tf3jpcdjT4pLF6WNx8SC7H1ulV+wGa/+NG4dz6qknMHUqNDTAscfCmjVwzjlQ4PMpc3aI2NWQLYH2sBtvhoE8AWcIbgIudovatBQtbcHCuPSlW3mz07fp5/hOa95ZGJEoNoDUNkkt8UKIsWNXdsy9CCdqaxd1BNx+nPJdLLYjbcF1CzpFNJa6XKo4fUu8W4fdF6/bDcTChg3X8eST5zF16kdUVBzBwIHbeewxeP552GOPUE6zSyJsnd9dFXkfcIagG/AxrS8rKNOaUlAhK3G1+zbTOb61ncqKtOeyWkUa9kII08qVyXFaroZXUr5RNQMNAi8XkOXbNUnUeY4xtm59hWj0C08XhmquK1du4rTTplBZeTgARxzxNy68cBZHH/0eZrPvcBB24CuM7cIqI9aFM0iWC37jMJAn4AxAt6ihunpOiuiPk6CCZGD4KapwF5JpYePGexk0aLJ0vLFjVypzZuvrX0Cu/SBvBpoJWC+h3r33xTCKk87TMIo7gnfeLgwnWlrg4YeH89hjpbS2DmbQoP/yu9/N5HvfewHDKPZ8wfgl1DACX05XhmoOpUWlbPnDlpTPnUi3jNgvgdbuqGXo3KFpX4swX2ZhQIuADVPyajuy9aaJZ4UQkxXf5TQsK2mvve7g008v0O684AY/so6pFmQyQQXJwPAjUONd/ixYs+bXyvNRWaHLlx8iLfXVFZRPF/aXkCrLo7l5g/LlM2zYudLfbPlyOOssWL16TwB+/vN5zJhxOX37fh0f1+sFk6l0Jz/koprD0qVL055HpqxT+7kFTWHLtQINXQu4CDhL8vnvgEMBb6dkjsKyktyUwvzAT9HG6NGLeeedPUno45pZCPvs8xArV05gv/2e8E1WbgI1XulrKmu4vX1r/P91i1DGjl2ZlCvrnKOfNkNBYH8JGUaRlh6y3d3jPMemJvjTn+DWWyEWg2HDmnnssV5MnHgOcE7o83dLKVPlrOYauWQSqnN1c43kIrSCcEKIHUKIRfZ/wGhM8r1ECBE8MTWLSLaSTJWrjRvnpdEp119nYXlwyMxCcOr86nRlUHWFALTS16wAXXn5RhKBwVToZgjI5h2NRlixYkygbhG60G+ZlAxVF5QlS+DAA+Hmm83tLrsMHnxwOZJ3S2hws+4yHcRSdSPOVGdiUBeU+IUzg8ReTj1p2aT4/LOVieGE7ywIw8SdwKXAeUKIW8KfVudAHoCKBWoZbsGPy0DWuVglG+nVG836fsuWF5QCNTLhdhmpb9gwCzclMD9FKM55V1XNorU1Aoi0WtDLiN36W79lUvJ4TtL+9NOnmTatiSOOgKoqk4TffRduugl69sx8Sa0bnIQYJqGESfB+0un8WqmqF4X9WoQheZlJ+ArCGYZRANyH6Y6Yalm+hmGUAHcBRwKDgQhwpxDiznCnGx7ckvibmtbQ2Pgh/fqN9j2uV9ns6tWmq/yAA56Vtg0SQqTIRtplGmXLf1lXCBAp2RMy4XZnpoRTStKCblujZNQnzdvUnEiMnU5GhHPu9r91WibJxrOT9ltv/Yxbb53H5s29KSqCq66Cyy+H4tSenjkBHULxylzIFHQr9PxmTuQ6uepAm4ANw+gBPAycBJwmhHjcMU4NZuJnFaZ74t+GYdQKIZ4Mcb6hwSuJv7LyRIqLh4Tqp6yunkNjo9mocv36C9i8+Sms4JC1TLb+3/pvTc1C2tp2uAb1ZEtns/eaOntClSkRpgYFPJI0r8rKkxxjt/oSNbIHTFOJPfH3uHFVlJQMTQoqOlsmOWGR9tatg7nrrtv5z3/+F4ADDviQJ54YzX77+Tx1F2SrT1m2CCus3nC56sdNB1ouCMMwioC/A78GTnKQr+UjvkoI8akQIiaEWAX8E/hB6DMOCV56u83N60L1UyaqsUxs3vwPZJF5WfVZXd0iZYGAKui3bdtrkrESJKryd5qZGanwm71gNuX8V9K8mpvXpWxnWcGy/Z3uEXvA1Nm41HkufnrcARx22Eq++kowfXod//nP/9K7N9x2G6xaFS75Qnr91LoSdAjTT0eLXTHI6GkBd7gXngKOAiYLITxrSTsI+4fA3LRnmCHodZ8QoYmvywJuqZCpiKW+JOyWrCro5yZZ6ZapEVaKmGlJ6/hJ5XnBThdDasCU+Nydf9fULOzQsdDLn/7yS7NkePFi8++jjoL774c999Q9W33o+mozqRSWaaQTUHM7b8s90ZX0fr2g44J4BPgZ8BBQahjGaY7v/ymE+Nrx2V1AY8e+OQ3zwX4kcDWU7jGStQgSMAsEjmHixOek+7rp0EL6ecKJfcIRmbeg0oJwQmZZy9wjXi4jO2KxNmlPOed1icXgvvtM325jIwwcCLfcAmeeCUaGCq10SdW5nUU6bj5S4xojMDnlSmWZTrWbVZSxK8CVgA3DMIBjOv48s+OfHTGgn2OfW4By4Ajhp6dOlmBWozUzZMgUNm16QqurbZBjqKxf8xK9SEVFebw9kB1eFqmuxWrPvQ1bXlM1L1UesBdkrYnq6v7u6jJKRislJbvzgx9sUm7xyScwbRq8/rr59/HHw913Q1mZ7+l2CixhdVWnCft23QHZ8KFnAq4ELIQQgHajFMMwbsPMhDhCCLE5zbllHE4lLJVLPF3r0LQG3ay35PZAXlAVMljtzsFIIXP7kr4zKtGCQuYeMX8b955r9iIKqxuFDG1tppU7ezbs3AlDhpjEe8IJ3nNLCZ51JFV05pI4Riywnm+23BqdXf7bldwToWlBGIZxB3AEMEkIoTY9cghOJSxV7mu61qGd8Nz6jela2iqhHTPL4l3AzLfdufMz9tvvCUwd4XAbitoRZmWbujVRMpy/iU7596pVMHUqvP9+xwcHPUTt0Rfzq9VbYbU3kXaVtCeVZkK2xGy6EiF2NkIhYMMwhgO/BaLAZ0bCgfa6EOIY5Y5ZhJeYt27eqx/yiUYjFBb2V+bp6ljaqvQxZ5aFZTU6U9J0j+GHUIN0kVDBuxt0EcXFg5K0LbzKv3fuhDlz4C9/gfZ2YEA1/Pxs2OulpJHtRKqbuxomdC1br22y+UJIV0UtE/PJ5dLkUAhYCPE5kBtefE3oinnrjKNLPvZthRApSmg6/maVpZfqZzbHVuUWex1D95x0lNf8ELosIJf8omrt0LZI9JdzCypu2nQ306bBxx+bgbXf/hbu7HsAlKQ2DoWE9RgGifkl8TCtUmdALlMvFK8moE5i9bOKcCNP3XOxHztoTCKT6LaC7Lpi3m4aDE7ycSurTd52QYe1mhqYc9NZUFl6jY0fKLMshIhKc4u9jqHblkeVT+zcxq2MWnd8O2prF8XnJvstm5qKuOqqH/DDH5rku88+ZsDtjjtQki+QQiDpwI0kOqPbhf34YZOvNX+L4DLhnnHqOtiPqbJgc8Wy1UW31QPWDUS5WYNVVbOIxUwlM9XS3rL+Skr2jBNJLKZeYrtZ3ipLzyxEUOUYC2QFH1ZnC7dj6OoOu1nXfrSJ5eOrUgQTc7P/lkPnDqX2g4Pg+fuhYTgUtMIP/sKWY+bz/e9/rnXc7oZ0mnRmC7uKXzljFrBhGOcbhrHCMIyoYRgPOb470jCMjw3DaDIMY0mHDznrkAm8qKxB87vHsJcS19SkKm6ZBP56UjWbaammWnV9+hxMeflGCgv7Sy1PVfpYc/MG6XgWDKOYYcPOtbVAKqBfv8NSLHu/1WM6ym86FrIKVorgsGHnprROAlLmtmUL1C76Myz6t0m+ZRUwfSwceRV1LV9oH9cvglhdOqpiu3JfOBm8hHV2RWTSBbERuA5YYP/QMIxBwDPAVcBuwArgiQzOQxvOpbIbeZgtd5zdLJIVtxIELlK2tZMiLEnqX6Zarqu6M0+Y0Bz/f1kfOXtzSnvanbPU2o+UJugUgdRLCH1BCunLXDzOl19VVarMpn1uTz0F++4LfHAmFDbDUb+HaeOg7IOUeae7TBWzBUsmLElZhucRPnItwyRsZIyAhRDPCCGeA5xtESYDa4QQ/xBC7ASuBg4yDGOfTM1FB84HvrHxA1drUN7dN5a0tHcL9DldDdFohIqK71JT478tuh0qkk40p7Sn3SVLQvot0Bg9enHcKi0o6EV5eSR+LBOPpJy/8yWleuE4X36qyrYNGz5h8mT49a+hrg4YvgzOOQh+8FfoIU8rTIcws+Vj7Gq+TRV2lfMIC4ZZa5HBAxjGdcDuQogzO/6+HSgWQsy0bbMamC2EeNqx7wxgBsDgwYPHPPlkJoXVbgUWY5bPFgK7A/8luZy2EDgWOB04BXD6Jq3vL8J87zi3KQH+hmn4J7B9+3b69p2PqV9kYFrM9rEs1APXArNTxvCGbD7OOfuF85olj9PefhY9enwm2e/bwELHnOzXxvvaCQEvvjiUe+/9Dtu3F9G7dxtnn13Frf32gQL5PW1vSz75rclsbd0q3U4F+/7mb9bXdfsgx7BQWlTKM997Rvn9pGWTfI2hmou1jZ+5yubmtb/b+XidS1jt5HV+s7AwadKkCiHEYV7bZYOAHwQ2CSFm2bZ5E5gvhHhINc6oUaPEunWpalphQNZ5OEGEyejT52D69y9XiPeYluC4cVVUV1+bso0qt3jp0qcxjFOxtyayj2UFrczOxPMoLh6q7PGmglpwKPU4OpBdM+c4VtqPUxbS3mnZ63ML9u8/+wxmzIBXOpou//SnMG+e2Qbeza8q86X6CT7Z9/eb0uRnXjq5sl5pZUH9xrvdsJuUSHXzdP1ef6993Pbzi85MQzMMQ4uAs5EFsZ3U8ub+mOI9WYHMVeDWR2z58kM8xXv8LecfkWYxOPV7zSwlSAYAACAASURBVFQzod3jzQ737sf+S629BH1MOcoLaWx8ROrKsTR8ZRkUqmu3Zcs73H47/OEPZo+2b3wDbr8dTjklc+I52YBbSpduPq+T1HQJ9JnvPSMlKav7hBPpFFBko9gl15ANAl4DTLH+MAyjD/Cdjs+zAh2ytBcTWD5ON6Uye2qUWyGCpZurkqJM1u9NkHRt7aOMGHGjttVqzefddw+guTn5Ugcptfa6ZqYc5UdJWr0WYrGdVFaeKP28quoKaYpgZaVZRvyOqWfPySeb5PvNb/qadlpIIbUVeuTjFsn36xMNSljpEl0YL4Ugc9rVfcYZI2DDMAo7xu8B9DAMoyems/BZ4K+GYZwA/B/wJ+BDIcTHmZqLF3RygmX5wOnkElukXFg4BKdfViY0k1po0e7bCgYYOHB8BwEXALGArYa8Wy9Z2R+ylvAgOlLnnEEyQX19coPtlhazhHjOHGhthWHD4N574Re/8DXdjMCr6su+nQq7QgZFJqzY7pJ6l8k0tCuBZmAWcFrH/1/ZIdRzAnA9sBUYB5ycwXmkDVmGhFuHYrd9nU02t2z5Z8o+cqGZVBeFTqdje5pXsl6ElWHgnuurC1VTTMMoiqfb2XN5CwqK41kT9s9jsab4XJYvh8MOM9vBt7aaft/KSnfy9VshFaaFZRFyruaw5uKcujsyZgELIa7GTDGTffcKkNW0Mz9wpkStXXsqTU1rlX5Tu8tBlktsb7JpBd7cAmHbtqV2Tzbh7bt16k94+ZqDwjpOVdUsNm16Ism3u3HjPMrKzmbjxnkuOhaJzz/++M8sWnQbt9xiiqZ/5zswfz5M8g78+7Yo/TaC9IMgZc3pEKRORVs2fa67YkeLdNFttSB0IasOM1vgqHN17WQkCzRt2OBeVODEwIHjlfNz893are9IZEE8x9iJdOU2nQUeqbnPMSorT1TqWNg/X7mynGOP/S1zO5pZXXopfPihHvnuCugOQanucI66yBOwB8xyWJVOcCppepGRs8lm4nO1K0DVKLN37/2VZcvW3BOWZWrDT6saz1n+7CZA5HUcaJdmWzQ3r3PRsYixfXt/br55Hr/73VK++uo7jBz5Fe+8A3/9K/TurTWNbg3LleLXpWJlN1j/Ji2bJHVVZMKFs6sI6qSDbivG4wZn+x6ZahnIxWdSyShVclIFlStAFfAy84LvU4oAJesdqy1fZ5AwiByl/bwsd8rbb5+NYSR3RnYev7l5A2+++WNuvXUemzf/D4WFLZx++hymTfsXY8cudz12V4dFNEGzCGSBKmtpr+v60FUxc3MZBJl/3h1hIk/AEtgJaPToxbz99h6ou2Uk576qyMgiaLeOGH5cAV4qY/Lc5tSMB6ugwhrHys/VVS9T5QObWhn/cr0WmzbBhRfC4493bPA/79B23FQWfrOShS/DkLfknR26KizCVGnndlWofiOdc8uUO0JZzKKZOthZyBOwA05ia2nZhIp8QZar695t2LJmLSt7r73uoKLicKAlpZeZW/6wl2ykbiGILMDop3uG6jj19S/gtLqt8fbe+27+9jeTfOvrgaIdcMQfYdydUJDYx05QYVpKYRcA+O21FsaxCyhwLYzI9U4QdnRmgUeu+Z/zBOzAhg0Jjd9YrI3Nm/+Rso0qd9ZP9ZtlZa9deyqJlLBkwrMH86z+blb7IS8dXp0cZXWAMTF3LytYdZzlyw+hrS1Zh0mIFj75ZAMXXwz/16FldNRR8Mr+B0Bptetcw3xwwn4IdTMprC4VQeAkJLeW7dacujJ0fqNdoZIuT8A2RKMR6uoSGr9uvl8ZqfppEW9Z2SrCw9ZI097fzZm2ldg3nHJiJ4KmqDnb0sdicP/9cO5FjYgoULINjr6YVw5Z2MWaWSUj05VsmSxI6Oo5wV2dfCFPwEnYsCFV41eGPn0ODtTa3XIp9Oy5p5L4LMKzN9K05uSllRBGOXHqfNJLUQNYvx6mTYPXXgPoB/s8Cz89D/pHfI/V2U0d7XAT48lWy/d04DbfMJprdsVr0tno1gTs9LFu2SLT+AVLGS2IapgdVneMhoY3UQf1zHZBO3dukJCsSc5ByF+GsMZxwrqu7e0XcdNNMHs27Nxp6jbUTfgV7Pd0YKs30769oL5TJ/mHEVzLpr/W0nhQvdR0fodMFrnsKujWBGwRYkXFoRx44IvEYsnNGgsKerHbbj9j8+angPQqxhobVxGJzEPWHQMKGTZsRnzcdevOpbl5fcoYOj7ZbMLe/66i4mtuumk06ztOY8oUuPlmGHTX0+6DZBnZ9J16WfGd7fMM41huL7RsEHSuBSG7LQHbBWNaWiJUVp4k9avag3BBCdAsbPg+Mn1hE21Jy/ywpSM7C9XVc9i06T0effRoHn98Pu3tReyxRzvz5/fg6KPTGzvMByfXMgR0/by5sJz3+xLweqG5uSmsoGVYL0UDI+eCk92WgJ0Vbs3NqWLvMhJ0EqBbqpiFTz65gFisKekzuztj6dKljB07Mf6djtxlriEajfDqq2v5y1/e54sv9sUwYhx//N1ceeUGDj30Ft/jZTL41BkPYbb8n5l+iWQigwS8szpk8HuNhdIAyh66JQEnrN/kLIchQ6aw774Pxf9+441B0lQqp1KZW9VYNBqhvv6plM91LNlM+WjDxvbtMHPmxzz22KsIUcAee3zMZZdN5cAD36JuK4y67VHWXbQJ0H9oggqK5woy4RN2g73IQ3asAgqIuXTO7opIpwAkV9AtCVil71Bbu4gRI/4cz7WV+YTtQTivajSwMitSkauWrF+89BJMn97GF19MoqCgjVNPvYHTT7+O4uIOlTcDjhm8Ob69F4m6WUJuD1bYll82sy2CwIt0Oot8c83HmuvolgSs1neQSyRakBVKuFWNJfKKkxFUBD0s2KvwPv30Alf3iQpbtsAll8BDDwEUsvfeK/n973/DXnslt4EvLoD9nQ2oQkIm3RQ6Uf4e1/SQElsBBbTPTn7Be/k67dt1NsG7+cT9+HyD/h5h5iN3tdzmbknAY8euVGoyWFapV66tqhqtrGxGnNTMtjyplna2rV97FZ6brrEFp5/76afhvPOgthZKSmDatNs5/vhL6OFoA7++EWa8b/7/jPe7tkvBjiDWpq5LIkyfpy7sc3PmN4e5nO+MLI5cCFT6QbckYDBJWNWV1/reDSoL2U5qKhnJoIUcYUBWheeV2XHN//sORw1u5vz5h/DAPXfB2hMAKNrzbT78VzkjR16IcY2/tvZd7UHJBcheWJn0d/q1Jt3yhiHYbx6mS6O0qDS0scJCtyVgLz0Fr+wGlYVs9UCrqVkoaSl/H8OGnSOxNutZuXJCIFeAX/gtY45GI4zfrZl//+tM/n7PLbC9FIob4Ue/p3XMfYwcuWsEdnYFXYGw4fd6ZOr6hSXW88z3nglrSqGh2wqyuxGR9b2V3SDD2LErmThRJP0rK5uJYRSljKXqC5fAI67HCgsyuUxzrmox+DfeuIc/XP4SN920kO3bSxl+0GI4d38YOw8KwvfBZiuIEzZ55HJvODtyPWjWVVTNgqLbErCbj9ebMFOhsqidTSqdXTTsbenDaI7pBjfxHWteVjeMpqYabr65gZ/9bBYr3/8R/ftv5g9/OJV75x5L6eAvMzbHmktrELNF/N+u0DUhk2Thdn28gmJituiyfvggUHX7yCa6rQvCzQe7bt25vjRxwV2Y3Nmk0u7qMAN1/o4VFO4VdonuGB98UM/UqU2sXGneqEcc8Tjnn38hpaWbaInBGcPh9k8T+2byhnYShErMvCsH9dJBdzxnN+gEKnPJeu62BKyCjtauDNu2vaYUJle5OhLdkdvi22/ceC9lZWfTr9/ocE8M78BiY2OE3/3uPh55pILW1hIGD67lwgun8/3vPx/fRpZWFuSGLgi4+NpVlqS5Vg69q0BHMzmXkCdgB+yC7BZ0LNOBA8fT3Lw2JcjmVk4sdwkI1q49hcMPX532uehi6Nyh1H6yO4P+/SCbv7gagGOOvZ9RJ8zmj7+JuBYlBEUmCgO6Up+xXJ9fkFVN/uXhH3kCdsCUpEz2ncnydu3FDJ98cjbbt3+ArCLOzepcvvwQqUugqamSaLSmUxTPmpqg9tmL4e1L2Cx6MGzYBi65ZDqHHrqEne2w2w0GW201K12B3IKmO2XSis6Wu0TH0k55wS7TH99P8YXbXPxe+3TJ3itlrrOQJ2AbnOXHTm0IO5KLGdZgxTP9+HEtcl669Djgnx1jxDCMok5RPFu6FKZPBz79PYbRzuRfz2XaWX+iZ89mwCwjdvp7u9pSXxe60ohitkh7aduZ11CHZNKZj59Vh9v3btc0ExWPuXIfd9ssCBmcGhG1tYukWQnRaISamgUktxSyAmnqlC4ZzCwIqxFn8hiNjR+wcuWE0DMjGhrgnHNg0iT49FPgmx8x66/lnH/uZXHyhcyWEbvBEpRx/sul6HW62NXOJ11Cy0S2S1dwiXRbC9hZaCFXSDOzGJxWsOm7lfeLA39WsJkF0SYdQ7dU2A9eeMEk36++gqIiuPJKmN06hhu3t3Kjj6WnHaolZGlRKVtbt7ru66cAonZHbVbb3FgPdFhzyBUrLBcQxB3gJZjUFTpydFsCthdaDB9+JRUVYzwV0iDZ+lVBV+vBLgovG8NeVZduF4xNm8w28I8/bv49bhw8+CDsvz/Mvkb9MtGB6uFZunQpJ6842dUH6ZeEshnldkt9C7uSrqupsWUDu0JGTLckYGehRXv7DlpaVA0iZQpocsLyq3Imy4KwxhBCxHUq0skPFsIk3QsugPp66N0brr8efvtb6NHD3CaTVmUmySLsVC6/1yGT/c/cyEU3gJSLJJ7unHa1kvFuScB24ovF2jravoPVfNMJuzW7bdtrqKxfvypnqmq8rVuXEY1u8J2L7MR//wszZ5puB4AjjzRbw48YkbydH6syF/xqfh9i3e27Sg6pGwHpEJTze6++bXboXBe3652u1RokWyKX8627HQGn6iE4u2Kcyb77LlTuP3DgeHbuXJ9EnH4tX8v/PHr0i/GWRHYJQFOlLbkppx8reMhNZdS9dhy8fBO09IeSbXD0JXz0g/9jxIjglk8m9Xf9wO0h9kOcsu27+hI/iHXoJkfphA6hBSXZTKTq+Tm3bKDbEbCbHgIIamsfZcSIG5WWppdOsO4c3NoY6RxDpda2fj3U3fM4fD7R/GCfZ+Gn50H/CHXJbelCg8riKS0qZcvELaEdJ2j1nB8EXd52l8KFzno57UpuBjd0OwJ200Mw0U5V1RVKK9heWKHTkNMJWRsjt2OoYJF4VdUsdu78jJEjn+Cee4bypz8BOydCn1r46fmw31OmZ6UDmagWUz0sXhkQ1jx0H7Zc7mnmJaTeVa3qXPQje6Ervdi6HQHbyU3VFaO+/vmUz2SoqppFQ8Nr0lQ1FeTKaEf40gO2k3ht7SI+/fQATj89yhorJfmgh+Hoi6G32vpUEUZY7Wl00dki42FC90H3Ezizj50LVmBXyjRQuciS7ltbqmUuvESyVohhGMZSwzB2GoaxveNfal/4DGPs2JWUl2+koKBn0uexWJNn8UNj4ypqax8B1AUbTqiEfuB+X3rAFom3tBSzYMFszjlnOWvWDGePPdp58UXg+DNdydcNTjlI61/NpTU5+dBlCl4yj0smLPH18FokrIuaS2syJsWZTQsxU3N3GzeXXyLZtoDPF0I8kM0J+O0QYWHNmpNsf8kLNnSPBa/g1lnZDovEP/poDHPnPsDnn+8HwPHH382VV27g0ENvgXddpyFFV1lqdpZ1nIlzTifnWRdelnNn/J5hZ1XY4XfuuV5tmG0CzjqCBNUaG1exc+cnSZ85Czb8HCvx/zrEfxN33PFXnnnmXIQoYI89Puayy6Zx4IFvUrcVdrvhVuW+bshlKyEMWA+/lxvFaUl1VoAxLFgE5afpp0qMx8taVcUTwnC16P4OXi+UXL9/DSGyk1pkGMZSYH/MENE64I9CiKWObWYAMwAGDx485sknn+zkWapwOvBfyedHA7N8jFMPnALYSbkE+BuwW8rWy5eXcvPN36C2dncKCto4+eSbmDLlWoqLTfnMlhgsjiSL57hhyYQl8f+ftGyS53Zu2/hBaVGpa3+uyW9N1grg+cWSCUt8nYNXKbX9+unO2b6PG1TjeV07Czq/p862utA9r6Dwcz66+3ntmw4mTZpUIYQ4zGu7bBLwOKASk31OBu4CDhZCbJBtP2rUKLFuXae7iZMQjUZYvXoyjY3vSL8vLBzED36wSXs8e1dmC1ZO8fDhV1JZeTInL6vkk0g7vHQzrPqNudHQ95l9xdlMHL0iZUx7K3gviNlCK7BmBTfCXP47AyZBkveDHDOT5wDe10j3museN8hYznm7zVn3+uvmiAe1ZIOqpen8HpmAYRhaBJy1IJwQ4l0hRKMQIiqEeBh4E/hptuZj9UJzBtPsn1dXz1GSL0BJye6+junm/rDSzPb6bDzcXWmSb4+dcNTlMH0c12xdkdQQdNIymLRMn3wt6Dxclh8tk/3ZuqILRKbapoMwzynT1ydsf3Emfuegft5cSFfLJR+wICljtXOhKo6w59tu2vSEcv8+fQ7Wyt+1I6EHnFyhE41GWLy4nNtue4LXXvuV+eG3XodfTINBn0hGyiyshyOoheK1fS48CEHQ2SLiecgRJM0PcqMrSVYI2DCMgcA4THd/G3ASMB64MBvzaWxcRSQyD6fymDPf1low+C099gMh4JZbXuaGG1ayfXspvXo1Mu7Ey1k6PPw28EGX42HnA3uN5RWoyUUrOVfKtp3o7JeAn3slnVLkIHntuYBsWcBFwHXAPkA78DHwSyFE55t3wNq1p2GJ8NgzEZLTxto7/gUXx/FCdTVMmxbl1VfPAODww1/k4ovPZsCgL/ngXZJaAzmhutEKKAi9giyXCE9XhSxshTQdreNcgReZpUtSsu3SfUnrCgZ5wX7eu92wW/w3s+uAZDPVMisELITYBIzNxrGdaGxcZetqkSDXsrIZDtGeZITZQr69He64A/7wB9ixo4T+/es5//wLOeqoxzAMpK3gnfC6gdINPmWzOi1dv6HdGvX7ILtpHYeVFeIHQV4kXufrJVjjdc0sMrMTWSYqJtO9B1UvzGwaFLnkA84KTOs3GVY3CrVoj38BHvXx4cILD4mXEf/oR/9m5szTKS1NZFPIWgPlyhLKDaVFpWz5QyJXNsgDpEOYfkg1SOlz2C4X3XPSsco6o2RZt3gi7HnkgoWaaXRrAo5GIx1dJ5IhRAvNzRuk1m+QYJsMra3wl7/AnDnQ0jKAsjK491447rijgbr4dp0lQB1GepQTYSzRdSwftwKLTGZoqOB1zDDJpKtoGMugmxboV2a0K6FbE3B19RwMo8hBtAUMG3ZOKK4FlVraihUwdSp8+KH597HHbmTRomEMHJg6hh/t23QtBdW+Ydz8mS4JzZaFlE6wrauUf3cFdIUVoQzdmoDl0pQxtm4N2J2SZNJ1prY1N8Ps2XDzzRCLmZ0p5s+HgoJPGDhwWHong5qsc6EePpcCd7kCnZdrtsk4UyuwTDQ4Na4xlEHnXCXobk3AlivBXpFmGMWUlk4IPGZq3rApsvP559dy7rnf4NNPoaAALr7YdD/07g1Ll6aOE+aNn0nyC7u6zA6dh1R27AIKaJ+d3GA1ky4KHQT9Pf3sEzSbQaUFERRuL3yZbkSY948q46d2R60ycyWb5NytCRjUEpFBUsycecOG0YMdO/ox776/8MLz3zA3Grya2HFTuaX/ezx2j9q6ySWL0S8BBoVqOe/XNSJ7CLNdaZfOcXRdTUEt5bCugU5edjat+We+90y+JVGuQSYRGYu1UVFxKGPGvO+LhJ15w2+9dTS33jqPTZv2oLCwhcLx17PzezdCoZnQmyskGyRopEO8pUWlgeeUS8i1ZH4tRbMOZNKFEVaxSa6Iz2cD3Z6A5X7gVlpaItp5vqZIz/Fs3/4BQrSwbdsg7rrrNl599VQA9tnnXX536VQqe67RVirrLGSiYssac6nMt9IFISOwbDd4zIbuRKbglsWSiUKiXEK3JWBnZ2L75+++O4JYbKeWK2Lo3KGcXFbLccOgXcCyJSdz55130NAwmJKSJqZO/SOTJ99Bjx4xjEb1fMLw+eZqoAFy28oJw8LN5YwGWYlvZ6U36kI1lxixnL530kW3JWA38R1nzzY3K7i1tZZjhsLmzf/Drbfey9tv/xyAQw55lUsvnc7eew/g8MXeb/Cw5AlzFRYJuT34zmqqzoLzeNYcnal+KeSlEazSlXLsLEK0jtGVXvZ+5prPgugCkHUmtovv+AnInba7weIXpvPA/X+lqak/xb230XLUJaw8ZAGnrgdxioDFmUsi74xW7UEx+a3JbF0mjzr7CYr5Jad0r4nX3IKQl9s5q5S8cqn4wM+LMZs+c2f2ix256BLrlgSssnL99odbs6aOJXP/w0cfTgTg+99/jpm/PZffbogkCedk8obMln9Mh1DCqr13274rWP/W9fBbwptLS28/hT/2z+wvz1zKb84VdDsCdrNydfvDtbXBrbfCVVcNJBqdyMCBdVxwwflMnPgPWgWc0ZYsnLMr3mhBCCWbyKZVFvR6ZLIyMQw4z8vPSiUX75FsoNsRsJuVa9d4WLfuXCKR+1LKkj/80CwjXrECoJgf/egRzjvvdwwYYIrOFBupwjl5ZA66fuNcfwn68X+naxlnisDTmVNY1n4QYfZsotsRsI6VG41GqKlZAMSIRBYwfPhVwFCuvx5uvNG0gPfYA+67D3763hReXiU/lh/rKp0bsDNvOl0rpzOtNKsjQq5mIYDe9ehsxTUZnAp20Dm/Zbrt6i0E7Y6RLXQ7AtZRMjOtZNOJK0QLzz23iGuuuZS1a83vzzvPJOJ+/WDIGvXS1s9NkM5yszOXc2EdSxWtDhpA0w3q6RC1l7si275ZnWPrzs95n+ZKoCqdLihdyb3R7QjYC3brt7m5Dw8+eB3PPHMBQsDIkfDAA/DDHya21yVZtwf/74f9Pe15B9U6SKcNTFC4EZgqhSjTuhj2z3XcGVYhRq74Y4Mim2Tl1Y05nW7HdiQ9G7bUwVxYHeUJ2AHL+l2x4ihuvvl+amr2pKCgjRkzXua2246mZ89g4wbVItAlH7fx0x0jLNgfKD8PkPWQdHWyy0MfYd2Lbi6zXLCU8wTswBdfrOKWW+bzr3+dBcBee63k978/i9GjW+nZ82jf46WbYB+G4HZnEVgmldFyFdl2R2Qb9t87F8uGc/23yROwDc88A+ec8yKbNg2gqGgnU6Zcw0knzaWoqIDS0mmBxsz1G6CrwEviMFvXOcwCilyt1tJFjFinVfXtKi++PAEDNTVw/vnw9NMAAzjggDe47LJpfOtb6wCzVXwY/d+84BUgyoWbzkuaMlOloF4Sh14lzunMQSkUsyw8i0+noMSL2HLh/gD5SylsUg5bRzhb6NYELAQ8/DCcde5WRHMpFDfCUZez+rB5TPlMMKSuc5z0k5ZNctUVkFUhZQte7gzLCgJ3xTC3KLffhzUMZTA3cvYTMMwkdCoC/V67zrK6M/FiyDWZ0CDotgRcXQ1nnw0vvQRQCnu9CD87BwZ+Ed/GIj7daGmuKUyB/5uxs7Ii3Mbt7JeNzPrMxd/SDXYr33k+btcz7MIP2bGCEKLOProiSukcI9PodgTc3g733ANXXAE7dsBuu8GWCafD6EWg+M26cnllOgSai+fTWejMcw+TCDIx73SLJLzmFJaeh1/LP9spaNDNCHjtWpg2Dd7qcOeeeCLccQcMnbcouxPLo1uiKwgJyZBpX7NuVaOfVYqYLbIuoi9DtyDg1la46Sa49lpoaYGyMtMK/uUvwztGLnQezhUkWUgdvm1Zo8w8uib+f3v3HyNHWcdx/P2545D22sM21EoQKSkkxoIUATEk0F5aNBhFLVb4A6KiILRgASFVolh+hEQDaLSYpqSAQmoAcxqgQMBYqpWYWExK0ggCUs0JFygtLYelYPr4x+zV5bK/d3afmdnPK9m0Ozu7+31mbr77zDPPPE8aXSNrabTfbhHO0AqfgJ9+Gi68MBlEB2DKJ+7lleHL+OLW3bA1ve8pwh9DLe22iWatf2geNVPzbGR/dbMNtAgXzDqhsAl4715YtQpuuQX274ejj4Y77oDFmy9I/bvSrP2Wn2Zl4UJQjN4X7YwDMHn9etuyj75oPUyaveDZzA01WRtDOa321lizpnRKIRPwpk1w0UXw/PPQ1wdXXZU0PwwOApub/7x6v9LtJsmNCzaycOHCA0mi2sDXzSaKyQPbZKWfaD2dOLjSGlu32R+BRqX5eVlrDku7ltvstsryrDGFSsB79sDKlbBmTfJ83jxYtw5OPbW9z222O1ozyv84a7V9tXJQTT7t79UxFVo9k0hrMJhu63YPjiwPAwrZbv4qTALesAEuuQRGR2FgAK69NnkcfHB631FpSpVWaxvlB/fMm2dWnDtt8ndnVaNjQMQas7cT227GwIyqUy51WpbOZNrpH19tvzdavixth1blPgG/9hpccQWsX588P+WUpNZ7/PGd/d7yea7aFetATlO9g6GPvkyPStWskdNG6nZparWWXC9h5e1MptZ+rzRHXKPlS2sQ95hym4BDgPvug8svhx07YMoUuOkmWLEC+vurv68Iv5pZMtGEUqkmM7nfZRoHSNZnvkhDGj9Unep10Knt3+wxmadZL2rJZQIeHYVly+Chh5Lnw8NJD4e5c+u/t9rti72k3V4GnbiK3mgbe55q0VkbpS0N3dz+tbZfFvd3K6IlYEkzgXXAp4AdwHdDCOtrvWf//mRGimuuSS64DQ3Brbcmk2SqxcpVjNO5tK8KN1vbqXdwxjqV68Yg3N2U5lCVlRS9b22zPX/yuD1i1oBvB94BZgPzgQ2StoYQtlVa+d13+1i0CCamrDr77ORutiOO6FK0KehEzbFTPTOykMBaldfYm03ORTgFT1Met0eUBCxpEDgHOC6EMA5sTbLr1AAAB1FJREFUlvQgcAHwnUrv2b59kJdeglmzYPVqWLq09VpvGtKcoLGRK+rdbOMcu3qM/uv7U500E/KV2LNca8qbPO33blMI3b8rRtKJwJ9CCFPLll0NLAghfK5s2cXAxcmzk04688yHWb78BQ499L+pxzS8abjqaxsXbGz7M2p9zvj4ONOmTWvoO/KkWrna2daNvLfefmj1u8u1us9ajQ2SH+qR00Zafn8j6pWr3eNkyVNLKlY2qpUtjeNyQjePs+Hh4adDCCfXWy9WE8Q0YM+kZbuB6eULQghrgbUARx750fD44x8EOnSXT40B0RseQanGZ8wenF31c7I4SlMaqparjW09e0v1dr4D763x+bU0sw9a3WfV4q+lm7cO1ytXQ9u/hp0LdzYVT7vfVy6Lx1msBDwODE1aNgS8We0NU6dmfyStPNwVlAXtXCzJ+3ZM65boWLq9/fO+v+uJlYD/Dhwk6dgQwvOlZScAFS/AdUMaV1CL/seSlk5vp1baHN3mazFEScAhhLckjQA3SPoGSS+IzwOnxYgHnDyLpJFBu7N2VpLHLlTWvpjd0JYBdwKvAq8Dl1brgmbWqiwl2VryEqelK1oCDiHsBFKck8LMLF+yO1CmmVnBOQGbmUXiBGxmFokTsJlZJE7AZmaROAGbmUXiBGxmFokTsJlZJE7AZmaROAGbmUXiBGxmFkmUGTFaIelN4LnYcXTIYSQTkxZNUcsFxS1bUcsF3S3bUSGEWfVWytO09M81MsVHHknaUsSyFbVcUNyyFbVckM2yuQnCzCwSJ2Azs0jylIDXxg6gg4patqKWC4pbtqKWCzJYttxchDMzK5o81YDNzArFCdjMLBInYDOzSHKTgCUdK+ltSffGjiVNks6T9DdJb0l6UdLpsWNql6Q5kh6RtEvSmKTVkvLU5/wASZdJ2iJpn6S7J722SNKzkv4jaaOkoyKF2bRq5ZL0SUlPSNop6TVJD0g6PGKoTau1z8rWuU5SkLS4y+G9R24SMHA78JfYQaRJ0pnAD4GvAdOBM4B/RA0qHT8HXgUOB+YDC4BlUSNq3cvATcCd5QslHQaMAN8HZgJbgPu6Hl3rKpYLmEHSW2AOcBTwJnBXVyNrX7WyASBpLrAUeKWbQVWSi1qJpPOAN4CngGMih5Om64EbQgh/Lj3/d8xgUnQ0sDqE8DYwJukxYF7kmFoSQhgBkHQy8KGyl5YA20IID5ReXwXskPSREMKzXQ+0SdXKFUJ4tHw9SauBTd2Nrj019tmE24GVJBWFqDJfA5Y0BNwAXBU7ljRJ6gdOBmZJekHSaOlUfUrs2FLwE+A8SVMlHQGcBTwWOaa0zQO2TjwJIbwFvEhOf2hqOAPYFjuItEhaCuwLITwSOxbIQQIGbgTWhRBGYweSstnAAPAl4HSSU/UTge/FDColfyBJRHuAUZLT899GjSh904Ddk5btJmlKKgRJHwOuA66JHUsaJE0HbgZWxI5lQqYTsKT5wGLgx7Fj6YC9pX9/FkJ4JYSwA7gN+EzEmNomqY+ktjsCDJKMQDWDpK27SMaBoUnLhkjaTHNP0jHAo8CKEMIfY8eTklXAPSGE7ZHjOCDTCRhYSHIx4F+SxoCrgXMk/TVmUGkIIewiqR2W34pYhNsSZwIfJmkD3hdCeJ3kIk6uf1gq2AacMPFE0iAwlwKcrpd6c/wOuDGEcE/seFK0CPhWqWfOGHAkcL+klbECynoCXkvyRz2/9FgDbAA+HTOoFN0FXC7pA5JmAFcCD0eOqS2lmvxLwKWSDpL0fuArwDNxI2tNqQyHAP1Av6RDSl3qfgMcJ+mc0uvXAc/k4QIcVC9Xqc3+9yQ/oGviRtmaGvtsEXAc/88nLwPfJLkoF0cIITcPklOIe2PHkWJ5BkiuxL4BjAE/BQ6JHVcK5ZoPPAnsIhkA+35gduy4WizLKpIzk/LHqtJri4FnSZqTngTmxI633XIBPyj9f7z8ETvetPbZpPW2A4tjxurBeMzMIsl6E4SZWWE5AZuZReIEbGYWiROwmVkkTsBmZpE4AZuZReIEbGYWiROwmVkkTsBmZpE4AVvhSTpY0julKWgqPUZix2i9KRczYpi1aQC4sMLyK4GPAw91NxyzhMeCsJ4k6UckA41/O4RwW+x4rDe5Bmw9RZJIRp1bDiwPIUSfF8x6l9uArWeUZutYSzJD89fLk6+kL0vaLGlc0vZYMVpvcQ3YekJpEtRfAOcC54cQfjVplV3AapK5+q7scnjWo5yArfAkDQDrgbOBc0Np2vJyIYQnSut+ocvhWQ9zArZCk/Q+4Ncks1csCSFsiByS2QFOwFZ0vwQ+C9wNzJB0/qTXHwwh7Ol6VGY4AVuBlXo8nFV6+tXSo9x+YHoXQzJ7DydgK6yQdHIfih2HWTVOwGYc6CUxUHqoNK15CCHsixuZFZkTsFniAuCusud7gX8Cc6JEYz3BtyKbmUXiO+HMzCJxAjYzi8QJ2MwsEidgM7NInIDNzCJxAjYzi8QJ2Mwskv8BcbLS8KGrTPsAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import gridspec\n", "\n", "axes = [-11.5, 14, -2, 23, -12, 15]\n", "\n", "x2s = np.linspace(axes[2], axes[3], 10)\n", "x3s = np.linspace(axes[4], axes[5], 10)\n", "x2, x3 = np.meshgrid(x2s, x3s)\n", "\n", "fig = plt.figure(figsize=(6, 5))\n", "ax = plt.subplot(111, projection='3d')\n", "\n", "positive_class = X[:, 0] > 5\n", "X_pos = X[positive_class]\n", "X_neg = X[~positive_class]\n", "ax.view_init(10, -70)\n", "ax.plot(X_neg[:, 0], X_neg[:, 1], X_neg[:, 2], \"y^\")\n", "ax.plot_wireframe(5, x2, x3, alpha=0.5)\n", "ax.plot(X_pos[:, 0], X_pos[:, 1], X_pos[:, 2], \"gs\")\n", "ax.set_xlabel(\"$x_1$\", fontsize=18)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "save_fig(\"manifold_decision_boundary_plot1\")\n", "plt.show()\n", "\n", "fig = plt.figure(figsize=(5, 4))\n", "ax = plt.subplot(111)\n", "\n", "plt.plot(t[positive_class], X[positive_class, 1], \"gs\")\n", "plt.plot(t[~positive_class], X[~positive_class, 1], \"y^\")\n", "plt.axis([4, 15, axes[2], axes[3]])\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)\n", "\n", "save_fig(\"manifold_decision_boundary_plot2\")\n", "plt.show()\n", "\n", "fig = plt.figure(figsize=(6, 5))\n", "ax = plt.subplot(111, projection='3d')\n", "\n", "positive_class = 2 * (t[:] - 4) > X[:, 1]\n", "X_pos = X[positive_class]\n", "X_neg = X[~positive_class]\n", "ax.view_init(10, -70)\n", "ax.plot(X_neg[:, 0], X_neg[:, 1], X_neg[:, 2], \"y^\")\n", "ax.plot(X_pos[:, 0], X_pos[:, 1], X_pos[:, 2], \"gs\")\n", "ax.set_xlabel(\"$x_1$\", fontsize=18)\n", "ax.set_ylabel(\"$x_2$\", fontsize=18)\n", "ax.set_zlabel(\"$x_3$\", fontsize=18)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "\n", "save_fig(\"manifold_decision_boundary_plot3\")\n", "plt.show()\n", "\n", "fig = plt.figure(figsize=(5, 4))\n", "ax = plt.subplot(111)\n", "\n", "plt.plot(t[positive_class], X[positive_class, 1], \"gs\")\n", "plt.plot(t[~positive_class], X[~positive_class, 1], \"y^\")\n", "plt.plot([4, 15], [0, 22], \"b-\", linewidth=2)\n", "plt.axis([4, 15, axes[2], axes[3]])\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)\n", "\n", "save_fig(\"manifold_decision_boundary_plot4\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# PCA" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure pca_best_projection\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "angle = np.pi / 5\n", "stretch = 5\n", "m = 200\n", "\n", "np.random.seed(3)\n", "X = np.random.randn(m, 2) / 10\n", "X = X.dot(np.array([[stretch, 0],[0, 1]])) # stretch\n", "X = X.dot([[np.cos(angle), np.sin(angle)], [-np.sin(angle), np.cos(angle)]]) # rotate\n", "\n", "u1 = np.array([np.cos(angle), np.sin(angle)])\n", "u2 = np.array([np.cos(angle - 2 * np.pi/6), np.sin(angle - 2 * np.pi/6)])\n", "u3 = np.array([np.cos(angle - np.pi/2), np.sin(angle - np.pi/2)])\n", "\n", "X_proj1 = X.dot(u1.reshape(-1, 1))\n", "X_proj2 = X.dot(u2.reshape(-1, 1))\n", "X_proj3 = X.dot(u3.reshape(-1, 1))\n", "\n", "plt.figure(figsize=(8,4))\n", "plt.subplot2grid((3,2), (0, 0), rowspan=3)\n", "plt.plot([-1.4, 1.4], [-1.4*u1[1]/u1[0], 1.4*u1[1]/u1[0]], \"k-\", linewidth=1)\n", "plt.plot([-1.4, 1.4], [-1.4*u2[1]/u2[0], 1.4*u2[1]/u2[0]], \"k--\", linewidth=1)\n", "plt.plot([-1.4, 1.4], [-1.4*u3[1]/u3[0], 1.4*u3[1]/u3[0]], \"k:\", linewidth=2)\n", "plt.plot(X[:, 0], X[:, 1], \"bo\", alpha=0.5)\n", "plt.axis([-1.4, 1.4, -1.4, 1.4])\n", "plt.arrow(0, 0, u1[0], u1[1], head_width=0.1, linewidth=5, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n", "plt.arrow(0, 0, u3[0], u3[1], head_width=0.1, linewidth=5, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n", "plt.text(u1[0] + 0.1, u1[1] - 0.05, r\"$\\mathbf{c_1}$\", fontsize=22)\n", "plt.text(u3[0] + 0.1, u3[1], r\"$\\mathbf{c_2}$\", fontsize=22)\n", "plt.xlabel(\"$x_1$\", fontsize=18)\n", "plt.ylabel(\"$x_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)\n", "\n", "plt.subplot2grid((3,2), (0, 1))\n", "plt.plot([-2, 2], [0, 0], \"k-\", linewidth=1)\n", "plt.plot(X_proj1[:, 0], np.zeros(m), \"bo\", alpha=0.3)\n", "plt.gca().get_yaxis().set_ticks([])\n", "plt.gca().get_xaxis().set_ticklabels([])\n", "plt.axis([-2, 2, -1, 1])\n", "plt.grid(True)\n", "\n", "plt.subplot2grid((3,2), (1, 1))\n", "plt.plot([-2, 2], [0, 0], \"k--\", linewidth=1)\n", "plt.plot(X_proj2[:, 0], np.zeros(m), \"bo\", alpha=0.3)\n", "plt.gca().get_yaxis().set_ticks([])\n", "plt.gca().get_xaxis().set_ticklabels([])\n", "plt.axis([-2, 2, -1, 1])\n", "plt.grid(True)\n", "\n", "plt.subplot2grid((3,2), (2, 1))\n", "plt.plot([-2, 2], [0, 0], \"k:\", linewidth=2)\n", "plt.plot(X_proj3[:, 0], np.zeros(m), \"bo\", alpha=0.3)\n", "plt.gca().get_yaxis().set_ticks([])\n", "plt.axis([-2, 2, -1, 1])\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.grid(True)\n", "\n", "save_fig(\"pca_best_projection\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# MNIST compression" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "from six.moves import urllib\n", "try:\n", " from sklearn.datasets import fetch_openml\n", " mnist = fetch_openml('mnist_784', version=1)\n", " mnist.target = mnist.target.astype(np.int64)\n", "except ImportError:\n", " from sklearn.datasets import fetch_mldata\n", " mnist = fetch_mldata('MNIST original')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "X = mnist[\"data\"]\n", "y = mnist[\"target\"]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "pca = PCA()\n", "pca.fit(X_train)\n", "cumsum = np.cumsum(pca.explained_variance_ratio_)\n", "d = np.argmax(cumsum >= 0.95) + 1" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "154" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components=0.95)\n", "X_reduced = pca.fit_transform(X_train)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "154" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.n_components_" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9504334914295708" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(pca.explained_variance_ratio_)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components = 154)\n", "X_reduced = pca.fit_transform(X_train)\n", "X_recovered = pca.inverse_transform(X_reduced)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "def plot_digits(instances, images_per_row=5, **options):\n", " size = 28\n", " images_per_row = min(len(instances), images_per_row)\n", " images = [instance.reshape(size,size) for instance in instances]\n", " n_rows = (len(instances) - 1) // images_per_row + 1\n", " row_images = []\n", " n_empty = n_rows * images_per_row - len(instances)\n", " images.append(np.zeros((size, size * n_empty)))\n", " for row in range(n_rows):\n", " rimages = images[row * images_per_row : (row + 1) * images_per_row]\n", " row_images.append(np.concatenate(rimages, axis=1))\n", " image = np.concatenate(row_images, axis=0)\n", " plt.imshow(image, cmap = mpl.cm.binary, **options)\n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure mnist_compression_plot\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 4))\n", "plt.subplot(121)\n", "plot_digits(X_train[::2100])\n", "plt.title(\"Original\", fontsize=16)\n", "plt.subplot(122)\n", "plot_digits(X_recovered[::2100])\n", "plt.title(\"Compressed\", fontsize=16)\n", "\n", "save_fig(\"mnist_compression_plot\")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "X_reduced_pca = X_reduced" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Incremental PCA" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...................................................................................................." ] } ], "source": [ "from sklearn.decomposition import IncrementalPCA\n", "\n", "n_batches = 100\n", "inc_pca = IncrementalPCA(n_components=154)\n", "for X_batch in np.array_split(X_train, n_batches):\n", " print(\".\", end=\"\") # not shown in the book\n", " inc_pca.partial_fit(X_batch)\n", "\n", "X_reduced = inc_pca.transform(X_train)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "X_recovered_inc_pca = inc_pca.inverse_transform(X_reduced)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 4))\n", "plt.subplot(121)\n", "plot_digits(X_train[::2100])\n", "plt.subplot(122)\n", "plot_digits(X_recovered_inc_pca[::2100])\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "X_reduced_inc_pca = X_reduced" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compare the results of transforming MNIST using regular PCA and incremental PCA. First, the means are equal: " ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(pca.mean_, inc_pca.mean_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But the results are not exactly identical. Incremental PCA gives a very good approximate solution, but it's not perfect:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(X_reduced_pca, X_reduced_inc_pca)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using `memmap()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create the `memmap()` structure and copy the MNIST data into it. This would typically be done by a first program:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "filename = \"my_mnist.data\"\n", "m, n = X_train.shape\n", "\n", "X_mm = np.memmap(filename, dtype='float32', mode='write', shape=(m, n))\n", "X_mm[:] = X_train" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now deleting the `memmap()` object will trigger its Python finalizer, which ensures that the data is saved to disk." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "del X_mm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, another program would load the data and use it for training:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IncrementalPCA(batch_size=525, copy=True, n_components=154, whiten=False)" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_mm = np.memmap(filename, dtype=\"float32\", mode=\"readonly\", shape=(m, n))\n", "\n", "batch_size = m // n_batches\n", "inc_pca = IncrementalPCA(n_components=154, batch_size=batch_size)\n", "inc_pca.fit(X_mm)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "rnd_pca = PCA(n_components=154, svd_solver=\"randomized\", random_state=42)\n", "X_reduced = rnd_pca.fit_transform(X_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Time complexity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's time regular PCA against Incremental PCA and Randomized PCA, for various number of principal components:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_components = 2\n", " PCA: 1.8 seconds\n", " IncrementalPCA: 13.8 seconds\n", " PCA: 1.7 seconds\n", "n_components = 10\n", " PCA: 2.3 seconds\n", " IncrementalPCA: 14.3 seconds\n", " PCA: 2.3 seconds\n", "n_components = 154\n", " PCA: 4.3 seconds\n", " IncrementalPCA: 23.0 seconds\n", " PCA: 5.3 seconds\n" ] } ], "source": [ "import time\n", "\n", "for n_components in (2, 10, 154):\n", " print(\"n_components =\", n_components)\n", " regular_pca = PCA(n_components=n_components)\n", " inc_pca = IncrementalPCA(n_components=n_components, batch_size=500)\n", " rnd_pca = PCA(n_components=n_components, random_state=42, svd_solver=\"randomized\")\n", "\n", " for pca in (regular_pca, inc_pca, rnd_pca):\n", " t1 = time.time()\n", " pca.fit(X_train)\n", " t2 = time.time()\n", " print(\" {}: {:.1f} seconds\".format(pca.__class__.__name__, t2 - t1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's compare PCA and Randomized PCA for datasets of different sizes (number of instances):" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'PCA and Randomized PCA time complexity ')" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "times_rpca = []\n", "times_pca = []\n", "sizes = [1000, 10000, 20000, 30000, 40000, 50000, 70000, 100000, 200000, 500000]\n", "for n_samples in sizes:\n", " X = np.random.randn(n_samples, 5)\n", " pca = PCA(n_components = 2, svd_solver=\"randomized\", random_state=42)\n", " t1 = time.time()\n", " pca.fit(X)\n", " t2 = time.time()\n", " times_rpca.append(t2 - t1)\n", " pca = PCA(n_components = 2)\n", " t1 = time.time()\n", " pca.fit(X)\n", " t2 = time.time()\n", " times_pca.append(t2 - t1)\n", "\n", "plt.plot(sizes, times_rpca, \"b-o\", label=\"RPCA\")\n", "plt.plot(sizes, times_pca, \"r-s\", label=\"PCA\")\n", "plt.xlabel(\"n_samples\")\n", "plt.ylabel(\"Training time\")\n", "plt.legend(loc=\"upper left\")\n", "plt.title(\"PCA and Randomized PCA time complexity \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now let's compare their performance on datasets of 2,000 instances with various numbers of features:" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'PCA and Randomized PCA time complexity ')" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "times_rpca = []\n", "times_pca = []\n", "sizes = [1000, 2000, 3000, 4000, 5000, 6000]\n", "for n_features in sizes:\n", " X = np.random.randn(2000, n_features)\n", " pca = PCA(n_components = 2, random_state=42, svd_solver=\"randomized\")\n", " t1 = time.time()\n", " pca.fit(X)\n", " t2 = time.time()\n", " times_rpca.append(t2 - t1)\n", " pca = PCA(n_components = 2)\n", " t1 = time.time()\n", " pca.fit(X)\n", " t2 = time.time()\n", " times_pca.append(t2 - t1)\n", "\n", "plt.plot(sizes, times_rpca, \"b-o\", label=\"RPCA\")\n", "plt.plot(sizes, times_pca, \"r-s\", label=\"PCA\")\n", "plt.xlabel(\"n_features\")\n", "plt.ylabel(\"Training time\")\n", "plt.legend(loc=\"upper left\")\n", "plt.title(\"PCA and Randomized PCA time complexity \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Kernel PCA" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import KernelPCA\n", "\n", "rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.04)\n", "X_reduced = rbf_pca.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure kernel_pca_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import KernelPCA\n", "\n", "lin_pca = KernelPCA(n_components = 2, kernel=\"linear\", fit_inverse_transform=True)\n", "rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.0433, fit_inverse_transform=True)\n", "sig_pca = KernelPCA(n_components = 2, kernel=\"sigmoid\", gamma=0.001, coef0=1, fit_inverse_transform=True)\n", "\n", "y = t > 6.9\n", "\n", "plt.figure(figsize=(11, 4))\n", "for subplot, pca, title in ((131, lin_pca, \"Linear kernel\"), (132, rbf_pca, \"RBF kernel, $\\gamma=0.04$\"), (133, sig_pca, \"Sigmoid kernel, $\\gamma=10^{-3}, r=1$\")):\n", " X_reduced = pca.fit_transform(X)\n", " if subplot == 132:\n", " X_reduced_rbf = X_reduced\n", " \n", " plt.subplot(subplot)\n", " #plt.plot(X_reduced[y, 0], X_reduced[y, 1], \"gs\")\n", " #plt.plot(X_reduced[~y, 0], X_reduced[~y, 1], \"y^\")\n", " plt.title(title, fontsize=14)\n", " plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n", " plt.xlabel(\"$z_1$\", fontsize=18)\n", " if subplot == 131:\n", " plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", " plt.grid(True)\n", "\n", "save_fig(\"kernel_pca_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure preimage_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 5))\n", "\n", "X_inverse = rbf_pca.inverse_transform(X_reduced_rbf)\n", "\n", "ax = plt.subplot(111, projection='3d')\n", "ax.view_init(10, -70)\n", "ax.scatter(X_inverse[:, 0], X_inverse[:, 1], X_inverse[:, 2], c=t, cmap=plt.cm.hot, marker=\"x\")\n", "ax.set_xlabel(\"\")\n", "ax.set_ylabel(\"\")\n", "ax.set_zlabel(\"\")\n", "ax.set_xticklabels([])\n", "ax.set_yticklabels([])\n", "ax.set_zticklabels([])\n", "\n", "save_fig(\"preimage_plot\", tight_layout=False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X_reduced = rbf_pca.fit_transform(X)\n", "\n", "plt.figure(figsize=(11, 4))\n", "plt.subplot(132)\n", "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot, marker=\"x\")\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GridSearchCV(cv=3, error_score='raise-deprecating',\n", " estimator=Pipeline(memory=None,\n", " steps=[('kpca', KernelPCA(alpha=1.0, coef0=1, copy_X=True, degree=3, eigen_solver='auto',\n", " fit_inverse_transform=False, gamma=None, kernel='linear',\n", " kernel_params=None, max_iter=None, n_components=2, n_jobs=None,\n", " random_state=None, remove_zero_eig=False, tol=0)), ('log_reg', LogisticRe...ty='l2', random_state=None, solver='liblinear',\n", " tol=0.0001, verbose=0, warm_start=False))]),\n", " fit_params=None, iid='warn', n_jobs=None,\n", " param_grid=[{'kpca__gamma': array([0.03 , 0.03222, 0.03444, 0.03667, 0.03889, 0.04111, 0.04333,\n", " 0.04556, 0.04778, 0.05 ]), 'kpca__kernel': ['rbf', 'sigmoid']}],\n", " pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n", " scoring=None, verbose=0)" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.model_selection import GridSearchCV\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.pipeline import Pipeline\n", "\n", "clf = Pipeline([\n", " (\"kpca\", KernelPCA(n_components=2)),\n", " (\"log_reg\", LogisticRegression(solver=\"liblinear\"))\n", " ])\n", "\n", "param_grid = [{\n", " \"kpca__gamma\": np.linspace(0.03, 0.05, 10),\n", " \"kpca__kernel\": [\"rbf\", \"sigmoid\"]\n", " }]\n", "\n", "grid_search = GridSearchCV(clf, param_grid, cv=3)\n", "grid_search.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'kpca__gamma': 0.043333333333333335, 'kpca__kernel': 'rbf'}\n" ] } ], "source": [ "print(grid_search.best_params_)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.0433,\n", " fit_inverse_transform=True)\n", "X_reduced = rbf_pca.fit_transform(X)\n", "X_preimage = rbf_pca.inverse_transform(X_reduced)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "32.78630879576608" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import mean_squared_error\n", "\n", "mean_squared_error(X, X_preimage)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# LLE" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=41)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import LocallyLinearEmbedding\n", "\n", "lle = LocallyLinearEmbedding(n_components=2, n_neighbors=10, random_state=42)\n", "X_reduced = lle.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure lle_unrolling_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.title(\"Unrolled swiss roll using LLE\", fontsize=14)\n", "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18)\n", "plt.axis([-0.065, 0.055, -0.1, 0.12])\n", "plt.grid(True)\n", "\n", "save_fig(\"lle_unrolling_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# MDS, Isomap and t-SNE" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import MDS\n", "\n", "mds = MDS(n_components=2, random_state=42)\n", "X_reduced_mds = mds.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import Isomap\n", "\n", "isomap = Isomap(n_components=2)\n", "X_reduced_isomap = isomap.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "\n", "tsne = TSNE(n_components=2, random_state=42)\n", "X_reduced_tsne = tsne.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ageron/.virtualenvs/ml/lib/python3.6/site-packages/sklearn/discriminant_analysis.py:388: UserWarning: Variables are collinear.\n", " warnings.warn(\"Variables are collinear.\")\n" ] } ], "source": [ "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n", "\n", "lda = LinearDiscriminantAnalysis(n_components=2)\n", "X_mnist = mnist[\"data\"]\n", "y_mnist = mnist[\"target\"]\n", "lda.fit(X_mnist, y_mnist)\n", "X_reduced_lda = lda.transform(X_mnist)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure other_dim_reduction_plot\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "titles = [\"MDS\", \"Isomap\", \"t-SNE\"]\n", "\n", "plt.figure(figsize=(11,4))\n", "\n", "for subplot, title, X_reduced in zip((131, 132, 133), titles,\n", " (X_reduced_mds, X_reduced_isomap, X_reduced_tsne)):\n", " plt.subplot(subplot)\n", " plt.title(title, fontsize=14)\n", " plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n", " plt.xlabel(\"$z_1$\", fontsize=18)\n", " if subplot == 131:\n", " plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", " plt.grid(True)\n", "\n", "save_fig(\"other_dim_reduction_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "def learned_parameters(model):\n", " return [m for m in dir(model)\n", " if m.endswith(\"_\") and not m.startswith(\"_\")]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Extra Material – Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction – Classification _vs_ Clustering" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import load_iris" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['setosa', 'versicolor', 'virginica'], dtype='" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9, 3.5))\n", "\n", "plt.subplot(121)\n", "plt.plot(X[y==0, 2], X[y==0, 3], \"yo\", label=\"Iris-Setosa\")\n", "plt.plot(X[y==1, 2], X[y==1, 3], \"bs\", label=\"Iris-Versicolor\")\n", "plt.plot(X[y==2, 2], X[y==2, 3], \"g^\", label=\"Iris-Virginica\")\n", "plt.xlabel(\"Petal length\", fontsize=14)\n", "plt.ylabel(\"Petal width\", fontsize=14)\n", "plt.legend(fontsize=12)\n", "\n", "plt.subplot(122)\n", "plt.scatter(X[:, 2], X[:, 3], c=\"k\", marker=\".\")\n", "plt.xlabel(\"Petal length\", fontsize=14)\n", "plt.tick_params(labelleft=False)\n", "\n", "save_fig(\"classification_vs_clustering_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A Gaussian mixture model (explained below) can actually separate these clusters pretty well (using all 4 features: petal length & width, and sepal length & width)." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "from sklearn.mixture import GaussianMixture" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "y_pred = GaussianMixture(n_components=3, random_state=42).fit(X).predict(X)\n", "mapping = np.array([2, 0, 1])\n", "y_pred = np.array([mapping[cluster_id] for cluster_id in y_pred])" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(X[y_pred==0, 2], X[y_pred==0, 3], \"yo\", label=\"Cluster 1\")\n", "plt.plot(X[y_pred==1, 2], X[y_pred==1, 3], \"bs\", label=\"Cluster 2\")\n", "plt.plot(X[y_pred==2, 2], X[y_pred==2, 3], \"g^\", label=\"Cluster 3\")\n", "plt.xlabel(\"Petal length\", fontsize=14)\n", "plt.ylabel(\"Petal width\", fontsize=14)\n", "plt.legend(loc=\"upper left\", fontsize=12)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "145" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(y_pred==y)" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9666666666666667" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(y_pred==y) / len(y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## K-Means" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start by generating some blobs:" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_blobs" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "blob_centers = np.array(\n", " [[ 0.2, 2.3],\n", " [-1.5 , 2.3],\n", " [-2.8, 1.8],\n", " [-2.8, 2.8],\n", " [-2.8, 1.3]])\n", "blob_std = np.array([0.4, 0.3, 0.1, 0.1, 0.1])" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "X, y = make_blobs(n_samples=2000, centers=blob_centers,\n", " cluster_std=blob_std, random_state=7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's plot them:" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "def plot_clusters(X, y=None):\n", " plt.scatter(X[:, 0], X[:, 1], c=y, s=1)\n", " plt.xlabel(\"$x_1$\", fontsize=14)\n", " plt.ylabel(\"$x_2$\", fontsize=14, rotation=0)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure blobs_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4))\n", "plot_clusters(X)\n", "save_fig(\"blobs_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fit and Predict" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's train a K-Means clusterer on this dataset. It will try to find each blob's center and assign each instance to the closest blob:" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [], "source": [ "from sklearn.cluster import KMeans" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "k = 5\n", "kmeans = KMeans(n_clusters=k, random_state=42)\n", "y_pred = kmeans.fit_predict(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each instance was assigned to one of the 5 clusters:" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([4, 0, 1, ..., 2, 1, 0], dtype=int32)" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred is kmeans.labels_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the following 5 _centroids_ (i.e., cluster centers) were estimated:" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-2.80389616, 1.80117999],\n", " [ 0.20876306, 2.25551336],\n", " [-2.79290307, 2.79641063],\n", " [-1.46679593, 2.28585348],\n", " [-2.80037642, 1.30082566]])" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans.cluster_centers_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the `KMeans` instance preserves the labels of the instances it was trained on. Somewhat confusingly, in this context, the _label_ of an instance is the index of the cluster that instance gets assigned to:" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([4, 0, 1, ..., 2, 1, 0], dtype=int32)" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans.labels_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course, we can predict the labels of new instances:" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1, 1, 2, 2], dtype=int32)" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_new = np.array([[0, 2], [3, 2], [-3, 3], [-3, 2.5]])\n", "kmeans.predict(X_new)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Decision Boundaries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the model's decision boundaries. This gives us a _Voronoi diagram_:" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "def plot_data(X):\n", " plt.plot(X[:, 0], X[:, 1], 'k.', markersize=2)\n", "\n", "def plot_centroids(centroids, weights=None, circle_color='w', cross_color='k'):\n", " if weights is not None:\n", " centroids = centroids[weights > weights.max() / 10]\n", " plt.scatter(centroids[:, 0], centroids[:, 1],\n", " marker='o', s=30, linewidths=8,\n", " color=circle_color, zorder=10, alpha=0.9)\n", " plt.scatter(centroids[:, 0], centroids[:, 1],\n", " marker='x', s=50, linewidths=50,\n", " color=cross_color, zorder=11, alpha=1)\n", "\n", "def plot_decision_boundaries(clusterer, X, resolution=1000, show_centroids=True,\n", " show_xlabels=True, show_ylabels=True):\n", " mins = X.min(axis=0) - 0.1\n", " maxs = X.max(axis=0) + 0.1\n", " xx, yy = np.meshgrid(np.linspace(mins[0], maxs[0], resolution),\n", " np.linspace(mins[1], maxs[1], resolution))\n", " Z = clusterer.predict(np.c_[xx.ravel(), yy.ravel()])\n", " Z = Z.reshape(xx.shape)\n", "\n", " plt.contourf(Z, extent=(mins[0], maxs[0], mins[1], maxs[1]),\n", " cmap=\"Pastel2\")\n", " plt.contour(Z, extent=(mins[0], maxs[0], mins[1], maxs[1]),\n", " linewidths=1, colors='k')\n", " plot_data(X)\n", " if show_centroids:\n", " plot_centroids(clusterer.cluster_centers_)\n", "\n", " if show_xlabels:\n", " plt.xlabel(\"$x_1$\", fontsize=14)\n", " else:\n", " plt.tick_params(labelbottom=False)\n", " if show_ylabels:\n", " plt.ylabel(\"$x_2$\", fontsize=14, rotation=0)\n", " else:\n", " plt.tick_params(labelleft=False)" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure voronoi_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4))\n", "plot_decision_boundaries(kmeans, X)\n", "save_fig(\"voronoi_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not bad! Some of the instances near the edges were probably assigned to the wrong cluster, but overall it looks pretty good." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hard Clustering _vs_ Soft Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rather than arbitrarily choosing the closest cluster for each instance, which is called _hard clustering_, it might be better measure the distance of each instance to all 5 centroids. This is what the `transform()` method does:" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[2.81093633, 0.32995317, 2.9042344 , 1.49439034, 2.88633901],\n", " [5.80730058, 2.80290755, 5.84739223, 4.4759332 , 5.84236351],\n", " [1.21475352, 3.29399768, 0.29040966, 1.69136631, 1.71086031],\n", " [0.72581411, 3.21806371, 0.36159148, 1.54808703, 1.21567622]])" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans.transform(X_new)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can verify that this is indeed the Euclidian distance between each instance and each centroid:" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[2.81093633, 0.32995317, 2.9042344 , 1.49439034, 2.88633901],\n", " [5.80730058, 2.80290755, 5.84739223, 4.4759332 , 5.84236351],\n", " [1.21475352, 3.29399768, 0.29040966, 1.69136631, 1.71086031],\n", " [0.72581411, 3.21806371, 0.36159148, 1.54808703, 1.21567622]])" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.linalg.norm(np.tile(X_new, (1, k)).reshape(-1, k, 2) - kmeans.cluster_centers_, axis=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### K-Means Algorithm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The K-Means algorithm is one of the fastest clustering algorithms, but also one of the simplest:\n", "* First initialize $k$ centroids randomly: $k$ distinct instances are chosen randomly from the dataset and the centroids are placed at their locations.\n", "* Repeat until convergence (i.e., until the centroids stop moving):\n", " * Assign each instance to the closest centroid.\n", " * Update the centroids to be the mean of the instances that are assigned to them." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `KMeans` class applies an optimized algorithm by default. To get the original K-Means algorithm (for educational purposes only), you must set `init=\"random\"`, `n_init=1`and `algorithm=\"full\"`. These hyperparameters will be explained below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's run the K-Means algorithm for 1, 2 and 3 iterations, to see how the centroids move around:" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KMeans(algorithm='full', copy_x=True, init='random', max_iter=3, n_clusters=5,\n", " n_init=1, n_jobs=None, precompute_distances='auto', random_state=1,\n", " tol=0.0001, verbose=0)" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans_iter1 = KMeans(n_clusters=5, init=\"random\", n_init=1,\n", " algorithm=\"full\", max_iter=1, random_state=1)\n", "kmeans_iter2 = KMeans(n_clusters=5, init=\"random\", n_init=1,\n", " algorithm=\"full\", max_iter=2, random_state=1)\n", "kmeans_iter3 = KMeans(n_clusters=5, init=\"random\", n_init=1,\n", " algorithm=\"full\", max_iter=3, random_state=1)\n", "kmeans_iter1.fit(X)\n", "kmeans_iter2.fit(X)\n", "kmeans_iter3.fit(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And let's plot this:" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure kmeans_algorithm_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 8))\n", "\n", "plt.subplot(321)\n", "plot_data(X)\n", "plot_centroids(kmeans_iter1.cluster_centers_, circle_color='r', cross_color='w')\n", "plt.ylabel(\"$x_2$\", fontsize=14, rotation=0)\n", "plt.tick_params(labelbottom=False)\n", "plt.title(\"Update the centroids (initially randomly)\", fontsize=14)\n", "\n", "plt.subplot(322)\n", "plot_decision_boundaries(kmeans_iter1, X, show_xlabels=False, show_ylabels=False)\n", "plt.title(\"Label the instances\", fontsize=14)\n", "\n", "plt.subplot(323)\n", "plot_decision_boundaries(kmeans_iter1, X, show_centroids=False, show_xlabels=False)\n", "plot_centroids(kmeans_iter2.cluster_centers_)\n", "\n", "plt.subplot(324)\n", "plot_decision_boundaries(kmeans_iter2, X, show_xlabels=False, show_ylabels=False)\n", "\n", "plt.subplot(325)\n", "plot_decision_boundaries(kmeans_iter2, X, show_centroids=False)\n", "plot_centroids(kmeans_iter3.cluster_centers_)\n", "\n", "plt.subplot(326)\n", "plot_decision_boundaries(kmeans_iter3, X, show_ylabels=False)\n", "\n", "save_fig(\"kmeans_algorithm_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### K-Means Variability" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the original K-Means algorithm, the centroids are just initialized randomly, and the algorithm simply runs a single iteration to gradually improve the centroids, as we saw above.\n", "\n", "However, one major problem with this approach is that if you run K-Means multiple times (or with different random seeds), it can converge to very different solutions, as you can see below:" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "def plot_clusterer_comparison(clusterer1, clusterer2, X, title1=None, title2=None):\n", " clusterer1.fit(X)\n", " clusterer2.fit(X)\n", "\n", " plt.figure(figsize=(10, 3.2))\n", "\n", " plt.subplot(121)\n", " plot_decision_boundaries(clusterer1, X)\n", " if title1:\n", " plt.title(title1, fontsize=14)\n", "\n", " plt.subplot(122)\n", " plot_decision_boundaries(clusterer2, X, show_ylabels=False)\n", " if title2:\n", " plt.title(title2, fontsize=14)" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure kmeans_variability_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "kmeans_rnd_init1 = KMeans(n_clusters=5, init=\"random\", n_init=1,\n", " algorithm=\"full\", random_state=11)\n", "kmeans_rnd_init2 = KMeans(n_clusters=5, init=\"random\", n_init=1,\n", " algorithm=\"full\", random_state=19)\n", "\n", "plot_clusterer_comparison(kmeans_rnd_init1, kmeans_rnd_init2, X,\n", " \"Solution 1\", \"Solution 2 (with a different random init)\")\n", "\n", "save_fig(\"kmeans_variability_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inertia" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To select the best model, we will need a way to evaluate a K-Mean model's performance. Unfortunately, clustering is an unsupervised task, so we do not have the targets. But at least we can measure the distance between each instance and its centroid. This is the idea behind the _inertia_ metric:" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "211.5985372581684" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans.inertia_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can easily verify, inertia is the sum of the squared distances between each training instance and its closest centroid:" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "211.59853725816856" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_dist = kmeans.transform(X)\n", "np.sum(X_dist[np.arange(len(X_dist)), kmeans.labels_]**2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `score()` method returns the negative inertia. Why negative? Well, it is because a predictor's `score()` method must always respect the \"_great is better_\" rule." ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-211.59853725816856" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans.score(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple Initializations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So one approach to solve the variability issue is to simply run the K-Means algorithm multiple times with different random initializations, and select the solution that minimizes the inertia. For example, here are the inertias of the two \"bad\" models shown in the previous figure:" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "223.29108572819035" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans_rnd_init1.inertia_" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "237.46249169442845" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans_rnd_init2.inertia_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, they have a higher inertia than the first \"good\" model we trained, which means they are probably worse." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When you set the `n_init` hyperparameter, Scikit-Learn runs the original algorithm `n_init` times, and selects the solution that minimizes the inertia. By default, Scikit-Learn sets `n_init=10`." ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KMeans(algorithm='full', copy_x=True, init='random', max_iter=300,\n", " n_clusters=5, n_init=10, n_jobs=None, precompute_distances='auto',\n", " random_state=11, tol=0.0001, verbose=0)" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans_rnd_10_inits = KMeans(n_clusters=5, init=\"random\", n_init=10,\n", " algorithm=\"full\", random_state=11)\n", "kmeans_rnd_10_inits.fit(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, we end up with the initial model, which is certainly the optimal K-Means solution (at least in terms of inertia, and assuming $k=5$)." ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4))\n", "plot_decision_boundaries(kmeans_rnd_10_inits, X)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### K-Means++" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of initializing the centroids entirely randomly, it is preferable to initialize them using the following algorithm, proposed in a [2006 paper](https://goo.gl/eNUPw6) by David Arthur and Sergei Vassilvitskii:\n", "* Take one centroid $c_1$, chosen uniformly at random from the dataset.\n", "* Take a new center $c_i$, choosing an instance $\\mathbf{x}_i$ with probability: $D(\\mathbf{x}_i)^2$ / $\\sum\\limits_{j=1}^{m}{D(\\mathbf{x}_j)}^2$ where $D(\\mathbf{x}_i)$ is the distance between the instance $\\mathbf{x}_i$ and the closest centroid that was already chosen. This probability distribution ensures that instances that are further away from already chosen centroids are much more likely be selected as centroids.\n", "* Repeat the previous step until all $k$ centroids have been chosen." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The rest of the K-Means++ algorithm is just regular K-Means. With this initialization, the K-Means algorithm is much less likely to converge to a suboptimal solution, so it is possible to reduce `n_init` considerably. Most of the time, this largely compensates for the additional complexity of the initialization process." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To set the initialization to K-Means++, simply set `init=\"k-means++\"` (this is actually the default):" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", " n_clusters=8, n_init=10, n_jobs=None, precompute_distances='auto',\n", " random_state=None, tol=0.0001, verbose=0)" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "KMeans()" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "211.5985372581684" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "good_init = np.array([[-3, 3], [-3, 2], [-3, 1], [-1, 2], [0, 2]])\n", "kmeans = KMeans(n_clusters=5, init=good_init, n_init=1, random_state=42)\n", "kmeans.fit(X)\n", "kmeans.inertia_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Accelerated K-Means" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The K-Means algorithm can be significantly accelerated by avoiding many unnecessary distance calculations: this is achieved by exploiting the triangle inequality (given three points A, B and C, the distance AC is always such that AC ≤ AB + BC) and by keeping track of lower and upper bounds for distances between instances and centroids (see this [2003 paper](https://www.aaai.org/Papers/ICML/2003/ICML03-022.pdf) by Charles Elkan for more details)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use Elkan's variant of K-Means, just set `algorithm=\"elkan\"`. Note that it does not support sparse data, so by default, Scikit-Learn uses `\"elkan\"` for dense data, and `\"full\"` (the regular K-Means algorithm) for sparse data." ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "83.7 ms ± 1.93 ms per loop (mean ± std. dev. of 7 runs, 50 loops each)\n" ] } ], "source": [ "%timeit -n 50 KMeans(algorithm=\"elkan\").fit(X)" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "103 ms ± 2.66 ms per loop (mean ± std. dev. of 7 runs, 50 loops each)\n" ] } ], "source": [ "%timeit -n 50 KMeans(algorithm=\"full\").fit(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mini-Batch K-Means" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scikit-Learn also implements a variant of the K-Means algorithm that supports mini-batches (see [this paper](http://www.eecs.tufts.edu/~dsculley/papers/fastkmeans.pdf)):" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [], "source": [ "from sklearn.cluster import MiniBatchKMeans" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MiniBatchKMeans(batch_size=100, compute_labels=True, init='k-means++',\n", " init_size=None, max_iter=100, max_no_improvement=10, n_clusters=5,\n", " n_init=3, random_state=42, reassignment_ratio=0.01, tol=0.0,\n", " verbose=0)" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" } ], "source": [ "minibatch_kmeans = MiniBatchKMeans(n_clusters=5, random_state=42)\n", "minibatch_kmeans.fit(X)" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "211.93186531476775" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "minibatch_kmeans.inertia_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the dataset does not fit in memory, the simplest option is to use the `memmap` class, just like we did for incremental PCA:" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [], "source": [ "filename = \"my_mnist.data\"\n", "m, n = 50000, 28*28\n", "X_mm = np.memmap(filename, dtype=\"float32\", mode=\"readonly\", shape=(m, n))" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "MiniBatchKMeans(batch_size=10, compute_labels=True, init='k-means++',\n", " init_size=None, max_iter=100, max_no_improvement=10, n_clusters=10,\n", " n_init=3, random_state=42, reassignment_ratio=0.01, tol=0.0,\n", " verbose=0)" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "minibatch_kmeans = MiniBatchKMeans(n_clusters=10, batch_size=10, random_state=42)\n", "minibatch_kmeans.fit(X_mm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If your data is so large that you cannot use `memmap`, things get more complicated. Let's start by writing a function to load the next batch (in real life, you would load the data from disk):" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [], "source": [ "def load_next_batch(batch_size):\n", " return X[np.random.choice(len(X), batch_size, replace=False)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can train the model by feeding it one batch at a time. We also need to implement multiple initializations and keep the model with the lowest inertia:" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [], "source": [ "k = 5\n", "n_init = 10\n", "n_iterations = 100\n", "batch_size = 100\n", "init_size = 500 # more data for K-Means++ initialization\n", "evaluate_on_last_n_iters = 10\n", "\n", "best_kmeans = None\n", "\n", "for init in range(n_init):\n", " minibatch_kmeans = MiniBatchKMeans(n_clusters=k, init_size=init_size)\n", " X_init = load_next_batch(init_size)\n", " minibatch_kmeans.partial_fit(X_init)\n", "\n", " minibatch_kmeans.sum_inertia_ = 0\n", " for iteration in range(n_iterations):\n", " X_batch = load_next_batch(batch_size)\n", " minibatch_kmeans.partial_fit(X_batch)\n", " if iteration >= n_iterations - evaluate_on_last_n_iters:\n", " minibatch_kmeans.sum_inertia_ += minibatch_kmeans.inertia_\n", "\n", " if (best_kmeans is None or\n", " minibatch_kmeans.sum_inertia_ < best_kmeans.sum_inertia_):\n", " best_kmeans = minibatch_kmeans" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-211.70999744411483" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" } ], "source": [ "best_kmeans.score(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mini-batch K-Means is much faster than regular K-Means:" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "43.5 ms ± 1.34 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "%timeit KMeans(n_clusters=5).fit(X)" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25.4 ms ± 2.13 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "%timeit MiniBatchKMeans(n_clusters=5).fit(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's *much* faster! However, its performance is often lower (higher inertia), and it keeps degrading as _k_ increases. Let's plot the inertia ratio and the training time ratio between Mini-batch K-Means and regular K-Means:" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [], "source": [ "from timeit import timeit" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100/100" ] } ], "source": [ "times = np.empty((100, 2))\n", "inertias = np.empty((100, 2))\n", "for k in range(1, 101):\n", " kmeans = KMeans(n_clusters=k, random_state=42)\n", " minibatch_kmeans = MiniBatchKMeans(n_clusters=k, random_state=42)\n", " print(\"\\r{}/{}\".format(k, 100), end=\"\")\n", " times[k-1, 0] = timeit(\"kmeans.fit(X)\", number=10, globals=globals())\n", " times[k-1, 1] = timeit(\"minibatch_kmeans.fit(X)\", number=10, globals=globals())\n", " inertias[k-1, 0] = kmeans.inertia_\n", " inertias[k-1, 1] = minibatch_kmeans.inertia_" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure minibatch_kmeans_vs_kmeans\n" ] }, { "data": { "image/png": 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tImKMMQluugkqVoSHH4ZTpzRArl7df5tjniqVJdJlHqXzZgHypk0QF2c9yOnk1KlT5M+fP9TNMCbd5c+f39KIjDHGa/hwuOceeP11+PVXGDRIB+gF9iD37QuXXqoTg2QiOTvFIjJSv7ls306pUhXYswfOnNHKIiZ4rOfY5AT2e26MMT6mToWwMM0vvukmeO01eO45aN7cf7vISFi/PuljhJD1IANs3EjJkhAXl+kGURpjjDHGZC07dsDy5dCypdYyHjkSLrgAGjbU3uIsIGf3IEdFaV5FiRKU2quLPC+NMcYYY8z5+OorfW7VSp8jI3VWvAIFQtemVMrZPcj58unoPBGbLMQYY4wxJtD5DD6eORMqV/bPN85CwTHk9AAZtGj1G29QsqS+tEHoBqBz5860aNHCb9msWbMoUKAAgwYNSnKfjh07IiL07Nkz0brHHnsMEeGOO+5Il/YaY4wxQffRR1q3eMqU1O13zTXwyCMhnSo6rSxAXrgQ3niDUiUdYD3IJmkffvghbdu2JTo6mhdffPGs21WoUIGpU6dyzFu2Bq3k8eGHH1KxYsWMaKoxxhiTOps2aa3iQKNG6fOtt6bueE8/rdUpsjALkK+7Dv7+m2K7N5ArlwXIJrERI0bQvXt3xo0bR99z/MHXq1ePiy66iGnTpsUv+/LLL4mIiKBx48aJth87dizVq1cnX758XHrppYwcORLnXPz6119/nVq1alGwYEHKly9Pz549OXDggN/+RYsWZc6cOdSoUYOCBQvStGlTtm7dGr/N1q1badmyJRdccAEFChSgevXqfPbZZ2n5JzHGGJOd1K8P11/vfxs9NhaWLoWXX9aZ744fh/nzE+8bF6cBdO3acNtt0KdPQm3jLCxnD9IDaNIEgLBFCylRopqlWGQUz7+7n7vuggcfhKNHk/622rmzPvbu1bIxgXr3hrvv1oEA993nvy6pb8YpMGjQIIYPH8706dO5NYXfoLt168b48eO5z9OG8ePH07VrV9atW+e33XvvvcfQoUN5++23qVevHqtXr+aBBx4gT5489OrVC4Dw8HBGjhxJpUqV2Lp1Kw8//DD9+vVjwoQJ8cc5evQor732GpMmTSJPnjx06tSJBx98kNmzZwPQq1cvnHPExMRQuHBh1q9fT7jVMjTGGAM6YdqhQ/rzpk3E55x++KGmSHjrE7/wgpZq+/57rUbhtWgRfPONFj7YuVOrV0REwEsvZez7CDILkC+5BMqWhZgYSpXqaT3IJt6cOXOYPXs2s2bNSnFwDJqL/OSTTxIbG0vevHmZO3cuo0eP5sknn/Tb7sUXX2TYsGG0bdsWgIsvvphNmzYxatSo+AC5f//+8dtffPHFvPLKK9x1112MHz8+vu7uqVOneP/997nkkkvi9/HuD9qD3KFDB2rXrh1/HGOMMTnEtm1QujTkyZP0+okTtV7x1q1QvnzC8v374eaboUIFff3UU/DeezoByNSpCdv9/bdWqZg7N8sNxEuOBcgicMMNcOAAefPCzz/rHYWoqFA3LJtLrke3QIHk1xcvnvz6ChXOu8fYV82aNTlw4ADPP/88jRo1omjRogDExMT4DeAbN24cd999d/zrCy+8kJYtWzJhwgTy5ctH8+bNKVeunN+xd+7cyY4dO+jWrRsPPPBA/PLTp0/79e7OnTuX6Oho1q9fz8GDBzlz5gzHjh1jz549lPR8yy9QoEB8cAxQtmxZjh8/zsGDB4mIiKBv3748/PDDzJ49m2bNmtGmTRvq1q2b5n8fY4wxmdzu3XDRRZoPPGJE0tssXAi33KLB8YkT8PvvcNllun1cXMJ2ERHQtavWNN6xQzsXQe/+3nlnlh6QlxTLQQaYMIGlT0xnxQrYvh2aNdMg2eRsZcqUYeHChRw4cIDmzZuzf/9+AK688kp+/vnn+Mdtt92WaN+uXbsyadIkJkyYQNeuXROtj/NcdMaMGeN3rDVr1rB69WoAYmNjadGiBbVr1+bzzz9n5cqVjBkzBoCTJ0/GHyt37tx+x/b2LHvP0bNnT2JjY7n//vtZv349V111VbIDDY0xxmQT3vEwPuNiElm0SHuRQdMTb745YUBWWECY+NBDOuXw++/r61279HU2C47BAmQlQkwMxMXp4KiTJ4PSAWmygXLlyhETE8ORI0do1qwZ//zzD/nz56dKlSrxj0KFCiXa78YbbwTg4MGDtGzZMtH6smXLUqpUKWJjY/2OVaVKlfje4OXLlxMXF8ewYcO46qqriIyMZPv27ef1PipUqEDPnj357LPPGDx4MKNHjz6v4xhjjMlCPvlEn194Ien1cXEaBBcvrq+7dIG//tKUjKFDE29fuTK0aAGejhzatdOAOhuyANmjydxB5A07BegXoaTGkJmcqUyZMsTExHDy5EmaNm3K3r17z7lPWFgYa9eu5ffff0/UwwvayztkyBCio6N566232LBhA2vWrGHSpEm8+uqrAFStWpVTp04xcuRItmzZwpQpU3j77bdT3f4+ffrw3XffERsby6pVq/juu++o4Vu83RhjTPZz4oRWkxgyRFMjAu3Zo+kXX36ZsOzmm7UaBcDVVyd93KlTYcYMHdy3ZAk0bx70pmcGFiB7RJXczPxi7YiMdBQt6j9A05hSpUqxYMECAK6//np2p6DcSeHChYmIiDjr+l69ejF69GgmTpzI5ZdfzrXXXsvYsWPjB9HVq1eP4cOH8/rrr1OjRg0mTpzIa6+9luq2nzlzhoceeogaNWpw0003Ua5cOb8qGMYYY7Kgv/7SPOF//kl6fd688OOPMGiQDtTbvNl//ZQpeozKlROWieggvI4dtexbUrwD8UaM0N7nwKpR2YT41lzNLBo0aOBWrFiRsSd9/33o3ZvPRu7grkfK8N134LlLbtLgt99+o3r16qFuhjEZIrnfdxFZ6ZxrkMFNSlZIrrXGmOBYtAiuvRa++krTHgIdOwb584NzmjJx880waVLC+ssvTwiiU2vePO05vuQSHdSXiQTrWms9yF6enIqWub+lWLGEfHVjjDHGmExlyxbwfrldvjzx+q1b4cIL4fPPtVf46qu1frHXmjWaR9yp0/mdv2FDjZvGjTu//bMAC5C9Lr0USpUi75L53HsvTJ8O//4b6kYZY4wxxgT4z3+gf38oWjTpAPnTT7UH2VvS8+qrtafXmx44ZQqEh2uJtvNRuDAsWKCzEWdTFiB7iWidwMaN6dxZZ1Ts0sXKvRljjDEmk/nsMw16W7fWFInAdNmpU+GKKxLyi70D7ry9yLffDq+/njBrnknEAmRfTz8NPXty8qTGyzNmWE1kY4wxxmQiGzfCL7/o5BwNG+qMd74lQDdvhp9+Ap8JrKhfX2fS8wbIV18Njz6ase3OYixADrR/Pwu/PBD/0moiG2OMMSbT+OwzfW7XTqtNHDzoP0X0F1/oc9u2Ccvy5dNybo88ovuvWpVx7c2ibKppX85BZCRNrnqUvHmf4fhxrWBiNZGNMcYYkyls3Kg9wL5Bsa/bb9dSbJUq+S+/6Sbt9evZU6eWnjIl3ZualVkPsi8RaNSIqN/GM3++VkWpVg2iokLdMGOMSZ6IxIjIcRE57HlsCHWbjDHpYNIkmDs34fXo0TBgQMLratV0SuhA+/drObj9+6FDh/RvZxZnAXKg666DzZuJqridXr20Eop3SnJjjMnkHnbOFfI8Lg11Y4wx6SR//oSff/1V53I4cwbmz4dZsxIP2gOdWW/OHP35hhsypp1ZmAXIga69Vp8XLaJ1a/0dmzkztE0yxhhjTDa3cOG5e+RattSKW74aNoQjR2D9enj5Zf/eZF+lS+tgvX79IHfu4LQ5G7MAOdDll2t9v4ULqVVLJ4mZPj3UjTKZ3ZAhQ6hZs2aq9uncuTMtkpr9yEelSpV444030tK08xITE4OIsHfv3gw/t0mTaBHZKyJLRKRJUhuISA8RWSEiK/bs2ZPBzTPGJOmPP6BpU3jmmbNvc/w4/Pe/kCtg+NgVV+jzd99pVYHWrTVlNCkrVsCbbwajxdmeBciBcuXSxPVHH0VEf8/mzYMDB869q8k+OnfujIjQrVu3ROuefPJJRMQvuB0wYAALFy5M1TneeustPvroozS39VwmTpxIoUKF0v08AE2aNOHhhx/2WzZmzBjy5MnDBx98cNb9GjdujIgQHR2daF3btm0REfr16xf09mYzTwKVgXLAaOArEbkkcCPn3GjnXAPnXIMSJUpkdBuNMUkZNQri4rTSxOnTSW+zdKmmSVx/vf/yyEiIiIDBgzXNok2b9G9vDmABclJuv11/4dAA+dQp+PrrELfJZLgKFSrw6aefcuTIkfhlp0+fZvLkyVSsWNFv20KFCnHhhRem6vhFihShaNGiQWlrZhUdHU2fPn34z3/+Q8+ePZPdtkKFCkyYMMFv2Z49e5g9ezblzzZa28Rzzv3gnDvknDvhnJsELAFuDXW7jDHncOwYjB2rk3rceSccPpz0dgsWaGmta67xXx4WBs2ba5pF+fLQoEH6tzkHsAA5KcePw4cfwsqVXHUVXHCBpvXYhCGhtXQpREdn3P9D7dq1qVq1Kp9++mn8stmzZ5MvXz6aBNT+C0yx8KZPvPXWW5QrV45ixYrRpUsXjh49mmibczl8+DAdO3akUKFClC5dOlHKxfDhw6lduzYFCxakXLlydO/enX8986THxMTQpUsXjhw5goggIgwZMgSAkydP8swzz3DRRReRN29eKleuzMiRI/2O/csvv3DllVdSoEABGjRowE8//ZSifzvnHI899hgvv/wys2bNol27dufcp0WLFuzbt49FixbFL5s8eTKNGjXioosu8ts2Li6O6OhoKleuTP78+alVqxYff/yx3zYDBgwgMjKS/Pnzc/HFF/PUU09x4sSJ+PWDBg2iTp06TJkyhcqVKxMREUGbNm3Yt2+f3/tv2rQpERERFC5cmDp16qT6TkEIOeAs91mNMUGxcyekNVUpXz7N5ZwxQ3uSz9ZxsmCB5hAXKZJ43aefQtWqyadXmFRJcx1kEakEjAKigBPANKCfc+60iNQBxgHVgd+Abs65n9N6znQXFqZ1Anv25IeT9TlwAPbt01n15s2zsm9p1a8f/JzK34IDB2D1ar0DFRYGtWsnfY04mzp1YMSI1J0ToFu3bowfP54uXboAxP8cGxt7zn0XLVpEmTJlmDt3Ln/++Sd33XUXkZGRPP3006lqw/Dhw3nyyScZPHgwCxYsoE+fPlSuXJk2nttoYWFhjBgxgsqVK7N161b69OlDnz59+PDDD7n66qsZMWIEzzzzDJs3bwaIT7e4//77WbRoEW+99RZ169Zl69at/Pnnn37nfvrpp3n11VcpU6YMffv2pUOHDqxbtw5J5gJ8+vRpunTpwuzZs5k/fz5XePPjziFPnjzcd999jB8/nms8PSTjx49n4MCBjBo1KlG7vvzyS9577z0iIyNZsmQJ3bp144ILLuCmm24CICIigokTJ1K2bFnWrl1Lz549yZ8/P88991z8cTZv3swXX3zBzJkzOXjwIO3bt+fZZ5/l3XffBaB9+/Y0bNiQUaNGkStXLlavXk2+fPlS9H4ykogUBa4EFgKngbuBa4G+ye1njEmjsmX1w8jTKXFeRLSCFuiH3E8/aSAceJ29+WY4W1pUeLgO0vPphDFpE4yJQkYBu4EyQFFgDvCgiLwPzARGeLbpCcwUkarOuZNBOG/6yZNHo+CFC4kpmVAt5cQJzX+3ADnjHTig1w3Q5wMHUhcgn697772XAQMGsGnTJgoXLsy3337L22+/zeDBg8+5b0REBO+//z7h4eFUr16dO++8k3nz5qU6QL7yyisZOHAgAJGRkSxfvpzhw4fHB8i+ubmVKlXitddeo1WrVkyaNIk8efJQpEgRRITSpUvHb7dp0yamTp3KN998w8033wxA5cqVE5176NChXO/Jdxs8eDCNGzdm+/btyaY8TJgwgTNnzvDTTz9Ru3btVL3Xrl27EhUVxdtvv82aNWvYsWMHbdq08QuQDx06xFtvvcWCBQuI8vwxXnzxxSxbtox33303PkD2/T+qVKkSTz31FO+8845fgBwXF8fEiRMpXLgwAN27d/frid62bRuDBg2iWrVqAFSpUiVV7ycD5QZeBKoBZ4D1wB37Wo1UAAAgAElEQVTOuY0hbZUx2dm2bfrs/YAK87kpP3Ompk188UXyFSOWLIGpU2HIELjwQvjoI7j/fu1Fuvxy/209nwNnFRYGGTTeJCcIRoB8MfCOc+44sEtEvgUuA5p4jj/COeeAkSIyAGgKfBuE86av666DIUNo8uJ+8uYtxrFj+vufws4wk4zz6cldulR78E+e1O8vU6ZkzBeVYsWK0bp1a8aPH0/RokVp0qRJovzjs6lRowbh4eHxr8uWLcsPP/yQ5LZTpkzxy9H95ptv4ntRowLeaFRUFF94pxIF5s+fT3R0NL/99hsHDhzgzJkznDx5kl27dlG2bNkkz7dq1SrCwsLig9+z8Q1wvcfavXt3sgFyo0aN+PXXXxk4cCDTpk0jb9688esmTZrEQz4F7OfMmeP3/mrVqkWNGjX45JNPWLZsGffee2+iHts1a9Zw4sQJbgio43nq1Cm/APaTTz5h5MiRbN68mcOHD3P69GnCwvyzyipVqhQfHHvf4+7du+Nf9+/fn86dOzNhwgSaNm1Ku3btiPSMT8hMnHN7ALs6GZORvvlGn/v104F1efIkrOvTB/78Ez7+GDp18t9v3jwYN04/1L74ApYtg9de03U336yB7vTp/gHy5s1apq1gwfR9TyZeMHKQRwDtRaSAiJQDbkED4MuA1Z7g2Gu1Z3kima70kKcIctSW/zBvHvTurYt90iNNBoqK0mvK0KEZn+bStWtXJk+ezPjx4+natWuK98sd0GsgIsR5u8EDtGzZkp9//jn+0SCFgyy2bt3KbbfdRvXq1fnss89YuXIl48ePBzTHOK1834M3reJs78GrRo0aLFiwgB9//JHWrVv75f22bt3a733WrVs30f5du3blvffe45NPPkny39t7/tmzZ/sda+3atXzj+cBavHgxHTp04NZbb+Wrr75i1apVvPDCC4n+Tc71fzR06FDWrl1LixYtWLx4MTVr1mTSpEnJvn9jTA6xYwdceikMH+4fHAMUL67P0dEJtz+9du7UfOLu3bUCQPfuCRN/lCwJjRppPrKv++6DG29Mn/dhkhSMAPl/aNB7EPgLWAHMAAoBgcXRDgCFSUKmKz1Uq5Ymuq5YQVSU5s3fdRcMG6a/2ybjRUXB009nfIpLs2bNyJMnD3v37uWOO+5Il3MULlyYKlWqxD/y+8yStGzZMr9tly1bRvXq1QFYsWIFJ0+e5M033yQqKorIyEh27Njht32ePHk4c+aM37I6deoQFxfHggUL0uX91KxZk5iYGFatWkWrVq04fvw4oGknvu8zqXzee+65h3Xr1lG5cmXq16+f5LHz5MnDtm3b/I5VpUqV+N79JUuWcNFFFzFw4ECuuOIKqlatyh9//HFe7yUyMpJ+/frx9ddfc//99zNu3LjzOo4xJpt5/nlYuxZ+/x1WrfJft3IljB+v9Y1//VWX/fKLBtUdO+rzunU6bfSgQf773nGHbrtli74+fBiWL0+YyMxkiDQFyCIShvYWfwEUBIoDxYBXgcNARMAuEcChtJwzQ/3vf+BTduqllzQPuXfvjK2mYEJLRFi9ejVbtmzxSxfIKMuWLSM6OppNmzYxZswYJk+ezKOPPgpA1apViYuLY8SIEWzZsoWPP/6YEQE5LJUqVeL48ePMmTOHvXv3cvToUSIjI7nrrrvo3r07n3/+OVu2bGHRokV8+OGHQWt39erVWbhwIb/++iu33347x44dS9F+RYoUYceOHSxevPis6x999FEeffRRJk6cyObNm1m1ahWjRo1i7NixgAa127Zt4+OPP2bz5s288847ftVIUuLw4cP06dOHhQsXsnXrVpYuXcqSJUuoUaNGqo5jjMmGvDfHw8M14O3f33+9iKZWbN2qqRJnzuh2t9yi+4pA9eq6TeGAfsNWrfTZO43v4sWawnGOlDgTXGntQb4AqIjmIJ9wzv0DTEBrb64Faov/cPfanuVZg3cUmOf2SJUq+ns7c6Z+4WvWzILknKJw4cJERAR+38sY/fv3Z/Xq1dStW5dBgwbxwgsvxJdNq127Nm+99RbDhw+nRo0ajB07NlEZuKuvvppevXpxzz33UKJECV7z5LpNnjyZe++9l0ceeYRq1arRuXNnDgR5RpzIyEgWLlzIhg0buO222/zK3CWnaNGiyU5uEh0dzaBBg3j11VepXr06N954IzNmzODiiy8GNJXj0Ucf5ZFHHqFOnTrExMTw/PPPp6rtuXLlYu/evXTq1InIyEjatm3LNddcE5KZDY0xmczjj0OTJhrs1q+vPcbeVIpXX4UePTR4LukZ6f/mm7BmjU7mca4ybJdcAvPnQ69e+vqWW/S5UaN0ezsmMfFPET6PA4jEorM2vYGmVUwAjgGdgU3AcOB94AHgceCcVSwaNGjgVqxYkaZ2Bc0rr8Ann2jZFREGDtSayKC/+0OH6m1/k7TffvstPh3AmOwuud93EVnpnMtUFfwz1bXWmKykWjWoVAm+/VZTKbp1gw0bdJKxq67SnOT//U+3vfVWHdDXuLEuS02d4iNHNM/5qqtg2rR0eSvZTbCutcHIQW4D3AzsAX4HTgGPeoLgO4BOwL9AV7TsUOYu8RaoZEktt7J8OQAtWiRMg547t36BNMYYY0wOERurwfCtnokqvYOqV6zQPMxVqzSg9fKUnmTYsNRP4lGwIPz1lwXHIZDmANk597Nzrolzrphzrrhz7i7n3N+edaucc/Wdc/mdc/Wcc6vOdbxMp21byJtXaxOiA8Q+/VSrsLRsaTWRjTHGmBzFW97Nm/pQo4bOhrdypd5tPnnSPzh45BEdlNewYca31Zw3m2r6XIoU0Uh46lQ4dQrQCnD33QezZsHevSFunzHGGGMyztdf66CkqlX1da5cGjQPGKA1jcG/B1kEypTJ+HaaNLEAOSXuuUfnWvcZVf/EEzqj49tvh7BdxhhjjMlYd9yhg/R8NWmiQXDBglqv2ALiLC8YM+llf82aadkKnxnUatTQv5E339QvhzfdZOkWZ+OcQ1Kbd2VMFpPWAc/GmCzigQcSL9u1S2fNa9dOK1iYLM96kFMiIkLLVVxyid/i226DQ4fghRes5NvZ5M6dO8X1b43Jyo4dO5ZoZj5jTDazYgX8/Xfi5Xv2aC3kmJgMb5JJHxYgp9SxY/Df/2pE7OGdEds5zcm3v4vESpYsyfbt2zl69Kj1sJlsyTnH0aNH2b59OyVLlgx1c4wx6alDB+jcOfFyb3nHTp20woXJ8izFIqV++EHzKGbO1EF7aMpRvnxw/LimWVjJt8S8k2vs2LGDU55BjsZkN7lz56ZUqVIhm0zGGHMWn36q5diSmXgo3okTeiu4cGEoVQrKlfMvyxYbCxs3wkMPJd43l0845ZmwyGRtFiCnVFQU5M8P8+bFB8hRUTrZTd++WtmlePEQtzGTioiIsMDBGGNMxvBO5Rwbq4PsK1aEsWM1FzIpJ0/qZB8vvaQ1h0En+jh+3H+7wPJugaZM0QA6T57gvA8TUpZikVJ588I112iA7CMqCr78UnuSe/SA6GjLRTbGGGNCIi4OunTRgLhyZVi4UGf1at4cnn026X0mTYLevaFCBfj8c5gxA8aN0yDbuYQppL/5Rsciecu7Bbr3XhgyJF3elsl4FiCnRrNmsHatjlb1Ubq0fkmNidFiFzZgzxhjjAmBfv004PUOpGvcGH75RScvePFFWLIk8T733Qfffafr2rSBVq2gY0c4eFBLto0erekXCxYkzJ5nsj0LkFPDe3tm/vxEq8qX1+e4OBuwZ4wxxmS4PXt0coKePeGZZxKW588Po0bBZZfBtm0Jy0eP1t6sfPk0EA4sR1q4sH6gDx6sAfK6dfDYYxnzXkzIWYCcGnXqwPLlcPfdiVbdeKNOPw2afmQD9owxxpgM5O0d7tQpcbBbqJD2JN9zj75evx4efhjefffsxxOBYcM08H7lFbjoIn2YHMEC5NQID4cGDfQ5QFSUpj0BfPWVTRpijDHGZKjFi3W8UP36Sa8PD9ec4g8/1BSKQoVg+PDkj9mggW4bHa15zSbHsAA5tWJj9VtnbGyiVa1a6XO+fBncJmOMMSan69pV84/z5j37Nrt26YC8lSvh9dchJbXLX3pJn21G2BzFyrydj1GjNAp+4w2/xd4vrStXQqNGIWiXMcYYk1PVqKGP5JQpoxUqFi/WgDolKlbUHGSbKTNHsR7k1KpcGe6/XwcCbNnit6pMGa0t/tNPIWqbMcYYkxNt2KCTghw9eu5t775bP8NT0yOcJ4/1IOcwFiCfjxdf1Fwm31Gy6N9O/frag2yMMcaYDPLpp9C+vVadMCYILEA+H+XKwYABMHWqTkHto359rQSTki+xxhhjjAmCxYuhZk0oWjTULTHZhOUgn6/HH4djxxLNuV6vntZCXr0arroqRG0zxhhjcorTp+H773XCD2OCxHqQz1fhwkmOgPUO1LM8ZGNMKIhIVRE5LiIfhbotxmSIX3+Fw4d11jxjgsQC5LT6/nvo1UtrK6Iz6hUvbnnIxpiQeRdYHupGGJNhfvxRny1ANkFkAXJabdwIH3wAX38NJAzUsx5kY0xGE5H2wL/AvFC3xZgM06OHzk1QsWKoW2KyEQuQ06pDB516cujQ+F7kevVgzRo4fjzEbTPG5BgiEgG8APQ/x3Y9RGSFiKzYs2dPxjTOmGD68UcoUQKaNtUZ7tauTTQeyJi0sgA5rXLnhqee0moW8+cD2oN8+rQGyQBLl+rf8NKlIWynMSa7GwqMc879ldxGzrnRzrkGzrkGJUqUyKCmGRMkzsETT+ho+H37tNzqgw/C+vWhbpnJZqyKRTB06aI9yEOHQrNm1Kuni196CZo3h/79NWDOmxfmzYOoqNA21xiTvYhIHaA5UDfUbTEmXZ08CVWr6mQfvXvD33/roB/rQTZBZgFyMOTNq5OH7N0LcXHs3Kkd8zNm6MPr5EmIibEA2RgTdE2ASsA20dm+CgHhIlLDOVcvhO0y5tw86Ykpmqkub14YMybhdalScOut6dMuk6NZgBwsXbrE/7hwof6de//mw8L0blBYGDRpEprmGWOytdHAVJ/XA9CAuXdIWmNMalxxhfYAf/ZZ4nVbt+qHaaVKsGiRTvl85ZUZ3kST81gOcjCdPAkffkiTqtvJl09no86fH957D0qX1r9vmzzEGBNszrmjzrld3gdwGDjunLNReCZz27JFUySmTYMjRxKvf/JJuPRSeOwxTano3Fl7nIxJZ9aDHEz79kG3bkT16sW8eSOJidEe46goOHNGxxGsWKFflo0xJr0454aEug3GpMi0afrco4cO1vE6elRvxb7xBhQoAG++qT3Jn36qt2ONSWf2WxZMpUtD+/YwYQJRNQ7w9NMJ+cb33qt/4x98ENomGmOMMZnGtGnQoIF+OBYpkrB80iSdqVYExo+HX36B0aOhbdvQtdXkKBYgB1vfvjrl5fjxfouLFIF77oGPP4aDB0PUNmOMMSYzmTlTA9/Dh7V32DuBwCefQIUKULasvq5VCx54wHqPTYax37Rgq19fp7scOVLzKnz07Kl3je67z2oiG2OMMZQuDXXrwpIlWrptzhzYsQP+9z99nZLKFsakAwuQ00PfvlCoEGzf7rf41Cn9W//yS2jWzIJkY4wxOVifPvqBCDorXrFimnIxbZrmG991V2jbZ3K0oAXIItJeRH4TkSMisllErvEsbyYi60XkqIgsEJGLgnXOTKtNG1i9OtG88AsXJvzsrYlsjDHG5DixsfDOO7Bhg77OnRtattSA+aOPNKWievXQttHkaEEJkEXkBuBVoAtQGLgWiBWR4sAXwLPABcAK4JNgnDNTCwvTruJ//9X8Ko8mTbTGuXcTq4lsjDEmR/LWPL7zzoRl7drp52bLllq1wpgQClYP8vPAC865Zc65OOfcdufcdqANsNY595lz7jgwBLhcRKoF6byZ23PP6R/8ihWAVrSYPx/Kl4dLLrEZ9YwxxuRAO3ZolYqGDXWCAK8bboDCheHQIc1DNCaE0hwgi0g40AAoISK/i8hfIvKOiOQHLgN+8W7rnDsCbPYsDzxODxFZISIr9uzJJrXthwzRaTA7dYJjxwANih96CNavhz//DG3zjDHGmAwVF6e3Tzdvhscf91+XNy+sWwevvBKSphnjKxg9yKWA3EA74BqgDlAXGAQUAg4EbH8ATcPw45wb7Zxr4JxrUKJEiSA0KxMoVkzLvf32GwwaFL+4dWt9njEjRO0yxhhj0sOgQVp9wrmk14eFac3jdev0Dmug8uWtcoXJFIIRIB/zPL/tnNvpnNsLDAduRac7jQjYPgI4FITzZg033gjdu8Pbb+ttJXTWzOrVYfr0ELfNGGOMCZa4OJg8WeuZ/vuv/7pRo6BDB61zfP31mmdoTCaW5gDZObcf+Avw/bro/XktcLl3oYgUBC7xLM85nn5aByKcPBm/qHVrLfP4zz8hbJcxxhgTLEuXau5gkSJa33jVKl1+5oxOGb11K+TLF9o2GpNCwRqkNwHoIyIlRaQY8CgwC5gO1BSRtiKSDxgMrHbOrQ/SebOGypVhyhS/wQitW+s146uvQtcsY4wxJmg++UQD4Jdf1lSKMWN0+cyZsGUL9O8f2vYZkwrBCpCHAsuBjcBvwCrgJefcHqAt8BKwH7gSaB+kc2Y9v/4aX/y4fn2dZv611/RL9/HjmpP88ss2gYgxxpgs5swZLd122206B8Cdd2o94yNHYPhwuPhiaNUq1K00JsVyBeMgzrlTwIOeR+C6uUDOKOt2Ll27avmadetY9kMY+/bB7t3QqJH/eIZcuXScQ548OtjXysEZY4zJ1I4fh5494eqr9XWPHvDhhzBggE4jPWIEhIeHto3GpEJQAmSTQv36QceO8O23xPxyK3FxCasuuUQnFnIOTp/WCnFhYVr1Zt48C5KNMcZkYgUL6geXV6NGOhr9m2/gqae0g8iYLCRoU02bFLjzTihXDoYNo8l1jrx59Qt1vnzwxBP6HB6uPcigA4JtSmpjjDGZzvr1OtnHzp1w6pROEX3iRMJ6Ec1Bnj8foqN1AhBjshDrQc5IefLAY49B//5EXTWIefNeIiYmIY2iVi0Nhi+8EB5+WK85uXPblNTGGGMymRdf1MHnAJGRsHGjDqTxzTNu1Cg0bTMmCCxAzmh9+8KGDVC2LFFR/qkTvq/LlNHrzJ13WnqFMcaYTGbyZK1rvGoVzJqlPTw33RTqVhkTNOLONttNCDVo0MCtWLEi1M1IP84lzBS0YweULZvkZi1a6LVn2zYb22BMViciK51zDULdDl/Z/lprgu/AAb29Wbx4qFtiTJKCda21HORQ8AbHq1frramFC5PcrGtXjZ//+98MbJsxxpicyzn98Jk/P+n1Q4bodLCBM+UZk81YgBxKVatCsWLw+OP4lbTwaNFCv6SPHx+CthljjMk59u5NuLu5fj3cc0/iqV43boR33oE2baBo0dC005gMYgFyKOXPrwMdli+HTz9NtDpPHq0KN2MGPPusTSBijDEmHezapR02s2fr61GjYN8+6NMnYZtDh6BbNy23NHRoaNppTAayADnUOnaEyy+Hp5/2L5HjUa+e1kV+6SVo1syCZGOMMUE2b56mTOTJo6/r1IHBg+Hjj+HzzzXvuEkT/QAaPRpKlw5pc43JCBYgh1p4OLz+OvzxR5LJxn/9pc/OWU1kY4wx6WDRIoiI0F4Yr6eegvr14cEH9XOqXj2YOVNTL4zJAazMW2Zwww2wbp3OOhSgSROdTe/ECU0Ns5rIxhhjzsuSJfDqq/DZZ/rB4rVokU4R7VsuKXfuhIlAChXSST+MyUGsBzmz8AbHf/zhtzgqChYsgLp1NUAuUybjm2aMyfxE5CMR2SkiB0Vko4h0D3WbTCbTpg189ZV2yHj984++vuaaxNtfdhk0b55x7TMmE7EAOTOZNQuqVNGI2EdUlM7imSuX3vUyxpgkRAOVnHMRQEvgRRGpH+I2mcxi717YswceeUR7XLzCwmDYMGjZMnRtMyYTshSLzKRpU6hUCXr00BrJ+fPHrypfXqvBvfCCBsrt22uVnUWLEqaqNsbkXM65tb4vPY9LgJWhaZHJVD75JKHGMSSUdCtWDPr3D23bjMmErAc5MylQQEcI//67RsIBrr1Wr2dTpsDtt+sdsWeeseoWxhglIqNE5CiwHtgJfJ3ENj1EZIWIrNizZ0+Gt9GEyNSpOh00QI0asGyZ/jxvHuzeHbp2GZNJWYCc2TRtqt/wX38dfvzRb9WPP+rdMEiYjA+suoUxRjnnHgQKA9cAXwCJakc650Y75xo45xqUKFEio5toQmXmTPjwQ7joIti0SQvsHzsGt9wCb74Z6tYZk+lYgJwZvfGGXsR+/91vcZMmWqYyPFwHGPsOQrbqFsYYAOfcGefcYqA80DvU7TEZJInZWP1ccIHW3C9aFK6/XgPmH36AU6egceOMaaMxWYgFyJlRsWKwdi3ce6++PnMG0DzjefN0EqOYGB3LV7++5iQnUSHOGJOz5UJzkE12d+YMNGqk+XYHDvivcw7uuithljyAVq1gwwYt3SaiJd6MMX4sQM6s8uXT51mzdMTx338DGiQ//bQ+R0VpyvKJE1qu0hiTM4lISRFpLyKFRCRcRG4C7gHmhbptJgOMH685xQsWwGOP+a9bvFjrHv/zT8Iyb8WK//wHatbUThljjB8LkDO7YsVg82a46SbYvz/R6nr1NFB+992EO2xLlugsoTZwz5gcw6HpFH8B+4E3gH7OuS9D2ioTXAcPQu3a2jPidegQDBqkaRJz5sBrr8Hp0zB9Otx5J9x4IxQurDWQvSpUSKhckVT9Y2OyqCVLAMoFZS50K/OW2TVqpBe622+H227T6agLFfLb5OGHoUMH6NYNChaEUaP0rtrrr8P8+VYCzpjszjm3B7gu1O0w6SwiQifv6NkTSpSA1q3h55/1NuKwYdCwoW538iR0764DVrp10+0DPjd44w3o3Tth5LcxWdzSpZpeD6XLBeN4FiBnBTfeCB9/rL0Bd9yhuWQ+I/TKl9fniRP9dztxQnOVLUA2xpgsLi5Og9lx42DLFh2jMneu9gD/9Zd/AJwnj6ZWVK2qg1SSIqITUxmTTcTE6M2TYLGvjllFmzYwYYLWr8yd22/VkiUJZd9EEq6HztnYC2OMyRa6dYMuXXQCqVmzNE2icWOdIS+wdxh05PbZgmNjgmzpUoiODm1qZ5Mm3ljIuWAczwLkrKRTJxg5UnsRfL4mNWmiY/rCw/X53Xf1OgqwY0dommqMMSZIfvsNJk+GCy/UCKB4cfj2W7j4Yg2WjQkBb1A8cqTGIc8+G9qJy6KioGJFgL+DEvnY18usaPVqaNdOpw6tWze+/FtMTMK009276zTUo0bBPfeEusHGGGPO2+DBOtPqU08lLKtcWQdw+84aZUwGWboUrrtOy2j78k5cForUTudg1y6A7buCcTzrQc6KypaFo0e1tuXBg4B/+TfQTubevTUNbfXqELbVGGPM+fvxR5g2Tcu3FS/uv86CYxMi06cnDo5B099DNXHZzp1w/HjwjmcBclZUvLgO2tuyRfPSzjKDUufO+sv6wANW8s0YY7KkgQOhdOmEsmzGZAJlyuhzWJimxTdsqJM0zpsXusIAsbHBPZ4FyFnVNddo8s+0afDcc0lusmGDTrD044+hzQsyxhhznj76CD7/XEu8GZNJhIfr81NPaVB82206iWPduqFrU7ADZMtBzsoGDNAoePlyHbQXMGI5JiZhLOfx41byzRhjsoxjx7ScZ6lS+jAmE9m4EYoUgRdf1EyfrVs13ti8WUt1h4I3JT84NSysBzlrE4H33tNRzEmU82nSRK+v3l+YUP3SGmOMSaV+/fQiHszCrsYEycaNEBmZkAZftWrC8lCJjdXqh8FiAXJWlzu3Bse7dul01HPnxq/yVrd47DHdZMaMELbTGGOMv7Fj4f774fffE5adPq1TSY8ZA/XrWy1jkylt2ACXXprwOrMEyJdcErzjWYCcXZw6pUM4b75ZL6weUVE65XTfvjrTnlW0MMaYTGDJEujVS+sb79qlt/mmTk2YSvqqq2DIkFC30phEjh2Dbdu0B9krIkLHkoYyQN68WasfBkvQAmQRqSoix0XkI59l94rIVhE5IiIzROSCYJ3PBKhQQWu63XAD9Oih+clnzsSvHjhQR5j26JEw201mmPnGGGNynH/+0QL1lSpppNG4sd6rHjdO8+JmzNAAukiRULfUmEQ2bdJn3x5k0IA5VAHykSPw99/BDZCDee/mXWC594WIXAZ8ANwG/ASMBkYB7YN4TuMrIgK++kq7i4cN02Gmr74KQLFi0LEjvP02/PCDbi6ij7x5Q1uaxRhjcgznoGtX7TX+/nv/pMmPP4YLLtDaWcZkUt4g2LcH2fv6yy8zvj2gVW8hEwbIItIe+Bf4HqjiWdwB+Mo59z/PNs8Cv4lIYefcoWCc1yQhVy6da7pOHbjlFr9VJUv6j/B0Th8nTliFC2OMyTA33ww33ggNGvgvD5wIxJhMaMMGffbmHXtFRsLu3fDvv3rHOiN5S7xlqhxkEYkAXgACq5hfBvzifeGc2wycBAK+c8Qfp4eIrBCRFXv27Elrs8wDD0D58ppm0b07fPYZzZo68uXTjuU8ebTnGHSeEZ2/3BhjTLoS0WlOH3oo1C0x5rxs3KjhRcGC/su9PcreFIyMtHmzPme2HOShwDjn3F8BywsBBwKWHQAKJ3UQ59xo51wD51yDEiVKBKFZBtCknBUr4K67iHq2OfNGb2boUO0xXrAAnnhC7+g99hg884zlIxtjTLo4cwZuv10H4hmThW3YkDi9AhKWhSIPOTZWs0wvCOJItzQFyCJSB2gOvJnE6sNA4NQ/EYClV2SksmVh5UoYNQp+/pmozpfydMUpREVpSsWrr2q68t9/64C966+3INkYY4Lu3Xe1Zv3Jk6FuiTHnzbnEJd68KlfW9PlQBciVKyfUZQ6GtEfM+c8AACAASURBVPYgNwEqAdtEZBcwAGgrIj8Ba4HLvRuKSGUgLxDCIiA5VHi43tLbuBGuvRYGD9bEY4+dOxPGhJw4oZUunn/eAmVjjAmK2Fh4+mkdF3LffaFujTHnbe9ezTFOqgc5b14tzBKKAHnz5uDmH0PaB+mNBnzvFw1AA+beQElgqYhcg1axeAH4wgbohdCFF8IXX8DhwwkJyCTMuOft2FizRh/R0ZqGYYP3jDHmPB09qpOB5MqlE4AEs4vLmAzmDX6T6kGG0JR6i4vTKhYtWwb3uGnqQXbOHXXO7fI+0LSK4865Pc65tUAvYAqwG809fjDNLTZpU7RowuC9IUNgx474GfeGDtWxfb69yR07aseH9SYbY0wyXnkFChXSAR0+d+j46iutafz++3rtNSYL81awSKoH2bt848aEalkZYccO7eAL5gA9CPJMes65Ic65jj6v/+Ocq+icK+ica+Wc2xfM85k0iI3V5ONmzWDXLqKiNBDu1El7k8PD9REbq9f9667TNGabZMQYkyMsX65FXePikl7/77/w+OPw55/6+ooroHlzGD4cGjbU23AAd98Nv/6qE4MYk8Vt3Ai5c2sqRVIiI/Um9a5dGdcmb4m3YAfINsl7TlW1KsyeDbfeqiPzFiyA0qXje5NjYnSCp9Gj9fPh1CmtShQWltDDHBdnk4wYY7K4//4XxozR6hLh4bps926tVbxvH9SsCXPm6Dy6x4/Dnj167Xz2WZ0Rr1o16NZNOxuaNdOBeF27Qq1aOitTw4Y6fbQx2cDGjVClSsKfSiDfShZlymRMm777Tp8PBNZNSyObricnu/Za+Ppr7QFp2lRLWcBZe5NBg+LTp/URF6dzsg8YAJ9/bj3KxpgsaO9emDYN3nknYVnfvtoN9uabGiCXKqXLGzTQovG9e2vQ+9NPGhz7atFCe4wfftgqVphs52wVLLxSWuotWHehly6F117Tn++/P7gxiPUg53TeILldO72oez8IwK83+cILoV8/vd57g+XTp3W8ybJluntYmPUoG2OykHfe0XvBt96qheBbtdKyPlOnaimffv38t3/qKe0VqFJFRzefbcBdqVLw9tvp3nxjMtKZMxr4Fi+ugWhSn/MVKmgKxsSJ+t0SNIZo0iRh+6VL9cb1iROQP3/imGHp0sT7nE1MjMYioPFJTEwa3mAAC5CNBsl//AEFCiRa5a2XDHrH0PtLCwk/z5yp9ZTj4hJ+QS1ANsZkepMnQ7588NFH2iPcsyd8+y1Mn65Bc6COHRMvMyaHmD5dg9FFizSbKKnOsB9+0G2+/x6uvjohJdO38ywmJuHmSmDM4A2eT5/WGX/P1eHWpImeIy5Ot/fGJ8FgKRZGeYPjMWN0auokhqB6Uy+8QbP351atEqrGiQT3F9QYc24ikldExonIVhE5JCI/i8gtoW5Xpnb4sKZIXHutpk1ER2s+8jffwB136KetMdlAsNIZvv1Wn507e29tTIz/jZW4OP/OM9AYwXsnOlcu/5jhiy+0Z/nMmZT1CEdFaXGYmjWDf/faepCNv+3bYdw4HaHdtClcfjnUrZtk77JXVJSO8evdWwduB3OqR2NMiuQC/gSuA7YBtwKfikgt59wfoWxYprV0qX4KX3utvn7wQf2kvcW+V2QXqblVn1Wc7T0tXaoBYrNm/suXLNEqVM6lPQWyQgV9Dg8/e2+t77wK4eH6J3bmjP/2UVHQuLG+jyee8G9PxYr6LJLyHuF9+6B16+D/H1uAbPw99xwcOaJB8uef67K+fWHEiGR3i4rSkaSXXgodOkCbNnqb5HzziowxKeecOwIM8Vk0S0S2APWBP0LRpkzvf//TT3DvxSgsTHuOTbbgDQzj4jSLJiuPjfF+dkZEQP/+mn7gG+z65vS+9BLMn5/wXr/5RgNUSHsKZOHC+vzMM/o9Mqnj+I5datJEs5dGjdKKib7be1MsChXy379IEX2+4goNO87V1kOH9GZQ2bLn846SZwGy8ScCr7+uw0L/+gt+/lnLHYH+lZ2ttgs6LqV7dy2vvHKlfvuLjtbiGHv2aLpfML7FGmOSJyKlgEhgbRLregA9ACp6u2tyqubNEz71TbYybFjaA0PfTh1IXQdPWvYNPI43+PXl+56Sy+mtVk2fU9Mjeza7dunn9/PPJz8hpO/YpdhYDZC9vc9eO3fq844d/su3b9fnkiVT9m/l3b5cuXNvm1oWIJukiehvtPe3evdu/TB59lktWXGWv45ixXSVN0fpsccSb2MD+YxJPyKSG53BdJJzbn3geufcaGA0QIMGDTJwvqtMZujQULcgQ+TEO3e7d8PcuQmvzycwXLxYswxP/7+9Mw+Torra+HtnmI1dlmGGAQRZAiIIOiZplU/ADUWDcYnGhWjcFTUuiRu4fyqKRg2K8QNlMRHBoIgbyjIQdfBhEwRBdoGBYRNxwNmnvj/evtbtmuqeXqdnus/vefrp7uru6qpebr117nvOqeLkgk7LcQZ43D5ff6LWrWJDXRQU+K5HH1/NfRo8mF7eykrGsMx91YWpundnkCqS30BxMcuBh9ItXUd2i4rs8nCWVbdA3rkzuPXHUiBLkp4QHKmp9CH/4Q8UzTfdxIQWRzLf0KGcztK1k/UfKSWFf2BAEvkEIVYopVIATANQAWBUnDen4eKvO16CUVjIMXn0aHpTk6VO/V//yp4uf/gD77/5ZujCcMoUCk7LYiTaLdmssJA2jgcf9P18zYiuSThlyMxqgllZwDXX8Pbrr9v7pJPlAT5u7qvuaJeZGfkJkhbIoaAFsimEDx3i9wPYQlkTrkCOhcVCBLIQHG3bMhNv8mTgt7/liDNsGLBqlc/TtP/o8cc5raLFckYG8PLL9BVZVuh/MkEQAqOUUgAmAegA4CLLsirjvEkNl7FjOfesj9IJio4+OoVdIjN+PCOll19ul7FOSwt9PVlZvNYJadpdmJZmB3jee88W0c4qDVrUpqfb7++M7gaDx0Nf7q9/zWPr5ZdzufMYar6fiRbITiEaDtESyHpb0tP9R5D37w/u76lfLxFkIb5kZbFVzTvvsMXqwoXAgAF8TFfqhl0C7oYbbLE8fz7vv/suB4uHH7ZXG60SNIKQ5EwA0AfA+ZZllcZ7Yxo0ixdzSiszM95bElN0jVggPHEWDyI5HnzxBXD77bw9YwbzzQFg9erQ3+OHH4D27Xn8KigApk3j8j//2Y7EmlFOZ5WG7GwWgSooYN8ZgJbDUKO4lZUsKqWT4nT7Zi18Nf6EsF5+4EDkjR3DEcgtWjARz00g9+vH5eZEdFGRLfKd4tmNoiKeQDRrFtp2BYN4kIXwyMjg3BIAfPYZcNttwGuv2SWTvJhmfYBnebffzhzAVq3453n2WU5hNfZMY0GIF0qpowHcCKAcQLGyTYI3Wpb1r7htWENk924qqSuuiPeWxByPhyJtxYrG4UHWlpCKivCSuadMscVWRQWwdClwzDG+ArmwkJ9FZWXgY86KFXawB+DtCRNYC7imhtUT5szhdpaXU5Dr9ZSXMzn9xhu5TEdCwxFxe/fyWgtjLVD9CWF/wlnfDjcvt7KSUd1wZn87dnQXyCeeyIT+Q4eA1q0ZZysu5kzzV1/xBOSYYwKvu6goNtFjQCLIQjRo3hz4+WcK5osuAjZtCvj0oUN5PX48z+KrqjiolZWxPI0gCKFhWdb3lmUpy7IyLctqblxEHFuWrZpGj2at45IS1qJMAiq9Rpvly+2qDg2VggIeB8K1hOzbx2uzTm///r5OQO0PDtTs4sgRYP164IQTfJffdBOrMsyfD0ycyJ+Rng1t2dJ+3rZtXH/37ryfmUkBGI7NQQtcLUyPOor7FmoEGQguIuuPffvCt0fm5fkXyOZ27dnD7/43v+F9bbcIxK5dsfEfAyKQhWjg8XA0eeIJFkM+9ljg6af9Pn3FCnvaTynOdOrM3I8/Bp58su7pNbFlCILgF8sC3n4bGDSIymTLFi4/8UTg3nuBdeuAM8+M7zbWE/v3s3nTgQOMyjVknN7dUCwhlZV2C2Rt6/N4KJA3bmQMB/AVvf5sJ6tW8SfkFMgXXcR0nPHjWaN3yBDgssv42MaN9vN0jKhHD3tZbm5tURsMWkxqYaoUb5tC+MgRivXUVL6HaVkoLga6dfNdVzjobdeR7FDo2NFX7O7ezZz/Xr14Xwtk/RwtkINJ1ItlBFksFkJ0aNqUqbx//jNb47Ru7fepZqed9HQONAcOsKzORx+xh7vb1Jcup5OVxWOc7s4jtgxBEH5h40Zg1ChW2enTB7jySjvD6ve/5yVJsCyOrddcw4jnhx8CJ58c763yj8dD291PP9HKEMq4Pn8+9/W22+yKDgAFck0N8O23QH4+haTm0kv92yuA2gI5I4Of5bhxvP+Xv9CykJ4enECOJIJsClOn2N6zh9d9+rCbbUmJHdEuLuYxd+vW6AjkSCwWlkWBv3s390ELW71dWiD37s3fQV0CubqarxWBLDQOcnOZzaBPYadNYzLfhRfy1D4rq1anHT1APfkkI8iWBZSWMh/wlFOYvVtWBtx3X+0kg/JyqaksCIKXbdsYJVYKeOklto8O0Nwo0Tl8mGNmjx4cSz/8kJ3WYkkkdZdLSymOAdueECxvvcW4jO5rpenfn9erV1Mgf/opxWP37vy5uLFiBZPs3KbuTzrJvj1mDE84jjkG2LDBXr5pE9+jXTt7WU5OeDOeWpjqesZ6XZs3137OgAEUyMXFfP/yciYb9u/PihvxFMgVFdyWtm1tgaxFvzOCnJfHS10Wi337KJJjZbEQgSzEBj1P9vXXbFn9xhuMMp91FvD738MzcmStwXPIEEaOdVH0jRt5mTy59up1j/eaGro7nnrKvTd9shXIF4SkpmtXdojo3Dm8ueAEY/9+XrdrBwwfzpm3nTtpw44FOsmuvDy8pGszYrh3b/CRwdJSVki65BJGeU2OOYaHntWrGXyZO5exmm7dWHq0vLz2a1asYPTYrSHG5s2+zbAKCmgVcEaQu3f3fb2OIOsoarDs3k3fsbmNubnMM9Vo8TpwICuw7t7NbdIJfnl5FPzREMimUA8Ws9SbFsj9+zN9qUUL3whyWhqrh3TqVHcEOZZNQgDxIAux5rnneJo3dy5DwitW8FRfc+jQLzd1ZPmJJ1gSTgd+UlKACy6waypnZbHG8pgxnIqZOpW94U87jeVNH3iAbzVoEG8nU4F8QUgaTKPlvn3A7Nm8/etfizj24hTIAG1sbkQjr0PXXQ6UABeIHTvs29o2EAwff0xbgfYDm6SmAscdR4G8YQOwfTtw9tnAqadyW5cv931+WRmwdm1te4Vm8GD7WKR90j17UhTr/jObN/vaKwD+JMvK7Ah5sBQX1/455+Twu9UzqmYE2bxvRn3DtXiY29G6dXiVEZ21kHUEWT9mRpBzc3nMbwgCWSLIQuxJT2fk+KyzOHJqE9jKlVS1jz4K3HEHkJLyS1m4wkKW7NE+5b/9jRdnRDgjg0LZspikcd99td++LhuGRJoFoREybhyzzu69l3/8wkIqExHHv6AFctu2zJ3OyWHOR79+XF5QQCH4zjvApEmMbIZTXk0TqOVxMDgjyMEyfjxLqPkTb/37M8I8dy7vn3WWXXLt8899fdlr1rCykj+B7GYR/OYbit+dOyn4tm4FLr7Y93X6Z7l7N0ucBotb7WG9rr17KSSLiykq9feqhXC0BXK4Db60gN21i8mSP/1k70Nurq9A1s/Ny+P2VlXZXXidxLJJCCACWahvlLKzB3JyOMLcdRdtGK+88othzJ9P2TloDx1KT11FBVddXU2xnJLCAbqykmf1pm/M5IMPmJksCX+C0EioqbH/4PPmcewA6MUSceyDGUFesoT3i4vpR05J4UdpBuLNyG8446DHA/zud/xKwmmKYUaQgxXI8+YxzUUpRobdxvD+/ZmkOHkyo726qkOvXr5WBYBxG8C/QAZq1/fv2ZPXGzZQ0FVV1Y4gm/WLe/cObt/08537Y66rUydeZ2fze05L8x9B1smH4RCJQNZ/y6IiW6SbEeQlS+zHtcjv1Im/zz17/AvgoiL+jrOzw9uuuhCLhRA/cnM5LTplCo3EAwcyTOxFF2kPNMiara1fftm3tfX48czRAZiYofnyS+Daa+l5HjGCB4Tq6uRpxSoIjZqnn2Yi3i23AN9/z/vPP09fleDDgQO8bteOY5u2AFiWHUxQyo52KhV6eTUnuoRn06ahv3bHDka7s7KCt1hMmMDrQLYOnai3ciVFtObUUymQ9ecCUES2bk07e7DocmUbN7pXsAB8I8gmgawtluXfYgH4CuGcnNol4PTj2dlcx969Pk1vQyISgZyZyVKDu3a5C2Rd4cKMIGuffCCbRVERt8lfhDlSJIIsxBelgJEjgfPOo1dCz3sdOMA2RN27M/X4t7/lP8Ylu8E8m+/Xr3bUubSUx8/qav6Rxo2zB8Qzz+TzdTF9RyNAQRAaGu+9Z7eJzsykxUJwZf9+BgxatfItr5mayqG0qoqC+K672KTpmGNY/COSWTR/DSuCYccO5lcePBh8BHnjRu5LSop/ca+jkoBvJ7lTTwVefx347juWSAMokAcODC2RrmNHnhBs2GBH5J1VONxaRBcUAGecwde4WVtKSnj88mexMIWwfo5ZAq64mCcc6encxpoafq7hVH2IRCADthB2CmTtzd6xg1VXTIsFQIGs6yI72bUrdvYKQASy0FBo04YhYD26HDhAM9icOXYmQl4ewwXnn+93Nc6pL4AV5t54gyLZJDWVUeRHHwUee4x1N198EVi0iMvFsywIDYxdu9g/+Ikn4r0ljYL9+ymQUlJq29YA33Hs6KMZaYx0TItEIO/cye1ISwsugrxhA/2/t9zC+Im/Mfm77+zKEw8/TGHs8fAaoA+5Tx82Glm+HPjDH0LbbqUYMd64kZ91VlbtqG+rVjyfMz+Xt9+2uxu6WVucYlKjK0mYQvi443g7J4ceaL3cFM56naEKZN2IJBYCWW/L0qW8dkaQA5V6KyoKvRxgKIhAFhoW+rS9Vy/aLioqmH68ZAkzLI4/no9rH2IQfPONPTgCDD5Zlh1t8HiY2f3HP3LAeucd/yWKdBmjiorIklkEQQiDOXN4bXaCEPyyf79vLV5nAMG8HWkSlybSCPIpp9jT7XUxeTIDHaNHB7afm7YLU4j26EE7xYQJfM/bb6dg/c9/ONaHMrb36sUOfKmpFG3Ow5NbBzyzn5Zb9Ntf7eH0dJ74FBfbPl1TCGu7hj+BHCr6ZCUSgZyXx+ogu3fzBKhtWy73J5DbteN+1mWxiOWsr3iQhYZNejotFqNG8eDYpQtHsvPOA845h91FFi2yiye7YJblycpioNpsRQpw8Orf3xbSpaW0Yji9YXPmcDqopobXCxfGdvcFQTCYPZs+gL59470lUScaZdacOAVyIKIhkH/+2S5SpCsMBMuRI7RWdO7MSHZdEeTqaqavDBtWd26mW2k2gHGXkhJ6k2+80T6MVFeHno/Ssycjt+vW1fYfa5yfcVmZfXvKlNqCPFBzDi22Dx6kRVA/JyeHVQ8rK6MnkJ3trsOhY0duj/YN61iY3q5ly3itBbJSvO1PIJeWct/FYiEIJuXlTAOeO5ftrQH+455+2jVRx19FDCdmo5KaGmDWLJYG0tHkAQNof9RYFp9TWcmyQRJJFoQY88c/8g8XikG0EVBYyHrtumlFtGam9u+3E8jqomNH+lOrq8NvPqhFbXY2xVAoTTG0EOrcmWXA9u4N/PpPP6UIf+mlutft7xhgJi4CjPqGm6jYqxc93Rs3spKHG7m5nBjVrFlDu8SePe4nBP4sFnpZcXFtEa2fu2ePr0A2K1+ESiRd9DQdO/K3tWpV7bbZQG2BDNBm4W8mIdYl3gARyEJjJDPTNhT/8AOweDFLxGm+/56jYX4+i382aeLqTXZiDqIbNnD6TkeTX3qJkYF16xjlqamhV23WLF6PHSt2C0GIOVddFe8tiAkFBYwmRlpmzcmBA6FFkHUSV7jV8syObnPn2q2Fg0GXeOvcmcK+qooRwjZtaj+3sJAFj1q2DJiS4oPbMUBHlnW9/Rde4GcWTn6JLvUGBI4gm7OOa9ZwIvS//+XnNWqU7/OLi2lHOOqo2uvKyeHrnOJVX2/cyIi+9itrW0Y8BTJAm8V559nLmzfn93joEPczK8t+rFMnljp3QwvnWLWZBkQgC42dNm3YZu+CC2yT8bx5wHXX8XZODv0U11wTVFjEbFTy9tt2NHn6dD6elsbeJh4PhfJ779l2i2gd1ARBcGH+fOBXv4pdn+R6wi3Jd/Bg297VpElkZdY0lhW6xQJgZC5SgTxgAAXf7t2hC2Qzarh3b22BrKPtpaX8rJYvD3/cDXZ2MRiCEcg5ORT9ZWW0lOjkumbNmEjubHttlm9zoiPITvuD/u6+/tp3uX4sXIGckhL8b8kNLWSrq2v/vnJzOWvgjAbn5fG34DaTEOsueoB4kIVEQv+DrrmGacvTprEi/PXXM5qsDWavv86Q8LJlvvNrBmbbazNoVVNje9N02SR9YIvlH1UQkpbKSuCZZ9grefToeG9NRBQW8gT7wQcp8rTf2OOxhcwDD0TnRPunnxiFDVUgR9ptDWAEOdR1aYtFp0521NOt1JtuZw34jsfhEky9/WBo396uUuqvnbRZ6m3tWt7u25c+6p9/ZjUNE7Mls5OcHH4O2rLhjCDrhiemQO7YMXyBnJ0dvvVGv7fGuU/6MecxtFMn7qOu521SHxYLEchC4pGSQkPYlVeyCvyMGTSF6VPzhx9ma+uTTuJIfPnlVMMO9MB5882c9nEmeGgR/eCDnBp66aXQi7DHIjFHEBKGL76g2rr3Xs5Fjx0b7y0KmkWLav+3dc11Z1OL0lJbuOiyX5FidtELhmgI5D177ITnUNe1YwdFWEaG3RnNzZc7eLBdISIjIzrR9miwZAlFLsBDj9uYbgrkNWt4+7jjuA9paSw1ahKo9rAZKc7MtBvU6pMLfxHkUJMn69qOYHFLzNMEEsiAe6Le0qX8zPSJRiwQi4WQ2CgFXHIJL5qVK3laWlDATI9PPuGIfvrprFT+0Uc8GLdoASDwNJy2ZPTrB1x6KXX4mDG2TSPQ1N3kycCf/8yDZVaWeJgFwYeFC9lFoVMnVq/wl/nUAJkxg+OBUr4lI832xebJ9nff2Q6xdeuisw2hCuRIkrg0xcV8v86dQ1+XbhIC2ALZLYLs8TCheulSDtUNZcz0V0rOxDwJWbOGtZHz8vg7GTSItpRnn7WfX1zMHllumJFiU3xmZNCW8u23vs/T769LwwVZJfWX7YhUIDdpQvHu1hlQ33ezWADA3/8O3HQTby9YwJPMmTO5H2ecEbtjZ8QRZKVUhlJqklLqe6VUiVLqa6XUOcbjpyul1iulflZKLVRKHR3pewpCRLRrx3/eFVewts6uXSyACXCEuvRSzpeddx6LIldX1zkN16kTB5yPP2Ydz65dOeCNHu07lQowseLMM21xDDCCtGBBTPdaEBoXv/kNcM89VBKNSBzX1DCBDKgdKTb9pf/4hz2eaDHTrVv8BHJ6Op8bqUDOyWHiVfPmoQtkHTFs146Cz1+pt7173ZPu4om/UnIm5knI2rWMHmthO2wYa/bffz+PF1VVLNfmz2Jhesad4jUnx65GYnrAc3O5XjfLQiCiIZABO1Ls3CfdC8xZrVV//1OnsqnLKafwmProo7Y70l978WgQDYtFEwA7AJwGoBWA0QBmKKW6KqXaAZgFYAyANgCWAXg7Cu8pCNEjNZV9QgEm+y1eTF/FN98w8tyrl22u04rWwaJFvkkEJSUcoGpqKH5ffBG49VZmXJ92GvMIlbI9zADwwQcs61xYKNYLIYnZsoUmzqZNaanwzuQ0Fv7xDxbS0ZhiafVqe7mZ/rBuHU+wR4xgNDlUq5YbWgQFmyQHRF4L2Vl3N1QPso4gp6ZSJLtFkKur6bs99tjwtzMW6JlGZ419k+xsfs86gqy73wG2aBw7lkGVjz7i4cafMDWX+2tF3aGDb6Q4HBuNsxFJJOgKFWbptsJC4NVXefuFF3yPedqGordDH36VYkQ60MlINIjYYmFZ1hEAjxiLPlBKbQVwIoC2ANZaljUTAJRSjwDYr5TqbVnWeue6BCHupKYy9DtoEDuFvP8+w8La2DVsGM1dOTk8Hc7NBY49FoMH34P0dLtc0FNPAX/5i1266W2X00KlmE/YpQv9a++/z2s9oOluf889R70gra2FhOfAAc6Z9uzJ2ZxGxsyZDHp7PEy+mjiR/2v9v121ipNT5eW2RxRgBLlHD1Z/qKzkOUKw9Yv9EWoEGYiOQNbbHcq6SkpY5ksLZMCuD+xk2zZ+fg1NIAN1R7VTUymSV65kCTyz38327bzWsw6ffsr7/oSpbl1dVuYeQXZ7rSmQtU+8LpyNSMKlsJDHNwC47DL7JKKgwPbd6wYt+jMcOpSiuqKCn51SPHmMtCRfsETdg6yU6gCgF4C1AG4GsEo/ZlnWEaXUZgB9Aax3vO4GADcAQJcuXaK9WYIQOqmpwO9/z4vmd78Djj6aI8zu3QwJ7dsHzz330Kf83DIMPjMdnj/9Cv36ZaCggNGOadM48KWkcLU1NfyTjxzJP/eTT7JLn2X5RpbKy+3amE2aALfdxoFRNyYxfc6Au+e5Li+0IDQY7rqLc+1vvRXvLQmZL77ggb+mhgLo4ou5PC3Nfs6qVcDxx9cWyOvWUfD16WPf9yeQg/0/79/PMUMnbwVDbq5t9wgVy6Kg1bGE3FyWYAsGs8SbJjvbPYKst68hCuRgyM21LQFmBHnIEP5WKiv5vXXtaj/fDd26ets2/0I4kEAOhPkb07+fSAVyQYEdATY92oMHwye4ZEaDnfk/ej31dSyLqkBWSqUB+BeAKZZlrVdKNQewz/G0QwBqzZlZlvUagNcAID8/330eWxDiza231l7mnQ/19NgHz7u/Af5TA9yeDk9+Pjz9+6PwNzdg5syBveKivQAAIABJREFUAYvR6y5+zjNlwD67rqpisgJAD1a3bpzKra6uHXV+6im+R2kpp3yrqwN36Ar2oCtiW4gZc+fSbPjgg/QfNzL+/W/75Lay0rY4LFtGW1VVFX2nt97KxydN4vN197ULLmCDUIACecSI2u/x6aecxNL2rEDJSboGcihNB8NN4gI4y2VGM0OJIJtd9DTZ2XZ3NRMtkPXJRGMjJ8cuwWYKZI+Htorhw/l70c1BAgnT3Fx3gVxXBPmtt1hSHPAVnwsXUpyPGcPfaFoacO65fCxU37ITXRbVKYTrqkXtjMrX53EnagJZKZUCYBqACgC6H8xhAM7z15YASqL1voIQd5p4/0bt2/Po8uWXLGi5ZAkwfTo8xx+P+fMHouD9nzB46xvwDDqr1uju70y5bVtaNSoqeKCrrrbPwg8etMWzM+p81121N1MX7tADTGEhB8Rdu4AJE7iOJk0YyW7VqvaAVVjIKa/KSg5wUnVDiBqHDwM33sijdiOtdawjp9oXed55nDnSUdSNGykg+/fn//bIEWDzZv6fqqoYEW3ZkvnD/hL1pk/n/z+YjnuhNAnRmElc7duH9lpnt7WOHbmPJSV128jNLnoafxaLb7/lulu1Cm37GgpapGZn1/6MzziD6S8vvwx0785lgQRyXUJ4yxaO26bFB+CJls6Dqamxa/k7U2wqKtgMCwDuvpsVF2PRlKWhJVxqoiKQlVIKwCQAHQCca1lWpfehtQD+ZDyvGYDu3uWCkHi0b8/Qjw7/WBarYDQBPEWfAuPuAd6uAo45hobDAQOoZps1gydvOzyXVXNuTalfBox+/WqL5fR04Omn7fvOqLNOaFCKj1VVcdnq1Ywup6ZSh1RW+m5+VZVdMEDbQLQQfu45HuCBwAfnRYto2x4xIvhBLxiriJDA/Pgj1dFTT3EqpRGiz5PHjLEtUPn5dhRUi5Pjj7dPaL/+2o7UastAnz7+BbJZBaOu5KRwBLKuMrB7d+QC2ZzOD0YgK+XbTCI7m+K6tNS3/bC2ozRW9Odi+o9NbruNNfUnTWIU2fzOnejZAe031+ho76JFTPgz/b5aDJtBFVMYK2X/Js2gTGVl5N1iG6oQ9ke0IsgTAPQBcIZlWaXG8ncBPKuUugjAhwAeArBaEvSEpEGn2wI0JQ4axLnYwkIeHWfN4pxrs2YM4z79NLP2Bg9mOGH4cHg8bWqJZS0ezfuAu5B+4QVGYt55hxEo3Tbb3MTUVA6CaWk8MOmEkfJyVsIbPZpl6PTgmpLifnCeNw84+2wOvi+8wAh1XQNiYSEtJhUVXK+OamRk+NpRSkuBzz7j+jMyREQ7UUqNAnA1gH4A3rIs6+q4blAg5s8Hnn+eIcYRI4A772T1mFD8AA2MrVsZ9Xz4YXtZfj7w7rtMQFu1ikNBnz52S2nd5AGwp7z79GGNdLf2ugcO8D9SU8P3CfTbP3AgdBtCOElcmkACua6Ew+XLOQSabaPNbnpHe4vDWhYjyNdeG9q2NST051NW5hvd1XTvziDF7NmMkrs9B+Dy99/n7VGjeNKgn6erRDhnGnQpOmdQxV8CnPNY0lCastQXEQtkb13jGwGUAyhW9j/6Rsuy/uUVx+MBvAngKwCXRfqegtBo6dCBYuDOO3n/8GG7xNzVVzNLZeFC4MMP6cds145HntRUYMoUePbtg6dpGnD4WGD/QHg87Vz9WU4hDXAA/OYbO1rQpIntWTaFKEDBWl7OA/E//8llqamMbLzwAgW0M8J0+DBw3XV2ZKK8nLtgWjTcRO1jj9n1L80uYqWlnHV38vTT9u3MTAp3EckAgF0AngBwNoCsOp4bPz76iImv2dlUA2a4qhGzZQsnhkxOPJHXK1Zw9qZPH/7fAAqalSuB1q05aaTbFB97LCOnRUW+SWsABeT55zMyWFe95HAtFkB4lSy0HcJM0gtmXYWF/EnU1PhGO81mIVog79jBc6rGHEHWbaiXLPHdX5Mzz6RA3rfP/3MKCnw972Z0d8QIjtV1+X31egLN3LkdS5KFaJR5+x6A35HNsqx5AHpH+j6CkJA0b27f/tWveLn1Vo58y5czLJWayseffbZ2X81zzuHRxYHbVNbpp7NaRqBkQc3ChRSen3xCO7Xm0CE+dtxxwIUXsqfK0KEUs9deS+Gcnm7XgJ461Z6mmzjR9jm/+y67PY0ezfXpXdTXplUkEGVltHNEMnAnSuKhZVmzAEAplQ+gUx1Pjw8LFzIbrX9/GiHbtIn3FkWNLVuAk0/2XaYF8vLljCAPGWI/NmAAZ0Sys30Fn476fvutr0A+eJDvcf31tCzMmcP/SROXo3hNDf/b9SmQi4u5LforNRtZBGLBgtpNH0yBbPqQG3sFC4DfIxDYR37okH3b33P8Jb0Bofl960qAa2y2iGgiraYFoSGSkgKcdBIvmiVLOKqWlTEUvGIF68UCDN8OH8453Z49ecnMZHHVDh2Aigp4eh/B/PlHBSUG9aA4dCiFtTkI5+Wx8eBjj3EzTNLTWTVDe+AeeIDOEZOqKmok7YNLTQXGj+eBw59VxG06sLKSr58+ndaQM84IfSDXiYcVFbWrAiSKcHYS15KaAwey+PfYsQydJgiVlTw5vPJK3+Xt2jH6OXcuI8KmbWHAAJ5A7t3L367GLPV21ln2cl354IQTaFl48026UoYOrb09hw7xpDRUgZyVxWn9cAWy2ZiidWv+p+pal/Ynp6T4Cj3TYqFp7BUsAAYWXn45sG1hyBC7/q+/54Ra/UEIHRHIgtBY0NHmFi14VDSPjDt3UjhPmMBwrmbqVOCqq1hZY8gQeLp3hyc/H0g/Caj0CvAs/7Px/gZh3QHQmfVcXU1xfP/9zLfSfkltxa6poZjt1AnYtMl+3cGDfI35voC7x9q8vXkzk1keeojvF2pljalT3RMPtS+6vDzxbBxxKak5fTqNla1b256dBGL7dv62nRYLgOess2bx9vHH28sHDOB1dbVvRLR9e0ZhnRaKFSt4fcIJ/MtmZrLCgJtADqdJiCY3t+6orxvOdsRKBVfqbdUquszuvZfWAv0/c4sgr1vHzyec/Woo1CVsg32Ofl6ijEsNERHIgpAI9O4NfPUVj9K7dgEbNjDc2q8fH+/alQpy6VKqP93ab8kS1pydN48ZH8cdx9f07ftLhXi3Qdhf3WYz2uGcAnT6nJ2RaTfqmg586ilbqJeWsoTu3XfT7xnIYwewpvSsWfbrlbIfW7DA9kWXlSWWQK5XamqofMaNA555BvjrX+O9RTFhyxZe+xPI//kPb5sC2bxtCmSl3CtZLF/O/F0tDs8+mwL5xRf5GmclGCA8IdmxY/geZLdyY4HWVV7Oz+bii3mSa9K0KWMCzghyY7ZXaIIRtiJ+448IZEFIJFJSGJ51Zvd07Qrcd599f88e1p/SR+n164HXX2cGjKZtW4Z5W7dm0uCaNSzF1bkzPJ07Y/7cTij4vInfBI+6oiDBREjqwszKBmhxXbiQt5XyFb+A723dDOG55+iP3rbNzrbXiTT69du2+d+GefN4bjJ0qBzQfKisZOLpv/9NX71bce4EIZBA1j7kZs34PG0daNPGrvVb4ugM0KYNT8rMCgYrVtjrAmhTmj2bzqqSEnbyA/h/eOwx3g43gvzll6G/rrjYjoqb6wqUTPjxx7SD/PGP7o+b3fR0BQt/zxWEaCMCWRCSkQ4deGTVjBoF3HILW/OtWcNkwKIiuxr/Bx8Ar77qswpPs2bwlJRQRY4dC8+WTUDOyUCbk6k0vbWcYzk96BThM2cyUq2L3msLiGkFcdb8LCsDZsxg4PyZZ5g4OHkyD/aXXMKKAW+8QTeKGQGfNo0BeV3nNi2NgdIjR+LjW1ZKNQHH9FQAqUqpTABVlmVV1e+WgB/qpZdyVuLJJ3ly1sirVARiyxbOhJh1fDU6Ae3IEd+KBIWFrFIAsOqAufyTT3h+MXQohXLfvpwUuuoqe706Wvvxx77vV17OiSGA57ihoqO+bmXm/FFT4z+CvGCB/9e99RZF/Omnuz+enW1bLD74gOWyAzjCBCGqiEAWBIGkpLB/dbdurCVlMmEC1eOOHfQ779jBxEB9BN2zh3OlEyfyfmYmj/b66PjAA/RA9O5N9egV0NHAKbRffTVwnU83S0jfvsDll9u1m/fu5QH5pJMY/OzdG7jpJq7fX9epykrgjjv4eGZmXDoNjgZgVOHFlQAeBfBIvW4FwJOrJUuYjXTLLfX+9vXN1q2cpNFVWEy0dxjw9bkXFPhfrssd6u6XuqGPGUFeudL2+Kek8FJVxd+lPq8NN4JcVsbIbrB5lAcOcJvdBPKPP9Zu9gFw+Jgzh5MMaWnu601L4/n6a6+xgQbAn9TFF8tsjRB7RCALghAcLVrQAOhmAnz+eYZPv/uOc73ffWfXeQJooPz8c+Dnn3m/Sxcqz7/9jUf0iRMZLsrLoz0kO9tOhw+BYOt8mrfN2qH/+hejwrr7IECxccEFdgDdFMYpKXyujhLqrlNlZfUvkC3LegTxEMMm5eU86+jenSHPxtoPOETcaiBrBg92r0jgr0yXXl5Wxt9Sjx52u+oTTvBdr9Pjv3w5xeSMGVxmVpEMFrPUWyCBbHqe9fto+4hzXQ89xOoNgP2auXMpnHWahNv6v/yS/ymzHnpVVeQd3QQhGEQgC4IQHVJSmF3kVoNp7lwe7bdsoWl37lz7sYoK4IYbfJ+fmsqj6kMPMdR0221MX+/WjfOxPXv6jUAHW+fTeYDdtMm3Mod5EB45kh0F3ZISnV2ntLCZOpV68dxzk+Rg/vPPtO2cfDLwv/8bFXH85Ze0uDT0UntbtjDX1Q1/Xvy6ls+Zw0TSmTMphPPyfAWov9enpPBkrkULBvFD/dxMgdynD+0eCxbwb9e0KWdY0tKARx9lZDsjw27e44wg//gjr8eNo9cfsDtx6v/Z3XfTzuTWCMM8GdXR+WTs6CbEBxHIgiDUD0oxsti9u29IKD2dto3iYl7v3MlKHFpx/PgjlcDevXZpiS5dWAh20CBGq//5T4axWrbkJSeHQi2EOWYz4a+uwvtA4K5TmzYx5/GJJ1hpgy6DPId8SCDKyhiCX7y49slOmMybx7JfcbSsBMXBg7x06+b/Of789nUtT0+nEG3dmj/1YF5/4YUUyCUl/ruwBUL7qO+7zy65DrBPkRulpXblPmfFCl1uDvAVu2YDoGAbYQRqbCQIsUAEsiAI8UUphsfy8nxNlppOnVhoVkegP/uMF13AeOdO4P/+j5Fmk88+YweGxYvZvWTQIIrofft45L77bgrp7duBkhJ4TuiB+fMzgi68H0jYmDWgq6v59kBOXvgfUgOmpoam0Pnzmc0YpTIDuhJhoI5jDYGtW3ntz2IRCXffTbG7Zw8D9GZVC38sW2b/9sL53LZv5/XSpb7LzdkVpez30NUlAPaA6dLFfr/zz6ewDZQTEG4jDEGINSKQBUFoHJgRaJ0xBzBMVlLCo/WRI4w4FxezbTdAdbF0KfDOO/ZrMjPtsnevvUZLQEoKPN26wdO1K/BVcyYdpqbS2HnkCL3XmZl8TWpqwHR6M/qlW207k/oShldfZRnA8eOBP/0paqvNyLBvmzWqGxqBSrxFSosWtPc8+yytDcFEhAO1IA6GpUt9k/+0x96ftWjrVjbrcRPkweYESCMMoSEiAlkQhMQgJYWKokUL1mvWXHIJL0VFPLq3a8eitJqrr6bZ8rvveNm+HfjhB9v0OG4cO8GZtGzJefWUFOCjjxjN7tKFfYXbtoXHk/KLMNDe5NLSBJXIRx0FXHZZ1KtV7N/PAH/79sz369rV/XmLFnGSIFCr8cJCCrXTT4++4NICOZDFIhJatw4tIhxp5LWuBj/O9RYW0u3kT5AHmxMgCA0NZTXAMTs/P99apouLCoIgxJPiYuDrr9lMRdfRys62o6UDB/Jxk8GD7Y4lV12Fwi0dcPKX04ssa6ejg0t8achjbY8eTN4aO5bnL+eeS1u6U5wNGsQIvb+W4Gbb8IwMfi3RFGY33cTJCdNvG00KC327TtaHF9usUBHMe4X6fEGIJUqp5ZZl5Ue6HokgC4IgBCInBxg2jBc3Fi7kPPP33/Ny8CD91BrLgqd0AYCi4nrZ3vpi9mxG22+5xb0AcAQcPAhs3gxcdx0dNSNGUITOmUORq0XiZ5/ZNYPLyhjod6uGoDstxsLLHKjEWzSIhxc3VGuDWCGEREQEsiAIQiS0bs0o8sCB7o+/+SavE6mT3I8/MnSamwvcfHPUV6+ba+R7Y0DaTu60GTRtyuW6bNjEiXzO5Zfbgm3QIN+Oiv7KsTn5/HO+T122jK1b3XNLo4kIUEGof0KvxC8IgiAkN/fdx7J7EycCTSKLsxQWsupHYaG9TLs+dGOM4cPd6+Bu2ECR/MgjwOOPs+TY+PEUtXp9ugvdb3/L66Kiurdp0iTgf/4HGDOG7Z7NbTOprga2bYttBFkQhPggAlkQBEEIni++YOHbv/zFt7VbCGhR/MwzFLsPPugrapcto+hs04b3PR7glVd4+667eL+mhpaL4cMpZFNS7CB9WZndynnmTIroefO4zjfe8L9dn38OnH02cP31dtS5rIzNMpzbXlhIl4m2pQuCkFiIxUIQBEEIDt33t0sXdrAIAzNpzqS83LZOLFsG/PrXvo9ffz27sf33v7y/dCnzJ0eM4H1dfaG01LZSVFezWt9557FwydVXsznj1q21q07MnctEQF3eLD2d0eeaGuCttxjBTk/n66uqfOsC//3vwO9+JzYIQUgkJIIsCIIgBEdqKruevP46m66EQUGBrzjWDg3LAk47jdUgtm2z/ccapShwFy9mAt/s2dycc87h4zqZTTdpXLmSz927l1X+ABYeUYptwE2+/x646iq7w5tSbHrxxBNMFNy4EXj4YeD++ymaLctukgFQMOuItSAIiYFEkAVBEIS60aHVIUMiWk2PHrzWLaRfeIHR21mz2C1u+XI+7hTIAEXs6NHAlCnA++/TJ6xtGICdzLZpE5trDBtGe8W55/LxLl1o5Xj1VSAtjYJ8/XrgzjspfDMy7EYYI0fW7oqoFEW5ZQXXDU4QhMaLCGRBEAShbi6+GOjbl9lwEbByJYXlvffatoSRI9kI5LnnWHUCcLc3d+oEnHkm8PLL7OVy3XXu7/HQQxS/U6YwyU5XuwCAU0+lH/nBB31fk5kJvPSS3RRD2yVCbZwhCEJiIAJZEARBsJk5k96EcePsfs8ffwy8+27EKrCqiklyw4czMqvJzARGjWKy3Y4dQM+eQKtW7uu4+mpGnAEKZjfS0uyo7+ef0/esN10n8zkT6yorKXzvv993eV11iEUYC0JiIh5kQRAEgUyfzrbR48cDV1xBRVtRwYoVvXoBd9wR0eo/+oiJdW6R35tvBrKygLVree2vtFpOjn175Ej355l+4Opq3/tnnEFBrpPuMjLs2/5sEh4PhbOIYUFIHiSCLAiCIFBpXnklPQjDhtFKsXYt29Vt2EB1m54e0VtMnMjeIsOH136sbVsm3M2aBXzzDb3Cbm2VCwvt6LC/znhOW4QpfJ0RYUBsEoIg1EYEsiAIgsC6ao8/Tq9DixaMILdvT6U6fLhdLiJM3n8f+OADanB/vUV0ww3LCk/8aoKxRZjLRBgLguBEWQ2wwnl+fr61TLdSEgRBSACUUssty3KpzRA/8vPzrWWLF9NK0bKl+5M2bKCp11k42KCw0D0iW1UFzJjB0m0zZjDqm5kJLFjgLkoLC6nHtfh1iyA730/ErSAIJtEaayWCLAiCkKQUFwOFd0yHZ/Z9wLffAu3a1X5Sr14AaotSfb9pU1akqKig9UHXCPZHZaV7ZBioO/JrPk+EsSAIsUQEsiAIQpJSVAScPvEyzB+8CR6vOHZGgz/9lAHkxx6juE1N5WMLFjABzsR5X5OSwtfV1NRdM1jEryAIDQERyIIgCElMKbIwuvRBDH6cQvbxxxkNVso9ElxTwzrCpjsvNdW+1s0znI00zPrBIoAFQWjoiEAWBEFIWiwAFhZ81QwLvnI8YghgpSieAUaTX3yRld/qap5h3hZRLAhCY0IEsiAIQpKSp3bjvKvK8X9vZv3SSlkL4boiwP36Bdc8Q4SxIAiNERHIgiAISUrOce3wp5uyMHVm6K2UxSssCEIiE3OBrJRqA2ASgLMA7Adwv2VZ/471+wqCICQTYY216enSSlkQBMGF+oggvwygAkAHAAMAfKiUWmVZ1tp6eG9BEIRkIeyxVqLBgiAIvqTEcuVKqWYALgIwxrKsw5ZlfQ7gfQBXxfJ9BUEQkgkZawVBEKJLrCPIvQBUWZa1wVi2CsBpzicqpW4AcIP37mGl1Hcx3raGQjtwOjQZkX1PPpJ1vwHgVzFct4y1dZPMvz3Z9+QkWfc9KmNtrAVycwA/OZYdAtDC+UTLsl4D8FqMt6fBoZRa1tDaz9YXsu/Jt+/Jut8A9z2Gq5extg6S/bcn+558JOu+R2usjanFAsBhAC0dy1oCKInx+wqCICQTMtYKgiBEkVgL5A0AmiilehrLjgcgCXqCIAjRQ8ZaQRCEKBJTgWxZ1hEAswA8ppRqppQ6BcAIANNi+b6NjKSb6jSQfU8+knW/gRjuu4y1QSG/veRE9j35iMp+K8vsJxoDvLU5XwdwJoADAO6TOsiCIAjRRcZaQRCE6BFzgSwIgiAIgiAIjYlYe5AFQRAEQRAEoVEhAlkQBEEQBEEQDEQg1xNKqQyl1CSl1PdKqRKl1NdKqXOMx09XSq1XSv2slFqolDo6ntsbC5RSPZVSZUqpN41ll3s/kyNKqfe8PsqEQil1mVJqnXcfNyulBnmXJ/R3rpTqqpT6SCl1UClVrJQar5Rq4n1sgFJquXfflyulBsR7e8NFKTVKKbVMKVWulJrseMzvd+wdE15XSv3k/XzuqveNT0BkrJWxVsZaGWujMdaKQK4/mgDYAXa2agVgNIAZ3h92OzADfQyANgCWAXg7XhsaQ14GsFTfUUr1BfBPsB1uBwA/A3glPpsWG5RSZwIYC+AasGnD/wDYkiTf+SsA9gLIBTAA/O3fopRKBzAbwJsAjgIwBcBs7/LGyC4AT4AJcr8QxHf8CICeAI4GMATA35RSw+phexMdGWtlrJWxVsbayMday7LkEqcLgNUALgLbvn5pLG8GoBRA73hvYxT39TIAM7w/1De9y54E8G/jOd0BVABoEe/tjeJ+fwngWpflyfCdrwNwrnH/WfAgfRaAIniThL2PbQcwLN7bHOH+PgFgcrDfsXewP8t4/HEA0+O9H4l4kbFWxtoE/85lrI3BWCsR5DihlOoAoBdYyL8vgFX6MYs1TTd7lzd6lFItATwGwDmt4dzvzeCg3av+ti52KKVSAeQDaK+U2qSU2umd+spCgn/nXl4AcJlSqqlSKg/AOQA+AfdxteUdqbysRmLtOxDgO1ZKHQVGe1YZz1+FxPsM4o6MtQBkrE3Y79yLjLUxGGtFIMcBpVQagH8BmGJZ1noAzQEccjztEDhNlAg8DmCSZVk7HcsTfb87AEgDcDGAQeDU10BwyjfR9x0AFoOD0E8AdoLTXu8hOfYdCLyfzY37zseEKCFj7S8k+n7LWCtjbdTHWhHI9YxSKgXsblUBYJR38WEALR1PbQmgpB43LSZ4EwLOAPB3l4cTdr+9lHqv/2FZ1m7LsvYDeB7AuUjwfff+zj8BfWHNALQDPXBjkeD7bhBoPw8b952PCVFAxlofEna/vchYK2Nt1MdaEcj1iFJKAZgEnu1eZFlWpfehtQCON57XDPSIra33jYw+gwF0BbBdKVUM4B4AFymlVqD2fh8DIAPAhvrfzOhjWdZB8GzenN7StxP5OweYKNEFwHjLssotyzoA4A3wgLUWQH/v/0HTH4mz7xq/37H3t7HbfNx7O9E+g7ggY62MtZCxVsbaCMdaEcj1ywQAfQCcb1lWqbH8XQDHKaUuUkplAngI9A2tj8dGRpnXwB/qAO/lVQAfAjgbnPo8Xyk1yPuDfgzALMuyEuns9g0Atymlsr1eqDsBfIDE/s7hjeBsBXCzUqqJUqo1gD+B/rcCANUAbveW39HRvQVx2dgI8e5fJoBUAKlKqUxviaW6vuOpAEYrpY5SSvUGcD2AyXHYhURExloZa2WslbE2srE23tmIyXIBy4tYAMrAkL++XOF9/AwA68GpogIAXeO9zTH6HB6BN7Pae/9yMKv2CFiOpk28tzHK+5sGluD5EUAxgJcAZCbDdw4epAsAHASwH8ys7+B9bCCA5d59XwFgYLy3N4L9fMT73zYvj9T1HYMRvNdB3+AeAHfFe18S4SJj7S+fg4y1MtbKWGuFP9Yq74sFQRAEQRAEQYBYLARBEARBEATBBxHIgiAIgiAIgmAgAlkQBEEQBEEQDEQgC4IgCIIgCIKBCGRBEARBEARBMBCBLAiCIAiCIAgGIpAFQRAEQRAEwUAEspB0KKX6KKUspdRZ8d4WQRCEREXGWqExIwJZSEZO9F4vi+tWCIIgJDYy1gqNFhHIQjJyIoCtlmX9EO8NEQRBSGBkrBUaLSKQhWTkBBgRDaVUS6XUO0qpYqXUaXHcLkEQhERCxlqh0SICWUgqlFIKwEB4B22lVD/v7TwAJ1qWtSiOmycIgpAQyFgrNHZEIAvJRi8ALQAsU0qNBLAEwDwAp1mWVRTXLRMEQUgcZKwVGjVN4r0BglDPnOC9vhHA+QBusixrahy3RxAEIRGRsVZo1EgEWUg2TgTwI4CLAPxTBmxBEISYIGOt0KgRgSwkGycCmAvgdgC3K6UujPP2CIIgJCIy1gqNGhHIQtJgJI18bVnWKwDGA5imlDopvlsmCIKQOMhYKyQCIpCFZKI7gFYAvvbevwvAQgDvK6W6xG2rBEEQEgsZa4VGjwhkIZnQXZ2+BgDLsqoBXAZgD4APlVIt47VhgiAICYSMtUKjR1mWFe9tEARBEARBEIQGg0SQBUEQBEEQBMFABLIgCIIgCIIgGIhAFgRBEARK9GcJAAAAP0lEQVRBEAQDEciCIAiCIAiCYCACWRAEQRAEQRAMRCALgiAIgiAIgoEIZEEQBEEQBEEwEIEsCIIgCIIgCAb/D/hnOHLUr+tiAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,4))\n", "\n", "plt.subplot(121)\n", "plt.plot(range(1, 101), inertias[:, 0], \"r--\", label=\"K-Means\")\n", "plt.plot(range(1, 101), inertias[:, 1], \"b.-\", label=\"Mini-batch K-Means\")\n", "plt.xlabel(\"$k$\", fontsize=16)\n", "#plt.ylabel(\"Inertia\", fontsize=14)\n", "plt.title(\"Inertia\", fontsize=14)\n", "plt.legend(fontsize=14)\n", "plt.axis([1, 100, 0, 100])\n", "\n", "plt.subplot(122)\n", "plt.plot(range(1, 101), times[:, 0], \"r--\", label=\"K-Means\")\n", "plt.plot(range(1, 101), times[:, 1], \"b.-\", label=\"Mini-batch K-Means\")\n", "plt.xlabel(\"$k$\", fontsize=16)\n", "#plt.ylabel(\"Training time (seconds)\", fontsize=14)\n", "plt.title(\"Training time (seconds)\", fontsize=14)\n", "plt.axis([1, 100, 0, 6])\n", "#plt.legend(fontsize=14)\n", "\n", "save_fig(\"minibatch_kmeans_vs_kmeans\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Finding the optimal number of clusters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What if the number of clusters was set to a lower or greater value than 5?" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure bad_n_clusters_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "kmeans_k3 = KMeans(n_clusters=3, random_state=42)\n", "kmeans_k8 = KMeans(n_clusters=8, random_state=42)\n", "\n", "plot_clusterer_comparison(kmeans_k3, kmeans_k8, X, \"$k=3$\", \"$k=8$\")\n", "save_fig(\"bad_n_clusters_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ouch, these two models don't look great. What about their inertias?" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "653.2167190021553" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans_k3.inertia_" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "119.11983416102879" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans_k8.inertia_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No, we cannot simply take the value of $k$ that minimizes the inertia, since it keeps getting lower as we increase $k$. Indeed, the more clusters there are, the closer each instance will be to its closest centroid, and therefore the lower the inertia will be. However, we can plot the inertia as a function of $k$ and analyze the resulting curve:" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [], "source": [ "kmeans_per_k = [KMeans(n_clusters=k, random_state=42).fit(X)\n", " for k in range(1, 10)]\n", "inertias = [model.inertia_ for model in kmeans_per_k]" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure inertia_vs_k_diagram\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 3.5))\n", "plt.plot(range(1, 10), inertias, \"bo-\")\n", "plt.xlabel(\"$k$\", fontsize=14)\n", "plt.ylabel(\"Inertia\", fontsize=14)\n", "plt.annotate('Elbow',\n", " xy=(4, inertias[3]),\n", " xytext=(0.55, 0.55),\n", " textcoords='figure fraction',\n", " fontsize=16,\n", " arrowprops=dict(facecolor='black', shrink=0.1)\n", " )\n", "plt.axis([1, 8.5, 0, 1300])\n", "save_fig(\"inertia_vs_k_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, there is an elbow at $k=4$, which means that less clusters than that would be bad, and more clusters would not help much and might cut clusters in half. So $k=4$ is a pretty good choice. Of course in this example it is not perfect since it means that the two blobs in the lower left will be considered as just a single cluster, but it's a pretty good clustering nonetheless." ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_decision_boundaries(kmeans_per_k[4-1], X)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another approach is to look at the _silhouette score_, which is the mean _silhouette coefficient_ over all the instances. An instance's silhouette coefficient is equal to $(b - a)/\\max(a, b)$ where $a$ is the mean distance to the other instances in the same cluster (it is the _mean intra-cluster distance_), and $b$ is the _mean nearest-cluster distance_, that is the mean distance to the instances of the next closest cluster (defined as the one that minimizes $b$, excluding the instance's own cluster). The silhouette coefficient can vary between -1 and +1: a coefficient close to +1 means that the instance is well inside its own cluster and far from other clusters, while a coefficient close to 0 means that it is close to a cluster boundary, and finally a coefficient close to -1 means that the instance may have been assigned to the wrong cluster." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the silhouette score as a function of $k$:" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import silhouette_score" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.34507909442492657" ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" } ], "source": [ "silhouette_score(X, kmeans.labels_)" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [], "source": [ "silhouette_scores = [silhouette_score(X, model.labels_)\n", " for model in kmeans_per_k[1:]]" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure silhouette_score_vs_k_diagram\n" ] }, { "data": { "image/png": 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sLU1uUiYAXbIcuwPwk5m9YWYzzexpM8vshR9pZrPMbEwq+SrVJXXd9Hu0NbPWlYhVZAVXXBFVd4cNU3JTaDbfHN56K1pybrwxVi2fPLni80SkuOWU4JjZFma2adrzvczsATP7q5nlOhKhOfBLxrY5wOpZjl0fGACcBrQHvmLFJSH6AR2BDsBY4AUza5l2nzkZ9yDbfcxsoJmNN7Pxs2bNyvFlSF0zaVIkOP36xXgPKTyNG0cV5CefjGKB22wDI0ZoyQeRuizXFpx7SHVNmdkGwJNAK2KQ8aU5XqMEyKz32gKYm+XYBcBod3/H3RcSY2h2MrM1ANz9dXdf4O7z3f0KYsHPXmXcp/T3le7j7sPdvYe792jTpk2OL0PqkuXL4fjjYfXV4frrk45GKnLAATBhQiyhceyx0L9/rPYuInVPrgnOZsB7qd8PBd5y975Af+DIHK8xGWhgZp3StnUFJmY59kMg/btXRd/DHLDU7xNT102/x/fu/mOOcYr8z113wbhxUVF37bWTjkZysf76Uf146NCoWbTNNvBOznM9RaRY5Jrg1CdmPwHsATyb+v0LYkZUhdx9HvA4MNTMmplZT+BAsldCvhc42My6mVlD4AJgnLvPMbP2ZtbTzBqZWWMzOwtYC3g9de59wJ9S3WotgSHAP3J8nSL/M2MGnH027LprtAZI7VG/PlxwAbzyCixeHKuXX3tttMiJSN2Qa4LzMTDIzHoRCc7zqe3rAT9U4n4nAk2AmcSYmkHuPtHMeplZSelB7v4ycB7wTOrYTYDSmjmrE6uY/wxMB/YB9i1toXH354GribE504CpwIWViFEEiBk5CxfCHXfE0gFS++y8M3zwAey/f9Qw6ts3VisXkeKX62KbuwBPAGsAI9z9j6ntVwCd3f2QGo0yDzRNXNI9+2zUVBk6NFoCpHZzj0T1jDOi+vF992nAuEhtles08crUwakPtHD3n9O2dQTmu/vMKsZZMJTgSKmSklgpvGnT+PbfqFHSEUl1+fhj+P3vY2bc2WfDJZfov69IbVMTdXCWpSc3qW1TiiG5EUl34YUx1Xj4cH34FZstt4wBx8cfD1dfDb16wZdfJh2ViNSEnBMckbrgvfeiWNzAgTF+Q4pP06ZRsPGRR6IgYLduMdtKRIqLEhyRlKVLI7FZe2246qqko5Gaduih0QW51VZw1FHwxz9G96SIFAclOCIpt9wC774LN90ELVtWfLzUfh06xFTyIUNisc4ePSLpEZHaTwmOCDHm5oILYhrxYYclHY3kU4MGMdj4pZdg7lzYfvtY9kHLPIjUbjknOGa2lZndambPmdk6qW0HmVn3is4VKWTucNJJ8fPvf1fNm7pqt91imYe994bTTotlH36oTJUvESkouS62uTfwDlHYb3eiWB/AxqiIntRyjz4KzzwT3+I7dEg6GknSWmvBU09FN+WYMdC1K4wdm3RUIlIVubbgXAIMdveD+XXJBoD/ANtVd1Ai+TJ7Npx6aqxXdOqpSUcjhcAs/i3897/QvDnssUd0Xy5dmnRkIlIZuSY4W/Lr+lPpfiJWFReplc49F2bOhDvvjLEYIqW6d49B58ceC5deCr17x1gtEakdck1wfiK6pzJtA3xTfeGI5M+4cVG+/7TTogVHJFPz5nDPPfDgg/DRR1Ez57HHko5KRHKRa4LzIHCNma0PONDAzHoD1xKrd4vUKosXRzXb9u1jvSmR8hx5JLz/PnTqFPVzjj8e5s9POioRKU+uCc4Q4CtiZe7mwCTgZWAccFnNhCZSc66+OtYj+vvf41u6SEU23jha/c4+O5bx2G67WNtKRApTTgmOuy9x935AJ+Bw4ChgM3fv7+7LajJAkeo2eXKMqTj88FgxXCRXjRpFlesXXogp5L/5TSz7oJo5IoUn12nifzOzpu7+pbs/6u4Pu/tnZtbEzP5W00GKVBd3OOEEaNw4pgKLVMXee0fNnN69YdCgKA75888Vnyci+ZNrF9WFRNdUpqZUog6OmbUys9FmNs/MpprZUeUcu42ZvWpmJWb2vZmdltq+tpmNMrNvzWyOmb1uZtunnbermS1PnVf6GJBrjFLcRoyIuiZXXQXt2iUdjdRmbdvCs8/CNdfAk09GzZxx45KOSkRK5ZrgGDG4OFN3YoZVrm4j6ui0BfoBt5tZl5VuZrYW8DxwB9Aa2AQYk9rdnCg6uC0xRX0E8IyZpSdg37p787THiErEKEVq1iw480zo2RP+/Oeko5FiUK8e/OUv8MYb0X3Vu3cUjFymjnuRxJWb4JjZXDP7hUhuvjSzX9Ie84AXgIdzuZGZNQMOAS5w9xJ3Hwc8BfTPcvhg4AV3H+nui9x9rrt/ApDqJrve3b9z92XuPhxoBGya64uWumnw4FhraPjw+GASqS6/+Q28917Mtvrb32DPPWH69KSjEqnbKiptdjLRenMPcD4wJ23fYmCKu7+Z4706A0vdfXLatglA7yzH7gB8ZGZvEK03bwEnufu0zAPNrBuR4HyetnltM/semA88AQxx93k5xilF6MUX4YEHoiLtFlskHY0UoxYt4P77Ya+9Ym2zrbeGe++NNa1EJP/Mcxj+n6p587q7V7lYuZn1Ah5x93Zp2/4M9HP3XTOOnQysDewFfARcDWzr7j0zjmsBvA486O5XpLa1I7quPgU6EF1Yn7j78VliGggMBGjfvv22U1WmtCjNnw9bbRWViidMiAHGIjVp8mQ44oionXPKKVGWQP/uRKqHmb3r7j0qOi7XhvqXybIkg5m1NrNce5tLgBYZ21oAc7McuwAY7e7vuPtC4GJgJzNbI+3eTYCngf+WJjcA7j7D3Se5+3J3/wo4m+gaW4m7D3f3Hu7eo02bNjm+DKltLrkEvvwypvPqQ0byoXNnePNNOP10uOUW2GEH+PTTpKMSqVsqM8g4m9VYcfHN8kwmKiB3StvWFZiY5dgPWXFQ8wrNTGa2GtH19A2wUstMBif31ylF5sMPY5bLH/4Au+2WdDRSl6y2GtxwA/zrXzEeZ9ttY9kH1cwRyY9yx+CY2eDUrw6cYGYlabvrA72IrqAKufs8M3scGGpmxwHdgAOBnbIcfi/wmJndTCRAFwDj3H2OmTUEHiVaeQa4+/KMmHcDvgSmAesDVwJP5hKjFJdly2DgQFhzzUhyRJKw337RNdq/P/zpTzEebNgwWGONis8VkaqraJDxKamfBhwHpHdHLQamACdU4n4nEgOWZwI/AoPcfWJqfM5z7t4cwN1fNrPzgGeIWjvjiOrJEAnRb4kEZ7bZ/xqX9nX314ip6w8Aa6buMZoYIC11zLBh8NZbMbi4deuko5G6bN11YcyYqL/0t7/Fv8tRo2D77Ss+V0SqJtdBxmOB37l70dbq7NGjh48fPz7pMKSaTJ8Om28OO+4Izz8PVlYnq0ievflmTCefPj2WDDnrLJUtEKmMah1k7O67lSY3ZtbWzPS/oxS0U06BJUtiMU0lN1JIdtwRPvgADj4Yzj0X+vSBGTOSjkqk+OS6FlUDM7vazOYC04GOqe1XmdmJNRifSKU98QSMHg0XXRQrQIsUmpYt4aGHoujk669HzZznn086KpHikmtLzEXA/sDRwKK07W8Dx1ZvSCJV98svcPLJ8YExeHDFx4skxSyWDBk/PtZF23ffWPZhca7zUkWkXLkmOEcCJ7j7k0D6rKWPiQrFIgXh/PPh22/jm3HDhklHI1KxLbaIQccnngjXXQc77QSff17xeSJSvlwTnHWBbGV+G1DxTCyRvHjrLbjttiiTr9kpUps0aRL/dkePjqKU3bvH7D8RqbpcE5yJwC5Zth8OvFt94YhUzZIlUfNm3XXhssuSjkakag46KGrmdO8edXMGDIgFYkWk8nJtfbkYeMDMNiAK/B1mZpsRtWn2q6ngRHJ1/fVRtXj06Fj0UKS22mADePnlSNSHDo1p5aNGRSVkEcldrtPEnyZaa/YmxuBcCHQC9nf3f9dceCIV++ILuPji+PZ70EFJRyOy6ho0gAsvhLFjYcGCmFp+ww1a5kGkMnKuZ+PuL7h7b3dv7u5N3X1ndx9Tk8GJVMQdBg2KD4Rbbkk6GpHqtcsuUTOnb9+YFfjb38LMmUlHJVI7qGCf1GoPPhhr+1x+Oay/ftLRiFS/1q2j6/W22+Cll6Br1/gpVTdyJHTsGBWkO3aM51J8ci30N9fMfinrUdNBimTz449wxhkxY2rQoKSjEak5ZjGN/O23Y/HYvfaC886LwfVSOSNHxoSEqVOjBXjq1HiuJKf45DrI+OSM5w2JRS0PATRnRRJx1lnw889R86Z+/aSjEal5W28N77wTif0VV8QYnQcfhA03TDqy5CxcGH8HZs+On+m/Z9v2+usrJ4bz50cNrX79knkNUjNySnDcfUS27Wb2HrAHoNEPkldjx8K998I558QffZG6olmzSOr33DNaHrp1gzvvhMMPTzqyqlm+PKbC55qgZO5fuLD86zdrFktjrLlmPMpq9Zo2rfpfmyQrp9XEyzzZbCNggruvXn0hJUOridceCxdGUrNsGXz0ETRtmnREIsmYMiVWJv/vf+G44+DGG+MDPd+WLKl6gjJ7diQ5ZTFbMUEp/T3btszf11gDGjVa8XodO0a3VKaGDeGVV2LGmhS2XFcTX9UqxEcAP6ziNUQq5fLL4bPPYMwYJTdSt3XsCK++GgvLXnEFjBsHxxwDd9wRLRLt20c9nYq6Xtyjm6YqCcrPP8O8eeVff7XVVkw+2raFTTctP0Ep/bn66jEYuLpcdlm0fM2fv2J8zZpBz55RCf3yy+O+Urvl1IJjZh8B6Qca0BZoBQxy9ztzuplZK+Buop7OD8Bf3f3BMo7dBrgR2AaYB1zu7jel9nUE7gW2B6YBJ6fX4zGzM4BzgKbAo6kY0xcJXYlacGqHSZOiSf7ww1XKXiTdSy/BIYfAnDkrbm/UCA4+GDbaqOwEZfbsigcst2hRcatJWfsbN665110VI0fGmJv0JPCAA2DIkCg3sd56cPvtMS1fCk+uLTi5JjgXZmxaDswC/uPun1YiqFHEzK0/Ad2AZ4Cd3H1ixnFrAZOAM4gEpRGwvrt/ktr/JvAmcD7Ql0iaOrn7LDPrA9wH7A58C4wG/uvu55YXmxKcwrd8edQF+eSTeKy9dtIRiRSWDTaAb77Jvq9+/V8Tjsp09bRsGV09DerIqoOl3X0TJ8Lvfw833RQtTlI4qjXBqQ5m1gz4GdjS3Sentt0PTM9MPszscmADd++f5TqdgY+Atdx9bmrba8BIdx9mZg8CU9z9vNS+PVL72pUXnxKcwjd8OBx/PNxzD/zhD0lHI1J46tXLXu3YLMasmeU/ptpo8WK4+mq45JLourruOjj2WL1/hSLXBKdSPZtmtruZnWxmJ5nZrpWMqTOwtDS5SZkAdMly7A7AT2b2hpnNNLOnzax9al8X4MvS5CbLdbqknqfva2tmrSsZrxSQ776Ds8+GXXeNPzQisrL27cverg/n3DVqFN1VEyZAly7wxz9G7aEvvkg6MqmMXAv9rWdmbwMvEmNbzgVeMrO3zGzdHO/VHMgsCjgHyDaUa31gAHAa0B74ChiVdp2MXuYVrpO5v/T3le5jZgPNbLyZjZ81a1aOL+NXqoaZP6efHrOn7rhDf6hFynLZZSsPvG/aNLZL5W22WcysGjYs6g9ttRVccw0sXZp0ZJKLXFtwbgaWAZu4+wbuvgGx2Oay1L5clACZ6zy3AOZmOXYBMNrd33H3hcRq5juZ2Ro5XCdzf+nvK93H3Ye7ew9379GmTZscX0ZQNcz8eeYZePjhGBTYuXPS0YgUrn79oiu3Q4f4ItChQzxXAbuqq1cvusYnTYK9946W5O22g/feSzoyqUiuCc5ewEnu/lXpBnf/Ejg1tS8Xk4EGZtYpbVtXYGKWYz9kxVlb6b9PBDYys/QWmfTrTEw9T9/3vbv/mGOcOTn//BWnGcKv1TCl+pSURIn6LbaIon4iUr5+/aI+zvLl8VPJTfVYb71YE+zRR6PLfLvtItnJ/ByQwlGZMTjZRiPnPELZ3ecBjwNDzayZmfUEDgTuz3L4vcDBZtbNzBoCFwDj3H1OagzPB8CFZtbYzA4GtgYeS517H/AnM9vCzFoCQ4B/5Bpnrsqqejl1atSiKK9wleSUcLvvAAATlUlEQVTuwgvjvb7jjpULdomI5JNZTMX/5JMYl3PNNdFtpcVPC1OuCc5LwC1mtkHphtSg3xtT+3J1ItAEmEmMqRnk7hPNrJeZlZQe5O4vA+cR08hnApsAR6Vd5wigBzEr60rgUHeflTr3eeBqYCxRI2cqkDnNfZWVNZgPoFevmK556qnw2msxe0Eq7913ozLr8cfDzjsnHY2ISGjZMrr+xo6N6fd77hkzO3/6KenIJF2udXA2AJ4CtiRqywCsS0zXPsDdy6i8UHtUdpp46Ric9ObJpk2jZkLTptGM+dxzMTC2XbvI+g87LD6otTBkxZYujVXCv/02vi21bJl0RCIiK1uwAC69NKaVt2oVnwG//70mQ9Skap0m7u5fExWF+wLXph77uvs2xZDcVEVZg/mOOw6OOgoefxxmzoRRo2CnneDuu2OK8/rrRynw//xHLTvlueWWGMR3001KbkSkcDVpErPUxo+Pz4Ejj4T999finYUgb4X+Cl1NF/orKYnZQI8+Gj8XLIhKvL/7XbTs7LJL3akUWpGpU2NQ8W67wdNP65uQiNQOy5bFl7Pzz4/ZV1dcAYMGqdW+ulV7JWMz2x7YA1ibjJYfdz+1KkEWknxWMp43D559Fh55JJKd+fOhTZtYL+aww6Klp64mO+7x7Wfs2JiW2aFD0hGJiFTOlClwwgnwwguwww5w111RMFCqR7V2UZnZX4i1n44l1pDaKu2xZdXDrJuaNYtE5uGHYdasaNXZffcY17PXXrDOOjG+58UXK14Ar9iUJn2XXqrkRkRqp44dYwzm/ffDZ59B9+4xI3RRuUs+S3XLdZDx18BV7n5rzYeUjEJYi2r+fHj++Uh4nn46urVat4aDDoqEaPfdoWHDREOsUbNnw+abw7rrwltv1d1WLBEpHrNmweDB8MADURn5rrugZ8+ko6rdqnstqhbAs6sWklSkadMYk/PggzFAefRo6NMnWnr22SdWtP3jH+ObweLFSUdb/c49N173nXcquRGR4tCmTbTkPP98jL3ceecoXvpL5sJFUu1yTXBGAfvUZCCyoiZNouVm5Mj40H/ySdhvP3jsMejbN5KdP/whxvIUQ7IzblwU8zv9dNhmm6SjERGpXn36wMcfwxlnxN+6LbaIv+tSc8rsojKzwWlPmwCnA2OIZRRWGBni7tfXVID5UghdVLlYtAjGjImxKk8+Gd8C1lgDDjwwurH22gtWWy3pKCtn0aLoo543DyZOhObNk45IRKTmvPNOlBT58EM49NCYedWuXdJR1R6rPIvKzL7KumNl7u4bVSa4QlRbEpx0ixbBv/8dyc4TT8CcOZHsHHDAr8lO48ZJR1mxSy6Bv/0tBhf37Zt0NCIiNW/JErj2Wrj44mixv/baGIKgshgVq/Zp4sWuNiY46RYvXjHZmT0bVl/912SnT5/CTHYmT4att44WqIceSjoaEZH8mjw5Zs2+8kqUCBk+HDp1qvC0Oq26BxlLgWvUKFo/7r0Xvv8+BiIfdlj8POigKCrYr18MXF6wIOlog3usM9W4cVQsFhGpazp3hpdfjsTm/fdj8c4rr6x7JUJqQnldVDfnehEV+itcS5ZE0bxHHonk5scfY4zLb38bCdA++8TsrSTce280yd5xR3yDERGpy777Dk45JSaTdO0aU8p7VNhOUfdUxxicsTney91998oEV4iKNcFJt2RJrIFVmuz88EMUHdxvv0h2+vbNX7Izc2bUvNl8c3j11ShrLiIiMczgpJNgxoyYWTp0aPytlqAxOJVUFxKcdEuXRp/vI4/EwqCzZkVyk57s1OT/UEcfHfV9PvggpkuKiMiv5syJ2mDDhkVl5GHDYiylaAyOVKBBA9hjj/if5ttv4aWX4JhjIuk5/PAoTnXooTHwt6Skeu/94otR3+fcc5XciIhks8YacPvt0cK92moxnOCYY6LlXXJT0Ricv7r7vIrG42gMTvFYtgxeey1adh57LAYsN24cLTqHHhpjd1ZfverXnz8/BtE1aAATJhTmzC4RkUKycCFcfnmsTt6yZUzKOPLIujulvDpacLYCGqb9XtYj58U2zayVmY02s3lmNtXMjirjuIvMbImZlaQ9Nkrt65WxvcTM3MwOSe0/1syWZezfNdcY67r69WOq4m23wfTp0aJz3HHw5ptw1FExG+vgg2M5iaqUGh86FL78MgYWK7kREalY48bxt/O992DjjWNGbN++MHVq0pEVtryOwTGzUURS9SdiVfJngJ3cfWLGcRcBm7j70Tlcc1fgaaBdqrXpWOA4d9+5MrGpBad8y5fD66//2rLz7bfRbNqnT4zZ2X//aFItz4cfxjIMxxwD99yTn7hFRIrJsmXxBfS88+L5ZZfBySfHl9O6okbH4JhZAzOrVEF9M2sGHAJc4O4l7j4OeAroX5UY0gwAHnX3eat4HSlHvXrQqxfcfDN8/XWsHXXCCfDuu9C/f7TsHHBALCo3e/av540cGQPk6tWD3/wmBjJfc01iL0NEpFarXx9OPRUmTYLevWOW1U47wUcfJR1Z4Sk3wTGzPczs8Ixt5wIlwGwze97MWuZ4r87AUnefnLZtAtCljOP3N7OfzGyimQ0qI75mwKHAiIxd3c3sBzObbGYXmFnWtanNbKCZjTez8bNmzcrxZUi9etCzJ9x4I0ybFi07J50UM6KOOSaSnd/+Nor4/fnP0YzqHtWWFy2KVXVFRKTq2reHf/0rhgt89VW0jg8ZEuN1JJTbRWVmLwLPlS6maWbbAf8F7gY+Ac4CHnD3syq8kVkv4BF3b5e27c9AP3ffNePYLYDZwPfA9sBjwGB3H5VxXH9gKLCRp15IaqyOA1OJ5Okh4H53v6K8+NRFteqWL4e3345urEcfjeQnmw4dYMqUvIYmIlK0fvwRzjwTRoyIysjDh0frTrGqri6qrYBX0p4fBrzh7n9OJT2nAgfkGFMJ0CJjWwtgbuaB7j7J3b9192Xu/gZwE9FSk2kAcJ+nZWnu/qW7f+Xuy939IyIBynauVLN69WCHHeC66yKBKWuEf1mJj4iIVF7r1vCPf8CYMVHQddddowU9fbhAXVRRgtMSmJn2vCeQ3sHwDrBejveaDDQws/RlxLoCE8s4Pp0DK3xcmtkGwK7AfZU9V2qeWTShZlPWdhERqbq99oqxOH/5SyzzsMUWUci1rqoowfkO2BjAzFYDugNvpu1fHViUy41Sg4AfB4aaWTMz6wkcCNyfeayZHWhma1rYjmgpejLjsP5Ea9IXGefua2ZtU79vBlyQ5VzJg8suW3nph6ZNY7uIiFS/Zs1iIsfbb0PbtnDIIfC738XM17qmogTnOeBqM9sduAqYB7yWtn9r4PNK3O9EoAnRKjQKGOTuE0tr26Qdd0TqunOJFpqr3D1zIPExrDy4GGAP4EMzmwc8SyRVl1ciRqkm/fpFX3CHDtGi06FDPO/XL+nIRESK27bbRpJz1VXw3HOx7t/w4TFWsq6oaJDxWkSCsDMxhmaAu49O2/8S8Ka7D6npQGuaBhmLiEgx+vxzGDgQxo6FXXaJRGfTTZOOquqqZZCxu//g7rsAawJrpic3KYcRg3hFRESkAG2ySaw3ePfdUXC1a9cYKrB4cdKR1aycCv25+xx3X5Zl+0/uXuRvkYiISO1mBn/8I3zyCRx4YNTM2XZbeOutpCOrOVpNXEREpI5o1w4eegieeiqmke+4Y1RDLimp+NzaRgmOiIhIHbP//jBxIpx4YizB06VLDEYuNIsWRe20t9+OpGz48NzPzbqEgYiIiBS3Fi3g1lvhqKPguONihfKjjopleNq0qbn7LlsW1ZdnzKj48fPPVb9PXlcTL2SaRSUiInXVokVw5ZUx+LhFCzjsMHj22VhcuX372F5eiQ93+OWX3JKWWbMiycnUtCmss050o5X1aNsW2rfPbRaVEpwUJTgiIlLXTZoUg5A/z6hw17gxDBoU08vLSlyyLfTZoEHFCUvp782b5xZjrtPE1UUlIiIiQCzvkG36+MKFcMMNvz5v0+bXxKRTp+wJS7t2sOaasU5hEpTgiIiIyP98/XX27WbwzTeR3DRsmN+YqkKzqEREROR/ylsoed11a0dyA0pwREREJE2xLJSsBEdERET+p1gWStYYHBEREVlBv361L6HJpBYcERERKTpKcERERKTo5DXBMbNWZjbazOaZ2VQzO6qM4y4ysyVmVpL22Chtv6euUbrvrrR9ZmZXmdmPqcdVZmb5eH0iIiJSGPI9Buc2YDHQFugGPGNmE9x9YpZjH3L3o8u5Vld3/zzL9oHAQUBXwIEXga+AYasUuYiIiNQaeWvBMbNmwCHABe5e4u7jgKeA/tV8qwHAde7+jbtPB64Djq3me4iIiEgBy2cLTmdgqbtPTts2AehdxvH7m9lPwHfAre5+e8b+V82sHvAGMNjdp6S2d0ldN/0eXbLdwMwGEi0+ACVm9n+5vpgMawE/VPHcukLvUW70PlVM71Fu9D5VTO9RxQrxPeqQy0H5THCaA79kbJsDrJ7l2IeB4cD3wPbAY2Y2291Hpfb3Bv4LNAUuBf5lZt3cfWnqPnMy7tHczMwzVhZ19+Gp+6wSMxufy8JfdZneo9zofaqY3qPc6H2qmN6jitXm9yifg4xLgBYZ21oAczMPdPdJ7v6tuy9z9zeAm4BD0/a/6u6L3X02cBqwIbB5GfdpAZRkJjciIiJSvPKZ4EwGGphZp7RtXYFsA4wzOVDeTKj0/RNT163sPURERKRI5C3Bcfd5wOPAUDNrZmY9gQOB+zOPNbMDzWzN1JTv7YBTgSdT+7qYWTczq29mzYlBxNOBT1Kn3wcMNrP1zGxd4EzgHzX88la5m6sO0HuUG71PFdN7lBu9TxXTe1SxWvseWT57bsysFXAPsBfwI3Cuuz9oZr2A59y9eeq4UcDewGrAN8Df3f3m1L7dgduB9YF5xCDjs9z9s9R+A64Cjkvd9i7gHHVRiYiI1B15TXBERERE8kFLNYiIiEjRUYIjIiIiRUcJThWZ2WpmdndqTa25ZvaBme2bdFyFxsweMLPvzOwXM5tsZsdVfFbdZWadzGyhmT2QdCyFxsz+k3pvStegq2phzqJnZkeY2SepNfu+SI1zFCBjjcMSM1tmZrckHVehMbOOZvasmf1sZjPM7FYzy/fyTqtECU7VNQC+JooOrgEMAR42s44JxlSIrgA6unsL4ADgUjPbNuGYCtltwDtJB1HATnb35qnHpkkHU4jMbC9iosUfiEKquwBfJhpUAUn799McaAcsAB5JOKxC9HdgJrAOsXZkb+DERCOqJCU4VeTu89z9Inef4u7L3f1fxKKe+vBO4+4T3X1R6dPUY+MEQypYZnYEMBt4KelYpFa7GBjq7v9N/W2anlqXT1Z2CPEh/lrSgRSgDYGH3X2hu88AnqeMZY8KlRKcamJmbYn1tlRUMIOZ/d3M5gOfEmuLPZtwSAXHzFoAQ4HBScdS4K4wsx/M7HUz2zXpYAqNmdUHegBtzOxzM/sm1bXQJOnYCtQA4D6VEcnqRuAIM2tqZusB+xJJTq2hBKcamFlDYCQwwt0/TTqeQuPuJxJN5b2IYo+Lyj+jTroEuNvdv0k6kAJ2DrARsB5RfOxpM1Nr4IraAg2JpW16EV0L3YkudEljZh2IbpcRScdSoF4lWmx+IerRjQeeSDSiSlKCs4pSK5rfDywGTk44nIKVWldsHFGgcVDS8RQSM+sG7AnckHQshczd33L3ue6+yN1HAK8DfZOOq8AsSP28xd2/c/cfgOvR+5RNf2Ccu3+VdCCFJvW59jzxhbQZsaL4msTYrlpDCc4qSFVNvpv41nSIuy9JOKTaoAEag5NpV6AjMM3MZgB/AQ4xs/eSDKoWqGiNujrH3X8mvm2nd7mo+yW7Y1DrTVlaAe2BW1NfKH4E7qWWJcpKcFbN7cQq5vu7+4KKDq5rzGzt1HTV5qm1w/oAR6JBtJmGE0lft9RjGPAM0CfJoAqJmbU0sz5m1tjMGphZP2J2UK0aE5An9wKnpP7/WxM4A/hXwjEVFDPbiejq1OypLFItf18Bg1L/v7Ukxit9mGxklaMEp4pS/bfHEx9IM9JqKvRLOLRC4kR31DfAz8C1wOnu/lSiURUYd5/v7jNKH0AJsNDdZyUdWwFpCFwKzAJ+AE4BDnL3yYlGVZguIUoNTCYWIX4fuCzRiArPAOBxd5+bdCAF7HfAPsT/c58DS4hkudbQWlQiIiJSdNSCIyIiIkVHCY6IiIgUHSU4IiIiUnSU4IiIiEjRUYIjIiIiRUcJjoiIiBQdJTgiIiJSdJTgiEjRMbMrzezFpOMQkeQowRGRYtQN+CDpIEQkOUpwRKQYdSOWKBCROkoJjogUFTNrB7Ql1YJjZs3M7J9m9p6ZdUwyNhHJHyU4IlJsugELgP8zs02Bt4GlQE93n5JkYCKSP0pwRKTYdAM+Ag4C3gDudPej3X1BsmGJSD5pNXERKSpm9k9gb6A+cIC7v5JwSCKSALXgiEix6QY8DjQEWiUci4gkRC04IlI0zKwpMBfYAegM3AHs4u7vJRqYiORdg6QDEBGpRlsDDnzs7u+Y2WbA02a2nbtPTzg2EckjdVGJSDHpBnyWNqD4b8DrwFOp1h0RqSPURSUiIiJFRy04IiIiUnSU4IiIiEjRUYIjIiIiRUcJjoiIiBQdJTgiIiJSdJTgiIiISNFRgiMiIiJFRwmOiIiIFJ3/B7CWe8SIFYovAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 3))\n", "plt.plot(range(2, 10), silhouette_scores, \"bo-\")\n", "plt.xlabel(\"$k$\", fontsize=14)\n", "plt.ylabel(\"Silhouette score\", fontsize=14)\n", "plt.axis([1.8, 8.5, 0.55, 0.7])\n", "save_fig(\"silhouette_score_vs_k_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, this visualization is much richer than the previous one: in particular, although it confirms that $k=4$ is a very good choice, but it also underlines the fact that $k=5$ is quite good as well." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An even more informative visualization is given when you plot every instance's silhouette coefficient, sorted by the cluster they are assigned to and by the value of the coefficient. This is called a _silhouette diagram_:" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure silhouette_analysis_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import silhouette_samples\n", "from matplotlib.ticker import FixedLocator, FixedFormatter\n", "\n", "plt.figure(figsize=(11, 9))\n", "\n", "for k in (3, 4, 5, 6):\n", " plt.subplot(2, 2, k - 2)\n", " \n", " y_pred = kmeans_per_k[k - 1].labels_\n", " silhouette_coefficients = silhouette_samples(X, y_pred)\n", "\n", " padding = len(X) // 30\n", " pos = padding\n", " ticks = []\n", " for i in range(k):\n", " coeffs = silhouette_coefficients[y_pred == i]\n", " coeffs.sort()\n", "\n", " color = mpl.cm.Spectral(i / k)\n", " plt.fill_betweenx(np.arange(pos, pos + len(coeffs)), 0, coeffs,\n", " facecolor=color, edgecolor=color, alpha=0.7)\n", " ticks.append(pos + len(coeffs) // 2)\n", " pos += len(coeffs) + padding\n", "\n", " plt.gca().yaxis.set_major_locator(FixedLocator(ticks))\n", " plt.gca().yaxis.set_major_formatter(FixedFormatter(range(k)))\n", " if k in (3, 5):\n", " plt.ylabel(\"Cluster\")\n", " \n", " if k in (5, 6):\n", " plt.gca().set_xticks([-0.1, 0, 0.2, 0.4, 0.6, 0.8, 1])\n", " plt.xlabel(\"Silhouette Coefficient\")\n", " else:\n", " plt.tick_params(labelbottom=False)\n", "\n", " plt.axvline(x=silhouette_scores[k - 2], color=\"red\", linestyle=\"--\")\n", " plt.title(\"$k={}$\".format(k), fontsize=16)\n", "\n", "save_fig(\"silhouette_analysis_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Limits of K-Means" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [], "source": [ "X1, y1 = make_blobs(n_samples=1000, centers=((4, -4), (0, 0)), random_state=42)\n", "X1 = X1.dot(np.array([[0.374, 0.95], [0.732, 0.598]]))\n", "X2, y2 = make_blobs(n_samples=250, centers=1, random_state=42)\n", "X2 = X2 + [6, -8]\n", "X = np.r_[X1, X2]\n", "y = np.r_[y1, y2]" ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_clusters(X)" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", " n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',\n", " random_state=42, tol=0.0001, verbose=0)" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans_good = KMeans(n_clusters=3, init=np.array([[-1.5, 2.5], [0.5, 0], [4, 0]]), n_init=1, random_state=42)\n", "kmeans_bad = KMeans(n_clusters=3, random_state=42)\n", "kmeans_good.fit(X)\n", "kmeans_bad.fit(X)" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure bad_kmeans_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 3.2))\n", "\n", "plt.subplot(121)\n", "plot_decision_boundaries(kmeans_good, X)\n", "plt.title(\"Inertia = {:.1f}\".format(kmeans_good.inertia_), fontsize=14)\n", "\n", "plt.subplot(122)\n", "plot_decision_boundaries(kmeans_bad, X, show_ylabels=False)\n", "plt.title(\"Inertia = {:.1f}\".format(kmeans_bad.inertia_), fontsize=14)\n", "\n", "save_fig(\"bad_kmeans_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using clustering for image segmentation" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(533, 800, 3)" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from matplotlib.image import imread\n", "image = imread(os.path.join(\"images\",\"unsupervised_learning\",\"ladybug.png\"))\n", "image.shape" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [], "source": [ "X = image.reshape(-1, 3)\n", "kmeans = KMeans(n_clusters=8, random_state=42).fit(X)\n", "segmented_img = kmeans.cluster_centers_[kmeans.labels_]\n", "segmented_img = segmented_img.reshape(image.shape)" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [], "source": [ "segmented_imgs = []\n", "n_colors = (10, 8, 6, 4, 2)\n", "for n_clusters in n_colors:\n", " kmeans = KMeans(n_clusters=n_clusters, random_state=42).fit(X)\n", " segmented_img = kmeans.cluster_centers_[kmeans.labels_]\n", " segmented_imgs.append(segmented_img.reshape(image.shape))" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure image_segmentation_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "plt.subplots_adjust(wspace=0.05, hspace=0.1)\n", "\n", "plt.subplot(231)\n", "plt.imshow(image)\n", "plt.title(\"Original image\")\n", "plt.axis('off')\n", "\n", "for idx, n_clusters in enumerate(n_colors):\n", " plt.subplot(232 + idx)\n", " plt.imshow(segmented_imgs[idx])\n", " plt.title(\"{} colors\".format(n_clusters))\n", " plt.axis('off')\n", "\n", "save_fig('image_segmentation_diagram', tight_layout=False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using Clustering for Preprocessing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's tackle the _digits dataset_ which is a simple MNIST-like dataset containing 1,797 grayscale 8×8 images representing digits 0 to 9." ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import load_digits" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [], "source": [ "X_digits, y_digits = load_digits(return_X_y=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's split it into a training set and a test set:" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X_digits, y_digits, random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's fit a Logistic Regression model and evaluate it on the test set:" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", " intercept_scaling=1, max_iter=100, multi_class='ovr',\n", " n_jobs=None, penalty='l2', random_state=42, solver='liblinear',\n", " tol=0.0001, verbose=0, warm_start=False)" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_reg = LogisticRegression(multi_class=\"ovr\", solver=\"liblinear\", random_state=42)\n", "log_reg.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9666666666666667" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_reg.score(X_test, y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, that's our baseline: 96.7% accuracy. Let's see if we can do better by using K-Means as a preprocessing step. We will create a pipeline that will first cluster the training set into 50 clusters and replace the images with their distances to the 50 clusters, then apply a logistic regression model:" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [], "source": [ "from sklearn.pipeline import Pipeline" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Pipeline(memory=None,\n", " steps=[('kmeans', KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", " n_clusters=50, n_init=10, n_jobs=None, precompute_distances='auto',\n", " random_state=42, tol=0.0001, verbose=0)), ('log_reg', LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", " intercept_scaling=1, max_iter=100, multi_class='ovr',\n", " n_jobs=None, penalty='l2', random_state=42, solver='liblinear',\n", " tol=0.0001, verbose=0, warm_start=False))])" ] }, "execution_count": 153, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipeline = Pipeline([\n", " (\"kmeans\", KMeans(n_clusters=50, random_state=42)),\n", " (\"log_reg\", LogisticRegression(multi_class=\"ovr\", solver=\"liblinear\", random_state=42)),\n", "])\n", "pipeline.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9822222222222222" ] }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipeline.score(X_test, y_test)" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.4666670666658673" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 - (1 - 0.9822222) / (1 - 0.9666666)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How about that? We almost divided the error rate by a factor of 2! But we chose the number of clusters $k$ completely arbitrarily, we can surely do better. Since K-Means is just a preprocessing step in a classification pipeline, finding a good value for $k$ is much simpler than earlier: there's no need to perform silhouette analysis or minimize the inertia, the best value of $k$ is simply the one that results in the best classification performance." ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import GridSearchCV" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting 3 folds for each of 98 candidates, totalling 294 fits\n", "[CV] kmeans__n_clusters=2 ............................................\n", "[CV] ............................. kmeans__n_clusters=2, total= 0.1s\n", "[CV] kmeans__n_clusters=2 ............................................\n", "[CV] ............................. kmeans__n_clusters=2, total= 0.1s\n", "[CV] kmeans__n_clusters=2 ............................................\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s remaining: 0.0s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[CV] ............................. kmeans__n_clusters=2, total= 0.1s\n", "[CV] kmeans__n_clusters=3 ............................................\n", "[CV] ............................. kmeans__n_clusters=3, total= 0.1s\n", "[CV] kmeans__n_clusters=3 ............................................\n", "[CV] ............................. kmeans__n_clusters=3, total= 0.1s\n", "[CV] kmeans__n_clusters=3 ............................................\n", "[CV] ............................. kmeans__n_clusters=3, total= 0.1s\n", "[CV] kmeans__n_clusters=4 ............................................\n", "[CV] ............................. kmeans__n_clusters=4, total= 0.1s\n", "[CV] kmeans__n_clusters=4 ............................................\n", "[CV] ............................. kmeans__n_clusters=4, total= 0.1s\n", "[CV] kmeans__n_clusters=4 ............................................\n", "[CV] ............................. kmeans__n_clusters=4, total= 0.1s\n", "[CV] kmeans__n_clusters=5 ............................................\n", "[CV] ............................. kmeans__n_clusters=5, total= 0.1s\n", "[CV] kmeans__n_clusters=5 ............................................\n", "[CV] ............................. kmeans__n_clusters=5, total= 0.1s\n", "[CV] kmeans__n_clusters=5 ............................................\n", "[CV] ............................. kmeans__n_clusters=5, total= 0.1s\n", "[CV] kmeans__n_clusters=6 ............................................\n", "[CV] ............................. kmeans__n_clusters=6, total= 0.1s\n", "[CV] kmeans__n_clusters=6 ............................................\n", "[CV] ............................. kmeans__n_clusters=6, total= 0.1s\n", "[CV] kmeans__n_clusters=6 ............................................\n", "[CV] ............................. kmeans__n_clusters=6, total= 0.1s\n", "[CV] kmeans__n_clusters=7 ............................................\n", "[CV] ............................. kmeans__n_clusters=7, total= 0.1s\n", "<<522 more lines>>\n", "[CV] kmeans__n_clusters=94 ...........................................\n", "[CV] ............................ kmeans__n_clusters=94, total= 0.8s\n", "[CV] kmeans__n_clusters=94 ...........................................\n", "[CV] ............................ kmeans__n_clusters=94, total= 0.8s\n", "[CV] kmeans__n_clusters=95 ...........................................\n", "[CV] ............................ kmeans__n_clusters=95, total= 0.8s\n", "[CV] kmeans__n_clusters=95 ...........................................\n", "[CV] ............................ kmeans__n_clusters=95, total= 0.8s\n", "[CV] kmeans__n_clusters=95 ...........................................\n", "[CV] ............................ kmeans__n_clusters=95, total= 0.8s\n", "[CV] kmeans__n_clusters=96 ...........................................\n", "[CV] ............................ kmeans__n_clusters=96, total= 0.8s\n", "[CV] kmeans__n_clusters=96 ...........................................\n", "[CV] ............................ kmeans__n_clusters=96, total= 0.8s\n", "[CV] kmeans__n_clusters=96 ...........................................\n", "[CV] ............................ kmeans__n_clusters=96, total= 0.9s\n", "[CV] kmeans__n_clusters=97 ...........................................\n", "[CV] ............................ kmeans__n_clusters=97, total= 0.8s\n", "[CV] kmeans__n_clusters=97 ...........................................\n", "[CV] ............................ kmeans__n_clusters=97, total= 0.9s\n", "[CV] kmeans__n_clusters=97 ...........................................\n", "[CV] ............................ kmeans__n_clusters=97, total= 0.8s\n", "[CV] kmeans__n_clusters=98 ...........................................\n", "[CV] ............................ kmeans__n_clusters=98, total= 0.8s\n", "[CV] kmeans__n_clusters=98 ...........................................\n", "[CV] ............................ kmeans__n_clusters=98, total= 0.8s\n", "[CV] kmeans__n_clusters=98 ...........................................\n", "[CV] ............................ kmeans__n_clusters=98, total= 0.9s\n", "[CV] kmeans__n_clusters=99 ...........................................\n", "[CV] ............................ kmeans__n_clusters=99, total= 0.8s\n", "[CV] kmeans__n_clusters=99 ...........................................\n", "[CV] ............................ kmeans__n_clusters=99, total= 0.9s\n", "[CV] kmeans__n_clusters=99 ...........................................\n", "[CV] ............................ kmeans__n_clusters=99, total= 0.9s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 294 out of 294 | elapsed: 2.4min finished\n" ] }, { "data": { "text/plain": [ "GridSearchCV(cv=3, error_score='raise-deprecating',\n", " estimator=Pipeline(memory=None,\n", " steps=[('kmeans', KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", " n_clusters=50, n_init=10, n_jobs=None, precompute_distances='auto',\n", " random_state=42, tol=0.0001, verbose=0)), ('log_reg', LogisticRegression(C=1.0, class_weight=None, ...lty='l2', random_state=42, solver='liblinear',\n", " tol=0.0001, verbose=0, warm_start=False))]),\n", " fit_params=None, iid='warn', n_jobs=None,\n", " param_grid={'kmeans__n_clusters': range(2, 100)},\n", " pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n", " scoring=None, verbose=2)" ] }, "execution_count": 157, "metadata": {}, "output_type": "execute_result" } ], "source": [ "param_grid = dict(kmeans__n_clusters=range(2, 100))\n", "grid_clf = GridSearchCV(pipeline, param_grid, cv=3, verbose=2)\n", "grid_clf.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'kmeans__n_clusters': 90}" ] }, "execution_count": 158, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid_clf.best_params_" ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9844444444444445" ] }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid_clf.score(X_test, y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The performance is slightly improved when $k=90$, so 90 it is." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Clustering for Semi-supervised Learning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another use case for clustering is in semi-supervised learning, when we have plenty of unlabeled instances and very few labeled instances." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the performance of a logistic regression model when we only have 50 labeled instances:" ] }, { "cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [], "source": [ "n_labeled = 50" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8266666666666667" ] }, "execution_count": 161, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_reg = LogisticRegression(multi_class=\"ovr\", solver=\"liblinear\", random_state=42)\n", "log_reg.fit(X_train[:n_labeled], y_train[:n_labeled])\n", "log_reg.score(X_test, y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's much less than earlier of course. Let's see how we can do better. First, let's cluster the training set into 50 clusters, then for each cluster let's find the image closest to the centroid. We will call these images the representative images:" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [], "source": [ "k = 50" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [], "source": [ "kmeans = KMeans(n_clusters=k, random_state=42)\n", "X_digits_dist = kmeans.fit_transform(X_train)\n", "representative_digit_idx = np.argmin(X_digits_dist, axis=0)\n", "X_representative_digits = X_train[representative_digit_idx]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's plot these representative images and label them manually:" ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure representative_images_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 2))\n", "for index, X_representative_digit in enumerate(X_representative_digits):\n", " plt.subplot(k // 10, 10, index + 1)\n", " plt.imshow(X_representative_digit.reshape(8, 8), cmap=\"binary\", interpolation=\"bilinear\")\n", " plt.axis('off')\n", "\n", "save_fig(\"representative_images_diagram\", tight_layout=False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [], "source": [ "y_representative_digits = np.array([\n", " 4, 8, 0, 6, 8, 3, 7, 7, 9, 2,\n", " 5, 5, 8, 5, 2, 1, 2, 9, 6, 1,\n", " 1, 6, 9, 0, 8, 3, 0, 7, 4, 1,\n", " 6, 5, 2, 4, 1, 8, 6, 3, 9, 2,\n", " 4, 2, 9, 4, 7, 6, 2, 3, 1, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have a dataset with just 50 labeled instances, but instead of being completely random instances, each of them is a representative image of its cluster. Let's see if the performance is any better:" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9244444444444444" ] }, "execution_count": 166, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_reg = LogisticRegression(multi_class=\"ovr\", solver=\"liblinear\", random_state=42)\n", "log_reg.fit(X_representative_digits, y_representative_digits)\n", "log_reg.score(X_test, y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wow! We jumped from 82.7% accuracy to 92.4%, although we are still only training the model on 50 instances. Since it's often costly and painful to label instances, especially when it has to be done manually by experts, it's a good idea to make them label representative instances rather than just random instances." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But perhaps we can go one step further: what if we propagated the labels to all the other instances in the same cluster?" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [], "source": [ "y_train_propagated = np.empty(len(X_train), dtype=np.int32)\n", "for i in range(k):\n", " y_train_propagated[kmeans.labels_==i] = y_representative_digits[i]" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", " intercept_scaling=1, max_iter=100, multi_class='ovr',\n", " n_jobs=None, penalty='l2', random_state=42, solver='liblinear',\n", " tol=0.0001, verbose=0, warm_start=False)" ] }, "execution_count": 168, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_reg = LogisticRegression(multi_class=\"ovr\", solver=\"liblinear\", random_state=42)\n", "log_reg.fit(X_train, y_train_propagated)" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9288888888888889" ] }, "execution_count": 169, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_reg.score(X_test, y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We got a tiny little accuracy boost. Better than nothing, but we should probably have propagated the labels only to the instances closest to the centroid, because by propagating to the full cluster, we have certainly included some outliers. Let's only propagate the labels to the 20th percentile closest to the centroid:" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [], "source": [ "percentile_closest = 20\n", "\n", "X_cluster_dist = X_digits_dist[np.arange(len(X_train)), kmeans.labels_]\n", "for i in range(k):\n", " in_cluster = (kmeans.labels_ == i)\n", " cluster_dist = X_cluster_dist[in_cluster]\n", " cutoff_distance = np.percentile(cluster_dist, percentile_closest)\n", " above_cutoff = (X_cluster_dist > cutoff_distance)\n", " X_cluster_dist[in_cluster & above_cutoff] = -1" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [], "source": [ "partially_propagated = (X_cluster_dist != -1)\n", "X_train_partially_propagated = X_train[partially_propagated]\n", "y_train_partially_propagated = y_train_propagated[partially_propagated]" ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", " intercept_scaling=1, max_iter=100, multi_class='ovr',\n", " n_jobs=None, penalty='l2', random_state=42, solver='liblinear',\n", " tol=0.0001, verbose=0, warm_start=False)" ] }, "execution_count": 172, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_reg = LogisticRegression(multi_class=\"ovr\", solver=\"liblinear\", random_state=42)\n", "log_reg.fit(X_train_partially_propagated, y_train_partially_propagated)" ] }, { "cell_type": "code", "execution_count": 173, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9422222222222222" ] }, "execution_count": 173, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_reg.score(X_test, y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! With just 50 labeled instances (just 5 examples per class on average!), we got 94.2% performance, which is pretty close to the performance of logistic regression on the fully labeled _digits_ dataset (which was 96.7%)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is because the propagated labels are actually pretty good: their accuracy is very close to 99%:" ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9896907216494846" ] }, "execution_count": 174, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(y_train_partially_propagated == y_train[partially_propagated])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You could now do a few iterations of _active learning_:\n", "1. Manually label the instances that the classifier is least sure about, if possible by picking them in distinct clusters.\n", "2. Train a new model with these additional labels." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DBSCAN" ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_moons" ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [], "source": [ "X, y = make_moons(n_samples=1000, noise=0.05, random_state=42)" ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [], "source": [ "from sklearn.cluster import DBSCAN" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DBSCAN(algorithm='auto', eps=0.05, leaf_size=30, metric='euclidean',\n", " metric_params=None, min_samples=5, n_jobs=None, p=None)" ] }, "execution_count": 178, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dbscan = DBSCAN(eps=0.05, min_samples=5)\n", "dbscan.fit(X)" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0, 2, -1, -1, 1, 0, 0, 0, 2, 5])" ] }, "execution_count": 179, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dbscan.labels_[:10]" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "808" ] }, "execution_count": 180, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(dbscan.core_sample_indices_)" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0, 4, 5, 6, 7, 8, 10, 11, 12, 13])" ] }, "execution_count": 181, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dbscan.core_sample_indices_[:10]" ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-0.02137124, 0.40618608],\n", " [-0.84192557, 0.53058695],\n", " [ 0.58930337, -0.32137599]])" ] }, "execution_count": 182, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dbscan.components_[:3]" ] }, { "cell_type": "code", "execution_count": 183, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-1, 0, 1, 2, 3, 4, 5, 6])" ] }, "execution_count": 183, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.unique(dbscan.labels_)" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DBSCAN(algorithm='auto', eps=0.2, leaf_size=30, metric='euclidean',\n", " metric_params=None, min_samples=5, n_jobs=None, p=None)" ] }, "execution_count": 184, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dbscan2 = DBSCAN(eps=0.2)\n", "dbscan2.fit(X)" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [], "source": [ "def plot_dbscan(dbscan, X, size, show_xlabels=True, show_ylabels=True):\n", " core_mask = np.zeros_like(dbscan.labels_, dtype=bool)\n", " core_mask[dbscan.core_sample_indices_] = True\n", " anomalies_mask = dbscan.labels_ == -1\n", " non_core_mask = ~(core_mask | anomalies_mask)\n", "\n", " cores = dbscan.components_\n", " anomalies = X[anomalies_mask]\n", " non_cores = X[non_core_mask]\n", " \n", " plt.scatter(cores[:, 0], cores[:, 1],\n", " c=dbscan.labels_[core_mask], marker='o', s=size, cmap=\"Paired\")\n", " plt.scatter(cores[:, 0], cores[:, 1], marker='*', s=20, c=dbscan.labels_[core_mask])\n", " plt.scatter(anomalies[:, 0], anomalies[:, 1],\n", " c=\"r\", marker=\"x\", s=100)\n", " plt.scatter(non_cores[:, 0], non_cores[:, 1], c=dbscan.labels_[non_core_mask], marker=\".\")\n", " if show_xlabels:\n", " plt.xlabel(\"$x_1$\", fontsize=14)\n", " else:\n", " plt.tick_params(labelbottom=False)\n", " if show_ylabels:\n", " plt.ylabel(\"$x_2$\", fontsize=14, rotation=0)\n", " else:\n", " plt.tick_params(labelleft=False)\n", " plt.title(\"eps={:.2f}, min_samples={}\".format(dbscan.eps, dbscan.min_samples), fontsize=14)" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure dbscan_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9, 3.2))\n", "\n", "plt.subplot(121)\n", "plot_dbscan(dbscan, X, size=100)\n", "\n", "plt.subplot(122)\n", "plot_dbscan(dbscan2, X, size=600, show_ylabels=False)\n", "\n", "save_fig(\"dbscan_diagram\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 187, "metadata": {}, "outputs": [], "source": [ "dbscan = dbscan2" ] }, { "cell_type": "code", "execution_count": 188, "metadata": {}, "outputs": [], "source": [ "from sklearn.neighbors import KNeighborsClassifier" ] }, { "cell_type": "code", "execution_count": 189, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=None, n_neighbors=50, p=2,\n", " weights='uniform')" ] }, "execution_count": 189, "metadata": {}, "output_type": "execute_result" } ], "source": [ "knn = KNeighborsClassifier(n_neighbors=50)\n", "knn.fit(dbscan.components_, dbscan.labels_[dbscan.core_sample_indices_])" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1, 0, 1, 0])" ] }, "execution_count": 190, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_new = np.array([[-0.5, 0], [0, 0.5], [1, -0.1], [2, 1]])\n", "knn.predict(X_new)" ] }, { "cell_type": "code", "execution_count": 191, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.18, 0.82],\n", " [1. , 0. ],\n", " [0.12, 0.88],\n", " [1. , 0. ]])" ] }, "execution_count": 191, "metadata": {}, "output_type": "execute_result" } ], "source": [ "knn.predict_proba(X_new)" ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure cluster_classification_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 3))\n", "plot_decision_boundaries(knn, X, show_centroids=False)\n", "plt.scatter(X_new[:, 0], X_new[:, 1], c=\"b\", marker=\"+\", s=200, zorder=10)\n", "save_fig(\"cluster_classification_diagram\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 193, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-1, 0, 1, -1])" ] }, "execution_count": 193, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_dist, y_pred_idx = knn.kneighbors(X_new, n_neighbors=1)\n", "y_pred = dbscan.labels_[dbscan.core_sample_indices_][y_pred_idx]\n", "y_pred[y_dist > 0.2] = -1\n", "y_pred.ravel()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other Clustering Algorithms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spectral Clustering" ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [], "source": [ "from sklearn.cluster import SpectralClustering" ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SpectralClustering(affinity='rbf', assign_labels='kmeans', coef0=1, degree=3,\n", " eigen_solver=None, eigen_tol=0.0, gamma=100, kernel_params=None,\n", " n_clusters=2, n_init=10, n_jobs=None, n_neighbors=10,\n", " random_state=42)" ] }, "execution_count": 195, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sc1 = SpectralClustering(n_clusters=2, gamma=100, random_state=42)\n", "sc1.fit(X)" ] }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SpectralClustering(affinity='rbf', assign_labels='kmeans', coef0=1, degree=3,\n", " eigen_solver=None, eigen_tol=0.0, gamma=1, kernel_params=None,\n", " n_clusters=2, n_init=10, n_jobs=None, n_neighbors=10,\n", " random_state=42)" ] }, "execution_count": 196, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sc2 = SpectralClustering(n_clusters=2, gamma=1, random_state=42)\n", "sc2.fit(X)" ] }, { "cell_type": "code", "execution_count": 197, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.04251990648936265" ] }, "execution_count": 197, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.percentile(sc1.affinity_matrix_, 95)" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [], "source": [ "def plot_spectral_clustering(sc, X, size, alpha, show_xlabels=True, show_ylabels=True):\n", " plt.scatter(X[:, 0], X[:, 1], marker='o', s=size, c='gray', cmap=\"Paired\", alpha=alpha)\n", " plt.scatter(X[:, 0], X[:, 1], marker='o', s=30, c='w')\n", " plt.scatter(X[:, 0], X[:, 1], marker='.', s=10, c=sc.labels_, cmap=\"Paired\")\n", " \n", " if show_xlabels:\n", " plt.xlabel(\"$x_1$\", fontsize=14)\n", " else:\n", " plt.tick_params(labelbottom=False)\n", " if show_ylabels:\n", " plt.ylabel(\"$x_2$\", fontsize=14, rotation=0)\n", " else:\n", " plt.tick_params(labelleft=False)\n", " plt.title(\"RBF gamma={}\".format(sc.gamma), fontsize=14)" ] }, { "cell_type": "code", "execution_count": 199, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9, 3.2))\n", "\n", "plt.subplot(121)\n", "plot_spectral_clustering(sc1, X, size=500, alpha=0.1)\n", "\n", "plt.subplot(122)\n", "plot_spectral_clustering(sc2, X, size=4000, alpha=0.01, show_ylabels=False)\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Agglomerative Clustering" ] }, { "cell_type": "code", "execution_count": 200, "metadata": {}, "outputs": [], "source": [ "from sklearn.cluster import AgglomerativeClustering" ] }, { "cell_type": "code", "execution_count": 201, "metadata": {}, "outputs": [], "source": [ "X = np.array([0, 2, 5, 8.5]).reshape(-1, 1)\n", "agg = AgglomerativeClustering(linkage=\"complete\").fit(X)" ] }, { "cell_type": "code", "execution_count": 202, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['children_', 'labels_', 'n_components_', 'n_leaves_']" ] }, "execution_count": 202, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learned_parameters(agg)" ] }, { "cell_type": "code", "execution_count": 203, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[0, 1],\n", " [2, 3],\n", " [4, 5]])" ] }, "execution_count": 203, "metadata": {}, "output_type": "execute_result" } ], "source": [ "agg.children_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Mixtures" ] }, { "cell_type": "code", "execution_count": 204, "metadata": {}, "outputs": [], "source": [ "X1, y1 = make_blobs(n_samples=1000, centers=((4, -4), (0, 0)), random_state=42)\n", "X1 = X1.dot(np.array([[0.374, 0.95], [0.732, 0.598]]))\n", "X2, y2 = make_blobs(n_samples=250, centers=1, random_state=42)\n", "X2 = X2 + [6, -8]\n", "X = np.r_[X1, X2]\n", "y = np.r_[y1, y2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's train a Gaussian mixture model on the previous dataset:" ] }, { "cell_type": "code", "execution_count": 205, "metadata": {}, "outputs": [], "source": [ "from sklearn.mixture import GaussianMixture" ] }, { "cell_type": "code", "execution_count": 206, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GaussianMixture(covariance_type='full', init_params='kmeans', max_iter=100,\n", " means_init=None, n_components=3, n_init=10, precisions_init=None,\n", " random_state=42, reg_covar=1e-06, tol=0.001, verbose=0,\n", " verbose_interval=10, warm_start=False, weights_init=None)" ] }, "execution_count": 206, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gm = GaussianMixture(n_components=3, n_init=10, random_state=42)\n", "gm.fit(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the parameters that the EM algorithm estimated:" ] }, { "cell_type": "code", "execution_count": 207, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.20965228, 0.4000662 , 0.39028152])" ] }, "execution_count": 207, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gm.weights_" ] }, { "cell_type": "code", "execution_count": 208, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 3.39909717, 1.05933727],\n", " [-1.40763984, 1.42710194],\n", " [ 0.05135313, 0.07524095]])" ] }, "execution_count": 208, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gm.means_" ] }, { "cell_type": "code", "execution_count": 209, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 1.14807234, -0.03270354],\n", " [-0.03270354, 0.95496237]],\n", "\n", " [[ 0.63478101, 0.72969804],\n", " [ 0.72969804, 1.1609872 ]],\n", "\n", " [[ 0.68809572, 0.79608475],\n", " [ 0.79608475, 1.21234145]]])" ] }, "execution_count": 209, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gm.covariances_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Did the algorithm actually converge?" ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 210, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gm.converged_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yes, good. How many iterations did it take?" ] }, { "cell_type": "code", "execution_count": 211, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 211, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gm.n_iter_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can now use the model to predict which cluster each instance belongs to (hard clustering) or the probabilities that it came from each cluster. For this, just use `predict()` method or the `predict_proba()` method:" ] }, { "cell_type": "code", "execution_count": 212, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2, 2, 1, ..., 0, 0, 0])" ] }, "execution_count": 212, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gm.predict(X)" ] }, { "cell_type": "code", "execution_count": 213, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[2.32389467e-02, 6.77397850e-07, 9.76760376e-01],\n", " [1.64685609e-02, 6.75361303e-04, 9.82856078e-01],\n", " [2.01535333e-06, 9.99923053e-01, 7.49319577e-05],\n", " ...,\n", " [9.99999571e-01, 2.13946075e-26, 4.28788333e-07],\n", " [1.00000000e+00, 1.46454409e-41, 5.12459171e-16],\n", " [1.00000000e+00, 8.02006365e-41, 2.27626238e-15]])" ] }, "execution_count": 213, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gm.predict_proba(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a generative model, so you can sample new instances from it (and get their labels):" ] }, { "cell_type": "code", "execution_count": 214, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 2.95400315, 2.63680992],\n", " [-1.16654575, 1.62792705],\n", " [-1.39477712, -1.48511338],\n", " [ 0.27221525, 0.690366 ],\n", " [ 0.54095936, 0.48591934],\n", " [ 0.38064009, -0.56240465]])" ] }, "execution_count": 214, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_new, y_new = gm.sample(6)\n", "X_new" ] }, { "cell_type": "code", "execution_count": 215, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2, 2, 2, 2])" ] }, "execution_count": 215, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_new" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that they are sampled sequentially from each cluster." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also estimate the log of the _probability density function_ (PDF) at any location using the `score_samples()` method:" ] }, { "cell_type": "code", "execution_count": 216, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-2.60782346, -3.57106041, -3.33003479, ..., -3.51352783,\n", " -4.39802535, -3.80743859])" ] }, "execution_count": 216, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gm.score_samples(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check that the PDF integrates to 1 over the whole space. We just take a large square around the clusters, and chop it into a grid of tiny squares, then we compute the approximate probability that the instances will be generated in each tiny square (by multiplying the PDF at one corner of the tiny square by the area of the square), and finally summing all these probabilities). The result is very close to 1:" ] }, { "cell_type": "code", "execution_count": 217, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9999999999217851" ] }, "execution_count": 217, "metadata": {}, "output_type": "execute_result" } ], "source": [ "resolution = 100\n", "grid = np.arange(-10, 10, 1 / resolution)\n", "xx, yy = np.meshgrid(grid, grid)\n", "X_full = np.vstack([xx.ravel(), yy.ravel()]).T\n", "\n", "pdf = np.exp(gm.score_samples(X_full))\n", "pdf_probas = pdf * (1 / resolution) ** 2\n", "pdf_probas.sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's plot the resulting decision boundaries (dashed lines) and density contours:" ] }, { "cell_type": "code", "execution_count": 218, "metadata": {}, "outputs": [], "source": [ "from matplotlib.colors import LogNorm\n", "\n", "def plot_gaussian_mixture(clusterer, X, resolution=1000, show_ylabels=True):\n", " mins = X.min(axis=0) - 0.1\n", " maxs = X.max(axis=0) + 0.1\n", " xx, yy = np.meshgrid(np.linspace(mins[0], maxs[0], resolution),\n", " np.linspace(mins[1], maxs[1], resolution))\n", " Z = -clusterer.score_samples(np.c_[xx.ravel(), yy.ravel()])\n", " Z = Z.reshape(xx.shape)\n", "\n", " plt.contourf(xx, yy, Z,\n", " norm=LogNorm(vmin=1.0, vmax=30.0),\n", " levels=np.logspace(0, 2, 12))\n", " plt.contour(xx, yy, Z,\n", " norm=LogNorm(vmin=1.0, vmax=30.0),\n", " levels=np.logspace(0, 2, 12),\n", " linewidths=1, colors='k')\n", "\n", " Z = clusterer.predict(np.c_[xx.ravel(), yy.ravel()])\n", " Z = Z.reshape(xx.shape)\n", " plt.contour(xx, yy, Z,\n", " linewidths=2, colors='r', linestyles='dashed')\n", " \n", " plt.plot(X[:, 0], X[:, 1], 'k.', markersize=2)\n", " plot_centroids(clusterer.means_, clusterer.weights_)\n", "\n", " plt.xlabel(\"$x_1$\", fontsize=14)\n", " if show_ylabels:\n", " plt.ylabel(\"$x_2$\", fontsize=14, rotation=0)\n", " else:\n", " plt.tick_params(labelleft=False)" ] }, { "cell_type": "code", "execution_count": 219, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure gaussian_mixtures_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4))\n", "\n", "plot_gaussian_mixture(gm, X)\n", "\n", "save_fig(\"gaussian_mixtures_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can impose constraints on the covariance matrices that the algorithm looks for by setting the `covariance_type` hyperparameter:\n", "* `\"full\"` (default): no constraint, all clusters can take on any ellipsoidal shape of any size.\n", "* `\"tied\"`: all clusters must have the same shape, which can be any ellipsoid (i.e., they all share the same covariance matrix).\n", "* `\"spherical\"`: all clusters must be spherical, but they can have different diameters (i.e., different variances).\n", "* `\"diag\"`: clusters can take on any ellipsoidal shape of any size, but the ellipsoid's axes must be parallel to the axes (i.e., the covariance matrices must be diagonal)." ] }, { "cell_type": "code", "execution_count": 220, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GaussianMixture(covariance_type='diag', init_params='kmeans', max_iter=100,\n", " means_init=None, n_components=3, n_init=10, precisions_init=None,\n", " random_state=42, reg_covar=1e-06, tol=0.001, verbose=0,\n", " verbose_interval=10, warm_start=False, weights_init=None)" ] }, "execution_count": 220, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gm_full = GaussianMixture(n_components=3, n_init=10, covariance_type=\"full\", random_state=42)\n", "gm_tied = GaussianMixture(n_components=3, n_init=10, covariance_type=\"tied\", random_state=42)\n", "gm_spherical = GaussianMixture(n_components=3, n_init=10, covariance_type=\"spherical\", random_state=42)\n", "gm_diag = GaussianMixture(n_components=3, n_init=10, covariance_type=\"diag\", random_state=42)\n", "gm_full.fit(X)\n", "gm_tied.fit(X)\n", "gm_spherical.fit(X)\n", "gm_diag.fit(X)" ] }, { "cell_type": "code", "execution_count": 221, "metadata": {}, "outputs": [], "source": [ "def compare_gaussian_mixtures(gm1, gm2, X):\n", " plt.figure(figsize=(9, 4))\n", "\n", " plt.subplot(121)\n", " plot_gaussian_mixture(gm1, X)\n", " plt.title('covariance_type=\"{}\"'.format(gm1.covariance_type), fontsize=14)\n", "\n", " plt.subplot(122)\n", " plot_gaussian_mixture(gm2, X, show_ylabels=False)\n", " plt.title('covariance_type=\"{}\"'.format(gm2.covariance_type), fontsize=14)\n" ] }, { "cell_type": "code", "execution_count": 222, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure covariance_type_diagram\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "compare_gaussian_mixtures(gm_full, gm_diag, X)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Anomaly Detection using Gaussian Mixtures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Gaussian Mixtures can be used for _anomaly detection_: instances located in low-density regions can be considered anomalies. You must define what density threshold you want to use. For example, in a manufacturing company that tries to detect defective products, the ratio of defective products is usually well-known. Say it is equal to 4%, then you can set the density threshold to be the value that results in having 4% of the instances located in areas below that threshold density:" ] }, { "cell_type": "code", "execution_count": 224, "metadata": {}, "outputs": [], "source": [ "densities = gm.score_samples(X)\n", "density_threshold = np.percentile(densities, 4)\n", "anomalies = X[densities < density_threshold]" ] }, { "cell_type": "code", "execution_count": 225, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure mixture_anomaly_detection_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4))\n", "\n", "plot_gaussian_mixture(gm, X)\n", "plt.scatter(anomalies[:, 0], anomalies[:, 1], color='r', marker='*')\n", "plt.ylim(top=5.1)\n", "\n", "save_fig(\"mixture_anomaly_detection_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We cannot use the inertia or the silhouette score because they both assume that the clusters are spherical. Instead, we can try to find the model that minimizes a theoretical information criterion such as the Bayesian Information Criterion (BIC) or the Akaike Information Criterion (AIC):\n", "\n", "${BIC} = {\\log(m)p - 2\\log({\\hat L})}$\n", "\n", "${AIC} = 2p - 2\\log(\\hat L)$\n", "\n", "* $m$ is the number of instances.\n", "* $p$ is the number of parameters learned by the model.\n", "* $\\hat L$ is the maximized value of the likelihood function of the model. This is the conditional probability of the observed data $\\mathbf{X}$, given the model and its optimized parameters.\n", "\n", "Both BIC and AIC penalize models that have more parameters to learn (e.g., more clusters), and reward models that fit the data well (i.e., models that give a high likelihood to the observed data)." ] }, { "cell_type": "code", "execution_count": 226, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8189.74345832983" ] }, "execution_count": 226, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gm.bic(X)" ] }, { "cell_type": "code", "execution_count": 227, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8102.518178214792" ] }, "execution_count": 227, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gm.aic(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could compute the BIC manually like this:" ] }, { "cell_type": "code", "execution_count": 228, "metadata": {}, "outputs": [], "source": [ "n_clusters = 3\n", "n_dims = 2\n", "n_params_for_weights = n_clusters - 1\n", "n_params_for_means = n_clusters * n_dims\n", "n_params_for_covariance = n_clusters * n_dims * (n_dims + 1) // 2\n", "n_params = n_params_for_weights + n_params_for_means + n_params_for_covariance\n", "max_log_likelihood = gm.score(X) * len(X) # log(L^)\n", "bic = np.log(len(X)) * n_params - 2 * max_log_likelihood\n", "aic = 2 * n_params - 2 * max_log_likelihood" ] }, { "cell_type": "code", "execution_count": 229, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8189.74345832983, 8102.518178214792)" ] }, "execution_count": 229, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bic, aic" ] }, { "cell_type": "code", "execution_count": 230, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "17" ] }, "execution_count": 230, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's one weight per cluster, but the sum must be equal to 1, so we have one degree of freedom less, hence the -1. Similarly, the degrees of freedom for an $n \\times n$ covariance matrix is not $n^2$, but $1 + 2 + \\dots + n = \\dfrac{n (n+1)}{2}$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's train Gaussian Mixture models with various values of $k$ and measure their BIC:" ] }, { "cell_type": "code", "execution_count": 231, "metadata": {}, "outputs": [], "source": [ "gms_per_k = [GaussianMixture(n_components=k, n_init=10, random_state=42).fit(X)\n", " for k in range(1, 11)]" ] }, { "cell_type": "code", "execution_count": 232, "metadata": {}, "outputs": [], "source": [ "bics = [model.bic(X) for model in gms_per_k]\n", "aics = [model.aic(X) for model in gms_per_k]" ] }, { "cell_type": "code", "execution_count": 233, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure aic_bic_vs_k_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 3))\n", "plt.plot(range(1, 11), bics, \"bo-\", label=\"BIC\")\n", "plt.plot(range(1, 11), aics, \"go--\", label=\"AIC\")\n", "plt.xlabel(\"$k$\", fontsize=14)\n", "plt.ylabel(\"Information Criterion\", fontsize=14)\n", "plt.axis([1, 9.5, np.min(aics) - 50, np.max(aics) + 50])\n", "plt.annotate('Minimum',\n", " xy=(3, bics[2]),\n", " xytext=(0.35, 0.6),\n", " textcoords='figure fraction',\n", " fontsize=14,\n", " arrowprops=dict(facecolor='black', shrink=0.1)\n", " )\n", "plt.legend()\n", "save_fig(\"aic_bic_vs_k_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's search for best combination of values for both the number of clusters and the `covariance_type` hyperparameter:" ] }, { "cell_type": "code", "execution_count": 234, "metadata": {}, "outputs": [], "source": [ "min_bic = np.infty\n", "\n", "for k in range(1, 11):\n", " for covariance_type in (\"full\", \"tied\", \"spherical\", \"diag\"):\n", " bic = GaussianMixture(n_components=k, n_init=10,\n", " covariance_type=covariance_type,\n", " random_state=42).fit(X).bic(X)\n", " if bic < min_bic:\n", " min_bic = bic\n", " best_k = k\n", " best_covariance_type = covariance_type" ] }, { "cell_type": "code", "execution_count": 235, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 235, "metadata": {}, "output_type": "execute_result" } ], "source": [ "best_k" ] }, { "cell_type": "code", "execution_count": 236, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'full'" ] }, "execution_count": 236, "metadata": {}, "output_type": "execute_result" } ], "source": [ "best_covariance_type" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Variational Bayesian Gaussian Mixtures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rather than manually searching for the optimal number of clusters, it is possible to use instead the `BayesianGaussianMixture` class which is capable of giving weights equal (or close) to zero to unnecessary clusters. Just set the number of components to a value that you believe is greater than the optimal number of clusters, and the algorithm will eliminate the unnecessary clusters automatically." ] }, { "cell_type": "code", "execution_count": 237, "metadata": {}, "outputs": [], "source": [ "from sklearn.mixture import BayesianGaussianMixture" ] }, { "cell_type": "code", "execution_count": 238, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BayesianGaussianMixture(covariance_prior=None, covariance_type='full',\n", " degrees_of_freedom_prior=None, init_params='kmeans',\n", " max_iter=100, mean_precision_prior=None, mean_prior=None,\n", " n_components=10, n_init=10, random_state=42, reg_covar=1e-06,\n", " tol=0.001, verbose=0, verbose_interval=10, warm_start=False,\n", " weight_concentration_prior=None,\n", " weight_concentration_prior_type='dirichlet_process')" ] }, "execution_count": 238, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bgm = BayesianGaussianMixture(n_components=10, n_init=10, random_state=42)\n", "bgm.fit(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The algorithm automatically detected that only 3 components are needed:" ] }, { "cell_type": "code", "execution_count": 239, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.4 , 0.21, 0.4 , 0. , 0. , 0. , 0. , 0. , 0. , 0. ])" ] }, "execution_count": 239, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.round(bgm.weights_, 2)" ] }, { "cell_type": "code", "execution_count": 240, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 5))\n", "plot_gaussian_mixture(bgm, X)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 241, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BayesianGaussianMixture(covariance_prior=None, covariance_type='full',\n", " degrees_of_freedom_prior=None, init_params='kmeans',\n", " max_iter=1000, mean_precision_prior=None, mean_prior=None,\n", " n_components=10, n_init=1, random_state=42, reg_covar=1e-06,\n", " tol=0.001, verbose=0, verbose_interval=10, warm_start=False,\n", " weight_concentration_prior=10000,\n", " weight_concentration_prior_type='dirichlet_process')" ] }, "execution_count": 241, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bgm_low = BayesianGaussianMixture(n_components=10, max_iter=1000, n_init=1,\n", " weight_concentration_prior=0.01, random_state=42)\n", "bgm_high = BayesianGaussianMixture(n_components=10, max_iter=1000, n_init=1,\n", " weight_concentration_prior=10000, random_state=42)\n", "nn = 73\n", "bgm_low.fit(X[:nn])\n", "bgm_high.fit(X[:nn])" ] }, { "cell_type": "code", "execution_count": 242, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.52, 0.48, 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ])" ] }, "execution_count": 242, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.round(bgm_low.weights_, 2)" ] }, { "cell_type": "code", "execution_count": 243, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.01, 0.18, 0.27, 0.11, 0.01, 0.01, 0.01, 0.01, 0.37, 0.01])" ] }, "execution_count": 243, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.round(bgm_high.weights_, 2)" ] }, { "cell_type": "code", "execution_count": 244, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure mixture_concentration_prior_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9, 4))\n", "\n", "plt.subplot(121)\n", "plot_gaussian_mixture(bgm_low, X[:nn])\n", "plt.title(\"weight_concentration_prior = 0.01\", fontsize=14)\n", "\n", "plt.subplot(122)\n", "plot_gaussian_mixture(bgm_high, X[:nn], show_ylabels=False)\n", "plt.title(\"weight_concentration_prior = 10000\", fontsize=14)\n", "\n", "save_fig(\"mixture_concentration_prior_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: the fact that you see only 3 regions in the right plot although there are 4 centroids is not a bug. The weight of the top-right cluster is much larger than the weight of the lower-right cluster, so the probability that any given point in this region belongs to the top right cluster is greater than the probability that it belongs to the lower-right cluster." ] }, { "cell_type": "code", "execution_count": 245, "metadata": {}, "outputs": [], "source": [ "X_moons, y_moons = make_moons(n_samples=1000, noise=0.05, random_state=42)" ] }, { "cell_type": "code", "execution_count": 246, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "BayesianGaussianMixture(covariance_prior=None, covariance_type='full',\n", " degrees_of_freedom_prior=None, init_params='kmeans',\n", " max_iter=100, mean_precision_prior=None, mean_prior=None,\n", " n_components=10, n_init=10, random_state=42, reg_covar=1e-06,\n", " tol=0.001, verbose=0, verbose_interval=10, warm_start=False,\n", " weight_concentration_prior=None,\n", " weight_concentration_prior_type='dirichlet_process')" ] }, "execution_count": 246, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bgm = BayesianGaussianMixture(n_components=10, n_init=10, random_state=42)\n", "bgm.fit(X_moons)" ] }, { "cell_type": "code", "execution_count": 247, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure moons_vs_bgm_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9, 3.2))\n", "\n", "plt.subplot(121)\n", "plot_data(X_moons)\n", "plt.xlabel(\"$x_1$\", fontsize=14)\n", "plt.ylabel(\"$x_2$\", fontsize=14, rotation=0)\n", "\n", "plt.subplot(122)\n", "plot_gaussian_mixture(bgm, X_moons, show_ylabels=False)\n", "\n", "save_fig(\"moons_vs_bgm_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oops, not great... instead of detecting 2 moon-shaped clusters, the algorithm detected 8 ellipsoidal clusters. However, the density plot does not look too bad, so it might be usable for anomaly detection." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Likelihood Function" ] }, { "cell_type": "code", "execution_count": 248, "metadata": {}, "outputs": [], "source": [ "from scipy.stats import norm" ] }, { "cell_type": "code", "execution_count": 249, "metadata": {}, "outputs": [], "source": [ "xx = np.linspace(-6, 4, 101)\n", "ss = np.linspace(1, 2, 101)\n", "XX, SS = np.meshgrid(xx, ss)\n", "ZZ = 2 * norm.pdf(XX - 1.0, 0, SS) + norm.pdf(XX + 4.0, 0, SS)\n", "ZZ = ZZ / ZZ.sum(axis=1) / (xx[1] - xx[0])" ] }, { "cell_type": "code", "execution_count": 250, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving figure likelihood_function_diagram\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.patches import Polygon\n", "\n", "plt.figure(figsize=(8, 4.5))\n", "\n", "x_idx = 85\n", "s_idx = 30\n", "\n", "plt.subplot(221)\n", "plt.contourf(XX, SS, ZZ, cmap=\"GnBu\")\n", "plt.plot([-6, 4], [ss[s_idx], ss[s_idx]], \"k-\", linewidth=2)\n", "plt.plot([xx[x_idx], xx[x_idx]], [1, 2], \"b-\", linewidth=2)\n", "plt.xlabel(r\"$x$\")\n", "plt.ylabel(r\"$\\theta$\", fontsize=14, rotation=0)\n", "plt.title(r\"Model $f(x; \\theta)$\", fontsize=14)\n", "\n", "plt.subplot(222)\n", "plt.plot(ss, ZZ[:, x_idx], \"b-\")\n", "max_idx = np.argmax(ZZ[:, x_idx])\n", "max_val = np.max(ZZ[:, x_idx])\n", "plt.plot(ss[max_idx], max_val, \"r.\")\n", "plt.plot([ss[max_idx], ss[max_idx]], [0, max_val], \"r:\")\n", "plt.plot([0, ss[max_idx]], [max_val, max_val], \"r:\")\n", "plt.text(1.01, max_val + 0.005, r\"$\\hat{L}$\", fontsize=14)\n", "plt.text(ss[max_idx]+ 0.01, 0.055, r\"$\\hat{\\theta}$\", fontsize=14)\n", "plt.text(ss[max_idx]+ 0.01, max_val - 0.012, r\"$Max$\", fontsize=12)\n", "plt.axis([1, 2, 0.05, 0.15])\n", "plt.xlabel(r\"$\\theta$\", fontsize=14)\n", "plt.grid(True)\n", "plt.text(1.99, 0.135, r\"$=f(x=2.5; \\theta)$\", fontsize=14, ha=\"right\")\n", "plt.title(r\"Likelihood function $\\mathcal{L}(\\theta|x=2.5)$\", fontsize=14)\n", "\n", "plt.subplot(223)\n", "plt.plot(xx, ZZ[s_idx], \"k-\")\n", "plt.axis([-6, 4, 0, 0.25])\n", "plt.xlabel(r\"$x$\", fontsize=14)\n", "plt.grid(True)\n", "plt.title(r\"PDF $f(x; \\theta=1.3)$\", fontsize=14)\n", "verts = [(xx[41], 0)] + list(zip(xx[41:81], ZZ[s_idx, 41:81])) + [(xx[80], 0)]\n", "poly = Polygon(verts, facecolor='0.9', edgecolor='0.5')\n", "plt.gca().add_patch(poly)\n", "\n", "plt.subplot(224)\n", "plt.plot(ss, np.log(ZZ[:, x_idx]), \"b-\")\n", "max_idx = np.argmax(np.log(ZZ[:, x_idx]))\n", "max_val = np.max(np.log(ZZ[:, x_idx]))\n", "plt.plot(ss[max_idx], max_val, \"r.\")\n", "plt.plot([ss[max_idx], ss[max_idx]], [-5, max_val], \"r:\")\n", "plt.plot([0, ss[max_idx]], [max_val, max_val], \"r:\")\n", "plt.axis([1, 2, -2.4, -2])\n", "plt.xlabel(r\"$\\theta$\", fontsize=14)\n", "plt.text(ss[max_idx]+ 0.01, max_val - 0.05, r\"$Max$\", fontsize=12)\n", "plt.text(ss[max_idx]+ 0.01, -2.39, r\"$\\hat{\\theta}$\", fontsize=14)\n", "plt.text(1.01, max_val + 0.02, r\"$\\log \\, \\hat{L}$\", fontsize=14)\n", "plt.grid(True)\n", "plt.title(r\"$\\log \\, \\mathcal{L}(\\theta|x=2.5)$\", fontsize=14)\n", "\n", "save_fig(\"likelihood_function_diagram\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Exercise solutions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. to 8." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See appendix A." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## 9." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise: Load the MNIST dataset (introduced in chapter 3) and split it into a training set and a test set (take the first 60,000 instances for training, and the remaining 10,000 for testing).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The MNIST dataset was loaded earlier." ] }, { "cell_type": "code", "execution_count": 251, "metadata": {}, "outputs": [], "source": [ "X_train = mnist['data'][:60000]\n", "y_train = mnist['target'][:60000]\n", "\n", "X_test = mnist['data'][60000:]\n", "y_test = mnist['target'][60000:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise: Train a Random Forest classifier on the dataset and time how long it takes, then evaluate the resulting model on the test set.*" ] }, { "cell_type": "code", "execution_count": 252, "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "rnd_clf = RandomForestClassifier(n_estimators=10, random_state=42)" ] }, { "cell_type": "code", "execution_count": 253, "metadata": {}, "outputs": [], "source": [ "import time\n", "\n", "t0 = time.time()\n", "rnd_clf.fit(X_train, y_train)\n", "t1 = time.time()" ] }, { "cell_type": "code", "execution_count": 254, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training took 3.98s\n" ] } ], "source": [ "print(\"Training took {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "code", "execution_count": 255, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9492" ] }, "execution_count": 255, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import accuracy_score\n", "\n", "y_pred = rnd_clf.predict(X_test)\n", "accuracy_score(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise: Next, use PCA to reduce the dataset's dimensionality, with an explained variance ratio of 95%.*" ] }, { "cell_type": "code", "execution_count": 256, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "\n", "pca = PCA(n_components=0.95)\n", "X_train_reduced = pca.fit_transform(X_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise: Train a new Random Forest classifier on the reduced dataset and see how long it takes. Was training much faster?*" ] }, { "cell_type": "code", "execution_count": 257, "metadata": {}, "outputs": [], "source": [ "rnd_clf2 = RandomForestClassifier(n_estimators=10, random_state=42)\n", "t0 = time.time()\n", "rnd_clf2.fit(X_train_reduced, y_train)\n", "t1 = time.time()" ] }, { "cell_type": "code", "execution_count": 258, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training took 10.29s\n" ] } ], "source": [ "print(\"Training took {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oh no! Training is actually more than twice slower now! How can that be? Well, as we saw in this chapter, dimensionality reduction does not always lead to faster training time: it depends on the dataset, the model and the training algorithm. See figure 8-6 (the `manifold_decision_boundary_plot*` plots above). If you try a softmax classifier instead of a random forest classifier, you will find that training time is reduced by a factor of 3 when using PCA. Actually, we will do this in a second, but first let's check the precision of the new random forest classifier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise: Next evaluate the classifier on the test set: how does it compare to the previous classifier?*" ] }, { "cell_type": "code", "execution_count": 259, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9009" ] }, "execution_count": 259, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_test_reduced = pca.transform(X_test)\n", "\n", "y_pred = rnd_clf2.predict(X_test_reduced)\n", "accuracy_score(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is common for performance to drop slightly when reducing dimensionality, because we do lose some useful signal in the process. However, the performance drop is rather severe in this case. So PCA really did not help: it slowed down training and reduced performance. :(\n", "\n", "Let's see if it helps when using softmax regression:" ] }, { "cell_type": "code", "execution_count": 260, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ageron/.virtualenvs/ml/lib/python3.6/site-packages/sklearn/linear_model/logistic.py:758: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", " \"of iterations.\", ConvergenceWarning)\n" ] } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "log_clf = LogisticRegression(multi_class=\"multinomial\", solver=\"lbfgs\", random_state=42)\n", "t0 = time.time()\n", "log_clf.fit(X_train, y_train)\n", "t1 = time.time()" ] }, { "cell_type": "code", "execution_count": 261, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training took 17.35s\n" ] } ], "source": [ "print(\"Training took {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "code", "execution_count": 262, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9255" ] }, "execution_count": 262, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred = log_clf.predict(X_test)\n", "accuracy_score(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, so softmax regression takes much longer to train on this dataset than the random forest classifier, plus it performs worse on the test set. But that's not what we are interested in right now, we want to see how much PCA can help softmax regression. Let's train the softmax regression model using the reduced dataset:" ] }, { "cell_type": "code", "execution_count": 263, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ageron/.virtualenvs/ml/lib/python3.6/site-packages/sklearn/linear_model/logistic.py:758: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", " \"of iterations.\", ConvergenceWarning)\n" ] } ], "source": [ "log_clf2 = LogisticRegression(multi_class=\"multinomial\", solver=\"lbfgs\", random_state=42)\n", "t0 = time.time()\n", "log_clf2.fit(X_train_reduced, y_train)\n", "t1 = time.time()" ] }, { "cell_type": "code", "execution_count": 264, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training took 4.87s\n" ] } ], "source": [ "print(\"Training took {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! Reducing dimensionality led to a 4× speedup. :) Let's check the model's accuracy:" ] }, { "cell_type": "code", "execution_count": 265, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9201" ] }, "execution_count": 265, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred = log_clf2.predict(X_test_reduced)\n", "accuracy_score(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A very slight drop in performance, which might be a reasonable price to pay for a 4× speedup, depending on the application." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So there you have it: PCA can give you a formidable speedup... but not always!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 10." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise: Use t-SNE to reduce the MNIST dataset down to two dimensions and plot the result using Matplotlib. You can use a scatterplot using 10 different colors to represent each image's target class.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The MNIST dataset was loaded above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dimensionality reduction on the full 60,000 images takes a very long time, so let's only do this on a random subset of 10,000 images:" ] }, { "cell_type": "code", "execution_count": 266, "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)\n", "\n", "m = 10000\n", "idx = np.random.permutation(60000)[:m]\n", "\n", "X = mnist['data'][idx]\n", "y = mnist['target'][idx]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's use t-SNE to reduce dimensionality down to 2D so we can plot the dataset:" ] }, { "cell_type": "code", "execution_count": 267, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "\n", "tsne = TSNE(n_components=2, random_state=42)\n", "X_reduced = tsne.fit_transform(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's use Matplotlib's `scatter()` function to plot a scatterplot, using a different color for each digit:" ] }, { "cell_type": "code", "execution_count": 268, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(13,10))\n", "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=y, cmap=\"jet\")\n", "plt.axis('off')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Isn't this just beautiful? :) This plot tells us which numbers are easily distinguishable from the others (e.g., 0s, 6s, and most 8s are rather well separated clusters), and it also tells us which numbers are often hard to distinguish (e.g., 4s and 9s, 5s and 3s, and so on)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's focus on digits 3 and 5, which seem to overlap a lot." ] }, { "cell_type": "code", "execution_count": 269, "metadata": {}, "outputs": [ { "data": { "image/png": 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+/nbcF4a/TyskItXTCol0SZU1/Xkn3zZKoAdEFfzXpYhVmQcpvmYer6zyyYz3ndRGX0RKoIBEuqTKkt1V9ntrhBW2DbLO0tV1lnbXWXLNx6tF3bevwkRc/3WJKsPM6tspv84BXgI+TvG1Q5TQKlIbBSTSJZXV9JuT+MtMBiWF9TcINCvzcxrmgQvhoKSgHhtbyV+SifV1CXXmzONj0vVN8TnAzyOOybdljmUOeG6dpXfLDgJFZJICEumSShsgmSvpM5TX8to2I2bv9kAOyFir+xxBySW8MtiiBHNEtgi9LstsXDd5NnmS2H5O9lWvY8DPLJ9bYPz1e4aEIFBEiqfELekMt891pwdUWNNvTrJl3b+t2iN4e1zeTOrjWmbj+jpLkC35M624hNlbZO+DcizH9zl4c3DyOg9oK0ekRKqyEWmomBkxe1UgcT09ltmYM18T7Kvif21kV9J1lsp8Q9gGzgdXSmL6uXwfb6Uiygh4nnKCJyu/uZuIlENbNiLNZav2CN5u6+kxgsgtHV8dWxFHgDeC20mWSa9nltl4NuZ+5sheOTOtYfAfmo0jUjwFJCINZVYv1tg/GUZVgdh+h/3bo7Z0gl4K/ft+1uPM6AChMmw/n8Ss6KwCV1Ks1CRNJi7aXhBYYN6OiAQoh0SkwUzwEZe7YMul8CuLkpI/HbPtM8ILYqrYlog8JnNC7wOHKziGODt4K0i2gXuF5O2IyDgFJCItZLZa/Cm1YcHKojTJn47lfsrimIF34WGEl6k/GAE4lJAvYgvyTq6ztNK2AYsiTaGkVpEGMqsFwSFzfvLqLeDPsCd8hm3h5W404UQfdo9AOXDKlvIP8Kb8lrrdHBeQJGwnjT0nEUlPOSQiDRPYuggOmfO3U/w+GWkt0MxgBCbb+ic1sNsEesArpR2RZ5omcWWNKhDpPG3ZiDSICUa+y+xMnA1uf6zizZ6JWp3YCgws9HumvGT52qn5Wy8RK1VbeNVAebZ0pEZm+GZlPYokO23ZiGQQ6ulxi8k8iGnv+3XgUBH31xJjk5FNbkw40HgA9MKvc0yfliLcw/u/+DrZV5haM+15VlQ5CVzy0wqJSEoRTbz8cs9UA+rWWXqX8e2WG6F+G1eYrWDExSTfRqxE+IbAty2vb5mrSI+Rr7S4tFEFMhVVRrWAAhKR9HK/qUUEIwDPrLP0biAoCZ+Mu8wFXg5si7xJdE7bPPCS2aL5gP3VqTtVHWgGmxS4YiaFSpwE7gwitnQWFaxUSQGJSHqJb2oxbImoWRJU28bvbRK2BVwKnLi/Y/k6n4O3jXOO/RWkpgVvQ23TNFpsvx4TjEysfjoDUFBSHVXZiKRnqwJJqg5Ja5rqDvBmxUx7H0X6Py23/5tAqe8K8EiK+3Jo9nZW7HvpOktX11naXWfJNR81PbhaSZPA41Y/pSIKSETSS3pTm9Yl4OEU338E+CRep9Em+Jzl9uCqUFfe8K1BqQk+LrCf81LHHKGZZhJXwzOTggmt06x+SkEUkIikZBkEl7YJ1o2k2839fJXpVjkOAnfNsdUpbflenW/4Ra4mxQWl5zPeLiVw+1x3+5xy+8yZj8Hf27JXPyUFBSQiGQQHwZmPqfaXTeLqj0M37wBvRHz5z6c8zGMmn+E0Xsls4wQG0aV9w39A8Ss/xwq+PxtbNdCs9Jppg7JXPyUFBSQiJQmNqB8yuYVxCOj7J+fQFNlp+Cf5OmfD3MK+KgTwtmnBfpLk1ZQtvA6tZyl2VaPIpmpxW0/DjLdLxUzi6uSWjhJaK6WARKQEgSZn/oh62+/aYfZPZlGJdXmcDJzs8xqSf0ViB6/89VnigxJfUmCwAFzD6+LatOoaX9zW07WMt0sN3EWuu4uccheZMx8VjFRMAYlIObI0OTsR+tgEc+RrC7AFnPW3skxQUkQ76COU1Ca+INatp2U2LgJr7K+IDIE1c7uIGOpDIlKOLFfytwIfp92uKUrSsazhJWXO451gr8WcYEt/Xq4LTr3hyif8+TdRnzSvjQIQkRiaZSNSEMscliQucCbQsTQ8b6Mup7EP+RsB9xk/Tr/z6t5J17weftBSGteFoesw77hVBiU7TK6A7eDlubxA/IgAEYmggESkAIFeE1mtxZzEbZ1OqzDEHkhs422hRDltgqu8r0cmfjByYK4x72MP8UqvwxSUiCRQQCISIetU3wyTZ0d4KygT99mwFZIoQ7xEzKRVIHfKz3fSMhsz95ylXcxU5OCQyy3gUlUTkZXUKhISKr91zMe3EjprJgUjm3h5F/8hcJ9vh9qIF1VlU4bhMhsHzGpOUu+QpBNv3OdH2Q5LRIpggpHXGc9/WwD65nOlU0AiMikqMHDwps7afjGTekqs4uUXhJM7/Tbi70Z8rkmCAVdZzaJmcuVEpCEuE10ZGGxNUCoFJCKTbOW3DvZfzLieEvdJXv1o/NRf0+DtpvnndgkPcaeE+2yKNP1YROoU13agkpYEKvuVTjPbIS+yH3xvA+cTWr7HXamfCOSLBMtdP8DrJvpoxPccplk9RvLyt5pew1va/TrFdoL9NO1fIdkE/gxV2Uj7xJXnVzLTR0mt0lkxlR67wAu2oMR0Oc3iBvB5mpv/ESWuiiaNTbytmzfJt9Lqt4DP23l1G295ua7W+FFif67EzhkwkUSuTqnVCuSQhLdtHgC9KhJbtWUjXWabpnqAYvdEn6FdwciI6XuDnDAn3ufJ3mL+AXCJ/EMER+Y+mhSMAPx/CkayM8FIOIn8NXO7VMQEHOF5UVtUFIyAVkikwxJWOtxlNiID8nWW7mLvsyGeTTNRGJOQmyUHZnuZjaPrLPkl0F1h/ZkSO2fATaK3CjbdRU5VezRSJ+WQSJfFbUtE7omaKpq0M2hm1d5YdvN6ZU3I9YO9qlrl3wceqeBxKtln7yBbflWmvCuz5TC+7VPRlb0UQ9G8dJmt8mWXUOnqOksrpoLkbaK3AuJWW27gnaTjdGkp8vVAq/vXp7ifVZJft2ntAF+j/CqXvSBNMrMFcqkDPBOMTG77VNQ/Q4qhLZuSZe34KcVKU2UzZYfUG8AbTHY3/B7wHPv/7+HKi6baBh43f7dtp2zh5X/kXd3YWmbjOEz8fhSxfePivd57v2/mdttcnrz810C/11MK5JA89tTR91h54k0WDm7xwD289cjc/UtpXlenF7Pt09e2T1soICmR5UR3DzinN6/mMCsjeU6u23jJleFKkXvAj4Avsj+TZkQ9W6RbwDG8k+Y7eElrUYHXCHjFn6uzztJt8lfAxHkA9EIBYZFzb/YqXczvXzBQLEohv8PaYtjnDFh5+pPfv9L7xX+68Mjcg+CnUr3WTg9bPpLr9rUT0BYKSEoUc6LbSwiU+nUwudI38XMWk4C6Zj6WNZ3XX7mYWEnIMAcoLb8kuYi5QFGrXVOvhgS2GCYuVmY1KJnm/TJphUTBXzsoqbVchSRrSemqSq6s0g7w6UCl0RZeqe0XLV+fNDBvGmMTjSMUHQCdoLi5QD83xx53/HlEHd9j5vZZPVFO834ZFYDeA1Yjgj8/vwQFJc2igKRcthOdsvGbpair6abw+4wES5cX8BJQbSf/ooKRj/GSgucY72QbZ9ombWNu7xx3jh3cOjnnFLL6W9bFgy5WJuV+v3T7XHf+JS/wBM/g4K3HfcSP3L/DdbN6ouCvBbS3Vq6oKgJl4zeMWX4/x3hDoLCH5vMu3pZAk80RfYKvopz558Dzy2w4genASeLmAIW5wOkf/ORLa9u7RyZ2nO+PDnP9o+e587CwtJGyLh6mrixpOr9yzZ+BFDOY0pf7/dIZcJVf4Bnm8ELrOeAXeMYZcBUFf62hgKREgRPdJvsnMiW0NpD5P7F1Dh0BXzWVIWeAT1R2YMWzLRsUlUy2ALyW4uSzxwQta+xPTB7iVS9FdYB9eZmN66/+xTef+9r//bbzj//T73B75zgj1+H2znFe/fMLvH/3aa5/9Dz3R6kbuW6bx6/y4qHTFyuBhP6xMty4n4sp3y9tXZnPMwPBX1coqVXESEhuLXRboUabeNU2fvKq34Y9aijgVI8zbeJ2XMm8M0gOoPZLSG/j2DektpfZOJr0eGXocqJl1Qn9sT8Pv8tplEDcCgpIRIx1loa0Y9Vwh/zbL2uB0l7bMK0ocROQI78+bxt1W2AQGsCW5ViGf7i4ZA0ml9noYoVVrWKC+1La6zsDbJVaQ3eRA10O/rpESa1SirY1hDPH24ZgBLw33jXsPUXifH2dpQ/M/8VlsgU2WQKhXMvhEb17TgKvnf/JP3kSvpnn+YKXo1JUn5PWqvikXHVCv+3/+BrsVdM09v1HPG15Ay5FjqQrSWBe09t4LdhT7x83QJHTf8s2jxeM/IjsuR+H2X+uWZL6HPOYwf39NaITgafJhYgsh/2bj/+b8xG3p7HmLnIRe8JyXCJzrZweK06Pm06PkfmY+/enhtbqlebImP/jcB6S/38vLTGzAUmepCuJF3hNo0oc/DK7pmpbxv1jwJfIV67rP9esV6tvA7+Ml1h6apmNiybR9zTFJW5H/j986sBf5cnf2QyckC4xmSS7Y25vnBICiLi+J4WrI6HfXeSiu8gBdxHHfOxsMFJksNoks7xlo8ZExUtqRtXkk34bm6PlzX3wA5FV0ueQ+OaBC+ss+dUx/smnqN+ZyP+Hn+x+OmtS8djVuGklD+3ZRiz6/any0teCfy7E6HKjt1kOSFSbXryk167JZXbvMBt5Bg+Ad0wVxAngDt6sm6zBzXmK714Klo6bf/KzX3+dyZyZB3glu8fwngfsz+1ZdRfH35xbdoIs+v1JTRpLVmGOTmcvpmc5INEvaPHiVhma3mPhuboPoAL+XJbgiT1vB7H5QFt6gPvAd5hy5ottJePap755/dW/4IPw7eGgo0Nsv0sjM0gu6wnP2lp9qqMUoPJVi85eTM9s2a8m8RbP8pqCmaPS5Ne1wwP2grbNxyOxX5WT6xLu9zHzv0+hUuXUQZRl+F5Ypl4aKn0tT9Jwv7Y+VtVmNiCB9pWmtkFbX9OYRk4yndZOto6YjHxjmY1n036/CUaiG3KlD0r83yV/PlFY609CXWBWrSL7rrj9YotHujwpeqYDEpF1lq6y37W0TH7TtTSrMFvk30ppmlIaYZUtIhjxpQ5KnEHMlexitiCiyhPerCli5ajqVYuurnbNcg6JzDgTjFSVyDpH+kqeJgYj98yfrMfW1pysqGAk7vYoRe71K+etBAXmflSao9PVRm+KrGWW2QZywX6+RVFu0d6ks028nhKXmGx2tSdisfXeD37ypXecATedASPzca9fQld7KQSMMt4e95p0ehhfjWwVK1ey3IkJECb6rnRh1aJKWiGRWRa3TfM4XufHlygm2fUTeKWp06x+bOFNJK4y12WHQB5QoALmZDAAeege5Ac/+e/4jSN/zLGDW+y4h7fe/+kXvvfqX4y1e/euPgfA7wId7aUQYLvgi7w96Wrd6QEdXKavme0iYcHpsZLl9e3qqkWVlEMiM2udJdtALgB2Rge2gccPOrtOzLTYLB7iXT3lGYy3C3xMtgoZ1/yZdiXUmpjqDLhNdJC1aT5G7qubgKSxlQJ15JB0uXqiqWJec7C87iZwvML+z/0WcEnB4fS0ZSOz7FrcJw86u0cOzRUWjAAcxGvmtZn0hSH+vJWs5boO8LyZZnua/NtQ1q2mzx9979jaZ77GH/zqb7H2ma/x1NH3gt8Tl0PR6F4KJui4Ebo5U5UN9m0W2zZWo1+Tjorb8pp43U0w8jrjQfgC0O/glmPltEIiMy3mSrg0y2w4GfqebAGfJv/FwyZeF9oXp7mPqBWSdZZWHowOvXV4bmfvedwfHebVP7/A+3efbvUKSVEi+pC8w2TH2XvAOX7X2wqLuJtOvSZN4/Tsq3zh1z3PioqkpxUSmWnmineN0NTcCuL0tNURC0z3e3oCr5JomvuwXUVeDgYjAI/MPWDlie+65nviEjFnIknTXeS6u8gpd5E5s03zHPa23zPxmjRQVLK27XWPW63SStaUFJDIzDND4s4QyJB/MDpcdkiyipcXUrZpN5y2YxrbRb4BLxzc8k/E0ZUHi1yf4aoE67bMDL8mtcr4usddSKgEe0rashGJ8Pbo7909NLdbRov1bbxyY38Zv8x29feIbz2exhCIlJZTAAAgAElEQVT4SjgocQasvPI3zn732ME7kd1D29qdtWxFNkuT6gVySMKJ6Q+AnoLH6WiFRCTCobndx1N82ZD9hNMsXsM7KZUZjGzhXfUNp7yfeULJv35L9Lf+8oX5+6PD4a/XFkM8bcu0mAk4zjL+e7+FgpFCaIVEZppt9k6K2TYf4225lDKoLgN/gm/klN0M3WhHxFygmEodYPwq/6mj77HyxJscO7jFT3Y/PTx28M7EaoqMyztwT6TrFJDITHIGrDz9ye9fOfeLrywcnJtI5VgDPiB52mopIqbmhp2OO+lHBFl/BnyR+EZw28QEV6GAxD5XZVGrriKSj948ZOb4Ww5n/trvRQUjsL+i4Ce6Vep+fELtZopgJLgldBL4PPAV4p/LEdK3Orcl7ympTwrT1NEC5rhuOz1c8+d2U46t7RSQyCy6DDx2ZD62T9g1c+Kvcm9/CKy99hcX2BlNLmY8HB0g6njWWVpZZ+mm6W3yXexlpUllia+Eb3Bd+H8+/i//Rehm5UFIqQJt9IOB9Wt1n/jN4/eZbIz2et3H1gXaspGZ4285fO9Xl5K2RtbwcjPKnB2zSSDnwxzfzaeOvnfy7C+8hh80Dd155p1h8HhvLLPx7DpLKw9HB944OLebNJfKJX7a8NYyG8f/p4//x3dPPfL/PjPHiBFz3PirZ3n9L1+8hynXDRyj8iCkNE1to6/GaOVSQCIzx0/K/PZ/dZqjB2JXSfxfjrKqYdxlNiZWKc//5J9c/cIn/+jCQWd8OykieLqxvXvkbx05sJ0msXYTbwWjD4RLY3aBF5bZuF5lWaotobjIx5g1JlCcnLPSsmDR6cXkKfXrW9mPOS6o+di6QC+ezKJV4N7r//lcUkdWh3JLcydyLtZZWvnip75//tDcLo7D2J8Iz3xi/mdpgpF77J/se0yWLL4QCARsV3+FrhJZcl1eM7dLDiYYid5OGLRuO6GpeUq2PCuo/9haL2mZV6Rz3EWuOwN4/+7Tl3/l0T898eyn/9e8A/TuA49McShROReXia+GGXPn4QLHD92euN0PtBzHa8TmBxzmYxOuli9jz3VpwvG10WUmV7/Aa+LVttd1lckqtybkKcVdxNd9bK2nFRKZSf6Mke8ce3HOcVjLeTfTBCNblu2JTPMwfv+j50cRzcmCqypHgCdN4uvtP3SX3D90l9zv7J52//Z/+v7tGq+cU022dQasWCbjyqTOzFlJ087dVLvcDVS7DJ0eV0s+tDuW27fVGG16WiGRmbfMxsV1lgBeYnyLxiXfls098ydqgqj/+UuWz8Ulnobd+NHdp/+dCxdWnniThYO3bVs7L+K9uR/yP3/0wDZf/8WXF4Yc6DuDv00gx2BI9ArNtB1fw2zPc2/Z2y/PZv8q2au0GEDbciIqEvez07rtBHOCj/x/NhUtbzB+DpsDLjg9cPtcrOAQgx5U/HidpBUSEaIH7AHfz3FXfsv2qAmie5+PSd5cJd3J/xbwxT9cXLrwzb/+P7v/+/ZvxGXDzDE5e4NDc0N++/hbh/GW833Xwl+XcHteaUqH47Z1ZNIq0SfGHWrYTnAGXHUG7DoDXPOxyNWLy9gvqM8X+DhhxzLeLhmoykbEIkX7+Ch7g+XyVpGY7/s28Gjg5hvLbDxrPm9rB595RWfkOvz2n/6zsQ6r5sRxHm+lZAhccxenv+IMlwp/4xf/yTtf/NT3I1vem69XR9iMmlJlY36Gon5G1wr5WYqvdsHtl5OMHlP2O8QL/L0SeG3f5KKARMTCNBrL+sYWWcpbpHWWdoneVrEFJNa28Ld3jnPh33+n9JLeH/zkS++8+hffPMtkkuI528lSk3EntaX/izPA9jM6dBf3VzbyBu0J/UCGbr+cdIRAw7a4kRLez7WCksx0lSFil2ffPddefcbkTVsVjoPXzM3f8hmaf5/HW7YfszOa5w9un3lAwcv5USW9n//kv3rpqaPvZd1+UUfYgEBOzXj30mYm+tp+Rvdun7L0exWvf06UorcX90Qk20bRtmJOWiERsQi8Ye6dSFMMvvM7oq7+D4ONJ0mx9WFZ3t4BzkZd/caskAyX2Yi8MjTP5Yrrekv528MjvPWXX91676dfKnw537bVZVZjwjfHbr+0ZUWgCm1aMUqzQhKzJbq37Rn7GN5qxTX2V/9GwCtVJbQmrNKoSVoOqrIRsVhm4/o6S9wfPXLlsPNgYevhAn+8/Rv8xpE/ZuGg1/sjIjhxgJMPRwfeeOroewfev/u0f/s8cMFUiOy9YZoTbtRe+yG8XICok+81y/dYrwz3+o/4x3sAvvbXgb9u+46pRJaYHju4FXVz7IqSCT5mMgCJkKpUuiHS/IxO9XziqnAqEnecratqagIFJCIxltm47nzIZQIlvK//5d6nt/5wcekS8Bah3I2Dc7sHVp54k0BA4rvgDPiy+fsx4js/LsD+6gbjiYo3gC8SWH0xlUJNEFl+eufhsXCOy8xuv+SUWCrdFO4iF50BEL9C2JrnY2E7fhf9XOeiJSWRZLYroYXt3SPXsCS+WlYEwAssFsz3xXZlNcHI60y2A/9N4CvLbDjLbBzwg5GGNBKLzP348c//65cJN7qa0e2XnFqVU+MuctFd5IC7iGM+hgPmVj2fCFHH7wIvK6E1HwUkIsmsV2xxs2TuPLT1RUttCy9/YqKHCF6L8LHEuaYkPZrtoYkum9c+9c2L7iKn3EXmzEe9aWdgXq/J7qUtfR1tPydtGbBo6SZ7poambJ2hpFaRBDE9FVj7zNess2T+8X/6nagtm7QeAl/9w8Wlie2g4MMES4zblPQoIhKmFRKRZF+2feL6R88TMUvGdRzW3r/7dLAEN4tt4Kvmyte6OnPn4bFRaGumTUmPIiJjFJCIJLPuvbx/92le/fML3N457k/Y3QTOLLNx0d9DxwswsvirwDL8KhE9RB6O5nnrL1+YJ7A1g33wV1uSBEVkhmnLpoPydj+UaM7A2gApLLKnhjPgNjFBTdL9hKtstnc/Mer/52/MRWwHbeH1TEndDVWkqUyfkfEeNEoW7TQFJB0T1cwLc1JSUJKPM+AultbrIZG5GjEzWeKMlUmGGoRZc0rwBgSqkZi0mqVFu1qyd5z6kHRP3IRU/SKXZ6xcMRRAjEgo742w10gN+IDk+RkAt6ZtJGYSeF9kfzt3GzivoEYqpvexGaSApHuU2FgAE1AE21LH2QTeAa44A96O+HzWYCToPPAcycHI1P0bLNVER4A3TIdZnQikKnofm0FKau0eWwKjEhtTMsHIG6QLRrbw3iQvkC1PJK15kt+Ei+pH8aLl9gNoWNhMc3qsOD1uOj1G5mPZvW30PjaDFJB0T9u7HzbBZdKvHvodV9PIk7A1JP5N2C2wyVjc+8EJZ8BVZ8CuM8A1H68W8JjScIF8jvGGe+UGJXofm0EKSDqm7d0PG6KsZeFbZA9KdrBPFPXvswo/w1sF8ref/BwXBSXdF5fPUQpLF1QltHacqmxEQmI6nk5jB7hLtm2dIfH5J7lLekNJt7fwrjzjcmZGRF/A7I2Tl25yetYqMdft66JWiqMfJpFJq8Cu5XN5Inj/ZJ41xyQpGTa8pJ2KbeYN8F2in/ca9veKyGNsyJA/KYbyOaQSCkhEQsyKwwuMd1gd4Z2Y87wJz1FORdsC+Ybn2ZbgLwD/kvFl8tOmF4qtBf7E7U0Z8leVsoOvBgR3teZzNOD5S0W0ZSOSQeBkm1SGW6VMw/NSNGq74S7ybOh7bAMG18Jj5WdpyJ/l56Gw7rhl33/q46ipa2pTnr9UQwGJSEbmTTKq30iRtoFDwMTkvgiRLettUubInA6/4Zug5DzeNs1YJ9nQ19lzDjIcZxuUHXzNUnAXZdaf/6zp1JuDSNlMMHIl47eNcjzUEbxE2DRXDLcg09J21BJ82MRz9IcFuos45uNEMBI8ngy3t1nZDbxmvUHYrD//maKARCQlc4Lvky059R7wSs6HPEK6Hier5theZzxv4+2oslyz8nEu4T4Xpug1Mks9JMoOvmYpuIsy689/piggEUnvMum2UIIexWv9Xqa3gDfxtnjCInuFmKBkLeF+c/UaCQQ84z0kurnnX3bwNUvBXZRZf/4zRTkkIiG2XImcU3ubYiL5FMAZcA8vaIrTudyPIkX1dCky+Cr7/ptu1p//LFFAIhIQV02Ct9JRdMO0qrjAmeAbeSAfJnELyl1sbSAmIi2hgEQkwBkwJHor0wXO4G2PRFaQWG5vkk13kVNZAhGfAhIRKZuWYWUmmAqU22YwnGv+HlWFYvudcIAnge/HfL7pTuRMzBURKZ1WSKTzAifhqITUbeBx9ue5lN1fpE6bwCfIEYxohUREyqaARDovw7C8e3grHUlJnm30AOiRL+CayD8RESmaApIWqat9c9tlrI7ZorjtDBe4T/UBjgvcYf95+DN5bJN809hyFzk+1VGJ1MDpRVTN9a1N/aRGyiFpCROMTA4s62nQVApZmigdAz7OeP87eCsQQffwVhUew9sqqdIIuGS2WU7jbVUlBSP+8EAb5Zw0mNNjxelx0+kxMh/1vsBeMHKB/anUXm+dXq6Gf1IyBSTtYZvQermGY2mbVSYDBptbwNeB3Qz3f4Dx/JS9RmAmf+UTGe6rCPPsT9e9THTDtKAd4PmYVvDSYLpYiXU+4+1SIwUk7aGZDjmZ3Ice+1sX1i9lv+nSC+x3Gt3CW+q1Cf8evRMIRl6jntUFP1hN+vnYBN4D3nQGsXNztgo6LimeLlbs5jPeLjVSQNIemukwBXeR6+4iR/G2MKJOri7wsp+4ab7+lLvInMmd+EGGh/OvvqJOFFXyr5jjvAM8Q/J7wSeCZdLOgKtm1o07xcwbKYYuVuxsFxJxFxhSkwN1H4Cktop3tR08wWmmQ0Ym4Lge1Y4a9ipyTuAFKHkDdv/qq+knhC3SL10/CvyeMwC8fizBbrb+zBu07VOLW0RXkeliBa4R3Xn5WtUHIsm0QtISpppmcmCZqmxyCa2AnDI3B/fhp/ndGJmAp8m9O3aBS2Rbuj6IF8RpX75ZNIDOwlTTrLG/IjIE1lRl00wq+5VWsA28K/D+b1LcnJptvCTaJlembLmLHHcG7JItKIltkT+rDdTqHgDX5ZYA6yxNPLdlNjrx3GScAhJpvLiBd0UFJQVP8m3DXBvXXWTOGfAuXg5JWpvALxMdxAzdxdnbBg4kL4e3U8+pmdx0TDAS+doqKOkebdlIG1SxRVDkfntSMOKvoNTpljmR/mbE52wJfw/xtgFs++/Wffl1llbWWbq5ztLIfOxSSaqqXMqj13aGKCCRNqiidC9qH74s5/HKkOu0ijfxN2q+z0/w9t1Hgdu2ga+a3JvofXnLalXgKnesT0aHghJVuZRHr+0MUUAibVB66Z5ZWg8mDZe2l2lO6rUuN5vHt+W4LAAfAP+B/QTq88Fjdhe56C5ywF3EMR/jts66fpWrkvzy6LWdIQpIpA0ybxHk4VfeAGfwtidKE+zpUYOtFI8/2fkz9D3OgBVnwE1nwMh8tN1n169yVeVSHr22M0RJrdIKZVfZhB7rNuVVyGzhlduGE/WCPqa8gXz+L/wI+5bXiOiLlU13kVMm8LjC5GsUmci5ztJNoiuYNpfZOJXyuBut7iqbLjEVQ9cw85c+/9++555dee1nRx7ffhxV2XSaAhKRkIQW6tPaJn7Q3Q28RNOo3I6q2KqEXOBnxB//tumIu0eVEpKWCUbeILppp/qHdJy2bESqFXcyd4FfoZnBCOb2pKnBR8Jt5E3QMdHUT8GIRLiMvYO4Gu91nFZIREKm2LK5h3fi/S75KoC2gGM0v4dJkpnsRyLTc3rx/YDc/nS/G9paazatkEinZUi8DLpE9j4hXit/780t7+/VAvHByAiv3Dac5LdDiVVBOWiSquQVVz0zVVVdoIFdbLK21EcrJFKIqNbV5lO1tbOepoOmZfheVCInmDbsge8tKynW764aPrZ3iO5kW5tZbSEv2YXeO+4AnyI6qJ0qhyRmPMRmYJ6V1EgBiUzNvKGET/z+VXswH8ILBioKSop+AzKBQJ/x5/QQ+CneVosfuOxVCBRsG+81Hqs0KrkqKA/XXdTqa1G6PKfG8t7xAG810K80GwGvTJvQGjMeQj+vDaGARKbm9DINptt0+9VcjZTxBhRanbgD/BeMJ+GVNcfmId603bA1GrY6gq44C2M5YVca2BfJGbDCLteYNwH7x8C/BD6c+NLC3ydiLlBc4EyduSRdDjqzUFQoRcjS4KrKZli5uzzack/85mkmoDnMZEVAmmDkNONt2ZNsYc/LqKPyIO4qxkVNq4rUmS63zoCruLzNAY7g4P2mPAb8XeCzE19+0unhOj12nd541Vbmx+2x4vS4yTucsPzkOtT4egaCzvHclt7s5bYoIJEiZGnjXGXL51xdHk3Z6tuMv0G87Qy4awKUXbP6kmdbZmiuxJ7//NE/Gq595mv8wa/+Fmuf+RpPHX0v6utvmPwU2+/qPF7AUqXYoMtd5Loz4Kp5nVzzcaqTygzrRJdbE9C/FPmTcwD4gvVb54ELeYOSsZP9h7E/t3W+np0JOqelgESKkHYwXaVXzxHzaYKVMJHMG6dtC+QI3sl4nvzbMv+XM2D3qaPvvf33f+nl+eOHbjPnuBw/dJtv/NJaVFDyK+ajbUVlSL6qoLLcMsHHBfZXdbyTioKSPLoyy+Uycb8zR62f8eVdCRw/2d+1fl2dr2cngs4iKCCRqZm9zuCJP+lrKxPcYjEfkx6/7KuSzwHzK0+8ySNz4zHEI3MPWHnizfDXn0goS/wB8AL1NlMLOok9oHuxygPpiK7Mcok/udoDBV/eUvLxx/0hUVOq6n49uxJ0Tk0BiRTC7XPd7XPK7TOHF5hEacMvWCVXJccORu+yRNzu4G0f2X5XnwaeKeq4SjaXEFxJSESw763ytS/h0f67vwv8iF283KqiJ3uPP+6HwLvANkNSrppWoCtB59TUTVHKsEp0ZUBjf8EC1TOV9M+483CB44duR96e0aFCDqg6l6F1J9NameCj7a/Z5HuCi9cc4Ads86ecd/tcd3o8SfQKW97J3hOP+4VP/dGDc7/2yvYjj9w/tv9lGznvfnrmeYOqbFT2K+VoQxlbqIQXKmzZ/tTR9/jGL62NbdvcHx3m1T+/wPt3n67qMOqgng8zKm3bdpPAOj7Ze5qGaIH3oqc///0733hh7ej8/CgYyGvQY0MoIJGZEdFD5Ag15l48dfQ9Vp54k2MHt7jzcIHrHz3f9WAECuxRorkkktU6SzexNEtcZuNUtUdTjTZcHPoUkMhMsLSRl2ymbfq2A5wtImiYZiyAzK51lqzNEpfZ6NzKXdsa63XuP0DEIqrWX7Jx8GoU8l7F3C0wWFDvBslj1ipaWvV7ooBkRvndC50eI/Ox69UPTazpb+Py5EG8N+/TjFd+pOk8eyz5S1JT7wbJY9YqWlr1e6KAZAbNaKviNFdAVQcITkmPucXkm+5DsrWrj3MS+C7wjt/fBXglxffdiWrHn9OsXelKAUzi6kQZdYcTWlv1e6IckhkUMwyvssF3VbPkHOzgtWQKTup9k4yBejA59e7wk/e/+597h3909+nKKnZCHgJfNX8PJvAepZwS4TV30auAMJ1Y/eqIsAd4AdhEdUOebRzlkIgka1sOiQKSGeT0Yqbg9ru7apamKsMZ8C4ZGo01rHx3G/jfgC8SKJkEniP9NOashu7iZD+jUHAyxHsTjJr9k7vqRlU2IslUZSONNosrJGnkqcRZ+8zXIhuc3d45zoV//50Cjy75UMzHqKZS01bHxH6/uzj+OROMvJTyMdWXxEIBl8wadWqdTa3rpFqRsYz0NH1CMrSAL1vc8LFpt4928JJZowKHkTPgJvsnzXdIH4xAQ/ey6xYRHHt5XoO9oZEiU1tnaSLorTOfRlcmM6hD8zGm5gy46gzYdQa4BFaN/K2YpGm8tlbvOVrAT2ue+AFkaaYx2xwmfppwMDn6AumDkXvAOwUmunZJq8o1pX1MMDJR3GBur4UCkhkVHIZnPs5kMIJ3Ap04kaedxnv9o+e5Pxpv9np/dJjrHz1f+PEmiNt7HeIFoNuWz++muP9HQ4/hAvfJ/x4yBF4HzhKu9lJQAi0r15RWalzQq4BEZtmLtk+k3Yp5/+7TvPrnF7i9c5yR63B753hdCa1xqxLXgBeITioFb+s2TUmwE/r7I+kOLdIcXrJto94QG6RV5ZrSSo0LepVDIjPJXIVbA/Is03jfv/t06gCkhvk1a8DfILlyyMHbQqmqm+0tGviG2CDK85Ky3SK6uKG2oFcrJDKr4q7Ch+u3f3sraivm9z96PndzsbR5KQX7gHRlzLfwtnU+LvNgjAd4J1atAliYxNXJPK+GJbQ6Pa46PXadHm7oz+2ON1rsgsZ1rVXZr8wkZ2DtxQLeqsIHX/jkH/V/+/hbh4tazaihRHgI/EeSe5C4wMt4wctbTF+VE3X//n1uAZfcRa6ruVm7Ob3Enj3eMMUZzE9ri6ZV2SggkZlkSlVtJ+rTgROm/8sKU56o/+BXf4s5Z/L3beQ6/Paf/rNp7tpmjfQluPfMnyzlQT8GPpfi6/aCkPAn1Gujnczqx9spvnSmextJNtqykVm1ir0y5TLsLZuvQuxqSmoVlwhvm5buabc/HiN9MOICN4DPpPz6BSzVM+4i191FTvkzcRSMtEbaxGPlA0lqCkhkJiWc+E44A1acAbfxrgLj+nukVnGJ8OPm4yre0nmRHOBvkS0BVtUz3ZI20Jj5fCBJTwGJzKSEXhe7eLkUhS5dVFwifAv2Aq+7Jdy/rYQ4jh/oqRFa+6UJNHZQVZBkoBwSmTl5ZtY0XLhc9wFeEzR/ivEJik9UzWML7zjDr/s2cF7bNe1hckhexz5B2vs/VUKrZKAVEplFUR0K28rvwuqXh27hBR8L7Hc/zRuMDM2fKCMmSwbjrm78z0W97keAvlZLmiNpJcsEGmfxft6CtoDTbp+jCkYkK62QyMxJKPltmzWTvAokVg9lvm/zMWqC8BpemfBYhYz5XHj1yS8rTqr4GQHPa6WkXirHlrooIJGZU/BJuwof482SCXKBl4PBCBQabN0HvmbKn6/iTROex1sxuRZ+3NAxRJbypnzdHwC9rp34nF7Ea9i3v4Z1ivl/2nQXVcIr5VFAIjPHnDDT9FCo2wh4JcXJ/wr7CbgjituKLfSq2BxrmsZrnTrxmWAkcpWpiUFJTFDruov2ny2TVzIeiGrbRjJQDonMHHOCjZ6e1yz38bZFIpkTfJ/xaqAif6fHSnWnrZAxr/vLKb60a70rzme8PRenx4rT46bTY2Q+5s3JydzSP5DkGpzc/Lrax0sWCkhkVl2q+wBSSOrdcRk4HPN5m4+B0+ZP0hLpCRjLKwiecN52BrjOgNtpgxOz2nOa+OnCXetdYetjU0h/G9gLCML/P6/lDAjyzDi5wmTFzSFzu0gqCkhkJpmr9Rt1H0cKJ2NO9nErCf5AtqiA41HgyZSP7wcHcZVJC2QITsxr/zzRDdv8wXtdYqtUst2eR9T/T65mdDkH+9l69pTShli6SQGJzCx3kWfxqkWKPDGUIbLtOvErCbdMHoZtJeICXh5NXD7HPWDVPHbaJOAFUpTwmpNbuGx02/x5q2NN065lvD0PW3Caa/tLLf2lDgpIZKa5i1x0FzngLuKQvH1R+MOn/Drble4q3opC2A7wjqmWmGZb4Jz52M/4fYdJcWVuTnrHzWt/Gu9Yg/1TbIFYq5jE1WDgO6T4hNbMeR8Fs+VktSFXSxriQN0HINIgt6iuHHgTeAf4OunyQKKudJ8EDkbc/gAvmLB10UxjM1CqmydP5aQz4F3gV0g3yTduy6H1V+cm+CizomaV6N4hVW1/XcILXIM/Kw9oR65W55jcoWvsj3jwKvYaWNUVpBUSkX1RyXylMNspHxAdUEQZu9I1vUEuEP07fITpghHwgiWYruLlGcJJltnzYbpWcVMKU147mfdRUdmteZxe6PF7KvutnglG3mB83tQccMGUoDeW+pCIBEQ09XoH+DL7yXkuxTQeO03+eTrbwCco94LC70UxosBqECw9RtSMS6QYTi+2AeHQ7Td3Z0QrJCIBfjIfcMbc9BLwc7wAYo1igpFtppunc4Tyf3fn8J5rXDByg+hKmTi2FY88pabSEAX2QJHpxa0qFnlxUTitkIiExMzyeITZDeKLWhmyrnjYWs4X8Jid1JTOqIEeKJOzb7RlUzmtkIh0iy3Bsk2/Ly7eSkxRighGYlc8VGqaXsGN0KZVWA8UKcQqsGv5XJGl5oVr0xusSFW6kEjpkH9LqAhDvC2dLM21JL0mBQFKSG4Qsyr1AuMXJCMaOjspqLFLNyI1qrL8t0xF7Re7wB3Sdd2MnEIshWtSEGD7fenaCIDWMEFJ64J/BSQik1axT6XdxrsSncfFZYTT7DSxQryMV6KcZkKyA5x1BntDAfdyHP7ewvf+7Euf+udf/NSBv5r/ye6nh3/ys1+/du1T31Tgkk+TgoC6e6BIRyipVSSCM4jtoroJrPK7XOaznOTv4E2HKSLLopmGeHvPL5Jzm/epo+/xjV9a45G5/cayD0aH+NFPf3NNQUmyiYTfH/MONzhLTCLpOksTSa/LbJRy1dyUBFtpNwUkIhESAhKAe7zDo3xowpDPwgwEJpk8dfQ9Vp54k2MHt3BxmHcmx+rceXhseP7g61qpjWGt+voxr3OD54gIAkwwEln5UlZQIjItvRGI5PMYv8mQD82GzYfmz38PnCJrUPIxXijTGZMrItHx3acO/FXqDa8ZLguOTmD9HM+5v21tGpe7Fb9WO6QuqrIRiZY8Afhx5gg38/pfuMdfcoPxQWpJfp714GqUqrX+yhNvjm3P2Pxk99OpJi0HVgnStqLvkjwJrLmSXhtWTiwzRgGJSLTken2HW8A5nmGb3wG+BXyLR/gF/p0/Qdhd5ABezkmcNNUrTTDEm5cyufcScgXqtxkAAB4gSURBVOxg8pDXB6ND/MnPfj1tX4QmlblWLc8k37zTf2f5dZaaKSARiWDKVoMj48O8KoJ/wJN8jiN7jdYdM8RqMDbEapXsLdbrsoXXPyTKNbNFkvi+cedhdIw1dOcYuQ53Hh4bZkxobVKZ61RytFnP01Y/6ntc4MQ6SzdNjkmUzrzO0j4KSEQs3EUu+isdeLNsopp8nbd8e/j2u+UdaaGO4k0KDQZjQ2AtZW+RGwDXP3qe+6PD4c/dm3dGp7/s/DPn/MHXD2Ssrsl7xd8oebZEzM/Z5CTfmPwZk7ga/B6/9b//mH1LUNKJ17npNPsnmqpsRKYQV43jLuJYKiTaYBNL0mjK53zlqaPvLaw88SYLB2/zwH1k65G5+5fyVnjEzBdqVffXmDkjm26/nKnG6yzdJnpbcGuZjePBGzSXpnx6je1UZSMynRHRK43+6sI0U32nMe0wPD9plJwn/KPv332a9+8+vfdvAHcx38G4i1x3BkD7q2zq2BKx5ShN3O72ue70AFXZlCl3BVTXKSARycnkidi2Pf1kzTr23neBV4GvAEemuB/bm+QWlitu8/EKcCj0uUPm9txvuCb4aPsbdpM6rEZqa9vxFlGejoVySERyMFsIL1k+ve0uctF8TWJFilHkdN45k/9yNJD/kndvNupN8hKTSbo75nbIcEU+g/IkqE7LVvKUXAolZVCejoUCEpGUnAFXnQG7JofibexbIkecAbeBPukH3J1xFzlKcolwGmO/11Nua0y8SZr7O8t4kuXZFm6fVM6sPkwmqJa7JZIUQEq16ghKW0FJrSIpmO2ZCyU+xGmTJzFi+ubzQ9P/ZI8zsCZTxsmVNOoMuEd059ktd5HjEbdLyaqcayPJ1A03mgISkRScAbukX+3IY9Nd5FTOwCFsrETXbB1dI1s+yRZwKUcwYgvchsBXtIoiIjYKSERSSDFsr2m8icSePjDRFCRB3tWRXWA+OFjvzsMFfv+j590f/vLT2iIWESsFJCIpJKyQuHjJq2WuoOSxg9eQLW8y6aa7mK03hjPAnRysB/dHh3lk7sFpbROIiI2uWETSsc1cWXMXmcMrsW2aQ0xX2ZKnDHEYNVjP/FvzUETESgGJSAoRs23G2qmbrY2ulVGmLVkOuhYzWK+2Pgtq1d0s+v+QKApIRFIKzrYxH8OzWJLKKKfdH3045fdnlen9wSTPPmcbrEdNfRbyzI+R8uj/Q2wUkIgUpIIKkqo7K08EEMFeLObjVXP73knGNliPgvssZLjKjmvVLdXT/4dEUut4kWLZ2qrD9P1Fpv3+LCYCiIiS3nnggpkx8xzmJOPPr/EH6zmOV/FTZEKrCT5eZ79F/Ungdae313wsSK26m0X/HxJJVTYiBTIrBXnKbJsksmdITKXREG+1NSpgck3Sb2FMMPIm0Su8W26f8ATbm1Q8YVfs9P8hNtqyESmQOYn32G8NnteQ/dbiVbqHvYGZrax5normcwTyD2zvXQvhrRzgHSbzbx6iVt11Uet0iaSARKRg7iLX3UVOmZWBNAFFeM7ILt5qgwP8MtMnw2YR1wxtGHN7VSeZqPyDsHDC5HngYOhrDgJPFnxskkJN83ykBbRlI1Iis4XzFvb8D7+jqj/X4mdka/FepLWIyqE9MW3h1wLTjcfncxSc6Ov0Cpn14xu6feXRiTSFAhKRksWcyB8AveBJOyZPwzV/yljVdIGX44IRn3ku5/GOcQhcS/N9RYnJP8jF7VeaKCwiMRSQiFTArB5cYb8CJ3J4XdzMHHfRO3maoOBF9oOTbbzgJktXVpeSVjHKFMghSdq2SUMrJCINol9GkQqYk36aE/8QeyWLf18XYXxVItAHJHiidrFUvqQ4jkZy+1x3egC8XcDd2cYBSAOsszSxBahZSN2mpFaRZrGdJO85A0bOgJsm+BhjAp5wouDPLPflJ8yeBPpR91ckZ8CKOW7r8WeRMvkxqY3/Dbdf3VaTZGOCkYluruZ26SgFJCLtcISEICJY3WOm9D6e4n4P420lpWLr1Brz9dFtwksOgvCel20laMft82zJjy/TUTfXGaQcEpESZak8SVGRE7TlLoYagE0mnNqalU3w81PiJFXZWL7nJrYmWIvpmmA5vcicGchfjeQCZ8z2z2SSrlZOarfOkq2ayl1mQxfSHaWARKQkzoB3gWdCN+8Ad4FjhAIUZ8BdMpxkg0FETLCQ+b5s4jq1uovR+WjOwFqmm6qDqwkYop6XLT8mrU28hmnRAZaCklqts3QTSyC7zMapao9GqqKkVpESmAAhHIyAN3vFr4bxt1/Aa9KV6YrfGXCbbJU1Nkn5Fr64Tq02t4g+saTt4Hrecvu05bonYu77PCggqdkqk0na6ubacVr6EimH7WQX5udwpP36oCKCkR3gUsqvjevUapOpg6vT46rTY9fp4To964pMEW7F3HdZjykpmWqaiW6uqrLpNm3ZiJQgrp9IDYITiP2eJRNbRkny5JCY70uVRxOzPVOGNfZzR8LUn0SkBgpIREoQk2+RxwOmmB6cJj8krTI7tZa8IhKmHBKRhlFAIlKCHEmmcU3MzjC+wvAJMmzXFBmQlMnpxa4qjdjfYp42oRXAdfvMzUKVjRqMSVsoIBEpSYYy3BHwH7DPaBlbiTBbIH3SrJrssu1+jqOZD74GcQFJcOaMaR8fbMOfx6bbT1d2XJYqhhEGGoyFk0OVjyGNo6RWkZK4i1x0FzngLuLYymINh+jkT988cMFvQmZOWj2C1TE7uBOppbvAv+BB3uNvEqfHTROIFOEBJqnW6fGuSaD1/7xb0GPEqrBhnBqMSWtohUSkIklNwgJXzNaVEmu/jx4jPovDF4CjeJ1Ofgh86G1NTH/05Us5yfcG8HnyD9fbBs6bpmhRfWIAPga+nrJFfS5FNIxLQw3GpE2USS5SndjeCv4AvpgKnfh+Hx9ykg8jbm+PqNcnLCqAyCL4Gtru61HgLafHW/hbKcUHJyfS3G5Whca3dbIdy7R9YBqlgNdDGkwRskhFLAPwzhWUN5Cp30cTmROL//qU5THSze4JDiB8rcDtIp8tINi73Tzm5LZOtmNp/c+Fr6DXQxpMWzYiDZO33XqXrh4TKm6KkLVSp9Ak2EAOyUSy6d4oAfsWVqZj6UqVTVGvhzSXAhKRhqkqv6CpUjRIK6LsN6vCc3GSqmycXkxg2pK8oCLp9eg+5ZCINE+r53jYVmos5bpbwCV/JSdFMPIA+DbwnLn/qgKTwnMu/JyhhMfsTP5HAfR6dJyiSpGGKTnXpFQx+/xX8XqnhHuHLACvB/IA4mb6bAE9/gEf8CJ/jW/hcA74bKFPIUpdwWBn8j8Kotej47RlI9IBTckfidnnHxJfJbTp9jmV1BzNGbDCkDeYD6zuPgTehYgKo00ydrW1OF1XLk5T/l+bQq9HtykgEWm5wKrEZIJkwW/WSSeEmH3+JH4rd7+jbdjI7TNvza/5Kd4rELg/vJb7kLarre3A+u1ovS/SdsohEWm/uG6c1oAk6xyXiMDH347xfQd7MJK0QuLnAewAj0R8fsd8jO7fMd4c3wVeDuSlQP5W81vJXyIiRVAOiUj7pWqyFRRIHvWDBK89vXe7jS3w+T28QCUqkPBdA2sb+x328wBs9+HfHp3AeHfvb9vAmWBg5fa57vY5DpxmPC/nRszx+sd1KeFrRKQgWiERab881Qe25NGXnN7YqskPgF8hvqLloPlj5fa56PT4gIQqmxRWI3NIfrj3ryPA7zk9ngS+HHgs/3FO+V9oVnx+PfA123hB0zHMdpT5upsk5Cwot0FkesohEWm5PDkkFTQeC0tMDDXP423Lp0du31vNcQas8DHXeIQjgZk9aewAZwMlyOHXzN/quRgz5wYmS5Wj7iv2e0RkkgISkQ7IeoXu9NglPqejaLHdNM1W0UvYV2Emml/lTKD1q3luEr2q5AL/B/C5hPvZC/hSDgUEb/Wlp6BEJJq2bEQ6wJzkspzorhHfgKxocfksKymOJWr7aUT2oOpE6OPE4ZAcjMB40rD1uYUcJiHRWGSWKalVZAaZpM81vDwRzMcyl0vHAgqnx4rT47bZOrJt0/hc4ITT42ZokFqe969boY/T8AORLPeVNngRmTkKSERmlNvnotvngNvHcfscAF4u8eHe8f9igorXSV+GG5y8+1agEihrUBGs5lll+gDMf/yoDqJJ3yMiIcohEemoPJUfod4kRdoG/socS56tlqBg07Ok1ZXg458PNXG7i1eVk8dY0nDotbbmweCVJPtJtdcCjz8CXonrAyPSdQpIRDpo2u6tCRUvTZDYah4vAIgr1Y1Liv0YeDTw74d4/WD3SoJjKpiiKnSCFTwrwBtE5/CtKSiRWaWARKSDYio//BN54uqJ0+M208+BKYvfat52jFumGZpVQqXNmWmqYeJe34SqnKHZPhOZOcohEekma/fWmIm8K6GvvUT63IiqOWbL5XtMdoB9QLoOq1G5H2Nt5/My3WFPmVLlVeCy02MUaLJmU2UptkijKCAR6SZb8uQd4LvYZ9/sMSflc8UfWmGOAGeBbzPeEj5Vr4/A8wt+75m0WyamUuimH2hEBHRYgr84w4TPi3SWtmxEOsiSQ/IAL2/BdhU+0XzM3Fe25M/PAl/AG3iXrZNqXrFN18qQNkcnQ9M0n3JIZGZpr1Kkg0wlB4znMTxBuom7e8yJ9wHRAYmfNLp/wv0s8Cz7k20+af4NtqBki+nzVErv7RGRE/IJoleZrjDe+CzLsW0rGJFZphUSkRmRYn5N2hkt2+ajH6S4+NUq5/CCkLCfmnuatMv0F0alrpCknFUTdDpVAuvkSpLr/kNto8vsUkAi0iLTTJVNOVDP/xp/FSDb6sW3iC6kdYF/ZP2uEfnz2ZKGCP5bxlvB/9jt82tZHiBntZG/evQOXp7L+BC/z+KMrSSBV1h8kNPuolrLy2xSQCLSEjF5Iduk648xpNxE9iHnmM+4QgLeyXsHb9ZLFpvEP99wMOJLHZQU2I/Ff+29IOXv8xJHI0K3HbbcvxlfrizSVVoeFGmPy0xuGxzGu3qPK9/1vVLisQHM80NcHoZWYh7iJbbaOcC/wgsw0riHty1yKmF1yDYkL83wPN+VDF8bZx6v2dqq2+ciRywN2Q42tu+LSOkUkIi0R5oEyb3y3XBZKvABcKPE44MPcXgXh5/irXv8FHiXNFU2zxCYdxNjRMpuswUpMkB4DPiu02OFu5avsN0uMgO0ZSPSEhlKSP1ZL1GJmPsJqOlsAT9P+bjTGgI/YLLt+hi3n+7443JmgveR0FW1jDdIl1/lPs/w6EQOyQ/Ycn9HWzYymxSQiLREhmqPIfAfmT6I2MG7Zj8G/Ax4nGzBTGZuH8cyC2bsa+LuwxmYAMPlpKUPih+U+QHQ57H0Eym1ff6vssvnObBXZfMjHvCn6Zq65WV+hq6w/5zGKqtE6qSARKRFAlfzccGG/0s9bfAwpNpW5ntzXGIScEdu335MJhgZD9oeknbbKGjL7XO85CGDwQnImSqm8ogJ9HaAswpKpG4KSERayJwo38IedFQdTBRhr0tpzCTeyG6yPmdgHyrI7/LLZHtNTptVkh3GC3QLk3b7aVpOj6vAhZgvqbzbrUiYklpFWshczb4M1hyHNgUjLiYY8RNxsQdathk9PutQQbK/Jm+bYyklGKnYiwmfL73brUgSBSQiLWVWE86Qvly2qRzgy+Yq3h9EF8UlVInj9Ljq9Nh1erhOj10+5meW771FvsF1VSTzlsq8rknv9UmBnkjptGUj0gElVYM00T28BvVPAi8RXkn5LPB3GXEgcALOl0NShdjtpyKk2NoD5ZBIQ2iFRETa5DHgGl4+xORJ9kPgnzOXsg9KnhWTIo1imtgV5TLJyc0KRqQRtEIi0gGllqd209DtcyBDb5eybLn98vqOxCQH+5TMKo2hFRKRbriEtzkh6fgJrqt4WxZ1KTuIjLvi3MF7/iKNoIBEpAPMkvtXc3xr3dsWNi5e065wsHAPr3381MzqwWW8RNqtIu6zScx2UNx7vLZqpFEUkIi0RHg2TTj/wJxcslTcbNHc9wAHb9XnLN5zcs3HcxQ3JNAfSHjWPFbXXI753KaCEWmapr4ZiUhAoG38SeIn+67irSIkeYB3Ep6m3LPsBLQrRMyYMeXO2wU+zmN4lSh1JNSVmdga11tEWzXSOApIRNrhMpMzbPYm+/rMVe85JldKRngncX+lwZ+ZkjaAsSnzJL7AeAD2VmBy8XfJcNxuH8d0RbUdr0PJc3os5vCe19US7tsWbG5pdUSaSFU2Ii2Qt5W65b6C023vAIeBI1MfZHPtVbI4PXZpdhfbwobdWYYx7g0OnPb+RYqmFRKRdrBd7WbaconY+lmg28EIwILp5HqbZgcj4P1/vFHENk5otWwvB0fBiDTVgboPQERSWSX6ateaC2Am347lYBC99TMrFvBOzHVszWRxAC9/ZurAwQQfCkCkFbRCItICWa92TTAykQTLZ2d+iFrTgxGfmtzJzFEOiUgHOQNLB9K7jPinuhBpA5OEKzIztGUj0gKmCuM8Xg7EELhmyl9toldCjigYaZC47aPYRm1Oj3eBZwI33XD7PFvUgYnUQW9OIg0UaoJ2F2+YnJ+QOQ9ciCoV9b+Pn1pOdHczHcY2Hexg2gA7wGngDNH9VPweMZEighGAZ8ztIq2lgESkYSIqYWxVMOet3/dDJifbPAR+aH3Y4N7tFnDa7XMU78RYSKv2KT1kv839EFijPcHSLt6x+rk/Z02Dt+vmNT7NeG5QDyCmK284GEm6XaQVtGUj0jxpK2HCJaz73/ehueULwFFgG5d/jbN3+6QzMeWgTbhwORj4+zzwDdK/f+2Y768jJ8MFXo3bXgtXwpjgo4/XHwa8wLTv9Pa+VqSTmvBGIyLj0lbChAfjjX/fh3jrJf8I+Kexwcg2cNlyNR43D6UIeSftxgUjwRWdLbxZNdO0yJ+GAzyX8XuusB+M+A6b20U6SyskIs1zi6gKmUnXcn5f2BH2t4VOAq87v8s1nuII38LLO/khxAQ00zhUwn0+H1xJcAas8DGf5hHKfi42WUutbSW//u03iN6euZHxcUQaRSskIs0TNV/mIftX/kNgLWIbYNq5NJ7PcogvcYRP4l3ffxJ4Fvjs1PdcOWfACiNe51GO1PhcUq/OpOnQaqppwsGHqmyk9dSHRKSBQvNm9ibdpvi+q8CLTHOxcQ7vxB32U7wtoObbdPucgph+LPbn8jHwaIHHsgu8kPL/Lmr2TNDeTB6RLlJAItIREcmQ+XwLyxg/vHyUdnCBW3yLEzgRz6a65+ICL+PlkcQGl2aKsW3LbQdTnVPScYrUTls2It0RlQwZJf4qxNarJFsPk7p57fKjunxAlc/FAV4i1MLfsjUTl2uiYEQ6TwGJSEuFmqfdJP38k5eJ6+GRvYdJc/1rnAY8l/AKzWNEVy/ZAsWRghGZBQpIRFooonlaluqas8D38DqCTvoQeBcvz8IFdtjiXdyKK1OK4T0Xlx22cPGe07tUXWUTJWo1xPZ+rPdpmQkq+xVpp7TN06I8BnwZryPom0Sd8D7EP2mfNre8nfOxqrRNVFfbD7nl/kNOmSCuKc+jrr4oIo2lyFukZcyJNU+/kSB/e+eVhK+7TPnN0YoULnu+h1cO7Xc5raLd/DbxeTp7xxRiO7a2tMgXmYoCEpEWCWzVFOEyyV1ET5C9sVddjgA/YnwuzLlQ/sUl0nWHdUlK/rV7LOF7w8fkizq2HWIG7Yl0icp+RVokoTQ0K/+XP27GyxD4jwU+ZhVOxyWBmqDuCvFJwJvmY+HP2+3bX++8/WdEukABiUiLOD1GFDckbgv4OfEnXRe4Q/oKnqKkCZZs9hqjJbE0IxsyObgwixExq89xAYnILNOWjUi7FJkMuQD8WcqvK9s2+1stW3hBUF4TW0zhEmm/D4hZfTgXeOyPmS4YgfjtGltnFJGZp4BEpF2ikiGn8SXiT6BVXc2fN6sa38cLgBYSHvvjmM+NBW2WEum3TJt93D7X3T6n3D5zFNM2Pi6gOV/A/Yt0kgISkRYpoVLEwd4ovjJun+smQIiaYjvx5XhbTcOIz+0wGbRFlUg7wEtphtkVSfkgInYKSETa53sVPEaRKyNDYC3m8/4U47jVA5f9kl4HbwVlyPgWyBbRLdZtVUIO3krJ7UC32zIpYU8khpJaRVqm4EqbqnwMHCR/M0ZbomliAmuDXi8XOOMHTGZF6Dze8xoC19w+F2s8PpFaKSARaZmCK23azjW5H1YN69A6BL4CPAlciPj8j90+v1btIYk0g7ZsRFrEnFxHiV+430ej6xKrjsyKRJbqFr+pmv+xyMqYebycFtv21Of8ZFuRWaOARKQlAtUiSWWp23iJneE26l3zgPRVR+eB3ZRfO/Krbsx20HlsgwjzOYEqcUQmKCARaY+0A/UewxuaF/zaLu7NHsbb+kgrqionytj7ollh6VHca3gr4Vim7YMi0koKSETaI+1MmXkmf7e7GJBA+tLdy3gBTBoT20AmKCkib2eIt6pzLeFrRGaOAhKR9pjmhNjU3/WHgb+nyY0Jc0g3jThtMLdLvuZzUQP7wv1iPga+YhqxXQR+bLmvuGBFpLPyluCJiBThALDml7s6vVwrOWmCjVukK/3N+554loxD8dw+v6bSX5F9KvsVaQmnxy7dzS+IHUiXIE0vkiylv5H35/QYEn2MI7ff2f8Xkco0dRlXRCalWcpv6xVG3veiexQ/38e24vJKxttFJAMFJCItYZbyb8R8yRZwpqLDqcsNxnuEnEvaGjHbIm9leIzI3ibm9V9jP+l0SGC7SUSmoy0bkZZxetwFjkR8asvtc9ycgF8iPgnWTfh8Uw3dfvo8D7NV8xbpn+sDoKcheCLV0wqJSPs8brn9GOxdyZ8hvltrG4MRyJ5Dc5n0z3UbBSMitVGVjUj7jIg+Me+VzZqT6vWcVStlS7M6Y/uarD06kipwXFJWxYhIuRSQiLSPbWWzFSuebp+5QBv8cOfZEftJolHD535gpvemLa+1lfuOTd4Vkfq14g1MRMbYBspF3R5uzlWFB9irfUawt4JzjvEE1dNun3m3z0VLAukN4PN4AYZjPr7t9Hg35liiZvq4wMsKRkSaRUmtIi1jWV24R6jixHzdFWChwsNz8fJXbImkrtvPdyFkVkZszc2s1S7mdYhsWqbGZCLNoYBEpIXiTrKBz79B9duyD/AG0V0mOnhIbGJm4/QYYc89yVR9Y+7vKtHbQirlFamBAhKRDoopDa5SODF1YhUni4QVEtx+tsqhmM63mYMbEZmeckhEOsasjtQdjIAXjLhkaGKWIK4ja54JubYSYrWBF6mBAhKRDgnklzSFA9wy2zRPOj12nR6u+Xg1yx2ZYMbWqTbPhFxbEJMnuBGRKSkgEemWy0yW0pZlFy9nJMmJQL6Gv/owD1xIqJCZ4PZ5luLat9uCmDzBjYhMSTkkIh2SkPgJXjdSv9Nrnm6t/v3fAT4BPJrie4bEb4OcrqsEV1U2Is2hgESkQ5wet7GX+a65fS4mfE2SB8C3gRcpboU1d+WNiHSHMslFZsOWCUZWmK4vyWGSB/dlldTeXURmgHJIRLrlWMLtlwt4jKIH89k6z4rIDFFAItItSW3lm7YasUN8Oa+IzAgFJCLdEjW75R7/f3t3jNNGEIZh+DsBHZcLVQpq+tzCF3DHxajpkCgiok2xNkaKF8sE7Wd5nqe2JTfWvpqd+efw0L+k1YjnJD/dKQMkNrXC1Tlxd8uPLN8z8x32l/kt7VP5HRECHGFTK1yZ3cP+swf+n3z/f/9l2uYmWbz8L5lj5UGMAMd4ZQNj2eT/YuQt8yrHR6+ZZ3kkeQ+i+8zj4vdj4++mbW7FCLDEKxsYxG7l4vGMr0yZB6Al8ymdpxz2oizeNAzwFYIEBnHqttwjDCwDVuOVDYzj3CO/l3ZEGLhiggTGce6R30s6IgxcOUEC4/iVfzeknvo8wCrsIYGB7Da2bnKYEzLl+EyS52mb29V+GDA8QQIDW5gZ8prk3skZYE1e2cDAFmaGiBFgdVZIAIA6KyQAQJ0gAQDqBAkAUCdIAIA6QQIA1AkSAKBOkAAAdYIEAKgTJABAnSABAOoECQBQJ0gAgDpBAgDUCRIAoE6QAAB1ggQAqBMkAECdIAEA6gQJAFAnSACAOkECANQJEgCgTpAAAHWCBACoEyQAQJ0gAQDqBAkAUCdIAIA6QQIA1AkSAKBOkAAAdYIEAKgTJABAnSABAOoECQBQJ0gAgDpBAgDUCRIAoE6QAAB1ggQAqBMkAECdIAEA6gQJAFAnSACAur+W84CPKvKhqAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9,9))\n", "cmap = mpl.cm.get_cmap(\"jet\")\n", "for digit in (2, 3, 5):\n", " plt.scatter(X_reduced[y == digit, 0], X_reduced[y == digit, 1], c=[cmap(digit / 9)])\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see if we can produce a nicer image by running t-SNE on these 3 digits:" ] }, { "cell_type": "code", "execution_count": 270, "metadata": {}, "outputs": [], "source": [ "idx = (y == 2) | (y == 3) | (y == 5) \n", "X_subset = X[idx]\n", "y_subset = y[idx]\n", "\n", "tsne_subset = TSNE(n_components=2, random_state=42)\n", "X_subset_reduced = tsne_subset.fit_transform(X_subset)" ] }, { "cell_type": "code", "execution_count": 271, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9,9))\n", "for digit in (2, 3, 5):\n", " plt.scatter(X_subset_reduced[y_subset == digit, 0], X_subset_reduced[y_subset == digit, 1], c=[cmap(digit / 9)])\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better, now the clusters have far less overlap. But some 3s are all over the place. Plus, there are two distinct clusters of 2s, and also two distinct clusters of 5s. It would be nice if we could visualize a few digits from each cluster, to understand why this is the case. Let's do that now. " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "*Exercise: Alternatively, you can write colored digits at the location of each instance, or even plot scaled-down versions of the digit images themselves (if you plot all digits, the visualization will be too cluttered, so you should either draw a random sample or plot an instance only if no other instance has already been plotted at a close distance). You should get a nice visualization with well-separated clusters of digits.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a `plot_digits()` function that will draw a scatterplot (similar to the above scatterplots) plus write colored digits, with a minimum distance guaranteed between these digits. If the digit images are provided, they are plotted instead. This implementation was inspired from one of Scikit-Learn's excellent examples ([plot_lle_digits](http://scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html), based on a different digit dataset)." ] }, { "cell_type": "code", "execution_count": 272, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import MinMaxScaler\n", "from matplotlib.offsetbox import AnnotationBbox, OffsetImage\n", "\n", "def plot_digits(X, y, min_distance=0.05, images=None, figsize=(13, 10)):\n", " # Let's scale the input features so that they range from 0 to 1\n", " X_normalized = MinMaxScaler().fit_transform(X)\n", " # Now we create the list of coordinates of the digits plotted so far.\n", " # We pretend that one is already plotted far away at the start, to\n", " # avoid `if` statements in the loop below\n", " neighbors = np.array([[10., 10.]])\n", " # The rest should be self-explanatory\n", " plt.figure(figsize=figsize)\n", " cmap = mpl.cm.get_cmap(\"jet\")\n", " digits = np.unique(y)\n", " for digit in digits:\n", " plt.scatter(X_normalized[y == digit, 0], X_normalized[y == digit, 1], c=[cmap(digit / 9)])\n", " plt.axis(\"off\")\n", " ax = plt.gcf().gca() # get current axes in current figure\n", " for index, image_coord in enumerate(X_normalized):\n", " closest_distance = np.linalg.norm(np.array(neighbors) - image_coord, axis=1).min()\n", " if closest_distance > min_distance:\n", " neighbors = np.r_[neighbors, [image_coord]]\n", " if images is None:\n", " plt.text(image_coord[0], image_coord[1], str(int(y[index])),\n", " color=cmap(y[index] / 9), fontdict={\"weight\": \"bold\", \"size\": 16})\n", " else:\n", " image = images[index].reshape(28, 28)\n", " imagebox = AnnotationBbox(OffsetImage(image, cmap=\"binary\"), image_coord)\n", " ax.add_artist(imagebox)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try it! First let's just write colored digits:" ] }, { "cell_type": "code", "execution_count": 273, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_digits(X_reduced, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well that's okay, but not that beautiful. Let's try with the digit images:" ] }, { "cell_type": "code", "execution_count": 274, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_digits(X_subset_reduced, y_subset, images=X_subset, figsize=(22, 22))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Exercise: Try using other dimensionality reduction algorithms such as PCA, LLE, or MDS and compare the resulting visualizations.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with PCA. We will also time how long it takes:" ] }, { "cell_type": "code", "execution_count": 276, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA took 0.3s.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA\n", "import time\n", "\n", "t0 = time.time()\n", "X_pca_reduced = PCA(n_components=2, random_state=42).fit_transform(X)\n", "t1 = time.time()\n", "print(\"PCA took {:.1f}s.\".format(t1 - t0))\n", "plot_digits(X_pca_reduced, y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wow, PCA is blazingly fast! But although we do see a few clusters, there's way too much overlap. Let's try LLE:" ] }, { "cell_type": "code", "execution_count": 277, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LLE took 118.6s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import LocallyLinearEmbedding\n", "\n", "t0 = time.time()\n", "X_lle_reduced = LocallyLinearEmbedding(n_components=2, random_state=42).fit_transform(X)\n", "t1 = time.time()\n", "print(\"LLE took {:.1f}s.\".format(t1 - t0))\n", "plot_digits(X_lle_reduced, y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That took a while, and the result does not look too good. Let's see what happens if we apply PCA first, preserving 95% of the variance:" ] }, { "cell_type": "code", "execution_count": 278, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA+LLE took 38.1s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.pipeline import Pipeline\n", "\n", "pca_lle = Pipeline([\n", " (\"pca\", PCA(n_components=0.95, random_state=42)),\n", " (\"lle\", LocallyLinearEmbedding(n_components=2, random_state=42)),\n", "])\n", "t0 = time.time()\n", "X_pca_lle_reduced = pca_lle.fit_transform(X)\n", "t1 = time.time()\n", "print(\"PCA+LLE took {:.1f}s.\".format(t1 - t0))\n", "plot_digits(X_pca_lle_reduced, y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is more or less the same, but this time it was almost 4× faster." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try MDS. It's much too long if we run it on 10,000 instances, so let's just try 2,000 for now:" ] }, { "cell_type": "code", "execution_count": 279, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MDS took 119.8s (on just 2,000 MNIST images instead of 10,000).\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import MDS\n", "\n", "m = 2000\n", "t0 = time.time()\n", "X_mds_reduced = MDS(n_components=2, random_state=42).fit_transform(X[:m])\n", "t1 = time.time()\n", "print(\"MDS took {:.1f}s (on just 2,000 MNIST images instead of 10,000).\".format(t1 - t0))\n", "plot_digits(X_mds_reduced, y[:m])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Meh. This does not look great, all clusters overlap too much. Let's try with PCA first, perhaps it will be faster?" ] }, { "cell_type": "code", "execution_count": 280, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA+MDS took 121.2s (on 2,000 MNIST images).\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.pipeline import Pipeline\n", "\n", "pca_mds = Pipeline([\n", " (\"pca\", PCA(n_components=0.95, random_state=42)),\n", " (\"mds\", MDS(n_components=2, random_state=42)),\n", "])\n", "t0 = time.time()\n", "X_pca_mds_reduced = pca_mds.fit_transform(X[:2000])\n", "t1 = time.time()\n", "print(\"PCA+MDS took {:.1f}s (on 2,000 MNIST images).\".format(t1 - t0))\n", "plot_digits(X_pca_mds_reduced, y[:2000])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Same result, and no speedup: PCA did not help (or hurt)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try LDA:" ] }, { "cell_type": "code", "execution_count": 281, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ageron/.virtualenvs/ml/lib/python3.6/site-packages/sklearn/discriminant_analysis.py:388: UserWarning: Variables are collinear.\n", " warnings.warn(\"Variables are collinear.\")\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "LDA took 1.9s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n", "\n", "t0 = time.time()\n", "X_lda_reduced = LinearDiscriminantAnalysis(n_components=2).fit_transform(X, y)\n", "t1 = time.time()\n", "print(\"LDA took {:.1f}s.\".format(t1 - t0))\n", "plot_digits(X_lda_reduced, y, figsize=(12,12))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This one is very fast, and it looks nice at first, until you realize that several clusters overlap severely." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well, it's pretty clear that t-SNE won this little competition, wouldn't you agree? We did not time it, so let's do that now:" ] }, { "cell_type": "code", "execution_count": 282, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t-SNE took 199.5s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import TSNE\n", "\n", "t0 = time.time()\n", "X_tsne_reduced = TSNE(n_components=2, random_state=42).fit_transform(X)\n", "t1 = time.time()\n", "print(\"t-SNE took {:.1f}s.\".format(t1 - t0))\n", "plot_digits(X_tsne_reduced, y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's twice slower than LLE, but still much faster than MDS, and the result looks great. Let's see if a bit of PCA can speed it up:" ] }, { "cell_type": "code", "execution_count": 283, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA+t-SNE took 124.8s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pca_tsne = Pipeline([\n", " (\"pca\", PCA(n_components=0.95, random_state=42)),\n", " (\"tsne\", TSNE(n_components=2, random_state=42)),\n", "])\n", "t0 = time.time()\n", "X_pca_tsne_reduced = pca_tsne.fit_transform(X)\n", "t1 = time.time()\n", "print(\"PCA+t-SNE took {:.1f}s.\".format(t1 - t0))\n", "plot_digits(X_pca_tsne_reduced, y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yes, PCA roughly gave us a 25% speedup, without damaging the result. We have a winner!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }