{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "# Shapelet based time series machine learning\n", "\n", "In this notebook, our goal is to introduce the notions necessary to understand the\n", "use of Shapelets for time series machine learning. We introduce shapelets and give an\n", " overview of the algorithms under pinning the classifiers before describing specific\n", " classifiers. There are notebooks on specific shapelet transformers in the\n", "transformers notebook.\n", "\n", "\n", "In this notebook, we will denote a time series of length $m$ and of dimension $d$ as\n", "a vector $X = [\\mathbf{x}_1, \\ldots, \\mathbf{x}_m]$ with $\\mathbf{x}_j \\in \\mathbb{R}^d$.\n", "\n", "In `aeon` we describe a series as `X : (n_channels, n_timepoints)`, where `X` is a two\n", "dimensional array, and `n_channels` correspond to the dimension $d$, or the number\n", " of features, and `n_timepoints` to $m$, the number of observations. Note that this\n", " definition implies that we have a fixed time interval between each time point (i.e. a time series with a fixed frequency). When $d=1$, $X$ is said to be univariate, and multivariate when $d>1$.\n", "\n", "When talking about a time series collection, we will use the notation ${\\cal X} = [X_1,\n", "\\ldots, X_n]$, which in code corresponds to a three dimensional array of shape `X : (n_samples, n_channels, n_timepoints)`, with $n$ corresponding to `n_samples`, the number of time series composing the dataset ${\\cal X}$.\n", "\n", "For example, we can use the GunPoint dataset :\n" ] }, { "cell_type": "code", "source": [ "from aeon.datasets import load_classification\n", "\n", "X_train, y_train = load_classification(\"GunPoint\", split=\"train\")\n", "X_test, y_test = load_classification(\"GunPoint\", split=\"test\")\n", "\n", "print(f\"shape of the array: {X_train.shape}\")\n", "print(f\"n_samples = {X_train.shape[0]}\")\n", "print(f\"n_channels = {X_train.shape[1]}\")\n", "print(f\"n_timepoints = {X_train.shape[2]}\")" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-11-22T18:14:41.851966Z", "start_time": "2024-11-22T18:14:41.807338Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shape of the array: (50, 1, 150)\n", "n_samples = 50\n", "n_channels = 1\n", "n_timepoints = 150\n" ] } ], "execution_count": 3 }, { "cell_type": "markdown", "source": [ "We have the following shapelet based classifiers in `aeon`:" ], "metadata": { "collapsed": false } }, { "cell_type": "code", "source": [ "from aeon.utils.discovery import all_estimators\n", "\n", "all_estimators(\"classifier\", tag_filter={\"algorithm_type\": \"shapelet\"})" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-11-22T18:14:42.099589Z", "start_time": "2024-11-22T18:14:41.986902Z" } }, "outputs": [ { "data": { "text/plain": [ "[('LearningShapeletClassifier',\n", " aeon.classification.shapelet_based._ls.LearningShapeletClassifier),\n", " ('RDSTClassifier', aeon.classification.shapelet_based._rdst.RDSTClassifier),\n", " ('RSASTClassifier',\n", " aeon.classification.shapelet_based._rsast.RSASTClassifier),\n", " ('SASTClassifier', aeon.classification.shapelet_based._sast.SASTClassifier),\n", " ('ShapeletTransformClassifier',\n", " aeon.classification.shapelet_based._stc.ShapeletTransformClassifier)]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 4 }, { "cell_type": "markdown", "source": [ "For the sake of simplicity we assume the following assumptions in the next definitions\n", "- We only consider univariate time series ($d=1$)\n", "- We only consider equal length time series ($m_i = m_j, \\ \\forall\\ i,j \\in [1,n] $)\n", "\n", "## Definition of a Shapelet\n", "A Shapelet $S$ is defined as a time series subseries of a series in the training data\n", " that is useful in discriminating between classes. , which is extracted\n", "from a training dataset ${\\cal X}^{\\ train}$. A shapelet $S$ has a length a $l$,\n", "where $lth timestamp:\n", "We have the following shapelet based classifiers in `aeon`:\n" ], "metadata": { "collapsed": false } }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-11-22T18:15:17.365695Z", "start_time": "2024-11-22T18:15:17.354695Z" } }, "source": [ "length = 25 # the length of the shapelet\n", "S = X_train[0, 0, 45 : 45 + length] # Set the shapelet values\n", "print(S)" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-0.64349171 -0.64265061 -0.6420974 -0.64447929 -0.6488921 -0.65765851\n", " -0.66120325 -0.64966432 -0.61016844 -0.53743483 -0.46503123 -0.35853483\n", " -0.28313648 -0.17744604 0.15824648 0.35028455 0.48241039 0.60380734\n", " 0.79710411 0.98755132 1.2037853 1.4065415 1.5962459 1.7128307\n", " 1.7788152 ]\n" ] } ], "execution_count": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "In aeon, we expose some visualization classes for shapelets to help create plots and understand what's going on behind the scene. We can for example, visualize the subsequence represented by the shapelet `S`: (note that the following might take a long time to import **for the first time on your system**, as it needs to import all shapelet-based estimators in aeon, with some needing some compilation work due to `numba`)" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-11-22T18:15:17.553031Z", "start_time": "2024-11-22T18:15:17.402603Z" } }, "source": [ "from aeon.visualisation import ShapeletVisualizer\n", "\n", "shp_vis = ShapeletVisualizer(S)\n", "fig = shp_vis.plot(figure_options={\"figsize\": (7, 4)})" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Historicaly, shapelets were first proposed as a primitive for time series machine learning [1] and were used as spliting criterion in a decision tree for time series classification. To make this work, a distance $dist$ between a shapelet $S$ and a time series $X$ was defined such as $dist(S,X) \\rightarrow \\mathbb{R}$. The Shapelet-based splitting criterion was then based on a threshold $\\lambda$ on the distance as $dist(S,X) < \\lambda$ to direct a time series $X$ to the left or right child node, with each node being defined by another shapelet.\n", "\n", "This way of calculating the distance, which is still used today, was to compute the\n", "Euclidean distance between $S$ and all subsequences of size $l$ in $X$, and to return the minimum. More formally :\n", "\n", "$\\displaystyle{dist(S,X) = \\min\\limits_{i\\ :1, \\ldots, m-l+1} \\sqrt{\\sum_{j=0}^{l-1}(\\mathbf{s}_j - \\mathbf{x}_{i+j})^2}}$\n", "\n", "This represents the idea that the distance of a shapelet to a time series is the distance between the shapelet and the best matching subsequence of the same size in $X$. We can illustrate this formula with the following image, where we would extract the minimum from the values $v$ :\n", "\n", "\"drawing\"\n", "\n", "\n", "We can visualize this idea in two ways, first, we can position the shapelet on its best-matching subsequence in a time series $X$ :\n" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-11-22T18:15:17.802129Z", "start_time": "2024-11-22T18:15:17.628221Z" } }, "source": [ "fig = shp_vis.plot_on_X(X_test[1], figure_options={\"figsize\": (7, 4)})" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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Pno3U1FTf6/Xuu+/2tQKfipqaGvztb39DSkoKHnzwQd9xnU6HJ598EpMnT8a9996LNWvWBPSLB1FHYLFG1Ins3bsX119/ve+6Xq9Hz5498de//hXTpk3zHZ8yZQrMZjNeeeUVrF27FiaTCcOHD8eTTz7pG4z+6KOP4plnnsHq1athtVqRkJCA6667Dn/5y18AKC0st912G9auXYvvvvsOP/74o9+g/dMxZswYLFy4EK+99hq++OILJCYmYsyYMVi5ciVmzpyJ7du34/zzz8fkyZPx3Xff+T7sp0+fjpdffhlPPvkknn32WdjtdgwYMACrV68+rVYaSZKwatUqPPfcc/jXv/6FiooKpKamYs6cOcfsPjyRk+W1NVqbH0BpbRw7diwWLFgAQFmzbN68edDpdACUNeHWrFmDp59+GvPmzYMQAmlpaXj++ed9a+n91rhx4/Dqq69i5cqVmD17NrRaLYYMGYLXXnvNtyhz//79MWnSJKxZswb//e9/8emnn7Z4HKPRiDfffBPLly/Hs88+i7q6OvTp0wdLlizBdddd15a0trBgwQKUlJTgrbfegtls9rutf//+mDt3LpYuXYrnn38es2fPPq3nIgo2SQjuwktE1Bk1Lkb75ptvBjkSIgokjlkjIiIiCmEs1oiIiIhCGLtBiYiIiEIYW9aIiIiIQhiLNSIiIqIQxmKNiIiIKISxWCMiIiIKYVwUtxmrtfWbNbeVSiUhPt6Miop6yHJkz+lgLhTMg4J5UDAPCuahCXOhCOc8JCVFteo8tqx1EJVKgiRJUKmkk58c5pgLBfOgYB4UzIOCeWjCXCiYBxZrRERERCGNxRoRERFRCGOxRkRERBTCWKwRERERhTAWa0REREQhjMUaERERUQhjsUZEREQUwlisEREREYUwFmtEREREIYzFGhEREVEI496gRBSRaupdKK20w1pth7XKDpvDA68s4JUFIAQ0ahW0WhX0GjUSYgxISTSja7wJRn3Lt00hBNweGV5ZQBbKYwhZQBaAV5ah06gRZdJCkiJ3uxwiOnUs1ogobBVX2FBcYQMEICBgc3hwuKgWuUU1qKh1nNJjmg1a6LUq6LVqSJKEeocb9XYPPLJ8wvtFGXVITTYjNcmC1CTl37goPQs4IjopFmtEFHaKyuvxf5uP4n+Hytv9sesdbtSfQp1Xa3fh1yMu/Hqk0nfMpNdgSO94XDq6J7okmNoxSiIKJyzWiCgseLwysvOrsW1/KXYesEKc4FytWoVeXaLQPcmMxBgjkuOMiDJpoVaroJYkSBLg9spwu2XYXR6UVNhRVF6PwrJ61DnccLpkuNxeeGUBs0EDs1ELk14DjUYFlQSoJAkqlQS1SoIkSaizu5FvrYPN6fGLw+b04Of9pdiZbcW5GSn4/SUDA5skIuqUQrpYKykpwZIlS7B582bo9XpcfvnlmDNnDvR6fYtz9+7di4cffhgHDhxAv379sGjRIpx55plBiJqIOtKhohp8u7MAB45Wwenx+t0WY9Jh7JCu0OvUkACo1RJ6JFuQmmSBRt36+VX9U2NPO04hBCprnci31qPAWod8ax0OFdXC7vLAIwts3FmAn/dZMf2qweiRZDnt5yOi8BGyxZoQArNnz0Z0dDTWrFmD6upqPPDAA1CpVLjvvvv8zrXZbJg+fTquvPJK/OMf/8Dbb7+NGTNm4KuvvoLJxK4FonAkhMC3Owvw2U9HIAv/djSTXoOLRqTinPRu0GnVQYrQnyRJiI82ID7agKF9EwAAdqcH3+4swMadBfB4Zdidbryyfi/umZKBuKiWX0qJKDKF7NIdubm52LVrF5YuXYr+/ftj5MiRmD17Nj799NMW537++efQ6/WYN28e+vbtiwULFsBsNuOLL74IQuREFGh2pwevfb4P6zcd9hVqFqMWowd2wW2XDcTCW0dh/PDUkCnUjseo1+Dysb2wYOpI9EuNAQDU2lxY/fmvcLm9J7k3EUWKkC3WkpKS8MorryAxMdHveF1dXYtzs7KyMGLECN+sKkmSMHz4cOzatasjQiWiDmR3evDMe1l+kwcuGdUDi24bjRsv6o+hfROhD/Ei7bdizDpMu2IwkuKUnoB8ax3WfpMDIU408o6IIkXIdoNGR0fj3HPP9V2XZRn//ve/MXbs2BbnWq1W9OvXz+9YQkICsrOz2/ScKpUyKDgQ1A3jY9RtGCcTrpgLBfOgaGsePv/uCKxVdkhQWqamThyIIWfEBzDCjqHXa/CX6zOx6OWf4HR7sTPbil5dozBhRGqwQ+tQ/LtowlwomIcQLtZ+a9myZdi7dy/ef//9FrfZ7XbodDq/YzqdDi6Xq03PER9vDviaR9HRxoA+fmfCXCiYB0Vr8nDgaCV+2lMMlUqCXqfB4hlno0t8+IxLjY4G/nxtBla8uxMA8NnmIzhrWHekJEbehAP+XTRhLhSRnIdOUawtW7YMr7/+Op5++mmkpaW1uF2v17cozFwuFwwGQ5uep6KiPqAta9HRRtTU2OH1nnjxzHDHXCiYB0Vr8+Dxynj5w18gy0rX4OVjekInCVRW1ndUqAHVmIe07tG4ILM7vtmeD1n24sX3s/CX32dAFSGL5/LvoglzoQjnPMTFmVt1XsgXa4sXL8bbb7+NZcuW4dJLLz3mOV26dEFZWZnfsbKyMiQnJ7fpuWRZ+D4IAsXrleHxhNeL7VQxFwrmQXGyPHz1cx6KKmwAgB7JFpw1pGtY5s3rlXHpqB7IyilDWbUDuUU1+G5nAc4dmhLs0DoU/y6aMBeKSM5DSHcAr1y5Eu+88w6eeuopXHHFFcc9LyMjAzt37vQNxhVCYMeOHcjIyOioUIkogMqq7Pjy5zwAyoKzvx/fL2Ct4KFAq1Hj+vH9fdc/23QEFTWntj0WEXV+IVusHTx4EC+88AL+9Kc/YcSIEbBarb4fQJlU4HAob14TJ05ETU0NlixZgpycHCxZsgR2ux2XXXZZMH8FImonP/yvyLf35nkZKUiNgEVj+6XG4OwhXQEATo8X7208yNmhRBEqZIu1r7/+Gl6vF//85z8xbtw4vx8AGDduHD7//HMAgMViwapVq7B9+3ZMnjwZWVlZeOmll7ggLlGYOFhQDQCQAFw8MnJmR046uzdizMrkqX1HK1FYFh7j84iobUJ2zNr06dMxffr0496+f/9+v+tDhw7Fhx9+GOiwiKiD2Z0eFDQUKd0SzDAZtEGOqOMY9RpcOCIV677PBQDsyilD9whoVSQifyHbskZEBCh7fzZ2/vXtHh3UWIIho1+ibyborpwydoUSRSAWa0QU0g4W1vgu9+kWE8RIgiPapEPf7srvXVbt8LUyElHkYLFGRCHtUPNiLSXyWtYAYFi/BN/lXdllJziTiMIRizUiClkutxd5pbUAgKRYI6LNupPcIzwN7dvUFZrFrlCiiMNijYhC1pGSWngaFqruG6GtagBgMWrRr7ErtMaBvNK6IEdERB2JxRoRhayDBc27QCNvvFpzw/on+i5n5bArlCiSsFgjopCVW9RUrEVyyxoApPdJ4KxQogjFYo2IQpLHK+NwQ7EWa9EjLkof5IiCy2LUon+q0rpYUevE0RJ2hRJFChZrRBSS8q11cHuVLab6pERDksJ3L9DWGtavqSt039HKIEZCRB2JxRoRhaTcQnaB/la/1KZxe4eadRETUXhjsUZEIcm/WIuB1+2Fo8oBr9sbxKiCKyHagGiTsnzJkeJayDLHrRFFgpDdG5SIIlvjmCyjRo3cF7fj5z1l8Ng80Jg0SByShIwZw2FMMAU5yo4lSRLO6BaFrIPlcLi9KKqwoXuiOdhhEVGAsWWNiEKOzeFGrd0FyALqozUo3loIj80NQMBjc6NoawE2zt0Ae7kt2KF2uN7dmrqEm+/uQEThi8UaEYWckko7AMBd74ax1t1icoEkSXBU2ZG1akcwwguqM7o2K9aKWawRRQIWa0QUcoorbIAAZI8Mi+PYY9QkSULZHmvEjWHrnmSGVq28dR/mJAOiiMBijYhCTkmFDRACQgDm4xRrAOCxexq6RyOHRq1Cry5RAJT11qrrnEGOiIgCjcUaEYWckko7IEmQJMBU7wbkY5+nMWqgMWk7NrgQ0LtblO9yLlvXiMIeizUiCjlFpXVw17mgcnhQm2VF+b4y1ByphuxuqtqEEEgckgS1Vh3ESIPjjOaTDIpqgxgJEXUEFmtEFFIqi2tRWlQLr9sLi0uGRquC7JHhqnGiKqcSsluGEAKGWCMyZgwPdrhB0bvZJAOOWyMKfyzWiCik/Lh6p2+TcotLIKZvLHTRekhqFbweL2yl9eg2ujsuWH5RxK2z1shk0KBbvPK7F5TVw+mKrEkWRJGGi+ISUcjwur3Iz6sGuhkAABaHF2qdBjG9YyBkASELaC06jLr3rIjs/myud7doFFXYIAuBIyW1SOsRG+yQiChA2LJGRCHDXe9GjappTbXmM0EllQSVRgWv0xtxM0CPpfm4NXaFEoU3FmtEFDK0Zi1slqYG/2OtsRapM0B/64yuTTNCDxdzkgFROGOxRkQhQ61VwxmrVy7LgMHlv2ZHJM8A/a2EGAMsRqVoPVpa5xvnR0Thh8UaEYUMt0eG06KFJEkwObxovslUpM8A/S1JktAj2QIAqHe4UVHDxXGJwhWLNSIKGdYqO4QE6GP0SI4xKN2dkgSNSRvxM0CPpWdyU1doXmldECMhokDibFAiChkllTblgkpCxkV9MeFvKfDY3NCYtOz6PIbGljUAyCutxbD+iUGMhogChcUaEYWMkgq773KXeBPUWjXUMSzSjqd5sXaULWtEYYvdoEQUMorL6wFZAALoEm8MdjghL9qsQ6xZmZCRX1oHmZMMiMISizUiCrr6snpseuy/2LspD44qJ1yVDhz853bYy23BDi3k9eiitK453F5YK+0nOZuIOiMWa0QUVLZyGz6d/inytxSgXisBEDA5vCjZWoiNczewYDsJ/3Fr7AolCkcs1ogoqHb9czvsFXY4DGrIDWt1mB1eSJIER5UdWat2BDfAENfTb9waF8clCkcs1ogoaLxuL8p2WyFJEur1TRMJGreZkiQJZXus8Lq5Ufnx9Gi+fEcJW9aIwhGLNSIKGne9G+6GfT7t+qa3I5OzqTjz2D3cC/QETAYNEmOUje8Lyurh8conuQcRdTYs1ogoaLRmLbQN+3zW+xVrTQUH9wI9ucbWNbdXRkkFx/gRhRsWa0QUNGqtGolnJkEIAbuuqRu0sWWNe4G2Tk+ut0YU1lisEVFQDbtzBIzxRl/LmloGdB7BvUDboHH5DoDj1ojCEYs1IgoqU4IJl714OdxRDRu4O73Qci/QNklNtEAlKVNpOSOUKPx0imLN5XJh0qRJ2LJly3HPufPOOzFgwAC/n2+//bYDoySiU+XQqKGx6KCPNWDA2FRc9q+rMPaBcSzUWkmvU6NLnLLjQ3GFDW4PZ88ShZOQ3xvU6XRi7ty5yM7OPuF5Bw8exLJly3DWWWf5jsXExAQ6PCJqB74N3CUgOcnCMWqnoEdyFIoqbPDKAgVl9ejdNTrYIRFROwnplrWcnBz8/ve/x9GjR094nsvlQn5+PtLT05GUlOT70el0HRQpEZ2Okma7FCQ1LENBbeO3kwHHrRGFlZAu1rZu3YoxY8Zg7dq1JzwvNzcXkiShR48eHRQZEbWn0sqmYi0xhhu4n4qeXTgjlChchXQ36B/+8IdWnZebmwuLxYJ58+Zh69at6Nq1K2bNmoXzzz+/Tc+nUklQqaRTCfWk1GqV37+RjLlQMA8KtVrVsDaYBAkCXRNM0GgiLyen+3ro2TUKGpUKXllGfmldp80h/y6aMBcK5iHEi7XWys3NhcPhwLhx4zB9+nR89dVXuPPOO7F27Vqkp6e3+nHi482QpMAUa42io9lq0Ii5UDAPQEmFDSoVoNFo0Cs1LmBfmjqD03k99OoWjcNF1bBWO6A36mAydN7FhPl30YS5UERyHsKiWLvrrrtw8803+yYUDBw4EHv27MG7777bpmKtoqI+oC1r0dFG1NTY4Y3w7WCYCwXzoJAkCaWVNsgykBClR3V1ZK7A3x6vh24JRuQWVAEQ2H2gFP17xLZniB2CfxdNmAtFOOchLs7cqvPColhTqVQtZn726dMHOTk5bXocWRaQZdGeobXg9crweMLrxXaqmAtFpOehxuZqeAMWiI/WR3QugNN7PaQmWtD4DnaoqAZndOu8M0Ij/e+iOeZCEcl5CIsO4Pvvvx/z58/3O7Zv3z706dMnSBERUWtZqxy+y0mcXHBa/GaEcpIBUdjotMWa1WqFw6G8yU+YMAHr16/HRx99hCNHjmDlypXYvn07brrppiBHSUQnU1pRD9HwZTmBy3acli7xRmgbBmGzWCMKH522WBs3bhw+//xzAMAll1yChx9+GP/85z8xadIkfPPNN3jllVeQmpoa5CiJ6Hjs5TZs/vsP2PTqTtgr7XBUOlC6Phv28sgcs9Ye1CoVUpOU1rXyGgfq7O4gR0RE7aHTjFnbv3//Ca9PmTIFU6ZM6ciQiOgU2ctt2Dj3KziqHKjtGwUIQACw7yrBxrkbuCfoaejZxYJDxTUAlNa1Qb3ighwREZ2uTtuyRkSdV9aqHXBUOSBJEmw6ZWsplRAwugUcVXZkrdoR5Ag7L/+dDLipO1E4YLFGRB3K6/aibI8VkiRBALDplbcho0uGBGUpj7I9Vnjd3Iz8VPToEuW7zHFrROGBxRoRdSh3vRsemwcA4NRI8DasbWhyNk3J99g98Ng43upUJMYYYNQpI1xYrBGFBxZrRNShtGYtNCalmLAZ1L7jJmdTS5rGqIHG1HlX3w8mlSQhtaErtNrmQnWdM8gREdHpYrFGRB1KrVUjcUgShBCw65reghpb1oQQSBySBLVWfbyHoJNoPm6Nm7oTdX4s1oiow2XMGA5DrBF1ev+WNSEEDLFGZMwYHsToOr+ezYs1TjIg6vRYrBFRhzMmmHDB8osgekRBkgBIQKxKhW6ju3PZjnbQk5MMiMJKp1lnjYjCizHBBNEjCoYqO7QaNa5dMAGSit8f20OsRYcooxa1djfySusghIAkScEOi4hOEd8ZiSgoPF4Z5TXKlnEpSWZodfzu2F4kSUKPZKV1zeb0oLzacZJ7EFEoY7FGREFRXuOAVxYAgJREy0nOprbiJAOi8MFijYiCorTS7rvcLdEcxEjCU88unGRAFC5YrBFRUJRUNG3YnsJird1xkgFR+GCxRkRBwZa1wLIYtYiP0gMA8q118MrySe5BRKGKxRoRBUVplVKsSZKELgks1gKhcZKByyOjpMJ+krOJKFSxWCOiDieEQElDy1pclB567lYQEM3HrbErlKjzYrFGRB2uxuaGw6Vs5t41ngvgBor/jFBOMiDqrFisEVGHK61smlyQHGcMYiThLTXJgsalcPNK2LJG1FmxWCOiDldkrQdkAQigC1vWAsao1yA5TslvUXk9PF5OMiDqjLhkOBF1GHu5DVmrduCnsho4YnWQJKD04wOoH9wN4LC1gOiZbEFJpQ0eWaDAWo9eXaNOficiCilsWSOiDmEvt2Hj3K9QtLUAtWoJgIAQArbtxfh0+qewldtO+hjUdj26cNwaUWfHYo2IOkTWqh1wVDkgSRLq9cpbj9YroPcC9go7dv1ze5AjDE89k5stjstxa0SdEos1Igo4r9uLsj1WSJIEjwpw6JS3HrNDhgRlrbWy3VZ43d7gBhqGUhLN0KiUaQaHue0UUafEYo2IAs5d74bHpizVYdM3DU4zO5qKM4/dDY/N3eGxhTutRoXuSUpXqLXKjnoHc0zU2bBYI6KA05q10JiU+Ux1hmMXaxqjFhqTtsNjiwS9mu0TeqSYrWtEnQ2LNSIKOLVWjcQhSRBCoP4YxZoQAolnJkHNnQwCone3ZsUau0KJOp1TKtbWr1+P4uJiAMALL7yASZMmYeHChXA6ne0aHBGFj4wZw2GINfomFwCA2emFEALGeCOG3TkiiNGFt95do32XDxexWCPqbNpcrL3wwgtYsGABCgsLsX37djz33HPIzMzEli1b8OSTTwYiRiIKA8YEEy5YfhHcySZIkgSVAKLUaqSM6Y5JL02CKYGL4wZKrEWHGJMOAHC0pBayLIIcERG1RZuLtQ8++ACPP/44hg8fjv/85z8YNmwYFi9ejCVLluCLL74IRIxEFCa0sQa4YnTQxxrQ44w4XPGvq3D2g+fCnGgOdmhhTZIk32K4DrcXJZVc046oM2lzsVZaWorMzEwAwKZNmzBu3DgAQLdu3VBTU9O+0RFRWCmvdsAjC0ACUpItHKPWgXo327ngMCcZEHUqbS7WunbtikOHDuHIkSPIycnBOeecAwDYtm0bunbt2u4BElH4KK5oatHhnqAdq1ezcWucEUrUubR5b9AbbrgB99xzD3Q6HQYMGIDMzEysWbMGTzzxBGbPnh2IGIkoTLBYC54eyWaoVRK8smDLGlEn0+Zibdq0aTjjjDOQl5eHq666CgAQHR2Nhx56CNddd127B0hE4aOkWbHWjcVah9Jq1EhJNCOvtA4llTbYnR4Y9W3+CCCiIDilv9QJEyYAAFwuFwDgyiuvbL+IiChslVTaAQBqlYSEGEOQo4k8vbtGIa9U2R/0SHEtBvaKC3JERNQap7TO2ttvv40JEyZg2LBhyMvLw8MPP4wXXnihvWMjojDilWWUNsxCTIoxQqPmmtwdzW+9NXaFEnUabX63XL9+PZYvX45rrrkGWq2yNUzfvn3x4osvYvXq1e0eIBGFB99MUABduaZaUPhtO8WdDIg6jTYXa6tXr8aCBQswa9YsqFTK3adOnYqFCxdi7dq17R4gEYUHv8kFcSzWgiE+Wo8oo7I47pFiLo5L1Fm0uVg7dOgQRo4c2eL4mDFjUFRU1C5BEVH4Ka6w+y535eSCoJAkCX1SlNY1u8uDfGtdkCMiotZoc7GWmJiIQ4cOtTi+c+dOJCcnt0tQRBR+SvyW7TAGMZLI1j811nc5O786eIEQUau1uVi7/vrr8eijj+Lrr78GAOTm5uLtt9/GkiVLMHny5HYPEFBmnU6aNAlbtmw57jl79+7FlClTkJGRgWuvvRa7d+8OSCxEdGoau0HVKglJsSzWgiWtR6zv8oG8qqDFQUSt1+Zi7U9/+hMuv/xyzJkzB3a7HTNmzMCSJUtw5ZVX4s9//nO7B+h0OjFnzhxkZ2cf9xybzYbp06dj5MiRWLduHTIzMzFjxgzYbNz/jigUuJwelJTbAAEkciZoUCXGGBBr0QMADhXVwO2RgxwREZ3MKa2zNmfOHNx5553IycmBEAJ9+vSBxWJp79iQk5ODuXPnQogTD4L9/PPPodfrMW/ePEiShAULFuD777/HF198EbDWPiI6OXu5DVmrduDIgTLU97FAkgBVnQf2chuMnBEaFJIkIS01Flv3lcDtlXG4uMava5SIQk+bi7XCwkLf5YSEBABATU2NbxP3lJSUdgoN2Lp1K8aMGYO//vWvGDZs2HHPy8rKwogRIyBJEgDlzWj48OHYtWtXm4o1lUqCSiWdbtjHpG5oSVCzRYG5aBDuebCV2/Dd3zbAUeVAdawyA1EIQJVXi+/v/Rrjn74YpgRT2OehtToyDwN7xeLnfSUAgIOFNRjUOz7gz9lafD00YS4UzMMpFGsTJkzwFUXH8uuvv55WQM394Q9/aNV5VqsV/fr18zuWkJBwwq7TY4mPN5/wd2sP0dEcq9OIuVCEax52PrkF3jo3dFoN7CYNGv+yYt0Cnlo39r/2P0xYMsF3frjmoa06Ig+j0lOw5qsDAIBDxbWIizMH/Dnbiq+HJsyFIpLz0OZi7Y033vC77vV6cejQIfzrX//C/fff326BtYXdbodOp/M7ptPpfNthtVZFRX1AW9aio42oqbHD643sMSLMhSKc8+B1e5G3rQCeht+rWqdC42AGQ70HHq+MvG0FKCutgc6gDds8tEVHvx6SY40orrAhJ68KhcXVIbNPaDj/XbQVc6EI5zy09otSm/86R48e3eLYWWedhR49emDFihW+fUM7kl6vb1GYuVwuGAxt23tQlkXAF4n0emV4OKAXAHPRKBzz4Kh2wlXvBhpKtDqDCoCAJACTwwMhAJfNDUeNE2qtGkB45uFUdFQe+qXGoKjCBiEE9h+txJlnJAT8OduCr4cmzIUikvPQbh3AvXv3xr59+9rr4dqkS5cuKCsr8ztWVlbGdd+IgkRr1kJjUr4LCgA2vVKQmZwyVA3fhzRGDTQmbZAipLRmkwoO5HG9NaJQ1uZirbCwsMXPgQMH8MwzzyA1NTUQMZ5URkYGdu7c6Zs1KoTAjh07kJGREZR4iCKdWqtG4pAkCCFQb1DD2/BOY3F4ASh/o4lDknytatTx+naPgaphjG5OflVwgyGiE2qXCQZCCJhMJixbtqzdAjsZq9WKqKgoGAwGTJw4EcuXL8eSJUtwww034J133oHdbsdll13WYfEQkb+MGcNReaACeZqmbouYeg+EEDDEGpExY3gQoyOjXoMeyRYcKalFUYUNNfUuRJt1J78jEXW4Nhdrr7/+eotiTavVIi0tDWZzx80oGjduHJYuXYrJkyfDYrFg1apVePjhh/Huu+9iwIABeOmll2AycR0nomAxJphwwfKLsOelrZA8yji1RI9At9HdkTFjONdZCwH9U2NwpKQWAJCdX4URAzh0hCgUtblYGzNmTCDiOKn9+/ef8PrQoUPx4YcfdmRIRHQSxgQT6ruZoa91QquW8Pt550Nv4Di1UNE/NRYbtucDUMatsVgjCk2tKtbmz5/f6gdcunTpKQdDROGlosaBqjonIAG9U2JYqIWYM7pFQ6tWwe2VkZ1fBSFEwNeaJKK2a1Wxlp+fH+g4iCgM5RbW+C736RYdxEjoWLQaFXp3i0Z2fhUq65wor3YgMTZyFx4lClWtKtbefPPNQMdBRGEot6hZsZbCYi0UpaXGILthNuiB/CoWa0Qh6JTWWfN4PCgpKfEt3VFQUIBDhw7hk08+ae/4iKgTO9TQsqZWSejVNSrI0dCxpPWI9V3memtEoanNEwx++OEH3HfffaioqGhxm8FgwFVXXdUugRFR51bvcKO40gYASE2yQM811UJSapIFRp0GdpcHOQXVkIXwrb9GRKGhzS1rTz31FAYPHoxVq1bBYDBg5cqVeOCBB2CxWDp0nTUiCm2HOF6tU1CpJPTrHgNAKbALy+qDHBER/VabW9ZycnLw97//HQMHDsSgQYNgMplw8803w2Qy4dVXX8VFF10UiDiJqJPxm1zA8WohrX+PGPzvUDkAIDuvCqlJliBHRETNtbllTa1WIypKGXvSq1cvHDhwAAAwduxYHDx4sH2jI6JOq/nkgjNYrIW05vuEZudz3BpRqGlzsda/f3988803AIA+ffpg+/btAIDi4uL2jYyIOi2n24v80jpAFugSa4SZ66uFtOQ4I2JMylZTBwur4fHKJ7kHEXWkNneDTp8+HbNnz4ZWq8WkSZOwYsUKTJ8+Hfv378fYsWMDESMRdSL2chv+s2obbF4XhABwpA6bj/7ALaZCmCRJ6N8jFtv2l8LlkXGkuBZ9G8axEVHwtbll7aKLLsJ7772HYcOGoVu3bnjllVegVqtx4YUX4tFHHw1EjETUSdjLbdg49yvsz6+GEAKAQHSlE0VbC7Bx7gbYy23BDpGOo39qU3HGrlCi0NLmlrX3338fl112mW/T9tGjR2P06NHtHhgRdT5Zq3bAUeVAeTflg18CkFjrhiRJcFTZkbVqB8Y+MC64QdIxNV9vLTu/ChPH9AxeMETkp80ta3//+98xbtw4zJs3D5s3bw5ETETUCXndXpTtscKhU6PWqKypFlPvhc4jAChdbWV7rPC6vcEMk44j1qJHUsPuBUdKauF08f+JKFS0uVjbtGkTHn30UVRXV+OOO+7AhAkT8OyzzyIvLy8Q8RFRJ+Gud8Nj88Aa0zSZILHG5XeOx+6Bx+bu6NColRq7Qr2y8JvNS0TB1eZizWAw4Morr8SqVavw/fffY9q0adiyZQsmTpyIm266KRAxElEnoDVroTFpUBbdVKwlVfsXZhqjBhoTZ4aGqv5+S3hUBS0OIvJ3SnuDNrJYLEhKSkK3bt2g0+lgtVrbKy4i6mTUWjVihySiIkopxvRugSh7U1eaEAKJQ5Kg5rZTIatfd04yIApFbZ5gAACbN2/G+vXr8eWXX0KWZVx22WV4+eWXMXLkyPaOj4g6EfOkfpA/3gMIgcQaNxp3mBRCwBBrRMaM4UGNj07MYtQiJcGMwvJ6FFjrYHO4YeIaeURB1+Zi7dxzz0V5eTlGjhyJBQsW4NJLL4XRaAxEbETUyeRW2qCP0cNd70ZXhwxIEjRGDRKHJHGdtU4irUcsCsvrIQDkFFRjaN/EYIdEFPHaXKxdf/31uPrqq5GamhqIeIiokxJCYO/hCkAlwRijx41PjYPGI0Nj0rLrsxPplxqDjbsKAChdoSzWiIKvzcXa3XffHYg4iKiTK66woaLWCQDokxIDs1kX5IjoVPRNiYZKkiALgey8qmCHQ0Q4zQkGRESNfj1S6bs8uHdcECOh02HQadAz2QIAKKmyo7redZJ7EFGgsVgjonaxz69Yiw9iJHS6+jffzYCta0RBx2KNiE6b2yPjUFEtACA+yuBbCZ86J+4TShRa2lyszZ8/H3V1dS2OV1VV4a677mqXoIioczlcXAOPLAPwX6uLOqfeXaOhVSsfD/uPVkKWRZAjIopsrZpgsH37dt92Uh999BGGDBkCi8Xid87Bgwfx008/tX+ERBTycgqaWl+at8pQ56TVqJDWIxZ7Dleg2uZCTkG130bvRNSxWlWsSZKE+++/33f5sccea3GOyWTCtGnT2jc6IuoUsvNYrIWbkQOTsedwBQBg668lLNaIgqhVxdrw4cOxb98+AMDAgQPxww8/IDGRa+8QEeB0e3G0VBmvlhRrRIxFH+SIqD2ceUY8THoNbE4PfjlYDrvTA6P+lDa9IaLT1OYxa/v27fMVai4Xp3QTRbpDhTXwNoxp6tctGo4qB7xu70nuRaFOo1ZheFoSAMDtlZF1sCzIERFFrlOaDfr2229jwoQJGDZsGPLy8vDwww/jhRdeaO/YiKgTyC6oBmQBd60LVe/twxe3rcf/3foJNv/9B9jLbcEOj07DqIHJvss//1oaxEiIIlubi7X169dj+fLluOaaa6DVKhv89u3bFy+++CJWr17d7gESUWjbf6gCzmonvG4vYsodAAQ8NjeKthZg49wNLNg6sR7JFnSJU/ZzzS2qQVmVPcgREUWmNhdrq1evxoIFCzBr1iyoVMrdp06dioULF2Lt2rXtHiARhS6704MjR6sghECU3Qu9p2mJB0mS4KiyI2vVjiBGSKdDkiSMHtSsdW0/W9eIgqHNxdqhQ4cwcuTIFsfHjBmDoqKidgmKiDqHnKOV8HqU9dXi6zwtbpckCWV7rBzD1omNGJAMlSQBALbtK4UsuOYaUUdrc7GWmJiIQ4cOtTi+c+dOJCcnH+MeRBSu9h+uRONnd3yt+5jneOweeGzHvo1CX4xZhwENy3ZU1DpxpLg2uAERRaA2F2vXX389Hn30UXz99dcAgNzcXLz99ttYsmQJJk+e3O4BElHoOmStgyQBEoC4Y7SsAYDGqIHGpO3YwKhdDevftFTTr832gCWijtHmRXP+9Kc/oba2FnPmzIHT6cSMGTOg0Whwww034M9//nMgYiSiEGR3elBUYYNKo4K52gWtt2X3mBACiUOSoNaqgxAhtZeBPeN8l389XIHLx/YKYjREkeeUVjicM2cO7rzzTuTk5EAIgT59+rTYfoqIwltheT0EAK1Zi/gKF4QQkBrGNgFKoWaINSJjxvDgBUntItqsQ2qSBfnWOuSX1aO63oUYsy7YYRFFjFYVa4WFhcc8npCQAACoqalBTU0NACAlJaWdQiOiUFZorVcuqCSMvXYQ9N/koWyPFR67BxqjBolDkpAxYziMCabgBkrtYnCvOORb6wAom7uPHtQlyBERRY5WFWsTJkzw+8Z8LI3fqn/99dd2CQwAnE4nFi1ahC+//BIGgwG33347br/99mOee+edd+Kbb77xO/biiy9i/Pjx7RYPETUpKKv3Xe7dOx69HugFr9sLj80NjUnLrs8wM6h3HL7clgcA2HuYxRpRR2pVsfbGG28EOo5jeuKJJ7B79268/vrrKCwsxH333YeUlBRMnDixxbkHDx7EsmXLcNZZZ/mOxcRwQ2miQGks1lSShG4NrWdqrRrqGBZp4ahncpRvr9D9eVXweGVo1Ke0CQ4RtVGrirXRo0cf87jL5YJOF5hxCzabDe+99x5efvllDBkyBEOGDEF2djbWrFnTolhzuVzIz89Heno6kpKSAhIPETXxeGUUl9cDAkiI0oPlWfhTqSQM7BmHHdlWOFweHC6uRb/u/EJM1BFCdm/Qffv2wePxIDMz03dsxIgRyMrKgizLfufm5uZCkiT06NGjXWMgomPLO1QJe7UTzioHPLtKuRdohBjUq9msUC7hQdRh2jwbtHFv0FtuuQWvvPIKAGVv0CeffNI3rqw9WK1WxMXF+bXcJSYmwul0oqqqCvHx8b7jubm5sFgsmDdvHrZu3YquXbti1qxZOP/889v0nCqVBJXqxGPzTpW6obtAzW4D5qJBZ82DrdyGDc9uhjdJB0BCtN0Dr92D4p8LUZ1TifFPXwxTGyYVdNY8tLfOkIchfeKhkiQIIbD/aCWuOa9Puz9HZ8hDR2EuFMzDKRRrjXuDXnPNNb6N26dOnQqTyYSXX3653Yo1u93eoou18brL5fI7npubC4fDgXHjxmH69On46quvcOedd2Lt2rVIT09v9XPGx5tPOpHidEVHGwP6+J0Jc6HobHnY+eQWVEmABOVvJc4loNUoHaGeWhf2v/Y/TFgyoc2P29nyECihnIe4ODP6psYit6AKxRU2yCoVEmICE28o56GjMReKSM5Dm4u1E+0N+uijj7ZLUACg1+tbFGWN1w0Gg9/xu+66CzfffLNvQsHAgQOxZ88evPvuu20q1ioq6gPashYdbURNjR1er3zyO4Qx5kLRGfPgdXuRt60A1Sl6NC6Ba6xzw91sA/e8bQUoK61p9WzQzpiHQOgseejfPRo5eUoX6OasApyd3q1dH7+z5KEjMBeKcM5DXJy5Vee1uVhr3Bv0t+PD2ntv0C5duqCyshIejwcajRKm1WqFwWBAdHS037kqlarFzM8+ffogJyenTc8pywKyHNhNir1eGR5PeL3YThVzoehMeXBUO+Gsd6PGaAIgoHcL6Nwymv/VuGxuOGqc0McYjvcwx9SZ8hBIoZ6HPinRvv/vvNK6gMUa6nnoSMyFIpLzELJ7gw4aNAgajQa7du3yHdu+fTvS09OhUvmHff/992P+/Pl+x/bt24c+fdp/PAVRJNOatfBEa+FWKy3Q0faW+4FyL9DwlhDdVIRX1TqDGAlR5AjZvUGNRiOuvvpqPPLII/j73/+O0tJSrF69GkuXLgWgtLJFRUXBYDBgwoQJmDNnDsaMGYPMzEysX78e27dvb9duWSJS1lGTBsQDHuVDOsrm9bude4GGv2iTDipJgiwEqupYrBF1hJDeG3T+/Pl45JFHcMstt8BisWDWrFm45JJLAADjxo3D0qVLMXnyZFxyySV4+OGH8c9//hOFhYXo378/XnnlFaSmprZ7TESRTn9WCqQfDkMIgSh7U7HGvUAjg0olIdaiQ0WtE5V1rpPfgYhO2ykVa3V1dfj8889x4MABqFQqDBkyBBMnToRer2/X4IxGIx5//HE8/vjjLW7bv3+/3/UpU6ZgypQp7fr8RNSS1eaGPkYPd70bcQKAJHEv0AgTa9GjotaJeocbLrcXOrakEgVUm4u1gwcP4pZbbkF9fT3OOOMMeL1evPvuu3jhhRfw+uuvo2vXroGIk4hCREFZPaCSYIkzYvJL50G2e7gXaISJjdIDRcrlqjonkuNYoBMFUpsnGDz22GMYNGgQNm7ciHXr1uHjjz/GN998g5SUFDz22GOBiJGIQoTd6UFFrQMAkJJohlangT7GwEItwsRZmnpRKjnJgCjg2lys7dq1C/PmzfNbKiM+Ph733XcfNm3a1K7BEVFoady8HQC6J7VufSAKP7HNizVOMiAKuDYXa4mJiSguLm5xvK6uDrGxse0RExGFqLIqOyAAyAJJ0W1bR43CR1xUU7FWVctJBkSB1uZibd68eVi0aBE2bNiAmpoa2Gw2bNmyBQsXLsTUqVNRWFjo+yGi8GEvt+GXj/fDWeWAo8qJ7Bd3cPP2CNW8WGM3KFHgtXmCwaxZswAAd999t98+mkII38xNIQQkScKvv/7afpESUdDYy23YOPcrlEarIRKVD2ptrQtFWwtQeaACFyy/iLNAIwi7QYk6VpuLtTfeeCMQcRBRCMtatQOOKgeciVG+Ywa3DEmS4KiyI2vVDox9YFwQI6SOZNSrodeq4XR7uTAuUQdoc7E2evToQMRBRCHK6/aibI8VkiTBqVVGTqgEoG3YvF2SJJTtscLr9nJWaISQJAlxFj2KK22oqnX6elOIKDDaXKw5nU6sXbsWBw4cgNfbtHq5y+XC7t278Z///KddAySi4HLXu+GxKXuAOnRKsWZwy2j+0eyxe+CxuaGOYbEWKWKjlGLN7ZVR7/DAYuR+sESB0uZi7bHHHsNHH32EwYMH43//+x8yMzNx5MgRlJeX49Zbbw1AiEQUTFqzFhqTBk6727eBu94l+53DzdsjT/O11qpqnSzWiAKozbNBv/76ayxduhRr165F9+7dsXjxYnz77be48MIL4Xa7AxEjEQWRWqtG4pAkOLRNbWl6d1Oxxs3bI1NsFCcZEHWUNhdrNTU1GD5c2ai5X79+2Lt3L7RaLWbMmIFvv/223QMkouDLmDEccrzRd93QUKxx8/bIFWvR+S5z+Q6iwGpzsRYfH4/y8nIAQO/evXHgwAEAQFxcHMrKyto3OiIKCcYEE/pOy4Baq4YkSTC4BTQmLbqN7s5lOyKU38K4bFkjCqg2j1k777zzsGjRIixduhQjRozA3//+d1x88cX4/PPPuYk7URizSxK0UTpAAGdfNRjDB3dh12cE++2YNSIKnFPawSA5ORlbt27FhRdeiL59+2LKlCl48803MXv27EDESEQhwNd6IgFJXSws1CJcLHcxIOowbW5Zi46OxgsvvOC7/tJLL+HXX39FYmIikpOT2zU4Igod1fVNe0DGmPUnOJMigUatQpRRh1q7ixMMiAKszcUaANjtduTk5MDpVBZDBID6+nocOXIEo0aNatcAiSg0VNcpxZoEIIrLdBCUcWu1dhdq6l3weGVo1G3urCGiVmhzsfbdd9/hnnvugcPh8BVqjbgfKFH4qm5oPYk26fihTACUGaFHSwEBoKbehfhoQ7BDIgpLbS7Wli1bhnPOOQczZ85EdHR0IGIiohDj8cqosSkta9HNlmygyBb3m7XWWKwRBUabi7UjR47g+eefR69evQIRDxGFoFqbG43t6LEcr0YNmk8y4IxQosBpc19G7969YbVaAxELEYWo6vqmD+IYtqxRg9jmy3fUuU5wJhGdjla1rBUWFvou33DDDXjooYewYMEC9OrVC2q1//T9lJSU9o2QiIKu+Qdx8w9oimzN11rj8h1EgdOqYm3ChAmQpKZ9AYUQuOOOO1oc4wQDovBUVe0AZAFIEmLMbFkjRRzXWiPqEK0q1t54441Ax0FEIchebkPWqh342VoDR5wOkgTkr9uHITMs3GKKYDFpoVFJ8MgClbWOYIdDFLZaVayNHj36hLdXVFQgPj6+XQIiotBgL7dh49yv4KhywH6GBYCAEEBdVgk2zt3APUEJKklCcpwJheX1KKm0w+3xQqvhzhZE7a3NEwxqamrw0EMPYf/+/fB6vbjttttwzjnn4LLLLkNeXl4gYiSiIMhatQOOKgckSYJD2/RWYfAIOKrsyFq1I4jRUahITbIAAGQhUFhmC3I0ROGpzcXa0qVLsXnzZmg0Gnz11VfYtm0bnnjiCfTu3RtPPPFEIGIkog7mdXtRtsfqG5fqbCjWtF4BjawsgF22xwqv2xvMMCkEpCaZfZfzrXVBjIQofJ3SDgbPP/88+vbti5dffhnnnHMOrrzySgwYMAB//OMfAxEjEXUwd70bHpsHgLI6vUOnFGsGl+w7x2P3wGNzQx3Dbq9Ilpps8V1msUYUGG1uWbPZbOjWrRsA4Mcff8TZZ58NADAYDPB6+S2bKBxozVpoTMp3ObdGgtww8VvvbirWNEYNNNwjNOKlJJqhamiBzbfWBzkaovDU5mKtb9++2LhxI7777jtYrVacd955AIB3330Xffv2bfcAiajjqbVqJA5JghDCb7ya3q3sYyCEQOKQJKi1bFWLdHqtGsmxRgBAcXk9PF75JPcgorZqczfo7NmzMWvWLLjdbkyaNAm9e/fG0qVLsWbNGjz//POBiJGIgiBjxnBUHqiAVXh8xwwuGUIIGGKNyJgxPIjRUShJTbKguNIGjyxQXG7z6xolotPX5mLt/PPPx3fffYeSkhIMHDgQAHDFFVfg97//PVvWiMKIMcGEC5ZfhPdW/QzJ64YQgEklodvo7siYMZzLdpBP92Qzth1QLudb61isEbWzNhdrABAXF4e4uDjf9aFDh7ZbQEQUOowJJiRN6A39z3mAEDjvj8NwZt/EYIdFIaZHUlNxlmetw9ggxkIUjk6pWCOiyFFZ6wQkAJKE+BhjsMOhEJSS2LR8RwEnGRC1uzZPMCCiyCGEQHZBNQBAo1IhMcYQ5IgoFBn1GiQ1FPIFVk4yIGpvLNaI6LiKK2yoqlM26O6XGgMdZ3/ScTSOU/PIMkor7UGOhii8sFgjouP69Uil7/KgXnEnOJMiHXcyIAocFmtEdFx7DzcVa4NZrNEJpDafZFDKYo2oPYV0seZ0OvHAAw9g5MiRGDduHFavXn3cc/fu3YspU6YgIyMD1157LXbv3t2BkRKFH7vTg0NFNQCApBgjEmM5uYCOr3mxxkkGRO0rpIu1J554Art378brr7+Ohx9+GCtXrsQXX3zR4jybzYbp06dj5MiRWLduHTIzMzFjxgzYbLYgRE0UHvYfrYIslB0L2AVKJ2MyaJAQrUxAKSirgyyLIEdEFD5Ctliz2Wx47733sGDBAgwZMgQXX3wx7rjjDqxZs6bFuZ9//jn0ej3mzZuHvn37YsGCBTCbzccs7IiodZqPVxvcm8UanVxj65rLI6O0ipMMiNpLyBZr+/btg8fjQWZmpu/YiBEjkJWVBVn2nxaelZWFESNGQGrYTFiSJAwfPhy7du3qyJCJwoYshK9Y02lU6Ns9JsgRUWfgN8mA49aI2k3ILoprtVoRFxcHnU7nO5aYmAin04mqqirEx8f7nduvXz+/+yckJCA7O7tNz6lSSVCppNML/DjUapXfv5GMuVCEch6OltSizu6CBGBAzzgY9IF7qwjlPHSkcMhDr65RaHwHLSyvh0bT9t8lHPLQXpgLBfMQwsWa3W73K9QA+K67XK5Wnfvb804mPt7sa50LlOhoDtJuxFwoQjEP3/1S7PviMmpIN8TFmU9yj9MXinkIhs6chzN1WqhUewAAJVWO03rddOY8tDfmQhHJeQjZYk2v17cothqvGwyGVp372/NOpqKiPqAta9HRRtTU2OGN8NW9mQtFKOdh+6/FvgHivZJMqKwM3Oy+UM5DRwqXPESbdaiqdSK3oBrlFXVQtfELcLjkoT0wF4pwzkNrv9CEbLHWpUsXVFZWwuPxQKNRwrRarTAYDIiOjm5xbllZmd+xsrIyJCcnt+k5ZVkEfAaT1yvD4wmvF9upYi4UoZYHm8ONw0U1EAC6xZsQbdJ1SHyhlodg6ex5SE20oLLWCYfLg+JyG5JPccmXzp6H9sRcKCI5DyHbATxo0CBoNBq/SQLbt29Heno6VCr/sDMyMrBz506IhmUGhBDYsWMHMjIyOjJkorBwIK8ajV9ZBvbkLFBqm+aTDAo4yYCoXYRssWY0GnH11VfjkUcewS+//IINGzZg9erVmDp1KgCllc3hcAAAJk6ciJqaGixZsgQ5OTlYsmQJ7HY7LrvssmD+CkSd0v68piU7BvSMDV4g1Cl1T262kwG3nSJqFyFbrAHA/PnzMWTIENxyyy1YtGgRZs2ahUsuuQQAMG7cOHz++ecAAIvFglWrVmH79u2YPHkysrKy8NJLL8FkMgUzfKJORwiB/UerAAAalQp9UqJPfAei3+jRbCeDfO5kQNQuQnbMGqC0rj3++ON4/PHHW9y2f/9+v+tDhw7Fhx9+2FGhEYUla5UdlXVOAEDf7tHQatRBjog6m2izDjEmHaptLuSX1kEIEfBZ9kThLqRb1oioYzW2qgHAgB6xQYuDOrfUhq5Qu8uD8hpHkKMh6vxYrBGRz77mxRonF9ApSmVXKFG7YrFGRAAAj1dGTkEVACDKqEO3BI75pFPDbaeI2heLNSICABwuqoWrYQ2jAT1jOc6ITllqcvOWNRZrRKeLxRoRAfjNkh0cr0anIcasg8WoBaB0gzaugUlEp4bFGhEB8J9c0LdbFBxVDnjd3uAFRJ2WJEm+cWv1Djeq6tq2TzMR+QvppTuIqGPU2d1Kd5UsYKn34Me7voDH5oHGpEHikCRkzBgOI8ewURukJpmx76jSWptvrUNclD7IERF1XmxZIyLk5FdDyALOaics+XXw2NwABDw2N4q2FmDj3A2wl9uCHSZ1Ij2So3yXD+RVBS8QojDAYo2IcLCwGu56N4QQiK/z+N0mSRIcVXZkrdoRpOioM+qfGgONSpmk8r/ccsgct0Z0ylisERFy8qsge2RIAOJ+U6wBSsFWtsfKMWzUaka9Bmk9lLX6qutdyCvhrFCiU8VijSjC1dndKC63QQgg2uaFRj52C4jH7mnoHiVqnYx+Cb7LvxwsC2IkRJ0bizWiCJdbWANIEiQJiKs7fjGmMWqgMWk7MDLq7Ab3joeqYb2+X3LLuYQH0SlisUYU4Q4WVAMSoNKoEFd77GJNCIHEIUlQa7mxO7WexahF3+4xAICyageKOEmF6JSwWCOKcAcLqwEAWrMWXdWaFq0fQggYYo3ImDE8GOFRJze0T/Ou0PIgRkLUebFYI4pgNocHhWXKRtvdky24eNlF6Da6u9LdKUnQmLToNro7Llh+EddZo1OS3pfj1ohOFxfFJYpgh4pq0NiO1jclBsYEE8Y+MA5etxcemxsak5Zdn3RaYsw69O4ShcMltSiqsKG0yo7kWGOwwyLqVNiyRhTBDhZU+y6f0dXi22JKrVVDH2NgoUbtYmi/RN/l/7ErlKjN2LJGFMFyCqsBWcBd70buY5twuNbNLaao3Q3tk4BPfjwEANidW44LR6QGOSKizoUta0QRyu70IL+kDs5qJ4w1LqhqXeAWUxQICTEGdIlTCv+jpXVwuFouvExEx8dijShCHS6qgavOxS2mqEP0T1WW8JCFUNb2I6JWY7FGFKH2H62E7JEBcIspCrzGYg0AcvKrT3AmEf0WizWiCCQLgV3ZZRACkAQQf5zFcLnFFLWXvt1jIDVczs6vCmYoRJ0OizWiCHSkuBbVNjckCUiodUPnPfY2QNxiitqL2aBF90QzAKCgrB71Dn4JIGotFmtEEWjHAatvi6kuVgcgtzyHW0xRe+ufGgsAEGBXKFFbsFgjijBeWcbOfaVw17oAlxf67SUo+9WKmiPVkN1K1cYtpigQ/MatFbBYI2otFmtEEWb3nhJUlNbD6/YiqdqN+F4x0Jp1cNW7UJVTAZVGxS2mKCDOSImGWqWMXMvOqwpuMESdCBfFJYowX3+637dZe9cKJ9Q6DWJ6x0DIArJXRtLQZIx9YFyQo6RwZNBp0DM5CoeKa1BSZUd1vQsxZl2wwyIKeWxZI4ogDrsbh13KwG6NVyCxpmmQt6SSoNaqUb6vnMt1UMD4L+FRFbxAiDoRFmtEEWT3gTK4JaUbqkuVG+pjTALlch0USP2aFWvZnGRA1Cos1ogiyP/yK9FQq6FrpfOY53C5Dgqk3l2joVEpHz0s1ohah8UaUYSwOTzYe6QKKo0KOo9AfG3LXQu4XAcFmlajwhkp0QCAiloHyqsdQY6IKPSxWCOKELtyrPDIMrRmLVJtMiTh3wfK5Tqoo/Tv3qwrtKAqeIEQdRIs1ogixM+/lioXVBImzxiJbqO7K92dkgSNScvlOqjD9O/RrFjLY1co0clw6Q6iCFBaZcfhkloAQEqCGX36JaDvA+PgdXvhsbmhMWnZ9UkdJjXJAr1WDafbi+z8agghIDUOpiSiFtiyRhQBtu1raFUTQEbPOMgeZacCtVYNfYyBhRp1KI1ahb4N49Zq7S6UVNqDHBFRaGOxRhTmZCGwdXcx3LUuOKscqHhmG/7v1k+w+e8/wF5uC3Z4FKEa9wkFgGyut0Z0QizWiMLcnr0lKC2qhdftRUK1CwaPDI/NjaKtBdg4dwMLNgqK/lxvjajVWKwRhbmvPtnn216qe7nLd1ySJDiq7MhatSNYoVEE65ZohkmvDJs+WFANWT7GCs1EBCCEizUhBJ588kmMHTsWo0ePxhNPPAFZlo97/mOPPYYBAwb4/fz73//uwIiJQo/N5sKhhu2ltF6BpGqX3+2SJKFsj5XbS1GHU0mSr3XN5vSgsKw+yBERha6QnQ362muv4dNPP8XKlSvh8Xhw7733IiEhAdOmTTvm+QcPHsTcuXNxzTXX+I5ZLJaOCpcoJG3aVQSPJAEQ6FLpOuH2UuoYTjKgjtWveyyyDpYDUMatpSbzPZvoWEK2Ze2NN97A7NmzMXLkSIwdOxZ/+9vfsGbNmuOef/DgQQwePBhJSUm+H6PR2IERE4UWj1fGD/tKfNtL9bJyeykKLX7rrRVw3BrR8YRksVZSUoKioiKMGjXKd2zEiBEoKChAaWlpi/Pr6upQUlKC3r17d2CURKFtxwErqm0uqDQqJFa6YLG17Ork9lIUTMmxRsSYdACA3IIaeLzHH+pCFMlCshvUarUCAJKTk33HEhMTAQDFxcV+xwGlVU2SJLz44ov4/vvvERsbi9tuu82vS7Q1VCoJKlVgFmZUq1V+/0Yy5kIRyDzIQuDrrXlw17kgu2Uk/lyC8lI7dBYdLN2joNKqIYSAKd6E4TNHQqMJ3v8FXw+KSM1DWs9YbNtXCpfHi8LyevTvEQcg8vJwLJH6mvgt5iGIxZrD4UBJSckxb7PZlKUEdDqd71jjZZfL1eL83NxcSJKEPn364KabbsLPP/+Mhx56CBaLBRdffHGrY4qPNwd8Fe3oaHbNNmIuFIHIw6atR5GfVw0hC8TbvDgj0YJah4Czzomqg5XoltkN3Ud1x5i/joE50dzuz38q+HpQRFoehg/sih0HlC/oOYW1GDEkBUDk5eFEmAtFJOchaMVaVlYWpk6deszb7r33XgBKYabX632XARxzHNrVV1+N8ePHIzY2FgAwcOBAHD58GG+//XabirWKivqAtqxFRxtRU2OHN8Kb+pkLRaDyIITAW2uzGmZPS+hVbIdQSbD0jIZZFpC9MmIHJyDzb2PgAuCqDO4sPL4eFJGah95dzIBQWoN/+l8hJo7ugZgYU8Tl4Vgi9TXxW+Gch7i41n1ZDlqxNmbMGOzfv/+Yt5WUlGDZsmWwWq1ITU0F0NQ1mpSU1OJ8SZJ8hVqjPn36YPPmzW2KSZZFwNf68XpleDzh9WI7VcyFor3zsDe3HCVuDwAgyu5BYrULvle1BKg0KpTtLYPT7g6psWp8PSgiLQ8GrRr9UmOwP68KZdUOHC6qQUaMKeLycCLMhSKS8xCSHcBdunRBSkoKtm/f7ju2fft2pKSktBivBgDPPvssbr31Vr9j+/btQ58+fQIdKlFIKbDW4c0vD6BhDVz0LnXgWG3Fjct1EIWCjH6Jvss7G7pEiahJSBZrAHDjjTfiySefxJYtW7BlyxYsX77cr9u0oqIC9fVK98348ePx888/49VXX8XRo0fx1ltv4aOPPsLtt98erPCJOlxplR2rPtkDh9sLSQISa9zoVtFyjCfA5TootKT3SYCqYbzwzuwy344bRKQIydmgADBt2jSUl5fj7rvvhlqtxnXXXefXenbdddfhmmuuwaxZszB06FA8++yzeO655/Dss8+ie/fuWL58OTIzM4P3CxB1ECEE8krr8K//24dauxuQgGS1GoMPVEOS1C2+knG5Dgo1FqMW/Ru6QitqlK7QWGPIfjwRdThJ8CuMj9VaG7DH1mhUiIszo7KyPmL73BuFQi5kWcArC8hCGacoRON1+K7LDbd7ZQHRcFwWjfeB331lWUCSJEiSMoZS1eyyLAs4PV643F54vQI6rRoGnRoWkxbxcWbU1tqVsZIC8MhCGZfhFfB4ZSUmWUCrUcGgU+7n8siornOhut6JvNI6/Hq4EtW2hhY0WcBc70HGrnLUZpVCloWyXEdKFFRaFYQQMMQaccHyi2BMMAUl978VCq+HUBDpefhpTzHe/TYHEoBJ4/rgkpGpEZUHWQjf33W9wwO7wwOnxwudXovaWgdcbhleWYbXK+D2ypAkCUadGnqdGka9BvFReiREGxAbpYcmzJa4COe/jaSkqFadx68u1Kk5XV4UV9hQVF6PwnIbrFVK4aNRq6BWNxRKLi8cbi8cLo9y2eWFOwRmFElQ1vaTZYF2+cYkC2jKHDhzbyW0XiCmbyzqCuvhqnehKqcCienJSM7siowZw0OmUCNqlN4nAe9vPAghBLbuLcbFI7oHO6SA8Xhl5FvrcKioFkeKa1BaaUdZtaPF+9KpvEeoJAlatUrZuUSSoFFJ0GpU0GnV0GpUvjGsv308tUpSvkhq1dBr1dDpVMq/GjW8ctMXSLVKgtmghcmggcmgabqsVy7rtKqAL4EViVisUchzuDywVjlQWetEVZ3yY620o6jChvIaR7DDCzqtWoX+qTHQ/a8Mpt2V0Da8C6t1GsT0joFoWK4jaWgyxj4wLrjBEh1HY1fogbwqlFXZkVdah5SE0FgD8HTV2lw4UlyLQ0U1OFRUi7zSOnjkwHxhlIXSkh8sGpUEo16LaLMWcRY9YqP0iDHrYNBpYNCpYTRokBBtQEK0AdogLsZ9Il5ZRlm1A3anB6lJlpBoqWSxFuEau/Iau9w8XqUbrvGbnBAN3+ga1kECGrr5VBLUDf+qVBLUDT+qZv86nF7U2lyosbngdDW8eUiARq2CxVKPujqHrzvS7ZHh9siwuzyotblRZ3Ojqs6J0ko7quqPvadlW6gkydeNaNBpoNOooFGrIKkkqCTlW2Xj76Xy/Yum6w3HpIZzVZLU7L5Nf8iioZtUiIbcCUCSoHyrVUmQPDI8KglOjwynywMVJDg9XqWr1S1Da9Aoj+8V0Bo00GrVkCDgsLnhBuD0yNCoJcSY9Yix6JAQbUDvrlFQA/i/tz6Gyy0DKpXfODVJJUGtUqN8Xzm8bi/HqlHIyuiXiAN5VQCU7dJSzup8xZrD5UFRuQ2FZfVKgVZcg7LqE3+p1KgkJMQYkRRjQFy0Xmmt0mtgNmkRF2uCo2GYg0YtKb0GKkkpyhp6CuodbpTXOFFe7UBFjQMer+x7D/LKAk63DJfH22I7r+btX552WrbKIwvU2l2otbtQUHb8NRwlAHFRBiTFGpAUa0RSrBHRZh00auWzRaNRwWLUIsasQ5RZd9zHOV2yLFBcYcPh4hocLq5FgbUepZU2Xz5GDkjGHy9OC9jztxaLtQ7i8crYe6gc5RX1cLi88HplaNRKM7Nep4YkAR6PUjR5vDLc3qaxCZ5mY5jQ8OGvUkkQAnB7ZN99PF6l6PHIylo0nob7QzR1C0qQGgooN2ptrqB0B7ZX959eo0bXBBO6xpuQkmhG13gTuiaYoNOolKJTFpAAGPVqpTALUtO8vdyGrFU7ULbHCo/NA6gBr90DnVkL4ZbhLayFEIA+zgBHlQOSAEzJZngNarjsHmhNWgiPgMGkQfeBCRj0x3RE9Yj2FV32chu2PrsVJTuKIbwCklqC1qz1jVNr1LhchzqGxRqFpvQ+Cfjgu4MAgC17SnDpqB7QakL39do4DONISS2OFNfiaEktylrR2p8YY8AZXaPRu1sUeneNRtd40zEXZO/IsVqyEHC5vUph5/bC2fDjcitdnxq1Chq1BI9XwOZ0w+bwoN7hgc3R7LJTuV5v96DW7oL3BAWgAFBR60BFrQP7Gwr049GoVDCbtNCoJOg0SrGKhvdzlSTB3Kw7Vq1WjvuyKTVdb/wIkGWB8hoHrFUOWKvsJ/wctDlCY4kjFmsdQAiBZ979BQVlde03PilCmPQadIkzITnO6Bs8G2PWIT5aj/hog2+6f6iyl9uwce5XShEmSfC6PKg6WAXZ7YWkVkGlkuD1yBCyjNqCWmj0akgqCY5KByQJkL0y1FoNonpFo/pwFYq3FeLXNbuRmJ6MpKHJOOOKftjxzM9wVNl9zym8Aq4aJ6psHsT2i/MVbFyug0KdxajF8LQk7DhgRb3DjW37rThrSNegxmR3elBcoYyHLa9xoLy64afGocy+PgmNSkKP5Cic0S0KvbtFo1fXKESbAtdSdKqU3gcNDO0UmiwL1NpcqKxzoqbe7RszXO/wwFptR1lDoWR3eU76WF5ZRp3N1SGfn2qVhKQYI7ommJCSYMY56d0C/Iytw2KtA8hCoKru9Lvy2pPZoEW0SQu9Vu1rdVO6MpVvT1JjVx8ASIAECc3rosZZin7/NjS5N3aj6rRqRJt1iDZpYdQrLzUBpVXNaNTBZnPC61Va/bQaFbRqZRBslEnb8KOD2aDp1INVs1bt8BVqAFBXWA/ZLUOSVEorGwQ0Ri28LgHhlSG7Jaj1GngaPgQ0Bi08Ljcqfi2DSquGJEnwyB6U7ChC6S8l+OXlnVDr1NBF66ExqOGqczc8lwTZ40VdYS2ie8VwuQ7qNC7I7O7bK/T7XYUYO7hLh74HWKvs+PVIJQ4WVKOwrL5VLWWNtGoVuiea0S3RjJQEM1KTzSEz5qmjqVQSYix6xFj0xz1HCKEUb1V2WKvsqLe7fcNx3B4v6uwe1NhcqLW54RUCNrtS9DXfach7GgWcRiUhIdqArglm9O4ahd7dotA90RKSY+lYrHUAtUqFmZPTkVNUC4fdBZUkQa2W4PbISlOzywshlCZvbUPh1PxfTeOPRunGVMZFKY+tVSt9+1qNChqVChqNUmxp1Y2Xldk/jd2oQgiYjdqgvnmE8zTs5rxuL8r2WH0fNEIW8NiUYkoIAdHQTSvkhsuSBNkroBICollaZJcyQUCt00CWZXjtXggAWpMWskfpGnfVOAFJgkqjguyRfQWbu94N4RUwxBuRMWN4MNJA1CY9u0Shf4847D9SgeJKGw7kVWFAz7iAPmdJpQ1b9pTgf4fKTzq+rFGMSYeEGAMSY4zokWxB725R6BpvisjC7FRJkgSLUQuLUYszukUf97wTfWbIQsDh9KCuoUtWlgEBZSkkXxEnGo4BvnHEcRY94qL1fmOOQxmLtQ6SkmjGkP7JQStQdOz96nDuendD65micVam1DiaovFdQ5m9oQyqUEYF+64LWfYVdRACskspuCVJajgPkCGghnJdrVe6Oj02N4RX2cg9eVgXDP/LaC7XQZ3GpWN7Yf+RCgDAd1mFASnWPF4Zu7LL8NOeYuQW1RzzHJ1GhZQEM1KSzOgSZ1JmMcYYkBCtD+mxdJFEJUkwGbQwGbQAjMEOJ2BYrBEFiNashcak8e3BKakkqNQqCG/D9z1f144EqKSm4k1quN54jiwAlaTMzm1ogfM7r7HAkyR4nV4kDIyDgNJap7XoMPahc9n9SZ3K8AHJiI82oLzGgV+PVKKk0oYuce3zZUMIgV05Zfi/zUdhrbb73aZWSTijWzQG9YrDwJ5xxx34T9TRWKwRBYhaq0bikCQUbS1QdjdQSdCYtHDVOH3XAQFJpVyWPTLUGlXDbc0eSAWo1I3TmJQWN5Va8j2G7BW+wk/pUpUhaVSABCSlJ7NQo05HrVbhvIwUfPjfXADA91mFmHJBv9N+3ENFNfjwv7nIK63zO94lzoSzhnTByIHJMBvYDUGhh8UaUQBlzBiOygMVcFTZlfEZKWZU293wur3QmDS+2aAqnQQIVcPMTWXSgVLAeaHSqKBqHPCqUiZ7qHVKAabSSZA8Kl/XqFL4NW0rxXFq1FmddWZXfL75CJxuL7buLcHogV3Qq2vrtub5LbdHxhdbjuDbnQV+g9H7pcRg4pie6JMS3aknMlH4Y7FGFEDGBBMuWH6Rb501SBLiz0zyW2et9ljrrHUxQ6VXw2v3QNJIqDpQAdkroDFqlFGzDWPdNDotovpHw1Zqg9vmUrpeLVokDknitlLUqRn1GpyXkYKvtuXBIwu88Z99mHv9sIaxSa2Xb63DW18dQFGFzXcsJcGMSWf1wsBecSzSqFNgsUYUYMYEE8Y+MA5etxcemxsakxZqrRqSELDodKhzuZRFjBtuA+B3ntftRW1+DX5dsxslu4pRsccK2Sugs+h9C99G94qGPtqAsxedh6jUaHZ9Uli4ZFQP5ORX41BxDSpqnXhrQzZuv2JQq9ZXFELg+6xCfLrpsG81eo1KwmVje+GCYd05Fo06FRZrRB1ErVX77R6g1qphiDXAXumFkCT/235zXuwZcTjrwXP9CrfyX8vgsXugMWrYkkZhSaNWYerEAXjynV2od7ix53AFvt1RgAtHpJ7wfjaHG29vyMbuwxW+Y90TzfjDRWlISex8W1gRsVgj6kR+W7g1b4EjCkexFj1uujgNL63fAwHg058O43BxDS4d1ROpyRa/c0ur7Nh1wIpNe4pRXe/yHR+f2R2Xj+3FNdCo02KxRtRJ/baljihcDewVh4tH9cCXP+cBAHYfqsDuQxXolxIDvU4NWRaornehsNx/43CzQYs/XNQfg3vHByNsonbDYo2IiELexNE9EWXUYcO2PFTblFaznMLq454/qFccfj++H2JPsN0RUWfBYo2IiEKeJEkYN7Qbxgzugi17S/D1jvwWey73TI7CsP6JGNYvEXFRLNIofLBYIyKiTkOrUWHc0G44O70ram1uqFUS1CoJGrUqJDfgJmoPLNaIiKjTUUkSYsy6YIdB1CH4NYSIiIgohLFYIyIiIgphLNaIiIiIQhiLNSIiIqIQxmKNiIiIKISxWCMiIiIKYSzWiIiIiEIYizUiIiKiEMZijYiIiCiEsVgjIiIiCmEs1oiIiIhCmCSEEMEOgoiIiIiOjS1rRERERCGMxRoRERFRCGOxRkRERBTCWKwRERERhTAWa0REREQhjMUaERERUQhjsUZEREQUwlisEREREYUwFmtEREREIYzFWgdwOp144IEHMHLkSIwbNw6rV68OdkgdoqSkBLNnz8bo0aNx7rnnYunSpXA6nQCAvLw83HrrrRg2bBguv/xy/PDDD0GOtmNMnz4d999/v+/63r17MWXKFGRkZODaa6/F7t27gxhd4LlcLixatAijRo3C2WefjaeeegqNm6hEUi6KioowY8YMDB8+HBMmTMC//vUv322RkAeXy4VJkyZhy5YtvmMne0/YtGkTJk2ahIyMDEydOhV5eXkdHXa7O1Yedu3ahRtuuAGZmZm49NJL8d577/ndJxzzABw7F41qa2tx7rnnYt26dX7HP/30U1x00UXIyMjAzJkzUVFR0VHhdjgWax3giSeewO7du/H666/j4YcfxsqVK/HFF18EO6yAEkJg9uzZsNvtWLNmDZ5++ml8++23eOaZZyCEwMyZM5GYmIgPPvgAv/vd73D33XejsLAw2GEH1GeffYbvvvvOd91ms2H69OkYOXIk1q1bh8zMTMyYMQM2my2IUQbWY489hk2bNuHVV1/F8uXL8e6772Lt2rURl4t77rkHJpMJ69atwwMPPIBnnnkGX331VUTkwel0Ys6cOcjOzvYdO9l7QmFhIWbOnInJkyfj/fffR3x8PO666y505t0Sj5UHq9WKP/3pTxg9ejQ+/PBDzJ49G4sXL8bGjRsBhGcegGPnorlly5ahtLTU79gvv/yCBQsW4O6778batWtRU1OD+fPnd0S4wSEooOrr60V6errYvHmz79jzzz8vbrrppiBGFXg5OTkiLS1NWK1W37H169eLcePGiU2bNolhw4aJ+vp632233HKLeO6554IRaoeorKwU5513nrj22mvFfffdJ4QQ4r333hMTJkwQsiwLIYSQZVlcfPHF4oMPPghmqAFTWVkpBg8eLLZs2eI7tmrVKnH//fdHVC6qqqpEWlqa2L9/v+/Y3XffLRYtWhT2ecjOzhZXXXWVuPLKK0VaWprvffFk7wnPPPOM33umzWYTmZmZfu+rncnx8vDWW2+JiRMn+p370EMPiTlz5gghwi8PQhw/F41+/vlncfHFF4tzzjnH7+/g3nvv9b2XCiFEYWGhGDBggDh69GiHxd6R2LIWYPv27YPH40FmZqbv2IgRI5CVlQVZloMYWWAlJSXhlVdeQWJiot/xuro6ZGVlYfDgwTCZTL7jI0aMwK5duzo4yo7z+OOP43e/+x369evnO5aVlYURI0ZAkiQAgCRJGD58eNjmYfv27bBYLBg9erTv2PTp07F06dKIyoXBYIDRaMS6devgdruRm5uLHTt2YNCgQWGfh61bt2LMmDFYu3at3/GTvSdkZWVh5MiRvtuMRiOGDBnSafNyvDw0Dhf5rbq6OgDhlwfg+LkAlK7Rhx56CAsXLoROp/O77be56NatG1JSUpCVlRXwmINBE+wAwp3VakVcXJzfCy0xMRFOpxNVVVWIj48PYnSBEx0djXPPPdd3XZZl/Pvf/8bYsWNhtVqRnJzsd35CQgKKi4s7OswO8dNPP2Hbtm1Yv349HnnkEd9xq9XqV7wBSh6O1xXQ2eXl5aF79+746KOP8OKLL8LtdmPy5Mm48847IyoXer0eCxcuxOLFi/HGG2/A6/Vi8uTJmDJlCr7++uuwzsMf/vCHYx4/2XtCuL1nHC8PqampSE1N9V0vLy/HZ599hlmzZgEIvzwAx88FALz44osYPHgwxo0b1+K20tLSsMvFibBYCzC73d7iG0HjdZfLFYyQgmLZsmXYu3cv3n//ffzrX/86Zk7CMR9OpxMPP/wwFi5cCIPB4Hfb8V4b4ZgHQBmjd+TIEbzzzjtYunQprFYrFi5cCKPRGHG5OHjwIMaPH4/bbrsN2dnZWLx4Mc4666yIy0Ojk/3ekZgXh8OBWbNmITExEddffz2AyMpDTk4O3nnnHXzyySfHvN3hcERMLgAWawGn1+tbvHgar//2wztcLVu2DK+//jqefvpppKWlQa/Xo6qqyu8cl8sVlvlYuXIlzjzzTL9WxkbHe22EYx4AQKPRoK6uDsuXL0f37t0BKAOm3377bfTq1SticvHTTz/h/fffx3fffQeDwYD09HSUlJTgn//8J3r06BExeWjuZO8Jx/tbiY6O7qgQO1R9fT3uuusuHD58GG+99RaMRiOAyMmDEAIPPvggZs+e3WIoTaPj5aIxV+GGY9YCrEuXLqisrITH4/Eds1qtMBgMYfcHdiyLFy/Ga6+9hmXLluHSSy8FoOSkrKzM77yysrIWTdrh4LPPPsOGDRuQmZmJzMxMrF+/HuvXr0dmZmZE5QFQxjHq9XpfoQYAZ5xxBoqKiiIqF7t370avXr38CrDBgwejsLAwovLQ3Ml+7+PdnpSU1GExdpS6ujpMmzYN2dnZeP3119G7d2/fbZGSh8LCQuzcuROPP/64772zsLAQDz/8MO644w4AkZOLRizWAmzQoEHQaDR+A0C3b9+O9PR0qFThnf6VK1finXfewVNPPYUrrrjCdzwjIwN79uyBw+HwHdu+fTsyMjKCEWZAvfnmm1i/fj0++ugjfPTRR5gwYQImTJiAjz76CBkZGdi5c6dv2r0QAjt27AjLPADK/7vT6cShQ4d8x3Jzc9G9e/eIykVycjKOHDni1yqQm5uL1NTUiMpDcyd7T8jIyMD27dt9t9ntduzduzfs8iLLMu6++27k5+fjzTffRP/+/f1uj5Q8dOnSBV9++aXvffOjjz5CcnIyZs+ejSVLlgBomYuioiIUFRWFXS4ahXe1EAKMRiOuvvpqPPLII/jll1+wYcMGrF69GlOnTg12aAF18OBBvPDCC/jTn/6EESNGwGq1+n5Gjx6Nbt26Yf78+cjOzsZLL72EX375Bdddd12ww2533bt3R69evXw/ZrMZZrMZvXr1wsSJE1FTU4MlS5YgJycHS5Ysgd1ux2WXXRbssAOiT58+uOCCCzB//nzs27cP//3vf/HSSy/hxhtvjKhcTJgwAVqtFg8++CAOHTqEb775Bi+++CJuvvnmiMpDcyd7T7j22muxY8cOvPTSS8jOzsb8+fORmpqKMWPGBDny9vX+++9jy5YteOyxxxAdHe17z2zsIo6UPGg0Gr/3zV69ekGj0SAhIQFdunQBANx44434+OOP8d5772Hfvn2YN28eLrjgAvTo0SPI0QdIEJcNiRg2m03MmzdPDBs2TIwbN0689tprwQ4p4FatWiXS0tKO+SOEEIcPHxZ//OMfxZlnnimuuOIK8eOPPwY54o5x3333+a0NlJWVJa6++mqRnp4urrvuOrFnz54gRhd4NTU14t577xXDhg0TZ511llixYoVvTbFIykV2dra49dZbxfDhw8VFF10kXnvttYjLw2/X1DrZe8LGjRvFJZdcIoYOHSpuueWWsFlPq3kebr/99mO+ZzZfWy1c8yBEy9dEc+PHj2+x3uAHH3wgzj//fDFs2DAxc+ZMUVFR0RFhBoUkRCdf+piIiIgojLEblIiIiCiEsVgjIiIiCmEs1oiIiIhCGIs1IiIiohDGYo2IiIgohLFYIyIiIgphLNaIiIiIQhiLNSIiIqIQxmKNiMJGYWEhPvvsMwDKtk4rVqwIckQntm7dOgwYMKDV5wsh8OGHH6K8vDyAURFRqOEOBkQUNm6++WZ0794d//jHP1BRUQG9Xg+z2RzssI7L4XCgtrYWSUlJrTp/69atuPnmm/H1118jNTU1wNERUajQBDsAIqJAiI+PD3YIJ2UwGGAwGFp9Pr9bE0UmdoMSUVi4+eabsXXrVnz44YeYMGGCXzfoihUrcOutt2LlypU4++yzkZmZiYULF6KoqAgzZsxARkYGLr74YmzcuNH3eC6XC8uWLcO5556LzMxM/P73v8cPP/zgu33dunU477zz8O6772LcuHHIzMzEzJkzUVJS4jvH4XDgmWeewYUXXoj09HT87ne/w3/+8x+/x2jeDTpgwAC8//77uPXWWzF06FCMGzcOK1euBABs2bIFU6dOBQBceOGFWLduXUDySEShh8UaEYWFFStWIDMzE5dddhnef//9Frdv27YNhw4dwpo1a/Dggw9i7dq1uO6663DZZZdh3bp16Nu3L+6//35f69X8+fPx448/4sknn8SHH36Iyy67DH/+85/9CrqKigq8/vrreOaZZ/D666+jqKgId9xxBzweDwBgzpw5+Oijj/DQQw/hk08+wUUXXYS//OUv2LBhw3F/j8cffxzXXHMNPvvsM9x0001YsWIFfv75Z2RmZvqKz/feew+XX355O2aPiEIZizUiCguxsbHQarUwGAzH7AKVZRmLFi3CGWecgWuvvRZxcXEYO3Ysrr76avTt2xc33ngjKisrYbVaceTIEXz66adYunQpxowZg969e+O2227DFVdcgVdffdX3mG63G48//jhGjhyJoUOHYtmyZThw4AB++uknHDx4EF9//TUefvhhXHDBBTjjjDMwa9YsXHjhhXjxxReP+3tcffXV+N3vfocePXrgz3/+M6Kjo7Fjxw7odDrExMQAULp429J9SkSdG8esEVFESEhIgMVi8V03mUzo2bOn73pj8eNyubB3714AwB/+8Ae/x3C73YiOjvZdN5vNOPPMM33X+/bti5iYGBw4cAC1tbUAgBEjRvg9xqhRo/DUU08dN86+ffv6XY+KioLb7W7V70hE4YnFGhFFBK1W2+KYSnXszoXGrtA1a9a0mE3a/D7Hekyv1wu1Wn3cOIQQ0GiO/9ar0+mOGw8RRSZ2gxIR/Ub//v0BAFarFb169fL9rFu3zm9gf1VVFfLy8nzXs7OzUVdXh8GDB/smDmzfvt3vsbdt24Z+/fqdUlySJJ3S/Yioc2OxRkRhw2w2o6CgAMXFxaf1OP3798f48ePx8MMP45tvvkFeXh5efvllrFq1yq/rFADuvfde7N69G7t27cK8efOQmZmJUaNGoW/fvhg/fjwWLVqEjRs34tChQ1i5ciW+/vpr3H777acUl8lkAgDs27cP9fX1p/U7ElHnwWKNiMLGDTfcgAMHDuCqq66C1+s9rcd6+umncckll2DhwoW4/PLL8dFHH2HJkiW45ppr/M678sorMX36dNxxxx3o378/Vq1a5WsBe+qpp3DRRRdhwYIFuOqqq/Dtt99ixYoVmDhx4inFlJaWhvPPPx/33HMP1q5de1q/HxF1HtzBgIjoFKxbtw7z58/H/v37gx0KEYU5tqwRERERhTAWa0REREQhjN2gRERERCGMLWtEREREIYzFGhEREVEIY7FGREREFMJYrBERERGFMBZrRERERCGMxRoRERFRCGOxRkRERBTCWKwRERERhbD/B75LKwcHLc4mAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or we can visualize the distance between the shapelet $S$ and all subsequences of the same size in $X$. We refer to this as the **distance vector** between $S$ and $X$, and its defined as" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-11-22T18:15:17.957299Z", "start_time": "2024-11-22T18:15:17.835872Z" } }, "source": [ "fig = shp_vis.plot_distance_vector(X_test[1], figure_options={\"figsize\": (7, 4)})" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The distance vector graph illustrates the distance between the shapelet and each subsequence based on the starting index of the shapelet as it is slid through. For example, the graph overlapping the shapelet and the best matching subsequence, shows that when the shapelet starts at the 39th index the subseries best fits the shapelet. This is also demonstrated in the distance vector graph, where y is minimum at x = 39." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# From Shapelet trees to the Shapelet Transform\n", "\n", "A bit later the Shapelet Transform [[2]](https://ueaeprints.uea.ac.uk/id/eprint/40201/1/LinesKDD2012.pdf) was introduced as an alternative to shapelet-based decision trees. Their idea was to use shapelets not as a splitting criterion in a tree, but as a way to extract features from time series, in order to be able to use any kind of tabular classifier. In this method, only one feature was extracted from each time series $X$ and shapelet $S$ : the distance $dist(S,X)$.\n", "\n", "Given a set of $k$ shapelets ${\\cal S} = [S_1, \\ldots, S_k]$, this allows to create an embedding ${\\cal X}'$ of a time series dataset ${\\cal X} = [X_1, \\ldots, X_n]$ such as :\n", "\n", "$\\displaystyle{{\\cal X}' = \\begin{bmatrix}\n", "dist(S_1, X_1) & ... & dist(S_k, X_1) \\\\\n", "... & ... & ... \\\\\n", "dist(S_1, X_n) & ... & dist(S_k, X_n)\n", "\\end{bmatrix}}$\n", "\n", "Less formally, the Shapelet Transform creates a table where the rows are the original\n", " time series and each column is a feature, in this case the (shortest) distance from the shapelet to the time series.\n", "\n", "This can be used as a tabular dataset with $k$ features by any tabular classifier. In aeon, every shapelet-based transformation algorithm is following this same reasoning, with some extracting more than one feature per shapelet (for example [RDST](https://www.aeon-toolkit.org/en/latest/api_reference/auto_generated/aeon.transformations.collection.shapelet_based.RandomDilatedShapeletTransform.html), which extract 3 features, giving $3k$ features).\n", "\n", "We can list all the available shapelet transformers in aeon by doing the following :\n", "\n", "\n" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-11-22T18:15:18.080738Z", "start_time": "2024-11-22T18:15:17.978563Z" } }, "source": [ "from aeon.utils.discovery import all_estimators\n", "\n", "for k, v in all_estimators(\"transformer\", tag_filter={\"algorithm_type\": \"shapelet\"}):\n", " print(f\"{k}: {v}\")" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RSAST: \n", "RandomDilatedShapeletTransform: \n", "RandomShapeletTransform: \n", "SAST: \n" ] } ], "execution_count": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us, for example, select the `RandomShapeletTransform` transformer, we can use the `fit` and `transform` functions to obtain the time series embdeding :" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-11-22T18:18:25.504720Z", "start_time": "2024-11-22T18:18:25.222014Z" } }, "source": [ "from aeon.transformations.collection.shapelet_based import RandomShapeletTransform\n", "\n", "st = RandomShapeletTransform(max_shapelets=10, n_shapelet_samples=500, random_state=0)\n", "st.fit(X_train, y_train)\n", "st.transform(X_test).shape" ], "outputs": [ { "data": { "text/plain": [ "(150, 10)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As planned, we obtain a matrix of size $(n,k)$. Given a fitted instance of any shapelet-based transformations, we can use another visualization class to plot the shapelets that were extracted :" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-11-22T18:18:28.193073Z", "start_time": "2024-11-22T18:18:28.050331Z" } }, "source": [ "from aeon.visualisation import ShapeletTransformerVisualizer\n", "\n", "st_vis = ShapeletTransformerVisualizer(st)\n", "id_shapelet = 0 # Identifier of the shapelet\n", "\n", "fig = st_vis.plot_on_X(id_shapelet, X_test[1], figure_options={\"figsize\": (7, 4)})" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also create and customize your own shapelet plots with this class, for example :\n" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-11-22T18:18:41.175155Z", "start_time": "2024-11-22T18:18:40.795992Z" } }, "source": [ "from matplotlib import pyplot as plt\n", "\n", "fig, ax = plt.subplots(ncols=3, figsize=(15, 5))\n", "st_vis.plot(\n", " id_shapelet,\n", " ax=ax[0],\n", " scatter_options={\"c\": \"purple\"},\n", " line_options={\"linestyle\": \"-.\"},\n", ")\n", "st_vis.plot_on_X(\n", " id_shapelet, X_test[1], ax=ax[1], line_options={\"linewidth\": 3, \"alpha\": 0.5}\n", ")\n", "ax[1].set_title(f\"Best match of shapelet {id_shapelet} on X\")\n", "st_vis.plot_distance_vector(\n", " id_shapelet, X_test[1], ax=ax[2], line_options={\"c\": \"brown\"}\n", ")\n", "ax[2].set_title(f\"Distance vector of shapelet {id_shapelet} on X\")" ], "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distance vector of shapelet 0 on X')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 36 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Normalized shapelets\n", "\n", "Notice how in the above plot, the shapelet values (left-most plot) do not match the ones used to position it on the time series (central plot). This is due to the fact that in `RandomShapeletTransform`, all shapelets use a normalized distance. This has the effect of making the shapelet **scale-invariant**. This means that the best match to the shapelet focuses on the subsequence's **shape**, and is independent to its **scale**. This is the case for most shapelet transformation estimators in aeon. In the `RandomDilatedShapeletTransform` [3], you can tune the `proba_normalization` parameter to modify the probability that a shapelet will be initialized with a normalized distance during `fit`.\n", "\n", "\n", "To achieve this, both the shapelet values and the subsequences values are z-normalized prior to computing $dist(S,X)$, for example to z-normalize $S$, we first compute $\\mu_S$ and $\\sigma_S$, respectively the mean and standard deviation of $S$ and obtain its normalized version $\\bar{S}$ as :\n", "\n", "$\\displaystyle{\\bar{S} = \\frac{(S - \\mu_S)}{\\sigma_S}}$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# How are shapelets extracted from the time series ?\n", "\n", "Now that we understand what shapelets are and how they are used, a question is left unanswered, how do we extract them ? This process is hidden behind the `fit` method of the shapelet-based transformations. We can distinguish x types of shapelet extraction processes:\n", "\n", "- **Exaustive search** : In this case, we extract all possible shapelet candidates (i.e. all subsequences of a given length) and evalute their quality to select the best ones. For example, after removing self-similar shapelets, we can compute the information gain of a shapelet $S$ based on $dist(S,X) < \\lambda$, as done in the shapelet-tree of [1], or as in [2] with the F-statistic of a fixed effects ANOVA.\n", "\n", "- **Heuristic-based search**: One issue of the exhaustive search is that it can take a long time to extract and evaluate all shapelet candidates in a dataset. A lot of different approaches are proposed in the literature try to approximate the result of the exaustive search while minimizing the time needed to obtain the shapelets.\n", " - For example, instead of evaluating all possible candidates, `RandomShapeletTransform` uses a parameter `n_shapelet_samples` to randomly extract a limited number of shapelets from the input. It then restricts the quality evaluation to these randomly extracted candidates to reduce the search time. It also considers the notion of self-similar shapelets during the candidate extraction to avoid sampling similar shapelets as they would be redundant.\n", " - Others such as `SAST`[4] only select a small number of \"reference\" time series in the training data where all subsequences will be considered as shapelets without evaluating their quality. This leaves the \"feature selection\" step to the classifier that will use the transformation. `RSAST`[5] uses the same approach but also uses some statistical critera to further reduce the number of candidates extracted from these reference time series.\n", " - Another approach used in `RandomDilatedShapeletTransform` is to use a semi-random extraction which is guided by a masking of the input space. Once a shapelet has been randomly sampled from a time series, the neighboring points around the sampling point are removed from the list of available sampling points. This avoids extracting self-similar shapelets and improves the diversity of the extracted shapelet set. The number of neighboring points affected by this process is controlled with the `alpha_similarity` parameter.\n", "\n", "- **Shapelet generation**: This last approach takes another view at the problem: What if the best shapelets for my dataset are not present in the training data ? The goal is to use optimization methods, such as gradient descent or evolutionary algorithm, to generate shapelet values instead of extracting them from the input. The first shapelet generation method was Learning Shapelet [6], which due to the nature of the extraction, is only implemented as a classifier in aeon inside `LearningShapeletClassifier`.\n", "\n", "\n", "## Shapelet \"self-similarity\"\n", "We can visualize the notion of self similarity using the following image. Consider that we sample the shapelet highlighted in green, under self similarity (which is a special case of `alpha_similarity` where `alpha=1`), all the neighboring subsequences, which are stacked and highlighted in red, cannot be considered as shapelet candidates since they would overlap. The next valid candidates would be the ones highlighted in orange since they don't overlap with the green shapelet. The number of pruned candidates is determined by $\\alpha \\times l$ with $l$ the length of the sampled shapelet (in green).\n", "\n", "\"drawing\"" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "# Shapelet Transform for Classification\n", "\n", "Let us recall that given a set of $k$ shapelet ${\\cal S} = [S_1, \\ldots, S_k]$ extracted from a shapelet transformer during the `fit` method, we create an embedding ${\\cal X}'$ of a time series dataset ${\\cal X} = [X_1, \\ldots, X_n]$ with the `transform` method to obtain:\n", "\n", "$\\displaystyle{{\\cal X}' = \\begin{bmatrix}\n", "dist(S_1, X_1) & ... & dist(S_k, X_1) \\\\\n", "... & ... & ... \\\\\n", "dist(S_1, X_n) & ... & dist(S_k, X_n)\n", "\\end{bmatrix}}$\n", "\n", "Knowing how the shapelet transform works, we can now use a classifier on the transformed data to make a classification model. Multiple estimator in `aeon` provide you a classification interface with a `fit` and a `predict` function. The overall shapelet classification framework can be seen in the image below:\n", "\n", "\"drawing\"\n", "\n", " You can obtain the list of available shapelet-estimators with :" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example, using the `ShapeletTransformClassifier`, the `fit` method will extract shapelets, perform the transformation of the data, and by default, train a `RotationForestClassifier` classifier on the transformed data. You can choose which classifier you want to use, either by using the `estimator` parameter, or by building a pipeline yourself from a `RandomShapeletTransform` estimator :" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-11-22T18:19:09.845752Z", "start_time": "2024-11-22T18:19:09.562581Z" } }, "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "from aeon.classification.shapelet_based import ShapeletTransformClassifier\n", "\n", "stc = ShapeletTransformClassifier(\n", " estimator=RandomForestClassifier(ccp_alpha=0.01), n_shapelet_samples=100\n", ")\n", "stc.fit(X_train, y_train)\n", "stc.score(X_test, y_test)" ], "outputs": [ { "data": { "text/plain": [ "0.98" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 38 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly to visualizing transformers, we can also visualize individual shapelets of a shapelet-based classifier, and, when possible, plot the best shapelets based on feature importance criterions of some estimators. The scope of these estimators is generally limited to those inheriting from scikit-learn’s BaseDecisionTree, BaseForest, or LinearClassifierMixin classes, as these are known to be among the most interpretable models where feature weights directly relate to the input features.\n", "\n", "For instance, in aeon's Rotational Forest, the application of Principal Component Analysis (PCA) complicates tracing feature importance back to individual shapelets. Since PCA transforms the original feature space into a new set of uncorrelated components, it becomes difficult to directly associate these components with the original shapelet features, reducing the interpretability in terms of feature importance." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2024-11-22T18:19:15.381320Z", "start_time": "2024-11-22T18:19:14.750035Z" } }, "source": [ "from aeon.visualisation import ShapeletClassifierVisualizer\n", "\n", "stc_vis = ShapeletClassifierVisualizer(stc)\n", "id_class = 0\n", "fig = stc_vis.visualize_shapelets_one_class(\n", " X_test,\n", " y_test,\n", " id_class,\n", " figure_options={\"figsize\": (18, 12), \"nrows\": 2, \"ncols\": 2},\n", ")" ], "outputs": [ { "data": { "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The four graphs each aid in the interpretability of shapelet-based algorithms. Here we take the most discriminating shapelet of class 0 and explore it for both local and global patterns.\n", "\n", "- Boxplot of Min (Top Left): This graph introduces a new perspective by focusing on a global quality of the shapelet. It shows the distribution of the minimum distances between the shapelet and each time series across different classes. As expected, the shapelet fits class 0 more closely than the other classes.\n", "\n", "- Best Match on Examples (Top Right): This graph extends the best match visualization by showing how the shapelet fits a random time series from each class. The green and orange curves represent samples from classes 1 and 0, respectively. The shapelet should, and does, align more closely with the organge time series of class 0, illustrating its effectiveness in distinguishing between the two classes according to a local pattern.\n", "\n", "- Shapelet Params (Bottom Left): This graph, already introduced, elegantly displays the shapelet's pattern over time.\n", "\n", "- Distance Vectors of Examples (Bottom Right): This graph is an extension of the distance vector visualization, offering a comparison of how well the shapelet fits the two time series, from the 'Best Match on Examples' graph, at each point. This allows for a global understanding of how well the shapelet fits a time series at any point." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dilated shapelets\n", "\n", "Dilated shapelets [3] modify the formulation of the distance function $dist(S,X)$, by adding a dilation parameter $\\mathbf{d}$ to $S$, working similarly to dilation in convolutional kernels. The goal of this parameter is two-fold :\n", "- Increase the receptive field of the shapelet, by allowing it to span across $l\\times \\mathbf{d}$ points while only needing $l$ values.\n", "- The fact we only need $l$ instead of $l\\times \\mathbf{d}$ to compute $dist(S,X)$ with an equivalent receptive field is also an advantage to avoid the curse of dimensionality (i.e. the more points we compare in a distance, the greater the possibility of an equivalent results for widely different inputs given the same).\n", "\n", "The distance formulation, which is equivalent to the classic one when $\\mathbf{d}=1$, is then :\n", "\n", "$\\displaystyle{dist(S,X) = \\min\\limits_{i\\ :1, \\ldots, m-(l\\times \\mathbf{d})} \\sqrt{\\sum_{j=0}^{l-1}(\\mathbf{s}_j - \\mathbf{x}_{i+(j\\times \\mathbf{d})})^2}}$\n", "\n", "Which then for $\\mathbf{d}=2$ can be illustrated as :\n", "\n", "\"drawing\"\n", "\n", "Note that `RDST` uses the manhattan distance instead of the euclidean distance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extracting more features from the distance vector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The distance vector $V = [v_1, \\ldots, v_{m-(l\\times \\mathbf{d})}]$ with $v_i = \\sqrt{\\sum_{j=0}^{l-1}(\\mathbf{s}_j - \\mathbf{x}_{i+(j\\times \\mathbf{d})})^2}$ (here with euclidean distance), contains all the distances between $S$ and the candidate subsequences in $X$ (subsequence of the same length, including dilation). While most shapelet-based transformers and classifiers in aeon only extract the minimum value from $V$, in `RandomDilatedShapeletTransform`, two more features are extracted :\n", "\n", "- $\\text{argmin} V$ : the location of the best match, where the location is the position of the front of the shapelet\n", "- $\\sum_i I(v_i < \\lambda)$ : the shapelet occurence feature, which counts how many times $S$ was $\\lambda$-close to $X$ (with $I$ the identity function).\n", "\n", "These features allow us to use shapelets to discriminate, and as `RandomDilatedShapeletTransform` also make use of normalized and non-normalized shapelets, we can distinguish the following cases :\n", "\n", "\"drawing\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generalization to the multivariate case\n", "\n", "The case of multivariate shapelets is a matter of adapting the distance function $dist(S,X)$ to the multivariate case. This boils down to a question of whether to use a channel dependent or channel independent distance. In the dependent one, the distance is considering multiple channels, while in the independent approach, we apply a univariate distance to all the channels and sum the distance vectors of each channel together. This choice is specific to the nature of the data and of the distance function.\n", "\n", "For example if we use dynamic time warping (DTW), this would mean that we either search a warping path that include all channels, or search warping paths independently for each channel. But if we were using a **squared** euclidean distance (where we don't use the square root), both options would be equivalent.\n", "\n", "For now only `RDSTClassifier` and `ShapeletTransformClassifier` (and their respective transform) support multivariate inputs. Another thing that can change in the multivariate case, is that a shapelet $S$ may only consider a subset of the channels when computing the distance (this adds a parameter to $S$ which is a boolean mask to indicate which channel is used). This was used in the original implementation of `RDSTClassifier`, but it is not present in the `aeon` implementation for the moment.\n", "\n", "## Generalization to the unequal length case\n", "\n", "In this case, the only adaptation needed is to make sure that shapelets are not longer than any of the time series we use as input. Otherwise, this is more of an implementation problem, as theoritically, there is no issue with computing distance vectors with a shapelet and different sized time series.\n", "\n", "**One point of attention in this case will be on the feature extracted**. Notably with `RDSTClassifier`, as both the `argmin` and the `ShapeletOccurence` features will be affected by varying time series length, it is up to the user to decide whether these feature should be normalized by the length of the time series from which they are extracted (e.g. `argmin/m_i`, with $m_i$ the length of time series $X_i$). If not normalized, these features could encode some information about time series length, and thus bias the classifier if this information is irrelevant.\n" ] }, { "cell_type": "markdown", "source": [], "metadata": { "collapsed": false } }, { "cell_type": "markdown", "source": [ "## SAST Example\n", "\n", "The `SASTClassifier` [4] is a pipeline shapelet based classifier we can use for\n", "further visualisation examples.\n" ], "metadata": { "collapsed": false } }, { "cell_type": "code", "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "from aeon.classification.shapelet_based import SASTClassifier\n", "\n", "stc = SASTClassifier(classifier=RandomForestClassifier(ccp_alpha=0.01)).fit(\n", " X_train, y_train\n", ")\n", "from aeon.visualisation import ShapeletClassifierVisualizer\n", "\n", "stc_vis = ShapeletClassifierVisualizer(stc)\n", "id_class = 0\n", "fig = stc_vis.visualize_shapelets_one_class(\n", " X_test,\n", " y_test,\n", " id_class,\n", " n_shp=3,\n", " figure_options={\"figsize\": (18, 12), \"nrows\": 2, \"ncols\": 2},\n", ")" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-11-22T18:19:45.261494Z", "start_time": "2024-11-22T18:19:26.204977Z" } }, "outputs": [ { "data": { "text/plain": [ "
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" 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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 40 }, { "cell_type": "code", "source": [ "weights = stc._classifier.feature_importances_\n", "fig = stc.plot_most_important_feature_on_ts(X_test[0][0], weights, 3)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-11-22T18:19:57.280397Z", "start_time": "2024-11-22T18:19:56.789916Z" } }, "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 41 }, { "cell_type": "markdown", "source": [], "metadata": { "collapsed": false } }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Performance on the UCR univariate datasets\n", "\n", "Our current shapelet classifiers are in the directory `aeon.classification.shapelet_based`. We currently only have reference results for three of these." ] }, { "cell_type": "code", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "ExecuteTime": { "end_time": "2024-11-22T18:20:04.722009Z", "start_time": "2024-11-22T18:20:04.486041Z" } }, "source": [ "all_shapelet_classifiers = [\n", " \"MrSQMClassifier\",\n", " \"ShapeletTransformClassifier\",\n", " \"RDSTClassifier\",\n", " \"SASTClassifier\",\n", " \"RSASTClassifier\",\n", " \"LearningShapeletClassifier\",\n", "]\n", "from aeon.benchmarking.results_loaders import get_estimator_results_as_array\n", "from aeon.datasets.tsc_datasets import univariate\n", "\n", "est = [\"MrSQMClassifier\", \"RDSTClassifier\", \"ShapeletTransformClassifier\"]\n", "names = [t.replace(\"Classifier\", \"\") for t in est]\n", "results, present_names = get_estimator_results_as_array(\n", " names, univariate, include_missing=False\n", ")\n", "results.shape" ], "outputs": [ { "data": { "text/plain": [ "(112, 3)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 42 }, { "cell_type": "code", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "ExecuteTime": { "end_time": "2024-11-22T18:20:05.920570Z", "start_time": "2024-11-22T18:20:05.858441Z" } }, "source": [ "from aeon.visualisation import plot_boxplot, plot_critical_difference\n", "\n", "plot_critical_difference(results, names)" ], "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 43 }, { "cell_type": "code", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "ExecuteTime": { "end_time": "2024-11-22T18:20:08.913991Z", "start_time": "2024-11-22T18:20:08.696159Z" } }, "source": [ "plot_boxplot(results, names, relative=True)" ], "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 44 }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## References\n", "\n", "[1] L. Ye and E. Keogh. Time series shapelets: A new primitive for data mining. In\n", "Proc. 15th ACM SIGKDD, 2009 (https://www.cs.ucr.edu/~eamonn/shaplet.pdf)\n", "\n", "[2] J. Lines et al. A shapelet transform for time series classification. In Proc. 18th ACM SIGKDD, 2012.\n", "\n", "[3] Antoine Guillaume et al. Random Dilated Shapelet Transform: A New Approach for Time Series Shapelet. ICPRAI 2021.\n", "\n", "[4] Mbouopda, Michael Franklin, and Engelbert Mephu Nguifo. Scalable and accurate subsequence transform for time series classification. Pattern Recognition 147, 2023.\n", "\n", "[5] Varela, N. R., Mbouopda, M. F., & Nguifo, E. M. RSAST: Sampling Shapelets for \n", "Time Series Classification. 2023.\n", "\n", "[6] Grabocka, J. et al. Learning time-series shapelets. In Pro.e 20th ACM SIGKD, 2014.).\n" ] }, { "metadata": { "ExecuteTime": { "end_time": "2024-11-22T18:15:17.334588Z", "start_time": "2024-11-22T18:15:17.319533Z" } }, "cell_type": "code", "source": "", "outputs": [], "execution_count": null } ], "metadata": { "kernelspec": { "display_name": "Python 3 (Spyder)", "language": "python3", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }