{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# [NTDS'19] assignment 2: learning with graphs — solution\n", "[ntds'19]: https://github.com/mdeff/ntds_2019\n", "\n", "[Clément Vignac](https://people.epfl.ch/clement.vignac), [EPFL LTS4](https://lts4.epfl.ch) and\n", "[Guillermo Ortiz Jiménez](https://gortizji.github.io), [EPFL LTS4](https://lts4.epfl.ch)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Students\n", "\n", "* Team: ``\n", "* Students: ` (for the indivudual submission) or `` (for the team submission)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rules\n", "\n", "Grading:\n", "* The first deadline is for individual submissions. The second deadline is for the team submission.\n", "* All team members will receive the same grade based on the team solution submitted on the second deadline.\n", "* As a fallback, a team can ask for individual grading. In that case, solutions submitted on the first deadline are graded.\n", "* Collaboration between team members is encouraged. No collaboration between teams is allowed.\n", "\n", "Submission:\n", "* Textual answers shall be short. Typically one to two sentences.\n", "* Code has to be clean.\n", "* You cannot import any other library than we imported.\n", "* When submitting, the notebook is executed and the results are stored. I.e., if you open the notebook again it should show numerical results and plots. We won't be able to execute your notebooks.\n", "* The notebook is re-executed from a blank state before submission. That is to be sure it is reproducible. You can click \"Kernel\" then \"Restart Kernel and Run All Cells\" in Jupyter." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Objective\n", "\n", "In this assignment you will experiment with the main concepts of spectral graph theory, as well as familizarize yourself with the main data science techniques for network data.\n", "\n", "The assignment is made of three parts:\n", "1. [Spectral Graph Theory](#sgt)\n", "1. [Regularization on graphs with Graph Signal Processing](#gsp)\n", "1. [Machine Learning on Graphs](#ml)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Part I: Spectral Graph Theory\n", "### Eigenvectors and eigenvalues\n", "\n", "We will start by reviewing some of the main concepts in spectral graph theory and see some of its applications to dimensionality reduction and data clustering. To illustrate the main concepts we will use the standard two moon dataset." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from scipy.spatial.distance import pdist, squareform\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pygsp.graphs import TwoMoons\n", "\n", "G = TwoMoons(moontype='synthesized', N=2000)\n", "X = G.coords\n", "Y = G.labels.astype(int)\n", "\n", "plt.scatter(X[:, 0], X[:, 1], c=Y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 1: Graph construction\n", "Build a similarity graph using the euclidean distance between data points. \n", "**Note:** Use an RBF kernel to set the edge weights $w_{ij}=\\exp(-||x_i- x_j||_2^2 / ~ 2 \\sigma^2)$ of your adjacency and threshold the ones with the smallest magnitude." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def epsilon_similarity_graph(X: np.ndarray, sigma=1, epsilon=0):\n", " \"\"\" X (n x d): coordinates of the n data points in R^d.\n", " sigma (float): width of the kernel\n", " epsilon (float): threshold\n", " Return:\n", " adjacency (n x n ndarray): adjacency matrix of the graph.\n", " \"\"\"\n", " dist = squareform(pdist(X))\n", " adjacency = np.exp(- dist ** 2 / (2 * sigma ** 2))\n", " adjacency[adjacency < epsilon] = 0\n", " np.fill_diagonal(adjacency, 0)\n", " return adjacency" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "adjacency = epsilon_similarity_graph(X, sigma=0.5, epsilon=0.1)\n", "plt.spy(adjacency)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How do you choose `sigma`?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**`sigma` reflects a typical (spatial) distance between the points. We want the graph to be connected but we also want it to have two clusters that would correspond to our data. One possible good strategy would be to start with average distance and then reduce it up to the point where we start seeing two separated clusters.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How do you choose the threshold `epsilon`?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**`epsilon` is a sparsity parameter. Epsilon should be reasonably low to keep the weights that have a meaningful distribution (it should be wide enough or simply diverse in terms of values). A good strategy for choosing `epsilon` would be to plot the distribution of the weights and tune it accordingly. In this case, the value of `epsilon` should around `0.7`.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 2: Laplacian\n", "Build the combinatorial and normalized graph laplacians for this dataset." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def compute_laplacian(adjacency: np.ndarray, normalize: bool):\n", " \"\"\" Return:\n", " L (n x n ndarray): combinatorial or symmetric normalized Laplacian.\n", " \"\"\"\n", " D = np.diag(np.sum(adjacency, 1)) # Degree matrix\n", " combinatorial = D - adjacency\n", " if normalize:\n", " D_norm = np.diag(np.clip(np.sum(adjacency, 1), 1, None)**(-1/2))\n", " return D_norm @ combinatorial @ D_norm\n", " else:\n", " return combinatorial" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "laplacian_comb = compute_laplacian(adjacency, normalize=False)\n", "laplacian_norm = compute_laplacian(adjacency, normalize=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 3: Eigendecomposition\n", "\n", "For both Laplacian matrices, compute the eigendecomposition $L = U^\\top \\Lambda U$, where the columns $u_k \\in \\mathbb{R}^N$ of $U = [u_1, \\dots, u_N] \\in \\mathbb{R}^{N \\times N}$ are the eigenvectors and the diagonal elements $\\lambda_k = \\Lambda_{kk}$ are the corresponding eigenvalues. Make sure that the eigenvalues are ordered, i.e., $\\lambda_1 \\leq \\lambda_2 \\leq \\dots \\leq \\lambda_N$. \n", "\n", "Justify your choice of a solver for the eigendecomposition." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**We need a solver that works with real symmetric matrices. Also, we want the values to be sorted. `np.linalg.eigh` is a good choice since it satisfies both conditions.**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def spectral_decomposition(laplacian: np.ndarray):\n", " \"\"\" Return:\n", " lamb (np.array): eigenvalues of the Laplacian\n", " U (np.ndarray): corresponding eigenvectors.\n", " \"\"\"\n", " return np.linalg.eigh(laplacian)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "lamb_comb, U_comb = spectral_decomposition(laplacian_comb)\n", "lamb_norm, U_norm = spectral_decomposition(laplacian_norm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 4: Interpretation\n", "We plot the sorted eigenvalues as a function of their index:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,5))\n", "plt.subplot(121)\n", "plt.plot(lamb_comb)\n", "plt.xlabel('Index')\n", "plt.ylabel('Eigenvalue')\n", "plt.title('Eigenvalues $L_{comb}$')\n", "plt.subplot(122)\n", "plt.plot(lamb_norm)\n", "plt.xlabel('Index')\n", "plt.ylabel('Eigenvalue')\n", "plt.title('Eigenvalues $L_{norm}$')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is the lowest eigenvalue $\\lambda_0$ and the corresponding eigenvector $u_0$? Answer for both Laplacian matrices." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**For both, combinatorial and normalized, Laplacian matrices, the lowest eigenvalues $\\lambda_0$ are 0 (technically, they are not exactly 0 due to a numerical error).**\n", "\n", "**Here is a good detailed answer regarding eigenvectors (team 1):**\n", "\n", "- The eigenvector $u_{0}$ for the combinatorial laplacian:
\n", "by the eigenvalue equation we have: $$L u_{0} = \\lambda_{0} u_{0}$$\n", "since $\\lambda_{0}=0$, then: $$L u_{0} = 0$$\n", "multiply by $u_{0}^{T}$ we get: $$u_{0}^{T} L u_{0} = u_{0}^{T} * 0 = 0$$\n", "but the quadratic form of the combinatorial laplacian is given by: $$u_{0}^{T} L u_{0} = \\sum_{(i, j) \\in E} w_{i,j}(u_{0}[i] - u_{0}[j])^2$$\n", "hence: $$\\sum_{(i, j) \\in E} w_{i,j}(u_{0}[i] - u_{0}[j])^2 = 0$$\n", "for this to hold, $u_{0}[i] = u_{0}[j]$ for every edge $(i, j) \\in E$. Then, $$u_{0} = c \\begin{bmatrix} 1 \\\\ 1 \\\\ \\vdots \\\\ 1 \\end{bmatrix}$$\n", "Therefore, the value of $u_{0}$ is the unit vector $e$.\n", "\n", "\n", "- The eigenvector $u_{0}^{'}$ for the normalized laplacian:
\n", "if we follow the same argument as before, we have that $$(u_{0}^{'})^{T} L_{n} u_{0}^{'} = 0$$\n", "since $$L_n = D^{-\\frac{1}{2}} L D^{-\\frac{1}{2}}$$\n", "we get: $$(u_{0}^{'})^{T} D^{-\\frac{1}{2}} L D^{-\\frac{1}{2}} u_{0}^{'} = 0$$\n", "as we shown this yields that $D^{-\\frac{1}{2}} u_{0}^{'}$ is a unit vector $e$.
\n", "Therefore, $u_{0}^{'} = D^{\\frac{1}{2}} e$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When filtering a signal or computing polynomials, which Laplacian provides the best numerical stability? Justify your answer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Normalized. Eigenvalues of normalized Laplacian are bounded between 0 and 2 while eigenvalues of combinatorial Laplacian are unbounded and have values proportional to the size of a graph which might make further computations numerically unstable.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 5: Connected components\n", "The eigendecomposition provides an easy way to compute the number of connected components in the graph. Fill the following function:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def compute_number_connected_components(lamb: np.array, threshold: float):\n", " \"\"\" lamb: array of eigenvalues of a Laplacian\n", " Return:\n", " n_components (int): number of connected components.\n", " \"\"\"\n", " return np.count_nonzero(lamb <= threshold)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tune the parameters $\\epsilon$ and $\\sigma$ of the similarity graph so that the graph is connected. Otherwise, clustering would be too simple!" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n" ] } ], "source": [ "print(compute_number_connected_components(lamb_norm, threshold=1e-12))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spectral clustering\n", "\n", "Let us now see one application of spectral graph theory to clustering the two moon dataset.\n", "\n", "#### Question 6: Baseline\n", "\n", "As a baseline, let us first see how the simplest clustering algorithm, K-means, performs on this dataset. Use K-means to assign a cluster to each point." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "\n", "kmeans = KMeans(n_clusters=2)\n", "y_pred = kmeans.fit_predict(X)\n", "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "K-means cannot find a good solution to this problem. Why?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**K-means expects clusters that are convex and isotropic (i.e. roughly ball-shaped) and therefore performs poorly with the elongated shapes present in the dataset.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 7: Spectral clustering\n", "\n", "As opposed to naive K-means, spectral clustering doesn't operate on the input space but on the eigenspace of the graph that represents the data. Implement spectral clustering. You can use \n", "[this tutorial](http://lasa.epfl.ch/teaching/lectures/ML_Phd/Notes/tutoSC.pdf)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "class SpectralClustering():\n", " def __init__(self, n_classes: int, normalize: bool):\n", " self.n_classes = n_classes\n", " self.normalize = normalize\n", " self.laplacian = None\n", " self.e = None\n", " self.U = None\n", " self.clustering_method = KMeans(n_classes)\n", " \n", " def fit_predict(self, adjacency):\n", " \"\"\" Your code should be correct both for the combinatorial\n", " and the symmetric normalized spectral clustering.\n", " Return:\n", " y_pred (np.ndarray): cluster assignments.\n", " \"\"\"\n", " self.laplacian = compute_laplacian(adjacency, self.normalize)\n", " self.e, self.U = spectral_decomposition(self.laplacian)\n", " n_connected = compute_number_connected_components(self.e, threshold=1e-12)\n", " first_columns = self.U[:, :self.n_classes]\n", " if self.normalize:\n", " first_columns = first_columns / np.linalg.norm(first_columns, axis=1)[:, None]\n", " y_pred = self.clustering_method.fit_predict(first_columns)\n", " return y_pred" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Connected components: 1\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(\"Connected components:\", compute_number_connected_components(lamb_norm, threshold=1e-12))\n", "spectral_clustering = SpectralClustering(n_classes=2, normalize=True)\n", "y_pred = spectral_clustering.fit_predict(adjacency)\n", "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 8: On your dataset\n", "\n", "Can you think of another 2D dataset in which k-means would badly perform, but spectral clustering would not?\n", "Construct it!\n", "For this question you can import any dataset of your choice, for example from `sklearn.datasets` or `pygsp.graphs`, but you can also get creative and define something of your own. First, create and plot the dataset." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# borrowed from team #05 submission\n", "def Smiley(N = 2000):\n", " \"\"\" return a 2D dataset representing a smiley with 4 classes (head, eyes, mouth) \"\"\"\n", " # Head\n", " length = np.random.uniform(1.75, 2, size=int(2*N/5))\n", " angle = np.pi * np.random.uniform(0, 2, size=int(2*N/5))\n", " X_head = np.stack([length * np.cos(angle), length * np.sin(angle)], axis=1)\n", " Y_head = np.ones(X_head.shape[0])\n", "\n", " # eye 1\n", " length = np.random.uniform(0.1, 0.4, size=int(N/5))\n", " angle = np.pi * np.random.uniform(0, 2, size=int(N/5))\n", " X_eye1 = np.stack([-0.75 +length * np.cos(angle), 0.75 +length * np.sin(angle)], axis=1)\n", " Y_eye1 = 2*np.ones(X_eye1.shape[0])\n", "\n", " # eye 2\n", " length = np.random.uniform(0.1, 0.4, size=int(N/5))\n", " angle = np.pi * np.random.uniform(0, 2, size=int(N/5))\n", " X_eye2 = np.stack([0.75 +length * np.cos(angle), 0.75 +length * np.sin(angle)], axis=1)\n", " Y_eye2 = 3*np.ones(X_eye2.shape[0])\n", "\n", " # mouth\n", " length = np.random.uniform(1, 1.25, size=int(N/5))\n", " angle = np.pi * np.random.uniform(-0.15, -0.85, size=int(N/5))\n", " X_mouth = np.stack([length * np.cos(angle), -0.2 +length * np.sin(angle)], axis=1)\n", " Y_mouth = 4*np.ones(X_mouth.shape[0])\n", "\n", " X = np.concatenate([X_head, X_eye1, X_eye2, X_mouth], axis=0)\n", " Y = np.concatenate([Y_head, Y_eye1, Y_eye2, Y_mouth], axis=0)\n", "\n", " \n", " return X, Y" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X_s, Y_s = Smiley(1000)\n", "fig, ax = plt.subplots(1,1,figsize=(5,5))\n", "ax.scatter(X_s[:, 0], X_s[:, 1], c=Y_s, cmap='coolwarm')\n", "ax.set_title('Smiley dataset (4 cluster)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run K-means:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "kmeans = KMeans(n_clusters=4)\n", "y_pred_s = kmeans.fit_predict(X_s)\n", "fig, ax = plt.subplots(1,1,figsize=(5,5))\n", "plt.scatter(X_s[:, 0], X_s[:, 1], c=y_pred_s, cmap='coolwarm')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create the similarity graph, and run spectral clustering with both the combinatorial and normalized Laplacian matrices:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Connected components: 1\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "adjacency_s = epsilon_similarity_graph(X_s, sigma=0.3, epsilon=0.5)\n", "lamb_norm_s, _ = spectral_decomposition(compute_laplacian(adjacency_s, normalize=True))\n", "print(\"Connected components:\", compute_number_connected_components(lamb_norm_s, threshold=1e-12))\n", "\n", "# normalized\n", "spectral_clustering_n = SpectralClustering(n_classes=4, normalize=True)\n", "y_pred_s_norm = spectral_clustering.fit_predict(adjacency_s)\n", "\n", "# non normalized\n", "spectral_clustering = SpectralClustering(n_classes=4, normalize=False)\n", "y_pred_s = spectral_clustering.fit_predict(adjacency_s)\n", "\n", "\n", "fig, ax = plt.subplots(1,2,figsize=(12,5))\n", "ax[0].scatter(X_s[:, 0], X_s[:, 1], c=y_pred_s, cmap='coolwarm')\n", "ax[0].set_title('Spectral clustering - non normalized')\n", "ax[1].scatter(X_s[:, 0], X_s[:, 1], c=y_pred_s_norm, cmap='coolwarm')\n", "ax[1].set_title('Spectral clustering - normalized')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**K-means also performs poorly on this dataset because of the non-convex/non-spherical clusters it contains. Spectral clustering works well regardless of normalization, provided the graph is constructed with the appropriate parameters $\\sigma$ and $\\epsilon$. The choice of those parameters is (again) crucial for spectral clustering to work as expected.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dimensionality Reduction with Laplacian Eigenmaps\n", "\n", "Most datasets are very high-dimensional, which means it can be very hard to understand their geometry. Fortunately, there exists multiple techniques that can help us to reduce the dimensionality of the data, and allow us to visualize it. \n", "\n", "In this part of the assignment we will use MNIST to compare these techniques. Indeed, without dimensionality reduction it would be very difficult to answer questions like: are the different digits clustered together in different areas of space? \n", "\n", "But first, let's load our dataset:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "from utils import load_mnist\n", "\n", "X_mnist, y_mnist = load_mnist()\n", "classes = np.unique(y_mnist)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 9: Laplacian eigenmaps\n", "\n", "Most dimensionality reduction algorithms are constructed such that some property of the dataset remains invariant in the lower dimensional representation. Before implementing laplacian eigenmaps, can you say what property of the data does this algorithm preserve?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solution:\n", "\n", "**Laplacian eigenmaps make the assumption that observations low on a low-dimensional possibly non linear manifold. They aim at preserving proximity of points on the manifold.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Implement a function that uses Laplacian eigenmaps to do dimensionality reduction.\n", "Solution (from team 3):" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def laplacian_eigenmaps(X:np.ndarray, dim: int, sigma: float, epsilon: float, normalize: bool):\n", " \"\"\" Return:\n", " coords (n x dim array): new coordinates for the data points.\"\"\"\n", " adjacency = epsilon_similarity_graph(X, sigma, epsilon)\n", " laplacian = compute_laplacian(adjacency, normalize)\n", " lamb, U = spectral_decomposition(laplacian)\n", " # number of connected components = number of zero eigenvalues, \n", " # zero eigenvalues are associated with constant vectors \n", " n_CC = compute_number_connected_components(lamb, threshold=1e-12)\n", " # only take columns associated with non-zero eigenvalues\n", " cols_to_take = range(n_CC, n_CC + dim + 1)\n", " coords = U[:, cols_to_take]\n", " \n", " return coords" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use this function to visualize MNIST in 2D. Feel free to play with the different parameters." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dim = 2\n", "sigma = 2e3\n", "epsilon = 0\n", "normalize = True\n", "\n", "X_2d = laplacian_eigenmaps(X_mnist, dim, sigma, epsilon, normalize)\n", "for i in classes:\n", " mask = y_mnist == i\n", " plt.scatter(X_2d[mask, 0], X_2d[mask, 1], label=i)\n", "plt.legend()\n", "plt.title(\"Visualization of MNIST in 2d using Laplacian eigenmaps\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize MNIST in 3D:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dim = 3\n", "sigma = 2e3\n", "epsilon = 0\n", "normalize = True\n", "\n", "X_3d = laplacian_eigenmaps(X_mnist, dim, sigma, epsilon, normalize)\n", "\n", "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "for i in classes:\n", " mask = y_mnist == i\n", " ax.scatter(X_3d[mask, 0], X_3d[mask, 1], X_3d[mask, 2], label=i)\n", "plt.legend()\n", "plt.title(\"Visualization of MNIST in 3d using Laplacian eigenmaps\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 10: Comparison with other methods \n", "We provide the visualization of MNIST with other methods:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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preGg4XZmyy0cv+iztCKEGAI8BZQCIWChlPLo9WEdRd5RPfRySEF2AVJKWrtbI9LI/LPnp+RaSZVk9O4UfZv3rL0npf31MPOE6yWTnefNNN5ZiLQHOO0FBSjNzYbrtJtJsKaG9W+uRHFG/0RCNhvby4qoaG4HwO+AZ2bEz4Ce6HxLc0sjpYJjl+uRV1xC28H6uO3yiktM27ZwfCITEXkQ+L6UcixwJnCrEGJcBto9PDiKvKMaYuWQ5q7muEd9gJVXrWTTTZtYedVK0+g4HRlm9vDZcW32ZpAzlUJUpvKJlGn5xFuWLUNpb09pW5/Dbrjc73QgAex2soNw3Zsyyr0Cic831SekqdfciCMrO2qZIyubqdfcmFL/LRw/6DORSylrpZQfht+3AVXAkT83khmOIu+ohkR1xCE9h0o6MkwsWpYt4ze/b4uz5iXbP5VCVKbyid2eVsnaA488CsFg0u0AXAGT7UR4uaLEuVcg+fnqa9oIhGktm7FTz2XWvO+SVzIAhCCvZACz5n3XGui0EIeMulaEEMOAicB6g3XzgHkAQ4cOzeRh+45IPYW95tscgd5RDakkoqSarGImmSRLHtJ0bmdYItHIrTArnylf/3HC/T3Tp9H07CL0AoUEgk1NVI0dh6OsDM/0abS8uDReglFU8gzW1FBz1w+pueuHOMrLGXjH7YaRejoDo5W1jXwydCCKzq8eEiFO3dNIrJjiCkfmu7+U2rR4U7aEGP1HhWBtEEeZwsA7QjA8fruxU881JO7YJCWz87VwfCBjRC6E8AAvALdLKVtj10spFwILAU4//fT4ohiHC7GauBEy5B3tL5hprrHbpIpUCmfFEons7IwjWVcQvv6Oi1EPJG6r/o1XccYsEwA+9TMJ1tTQ8uJSCi6fS/uat1QyttkiJB6LRHZCM3uj8HrB7486h8H+IIVTZvLyByvJ9dvpcCmc/EUDg5uNpZkBbYKVV61MeK6Qnv2xP/a3cHixd+9ebrzxRurq6rDZbMybN4/bbutbieiMuFaEEE5UEn9aSrkkE20eMhhp4rE45bp+H+hMNUHECInqiEPma4kbZTuaDh6mEAE7Dhjvq4f0+2lf8xajVr3B2KqtEAol3d7ITmhWhrbsJz+m7P6fx9VpOe17d7JuTognL/6C58+rprLWXF9P1T3T17rp1ixFRzccDge//e1vqaqq4t133+Xxxx9n69atfWuzr50SQgjgz0CVlPJ3fW3vkCMV7XvLi3BJ/51aqgkiZoiVQ4xcK5msymeWmGOEwICCpNsczFelmGTQ3xTMImuz7TVoEauZLGEU0d426bbI59OQoK+pumf6OsuQNUvRoUN/1CgqKyujLHzTz8vLY+zYsVRXVzNuXO89IpmQVs4BbgA2CyE+Ci/7sZTylQy03f8oGJxYGwfwNfZ4yVfcrf4P4C6Ci37V52i9twWm9OjPOuKxX+ZHa2viNGJQdW39cr8DFk+zMSFJ+ytmFXH10kZcScYg9RHvwDtuj5IXkm2vR8GcOWlJEPob5bMzqvn2CklWQKcOCoH3mq+m3Gai7NVDsb+F1NDXACsV7Nmzh40bNzJ58uQ+tZMJ18rbUkohpZwgpTw1/Do6SBxU7duelXy7FXfDi9/uIXFQ3790a58ThpKlu/dWcskEjDI9G/KNaBzaXFCfryYT1OfD6glw0crGpK6SKV//MX+9JDuyb6sbAjHfTC27U8sArfnh3dhcLlXbhn4voKVZLf/711sY9stfRUkw5b/+FWX33ZdSO1VrV7Nq2IC4TNF0+mvNUnRo0N/litvb27nyyit59NFHyc/PT75DAhyftVb0s364C0FJwY6mJ3A9lG61rRSj8tjodtrgaQghkAaTIhRkF/R7RJAMRl/mp6fD/1shoqLSbqfgr7Ng3XjVe33OFoVvvSLDUbY0HZBrWbaM0Y88yom1XTTl23nsUsmuL1Xw45YpVDy9Jkr+AKKicE2X9157DTmTJiV0cWTS5aGP6LV2a354d9J2o2qn6DJF7YWFTPrOf6bcn2TykIXMoLcVPFNBIBDgyiuv5Prrr+eKK67oc3vHH5HHulTMCDodJJNmwjB6VHtu+3OG27rsLqSUfZZc+gqzL63fLskKqO/tXi9N37yID7KXQbi/170p46QSbUBOT4IaMQugqEXhe684sL/VhtKyCMrKKP/1ryLb7zxvpqGU0vzsIpoXPRfJBjUi8f5weejbrfZ62F7gwP+3P+F58Wmm3fKtONugUe2UkM3GzuEVnBvTD6MbD1jkfSiRagZuupBS8o1vfIOxY8dy55139qktDcdfrZVUXCppQ6QkryRL3NFgEzbmnz2f1m7jUbV0IoJk0kyycq6xX1ot0s7XnUbI72fiwIlRSS4lJgOC+gE5w0HTYFCNtMNumJq7fkjVmLFUjRmbeHAz/ESjkbT+PPrL5aG1W+31sHnIgEhNlvaOdlYufCyu5GyqtVO0G8Tnna2sGjOEf5a4ePovj/P+gw9EOYViz9NCZtGX5LhEWLduHX/7299YtWoVp556KqeeeiqvvNI3Nfr4I/J+ydCUKaXwp0rAUspep7vrkaySoZGNMJYcYr/MiSJtfcq+s7zcsE/6Abn+clnEkrT+ONVeT6Sa4coCR5/qe2vtbi8rImSL/ikZVSk0q5ESu/zAI4+yz+WIujn4shxsriiOKtgl/X5q7vphylmtFtJDqhm46WLKlClIKdm0aRMfffQRH330ERdffHGf2jz+iDwrp3/aTUFeSZWAte36GhEkG6xJJVKN/TKbRto1NVFR/cA7bgdHjHLncEQNyPWnyyLWqgjERc7+LKdh5Kwh2dOK1q7faaxQxkbaqdZOCdbWGt4ctIJdceeaQnRuTVDROxjVEzoScfwReXdH7/ZzuuH0b4AwLqSUirySLHEHeohaGxT1K35sQv2YkkUEsTKKWban9mSQqh9Z/2UWwtixAkTJIU1LlsRtG/u/kfsiU3CUlcXVOE81cobUnla0/pvVZHF5PFHkCaRUO8VRVmZ6czBbnkgq0gZZ2w7Wg5SRCSosMj92cHwNdvbWJqj3iw89E5bMQ3VN6yGTuleM6phMGzyNt/a9FZVwAEQNioZkKELwiUg8diDVDFrE3ys/soG7xgi+f78bv2sgwMf3/5AHuv4QcaVIvx/sdjXdXoiU208G5wlD43zmqUbOkPhpJTZ5aNwf/8BHjlDUTcLmcNDV2Ym/rU09Rpg8Z837LvMe/2vCvg+843bcf30cn0F/TQt5YX5jTjRBhVWA69jA8UPkL98JG3oxL567CO7+rOf/CVfDkm8ab5uC/p5K4s6s52el7VZJdSBVL80YJdWY+ZE1F0VfUdIK9/9iL3m+Z4lQklYzJQ0SF04nBVddScuKV5EG5QGMbiSuQFCVVWJgpF2n+rRSMGcO586ZQ+na1axd9BRtDQfJKy6h2++nq70tet8UybNgzhwmf7aTtW+/EVWwyx6SVNaau6zMbsDWBBXHPo5dItd7xZ05EOilpHLRr+KXFQwx1sQzVCHRLJpOFGUnGkgtyy2jXO7lUm+IfHsn7tqHqM0JUjbnMrXdX/wyQoY2A6kj1r7XW3SertB6mUKoCDraAQEyF+yNkPeSnZwNZrKVqm9vLyvC73TgCgSprG3EtWcPpNGnytpGNg8ZEBU5axp1rN3PbPIJM7KMrVL422uMbYGpkudp37uTnIkTo24Owz/8JDKhRSwSJQRZE1Qc+zg2iTzWK95bEncXGUslM++Nr5iYwQqJNmEjJOOLQmlauRHMPK9luWU8OeVWtm37CaFQNwD+rhq2bfsJADnYoshQaW6O81inU1tFD33KfufpCi3XK8jwWJ/M69lOKYaW69Wo3IjMtUFKjYC1RBqqPqEijX5pJKjdENwhybnzvkt5c3uczxyHA+F0IgOByP7pZE9mgjxjbw47z5tJsEk9h+gbm8KZ584y9ZRPvebGqEmcwZqg4ljDsTnYmSmvuFE0Diq5z/m9SvQaHO6+Hy8MIxJPtBx6BlIn5QS4t8zHI4M7ua/Mzx2jz2b3rt8QCkVfj1DIx+5dv0nJuZLMJmgkiATs8NokVP0baLush8QN28hWt9HDUV6O8HrTcnAkQ+HIFsZf9ymnfmsbJ3/7AN5RraZ+dhkIRPqvVUNMNQGnP2b30QZX4903Dt5+f53p4KXRBBXjp89k7aKnLBfLYYDf7+dLX/oSp5xyCuPHj+e+FMs7JMKxGZFnwitu6k7RIagjR19jxub2FAikIT2q+rnRoOfs4bOxtb+PqP87TqHuW+gIYWt8Hn/I+Kbm76olWBOvGQNRg6CpVBpsdUFemAvb3PDXCwS7vzSYL29UPwslBc6N3UY7pn+o8c5mg5dmiH0q6BZNbNv2E/IrusmpMfm8FSUSiaeTRalF0nppZOo1N/ZpcFE7/qon/9vUfWPWvj66jyoVQM9ArL7fmcbSjdU8/Np2app9lHvd3HVhJXMnHr0TifUF2dnZrFq1Co/HQyAQYMqUKVx00UWceeaZvW7z2CTyVCoaJoNU1CJZYEzMieb27AORL9+93JTEwbjeimZV/Gb+booc0fuqkbjAKG52ZZfRefp+2i5TUIrMteqBd9xO7Y9/EiUz6CGBVpeH94YX0e10kBUIcuVbjQx6ty2iNdsbVQklEURTTy/1RkWzQcpEDg4jGD0VhEI+2i63k/O++X6xbpVUYTa7T19QMGcOvqcXGg4Mp6q/H2oXy9KN1dyzZDO+gPrEVd3s454lmwGOeDLvj5mYhBB4PGpiVyAQIBAIJLb1poBjU1oZNQsMC62mCamoVsP5BfCzIvXvIyepGnw/ze2ZSmU1fVKPPnuz0G5yA5ASWzB6nQ0nRcXn0nK9ohKs6NGqO0/vkThq615ik/tnVD/awf77u6PWgUq8tV4PnwwZQLfTiXdEKyNv2oP4RSMHbjtI28gGQL1BiGjuiEY35C+1I4j/5CprG7HFTCRhC4UYXdtI1fAs6vPVfgQGevFee028N93hwO71mj4VKAVKUj/7kVTrO1GG6NKN1Zzz0CpO/NFyznloFUs3Vsdtd6hdLA+/tj1C4hp8AYWHX9veL8fLFFLJJegtFEXh1FNPZeDAgVxwwQWHv4ztEYdNi+HjZzBWbnuDcDsy/EVs2atKKO5C48376Fxx72jlqlUV3PTKUK5aVcGJ1caZqNrA5oIPFzAuu417y8zHBOyNkP93G1ntIZASl19hzOfQ2LA6LkKNaNV2O7V1L7Gl6m66bU2mRC/oSbTxjmhh6PRasvKCCAGiMBTZPmeDnYKn7dgbBUgQbSDaAQm2BvD+3U6uiWulormdk/fW4+oOqP3vDnDS3noGtLZTuVsdwP39pYJvzAuyfbCIct4Ir5fyB3/J6Hf/jctlXDbA5SrvmR3IBI6ysj5nRybLFE0VZvq7+6w53LNkM9XNPiQ9kW8smZsOuErZL3p5TbPxd9Ns+ZGC/pyJyW6389FHH7Fv3z7ee+89Pvnkkz61d+xJK/1SFCsGAZ86uOl0Z9S5UrV2Ned8UoxdUWNSj9/BOZtVPeKzis647ZfvXk653MtXCwNkmdySRVePXJL/iWDUpQcAaNnjxj80YPjgohSB9+qv8Mn2+7HJaDlFI/qcDfaIK0XTqssnH8DmlHHbt1ytbp+zwU7OxizTuTYToaK53dR6p030vHpfO4WbF6HoJ33Q/RCHj/hB2L3T85nZbG6Gj/gBBeeopWmNrJbC5aJ17mzeXvgYm4ZWsvbCG2n1eMlvbuE/33yb/5wxJWn/M1mB0Ux//491El/Md1+LfPUShpGLRUN/6OXlXjfVBqRd7s2cQaA/cChmYvJ6vcyYMYNXX32Vk046qdftHHsReb8UxTKAr0l1rhQMAYT6d87vk+rjiaoRvv5/f4iQuAZHyMZp242j/wUfLuBSb8iYxCXYG6Dg6R7NO9ip/m3Z46Z2QyHCxJXp6Mql7L77EMEmw/WaRBEKd1XTqp0eY81a5tITxfeCxFOBKwgnfebh7ZFDoiZt0EdQZaWXMWbML3BllwMCV3Y5Y8b8grLSyyLtFMyZYzh35wfbN7NpaCWvTZ9La14hCEGrx8uvA9m8UKcm6SSKuFOJ7tKJ2MdOPZd5j/+V7y9axrzH/8rYqeemHPlGuVgMYGaRl/QAACAASURBVFa2oLe468JK3M7opy23085dF1Zm7Bh6pCIvpQKznIG+1giqr6+nOZyj4PP5eP311xkzZkyf2jx2InItAShjkkoSFAxWSXvC1T3HXjJP/TvzXkNCTzR1VO7qD+j2qRMOeEe0UD75AE5PkEC7g5r1xj+4uo468ovMB/wG/TR65iNHjkqiBzbn03GqsR1QCCejJ91Py7JliG7A4B5ib4TusJhtk6qGvffcrPi53iKN9kTxmUzD16Pa62HLYAOvOVChi6DKSi+LIm4jGE0F1/b0QtZeeCNBZ/Q1DTicPLi7lvPfX5cw4k4W3WUiYjeLfCVw5zcf4uaqFTgb6nGUlVF+x+3Me/yvauJSHwZOU4H2NHAoXCuZHFhNJ/M5HdTW1nLTTTehKAqhUIirr76aSy65pE9tHhtEHpsAlDEYuz2iJJSYYy8PNrDg/fnUbbyf0tyyKKugWTXCH7/9Yx5d72P8dQJHnkrM2iB2Vl6QITPqmNTi4MPOaOeGRNIUFHFOFQBbTCa3cMDACW1QMIRgp0LbZd1g6Dx0kPO+jdqf3ov3JHuUXQ+ALnCssCNs4AwH14UjW2C6QoJ8JZQiNa1eBtNzmqSKRF5ze2Eha2+9pdc2wKq1qxHhCNwI1V2BpLVZktW1Mdt/0/wHuXGdLSXyu+vCyigS0zBj7wfc8NHzOBVVJtPfJPqSuFQVU5Yg0XWdO7HikDhUEg2spnv8/pqJacKECWzcuLFPbcTi2CDyTOviwg73NerS/Peqy6SiSij6iFt37OW5OcwvKcIfJpRYq6BZGv2p7i5Clys4TRJm7A7JnAIlQuSTcgJc4Q2QG+YtKaOnrBRdkP+S+igbCZI9Xrjy1zBnDo5lM1GK9hgeS0ofu1c+gMvvj0gymj2RZngq5OQbn4gIiXeertB8k5LUdm9vBHJzaZpVj2+qVEW9ELjXCgoXG3vZ04Hf6TB4khlI86f5fJglIExW6WrAmudahkLktzerskoMKrKdSSPuZNGd2f5FHU1RA5dgHlnqI199ZH7z1hW4lJixjvBNZurP/qtXWZ+Hw4ueCjI9sJruRN2HC8eGRp5pXVzG6rgCXAXgzFVJfck3Wb5gFLOemcKEQpg1uJzluTksKPRGSFyD3ipoVo/8koIgJMh6BPA6QpTlljEpJ8B1hQE8YZVCe0lJRBd3/VvQdplCzePdHAhbBmU49V6rFW5vMrdntkzreazO2WBn0E+zKL81i9KfZPFhp5PiVpXAa3/VTfMtCiQhcdEFOW/m0TirHt90qW4vADv4pkvqv9sdt49+Agj9JMVmGDCsMcoxk5UXZOj0Wrwj4wuop6MBv/HEwghZTV3/LxyB6L66bYJ7hpfF6aaR/p98In+86mI+/WynofaukYSZ7lrv7nkK0Fv2zBw0cydWsO5H50UpXAN88TVjQL15aHq5I79IzQewe3in7Dy2e0YnvC6JvOiHE2YDqEf6wGpfcWxE5JlIANLDXRRfLVE3t+fy3Bzm52fhD7SAENQ6HWokbmDqn5QT4JL83bzxxnDu8thYLF282xm9nan/W9+l7HJWXrWSf6wcicPg9iuEauPLeylaDlGKofkWheZbFER7N76VDzDxD+sZ+soGPpN/N3Wt1DzeHZcg5Dtd4fc53dQ9rh00cZ+lhGCbg+r3BtDQnMekuTtiJ7sHAYGxRCyKkKC2Cpg6V8onH0TEOGZsTkn55AM07yqI2z4VDbhq7eqoCobjPt0EwNrJF9Dq8VLQ1sx1K55nwo5teKZPo+XFpVFTv2n999kFa9e+DsBpq94wPJZRxO63O3li3EVR29U0+1KKhvV6eb3byyADMtduHts9o/lT6XX4insCmE1Jov8jtaKikbzUnwOrRwqOjYg8UwlAGnxNCUveGkbeNlvcxZyUE+CawoCqYQuBLUvyVW8n52V3I+gpgiWMA6YINIscJCb9UJFJTZPwwKTMg8ZLDlJb9xLDL/4ZDqeJFz68vd433nm6Quv1CqHinvXJoPhtbHl2FM27vNiDdvNvm4ius2Kmd9dMc7D//m5qHu+OS04SXuM6NGZOmlQ04FVPLoxbNu7TTXzr6d9y1//8lHnP/Jb8hs/4vLOVlheXUnD5XBzl5Yb9V2w21r/1uumxYt0yB3MLWXDqVbw55LSo7S5v2MzqBQ8njYb1TpEnxl2E3x4tX+llnd4k7KQ6bd2hxtyJFTx4xclUeN0IoMLr5sErTj7iM0j7iqM/Is94AhBJ26pzGGsJIcAlZSQyv6QgGGcNFHbB1fldLNjYwvJzvsl/ffEyro8F/ukymhzDXXC5yhk+4geUlV5Gy7Jl2LsEoSLj/oUkkKymiRN27LifstLLGD36p1R99H1klvn56otZJSp6ZQS7K8S463ZGNGtTVwsQ1PXbqIaKd0QLZdPrUcJ8FFsx0awEQKA9vq1kGrBW8mBWmxOR5I6lDahWVH1B/Ruv8oPv5XHhYuOflc+WuC29Hrt0YzXrl2yGgIIjfyPZA15j6o4GbnwX3hh7ouH++mhYr5ev4TSKcrKiXCv6Qbve6MpHckXFQzWwmg6aOrvZ3+KnWwmRZbcxqMBFYU5W8h1TxNFP5IciASgGpUGFWgOysdnsXDb6K5EZf8yiZ3+2DQI+Zm98keXDsvGfbUDifiAma3z7qz9FXigNCVFKsKX4fBUMNlFb9xI579vIf85GuzaYSXy7kFrBKzNkhV04WXlBQgpqVqcRn0nYfkEOlf/qNKytYpZsVH+VYEv3cAo3tjBkel3UNqGAoGb9QN0Okuy8fGbePC9qQK5l2TI+/OMf2OoS+J0Ogg4F10ktQE90OTR3LBMKp5PjyKcz2MqmpjV80VEFqDeeaq+H7cX5zPqH+U/KHUo92NCI6BdrnsZXsARhC3DdGkl2IEHtGY8nro0eQpsN/MjwWL1J2OmPomDHKpo6u6lu8hEK2zy7lRDVTer1zhSZH/3SyqFKANLhtqZmXKH4R/mQDPHSpy9x26Tb2HTTJtwB8whs3ZcKqc06wLm5LRD7WQrArf71d9Wwdev3+eDDG2i7pA3poYdsdbyQbs2drR/eycauO2i5RY1qvX+1qynzBrA3hl0niRDDUbFOGgCbXd3OyEYubJB7SQudpysMCsZ7zc0kEkdeEISgaZeXL9aU0d3mQEpQmu188eagKH1c2GyGJL7h1w/ykccRKQvrUBxM3VRMwKb2YWjuWM4ouYhcZwFCCHKdBZxRchFDc8eqfVCUSFlZgX70uQf2UIjJ085PdAXjMHdiBYWDX0fYVMdJcXjctrK2EWHw/evq7OxVen1vE3aMkpIsxGN/iz9C4hpCUlLT2MHEiRP77CGHYyEiz/RAZwqY3aGmyy8/UMg1ayTFrdCQD8/MEKwb72fBm3cz+6nrGV5RyLZhgpA9htGEwO+ys3VMHoUpSUKS5uZ34p0tycg7gZRBNigu9dhKMTTfoBjf1gPqgCcQ7ykPd93eCFmbBd0ny0gVxaBJFC9sEAoCNuJ85zanpO0yhf3PxN8FAu2OSHQfu1xD866CHuI2uJNIKeMq/B145FG2leTFado2aSNkVyAYYkLhdBy26AjYYXMyoXA6X7RvRSDi9teTuTskmTztfE773p3GFwXzMq96y2pDvlqOoKK5nS0VxQRjjikVpVcVDFNN2LFK0fYO3Yrx+M1fF/6RsWPH0toa76xKF0c/kRvN1nMIMGWLpHyDxBXmFq3eByisG2djwrDBlAYV7vi8jfxyhyqnxIaoJvlGmUJ7CHJsYCjNxi4zs3LrA7VuIk8PogMKFseUvNXNbV39cAByjU/O5jBP7lSKjDXymvUDGTq9NrF0kgL0OnLLsmUEa2rwlww33DY7aOPEgwfIGZ5vuD7HkY9TCRGwGz/YSgErvxJg5VUrE/YpUTaifuanZ2YIvvWK+p0L2o3HaVoP1nPOQ6vSJtlkuvLSjdXc9fzHBBQZ6eNdz38c2fdYxY71dfz7pV20N3bhKcrmrMtGMHqysY3YDFl2WxyZ76+tZt3qlfziZ/fxu9/9rs/9zIi0IoT4ixDigBCibyW8eoMJV8Mp1/Vf+wVDYH4LXPG/UXVVDnw6LELijoovkTvrQUpm/w93d/2SGa1nIMO2xHvtBTRvMa/fKvqLzLthky8LYc/tWzs2NVpvvkFRp2fTHDAJpL1qrwell98s2WyjW2TjHdHCuOt2csq8KsZdtxOA2jcGYG8AJHS3OfhiTZmhtdA7ooVx1+/ilHlVnPLNqkgb3hEtEVeFlhIP5nXNO1wKK8/oIOQz1pU6lTbGVR803b/THYpMdJ0IiVwj2sxPAOvG2/mfiwUHC4TpMdvsHpVk//Fxr2uMGOFny7ZESFxDQJH8bNmWjB3jSMOO9XWsfnob7Y3q77e9sYvVT29jx3rz+XGNMKjAhS0miHt4/o/55UO/wpbqwFYSZEojfwL4cobaSg8R10p/QIStjag3jDs+gfnNcMcnBBvUxyFHxZdwTbwBW04xQgic7mJuq72eGS2nA6ot8aHiQlqCSXSQkE0ldClSJ/bY7XRJQe53BGflSUSol/OV6uEkPmLPUqsaGtkBt5cVYXclPgnZKQjFjCGEAoI9H5ThHuE3TO4pL2gmaLMlvDzeES0MmV5LVl5ATZYKPwhl5QUZOqOW076iJrroU+LN6p2fvb2B696UvNf5IlKJTgQKhgJsanyT7WVFDGjpNNx/5JxZcTM5GSGRa2T28NnMP3s+ZbllCNRZl1qffZjz7vxRXCnbgHDwTqFa1zoQksz/Z+ZItqnTeFIRs+VGyFQxq0OFf7+0i2B39Oca7A7x75d2pdVOYU4WFYVussJPbutWrWRIRSnnntP7GYFikRFpRUr5lhBiWCbaShv96lqRsOEv6ttLoh9/ssfPwlE+A+EuipvdwyWzufnAZbxZsAGAZpuNl1qd3FAUMB+UtGlfGKmSOqHEGrgEWzUIN4az++z/pYKQ5j+yWAnZaHAyGWQuKGGjRERnB/zdDlNNW+u7XUoatubhGe6LSqlv2ZXPuGt3xjlUbE6JPLM7qgbN0Omq5KCPyssnH8DuNJN0JE3K/7Fq1SIKKnyR6d1iJ2V2BYJU1jZGlue9+x7Pn3UWM0rGUSKhM9jGpsY3VddKlpPq4jwqGtqoL8iJ7F86qZIrr7wj6vhms83EukYml77PFaNeptjVxLp1DzFpxA/i5ZmwGrR20VO0Hqynze7hncLJ7MxTb1Qz9n7AzVtXULXo9ozVCEmGRBr60ThLkBaJp7o8EQpzsiIOlWerNvLaK8sZNmwYfr+f1tZWvva1r/H3v/+91309+jXyfnCtaOn2dQ47pUGF26oWMXvomZH6Kh0bD5A1+oqeOq4GGKAf7ROCDzudDMtSmOoJGWY3RsEWIuR3EpIh7C7FmGAFKBWQsya+Vkm3U6AUGJeL1Qhba7NPhQgNdPaWryi4nghSs34gJ8ysMe279IB3fBuhQLzW6zS5AcS5YAwyN83cLfo2JO0032Sj5WoFmaNgb4TCl1o4b4OxbccVhAvXLuCA28tro8twEh2dh2w26gtyqKxtjNwMtuzaSdcLj3BdmMwTVTe868JJEZKbXPo+N41fRLZdvQn7u2rYtu0nAHFVG7d7RvPkkBuozosOZGbs/YDbPno+Ul+lL7XPNXjdTpp98YGB161+95IRdSaLWWnH6++BV09RtiFpe4rSTKiIwYMPPsiDDz4IwJtvvslvfvObPpE4HEIiF0LMA+YBDB06NHMNZ9i1Elf4yulgfkkhrP4Js8Mla1v/kYWa4miOekdYV9WFukuaXezpDnBJQZBCu8TtKsffZTypscgO8NH/VVJyYhuDz6nF7pLxY6UCOqdKvIuh3Q25Ps09A7P9ghx3PEsbtZFJSI8qVWx2DEA5x47DbV5/3OYAm0Ndn5UX5ISZNeQO6iTQ5iArP7UqiU5PMOoaJ3wSiDp4CBkePohNLjKCAAb5mnHKIsOL5nc6otLyc3129r3wOlUDTwVg9ZP/jW90OQ5FQSAI2G24AkHG/fEPzF2hRtsPv7adK0a9HCFxDaGQj0+2389Nbz9OXUcdpbmlnFN0A4tWD4gjRzAvkvX5r37D/9uS2yvym3/peO76x8cEdF54p00w/9Lxkb4nImoz+ai62ceJP1qetD964vbmOGn3ByN9SSe67+wOsq22NaXEnLMuG8Hqp7dFySuOLBtnXTYi4TEOBw4ZkUspFwILAU4//fTMDe/10rWyiUreYAot5FFAGzN5mwlsN02/X5DrYPbLd8LHz6CEnkvYdpetmycH/pMyZwGdXc206H73H3Y6+bDTSVluGSuvWsm6dVMNybxJEaw7uYHTthfS/GQlp3xrm/HBbCrJ5PrgD5eqB7plpcReY6PlBsXcjdKPOCEnn5YJI9m/pomymfVxMokZhICSk5o5+Ek+xWPaovYzk35iMzeN3C2pQGbDga8IdnecQGVtg2lNF6NkHH3VRcUvABt2l0Kg3cH7r/+cxqoclLA+GnT09Nef5eQjR4jStauZG7YMehqNJ/MQwSZqO9TosLajln+0PULAfQUEJsZta1Yky37wQETCSVfaSGZRTJYdapZ0BESqO8a6YDTyrm72RRm8jHT5VKL7pRuryfMHcIYdJMkSczR3SiLXSl8zNmfMmMGMGTNS3t4MR7+0MuFq2Ph3+GxNyrtsopJlXEAgzHIt5LOMCwCoc8RPqaYut8MHT4BUsHMQBWPbm92bTemFlfx+oqqtx04mAeCyuyJuBrPpx9725/FZRTufVXTy+ONBus084eFvtw34znKJDEGWBDbYaf2KgkyTyPVSS2+iddGhPsqXvrwfV4cCNbaeMrgptCcEFI5sIxRUa6gDKH47rTty8I5rN7Yf6jqqySwasaZzHk5PEH+Wg08SFOiqrG3k46E9x9TmKdX65XCrFlRQnzLKzt5LIGDsrgFVltG83w+/tp3vnVxIiTuezJtiZo4StgDZA14j2BpN5JNL36fugSAUhuLGTfSVFCF9aSORRTFZdqhZrXQ9NBfM3IkVcVJNKrflZKVqH35tO/OnRV+DkJTsb/Gbku/oyaWmdsNDkbGZKjJlP3wW+DdQKYTYJ4T4RibaTQmbFsNnb6W1yxtMiZC4hgBO3mAKpUHjL1ppUImUt813PIkgehIAYQ+R3fl/tC++ni+unc7OKWfSsmwZk3KC/HKI5JHBndxb5uO8Qg/zz54fcTNETz8GYCcU8nFJQYAzctTI4ZkZgu5tJxi6VALbToj861TCJK6tTlz51RSK3x7nKDFCnL4eUL3lAEUtCu6gKlXkvWSHNOaTsLskDreMaPk2R4jWeg9frCmNZG4a2Q81y+IJM9UnnNpPxvHpmlI1ASkFaNG9YrOxdcgAQ/KIJXej0gF6aDp+Imje9ppmH0t2XkKXEjPmEYKXW+JjLuGMjrw1fZ2iUFzRM6NKiqPadnD+poW9nkxaj2TZofpiVomgRdtGUk0y6EsKGDlkzIjeLGEnul/dbKttZdO+ZrbVtkYicaOMzf0tfpNW+g+Zcq1cm4l2eoVeTO/WQp7p8tuamqM0cgBXKMRtTc2RySVyHWr03xq8CYUS7LZGHE2LaFjzEVJRL2nwYAvvv/wTZFan+kMXUOSQXJRbz6IPfsDbf/kl174VInBCA21zFRRvOOQW6pfXpjTxVS/c8C87A9+y4/7ybTR4ltE6eA2Ini9e1tjPqfmD8QQN9pZsFG+CEXaDKF8IcLgVQiEIKQKbrl5MKHwvsznjB0xtnYKC52w0fVrAu2Oj3R+OyxqNJR6TpwzjQc16tj6jVlI0QmxknJUXZNCYKvauKeOLN8sZOqUeW7ZKEkLJRtqCYOshitjkooDNhu8738T1f09h0xWGCtjsUfJKssHVVLbRvO3lXjfr684AiLhWGvyFrGiTfNgVX7NdBqKvhZG+LrOh7Qr4p/s63iw+ObJ8VNsOZjaswSnVvvV1YohUskO1999f/DFKglH2iT9fmZatEaJvGmYDrwVu48fTLJOELg1mkXcsiWtI5caQaRyd0kpk5p599CabpoA2WojP1iugTU2/t2ezoCCHOrtNda00NTO7W8JpN6ue9YCPXMcaldCdbnC42fmqI0LioCbFBC5uJSsmWnMKyRU53QxZ2kjgVIWW67S093hGc9hBXKBge8uOM7uQsm03UbbtJmrHPEnrkNU9u9ihc7qkujCbwueckaixZOeVHJj0PNIeTwIYHzICmw2UbkmwW0Q84VIR2BzGg67C4SbYejabh+yNqyN+clGj+aFiyNxMC09Eht4RLZxwXk1cyr89HA2rN4CCqMJX9QNXcXDU89hyfT2zCcVE9/XD/hfnI93YW+x4XoSOLSX8deyXKVAOcoKyC2kTKQ2uGlVg1KCvGKjJD+vrzogQuttp55pz62n89584bUceuX47HS6FDaPbqBIXRrVV7DKZLNsbYtp3bmCFjtzOblofIXENwe4uVj7V+5opeulF07fveO6jCKkD3LNkc0ISh9S86U67IDfLQYsvEHfTMBt4dTltcVnONiEYVBBTnS4GZpG3QCAN+CfZjaE/cPQReQbm55zJ21EaOYCTADN5G4DZ5/+a2RC+WdREInF2rlSzSHeuVG8iBYPVwdYl8wh2Ruto28uKqPQYZwTmulRL236j2uEx0CoPdnU348pW64erUXn0dkJA4YQ2mADVzTYKXxQMbLwAscVD3ckLe1Wu3eYEnD3EbU9Q7jaU1UnOuScweHN+pCogqBqw4rfhcMdHKbaAh4Itl0cRqs0hDZ0ucWQYZnwtEjebL1R/A2gtfZfdk//Z41t/dyDNu4bF7RMb3Stehfobs3hiyyzW16n1wafVr2FC+9bkg6sSnK9k4+oO4Hc6cCohbLk5dHV3RyoGeke1sm7dVPK6avn9zIG8sOMSXtt9SoSgKtt3kLOlBJuiXheP38E5m4vxF+eyU/dw2eA31tdd2WXMjImG8xTjwdxAayNLN1anrJsb2QABw4jY5bSlLZcYQQBfPWMID8w92XC9mYTS3BnAm+OMpMynOjhpFmFLJDYhokg+lRtDf+DoI3KTBKAdnVP5d/vXaA+V4LEd5CzP3xmds9awiQmoBfONXCu4i3rm44Tom0bLXjUin/P7nr4smQfChiNHIdipcyQ4zZNitImRUykPa29Uo/um5rcYM6GIxtFLo6QVPSKRbGGI5uvB8cnrFNddQN24J8GRfhJDWoOdAhpHL2XCvnujiFyF2SNoB6vf2wDvDYssiyVRMKmpEu5cMo1aO7R3RAt7zx3BI/afcpASSvIOctW5zzCEXXEDkUZtZtm7uWLUy5FI+UTfFwh6BleNLKJSwo4d5Yx7L8gM3xcoJQM54e4fUDBnDi+/+wRdTY9T3f0fVG/puda20H6+OvoZ7rt0POtrK3n4te2cv2kh+Uo0ATpliLOb1kcSgACW7LwkyoOunn52ZFKSuRMruOO5jwA1lT/fgMzb7J6oAdDeJPlkO+IJ2xdQMkLi6jnByx/XmhJ5ooHXnCwHY8qMa+eYwahWirZ8UIGrX+uMp4qjj8gNEoB2dE5ldet3CIYLeLeHBrK69TsACclcI/QojL+8573RTSPggxV3Q9DH8izBu/mXMbfxcgZeUIT0NdC1ZSnB6vdwBYKmhZ5s/1LDR9lsQxQm0NMkKLnALxrJ9/+T/VkhRArTwgGQDfVjX8K20xWlBfcngq4Gchw9PxLNlmeWrm+0PNZ1YiR76JFUow4T5OfnjOIJ+zy6hfodOchA/mL/NjefsxDPrjocIZBhScisTb10oY9otaqLehtid7uDVXUuXnV14L7pGn4y/foIAb787hPY2h7Cm20sIYRCPjZt+jn3rP0FvoBiGj3HLjfS13OLv8tVT+RR06x6tQvCiT3vFE6O0sihJ8W/utnHiHteQZEyyvaXapJPpgg7EZp9AdMnh8TTvaVfaXBQgStOE9cib33GZjoYNmwYeXl52O12HA4HGzZsSLsNPY4+IjdIAPp3+9ciJK4hiIt/t3/NkMg3UckKZuBDHeV24+Mi3lSJ/eNnYOiZ8MW75olGvkaW5+bwhvNCvrP/a7hktjpOmVOCa+IN+JFU1lbR7J1O8Sce2sa8QtDVgNLhRiy38Zw3yGVFudRtyGLwjP3mfmkBuNQ/iRJrzCDc7Rw4+S9g68cSi9FHZMesWzi5w03ewUn4huxC2s2JVvVcx6N5VwHNn+ZHLsTQ3LFMGRw/qYN3REvSHil+G0jJC+5rIiSuoVu4eMF9DSNPvY+bVgap9RYlfJJq8PdMjdfuzCIvZiLmqDK6QJ4riDivmsLBrzN34g8jy7uaHjclcQ12ezODG6vYmTc6YfQcC72+7nU76QqG8AV8jGrbwdlfrCdPaY+k879RPJ2zm6KXaRG+pmPHfnN8AYXvL1b93ma+8EOF7y/+OEqD10h97sQKNnzeyLPr96JIiV0IrjxN1e+rqtInco2oMx15r169mpKSzEyNd/QRuUECUHvI+GIYLd9EJUuZRUh36j5yeAm1ONaEwHZ46VZQTAYIUbM/fzygmL98OlclceBTWy0bHLtpz/bjOaeSCTty+VLJRdjqsxhYPxOAkNLNnobFlPk/Z8sQO4WiNcovjYyv0Z0MSWukJCPxRDXL04VQj2X3+OjMXZe0XbtLcsq8KgLtDlr2eCgY1q6LwgcAgiFnNmHPraLOv4aSnVdSUHc2Z5RcBFLimbwsufwjJZV1B2gUAwxXN4oB7C5vZ+UZCt96pZ13Rg01fJJSAjaW7LyE83HwbWFj0ODb6Qi2srlxjYGUpCLXr9rxtDK0Ggqyks3SoY4JaNJJoujZDE6bIKCE8AWUOIdKvtLOzIY1vFE8nSeH3pC0L7FQpOTOxR+ZrrcJyHbYMxKZ5zhtdAaMn1q1m03sk8LSjdW88EF1ZL0iJS98UM3pJxRRmaZ8XbV2ddwsSGOOwAk0jr4ZgiZcrWrUWklZdxEee4Phph5b/IzebzAlEOlExgAAIABJREFUisQ1KDh4gynhfxKT+PySIkJCROqpfGqrZa1zG+02PwhotwV4r7KU3c7oftnsWQwaNgeP30HhiFaGTq+N8kv3hlBNiSxVgtZvkyxwlylsY9Su2SaipzJhyUnN0dUOZ9Qy9Nxa7B4fCAi6G6g7eSHbL7iZz6f/iFHjclKy/tndku2DBlCCsbe3BD9Xra5g5Ocn8tqEofidDpp3FUTNNtTd5mDvmlLy6s7ibtyUShcCgcdRwBklX2ZozphIe/ryu2Ov/5RJOWrkvXz3ckAlhu72xFla2piAJp3szBvNG8XTabV7kECr3cMbxdOj9PFYBEOSjm5zh4pTBjm7aX3ii5eojwm+ByEJLqcNt7Pv9NIZCKX0NdZPFt2byaSNULV2NSsXPkbbwXqQMmLR7IvfXoMQglmzZnHaaaexcGH8JN/p4uiLyEElc21A8pGTOCv3b1EaOYADP2d54gvRmHnIk63ToE/hr3c0MihYzAbHbpSYAcigkGxw7GZkd1nU8hy7qiEPObMpbkAt7eqDiaLx3kTZyfbRC6YZRpx33EH8wcLbBN0NNJ76D9oDueRlJS7TG+pwg83GWW+uYMXUSwjYex6HnUo3k9e8gsfnCP/vRAoZGcTUyyStdg/fHurCHXORHLYsTi+Yyr72reSPaouK5F2eINfkqNst+HABs4fPZtWTC3ENHBAX8Wvyq35MQC+d7MwbnZC4Y6G/cqlq7LEY1bbDVHpJhnR94ImQ6ldOk3p6M5m0EdYueipqcmlQLZq9mYUpFuvWraO8vJwDBw5wwQUXMGbMGKZNm9br9o5OItejZR+jc1QtOxXXipmHXFuXDOX5km96fRTaJTWDfox9+/W0Nxp/adtFfBTYGWxlaO5Y7LnGj+MZlTr6A+n0rR/PRdq7cQa7CQTtOB3Gj/BCyaJs13W05DbBtg9RgkHWTr6AVo+X/PZmpq7/F2M/3RS9T9gbLHQdl8Bn7qEMNDkZR3YhJ++tJ3h9a7zbxQaXFAS5v7aOqrWr8be14W9LPqArIaF0kg7S0dg1mMkxQFo3lEzCHrb6mRG7Fgx4c5yGNxJvTnr1KvSzSaWyPB2Ul6uZ3AMHDuTyyy/nvffeO86JPDz4OTpnralDRY+ZvB2nkQPYCUZ85AAvDJjJg8PnUZ09kIquA9yzeyGnhQ5yQ+EBCDtHcrK6qB/7JBU7plB9ML6ioyfGJB4MdbOpaQ0TCqdTE1hJKMsgIhKo9chFiFBXFiK72zTqznTlwkxCKFlkN43AX1zVb2TuyoJta0sYNakVe64PEchV5890tuPwF5NTP4HG0UspmtCAp92Bd30L457elLRdEdNhgWo3PICk1OBkQj61dnmNSWJQoV1SmlvK2kVPRZbFRvxG0AizZ9Cyd5pzbzT2RHLM4SLykJR89tBshv1oueF6KVVLpFm+Ubolm/OKS1RZxWB5X9DR0UEoFCIvL4+Ojg5WrlzJvffe26c2j34iT7P6oWY5NHWtoJL4Dyp/iC88xdY+Vyk/qPwR3wg+yVn2V6PaszkUKk74NzX15UjRczkVEWRYdj2h5gaEuwjpa2T/nhXsy97LmQPmGGaERSBCVP7rCfxKJ1/MvAuZRD5IikQFtxKRbC8jahkS5O87h7bByQc8TdsI6/GJBn9tjeDfWsjmqiKG5o7lzAFzIpN8tJS+w/7xT0SyWs0motCgtw4aRch5Sjt/ws/duKPkFb/oYoXrRU7JV/tjVN24SRFMGzyNtobUNWktWnY77ZFSsXcs/ihCRo78jWQPeA3hbEYGvHTVXxhXQEuDRrzpyCS9lWOSwS5E0sxOM2i1VCoSVFJ8+LXttBjUTQdMl5th6jU3snLhY1Hyij4Tt7eVD/fv38/ll6s252AwyHXXXceXv9y3CdaOfiLXtPIXvx0papV0FzMPeRgPDp8XIXENPnsWi2yXcRavxm2fldON+8AuDpYPxq3k0Gnv5JPCT9ja3s7+6t34tZRdFzgVSWewBek0J2eHX2WDbJubQduup+6kP/faCy4l0AzCS3oDm2EIJcs8xV9rJyYJBiHVEgJ9GOsSQq3tonTZsbuUyLLI+i7If8mOQ1EIOhx80VHFhMLp5DpV8j0w5pm4fsdORKEQQtgERSe2xtVpiSd9yb7gK/zKcTG346IgfNJ+6WR7aR4Lb3UwCck1oQBZuvPuDsGu2tFc8vYpFJ8wLco+2XMJo6WcgE3y4fjPyB30EFcPnxdxYuhJ3FW2BGEL147JasZVtgQ/JCTzdCLp3sgxySCAaycP4bn39kbVNdfDaVOJPna10y4iWaN3XVjJ7c8Zu2a0xKVElRhThaaDx7pWSk87hy01LSi6ThpVPjQj+uHDh/Pxxx+n1ZdkOPqJHHrIvI+p+xqqs41L1DZgbGELtDuwNbYxqHkfMtRGVpaN8kEdjK7Ow++IZrOAw86mxjUM9BcRdBvY0CSE7F1sv+BmHP5iSnZeSekn3+DAmGcIOdvTjnCFgG6HA+dOiRjVczPwdAzE112PUpSgcl/Aw8Bt1yVO8RdAKPxXV0grE3KKzQFBn2DzwjGMGueh4LRdKO4mHL5C8l8bgGvDHsT4ngNtalrDGSUX0VH+vnqtDKBNRJEdCLKnrJGdg+38v5Pjte1Y0hcIptbt5IuRe3B1jUSEZ5/2Iri9/nKw+VjDewCRiUM6QuCUds4YvJ2Wkvtx6u2TwBcdVSgIthYN5MTOOnL9gg6XwgeVTeyp6MRGJy/X/B5WwVP/6gn1zz7xReYUt1Jol3R1OKh7dwD7qj1sGLGKzRgTebrojRyTCAK4/syhPDD3ZE4/oYj5/9wSmXFICDUAqNCl+OvXF+Y4uW/O+Cif+M+WbTHUwcu9bs4dM4C/v/tF3Lpzxxj/fhNh7NRzowY2Ywto6aEviXuoS9weG0QOPWTeh2JaGiq6DrDPFV+DuDjQibBFR6gi6KRm/QCVt0Jtag5Pd4ixe/MjXBb72N79cS5FO66g/qSnoqNGCUhbRDsPuhvYP/4JBm25mVFvPkZL6TscHPUCQVcDSJtuns9orGMKi7leTUXnIF/xPE3Ja3WMfqKRLYNLyBvdRvnkepyFUpUvTEg35FC/eCKQm1je6aV1MnLOCfZ1eoKckDuOUzouwvF2z2CVzO7CX/E3AnZ14EkriGUXDg6OesG0TUcjXLxpNwD11fDAeUNw5hoPXsXaG7MDgjvbKnA5o3+ILpnFLQfnsDpvM407cti6o5DBFe0MmVGHPTwQq32Wnd6ddA7YRJFL1e33vTeQhpxGPhhsnKjiV/ws3r0QRf4IUEvVXjugORL1uzxBhk6vgzVluKry8BftyIiGbSTHbBs8lZ22YSnt73ba6A7KSELOtZN7aqPE1jXXlwF4+LXt3HVhJR/dN8uwXW3bps5AnIlKy940sxmu3lbP9ZVlhutShVEBLT20VP5EJW77g8iPPh95Iuhnui8Y0utm7tm9kGwl2nbkUIJM/HQbbJ37/9l78zApynPv//NUV28zPdMDszDDIMLAMOyCgCCLqMR9jRCixyRqEn3j63lD8osmZjknnpyTV8+b5Hg8iYlRk2iiccddgooGEQTFoAiyDAyIDLPvS2/V9fz+qK6aXqp6ehiMS/hel9fl1FQ/Vd30fJ+77vt7f2/UUDFIUEMj6dl8km3OdUSSnvjEZUdSNNIFC95FEQqjdl6dtFYxSiyQQc7SFTWICQg2LmTChl9Q/t51CM2fsVdJaZD4vVxPqygDodAqyviduJ7dZ0zhvbGlFEzqZezSRut+sjcTxWmtfsKwfM2CYSkSB9kAYr0qM0csRVVSFQdC9eKd9nl8MY2x+VOYV3Ie+e4gQghjo3O40YKnBzyzS7ph1cmr8Hnt/7jTjboEIsWCIBml2kiq6gNc1O/llMsOcOKyBlxq6icjXVG6T3gVzd8Gie/ChKUtXMVo2zUH3uuA7/hl1c+lpG7AeHr4YFE1v7viJt5bfjrh00ahlQ8tjWCH2oJJ3D/2y/xq/PW8PPM6rrji0gzPcSeEYnpGQ85T2+ozzjP9Wuo7Q9akoO+vfm/QcyE1Bqgs8nPrZTOyjpUbqvzQDoNZ1JrOh07nfVQWt58tIk/Gsn/laMPE5S3rOGvPFgLhfqODMNzP0j3bmNDyIX9rC1D12s85Yc1/0/zEUvbtyvwITeMnJ7KUaozW6icsYq556T4mbPiFYzogmZisIp6nz9YB8VGutG1Ff2X6+QQn9gxuMmV3bZez4ZbQ3Cjx4Q2jdYKU0HUw4Eiewj+Smob2DKI3awwZ6/WlzuTUyoq4oOoCqibcmDFIw9aoC0M+aocWtZ1z9TDjTxvYtO1vOu2e1Bilsw5yetdchxek+o7bWdVuZDH3+a+ju2CE8SXwq2jTi44JmcNApJs8HEJgFC5zhVNDzlCad+zOlQykZH62dg/jb34exeG+hpojt0M2i9pk50On8z4qi9vPTmolHTNXGn4pW393VC8f09LGl1petH4uLa1j3Cnv4PX2sb/99wT/AmfPuZyn3r+U1vanQB/QoOdClpqvjYbJ99Nfuh3N14YaLnZMYSQTU2v1E1mLj63YS6PaKGH8Ga2DRte2cPp71WHU+9fQNPlBYOjuioNeVkDZlH669TcINi3M+L1MyP7Sib6kdnmKYgUMYj78xigoilLZ2UvULRh30w8AY0rTS/f8itKZhwY16jLz8MkbR1hEuK/sac4/sW3Is0IBNF87Vzdfwl+DmcZJUncTaRnwHbezqrXbvHEpaJMKURsHotCj6ecSpBJruuf4YOPbkmEXEQ8les42wDn5PuxUMeZm1B9tz3n4sh3sDLQAVEVQUeS31spmtPVR4LNL5AAX/hdsfxiiQ5Pv3e+ZgYwO8FdpaR3VkzbjciW+KMXQsQL2PfYU8/IUXGO+Rp7isRQJ7oBDs08yBCnDITR/m/FXpotUf5RE8bOrfBPBxoXOaYMESmil1WaeaAmtBrHZ/CWn59RX8iCLTE19lqBL0QIEGxcaxdCPCFKN0jrpiQwiN2V/i1XID7Uj8gY2u2CjcW7LxMfQ/B3ofX5KalcwWT+T0KIuevY+zj1T3uKuiy6yXtN9sISWHZlPFmPzpzBz5FLyXAOGXW+1rrEGVPTGu3ivfT0lRxpwTxtkk3SoB6jhYsvuIRkV+RU0HjwDrXumdczOqtZp88Y38PThd7s4ZcYBtvU8hO7qQMRHEGo621HlknzLYO9nMtRxbHYR8VAUJk7nuoSwvQ+zgSjZJ72zP/fhy3ZIN9AyG8jSnwI+KqMtJ3y2iXz7o6Blkc7Z4Pn8PHaGTyUv6S9u3Ph3LBI3Ib3QuMLF+5vzmKe1M1GvIN8dZF7JeeztX4MrP4d8XPoftQCQoHmNdEaiiKh7emmadh9g/NFrfmcyX8mD3CuvT4nQPDLMSh60vaaZU0+2d71XXg8wQOYOMFNBSixg39x0jJC8eUkkH1a+RFv1E0xxR2hc6kXd9S5FLWdYGnKA/CPzeH+7UcScPGME7ZOfomPWn1DDxQTHXoJbKCx+aDHd0W7K88s5pzfzD8zMvZvRt/nv+1brGp4+/GsQApc0rhlAJdqr4rVpCpIS/L7RbOzqYY47DEkkLOIeSmqX06J2AoKK/HJWnbzKmun61LZ6bnrsXUuul25VG+n1UOTupNNvY24fHvjOxvxbebtvNUI1ioSoHYNKFtMRisX5t2d3AgwpEofUUWzJyG45m9u5TvdhNhCZWHTbK7bDlw+3Hx2ZD6ZKyWZx29nZyde//nV27NiBEILf//73nHrqqTld3w6fbSJf9xPQh9YEcMeIIk49nJdyzOsdiOiTo9diXyuzRn1AuHk3xGCiXoGquAkc/DxdU/6cUpQa1KXQhABc0cxcaqLomdcyM3XMWxoW6W+AdPOoa6V9hJ0Gp5z6o/LKQYlcDRfTVb7JUrfkjPTI1HpKEJaDYvp1THSXv0HXlD+Tl/hsPf4ILSc9jLLTR7BxIRJJt6uPv3W8RHPfXs44ZS4t0/9kpVk0fxvtUx/git0r+GvUSGVUyENMvlLizU9Nq9gVWVXFzfSRp7E3ugNfLDXf2bCljBOWNuBKSq/E4vB0TwkXjr+ZaRWw7y/3MvnEw2i+dktemn9kHp6TFd67PLPr1G7OZbJVrVuBUBkwXYfk/GtcR907kM/3lq61dOfWp63E8JauzZnIwfBQ+cHq7YQcHAntUOR3c8vF0xyVKkV5bryqYju2LRl2c0HPmFxq2dWmIz2qN1IzmTNfJXLIkflwVSmrVq3i3HPP5fHHHycajdLf35/TdZ3w2SbyxBCK7dTYTwOyQaPqot/VT3483zoWieTj8/VlRK9tlLG+xoiE/E0DBlknHD6L3U0vM3peO2oi56qocVR/rhlK+/M0Xxv9pdttSVxKIw/sckkWuV5lETYObTaP9k6P5eZxXQMUY4ZnCnSVktrlhqJmCM1KIu6hoH5RSm2gpHY5SIzGp7QnH6Txvvcv+Y51vXTVhrnJBRsXIhCERYTHTtzIou5ieia/kFFTkK4osaq10Aon58W4fMRAE09yM1Be3L7IGlCDrBh1Q4Y/upFTlxQs6Wakp4+OuOC5LpW/9fezddMt3LLwFsLvemneerqVmunXunmrYw0dG1qpvvx0wH4qj1M3ZEyHq8eVct+OFrRJhUY6JRxH3dudmh93d9q+3ul4NjjZyqaj0oGU03PrHf0x/G4Xt39x1qAj5uxy9Nly4snIVux0IuG+bc10rz1IvDOCq8hL4TnjyJ9dNixVSnd3N6+99hr33XcfAB6PB49neCmXzzaRB8ewvSsvZT5nF4U8y1kAtmRersXZMWIHp7TOQyREPQcPzKJ60mYedWVGr5pLZUvVNKqbXxzwJBdhROx0mp6rx9NtNP3YjTAbKtRwsWOOXAhj2LBdRIs0Xht39yLTRr455dSLaSXaM+ALbo4yM9dDaAOa9lyQuAfTU5zdqb/et/jbmSQOKTWEpmn3IRX7VFnyfZRqIzlQaUQ4cx3uT/O1cXrXaZxWscFWzjfm1A7aN3VQLDNTFhKsDlIz3QJGg8/h+gCPHhYoafNNw/Ewd/ztDs7u9HCIXRke5jLx0Oc0Ps1smkmHSwhe3d2C2hlKIe6Me44VITyZpJ2siDlW8LtdlhTQDtmUKk6vsdvcsuXoTx4bzBj+fNM5NSjhJsf7Tifhvm3NdK6uRSY2rnhnhM7VtQB4yn2O498GQ11dHaWlpVxzzTW8++67zJkzhzvuuIP8/PxBX+uEz678EGDZv7KOJSlDlgFiuFnnvxhEpiZ2VUcnU7RRLI5NtgLjlpYqavcuoNWhs7PX68crVcuTvLSsjrmLn2fe5RuZ8qU6iiZ0ZXhcZ5UPxD2IeOoOLeIeSvYuJ96XRUKVJXVTUrscdDXjuit5EI9MdWn0yDDLQw8nUgxFdO4P0v3E5xn5zpdRdA9CMTaObLn6FAyyd8WlhmYzNDhjGVfUaISygZl+6SrfxL4l/x+3j+nny3PbiMTtYxU1XMyqhisZ4TA6T80LsTG4nbBI3fh0JErSB91VvokPlt7MyCtXM+WfaumZ324b5Y6vz2PRs85/bj2q0fruRHJOPShxKXPSR0dazkHqqX8H6YqY4cBOz+2Eoeq8nbTm2SYUbdrfnnE+GA6I6aZoJtJJuHvtQYvETciYTvfag4wK+jIKnLmqUjRN429/+xvXX38927ZtIz8/n9tuu23Q12XDZzsin7mSrtXv2/6qK6Rh9Jan4oK+fqZEL8ajl/Ku65BlRdvSUkWgKkSvLy/jNYGIMfwgLvQUhctGFvNo/pW0fq6EkUt6OPX1tUz9s5EHnfPlRuJ5NuQloXzn1SAYaMsHiLuJ6CE+3DyCE5eFcsq3W/l8UULJzDZW8v5A3lsCiMTPCo9yRWpO3f86+lLjIoWNC5hXch4fTL7ZSlMkr11MK19MzsPHXegxBeEdaMGGgagaoLDBKOxE9BDb2l4m4DBeLQNCR2hupJpZMEw2yhLASFWi6RpxXeBKUgKZ5/ukF7dD8VgNFzO/dwb/Xf4g17RcQqk2kha1PUVdkm7M5S3QOLO6k+bWArZFB54cxtfnsei9YlTdnshjQmVTkdH6PtTxabmaUGndswlDzkZbQ4FdDjwbhuqF4rS5ZXvv6UfNiP/eSyooH+nPSRoY77SX1MY7I8NSpYwZM4YxY8Ywf77xb75ixYrjRD4YgsEgXV2Zsx39fj+3h6+lS+Zl5M09CQu7cMlJPFAdpNfrJxAJMba1gb0VJ6K5Bj42Na7xpdp2IhgkZCpc0vPp7b4gL55+GSCYuu9dSmu/QNP0+zJa9As/PINg00K6yjcZv0uQoPT00TnzERbsuJqm2IODOiJmqlFKU9UowuhMnbDhF9QAS5d8J4PQFLdk3Kk9VL9+IYpQrPSFXa3gXnk9UsIpvZuJvBxgf1M5U6/cl0HO0hWldeJj1P6tif2RvdbxIpvxanZQw8V0vj0ez6x3cefH0Pv8lNV+kcLmU6k77caMfLiqQH9MUhgpTsnJmxJFO825SfQF2kjWF21lfdGAvvu+2n9nlGZ8P+w0/V5XnAuLYvyt0W0VF+fsGWFL4hIsJ8K6QiOf66T1FoDPRqGRq5OgIgwyn5OnJRQvR2gb/RSrazWrcDocpKcxspH6UJQq4BypD9VF0VwnVxJ2FXltydxV5LXWORo5YXl5OSeccAJ79uyhpqaGdevWMXXq1CGvk4zPLpFvfxTW/YRlXfmJHPnAW3W5XEQiEULSyEml581dtPJc+WjunVpO2GUwaa8vj70VJzL5wzb2VviJegrIj/SxoG4XgdY2YqhEhGYpXOzUIDFVZf3iC6hx5dPcMp5RO6+28szpBGNHEtIVpXHm3SixADJdb56GXNQoyXllx1x3Xg+1Z3/VsA9I0IzT2o/JL7M48Dr+cxTO3j2f5sBu2yU1fweBvRsYcYaHigWtVhNOy54gwSqJz99lNEepEUhqYBJxD8E9F7F15xaKwiWGX0wgRGfN07hdHsf34FchsOEHFgEnI/nzTv93iBPn+V130qK2c1/Z0/w1uJX7yp5mVcOV+KTX8XojPX2EG67BW7oWxd1pze60gzkzc1HVCMPhMHHcbjpPS9k0i/yccuZO0KXh05KsQS/xd3DVtIcBhkXmnaGYZXCVrje3g536JBv5O0XwTnDaDJMj/lxIuPCccSk5cgDhVig8Z1zO9+KEX/7yl1x55ZVEo1Gqqqr4wx/+MKz1PptEvv1RywnRaKWQrGOJoVoJBolGo4RCqV+MGG7WsZiZ7KFQvZ87J/3YInETmkvl/TEuTtpzK3Pa5qBK4+PrVUCRAiFBSoEQ0lEN0uv10b3oA77BYrrd1YwKn8UN70U4rzE1cnUk1oSuPGN+5hDVKJAq63PUpyfWTdaJO64tjLRDPK+dlpMectSXKx0QPynCCad3pFjHlk3uoXTnNRQ3GbNTk03CTIItbDqVogkvcsLSRkvmF8/roGnafY7Xc4eL8cU9xIjhTqqXmPnuYONCi9BNSCQuDAIepRn5dMDqvvznD5Y7fmYdmvE6/dAP+fycSnpcPx3UEvZgW8jqnnQclgx0JsysjsbS+7Lq51IaiQC8rhiXVT93TKJyE4MVLiHTOCsb7CJ4J5gGXU+8Xe8Q8dtbLNghf7YhArBTrQwXs2bNYuvWzE7eo8Vnk8jX/STFztbyHw+eAN/ewS233GL7MnNmZ766niaffT5TdxUzvWO6ReLWcSHxShWRUI04qUEC9PJH9zVWRNvoF/x0mg9JiPMbB754gzX+DOYtnq3DEwbSB9bx2uU0Tv99SgTshMHWhkRhMu7O8DPXdIWRH15O/8Vr0dI82YUap3PSkxaR2xFsn9ZFxcLmFK22eT2pxDIklub7DMoCosToUvoo1POIJ0g8vXhpvS7tmE96rTb6vwa3UtLawJiNXsYuFSnpoLgm2N84kUf6Z1Cm5dG6pYPVpecRa3oyqyVscvpguNN57FwBvapi69MC9v4tw0W2wmWukbiJ5Ah+sMhcl9KyyrW7zq5duRM5GGR+LIj7o8ZnU7WS0I87HQ8G7UdsJc/srIzYy5SC/XHy4pkFz9rSSn634Ey+LB5nFb9hFltt1SAgM9ISYVVw+wQdLal5ydRW5wSbZ8mV0l6NslI+iBoqpnjHVwg0nDLwvhoXIrTczK+clC5W92gC0t2X5vA4ktHvXUOeCDg+cWSTM2p6jLe6t+AJOGw2Qg6QuAQRzWfUzqutzcCDG5BE0FFRUBAoiRbrXJBc6Hy7poPWAwUpSqRIj8q+2mms2P3/MUobiUBQKgVX5Y0hdMJiul0BJMYg53XFS1NIOeh3W4/+2abzzC9/i/9c8mPuPeub/OeSHzO//K2M80wjKYFRiPS5FTpDMdrCI2zXdTo+HNgVLofidJiOS2dXsvHmMwe1wTOva55/4LYL2HjzmTlH/59WHBMiF0KcK4TYI4TYJ4S4+VisOSwEx2Q9vmzZMtzuVCmWmxjLeJ3t1HA7X6Om7kPUeFpUpEkW72pCyIGvU2lpHdqpDWyYMoNeXx5SCFpFGa9xJqfxCiWyGaROiWzm6/yG3kTUn46O/Hzeal1DX6wLKSXqh9MgOjSDnWRL3PM+dPN1/Z7U6+v3sPy9qUzY8Avy609mf/e7yKRn9GxTizaymFX8hit5jEe5MvHeWlLeW3onqBouTnN4/C9alB7qp/3e2S/cxrlQSkmP1s2brWto4wO0WA4udgJccV9GRF+o5+PDlXZqri5+kqAnCAgOjvLyamU1hw5WsvPPE9n4x2ru2lnE/IZr8KXNavVJDxd7q3lw+nR+Nf567h/75YzIWggjheB3uxyn8Piqw1w17WFK/B0IMZDjTifzyiI/G28+k9u/OIuIplsDGFbXXkgknvq9j8TdrK69MMf3nxucCpdDcTp0wmAOhkczPOKzgGGnVoQQLuBO4CzgMPCWEOIZKaW97u/vAbs5nm5/wtoWZs40Mufr1q2jq6uLYDDIsuoulxspAAAgAElEQVR82IrVPFTdYkQJW8ZPo9fnJ9ivs3hXIyf0vG1tf6bU8DeuX9kW/7bJufy/0E0origej5FeMNr7Mx/VCns7OdSX2iiybNfltM/IHFlmBzVczIQNv7B+1vQo59b9maXzf4TmazMKpEgaZ/yV1uonKNm7nImNC1L8SZxyzHZ+LK/JZXxd/ppFwr6NPz11A7BPaSBU/Tw+l0NErbtSXtNVvomW6sfRfO3EelV6tpQRAEQ8mpPlQc7NSmSOW7ODQLCofS7PNJ5LKBbnFFXlorE+yhC0qO20Bp6mtNvG8wQo1UZkbYfv7I9ZUeNDDy1h9qGXMlIx4+e3DprjTibRdOI0z1lZ8zxBTztt4RGsrr0wJT+e51YIxfRhecyHY3G+9cg71pAI830dC5/wm86p4duPvON4f6/uzhyW/I+AY5EjPwXYJ6WsAxBCPAxcAnx8RJ4+LSg4xiBx8zgGmZuEbuL2t2uJyYGIpbqlnuqWehTNS3HrfNpKtqOrAxVsU2robB1byltvfp7SsgFtuZ2plRqLsmTLSxmvL25ailvxpE4FEonr2+SBTUgp6T7yJgVbN1HWewd9Y7elSOw0fxtN0+8DYaRUzKKikx/6H/mqzUbl5VH5FXs/Fl1h1I6rMhwLt6p1zPI6R/1CV60IumvUJpqm/gGZMHnyFGiMO7PJyBskd4CaRV+bZ8v06D4sIkSIwqj3HNVCxpL2pC4Q/POhy7g63sMWPcQiT5k1iNksiPa4+gjGMyPqFtVoFHLSPienBC6dfQO7NkxNmRXpP/UiCvNusv3cin0diMQagxHnlsZ5vNk4j9u/OItbbCSA//cyY4qPmY8+GutbJ8fEYzFL89LZlY7zOiH1Pdvl42s+GhfZjx3HgsgrgQ+Tfj4MZAz2E0JcB1wHMHbs2GNw2UEwc2UKceeCLmnfIqsnBivoaQMWTKmhU/GvsLcbJe6lpaUKMIh/ofd1opqPx7iSLneBMbRi4/NM3ZdpmAT2Bb+uUZuon/AnXPkhWyISQlA0cgp9gH7oBVqXbbKVMpqTh9J11MnYyGJ6sfccaRMjM4qZIu5h1M6rKTg0g7hbw6UMfMV6RdjyrbGDTLLrbZ30RErTD2Dv6SISTxJqKPX3ieheJjLgpoSwMtjEKaMPpG5qiSYl8zPMFpkLIShQC1kmC2wLohE9SlhEUtIrpl95kacM1afS634zpTFHtp/HTWdflbJW+qxIgI0bbyccOWLzuY1idJHfGpUGgxPnYBLAZD+T5HOG2rCUrGAZqn7cCZVZ7sPcFJysDh5Y8dnMlR8LIrf71mds4lLKu4G7AebOnTus6WAfFZyah/aXjuWheUG68i4hEAkxv86w8nyM39LGSAL04pJR4mJAl6rGopy+rZH83nH0FO6hpaXKInQVuIJXjBOlpMCBxCPxED41s7DqrZ/Fe5s3ALBy3HdT0iMmhH8kwuej+KplHPA9a7u+5msbdFDFo1zpmMMYFZaM2muvhZceiZSpxBuQPg4emEXN5I32Swos86uhpEV0dy/I9K+ycYFmtYOrJv7IOCLgXytCSFem4sW8bq6w+8wBCvUA/+HfxXVaOaXaCCQ6XunhmuZL0TubWet+E1/FaqtZSHg6cVespr/Oz933bk+Z1p5O5FUTbmT37h+i6wMkJvHyx/fOtYgtOQpOJ06t3I8+qZD9fpW5m3by/aoKNt58puN7fGpbfcoQ5M7+6JD16zAQJQ9VP253P9mUK25FOKaVwNhUukOa43T7vxf27NnDF7/4Revnuro6fvKTn/Ctb33rqNc8FkR+GEgekDkGyAwbPgVYtmwZzz77LLHYQCRYV1rOazXTiLiMAlmvL49XJ5+cmJOcOEYhqowRkF30UkAw1sPSzY2c1DBQeOkJ7rYlRBFzJtG7C2t5ce6pNPkURoUlN+yNcPaRMNvaX7bOaSl7hZ7JL9imCQouuZ3nS8fx0z5jw0m3tM1mwmXCcWiBNO7H9onBRv8dbFzIXK2KDc1RjhQ2M3p0rS2Zm/czqPwy5V6UTNmkYph6lTf+jAW7f84b1f+CUEOO3ipD2TiyoS/eTV1LP3eXNnJTPIBPGgRRpo3kW9oIRNm7rE+zkx1z2MXhHS/jihsfSE9rCy/e/SuAFDKvKL8EgLr9PyccaUCNFFO85zJWNS7AS5iXE93FZhRskvTP1u7hkA/i00cgE70RhyMxbtxjPEgvL8/M66f7oAP0RXN3uUxGcupkKPrx9PvJpiVPtwlwyrtruvy7Tre3Q01NDe+8Y6SH4vE4lZWVfP7znx/WmseCyN8CqoUQ44F64HLgn47Bun93pBdBD5aN4qWaU5BpHq66ktmppwk3Xj3Gt3f/Ny3N45nTvoiaAhW/Au8L2IzNY4qu42kZkF4VTehi9Pxm3AGN18JLecg7j1hiA2n0C/5lpo9bawRnvO4GZrJx0ef4ma+IEhZa/iiNM+6mafKDvNf4HX5dMYOu/g5QDDJOHhqxWHvTsoXNRphOaaNgTHJeo0bD5PvpHrPeyN1LBV97DZGi/Uh1IHXROONu+otqmbj7KojB1loPpaUfWAXgZJh57ZLa5VaOfODzcmHkUlK7PbM5Iuaj8AN8/FfPDA717yAyIorPRr74Ruw8vnNaPk0+YW2a6U1a6ZBSpkTmmh7jvfb1LAx/yEUF1+NLS9z7Efyf+nMpfXcfb9d0cGJgKlc3X0JZbCT9FQN2uABaNMKGh/+YEZVXlF9CYcOpdP4ltePwe/iBkEXmyVHwpbMrmbtpJ4cjqRtISJfcWtdgS+Q/W7snhcSPFn63izMml7Lotlcs73EpGdR73O5+7EjcVOikwykNJGBIPuLbt29PFUUsW5ZRWxsO1q1bx4QJEzjxxBOHtc6wiVxKqQkh/hlYC7iA30spdw533Y8LZhH09jff4eVuLYPEs6FNFNPSUkUhEWblqfylws2dk7w0+iYTiJzI/LqdlhoGAD3uaHO72n85MZGm6xaCfp+P55d9wfoZ0qb6iNd53TObe8dOJioy7z0qfDyqf5nz6t1JRVTsE2S6ykr9Ce5Vr0kpdvrikht3RQwSTx5yIXTCxbtsJx91n/AqeZ3VTGxcyMRoBV27haPHCSRMtSS0TkqN7CGznT7bZmTm3G9oXMEzHzTQ2OvJ8HTZqJ/O79zXEEn8Wzf6BT+d7gMMrfydk7wZBK/pMep6tlOZNzHDl7wAGCWF7WeapxYSCKv80/4lzCs9Dy8eEJl2uAA9ba0Zr39qWz0nPrqfUpm6uB/BN/DxMkbBOr2AWJ9G4oMdH87EebOgW5kY/JDcZWlKISG3dv7B7sfpuFM+3mlrsrOk3b59e8oTeldXF88+a6QpjxWZP/zww1xxxRXDXueYdHZKKV8AXjgWa31S8JuOEJpnaFO3A5EQbpdgbqSav1T4+el0X4pXy/oaQ3pmkblL5aSzzqdu21uMnl+bQi6OKQ2wTdEk+6gYXijOzT1topjuEzakpiPMSyeUMSZJfrVxIRXlkjsn6Rlktmf6eodxdXb3TEoeOpvHifEWBcGmhbZDl9NTOf1FtfZTk5KuGZD5VPmncWi/QZLmk48aGsHj7q8T8aQ+ZYVdgp9P8RJxCevf0OzCjcpOzq5Q2LfhXbYdfpl0CKBf67Y8y9Nx4Zhv4BJug8SToCpuZo5YahF5QXHqd+BHT73Hg5sPsd6hF6Es8QHYFRArve6MiBzAFYkz/ubnM6Ljoyls2kXHi257JWtrfS7t/Nnux0nx4pSPVyPNtufb+YivW7cuJc0KEIvFWLdu3TEh8mg0yjPPPMOtt9467LU+my36xwDd7iw6JSmN/5KidaHHWbBvL8HINMZro/jmJK+tV8uWqmkWkef5fXzu6/8bgHWvTEw51ymlkQ0m+WfdBIBi2jJzygKUaIDqv/4q4/zzGjUrzaBLSU/5G+xb8sSAFDJHaL62lPy5KzSCoj2XUNJ8+pDWSUZX+SZ6Kjc6biBm7lsIYZFk5/5gYpqPMZez5Uv2/9ZdbpGxaYZVwR/ml3HDwmlolZIX7/4VWjTTIW97x/qUeZ8mhBDku4MpjVjJyFMNhZDq8bLk8q9Yx5/aVs+Dmw8hgWYk5TZvuBnpOJXn+1UV3LjnQ0LJ6ZK4Dru7Mjy7TYVJNplfOuw2j6e21ee0GeQS/R+N4sUuH//2u+0oiaHMJpx8xO2ED9mODxVr1qzh5JNPZtSoUcNe6ziR2+CJxvbsJ9gVLREEeiYiWqOECiVNPntm6fUmIghdx33meczdtJP6SIyR4i6+KP9kFSLt9OaDwfQ6ybYJ+OKSleJPtsTnpCM3IaVkf8nraNP+hKI6F2mdm3UET8zYw6PiPwzv87xWVs58hOU7Ng1JMZKcmx5MdZOsJTdJMhnNymFGhSWN/ly7OwfSEWb+esPDf6SnNbURxYyqzZFu6SoXJ9VLv9ZNKE/yVnU9zzfdyqq6fi6ouoCfrd1jPTTdRZjv4bc07GC48k25rIaNDr4gZh781roG6iMxXJE47O5KmSqUHB1fOruSrR+088DmQ46fgyIMV0W7zcMsTuaC5KjayYtlMMVLrh4ueR6V8hH+nFQrTio2J4uPoeKhhx46JmkV+AcmcrOIsdUT4K2J0+nx+Kn0uvl+VQU/qq0fvG0w7fe6ovDqTD8zDkV5PxSnOKzR6ndnvCwQCSGiUT4sns79IUEo4a/SRgn3MuAXvojX0XWF++W1hFz+Qe8n2evEdhOQksKY5KZdEapmZB+q7PyWBcqU1VlJ3DgP27z7RrGIe7kupUP0XuVamPxH8tolvSJMQPqYq1UxUa/IcgHooZeAzM+qNklvlOrXMg2TpITvjhzJD3o7Up6gfHGJW8boUTP/wMvVgaeZsYFpXHTC9WiBsJUnhwEC74s7mzSlNx7pquS3Y57lpZkJ8uzr45ZNtwBwJGnokFHQDPENjK7SNgGTLqse1NxpeflIi9DH3/y8bb44OTpON58qynPTG9asIqguB6LidNLMNoYtGclRtZP2GwaiaztyHux16Ui2sDWliB+292eQup2Kze12s2zZskHf12Do7+/npZde4re//e2w14LPqmnWIDCLGFs9AdbXzKbb40diSLK+tesQHdrRyay68hTeG+vhu+fm0+pTMwS3qhZj6caXKW4Zw1tzpqc+5mLkuR+RX0ZKCIfzKd0T56qNL3L++9uNvxo7SElhTwfnf/gSc8LbkBLmhLdxfv06AuF+kJLykM6/bw/zyqt9nNsQQ8TsG59ELJ+u8k3sX/Id9px1NfuXfIeu8k0p5+Qykg0SKXc9lcmdfMwf8VxKrxIGAb1KmA3u3exTGhzXblbb6VcjCCFsvVkAo7s0yTBL02MWySYj0tfLPy0Yxw92hCgP6YjE5/XDHWGuiv/RwXjsAWBgpmO8M2KlTE4pPZ9TSs4n3x1ECEFAdY7eul19tCbmaLqKvNxzwpO8VJD6eYfjYb7/6n9mkO7LaKygl6X08MHKCUN26HPKLStCpJhYJZtP5XnUDCWLk1dKtnRJkd+NIHMs3NF6sRzt6zr6o9R3hKxCpylFrO/oZ3dDN4wcy5wln6Og0HiSCwaDXHTRRcckP56Xl0dbW9sxi+7/ISNys4ixpWpayrQfAPsafhoccgf+iOT5efnEVJF6LkYkvmDfXk7Tl3Hq1yfw0/5G26XbRDGvv/Zl62eXVPjKET9rpjq3Sv+vB39Bz+Q5vHXgMutYOTG+tP9FkPD1iBFBaLrOH0c08jh30YwvVVeuuyhoPCWzlT+t6zFXfXckko/X25cSlGezMkhGXOi8pe5nYjQzKpdS0tV2gOrCOSCcJ/wkkzjAe5GNGQOPYaCgeEp7G+e/ljqIeM+MNej08Ki8MmUM3inaRuC/bWc6uoSa8SRil0aJS43fVTzFsvMvZlbVEgCevv/r1u9P75rL1c0DI+Z+g2pJC5OxcMJIxyg1W6rByeM7LmVKNJu8jtP3z460nYqTTnJBp3WyHR/u65q6wrZSxLa+ge/S6KoaxkyYTOUI/9+1aWio+IckcjPvZeWrc0ESIduNfENKQt7M4hhCEAj3M79uJ5snTmPd9Dwq420UuRQ6bCRP7lgnfukmRCwlzeCUxy3si4BSgIhFkZ5MpUqe9CClJKTD/SN07p8zHs1tfCFN2aISLeDzu09wnEpkKj+klLbEmZ5GicddHDwwi3Hj30lpx3fWpPdkHOtVwlb6JJkIhRBMKJxFRA/hc+UNqn4xMXHFYurufielMJlcUPx9yZN8s+GfUlrrXeGRLPK/nuEno1PIcy/Mwz+v3fF6gyEmoyw7/2IuqLrAOlaeX05DXwOnd821phCB4ePyPSTJOnETB9tCGaSdLvmzSzVky4EnR7O5DHQoystMIR5NcfJovViO9nV2kkM7ZNOZf1LwD0nkZhEjELEfpmwHbyzKNW+ssX6u6G5nS9W0gc0gSw671+tnfc1si/gPR2L2OS09gq/7IQ4Xx1jV8CWrKxDgG3v7uXVGPhFl4DpuTXLmexq+4LXQ30SPuitFSYMeJ96wm0d738MXvJbHlwbR3Kkyu6jw8bj+Va5u7KNxxt2296/52uiLdZGnFtoSZ17LTJrL3sTr7SMSyefggVmWHYFpFgb2uXu3HmPuvsxH4H5XP/1qhAIt04DKJVRiMoqmx1AVt213aTIa0Vm1UXLKpdfxgtdPV14Bwf4e/jmgMGWJMcRi9+jDvNj/Bhd0LkFBQUfnw/pplFS9jid5pJ7uQqEfv88gVLunllzgVfxcUHVayrFVJ6/ilk23cHXzJRlWuH4E38LHNzBkhs1I7iLMywmSTiZtU92SjORC5mCt7oDl25JLnjtsc87RtOMPRv5OTxlH6+HicSk5k3mu531c+IckcrOIMb9uZwrBAsYgMCGIJT9ySUnE7eGB+WdbTT3mfw/MP3vQzUBImZHCyfhaSMnojk66A1fz2HQ/L9dEuGFnP5c0qfRr3VR0/4mrIgGe8H2RNkoJxnoY09TOKyeN5qkF+QT7gyzYEWVCzx501Y2IRfG01OPp7kbNM+aRduXZl0RMhY1T2iTaq/Lc4bu4cMw3yHcHbYlzfd1EI8+dhJaWKnzSw8Tx29F8bSwN7yLYsoc/lM2wNOnL97USbz0ESd2ymtDYMWIHZYcvcvxMvS4/m1uedVSFWB8rko3E+MCnsD9YCgm9cFd+If8lBKMb21lePpIfF3yHUV2qNd7NhYvT93+V7r4pNE96Aj2xaemuSIbVb8pTSzxGXAFVZEapyYgD3/23V1l48SSL3MzovGyHvU48iKAo8ehTjuB7+FEI82Ka1jlbCmSwVncTpglXLgjFdJ7aVp9B0kNtx89G/rkUNIfq4TIq6Etp188GO535JwnCSc/6UWLu3LnyWM6rOxpkU62AIdM6HE6kD0RqztsXi7Jo33aqW+q567RLskbjalxDU1yDq2ASayefp2oxzvnrkyyUGzK6ETfop/E78b+JJemUVU1yXUcr5ev/bHQFigCqz4g4tfDr/PaK6+guyJwGE4x282vt2+BLSCPSLHIPvFpC5/4gY/OnpGijkzXhhIvYe2AGTa3jKC2tY9z4d/B6+5DhQkbXXk5Bw3wUkfo00FW+iZaJj6H5O4iE8zh4YDZNTeVM3/4us3rL8c/9miNB98W6eO7wXfR5vFzQUUDZ5C8hVPsmqEZ0Ljwt35jCnIaKiOT1UZXWXMbBsOesqx1t4ia9+AfCW39Hdx5w0ucp1UbSo/Tj1/14bJ7BQkhuVyKc/YWpKaTTcNubOd2L+d5WkF02aqIykWoYTNstgNu/OCun0WrJa2cz4BouFt32ypBz7nbYtWsXU6ZMsX5ON9Aq8Kl09McydOYfR448/V4BhBBvSynnpp/7DxmRg70feTKqmw9zWZdN6kUIwh4vr04+mdcnZqleS4mQEe6YPol/23OI5lyezNJIS1PdvHDmcp4XKzIMrx5XriCWFvVpquDPgWJ232lM5L7tm4+j9jSh9a8FdJZseYm1Z1yW+gSix7jC9QdwJ+nbEt9hNVxMwe7z6dxvbLpmsXB+6YX0VGxOzZX7O5lQs4n8wkbqRlfwG+XnRoHQ38rK6Y+wHChoPNWaj9lVvommqfch1SgC8Pn7qZm0mYWRKyiZ/ENAOpJ4XGps71iPRLLPM4FfBgN8990/U3Dy1bavKUOAz36SfaOHjEnp2eD01KKGi5GhdrT6N/ED509bCfSADp8jzI/wo6btAH4EX9U9rErrbLSb3u7kkV5mu6vYz+00hzJkgwB+PGEU89fW83Cnm2Zc/CbJkMsJw2npzwXHYiiFHZKliCbyvB+vO+LR4JP9vPAxYs2aNVmLobriIuLxOkfaQiAVI0IsP3Lo6Maek3BYFAqtoox7uZ6NGBG2kwKk0yeYu2knTzS28+aJz9Ov/o3eCdPomTyHsVKydM82S5YYCPdzlXYvS5TX0u7dIKYT19/G/p2p3uGH+naxpWUtrdWPZxRGXa44dZXl/F75X7SKsoH7Vq7lyckfWsOOdSQtEx+zjLWsy6pxuievQQiBsPGJAUO18mbLCxzq24VAMDHyIX89YQ5/GXcKSHsybkZC2D6VMCosDcLMsR+opHY5Ip76Ry3iHkp2X0Jk55PG9fyp6peX0Rz/0MoQGWSUP7uMosuqcRV5kUATOl0OCZNYnht/Wt3D73Zx5YKx1txOU+Y3v2IrP196i+O8z8oiP/cvmMBZhyKGpBIYhcLN+DkLlcoiP3lu+3cylOEQTnhqWz2LbnuF8Tc/z6LbXkmRQTqtfyyum44ReR4mVxQyc0wRkysKPxISv/3225k2bRrTp0/niiuuIBwOD/6iLPiHjcgHQygUGlIx1B6CH+09TE/p6Iz0THqLfy6zy5L9VBy7N4WwLErLSkcxs8tt5Z+lx0t18+EU467FSzK9QsAocL7VuoZDfbt4f+JMNsw/i+5AESP6+rhhb5SRvkdsX/eY+CdbrfjDnou5Gugpf4Om6sfQE1Nt7K47FOTFurkg7wgXMdU2Yo3LOE+HP0DdewLa9CIrRw5G088NexMpDIlVPM0Gu2Jv8fsX4PnLXrT6NxE+H8/MvSTjddna6u3IyJzebqYUPoea0c0ZRnJk5ghuPXGsY17ZPP6Xt+4nMPEBirzG+zXnfQJsb1tg6bkbbnuTeNrTiQ/BT4pGUHHzKbY59sEKi7l0XQ6WAz9WQyk+Caivr+d//ud/eP/99/H7/axcuZKHH36Yq6+++qjXPE7kaeh69lmab/9vWLLYthg6VHTEdUh/vRD4YlHUuE6vz+csabRBKyWs4jdGRJ6F/EO65FDlSmp73k51XEw732liT7RXtUh87dJLLcliRyDAf86SKDxAhAHCDtDDV/gdbVm04l3lL1rpGKcty7HBx7p9weziz1lpnj5fnK9Fy1IILgVSMq13F4uO9FK14Fz+0tlNo4dMq1oB+jgXvXVd5LsKrWtlLIeRIkoZDRePEisG78wVKN4g3xaCb0tJk6ksQbNtqw8h+b0S5aZzpjq+XzNaT+/mNFUru3YfYeOlmVPi04nxjMrVCNImXLlirKx5nivKr7Ve75SbN48PtbCYa9dltqaeXFr0Pyo0ND5t+b/7vBVUTbjR8oUfDjRNIxQK4Xa76e/vZ/To0cNa7ziRJ6Hr2Wd5467fsn3OycCAS+HrE2cScXtyK1jmiLDbw01rduMLj+KNmgNsnjwFTXEhdB0pBEJKBwtdYaQtTJgpGzvSUZQMx8Xa0kpLNhmIhGhsdXNZ+f2WRBBAjwmObDGusWH+WRaJm4gpAkiNInsp5G75z/j1fkI2U+BLY+FBfVHShy87wav4GZs/hbrQTt6u6eCa7swCrgmXojK7aDHdfU9w3YIb+FGiGzMjJy5BHtZ4NP85xjcGOL3oYtv1BJmj4ITLg6dqoOAmpHGmqSwZ0H+nEvGjfp2zL56alYySNdIvo1k2tda1Ou1z1+nEWOyz78gt8nawLOn6riKvLZm7igYKyUNRowxG0CZyyYEf7VCKo0VD49MpE5nCkSPs3v1DgGGReWVlJTfeeCNjx47F7/dz9tlnc/bZZw/rXo/nyJOw5YEHeWv2LPrz8y1irG6p55o31rBs11Yrt6xqsdxy3lLi0uzPKwhF8YVH8d5YD+tnnGykcIRAKgqqHmfKkQOo8bQ/UqnbNhwpWW7FdFwEg8TX18y2rtXry+O5inNY3XAVaqgYJMR7/RxaX0Fh4wIuHPMNegJFzounX0u4kXE3bj1t0rse5//sGjxtomi+1EjX4TM2nQxdumDOnhF0iOy2AXlqoeXtbeaf7QJ4r+5huXYJp44817HQOlSYPuFgEPGqojhjbzuNubct5f/9+IxBiemmc2oycuDJcMoRpxNjW9h+s9OV1PRc4TnjEGl5cOFWKDxnXNb7dEKuRcq/Zw48V9Tt/3nKWD0AXQ9Rt//nw1q3o6ODp59+mgMHDnDkyBH6+vp44IEHhrXmcSJPwjtjTyCu2jykSEl1Sz1f2vIiy3ZtNcg0PedtByGI2/0NSkmP38MdFwVYOzuPmI3d7aGSCpbufpfC/ihInRLZjFNFThdZ7oGBDlY7SwLNpfJKyZlM2PALal66j0mv/w/jO5Yzr+Q88t1BRoWHVqQNuz2ctnMrxaEoQkoKQyEW7/4bXe3rIZx9U9DdfSnknY1M89RCLhpzPV8t/wEj9KLEiGV79GvdKd7e+bPLHMXWhfH8jGYc637cCsLvTKpOyOYTPhgunV3JrZfNoMjGgC3beukEuLr2QiLx1DUicTd/fO/clKJicqEVjEi8KAdDLifkStB2G9bHnQMPR+z9fpyO54qXX36Z8ePHU1paitvt5rLLLmPTpk2DvzALjqdWktCf51zYVBQFXddtyTBrysXud4lj3XkeRwLu9fqZ1NRAdcuHzDvlSXz+3kRu3L7AmQ2BSMha0w49Ph9rysNJk3BOs/LHN+yN8O/TvURzbIgo7Ovi5I3Pc+GBbvYVRognPMt7Fdh7YAaTauuS2SQAACAASURBVDaDy97RxhUeOaRI2BzckJzqsBu/tqNnE0u+/JWU16anEJzmjCaj6LJqYGhyRcjuE54LzJRCrlatkNkluaVxHgL4fPVzFPs6aAuPYHXthWxpnENdWprDLLQeC+RapPy4cuDZ4PNWEI5kjh/2ebM4c+aAsWPHsnnzZvr7+/H7/axbt465czOk4UPCcSJPQoHXS0/UyOGm55LNjs4h+bPkAgfiCoRDSJeRWjl48CSqJ21mpWvoHuUeGeZy5X5KS51VOAUxmTLNKHnU2XmNGm+oe3ltQjW9Xj++WJSw6k5V3CTgimss2fwiY/OncLBAt0jcRFPrODyojJ/4JtLdl/KAITUPpXtX5PSe0sk6GUIIK6rv17rZq21j6pfPyph9mazV7irfNKhZWMrDkCosdzUlT8U3s4TQ28225D6YT/hQMJQcsR0xbm6cx+bGeRnnfpQa8KEQ9N87Bz4YqibcmJIjB1AUP1UTbhzWuvPnz2fFihWcfPLJqKrK7Nmzue6664a15j9sZ6cdtm/fzjNPPsmuktEZahU1rrF0zzaD3HOVJOYgKXR63dT6Ok7bb1T3a0sr2Tqxhi53Afl0I1DoJVFQzLZ+4t+2hBZW6A/TeGQCz40+J+V9+eISb1zS5ckk5vKQznOv9XGvd10KkdWWVg4UgBMoQHLauieYuu9dLhzzDR4KbHXsgPx6ZFlKBBzrH8mo2hWUNg/uVWJ+XweL3DtGv0HnzKeJ6k2OaoO+bc10rz3I3hn/bN/kEypmwoZfDBxQMD7veFL6x61YkbrVHZroxnEVeSk8Z9ywo9u9Wxp5Z/OfKKx6FDWvHVUZRc2U7w254HasuiM/zbDrlsyGj0q1kguG0tl5nMjTsH37di6r77Ula9PFMCdJopQouo7uGnpOFQY2DsB+U9n9LhsnnkTYm9tDlUeGuS76AKN2X5kYCC0Y0dfHqn3wbyflI+2IUUpKwhonHXgnVcKYQED3cXl0UdLpkqfLYtw7ZQSNPpHyJOP0mv645KUejYuD6jErMO6teAFt6mpcroFisaL4mTz5p+S9pdB8+3+jNTSgVlRQ9u1vsTX/29gmzSXUvHTfoNdzFXmpuPmUY3Lvyejb1kzbM/vpKXzNeGJIaqASeJky9dYhkYqTBjzZE/yzjqES+ceJ4y36w8DMmTPpbd1m+7ter98ipVcmz3GQByYgBJ64RlQYXaBDhak2iSku2wLlxurpRNXcic9sylnTEKPBv5FHJp5EW34xv5zZTkHcQ7fNJByEoNXvzhwaDSBhrlaVcvpfKtz8fHqB48Bpl1RSXhNCsjVikG1Ih7yj2/NScN/oXh6atow28YUUWwNdD7Fvx79T+i9xZKKLTjtyhIZ/+Vc8Py8iqmQqXwbTtJvI1RdlKDCHVigxnda5T2R0wUoi1O3/+ZCI/JOYhz6OY4PjRG6DMpew9UYxi4YmoQ0WmYfdHpbt2pqz3W06suXjw0eha2+jlLuqNvGn6sVWnr1NlOASMVy6Rlyxfy/pQ6NNpI9juzPLwGmvdPPG+Bp+7fcxKiy5dlcHkd21vBgYx3m4eT8cZ1aeC3UYUfmacpW7ppaiJd6H6bcOxvi8qOhAhlM3LBkOE3i6kM7l/pRcqNA8OWnaYUBjvWvDq8b8zrZWCopLWHL5VzJy87kieWiFk2zTST2RrSj6SctDH8exwXEit8GPa8ayakddRjpjft1O62eT1CyStiEgk/iPGsewAQlgZKyPpybWZBRL48JNvuxGhFXH95K+qQRkZsE128Dpl2qmE0tIOxv9gv83o5AfMpV7mgGPkdjoiUsKXXb5b5kocDo/AUmMjURLU9ck2xq4HGZq+17uYfIPb6Vu/88JhY/QERfsbxjPiqY5qSc65MgLzxnHrg2v8uLdv7IGV/S0tvDi3b9CrRcEDuYR74zklDM38/bJUb6TUZedeiI5ffI5VL7R6aLskf3sf/YQ5RcNfSTccXw6cFxHboPl5SM598M9KeZSS/dsy4hIk7Xl6c07alxjbGtDSgPOMSXmwdZKq3249Rjza/fRJkbant4nAnxpy4uOm0/y8dqSSu5bcCbzzg5w4Wn5rCk3CNpJcy6kbpG4iYjbza+nBBIGWQJFCApdxv/vUxp42LORe73reNizkVr5AeiDDDiQ0nEjaaUEPa4SfM3ePkCtqKCw4VSqNvyCmpf+wIQNv6C+axR3VDxIk9qGjiQa0BnxhRpGrJhkq7He8PAfU6YPAYx2V+HZJi1SjndG6HhsD33bmm3vI3kGaDJsjbrw2qonNj2zlz/F/GyggH/FTzkKCgJvv0bn6lrHax/HpxvHI3IHfHPODManTdB2Qnp0bhb5bDXnfy8IYZG5kJLqI4cY23KQgKyiVxRmnJ4vjdZvu2Ku9TQiJbXF5ayvmYWmGs0lyVLFG/ZGUmSMAD5NEnbQoKcTr0niG9y7B/TnIszrvgOImDcjlZP+WqdxeMWyHdee5YyZdRptG75v5cgBhM9H0ZU3WVJEgaAsNpJvNX6JO8of5Puzfs2qk1eljGSzi2rNztFkzB75OWOGZzJ06Hxmn+0adjNAIdWoK+Zrc1St9G1r5tqQy/JzyXiuiel0rz14PCr/DOI4kTvA9Cpft24dXV1dBINBli0zhhg/a0Pw1S31VDfXp/z1rJsyPJF/TsjitWIek0Kwt+JETujqQtF9ts9hum58FZw2peqWekQsylvjJlskbiLsEtw5yctzr/UByY1FhjHVr6rdNOVlftXsIvital2G/jwudLaqdbbDmJNxw94I/zHdSyRp41DjGle8H2PSkfPQirxU/PtPMlQr/TtHImNphlK6h5s7r0X0u4hvjdBQ9GbWtEhBcQk9rS2pa7jsaxwyZP90ka1oOjJ8BuNGX5OVhLvXHnQ2D8vhGsfx98Mdd9zBPffcg5SSa6+9lm9961vDWu84kWdBtuETJsGbDSh5vgD9oVRDo+Hb4OYAKfFpMcI2g5eToblUNk6YTJ/L3qY1lCAdIQTVzZmbErqCp6WebgfvFTO6Pq9RG3AUNG8Ryf+d5iKcpLJJsZBNQq+w92V2Op6M8xo1JJJfT/IlbSQxzms0NPfxzgjBiy4ieFHqCLmejRsy1tqnNLBVq6M3Hibg8TG3u4rq1cbmbUemSy7/SkqOfGx+dolbw21vWv4l6frzdOQqb8yFpJPNr47j48GOHTu45557ePPNN/F4PJx77rlccMEFVFdXH/Wax4n8KJBO8ObYONK4JifN+dE2DZlQFCKqiqLHB5U59nr9FIbDdPszI0UzBy6l5Gva59gvj7BVraNXhMmXXor7xtPRs53C3k7bcXGjwtKx4/L8xjgiKVIv7o/wzX1xzmvUWVOupkTws+rGM671QOb92RRX7TCntYXftUpGaTbSQQGHbzZIW/hdFF08kfzZZRnt+nbpnQ3u3RCDmrVuWyI31SkbHv4jI8KlzCvJbrxl5stTiqc2JD4Uwyon58KjWes4DDzR2M6tdQ3UR2LWKMjl5fZ1plyxa9cuFixYQF7CEmTp0qU8+eSTfPe73z3qNY8T+VHCJO+uri7Hc9LTFK64Rjw596zpnHQgxtvVWSYN5QCpuIyOx0E2hUAkxLwDWXLgGA07Ii6ZSEVKKqNfkazxn8GSLS/z8unLiaiZAxpiQqBIaSshTI7U+2JdbO9Yz3MzLua2NGuAV6edxNK9OlUNH1ivTdefOyGE5G61EW9wB9+0mUSfTJQyFDeIlMzRalnTO53O6Z0pS85gypIzcp+5qafdlImj7Ay1GxFn4lh1mf4j4YnGdm7c8yEh3fg3Mge2AMMi8+nTp/PDH/6QtrY2/H4/L7zwwsfrtSKE+AJwCzAFOEVK+cls1zzG2L59u22ePAUSEIncuU1XpHmOEvfydvW5w7+pHFQsvV4/W6qmManhAw6VVGTkwJ0I04yaG30LKeyLcGF9jI1l7pQ8uJnWeCcqqVHBr5i3lXlfeWohHf5WfjMrj3BaTjcCvDN5NtWH9xNXXBDXQLj4q/t9tso65mpVKUVPPUGE5qCFjfETufX0C6nAPWjKwiw8Vv7YKCaa5/cq2dM7fduasxLisPPQEsbctmTILzPvyXwfn3TyHooJ2MeBW+saLBI3EdIlt9Y1DIvIp0yZwve+9z3OOussAoEAJ510Eqqd6+oQMNyIfAdwGfDbYa7zqcK6desGV7PkEmAL0NW/Q/EpKVLv9eWxt+LEATmlWSsF4hhRJ9pAs899o3uNJptEAbE74OM5n861u5rwtb5LrwjTJX3sU6oYHQ3QrAQ41GNE3hcF08cNG9inNtI3cSZNUrH9nJrjkry97xAtHEmk4kTiiQ7abWXF3FU1hl6vn/Kw5H8f1Jg8upDv7z5ikcGtSWRgEtirP3iUt91GmiggfSmbgQzFLWI2zw/evtX2SctM7wym/BgsxTEYnPLYyRpzJ5I+ls6FHyVynRz0caI+Yv837nR8KPja177G1772NQB+8IMfMGbMmGGtNywil1LugsENjD5ryJZO+UQgWUNuo1/XXCqvTDaaXaqb63GhpOSD76ns4s2qMfR4/UAgczycqnBfdZAvtYet12xw76a8u5+oNjDp5D+neHnyBA+6AEXCZR/GWLH3IK+ru4l36Y7F4GC/DkoB0dJKa96oORTDTAk1+gX/MVmyyrWXjTfbT/MBWLt6A2865LtNMm97Zj+PP1ZLb3uEwEgvU+fOZeuu14jFYikumCVhjeBejfMas5O0bYrDppkoW4NROvrSJhvFOyN0rq4F7Iuvn3TkOjno40Sl181hG9Ku9Gaf65oLmpubKSsr49ChQ6xevZo33nhjWOv93XLkQojrgOvA8OP9NMPv9xMKDd/60ySJjwxZNlipKLwyOXWknXlPuZiC9Xr9PDD/7JT0jB6ro6hhF6p3Ci/MzuPtsQM2ArqAx8e6qVW8nFpnkJGTZn3egR3ER85Furut43aa/Kjw8vu4nxPu+Bktu+YQGOnl1EsmMGl+OWCkwN54d11G1J8uZxT9MXq7jKeI3vYIB/+qMPf003ikoY71NQPXbfW7+el0FSU/zteyfDZOKY5cj+WqMf8068JznRz0ceL7VRUpOXIAvyL4ftXw/MgBli9fTltbG263mzvvvJMRI5zHFeaCQYlcCPEyUG7zqx9KKZ/O9UJSyruBu8FwP8z5Dj9lCAaDOUXsuRKmLQZTuuT4hCQVF69PnJkyz3NQM7AkmNF0ry/P2hROPvAKqncKf5toU8AVgu2VJ3BqnWFK5qRZn9hWT3+xYrB/Qojj5DvTRjGFVY/SsmsOve0RXvrD+zTs72TE9CjPPvusY4orWc4YSqsNalGdxq1u3jn7ZDSZGjWGXYI7q71ZiRycUxy5HkvHYEORP21InkWafvyTAjMPfqxVKwAbNmRKXoeDQVlESvm5Y3rFzwCyReM5pV2kfYT5ccD0FDc3lpxI3GYjMTaFGZz8mrG3S6eh9mmvcywGKzoiriJ13fh/KW2tdhUkal6qicqO147Qf2Br1jqGme+WUuISUOkW1McG4ove9ggNetx2I2iQg9gFfATIZSjypwm5Tg76uLG8fOQxIe6PGh8/k3wKkWvUnQ3DmjTk4B1+1BJG/dhsLBG3l2hwNIMqvvW4lfsGLIVPOqSiEeybQqzkQ3u/dEBHwR0u5qwClffDcepjkkq34J1ov2M07pIKcxLqHCEEXgGz/JK41kCjTDw2Cyjsj9OVn6nND6aH8FmQS4Eyl/Pt8u6fZl34cUvdY4vhyg8/D/wSKAWeF0K8I6U855jc2ScYy5YtG1x+6ICPLC9+lCTuj8ZBiNw3lkEGkdxx+fVGsTILvA0fEC2tRJoThhzuXYl7ueALS5k0v5yH//oeR2wi4RJaKaldTp5LMCvPBf1xpvpc7JM++25QCfNjk6lO821RFTfT84Icbjdy/Eg4Y3uI5+flE0vqSHVrktPf6YfzB17rRL5DLVDmcv6nRVqYCz4uS91sowI/KRjqwJ/hqlaeBJ4czhqfRqT7sOSKIefFh9v1mb4WpKyn6HEW7tsOQuZsJ+CNRRFgbwmQWNuIYu2/iIW9nXi62/F0t9M7YQbSyVpAwkiqrcLlDbUR/n28K8WQyyMjXHvoiGUqpQrBVJ8Lv2IMvUjuzgQjEg/01TDFVW4breephWjh1w0iB2YcMoY5vDrTT1eeQrBf54ztIU7tHXhxNvIdaoFysPM/LdLCTzJ8Ph9tbW0UFxd/YslcSklbWxs+X+6zeY+nVo4SyW36t99+e06EnlP6Ipm8TQfDY/mFSxC6WVhEYKlPMq6V9rMa11i8bzuQMATLel+Z967GNeZ9uI/eCTPwtNQPROR20F2cfdFi68dz9ofQ+9Q0Qy6d8xpTG5j8CoRkQloYw7IZCEgfM7UqantLeL+okUfGhKyB0iVhjVV7Nc6o7wa9B9Wj4HILIn1xZhyKWoRu4tRrplr/3/nMPkfyHWqB8rNW0PwkYsyYMRw+fJiWlpbBT/4Y4fP5hqQtP07kxwDZUi3JOmRHpJN3Mo4ViadF4mZLftYnBCEQuo4UA/M3F7KBcePfYTO/pI/goJf9/9s79+Cozvvuf56zu9pdSUgg7sjYQkQgG3uNHWyBQyBYtDYNhNrOm6Z12tTpTCbpJW1az7jEzYw7bd40aebNJG/SejJxXb9vSVry+kKIE9uUEGwTI4MDlo0RNxlzsQRIMiuttPfzvH8cncNeztmLdsVq4fnMeMY62j3nOQt8z7O/y/dXHxkzKlIiYTreNTpIZY2X6PyWtKqUNCTMiC2xduNgJPXM+m1TzL+/xNjNm63/J7Q+9rt7GRUR6vGxIt5qzQcVHo39IzEivn7+z8Ix9iy9Na2s8B9udqHLOm64dDuBB9sB2L21h0QsXaRvXrPAWtfowQs5nQyLTVBebQnNqYjH42HRokWVXkbZUUJeBpwsb4/PuY6nMupQbSlUrKXEF48huVxt4vjeHDt5XXNZcfp83xCkEPzlL7qoiTfiW/xr2tr34XIl+Sz/xg/lF7OmDdnReeRAdmWKpqVVpVy+IHjH5rHhk2vTXt5wTws/3tvL19q9ad4sphd624Uz6UZXRHi1pgdisLShhYZ7Wgj+5Dij2im6Wtdm16S7NP51aS3PDt7NopQHyGvbTyLq9jB3+XO4/UO4vfPp6zcmqQ+/eMrxns0YdjEJSm/7DMb29dseVyhyoYS8TNhZ3n7u14fzi3iRoZOIp4b6aJjVRwxbG8cQR55zFlM188S6W1l/KMnvtryNy2XsQD/CqwBskw8ywGz7awqRNYA5FaklmBZcysi0E6AZ5xW6G5+cnrYbByPZ9y/B80Rs6rq/s8TNHw9lG10l0Dk4+xwf+/KnAFgV03n35zsd7/28T+COa+z5UQ9r/6CdJR3zmHZDFz09P7LmeUai79PT8ygAyUvOZWmpiUgzzNJbP8ABz0mGt++k8VfGwz7170y0J3sAdK7jCoWJEvJJxNGTIbOFvlBS/FL2LL2NtUcP4o3HiObxIs91rkJeF/L7eW6l5Jj8Uy7QzACzrAn13+GLSAlP9vyt4/xSp+HNLtOdUEgr+ShdCYJ1PfzPr/0TsXjE+nYTCAQc67cHfG5Hv/JgMJjmVCnGw0R2id25EUlYN+rQ5y82Hia9J7+VNpQZQNfDnOj5Jov4J9trarVuS8TNBGV3dzev7HiZeDhurWvHjh3A5W90KkaumChqZuck4uTJUB8NG/7fucIiecqPTHFcfaI772vLghC8I5YzIOaA0BgQc/ghX2Qvq4lG66z5pU5k7YJ1jYZoK6PTTqWHVgAExOKGMJuC193dnfPzdHosCenmmf/3nJWMlkg6eg9nzVhFSsZc8HdLavjuxkbWjPax4teH2RVdbHveWPK84702bkp/z7GufrY//fOsHEo8Hjd87MfJFTtXKHKhhHwS2dI6H3fG0GDT+9sxtCElN53rRZP5m05KairKhdODIePBExM+/ovPsGPw9/iPjt/m8TWbEQ7vbQjH0RJew7o34WXacBvu4Gx0Lf9u0xS8La3zbYdcd/QeRmKUF6YtV2qG53fGg6Lt4jnWHj2ILxZNK8scrtF4ebHXKJ8UgrPROE8I42GViTviHFZJLRE81tXP7q09JDOnjoyTWu3UcE8LwpNxD1Xc9KO4cighn0QemNfE2p7fUB8ZAympj4xZ9rG5ptX3zrku77QfAF88ZsSfc4VJCtjdl8Igs/jpgnuNUIUQRot/xvU8Ccndb8aYOdDB7PNrmDnQgS8yFzCafgohrbzTvCcpWdL3Hm0Xz9FQW89azy3U60bytUb3UR9sQ2oJ2/O1XTxnPGTzVAlF8bJNfCbtmKb5mXPu07bnzdw9v7b9JImY7nifjY2XK3/qbpvD9PvbrHO4pnuZfn+bqh1X5EXFyCeZQGiINpuQg53zn0dPcv1AH+8055+Gg5QkNM2+6iSlVjyuuYqPoRdZ8pj10MmoRQ/0RrNqsU3qQi2MNBzPDq9kcPaGNp44cjrrfnsWtNAcCtJxroG3BhqZ3fRRPrF5MTuffAeA0fpTjp7vhX6jGWQWNdo8YsnzuCNNzDn3aebO2UT4zIW8FSmhoajjfXo8Hmugt4lq+lFMBCXkFcLJ+a+rdVlhQipEztLBL4ybVz2+ZrPzOWy6PYuponEnEyTyfXMQghPNHjho/2tfZC4er4ugr/dy+CFrkyx4vXUZNhPMjFLK629m5ZvG4OvQUJTdW3vw1bmJjCbsHxTj3i6FdrPOSWq07vlmmmiHz1zA/+E5RHs+yNkyX9/kJTQUtb6BjNafQndFceFj06bfcRzurVAUgxLySSaXU6Kd89+uG4uY3ecguKlhG0exsuni9MVjRHJ1W6a8tj4apuPkYXbdlH+9wVrnCJ5wwb33r2FJx6ccO2SllFzMsWEf9qcnQRMxHZdH4K7RsgRUS3rxRGcQ935Q0HBsT0Ly+bfHbLs3oz0f5J1uv2rzYquxyBeZiy8yF3eNxroH21kSsHOHViiKRwn5JFOsU2Khu0QLmzZ4s2sTuByqybfrFqIwER/HrFB5NR7IG7ppCMcZnNVlCKnupW6kBV9kLt46F2s+tdSqGQ8Gg/Qv9vDKgg4GRRMz5RAffb+LkeE5SKmDsH8g2Jl0RUeT/NZDN/Ha9pMwNJfprmaikQRWBeMIrBnWuOvWJp7Uwpbf9HXHRzky05XmrfKJoG770CykLNC8t9e2n7QmEKUOv1AoyoEo1mWrHKxYsUIeOHBNzGm2HdTs8XhIJBK2Dme2xlo5wh3eWBSPnrTCM9cP9FmDlS0yRTzzWJHUyxEel39MNFrHjoHfY/uCDUiXw657vApnzcm30uwKGsJx2gbHODbHy0iNj4Z4hPaxYxxqXJrWLeqSMZAaSc1hzyElv7tvlFtOx5i2cB9zAs/irh0iGZlJ4MOPMn/e5dDSsa7+vIL6/S/8MusSvzXNTa0r+/NyTffm3ZErFOVECPGGlDLra7AS8itAakOK2eBy+vRpnD6DVMGrj4YZ9dQgHZKaqe3vBbsrlmrEJSUCiUQwkwHa+kfpmnsDUrM/pzuZYEnfexybf0PuB9RE1iUlX932AdMW7mP+Hf8XzX05qappftrbv5Ym5vl46it7rQSlSbNHcFudO80WZrh5H4O3PEdMP4/PO5/WxQ8XdR2FYiI4CbkKrVwB7Nr3zZ/feOONrJ15Zuz8yVUbiNqIs1lTbboXCikLm/BTiFjmElUhkOMZyUFmE5w33cG01iDhcnNkwaLstZXBIMwMq8wJPJsm4k/yJ/xSvwf9iIbryCE+s6CJbyzNPys2NaZtcl4IEivmUnPiEslLUUZa93P+Q/+OrhvJ2dS2/YmKebEDKBSKVJSQV5CNGzeyceNGuru7eeaZZxxfF3WIXSdc7rQduNMUnQlT4A45IfJPFS/72gChJ1nXbSR23bVD7GU128j2fkkCT50bZHBgiB9+ZDlg/y0pEAhYoZbvd53ihVYPwVqNuZqLWe2zeOCTSzjW1c/pgb/BndHgo+thek9+a0JCXuwACoUiEyXkU4BAIJAz1JIrATopcz/L7YEOViimnGvxxSW3nI5R3+Rln/Zxfij/wNmNUQiej+h0dxt+6ql5i0zfk7duqOGnEb9leHZe6jx89Az9Jy7h3naaxZsHbS8RifYVf38UP4BCochEdXZOETZu3Ijfb9+gYusNAmWdHuSP6EbsW7ev0CgFt4xj9MpnXzcvOdYSrjGi1qs2L+Zp9x/ltdSVQrBr1y6++8ZbPHn7Oh5fs5n/6Phtjs9uTvM9+XpvX5ZrZViX/O/hSyRiOokx+/Z8n3e+7fF8KLMsRakoIZ9CONWcm94gZqt/uXEndB7a+yJf2LN94iGQzHWNt9DPkhfwMYYU2d8ctGQe+4A899ow7iS488l36IvntzQQUnKgpp4XFi61LAVMJ8njs5sJXgry1Ff2OrpWXvIZn82F7vvQE+nhLk3z07r44bxrsEOZZSlKRQn5FCLVdyOTfO6CFkUKvUjqrD12yGhjFzh6wOQ/UXbichYX+Q5fJMQ027foLpF795/jd0JPcmfvO9bP+QY+IyU3vv8u+z90c1Y4ynSS1JJGF2bDmL1d7vSI8dmOnFlJ3/4/JD7ahJSQCM8sujomFWWWpSgVJeRTiM7OTjye9MShy+VCS6n2cBTacVOum871InR7Icp8vTcW5e6jb9A2cMY63NF7GK2Q9xfAALMA0HLWtEwMAbw/fRrf3djIP3xqBkF/tlmX+a1A6DoLhi5wZtZ8hmvsw1chr5+6UAsA694M40mmn8uvCf6iYTruGuPPYuTMSk4+/w1Obn+CRbN+WlLpoTLLUpSKSnZOIZxGxgE8t+15dFeUlSeO8av2W0i4L4cSvMDqlHry+cNDvPqhgFHtYrerHRc8j4NgZ8nuBJOfMzGSgvok7Bd0zZXesZq6PCnxRyVrjpxkUfAwx+fkr69vCMetdn7T4OvAx2ZYHZ9bWufzwLwm9pyO75vJ1QAADzZJREFUcfjV9zEbTdtXznPs0nSqjLFDmWUpSkEJ+RTDruYc4OB/jhAaiDL7PNSPhNkd8BOs1ZgekXzt9hbefnm7JcBtF8/R1bqMqJOIZ0waMt8DhomXtHMzLFLM3ckEH+17ncjMOmb6LjJItkj5o5KEG+LuCcblc9S5R2ogUTMMwrinfH4qd7+Z7s64KiR4/K5laceOdfXTs68f0ype6tCzr9+aJpRKZkev3UQghaJcqNBKlbBq82Lra/0tp2N86WdB/v65IN+JjHL6x09lNRU5WrQ6jGEr9n2OjIczEpqLX8xZz4/e/QuWH3kvq+rGk5Dcc3CMQG8U9PJ7pktNsKf9Vo7Pbs5pVztXaGw6OJZms+uu0Vi1OXsykOktnkoipht+Lhns2rUr70QghaJcqB15lWBnvjRvhc6BIy8Tj8ez2vqLIeT1p3eHllJ+mPLeaI2XX7bfzt09v2Ht0YPW+kwzKoDuVi84tPaXivmQcqrDv87r4cBdyzjm7+e1S/lNrTJb91OPm6395vudjNKKMVBTKApFCXkVsaQjPR777W9/2xLx1BhwyFdb9A7XFDppF0YpoUFIai66Wpfxma6XaLtwjtnn11i/++7GxomHVQpcV8jrp/PIgawYuV8TbGk16r4zP1cnvHUuoqP2eQVT5E0/9NoF9YxFQlmvy1WZpFBMFCXkVYy5u7ONARcTCrEpHRS6jhyfOH/9QF+24VURhLx+I4MqBRHfeSupmMunPN86TSOuNKdHm3uuj4at+P/rrcsI+WrTkpcmhTgjigI7UxMxndpQC3H/0fTwiq7hGVzIsa5+ZWOrKCtKyKsY0+t8okOYTbG2QwphTRkCoxLGDI0Yby58J10fDRtVJUIa03owJgM1junGoOOCFpv+cOnoPWwI9Mm3AHvnR3cyweqzxvVWxEI80lxvm2g0BySb8W9zVw2XQ1pP9w/xzXV1aT7lTuPrAMRAE5v+dBMv/PwlxsIhtKSXulALItKUdW6FolRKEnIhxD8Dm4AYcBJ4SEp5qRwLU+Sns7OTHTt2OMaApwEiFmbY47MVXikEjZEEQX+26ZVTnF0IUVxVuK6nDbpA0xmZdgJfZC7rusNs7/BnV8k4hEwyHy6pOI3OuzUW4suPPZZzibmSmEs65vF0/xAPHz1DePyhE6xz8fwddQCOYl7f5CUQCBjVRhmx9dRzKxTloNQd+U5gi5QyIYT4BrAFeKT0ZSkKwdxdvvvGW7ywcGnabtQLrDp2kNa+94xEpo3Qz3C7YJobEulx38wpQwX7nNvgTcSzxtmhJYn4znPHYDMvJJJEanIMb04hXxLXbnReIanFXElMsPdeibsFuwN+AudiCAR6SgNRatVLvnMrFOWgJCGXUqb2jO8DPlnachSF8HT/EF/v7bvcrLJhAxsg7djyo4e4ru89ANvZlC5gOJ4kqaUnNb3xGKtPdKcJYr467FzYWvAKSM47R+L9+UQ8+S1wATQ9mb6zHyezWscKuYxjJhezPrOUGLk5qDkTX51xz07eK8FajfV/dBPgPMrNHL6cSX2T8lFRlI9yxsg/B/xXGc+nsMH6mj++QzwbjfPw0TN8a+lCDqQ0sDz20k+s/88MO8zVXAxHEoS92YMefHE3bRfOpXVKTjQGD8676LFwiLqYXnCc3JNIZO227ap1UhucXC4XnZ2djp8ZwAPzmpAOwSLzeLPXw1kbMb/OV2MJtlOYxG5QhVOdukIxUfIKuRDivwG7v6WPSim3j7/mUSABbM1xns8Dnwe4/vr8k1oU9jhZrH69ty+tCiNz6LMZdmhsbKTp4p08st7e3zxYq6ElvYaJ1jjeeCzvgGU7PAlJx8ke298J3firt647zPN31OUtQ4x6arJ233HN5WiAFQgNsWHDBgKBAJ/79eGcn5ldSeFb19ewO+Dnq7sPMd3twgOkSrlfEzyk+7PqxzMFXQ1fVlwJ8gq5lHJ9rt8LIT4LbAQ6ZY4BoFLKHwA/AGNmZ5HrVIzj9DU/87iZCM0c+tzZ2ckr/zJA45jPdifcOKZTF2phpPGotSufSKW30CUf3z9K2wU/I40CRPofuRQJIr7z3HLaKEU0LQeExHb2pzceK7hWPuT188gjl1M1+T6zzPDHbxaHefG2BhIu4/P5IJHEIwQzNMGlpE6z18NDuh/3ttOEclS6mBRap14IhZRJKq49SmrRF0Lci5Hc/ISUcqw8S1LkotlrH1POPB4IBNi0aZMVI25sbGTTpk0EAgHqm7ys6w7jSaQLoSchWdcdtuq8TSIOo+ac0JKSzV2jBM7GjHPpNn/NNBitPwVcthz46rYP2Nw1ijuRXkHiTiYQ2ExDKjApmu8zS7U/iPjOs2fZjKxrxaWkzu2ib91yDty1jPqf9xXcrl8uzDLJzOajY139k3ZNRXVQaoz8exgFEjuF8Y9qn5TyCyWvSuHIltb5afFeSO9STMXJgGvV5sVEtvbA/lFrJ5xZG50aXnEqb5zhdvGPbc185cgZguNOUt54nNUn3mTB2ADhmhZDyDX7bkjdlZ0EbLtwhrVHx+hafGNKAvMddt34YfsPxKZR6GP97wJ3Wcc6Z07jqfeHst7aOdPwSU8Nfwxqpwj52m0vlbqzf61esvuuxqzPbjKrUfKVSSquXUqtWvlQuRaiKAwzDu5UgVEI5j963/aT3PKzIPVNXlpunsmpUIQQRiv69PhihrQe0HTbqhe/JvjHtmYemNfEA/OaePGZV9j35m6kMIRGd2M1/2TG3E20pBF3d9dorHuw3RLStoFomkc6QNeiZYRsRuH5EnHcyYQl+nedPsqXVqWL/q7BEdvPIfW4Gf547LGdjg8ucwf/dP8Qz99ZR9xlPEBS68pXhUrzjckVOlGljAonVGdnFWKKZynYxW3Xku6hbc4Qbbt4Dn9tLa+3LuOiju3D4533DlgibqHpjDQe5d3GZextbybku1wiuORCH3WhljSx2vnkO+hz7UWp4923eXnJirSkqF8TfGl6DezdSzAYpNZXT22ohVcODnCwaa913kLzCgC1vnrbB5c7mWRLq5Gk/3pvnyXiJnG3YPetfv56VrPttQohX4epKmVUOKGEXGGR6aEdDofxeDzcf//9eT20nVz9jKEOi9JLBNtvZ8UdLr585/K019Y3eRnM2L2nVqr4oxK3LonUaOkPkzuX5xRBp/JBu9h5baiFtjFjhJxVIRMJs/7kMA+sN3b6Tg+G4VpXSSGOfKETVcqocEIJucIil4d2PiHPLHc0sWsmSmgutiY8fDnjtas2L2boJ2cJ1h4FTc+qEw/7BH5N8L2lC7O+keQSwS1fujFnXiG1Wahh5SJWH/GztK+btgsvWR4pqQngYh4MxZAvdKJKGRVOKCFXWJTioW1X7gjOzUR2u1pDkNby0g4XQ/px24dAZs18akzZjtBQlFXvxfjW0oW2eYXMZqFgnYuXli/g4/sb03xUUsMXxSSci6GQ0Ek5SxkVVw9KyBUWTrvqQjy0zR37s88+mzatKF/iMBNDqAynh3/dfcj2NeZDIDOc4sTurT2se7A9rfPVJJePiinkmeGLciSc7VChE8VEUaPeFBadnZ14MrxPzCaiQggEAtx3331p5+joPZw15q3Q3Wu++m+7cIodueq7c/mogLEbXvdge9Yu+IF5TRy4a5lVV16qiIPxEFv3YLu1A3e6tkKRidqRKyzMXXWhk98LOceKWIgVDW62JjxF717zhTCKKbtzem0uH5U/e/zugs9fLlToRDERlJArsp0Bf/+zJe0w7RqRMhObhZAvhOEUU7bDqURvsuLdE0G13ysmihLya5x8zoCVJlfNvF1M2Y5ccebJincXSyFTihQKJ5SQX+MU6qY4FTEF7pVtx2z9xIGCdrblaLAqFdV+rygFJeTXOMV0PU5FzJhytYclVPu9ohSUkF/jTFZzy5Wm2pOEqv1eUQqq/PAaZ0vrfPwZ/t+VSvZdy6Ra6ZqoGnJFoagd+TXOVEn2Xeuo9ntFKYgcQ30mjRUrVsgDBw5c8esqFApFNSOEeENKuSLzuAqtKBQKRZWjhFyhUCiqHCXkCoVCUeUoIVcoFIoqRwm5QqFQVDlKyBUKhaLKUUKuUCgUVY4ScoVCoahyKtIQJIS4CLyX4yWzgIErtJwrjbq36kTdW3Vytd3bDVLK2ZkHKyLk+RBCHLDrXroaUPdWnah7q06u5ntLRYVWFAqFospRQq5QKBRVzlQV8h9UegGTiLq36kTdW3VyNd+bxZSMkSsUCoWicKbqjlyhUCgUBaKEXKFQKKqcKSvkQoh/FkL0CCG6hRDPCiGmV3pN5UII8T+EEIeFELoQ4qoojRJC3CuEOCqEOCGE+NtKr6dcCCH+TQhxQQjxdqXXUm6EEAuFELuFEEfG/z7+ZaXXVC6EED4hxOtCiDfH7+3vK72myWTKCjmwE7hZShkAjgFbKryecvI2cD/wcqUXUg6EEC7g+8AG4Cbg94UQN1V2VWXj34F7K72ISSIB/I2U8kZgJfBnV9GfWxS4W0p5K7AcuFcIsbLCa5o0pqyQSylfklImxn/cB1xXyfWUEynlESnl0Uqvo4zcCZyQUvZKKWPAfwKbK7ymsiClfBkYqvQ6JgMpZZ+U8jfj/z8CHAGaK7uq8iANQuM/esb/u2orO6askGfwOeAXlV6EwpFm4EzKz2e5SgThWkEI0QLcBnRVdiXlQwjhEkIcAi4AO6WUV829ZeKu5MWFEP8N2I0Jf1RKuX38NY9ifAXceiXXViqF3NtVhLA5dtXufq42hBD1wNPAX0kphyu9nnIhpUwCy8fza88KIW6WUl51uQ6osJBLKdfn+r0Q4rPARqBTVlnBe757u8o4CyxM+fk64P0KrUVRBEIID4aIb5VSPlPp9UwGUspLQohfYeQ6rkohn7KhFSHEvcAjwCeklGOVXo8iJ/uBNiHEIiFEDfBp4KcVXpMiD0IIATwBHJFS/q9Kr6ecCCFmm5VuQgg/sB7oqeyqJo8pK+TA94BpwE4hxCEhxOOVXlC5EELcJ4Q4C6wCnhdCvFjpNZXCeFL6z4EXMRJm26SUhyu7qvIghPgx8BqwVAhxVgjxJ5VeUxn5CPCHwN3j/8YOCSF+p9KLKhPzgd1CiG6MjcZOKeXPKrymSUO16CsUCkWVM5V35AqFQqEoACXkCoVCUeUoIVcoFIoqRwm5QqFQVDlKyBUKhaLKUUKuUCgUVY4ScoVCoahy/j86oPoojZEcUAAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA\n", "from sklearn.manifold import TSNE, Isomap\n", "\n", "# This cell can take a few minutes to run\n", "run_this_cell = True\n", "\n", "if run_this_cell:\n", " # In 2d\n", " embeddings = [PCA(n_components=2, copy=True, whiten=True, tol=1e-5),\n", " Isomap(n_components=2, n_neighbors=5),\n", " TSNE(n_components=2)]\n", "\n", " for embedding in embeddings:\n", " X_embedded = embedding.fit_transform(X_mnist)\n", " fig = plt.figure()\n", " for i in classes:\n", " mask = y_mnist == i\n", " plt.scatter(X_embedded[mask, 0], X_embedded[mask, 1], label=i)\n", " plt.legend()\n", " plt.title('Embedding method: '+ type(embedding).__name__)\n", " plt.show()\n", "\n", " # In 3d\n", " embeddings = [PCA(n_components=3, copy=True, whiten=True, tol=1e-5),\n", " Isomap(n_components=3, n_neighbors=5),\n", " TSNE(n_components=3)]\n", "\n", " for embedding in embeddings:\n", " X_embedded = embedding.fit_transform(X_mnist)\n", " fig = plt.figure()\n", " ax = Axes3D(fig)\n", " for i in classes:\n", " mask = y_mnist == i\n", " ax.scatter(X_embedded[mask, 0], X_embedded[mask, 1], X_embedded[mask, 2], label=i)\n", " ax.legend()\n", " ax.title.set_text('Embedding method: '+ type(embedding).__name__)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In a few words, what are the principles guiding the design of each method? Compare their results." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solution (from team 3):\n", "\n", "**PCA is a linear method that uses the $k$ largest singular values from the singular value decomposition (SVD) of the data matrix. These axes form the best linear subspace of dimension $k$ because the variance of the orthogonal projection of the data points is maximal on it.\n", "It is the method of choice if the data can be summarized as _linear_ combinations of features.**\n", "\n", "**Isomap is a non-linear method that starts with the conversion of the data matrix to a graph, then the shortest path matrix is computed, and the linear method _Multi-Dimensional Scaling_ method is applied on the shortest path matrix. The advantages of Isomap are that it is able to discover manifolds of arbitrary dimensionality and it is guaranteed to converge to the global optimal solution.\n", "We can see that it produces a better separation of the classes than PCA on the MNIST dataset.**\n", "\n", "**T-SNE is yet another non-linear method, which tries to circumvent the _crowding problem_, i.e. when a lot of data points are constrained in a small part of space. It does this by minimizing the divergence of distributions of the data points transformed into conditional probabilities and a measure of similarity between the new points in the sub-space $\\mathbb{R}^k$. It usually produces better visualizations than the other methods thanks to its crowding-circumvention property, and we can see that it is the case here.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Part II: Regularization on graphs with Graph Signal Processing\n", "\n", "In this part of the assignment we are going to familiarize ourselves with the main concepts in Graph Signal Processing and regularization on graphs in general. From now on, you can only use the following libraries as well as the functions that you implemented in the previous parts." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from pygsp.graphs import Bunny" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this exercise we will use a nearest-neighbor graph constructed from the Stanford Bunny point cloud included in the PyGSP library." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "G = Bunny()\n", "adjacency = np.asarray(G.W.todense())\n", "n_nodes = adjacency.shape[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the following function to plot our signals on this graph." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def plot_bunny(x=None, title='', vlim=[-0.03, 0.03]):\n", " fig = plt.gcf()\n", " ax = plt.gca()\n", " if not isinstance(ax, Axes3D):\n", " ax = plt.subplot(111, projection='3d')\n", " if x is not None:\n", " x = np.squeeze(x)\n", "\n", " p = ax.scatter(G.coords[:,0], G.coords[:,1], G.coords[:,2], c=x, marker='o',\n", " s=5, cmap='RdBu_r', vmin=vlim[0], vmax=vlim[1])\n", " ax.view_init(elev=-90, azim=90)\n", " ax.dist = 7\n", " ax.set_axis_off()\n", " ax.set_title(title)\n", " if x is not None:\n", " fig.colorbar(p)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.subplot(111, projection='3d')\n", "plot_bunny()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 11: Graph frequencies\n", "\n", "Let us start by constructing the normalized graph laplacians from the adjacency matrix and find its spectral decomposition." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "laplacian = compute_laplacian(adjacency, normalize=True)\n", "lam, U = spectral_decomposition(laplacian)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the eigenvalues." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "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", "plt.plot(lam)\n", "plt.title('Eigenvalues $L_{norm}$')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make things more clear we will plot some of its eigenvectors (0, 1, 3, 10, 100) as signals on the bunny graph." ] }, { "cell_type": "code", "execution_count": 30, "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=(18, 9))\n", "plt.subplot(231, projection='3d')\n", "plot_bunny(x=U[:,0], title='Eigenvector #0')\n", "plt.subplot(232, projection='3d')\n", "plot_bunny(x=U[:,1], title='Eigenvector #1')\n", "plt.subplot(233, projection='3d')\n", "plot_bunny(x=U[:,2], title='Eigenvector #2')\n", "\n", "plt.subplot(234, projection='3d')\n", "plot_bunny(x=U[:,3], title='Eigenvector #3')\n", "plt.subplot(235, projection='3d')\n", "plot_bunny(x=U[:,10], title='Eigenvector #10')\n", "plt.subplot(236, projection='3d')\n", "plot_bunny(x=U[:,100], title='Eigenvector #100')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What can you say in terms of the variation (smoothness) of these signals? How can the smoothness of a signal be measured?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solution:\n", "**These signals become less and less smooth as the corresponding eigenvalue increases. In general, the inverse of the smoothness of a signal on a graph can be measured by the quadratic form of the Laplacian $x^T L X = \\sum_{(i, j) \\in \\mathcal E} w_{i, j} \\|x_i - x_j \\|^ 2$. This quantity can also be seen as the square norm of the graph gradient.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 12: Graph Fourier Transform\n", "\n", "Create a function to compute the Graph Fourier Transform (GFT) of a graph signal and its inverse.\n", "**Note**: You can assume that you have internal access to the eigendecomposition (`U` and `lam`) of the laplacian." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def GFT(signal: np.ndarray):\n", " return U.T @ signal\n", "\n", "def iGFT(fourier_coefficients: np.ndarray):\n", " return U @ fourier_coefficients" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's create a graph signal:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/michael/.conda/envs/ntds_2019/lib/python3.7/site-packages/ipykernel_launcher.py:5: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " \"\"\"\n" ] }, { "data": { "image/png": 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xNx0g3acuV/+/aEq/Gt5QeI9FUeoYBcRhTJC08c5RZRPwHh0n6GuMwZNQobcuoIoJau4QRLNYYzDG4JdPIhefQlVT4jhGZRUeSPRejS57aYK9igaJ2wT9PiQh7uLT+N118vYca34KoWWhHdNdOIyaX8WMd8B5XJmjwri2cryJvOvoLH/3rav8X58/w/puzmRUsrmZ8TO/9UXM1jqbOxl3HZrj0ROrfOxdh/nFv/UQW9OKC6OCdw9SPntqkzhUBKHm0Qu7OO+ZVJbtSclXzu+ShJr/4OHG7/abyE2Z1HA70ohtw8toxSFF2iOzLRLlKZUm8R5na/NwL+BM9S1iK2VGUIzq8q/ti9Cdxb240RYlqNX7CKKIuSgliAzOewZJgDWmFlqlSJVivhNjnaOThPjRBn53HcoMZIhPVxAPuTF0fFBPiPCuLjUTTVVVYAxBWHvm3jSMY2t7SpkblKrdvvLSMh7lGGt56oV1tknZHpf8zn/2HtrRN/+sFroxz29OKIxjc1Lyb568wjCvc9udOGB7Wt28de4D6kkNjdg2vEEQEaIwwHqLEg/eUuYZvPAYfnAASTuo9ktypGEMKsA7g2rV5tha6z2DGiHo9K++xB+k14h0EFBlE6oqR4KQdtK6+phTdToBgbgzIIljnPf0AqEqMsS7unJCqfprA+LBVBVKanMcFUQ37J37R186x3BzivcQRJp+N+Zj7znMpz8z4vmLO3S6HZSCmVZEqBRro5w01HTigMV2hHWevLLs5oZJYenGAcO84sRCm4+9+cANrW3fIYKK9qcs7c+7arhh0ihkasraRAbqqHbzImxcwDuL/p6/9a1PUAF26QTOOZQOiAClFFH8ne0TvbN1dOo93lR7LcJ1DtOJgpkDeAQ9s8zBMKpnoeVZPYbH7w0H9CA6xInslaQpnKlABGeKGxLb0jom+L0WOY8pLSfm2/zYOw/z0x+4mywv+KtnNrm4lfNTH7ibz57a4J9+/gU6ccB//j3H+erlIdZ7DnRj7lvs8NBKjy+c2aabBHzw+AILndvfXvK1Zf+mEfbnXTXcMFoJnXa7zqM6hziLnzuIVBl65uWWiN77vQJ+wVpbd4l9F7z3dZ3ti+kG2TOpMSXu8nP44RouiPBpF1uV+L1rKqXAe1QQolt9gnYPnbQIo5goitFhgMfXQs6NbZid285YXe5xYL5FoIXZbsR/8gMnqazn8qikQPO24wv8yDsP0UlCPvX1y+xmhos7GZ8/vYnznspaJqXlnsUuSaiJA0VpHL//yLkbWtu+RKhrrK/juNNoItuGb8uL9bQvtjgERx5EFlaR7hx2tInPJxC10J0BiMK9GAX7b+mL+PaYsm7/RSBMCOIEpTRuvAXltG5WEFV3kAHOWSQboXYvo5I2zK5+Mwr2no1JiXOeuXaIVyGCxyG40QZ+sgNJF9VbeFWR03Iv5p13z/GhB5fAw7FBzB9/fY32hV0+/MAB/ujRCwjwoTfVZWlvPzzD8xsTQLhrNuVKXuGtUDnH6c0Ji91vRrKzrei61/FGQZCmGqHhjUmQpFR5VouuKWs/2skOmL2Gg3yI0QFBu08QBBhr0Eoj3mJH23g8SjSSdq82HnjvcMON2uXLgxKNwn9zwy1KQRTKO4iiOneLoJTGj9ZqH9x8TFkUTJ0mCTWldexmJXiPmJxBOwEUylb4ncu1p0IxxcUpOr3+mtyssrz5QI/dvCJQwh8+dpl/d2oTEeHsxoRHTm3hvefzz25wdL7NL3z4JA8d7HNxd8qfPLvJuDScWGpz30KbvLK8ZXXATlYxLQ1/7z3HbvrP645HuLmbm7cRjdg2fEe0DtDtLgDVcANvDVh71fAbFVB5wRlLFAbEUS2YdncdX0zxm2dxopBWD334TQD157Mh4BEdIe3BVTvFojKMjUZ6h+nFATpOYbqLMxUu0JD2kMk2PojYyD3elUxz6Lb2IkZTEpgxgQHmDiFa4ffSEyjFq8mcbU0Lvnh2G+M8ChjmFY+c3SGvLIEI57Yz7F765IX1CaeujPnMN67wN99xiDcfnyUzlkgrJrllJonYzSr+xdcukgSan/v37qLV1Ne+Ivs1st2fd9VwS9Ctfp0BDUIIEkSHlCpiZDXb04JpcU0Zk1LYy6fw4x3cdIjPx99siFC63hCzFu89EiZX/Q1K6/C+rkQoJcSbEl9kOB1RVgbTnofFu5GFY4h3eFuCKUjLEQc6IUuMGVAhri7TUkGILN4FvUWYWa3TD+xtzBUT/HeYCnFmO6OwDuM8U2PZyQ2zacB4t2B3J0e0MNNLOL5YO3c55wmU8IlHL3DPQpd2GKBEuG+pS+k9T62NGOWGjUnBZ5/fvFU/pjsaEUGFwXUddxp33oobXjdUEOLbgzpX6y0y2sEHLXySgg6YlIYkClEC0h7gti4jcYLyHjrz+DLDW4MkbWgNoCpqBzFngRBf5iTeUIpGECKt8MUUbFVHp7JnZBNoqDLmg4qsnBJjCGgTpQnOz0IxQlrf9MB1mxcpn/oiEqXEb/t+iFP8+mkwJYQpLBx9xc4z6z2xVhjnKYxHBLZHZW38JZAXll7s+Ys/+GN0f47D9z+IDhRvvXuOX/rkE5xdn/DBB5eZGsezG2M6SXjVcOb4QtOi+4pIk7NtaACoR9Ukbfx0Fz+GxGZMVb2JpgRMVRKMroC36JUT2HNP4jsDpNXF7VwGrRFToNoDbDaud5bDGD/dxZ5/EvGewfJxVG8eTInNR/WoFFvigg5aa9xwDUyJFqGbpggR0pmtR+oUI0h6SPzNel1z8TlER/h8ghtuoudWwFR1t1mVYYxBlCZ4yR/58dk2m5OKwhjaoaaynnednGdrN0eJcGK5S2u4zp9VBnPlEiNt+Ps//+Ns5xVZaRnlhkdPb7Gy2MZ54chMyv/woZOICEvNKJxXpmnXbWh4CWkPmT+Cdo5emDAp6xE6gcmxIvhogFruER95AFdMsReeQtIOEqU4FcJwHdEhqt3Fb57D766BqXBRilQFCnDFFD/ZRXSAClsYUVjrifYaJfCg2jNYpVkbFTDZZp4xQTbERycQHeCdQ6+cxDz1hTpv3F+oDc678zDZIWvNUxYGJYZOGqNfnJHmPX95epOvXRzSijVzrYh3H5rh/UdmOXtxyJMXhzz6zDr/6fsP0105wWRngw993zt5YW1Mux2ilBCFmiOzKVvjEotHvCcJNA+t9F/fn91tTtNB1tBwDSJSG38DCRCHez61Brzr1RUHYYKI1NNyZw7gh+uIChBReKlnmZGN8ZPteiaZs7iFYxC38FUFz38VV0wRrbF3zV7NCbt0lla+gx9u4Ca77MzexbR0IBFDFzOrChDBViW2KpHBAvH7f7QWXxGK0uCjPmNae+N6HFrJtxiSTyvLM+sTlMCksMyk7LUfCxd2MirrCFH88ieeJurN05pZ5AuXHJ3RFgtzLQatkPfdM8fZYclubgi1YlwY1sYFpXFEwf4UlBtFZP82NTRi23BTuJrzDGIk2muEUKp+uR6EECZI2odWu86/7s0m83i8CupZZbOrkHSAWgNVlMDOGiZM69xu/ZXq62YjyMd4QBcTvE9AhQRRG+kuI0rjyhKxJRQTfKuPCnvkZUVpan9e77na8iBQN2OUBdqVxN4zl2jWpo5OqDk+lzLTDvmtz51mbqlDpxMz6Eb85RfOY5xH6zqN0u/FeDyVdcy1E5Io4IXtHCX1bDcBCtuI7beladdtaLg+RIQwqttqRQRnBcktpB3qUTseqgyV9nHZLkwNfnAAJxoJagMZ7xxKQB9/K8XMQbZ1F2xIL9ZEgSIar0E5ASygaScR3gnDSpiolE4QEQBKa/z2Rq3cpsAnbcRZ3IVnER2gF49AXkevcRjgTESwdQ6Xj/DjHT6mPU8eeZhpnjNHxs444Pz2lLZ2xN2A81e2WZgRrLT4bz54kK+t5zw1dKRhiFaKdqwJAuG4risV5tsJc62ITlPy9R1pItuGhuvk2kkOOohQ7ToqdWWGN0Vd5qVkbyJv3XFmEbSpCHSAtUWdjghjTH8Z8jp94EVIoxBnSnxQj8ORmYPozgAzmoI4Kl/78faSCBWEdX7Ymb2R68CZJ5CnH0GcpXtyF5lsQpTi+gv4/jJYgzcVEoTEvuIIO0zMkDPTRWw2QZQwKYXDYcm//uITWOtYXZ3je48f5/iBhIlu88mnNqmccGorIzeW5U7MO1e7LCZCWyr85jnozn/LJl5DjYig7sBW3OuhEduGW86Lwqt6C1DltZOXUjjvwDkMAYLHekF7V4/BQXDW0Y5isrKuhW2FuvZcGCwjw7U6ZdGdQ0RIw4CszK+WjL34dWV2BZ+PAAXTXTAGMQWUOW7jLKo3A9MhTHaQ8RCbtnCdBZyOkConyz2jsE/hFJtTy8pMC79n8ZiGihLPkhT8r39xgWeLiKndREv9D6TwglawOS65byEli2NUNiTNt1DlFFm5F2cqbDZCvEe1+/U/kNdpbPvtQlON0NBwg4hScE00p9sz9dj0aY53tadtEoQ4aykdaBESJRzopzjnqMqSCtBBSDB/5Op1rHNE+Q6L2RYKiNqHIawrEWyZgzGwcRa7u4HyjuToccpL5zGjEVGrh7T7YCx4h5cA355F8FRpn1m9TTWqwDhCJQRKoUPNydmUn/gbD/D08xd484GYz44C2kEtsvUgTM+kMCz3E+6ea5EboSoKLILd3UQWDuGKKfnuBiofgQh6vImKElR/qZ4q/EakKf1qaLg1iAidNMG6egikEsHpABGPdY5xVuIF0hc3lESuun9BLbQ7kwLnI+KoQ7vcBV9Hwt7Z+lzvkGKKrzIQDTpgenkDNxoS2Zj+938Md+VUPSUiiLAC3nmMMWzQx/YUR/C0teNtnSnj3SEnU8UPfN9BHnvvPfzDP3oCE1RMkph3LAWcnTimRtiaFLz76AxHZ1qEWjEtS3pbp7HjbfThB/H5FFRQr8nX3XTOedxoE4lSVNp9A0a6N68aQUQ+DPwKoIF/4r3/pZc8LnuP/yAwBf5j7/0jInII+DiwTL3R8Jve+1+50fU0YtvwuqOVoK8ZR66VwliL80JmLCJgnacT7KUjbIm9fBZJepj2DK6cIqbCSID0lyCpvRycaEYuwKkOaXeJaDoCpfDpAI9GLx3CZCViKySIqMMqIVJCORqTxC0W04CpFfrdFjuZIV1cIcxH/O7lFL1W8eZDISpKwVoe6Ck+MMj4la3azUsEhqOccLFLYRwtKYk6PaTbx1cFtPoEzuHaA1yZoW2Bl3pUkK8KnDGoMEKn3X27afRSRN2cagQR0cCvAd8PnAe+JCKf8N4/cc1pHwFO7B3vAv7x3lsD/MKe8HaBr4jIn7zkua+aRmwbbjvCIEArjXGO3JZ4PFoEjcWVOXa6i2RjZLpLEETE2S4mTGlN1pGFB2uHsnxCubOBi2egyChKi+xuo2YOoPtLqAOr5BubhG97H+bSaSgzVHcG6c6iu7NY4zA7myRJi13V4em1Ca1IkwSKMwwwvqB0QpWN+fH3HmaSGT64oviNz53GVQavNb0k4LHzu1zeyTmx0uWDRzs41yUwee3HqhSEMcpWBEkKNsSjwDtAgSvwJsfh0O2Z1/vH8ppxk/6xvBN4znt/CkBE/jnwUeBawfwo8HFfF1h/QUQGInLAe38JuATgvR+JyJPAwZc891XTiG3DbYlSQqQ0g1aEtY4kCrCT3drfVgd7BbKKXCJM0iUerxF2Z5E9hy9z5utoY1AzCocQDq/gdjbxKqa68CdIZ470wAKu3aYaXSJyJSBIq1/bNLa6uCAhK0qePL9NK03QqkUUKA52I57YLNHi+dp6yandCVoJO8OC5bDk6yZAvOPwXJu7BgHHdEZvIcGHKUY8UVbhNy9Ar0ANlvFBCFVWF/6+mCIRAWPqVMjGWVwQX3VG29eIXDUlug7mReTL13z8m97739x7/yBwrTv7eeqo9Vpe6ZyD7AltvRw5CrwF+OL1Lurb0Yhtw21NHOjaeAbwUYwrsjqXGaX4KGVaCRJ3mAYpcSJ472rBVRoo0bYgag8IsJjOoP5jTjsE3mJEoaOE0NdDJ31/EV+VOFOxU0JhhFBH3LMyx+ZoypmdKW85OIDBPD90T8ynXxjzjcsTAiVYB7EbM+ov8d6OZWl+hiTUrMXprToAACAASURBVLQ081WOC2LSKKATdnBrz0PUwu2sMequEioopMPYFMz4MW1lkCDBjTehnNYNHcM1WDj6uv4sXjOuX2w3vPdv/zaPvVKi+6WW9t/xHBHpAP8C+C+898PrXdS3oxHbhjsGHaWosDZwERGc9yhTYIsMXU3xOxu4uUOozgz68ANk4zEuSHB4dHeOSASZPYi0O3hjkVafoDeD73fwIlhR7PW0oaoSMR6iiJZYogQGvR5//I0rOKAXBWQGFlJFNpny0Eqf3WKGsnQ4HXJk0KKlPbErkVaPJIBp5ZBOivQX8MMtRp0DjIdDfDambM0QhQHrVUoyOo2EI3xnhkqnoBRp8EaZ6iB7vsM3zHng0DUfrwIXr/ccEQmphfb3vPf/8mYsqBHbhjuKa3fmlQj9NKLaPYeuMsQZfFVgqhJjXd00YB1+OsJnozqMsTned0AJqtMlf+oRzMUXCBYPEt771rrNWGv0V/+cwFo4dAKWDxNEKVVusK7ujFMK0kBIEsX70wntwHJm6ThfPb+NQogCxVF2iLbPsTt/DBFFoKT22F05AStgd0aEj/0lVCXmyEPYwSIxFonboAOcA9tdxAFBGLE/S/1fwt4MspvAl4ATInIMuAD8beDvvOScTwA/t5fPfRew672/tFel8E+BJ733v3wzFgON2Dbc4QRaIZ0B7GR1FUJnhnO7BaX19GNFd/1ZMAVq/Qx+9gCS9qhfKXrMs49QPvcEwaGTVOsXCRYPUE6G5O0FrAqIrWVzWuAqCLVD8Byda2Gd5665NldGOS4T3DjhfO8QWinefHCWdqjoBYLWA8JulxXlMd02qcsxF5+DzgyqO8tsrBl5g2qndDefRR8+TCIBdnMXrzQ+iOtKDdQrv+Ddj4jUTS83iPfeiMjPAZ+mLv36be/9N0TkZ/Ye/3XgU9RlX89Rl3791N7T3wf8XeBxEfnq3uf+e+/9p25kTY3YNtzx6P4C9BcAyCtL5SsC5clKQ392ud54Ugo/2UYmOzB7APIphDHh/e+AtEu4eBC7eZ717jFs6VH3vZto/Rzj/kFi5wHH7iSjJyU20Bhr0UqhWx2C2buREox1BEqR+AqRkGlWcEYSjsx1WU5CzLOP4ZwjW79EvvomOp023XsewmxcIFg+hqpG+DBBtWeYOIXXAQpBUdf9vug3sZ+Rm1hnuyeOn3rJ5379mvc98LOv8LzPcgv+vTVi27CviAJFGmmyrGImqOrhkYD0F5Eqx29fQSV1esFVBerAYXixW8tkeOdrQ/MopnPifta3pnWUHGmW3JhTuoMCFmNoRQkCzNsdoqLEOItvL4L1tKc7fL1MkMAxvDykn84RBiF2Oqpzw0pxYTejMh3mFu9ldvsUxbld8A41s4TpLONjDdYSaE2FI3SeQO9vsUV4NRtkdxSN2DbsK5QIq/0UIxMYbuB8Fx+1ar9cHSLLx/A6QtIIWTyK3zN6FGdRM0ssWs9EUioPw7zk0KAW61agWCt6HHEQKE+7lXKok5JVhsubJboV0jZTFgYKlcyD7XP63IhJZVEieOfZmjuB6k5BNAbFdDRENq5wMYzp5leQ3gDZXQO/QFqNKHFErgCgSmcQeSO08Eojtg0Ndwoigk7a+B2D5LuQ7eBmD8HSUTAFdUtoUL9OzEZ1Xa0CiRLiQJGfP8X5cA6ihF7quXuuzakXzpMbj05Sep0uvTSmqkqq3V28V0gQouJB3e0lAiri7YcGrI0KZtKQcWkYVx4kZbETMxNpdi6vUUQJ0c4GttMhcA5/+EHCOMYFIaosESziPaEv0OqNMeFhv3bLNWLbsC+RMIG4DeUUHyb1lIYwAaXqaoLuHDLZxUy2oCpr0+rD91E88zhmews3SOvysukm2YXLeDWA9iw2n9Kb7+KdweYZ2lb0ttdhZp6ZhZVvyam2Qs3R2boRoRq7F+dE1pteIhw/OMfWI48QYoiP3o9E9aTizFREXmHiFHGG1GYEyRugoQHqppV9WubWiG3DvqPe9/CwcAxfZdi8IFAa1e3Uk3z3zF02bMDaNKQ93mJ5YQYVRKg4ISlGHBiexSWr9LZO4cWzKAWjakraH5CmCVVVAnVJaFqNCW0HrWqhLYxlY3dEkE+YjQWVtultXyZoLxAmKfrMY1RVSXj0AQ584IO1zeJ0l43M8sKwBGu4azYl1IINW0yClG6Qsj/jvZdw80q/bjsasW3YV3jvsUWONSUe4dL2CGMM/dGz9LRDr9yFRDFYz5WxRYBhf5W5bJ0YCA+fxOxs0Csy4laE2QtU07vvozuzhGiNd5bsicdxIoTdLsH8AcLlw9jRDuW5Z9jpr2JEU6mIbLRBfPl5RIe0hhtU80cYZTkdVY9YlzDGbZ4D5yirCF9ZxFnKUUE4t7S3Oy8va33av9y0pobbjkZsG/YZHpNPYLxR52KrCIUw1im9yOCmQ8SkSDGhZVPGOiK0BVGnNnqxo23M5hUkTqgunSV96P11hUCre/UrVFubTJ97Gh8lVK0OC3/jQwAU556jqixqdw0/s4J4SxDqurW4mJLrlK8OAwzLHHQjTvTm6+nBts7LLkmGUY5Wp0ULQ+UsQRARaCHcpx6vL6OpRmhouFMQnK1Q3mMRkgDGLmSQbYGPkO4sHo8TzUEZUi4dQQR0ux40WV14nurKWXx3htbyUVTaBiCvDJPCEAeKJG1RqZBsOCJaOMjA1uYxzyUrVKpkzgxZ7LUJBMJ4HpzFTXYpSbAbJUG7xzAYoPtz2OkYO9lGlBDNrrC6dQkbKKpwhiAIwTtCFe77+tpv8qqMaO4oGrFt2FeICFFvlrzI8LaiM92gG7WIjj+IeIe0uoxLjwsrtKpdw4rKEo4LFlON212nfPh7GcUDhkHAgReeIT1ynFFWz0GbFBWBKwjf+X6oDNIbUOUZ2eUzGAYErQ6ToE+rXYu0y8b1FIbBIrPOMzcdMS4r7p7v4L1nLBF5Z5U4UPTThCIc8cimwUnB/UsBHW33vND356bRK9KkERoabl+8s7idK/jxJhImtBYOY6+8QNZfwekQIxHdfq929zIlSmus8xSlRSuhsg6nY4KlI2S+hXiLcZrxpbOE3T5B0qcyDqZj8ue/SqI1nHwHYRSid86TZjskOqQIQpb6deWA3V3HnH0KD0TH3oTuDHhopYebjiGom4bzyqCVorAe5+G0aXEx28W7kp6qONAJKQk4mrbeGNHt3rSM/UgjtvsEb0p8PoGkg+DrvFdV4PIxWIfECao9eL2XeUvw3uPyMX64Xpd6FROwFj27ih+PQCu8B3P5BYLZJaIgpDSWBIPbOss0naXd7aGA+O43MTctWNseEgy3CIspeGibEtdqUT7zDCqMcEXGQqLQ7QRTdmHzEnexRji/hG7XzQc+mwKCOIfLp6jOgOryWYZnT5GHLeZP3EcsitxY4ihECXSTCKUDvDhCZammQ3Ta4fz2mEEroZuEr+v3+pYjNJFtw+2FNxV27QxeBbXb1cbZ2ss1SJCkhWiNWbtIcfk8uttDRSGSdIhOvh1EUT71RXAVerCEXr2n/iUvpkh7BoIQrLkjIgzvPX60AdkQ8FQqJo+6RErRbnVoxy2KbIo/8zhusoMZrtO655204hBz9jSdyRqd4QV0cA/m0hV8PqF75AF6B+YwkYWFd7Dx2c9jhrt03/wQ7bvvpTjzDPHyKqpV53kZLFIEKa0owGUZ02/8Bbo/S3L0OOPRkE+fLwms4Yf6lmpnm2dbh7DA1pUhJ/PTxB6C5WNI+yArvZi39j2BLRl0UqaVQkUJeMtkPKYV9tD7tDQK9rwR9un9NWJ7h+C9w146hdndwsc9tDL4jXNMTp0iWlgA54hXDoHSeK2gzNh+5MuYnR10pOisLqF6cxRlTjC/AvkITImrCvzuGsHBu0EEl4/Jz57GrF8iOnyc6OhJJB9BexbVur06mLyt6kkG+RivI1wQs6vbeKhdu9bPIlFMEiRMp2O24hlaRFezn9Kbg62LEISIePx0iEQp5sJzSGcO1R1grWB2dwn7PfIXXmDw8FsIZxeursHkGU9uFRTW04mFlfNPgTWUF88SLR/k8+UCn9u8QrK1QS8NeM+Bw7gLO2itKUQj1qJ0gGQjADavrNN/4RECHNHyYczcYazSaG8ITAGFhlbvtf9mv1Y01QgNrxe+KvC7V3CTIdWZJzGbl8GDiTuE8wtMz54jWlhEaQGtkahVz7BKu3gCJIpx5RSb50iS12O7ewvI1mX0YA5EU+1swvY6wWAOawyjSVZHT49/DnYuEt39ZmTnEi6I8NkIghDVGkCZ4a1BXmxRvZXfB+/xziKiEKWw+QS/fQFFPT58HKTYeA5fFOAhsdPa96Bw6LTH5ZWHme75FJR/9kmSdov2W9+LPfEevAhBIMj6BXyVY/ICxmPk0gvEb3o3yZEjZJcuMf/u93zLmvJzp9l5+gmmK/cT9/qMC4Puz1Odew4Vx6g4pRNbDgQZJ8Ixh0shTe7hYAxD5zk030VFy/gyRy8cBkC5Cuc8RmmqoiIzngU9QqwhFI/IPhZaoPFGaHjN8KbC7a4jUQLtAX68gdgKTIGdThAcPkhQSYQ+cBedtzqyc8+QLM6jrUUHIdIeQHuGuQ/9IOXaJbJTz+OiEDl4Ar16sm5XPXQP5CN8NsFVhvLMWZKkz87sXWwcbCPZiMWoRTDdhSqHpI3PRviqxE+HVKefwG2cQyVtgrveTLB45OZ+H2yFWz+H8w4zWCXA4Z2p1560yMZjNBqNxwI2iPHWUklIVA4JWiGCxXvInMIGMUo8drSNF0W1foliZ4eq3Uc8FE6R3vtucAb39KO40Q5ohZGAR1YeYHf2JA93+5y8Zo3FhbNEUUh/9zLTVpvV2R6t7knc4jJeKbJL53k41Cyf7BK4lNVugLl0lsH55xgA0n6Inf5h4kDTiUNMkVHpkOLow3SyTb5YztLemhJ0DCutoM7HJ52b+n2+7RBBgv2Zl27E9jbCWcv0T34Pt3MFlbYIDp/ETaZI2iVYPsTo0pgodHTuWUW1u+hOn/4Hf4TqyS9AqOuIIAiR/iLu8inElcTzs6i0hZeY5MSDuGKMzaaUl9dgvEO0sgKzq4jeQtozlF7QvRlcGOHLTXR7hWI0RUmbsB3i8wnmyhncpRfw2RiZX8EPN+EVxNabEj/ehCBG2jPfNvr1zkE+hjDC6QjrPHrnMm77MrmxTEuhNTNHrBXee4qyYsPHiA6ZkZxEgcKxYTUZASpJaEWWQBnyoMPauEKJ0IqETuQJpztInBK02xjqFA3ZGG80qjNDfPJh7OYVVKfHutXs5hWht3zj6TOs7ka07j4BQHL0BJPHv8yBOKF7cAYV1iKhu302Tz3LV7cNFscDsy2WwxKiBGPV3pQrT6YTZDomixISsUwmE6Y+QGJNlrbxV0YcUDkYwScDRqoDWUk/iVBqH1cmSLNB1nALMdsbZKeewe2ug3O4bIIbblPlDrc7JugcwBFRqRTnNDrtMnn6G2w//q+Y+57vIU4BFdR9/wDWXL12tLBCsHK89gwQT3HhPNnZs1RbW8zd+xDhjCZcPQZVSffpz1LNHCFePEh/9X1UX/si1eVzxEc8LlJ1xK0jCGNc1ILuPNHy3a94T27rQl0ZIAKi8TpE6QAdRnhT4qoS8gn28vOoIIAoYbd/BCshmhhai+jxBl6HTC3ErkCcIRNL5QWNkElMS1u6ccJOMUU5DzrEpx1UFGALg7M5SoRuHLE4fwyzMIfZvIQ79zTxwePYfExUjvDO4aMEFaXI/DK+mDDQjnYUsLO2w935OqOvXSGaXyDoD4iXV4gWf6guVxL5FnPvoY+oAO0d6z7h4OoxKuvYnhTIg++l7zKq6Q4m7iCjbdzmJhqNxMugNN1E8655ja6EbhIxyUtGuiLRMHSWfjvdp6Vg0ohtw83Fe4+58DwuG6NnlyiffRQpcophRtwK8TqGpAO7l8k3dph5S5eFH/4RiksX0P0Wzhp2n3gelSYMH3uMpY9+tH6ZH6ZsfvUbZGFIp9Ojow166SjwovVgh3BuGfvVRwnn5lFxggggCnPuGWIFS6PzqNVVnHWwcBA93UVFEQJIGBEdfwv5zCpZMkCiGB2FpIDZuEB16hvo+RXCYw/UEasHcNhsDGWOE4XvzICrcPmU6sl/h89GqEAT/n/svVmMJVl63/c758Qed82b+1KVWVlbV/W+znT39CwccmZIS6RECpIoAhRpGDBgAn40/OJn+8WAH2zLgrzAgAwakiiZtsYa7pyth73vXfuSlXvmzbvfG9s5xw+RXdU9C6eHHBB0Tf2BROa9ESdu3MiI73zn+/7f/1tah2gemfZIlIuKGqRRk9QoBiND12pWI3CLMYYqxmiETrCOQk56LOgB+zbAkQZPO2RJRjgZUJkkGOXQaMyRFppeblHtA5wi4Zo5IPcrnJSKGdeCKL1n29/HIvAY8ZUzixx2riMOdxGeX2orHENIhbGW791us3HQ55RIefLhNWaXFtnIDygszDMkv/E2/alT5IXGakMqIRrso4dtZD6BOGbjaMAdNKtr62gsFZsSOppMKS6PXTKbMhUoFqsKa8s57H6EfWBsH+CnAWstpreHvnOZ9PoHpZcYxMgoRgU+wdIKTq2Oe+F5hOOQt79OvLwESRcRzRKsLKMqTWxe4M7dxF9ZwalWEV6E9GN677zHfncIMzMkokq4MIP7fVQaf36JuX/82wAILKMrHzC69D5+s44rM0RjFlR5azgz89hshIwCcF2EFyL9CKY9xCTBFgV5IQk9l+zSG2gp6e3uEDeXieqz2FG3fHi0RksHihzR3UPWpsprYS0YgzUKYwSuMJjOJvn0KWye4XQP6Y5STGuZseMwyHOqlZhJJ6fIcyZCEosJQVTFl5ZlRhSuhymS8nMnfWbIIcsRRYPttMBogWmt4uzdJJM+nudzgMNc08MmYwglVkiG4xTHdYikZPbpp8kPTqKqVYznY03ZAgdgmBVsHA4Qh4dcdlxWX3+b6c8+w+fOLZQx4u074Lg44yOQZXGCmwzwVx/CpgkirrK/dYervTEbjse1K/v82rkqxcEmqYTJdExhJY6ApLC4St63hpbjif9+xANj+zcMmwygvQlFAqYok15Ty7jLJ2B4hFPkqCBEpEOEN42KK5jJGFsUUBTkvQ79N96k/uwLNL/4Raw2x0pU5e9PCi9/8ok0aUr/tW9jEQSPPwfKQVlL/5WXcaemmOy38X/xVxCOg1JliZPjeLB+kWI0QA/7kGukD34xJksGWASh8CAKkPUWexNLu7qIGhlOhzGVqSWszijaO2TCx7cTxHGXWerTJGtPI3ev43ku+eJ5VFjFbc3j9O6Qh1MU198mnDrBJJng1qcIlMYV4CsJhcVSJrHysEEiAiJpkHmK1RpsjnRchNXYoI4+3ESoBtaLEa6H2t/G8WcpgoilZkR2823sZIisTfG2d4Kr2z28dMyX9rapLSzhVGKOcsOrVw8QWD5zcopm6BG7DjVH0nZcWqMeBk33W3+AUC6Vhx8Hx8XqgjgM8XQBow6e6yErDWxVcGV/yMCf57KryLXl4VhhD7YhS9CeT79ziKxVURKW6wGh792nIQQowwj353d7YGz/BmGNIXnnOzjSQBjjnjiN3j9CzSyQ9QYEK+toN+TIb6BExJRwsPUlBpe+BXtD4osPkx0ekG3t4M0t4q+dwqZjimSCNhCeXKf60DnmucLYVdRm6vjOPeOb7W6S3rmFs7KGTiY4cRWrJP7CIun2FtFnPofO0rLvVeziOKVHXGQpxaCLKXIm771K7ckXkQJqWQcAEc4BIM89TXbQRxmJRZIbi5ASIQNEdQqZpIhCYhwXlU1wqi1aJ06Tzy4iMOTiWHBlahE/jHEOt8jiAHF4i6n5OaTo0ptI+knGYq3OvnWIRE5Yb7E7TDHGMswT5tJ9VFhFugFyag0hJcWwy067R2Yk1XyAc+saKghZu/0G8We/RBBKkmSECGJM/4jerTs0jg6JY4dR7Szh5TcQUZUN0aKwFXSWs5ke0Xj0IZQU/PzDyxze0PgTF5eE/GAXk0wo+j381YfBaGya4AqBnD+FcD0Qgssb+/zZ7R45ihfWppmv+cxcfw1z1EFkEzoLa0yqC3jSslJxkTpnmEiqoX9fGlwLWHV/mqX781v9LULR3mP41su48ysEy6vQ2aZwPRj28Z/+Knm4gdUGp14nuX6ZXmOZTEQUnRGTV75HfaYJcQMzmVD0h2S7ewjXxZudg3SCSRMEMPrwbdx6Hb19nWBmCbc28wOyfLJSQ9Qa6KMDpAWEwHUcpr70NYpBn6y7V8ZZiwk4Cj6qkLKm5LhKVS75i6wscGgtgbGISpOs0HQnBXEYYDJD7Ds0wjI7b3WOO+qgVYgVElNoxqpKXGictI/TPygLKurLGASu66IP+2yamGzhEU5crFCZW+ZwZ5PCccGW3NozS2VxQV7k2GIE1mCMofBi8qCJ8nxCSv9+IgMmMkWanInymJ9fZPz+LqpSw6/VEV6As3yGrNcmnVnjXH6N98YTqmmHllOUHGbHY6EYsZUqPNej0bmDSVYhnyCsYW79JEJKbt3aZHPziHVPUqs3EY6HGXTo3rzEjtsijlNOLC9iu3tE3TucsylXmMFzJOutmMEHY6QfMEgzMifERSOkQWDQKHRW4HsuvnMf8lHFgwTZA/wVYK2h++//JVl7H958mfzpF/G9CD3qonMNuztULz5W7veH/w7p+WAPMA0HIcCvR0RLM/hTFcab+9Q/8wL2mc8glIOKYvLBUdmmu8jxF0+QX3sLhCCxElkUaC0YvfoX6KM2zRdfwlQbBC99FWENYaXyCc/IbTTRezcwoy4Cizrz5N1tygtQfkR+sIPbnEb32iXftdICQI/75JMxRkQ4OmfGprQqrXvHFxIhBaEekfhVBqr87HFaUMuT8uGyBp8cEZSk/QMZs4cGCR4xp4GgNsV4mIAQ+OG9NjFq3GPKTEisolL0KKqzoBRaG/JC43sS3/NQUmKMJJwc4S8s4i/+MghIrn+IzVPCc4+SVWYx6Rj/xBrPZUOilSdwGk2M1ohxl5kg4vPdAVl7k2B6CpuOMNtXSyMxV9Dxp/jXNydkzgpbzYh/WCv1KKwu2HFaZMonzSXNfo9KMmK+EVMYSxxFPDrtkRcF/dVHMVs3ETWYZoQdjvBm18hVRGHKppbqPvRq7+KBsX2AnxRm2C2FUbIUqw2Tjdv4L34BBeS3bzC+9C7RmQsAePPLpDevUFWSyDaYXPmA6ukVcByMBeI6Nh2WIS23NFZuXEcoF1sUhKvnSK+8iR33kUXZU8umKeNrlxAIBm+/gffci0ilAIUxFsY9xm+/DI5L/Nhn8dcfxQyOEEHlkxl3IfCn5/CaLYYv/wHj7RvY5jyVR5/FUQozGeIKSaDH5P0efnuDfDKPd+qRcrxU0FiAIsOVHmrjOnLvOu7cCThxFlHkoBysF2HyHGM0bhgjRyOsdPCOz6USR6BcJrlGYLHH45ACdI5nc/yZZcAhN+V5G2PoTnKqvsOKHFKkXTybgZ1HBiHZzgbZxrXSc/UDxNwJrNZI1yE+cxYVNjn65p9itKbx3GcJ5pbJKynZ7Bq4iqAYlJQvBBhLkhu0sThKMhgnmEEHWW0iay2ifkaaC6Tr4pkc0ZzH6eyyeqLBSV1gd64wxiGrncCuP0a4dxlMSVuz1uAqgecqXFfh3Ldi4g882wf4lLDWYMd9SCfogzvED11Ebdwkn+So2QXw43LpX5siWqhhDm5jB4cE87MEpy+SXHoNtfUh/kxAuHaO0dVLJHtthncOqKwuIoMAm6UQVhHKwY1LT9AYAycvlA0ChUS6PjqdMEZgigJnZhbXkeSFRkmJlIJk6xa2yLHJhKy9h51ZoQjqBK77w/tdGYMtctLFs+SVKdJhxnS15KWabExsNfneFTCmjEl+DMLxwPFwjCFu34RKlaRzwKi1Sr2xhO+USb6imGCBCilnvRHaWFqVY+/QWjqTHGMtkyRl3stRnk/bRrw9KPVmL1YcZj2DNBlGBby8OWCc5rQCxXMrC7hSlnEFa7GmQPohSIk1BhVWCIWhP0lIrcALAuyNqxTjISqMyQ8PcKdbJKMJSgoyXIq9DRgNcRZPIZtzLEnJ59en2dw94Fm5R/fOAH9hjbg5xcmVRZr9AZ5J8KMY6cewUHKU81vvIjwfZzxG6hyrHBrVCNPpod06hXQRViCtIZR/+wWC/jp4QP16gB8Lk4zI3/tmKfISVBBegPQDovOPoL0pjBUI10P3hwyvbTH7c+ew3VuYLIN8B6e1BMkY6XnYPAMhmXRyDr77Lir0QTrl8j38wZJNe0y8NIUhbx/gKkV04gRzv/JrjJOMPRkgOhPmnRy3VictDKo1T7Z9C+G6yFqLSVFgi4Luzi722mVaL30eFQR3P0O4HuEjzzFKLCqISsEXY/EqDaSpglRI18fqAjU1/0OvkZAS1Zwj7R5ws3EBMyjwJ0MeXqjdJU+I458GKdZ1MAis1tj9DayNwA0/Ohjogn4qMUIigO4kYz7rIIVgVPQZpR6e0ByODSZPUc25UooxHWKtQTWnqTz3xXLC2b7BqH1If/o0ylFsH7Vp3LhC3j7AWa2j4pj8xgeEXswkrBOKCeQT8qDKjYFlpl4wLROeqWc85SjaoxaHXg0xzFh0h4SeQ6WYIOIapr1N3t1DTK/gTi8hpxYxR1sEzRnmmw3EZIidCPqz5zBC4Xgx0li0FWhruQ+jtffwwNg+wI9Devk1xu+8jvJ9gpWTiCBELJ7DdNv4y2vYww2SN/+Y5GjM6NaA0fptQjkAm5O7VZzhCP/is+QbV1CtBWRYYealzxKfXCY96nD47depPvIQ4VKIMRrl3xOUFkIgrCU7OGD8zjvk7TYrv/mbOPU6E5lgxynFZMRRbxdmliGICYMGrRe+ctw+2kVMMorJBN05Irl5g3h9nXj9NNpYXr/ToX3Q5lTvJosXH2HiejhFSn7lffT0Ev7M1S1/tgAAIABJREFUAkoIVHPu7vWw1pLlBXbSwy3GiMo00o9wTz+BGQ2wRzl21CezBh1rnPoUjh+WNDbXRXgeE+uQTBKwFn/nFg0gqy8Qzy+jrEX4EUu+4mCUYiycaIQw6oEu8JTDVOjQHRecrUukVMcJGLBpwq2+ZtCxzDViZuQE0+/gBlVEnqILibuzgVOp3WUOdF9/HVFMaJxfg/4RaWuZSBv+qBtyy1qc/Q3+8UJCMxAIJ0THdcgs1hrSnZsw6GLGQ4Tn4UYuRnmwcx1RaZZx2PoM1vHxlES7HiM3xlcOE+FSWPAEWOzdLr73JcQDIZoH+BRIbl7HpCkmSXBnMuTUCsXubXS/iz7cxnENKq7jj0Z41YDoxAnSq++QKx8WVimEgwwrhI98tiT85ylCCKLVE+z8/tdBKaLTJ8qlv9FIx0M4LtpY9gcJWhv0lWvYnV2cWu2uIa76Dv1RgtAFAYaxMTgC0sIgq/cSTXHoMdobMHzrDWQc49bL5Xt7nLHXH0OWcSteZO6DN5j90i8x+M6fM26toAuB6o9p1SIkBptOEH5EbiyjNAfr4suQcNIDPyq926hK2G0z8Xym+1sUu32c+lTJv/2IK+x4ZNsbWMcDoTBehDs4IDATvLiCsRZtLIEUfPbk1N3vYZ15smTC//zWIe3xmCcWqpxdmEKP+nDUQ9ZaDDdv049O4GQ99pVitlFDeD5uNmL+8CpZkiLbW9ioTvXhx+m9/jrKc9EIJnNn+N0bY9KDLo9WYvoqoqEEETkTDU1jEa7HTH0Wtu5AmuHlY0wyQfgBZCnCq8Ooj6jPHCc5Uw5TKIZD3MGQigOu7zMxihDD2JY0uth3UfepuPZHeBBGeIAfC9WcI715CRnFiOVziKCC1UUpeeh4iNYssr1FsP4QK197DicMcaqfZXRwgI4qZXGCLZtWm2SEmQxAgKpM4TQbpDu7FP0hejzGao2wElmrkxaaotClN/fUM1RPnyKYm0c4DsaW7VaWp2LsaBudDxGBRybEPWqWtUxyg+9IqmunkDOzpXfhldsrnoPrOKTKoT7aw11YBkAGISaslPFPoNAarr2J6R0imzPYtcfL41PqBuDfM+xJoQl8j6BIEFEFNd38getpjcHr3CFtrSLyEeHiKsKsIBszGGvpjhKMBc+R1MKPJfQcj4PeIe3+mDj0eXd/xC+dbaJvvgOU7Wpca/CKCZkTURcFJsmJnvo8GIPavo24/B6iViN6+ElwBJWFGuM7W9Qee4bDaAqddqhNutxRVX5hxbBfaOq+x1LdxToBNh2jxl3iep3uUZf92klaTYN7tI1stqAYI5vziLlVlOdjBQy7bVpiglvkmEww9BrEgSC1Dq6rMFYQuPf7I/uglfkD/BBYaxm+9m3Gl94lfvRpgjNnMd0dikEXEdeQcR3/3FOYzgGi0cJag5xbRVWnyiUtoMKY6krEJCuFYzzXwQw6mHGv7JiAAF2w/Ku/zGRzC5OM6b78MibLCBaXaL30RRxhyYf9kjVwtEX8yBMI5WCLnM3tQ1LHQ3k+J1bP46xfINCG9jgrWQ7AzaMxg7TAU5LTraiUuLOWQhs8FyJP8YXTM4wmNarM4VZLEfHwkeew3Q5jr4rnObhWk/bbiLiO6R7iS4vxXIyWBMpBeOHdaxc6Csd10NUGjaCFW7lniM2wg+nuI5tz+AvrOHs3kVOLOFNzJQMhn1AYH3OsD5Afd7e9O37UY6p9lSUVcGdk+MJDS8fhA1Em76QieOgJTncOyApN9taf0DeG+OJTBGtn8U+eRQpLmo757kFCYiTng5ilpx9DVCssOCmPtS8x7vc45bZYWPkyC+mw9FAdFzsaYAeH2C4k06dxaw3AUvgxtfknyS/9BYUXIkddXClL8fPxgBEec3aAEhZrLYOkIPWqeMrBakvsO/dlIcMn8KBc9wF+GLKtm/S/+8eoepPet7/BzN/7R8i4ilOdxkpFkYxxogpOXCfZ2UCPx/jTU3eLaK21mCxD+T6Rf+xlphPSq6+DkMjpRWRjFuGFOFJSPXeGdG+X/uuvYLXGrZfeYHucM9EWYQ3Vfrtk/CsYX/2QRFawMkcIQWFCHAVXDob0Jxk2mbBuRgyaCzgSMm1Iuj2yTgfqDcYohHIIXUXgKgI3Au4ZRVyfvNLCF4JaUBoCZ2GNYu82LJ3BCEXoGEw6PC6tBeFHaGPppwWN0KPiO8iPGZD+OOHwoEeUZTTab+FcfJE7pkpaaE6mOUH3DhRlGa5XWyLXhtj7pP5ppg13opN8dh3+vpPQWJ0uT/f0k5hRD9WcQ3gh/vwJ2LpNVhQIx6EYdAEQpsCtVjiwLpNRqYGw6c6wLBNMewe7c4tHqhqxsFiKlbthyevdu33MwihpYNYK0sKCNQSuouKCaW8xxkH3eoi4jhh2yk4Y/UPO5SlJcwlhcgqpmBiPSDk4jiRwHWL//tR5/SQeUL8e4Puge21G3/6/0Uc76MERwZmHwQuRtel7XpS1pXj1rTuMb90gWJhmsrWP25zHFAVb/+b3Gd24zfTnn2f6+efKA1tbjhNlw0C1/EkdWH9unrm/+yuYLMOfX8Bay2g8QXoBVmuc808h3HsPZXT7A5LF01Ri727pbq4NZjTCZBntN1+n9QtfpiMCGqFLcesW+5evM3j4CazrM7KK83NVTDphYiRGKiqeQghBe5RxOEqPTzugEXm4J85RzJ9mpz/BdsbMhZLwI4mqY9nHnf6EzjhHCFidiqn4zvExLHujHJRLP2xRKUYMk4KjcYYQsNlLOK2Pq7l0QdV3v08LokRPhGSBAWMYVaaJtCmTd5UmslJOUEmu+Ys7HYwJefjEWYJ8THi65DyjHDCapqvxPY/MSlbmp5Fygtl4HyEs3uwMw8tXwAvov/ItKmfPYsd9LCBnTiAX1nl7d8R339+nEgf8/LkZnHQE6Yi0sYSpaHwHbJbwUXcCIz0GownjaBoLrNR8pO+glCTy3Pvfqz2GlfenWbo/v9XfAGyWYIY9woU5rHSorS1h3v8W7tJD6EmGlAoVxijXQ0Uh7e+9hYwC4hdfRKY57qDP6MZtGp97HhoNiqLAcRxEEOGsP06KxHghNssJ/E/yKr3pGbSxjPOCYvMW7qUPyFYfIm61qM1MYXTB5Q+vMchcTi6s0Ko6+NNNiu0bICWnW0tcax+gAhfxyKNMeZLluTI0MNHLBKMJPSTKdXGVIL19lfbGBpszZxBhhZWpiPlqUCp2wXH57Eex5jG9vQO0X0Uql4mRRF7ZRUEcx2wLbe9+F20ttijQgw5FUCmZAn4FaQqCtYugHGQ5bxG5ClFdhEkPwvpdQ2t1gU2GCC9EuD6x5yCVixUaUWRsdUqd2cV6hHc84Vxrj9jpjUEX1JqLPLW+dO8CG4PNMwIp+Ny0xc6cwHckZiigyBCmwFs8g7N3hIorFJ1DrF0vm2Qqp9T8RSEu/Tnnhgn7c+cRYx/jl3XGshiT4uJqAyInF2WrdasEIxWTCo9IQcVTyKAUnflZMbQPynUf4C6sMZijLczuDWRUxYxHJad03EcEEexcIXj+V7F5hvSCsqBgqsbqb/8ThuOMbGqKQVIQRzGVC+fwluZRYUh2bGwBZK2FSDOgLFb4uCj1R+iMU7JCY8I6vi7w3v42jRe+iBQt9rZ32czKmPB14/D8ydPk2zcotq8DlsD1mV1eYDBKoV4nq8Z3gwM6jpl6/FHC3KAcl6nYY3xtgzRuoC0oYxglBVrvMyVdbBgghKARlRNCeu1d/NGQ0cwZRKVOLXSRTvCJc1+sh+wOEnwlqfkOoze+Q9Le5zvVc+Rxg8V6yDPLTRwlqQDn56rk2lI/DlXwfTxjs3sTPe5zRdfoBVOcn6mwXleYo106ulpOBsojLTSuKOO7Nd9BFOU1rk7a2Hwa4R4n2cRxksYalOOgjg20cBzUzBKmyEqWyIVHSO/cpvLQBRh1Ea6HnFooKXj9Q+YiRao9zs1JWm4B2mBdn3d7AdXkiEbRx51q0gvriGaTyBFUraSKpemDCqIf6rnf9/gpTSxCiK8C/x2ggH9hrf2vv2+7ON7+i8AY+KfW2jc+zdi/Ch4Y258Qpn+A3r6K7bcJT57EWgfnoWexN14v5fmml5ncvITNc4yVBGvrgEA1aoQNhzwtK52kUiz+R19hkpYPrjyezW2WkG1cgfosVOo4Trl81OMJR6++hvJ9Gk89iTFliagMQlRrGos+poQZPD9AMMFIhYoCBklGcFfTtlyyRoHHWJfv+O49XqO1IKQg8iRq4xLjfgdnZpHanZuMghoiqDGbHVBs3gAhmD39xN2lOYBwXJx0xOz2u4SPf+6ucthHGGUFO/2EiucwWy2Nm+4ekkZ1JlYSCNjuJzgf45JKa9g47KFcj7MzVczmNYrDPby187hTM9hsTFeGbCYeSha8vz/kc4shRhhqZkxbBbiOJCRHb94Aa1iaOclLLY1Jxsz6n+R2XjtK+PMbkvOtgBfOlMUZ1hhyK+iqKi4p1UqDsNIkWn+IbH+D/YN9RKGp3/wACWzZkIlfp64SFudnAXPMHw7KSji/xcCtE4U+uxNYqEmEo4iEIA59nPu0nfePx0/HsxVCKOC/B34e2AReFUL8vrX2g4/t9jXgzPHPc8D/CDz3Kcf+xHhgbH9CWAv59h109wARBBTaYdL+I+pf+BpSSXRusLt3SsX/yRgsWKvRnUOKy+9QefxzyLh6N7PsFwnZ4T6y3gR/lmznFkWew/4GHkt4M+XytvvGW/Tefhe0wZtq0lxfZ5Bk+I6LbU0x3rnF8M2XUWFIc3GFx4HDDKpRwCgpcJuLuI6HUApZn6EOBK5EComTJxgcpOsR+R5ZUcCwR3rnOsL1MAMf/zNfZiY31AMXZ3cPLSVD63J5L8PtdHhkvkbgKvz1h+mHU3xjuyC8PuCXLsSEHzPmt45GZNowTAuqgUPsOYQXn0LcuMSJqsuuEDw8W8X2DjDpGFGf4ebtbdqFh5UpMZrm9Q+QfkDy4eu4L3wVObdGcLiHMIZ8OKRZCxF+CzG1RKxzKlENIRWTzgEHqaTmCKqTAfMn17GTAcKPEB+T9fvdN7ewxrLRzzi3bJipgClSrrYnXO8HCHyeqzjMHMcWd0WNkTnCIpCTjEpziorwkfPzHOWCPK7j6BxhcoQxPLkQsjux1FTB7hiMEBxMNLHn3N8FC58SPyWe7bPANWvtDQAhxO8Cvwx83GD+MvC/25Jv+T0hREMIsQCsfoqxPzEeGNtPiXznJvmV1xHVKbSxiOllit07mOo8SFGGE+ZXULrAblugwOQWNwjJDndJ338dIR3k7UtUnnweKHUUxm99F4yhsAbnxa9h4ib2WE3LfoxTqeIIjC6NpefhKslUHGCLnMOrH5LubOJOz2FN6a5Oz06jN7bJRxobBigV4LTKhJotCjYGGaNUM6WHRJdfw7ouh+tPEVVrTI/3y2ICoyHPsfUWm70EYy29ccrpuZMgBTtZRKoVk+GEWx/ucebMSVQY8sowYGvcx4xGrGz3ee7kPc/XVZJMGwTc9V69+RW8+RXOjjLeeXuLnc6Y6lzGXKywR1sE2QicaaTR5QTh+dhkgpouvU4Z1Yjqmgvv/AmdygyV9hi7NnusTduGYReqU7x6BN1JjCMsX5prlHS0Y6/cGlN2EXZ9mqHL3iDBd9S9iUJIBrku854oEicCY8iuv4FTSA7CRZCKVrWKm/UgbJEby1LNx0qPTHqEvosAmkLQqFmSNOMoG1N1JNpCbmE4yRFJwXQlIPR+FtgHPwQ/HWO7BNz52OtNSu/1x+2z9CnH/sR4YGw/JbLLr5XL+YNN8uo0jPrI00+i0oRg7TTCdzHpGBXEVB56DD2Z4MQxAE5UQUiFHg8J1i984rhCOZhshHB9LJCa45Ch5yHCcrw1hurDFxDz85gghCgk2dtneOkKKnIxkzEyrOA0W/iLK2WZbK/P6P/9Os7qKno4wv3VX8YWOb2/+CbjScrg7LM4vkc7kcSey539Lh/qTXQY89LgQ6pRiKpUiB55DhPXsQcD9HCILTImiYV+h2jcxlZXMKMx+srbHB3uMPOlLzJTKZM6joBW7GK1ZnzpbYpehxPnH+eoGqG1vcvz/QiXdjqM0hwpJe/1BfOhhqjOibmIqH2A05imNVXHPv159LBPuz9Ev/lNwvkV1NQCw7DGJacF3jS8/zbLNR/GvTLcsnSGUW5QrkehDal0+XgkubN5i16SMe3Dbz59imvtMYs1j6gYYlWEdDwuzNV5Z6/UOFish5ijXXR3jynl8LAfoBbWqfpNBJZZXdDShqJsPs9Hwg8fL68OfI+ZiqbQZUGJMZrYlRTH1LifRWNrERg+tXc/LYR47WOv/7m19p8f//3DDvJ9d9yP3OfTjP2J8cDYfgro7j7CZOjeEdRmMBdewHHL1jEBOeK4g6wtMiBGSHnX0AKoSg01v8bgle+RvfoqMzPzONUaQkjiJ18kb++h6i32BhnJRKOkobpzm/jiE6T7B+x+/RvIKKL61a8glSTLC7rf+GNsnqEHA6pLNdypaeIzF0BI+pOMVDh4n/ks2be/RbhShiKKQY+ifYBfa6DGA4zbohaWia1xWCeN6wijyQ4PSWxOePYCTr0sg53OBhztb1IZdkikxpGamTDG23mP8cY+bjJGLJW6CM+eaDITKtSkx0qQU3THpBvXy6X/tfeZnHoSay07vQmrrbiUEMxTTqoRb6CxFk6vLCDrDnhlkmhmeom3tnvcuNPliaU6/8/WEW/d6FL3In47u0Z9eon8zBNwMACj6QjBUm/37iSGNTw+G/H+5Vs0R4eIYhOeKJ2VNC+4kngYEXCYFjzlWJ5YblDcfJdi2Cl5zqefoBYFvLh2z0SbIEJIB2sMtVoFFShs/6C8D4IKbtxEWYvWGiklUgj2hykHw5TpyKMWOISeoigEjhRYDIm2KAGB+lkNJ9h7LJcfj0Nr7dM/YtsmsPKx18vA9qfcx/sUY39iPDC2nwK2fQe8CFUpKPIMx/NRUiAFFMLBc31snmLzlGLUQ0Wl7GGSF2hjCT2HZGcHp1Ihz3I2ugkikyzWQ/wwxl8+hTaW/GiE0AUpHnupy9nMUFy5itaGy6rKqcGEqVqEqyRSSoo0w603aHz+ywA4rdnSOy40AnCXl6h/9eeJlsvyWlWpoepTFN02y60OXmsZ33UQ81/jfFowuHNEMOziaEthFYUul3OFsbyfeRy5M5wUCRcvrJPdvoRJxsyceohi7SzFcMh7JuS//VevcLLm8htnXJz+PnlPwtJ5hOdh0hRvaQqsxaQp1hpM5mJdjze2+/RGkr93KqARh1SnG/euv7W8fukG/+HmCJTDJNO8vz8idCW9TNNxa9SVw/p8g/1EY8Z9TskBauEMosz4IWvTzAz6PL7/HjKuUBz0OTg2fCeaUVlOrXNwfITjlQUn4z7CC2inmlsbXWZrIWtT98R/ZKWB9/DzYDQyqh1Xt2Vl5V86hrgUmJHHLJNc65JuJgR7w4Rce+wOE7SB+YpLxZUEDnhC4MofzkL5WcBf24Us8SpwRgixBmwB/wj49e/b5/eB3zmOyT4H9Ky1O0KIg08x9ifGA2P7Y2AnA6yQiGyMlQq9t41/sEGaW2i2cKpVZNyg6B2UdKEsgbBCYbhbgptnOWJ+GdM+xJy9QOp4mOGYrcMDVtcWkZ6PFFANXfq2yWF/TDeeobfZ4YXVk1zfPGS7tcjh7pATieF8dwf/7FlqUUC4MEsxaLMrq9jDPnO1CF8JJsMxqt9GDA9R/nqZCXdc3GdeInvlOwzfegPn6gc0nnsBd3EVrQ1OUZAJxUFjkdneHupYK/dw74BOd4DrSPZWHuKppXn82XlMliKjCv6xQfiDf/09hIVrnYSNdsoJV/J/tavstPu8cPI5np52UbUmrds36Wzv4nYOSNZP01lY50Y3A6u4NBJ8ebn1yX9CNiEf9sA62KKgMIaXTk3zx1cNa1Muy4+cQEhJMOnwUtBHLS8g/bVPJL0AVLVOeOos2f426ZnH+R++dZ2sMDw0E/F3Hl6km2pmK/d6e6nlc5iDDd5WMxSp5nB/yEzFp+KUlWAAsrV073OUA15Qxn7D+g/cS1obGoFDYSxZYUm1ZpIbAkeyP8qYmgqwVtyv0gCfChZ+ILz0VzqOtYUQ4neAb1DSt/4Xa+37Qoj/9Hj7PwO+Tkn7ukZJ/fqtv2zsX/ecHhjbvwQ2GZFffQ2MBiHI9vdwWjOMLl8iWFtHDLsYnSLml5HusQatcrCIu1RBqzX773zInT/4M05/+XPMPv4kt/c66NEIfeMSg0mH+uNPIoSgFrrs7x1w0JkgEHiViHBpkZWfr3J9o4dBkOzscem997lx+iKxCvmyECT9PrpZhzSll3osBAJx9TWEW8ZL26+9zeG3v4fzpS/A/AJ6+QzR9m1GVz7EqwRUq00m1sPkGSjFxLpMemOmZ8qwgLr6Dr63SGIUK3VLMehz87VXOSRg4dHHWG2VvNezTY+3DlIiBxZOneWoc8jukSHwHV7dGfOZ06eAsjNueKdsJSM9j9hTSCEwSOrVCKsNyc0PEJ6Pv7wGjsuTLYeJLjBuxAtrLQJX8cJKjNA5wnEx6YTk/VdL/Yn2LtETnwOg6HXY2tzhf7qcIR2H33lqkdm1U9xKPQo9xLEFO4dd6kNozq5+gteq6tOo+jThjTa9JEfJcrlvevvo7h4AWnm81veQwNNLVVS1LA3+YR6psZZm5JFrg6skaWE5cgoKo5mOShlHgaWw4Drejwwe3u+wnz6M8OOO83VKg/rx9/7Zx/62wH/2acf+dfHA2P4lMN09GPfA9VHTS8hJgdEWpx4hHAebZ6hGg86ffh09HFB7/osI16VIRrhBTDX06G3vs/Wn38avVji8coO1z3+GBT3i6O1XUMMu4uTy3c97a7vPnV6BsYLF5JCzrVkA5poVvui6TAqD994mr8wuYREkBnZSwaLJ6BY5h8bH7Hbo3bnJydWTyEkfd/kUm//bv4KTq0yMILQW6QdkhcZ1Idu9gx4PmJ1d5kDmDDtd/vB6jw/VQ7zwzev8zq/NETanePLGOxRhhfmHv0DvnTc4urOJqwtuxA0WK6cZv/kqv2CHPP/kaaYXFqjEAUEcUzvcoZ/knI8N2fYt3PkTiPkVPlj7DNOhYm5tnUhKvnR6mnGmWawFJFfeIb19FWssMgjxZhcJTp7nc3MTDkYFpneAiWKKG29BkaMW15H12R/8/+UZg1e+yR/sOtwehEjf54/faPMPVgUnTl7k2ZNNbm7t8bXVuPRGdU43lSgpqPr3Ho1nl2vsHrYxRcYbtw44GVnmji3hH90e83uXd0AXJA83eOnsLDIqQyD9JOc7N4+o+g6fXZ3Cdx3ICzynbNZYE4JG5DJJc1wpSAvN7U5KPze0ogIlBfOVgHp0f3dm+Dh+Wp7t30Y8MLY/AiXtaYyotcr4W2Meu7WFjCKUY/GaLVASMx5iBl2sNhSDHm4YlTFJXeA4LrXZKWbOrdPf2mX9yy8CUF0pY+8qmaDSDsPv/RHhQ08yyS3ScUFrZn1JY36ewSQjywtCKZhvRuhnn2Dtww0+yB38wGOuEVNtPcWwN+Kgm6GHIzpOQHxtm9Wv/RzjWzcZnTnDZH4F6fhEUlBt1BBPPsvG1kmmbELdljSsR9bm2RUpl1WLqtB8ryf5h8OUqfMPY4SLU6nixBW8ahXHanJdUtu6H15m9Mor+DPTNGs1ghNLXP7wA3yT80/OLtM/6hJuXSW9ZkE5/Is3j/jOrT6O4/JfzS9wZrZCK/JofVTGJtVxvPK4fxmAcvkPtw7o9QdEFPxi5TrK5CUPeNjBmT3J1ZmL3Njv8/zKYlkRZwFjWIsM3xqWrcpOVcsNwmieX2vxpSWPeNKGqMl7Bwn/9r0dlBD8xvmYJTFCtRbxlcNSoPlvXu7QSTWR7/FfvHCayFVMrg7BdgHLRAvI07v30J9da3N5fwDAlGc4PxMTeuEnG20qhQoEhTb0RgVHmcEVZZzcWjgcpz9TxhYL+oGx/dmCRZTtuzHYuIaNqrgLK9jREO/UQ7itWfSgjXAk0YWHGX3wPkI56MkIPRhgh0P0+kUmecHiL/0C56Xl9rdf5ej2Fu21c0xshbkoYGn/GsILSO9c57HTT/DO7QzRHdJcmEUGIclRn/FBGycKcXVBojxq0w2eyHLmqgHN0Cuzt55GKl1WcG1tEp5dBSA7OoLFZZTrIYOAZlwKzvxeUuUo8nGU5B/UZ/DSMcXGBzTRnF2ocH0IS/WQm0cjdicj4m+9ipCChb/zNSoXHmV+u82d96+z20vYsor5zGPuvUs0nvkMb2x2uDoMkSLkhaMuC74kE6XqF9mEg+4QYQ26yNn/4G1WDly804+U/cCA8NR5VBQjXA/n2LsvjKWX5DhWMxIOKYpKYw6bDHHmT7E3SPl310cYA7ff2uE//1yA9EMqz7zI83vbrD8ziwwjlnQbpMN39nL+/PZNXCX5j59bZabic+n2FtgywXhrc5fFWUmxfQ1n9RFAlSsLR5FriwmqyMDlKxdiJrnG0SkvrsT84ZZm79odnltpEnmyFKaxFk+n2KR0h4UfMkgLtnsJc1WPYZKTFmVDx3qgSDJNUmhCR+H9DBY5/LTCCH/b8MDY/ggIazB5gUkzRG0OUeS4S2t3hTKs0VitQTm4zSkan/8KKq6x93v/B06tQX50iFg+g1SSXBu23r3ExndfQ1eqyJkThHHIQaFY9gLyTodiZhUXw9SrL5O2j7hZFFT+k99gtLmN22wwvL2JN9MkrTXRkwSlFL3L12jNPsvgqEuWaRYqLipu0Jx6hsryAt/84A5v7yvW0l3m109SrwbUQ5fJ7Vv0+8Pye3gRGZKoSMEaJsbhRNNjeirkwnyMKDRjFBUpsYVGTxKEVCSb+6jTZ8mNRVrD6KnnSdIBxfIa2XYXIQQWy6g75ujWJYLFWeLTZ1HVGr/1aMq/fH/AQiR4OBhgRhZ9tIdcWC0nDinTvNPUAAAgAElEQVRRrsQM29haHRFWcJXkqZUmH2wazjkJ9dMXkVH17v9LDVPAYtIEWeSkH7xK8NiLqMBHzM9hioij1NCYXqGaHHF5aw9ZQGpdtjtDptJDnpmR3GhLqr7ioYaEIi9lEJWD05zlNz8T8Z2bRzw+F1J1SyMYew6//vQKxloOhhk7431cJXlzu8uvPrLITMUnpGA1Ko5vrLJv2796a4thVnC6FXF+poKSgkFakBUlAyEvLLEDs9Xgh9yd9y8sYH7sXv//xANj+yNgdYGM69jeQfmG64HOKTpHgCDZ3GVw5RrV86cJV1dRcRmn8+cWSLfu4M8v4Hgu41zjOZJCyVL5ajQgFoZUG1abESZdof3hLtFDIc44ofL0Y4x//xsoz0NIQaNR5f1/++8J4pi1J/4uWZLR15axkPTr88wlOaM3XseevYAVOXGjRnWuSVoY3tgZ4Aq46rd4vuIwNVcvKWaDPs+Ot7nktTgZRzRDF3BRMyf4s8sd3u4W6KSLNx7wyIkplpsV/LOnUaFPMNei/9rLeIEl2LiN/9gcOqwShy5Db4X3trpcnAqQQuD2D6m+8i16axd4T84znUU86lc5uX6K/3J5hB6NyO4MSmpWXOf64ZD/9S9uE0j4reYurUCRb6T4554B4OJcnYtz97L8+dEBo8tv49fqtM4/wa8/vsiN997h0UqBzTU2HVNsXqarFZf1NDg+w6zgxUrCSwsuv3crY6HiskaHzs4R/+e7CcR1/unPnafhgU3HiLCKNpY/uXrIIMn5+8uW2Bxi9gfIuVNl4rQosNYSuRC6ikmmWZ2p4EjB2en4mDeaM840d45ymmEp8egpRT8pcJQg1YZeWtAZ5/iOxJGCwhp2Bwknp36wwef9jPvUsX1gbH8YTJZgj7bKXln/H3tvHmzZdZ33/fY+473nzsO7981j9+t5QDfQAEEMJECAJDiTkinLdmJKpZIsyU4lsuWSk9hWlaqkKEr8hyyVE1vFyKKtSCJFiQQHkJRIEPPUjUbP4+vXb77vvjsPZ9z54zSbBGiXK1WplIXur+r98arudM7Ze5111vrW980cRDgFhK7hrd4g7HUJ+n3qz7+Blsmz9a3vMvbpT6PfGvvMP/QYQaeN3+nSeuZprLFxcsePkz9+CDsTW98U5seJFEgp2LnY5QeXQYUhzmiF6Q8+SnKkRFPofK8t0R5/ikerFqLXwMmXaWx1GQx9ZMKm7YWgQtTKMjoRucoxAExNUE6a1FoBWQKcfI7N9pDV1gA9WWbE3uDxgkZ6cSLOQsOAQaOPIwRSSpSAQmOD7dYm5YfvY/J9cb15cPUiXm2TRN4hcXgXL7RsOp2AYsZBCwP8wYDmy89y9N69+I2rDLSQm4kSoWWz1XHZrm1Ryjio9jZSKay5fchUHmknee6VGwSRoumHXOibvEcfopnJ/+Q18oKI3/z2JZa6Fh8pNvjYWIPd1TJz9l7C+jpaaQwhJUIpDKEQKpZzNDWJzI2wILb41dECIjtCtHGdv7zu8tqGjzDafO30Oh85Mk59aDKd1Di12uTpsxuAol8P+ezeDCpwY5aKpt/mw1qaxsf3Vel5AWlLxw8jvDDmPHuawVev7NB1A0bTJp84MMJ6y8WxTaqZBJudIT0vwrF0bE1iSLB0jb7/bs3z/vO42yC7Q6ACn/D6m0CE0AxEKoe0YhlBPV+m9+areIVRon1HGZx9CyftoOd+SMAXmoaRy1P7zneIhi6d02/izM5gjVQojBWJ/VEFSzs9Bn7IyO7dJGvbiLU1kof24zgJtEPxSO+ppTp+GNEdBjx9qU017HLQP0t4s4+3uJ8UEYVkkZtH7sf3QwJNizNwYurRp49OsllvUymksRI2W+stlDvAixSeYVHavRt56/X9pSXap06yXykyc4cx8hW+d87gWh++/eIyv7x6lendC8h0hobhcNPMYwU2XS82j1ypNTkYNEjUNqHTJnQ9BILe5G4MxyE0LPx+l5XlS6T2LGBJRRhBJxDkb9VqD41mOb/ZwUIxoXtEmQovRWWGF7d4cLZI0vyhoM2NRp+broYjAr7TsPlEMs7+9FwJPVe6/To5Oo/Z7bJ5M6Tr95nLGLE6W7aCMO24Lp+vMFL10ZZrCClJJQx+45kLDPyIE9N5Do5lY+3zMIplMMMAkRlB6AZuENIPIlKGhq7HouqvrHRZaw/ZVUyy61bXTxIbbOqaoJg0yNkGJcfi7EaXZy5ucf90gV1F55ZdkULTBJoQZBN31siuunVTfDfibrB9B6JhLxanVgolJaHrMjh/Dq00irPvHvIf+gz1vk9aKezdu8mXCwjHiQVelML1PITUsKqjdM+djSUQnRR+fZPh+dcQQLBwDwOVRJOCnUCw92MfBMBvNtl59nXMYpHMgX1MZBMs7/TwI5BKsKGlGOltY25tUmzsUD20F1ObIkQiDXmLNqPQEPTrDc59+RtEfkD+ox/AHq9STJqs9QfIYIAx7L3tuNcHEV9zC8wIl8dKFs5Mha9e3kHKIZHn0em79C+eJnP/+3ir6BO4LgwVaV3R9gVHekuEaFy2MiwsFEgu7ueUzPDFKz1Y9dif7JKvXWEz9FHbQw7NVvmDt3ZYH7TYMxLy2SPjHJ3MMZMz8V7/Hk7C5szNOt9XFiDwwoin9lVv/96xrE0pm6LW0amYgp/5/Enu31XmZx+ZQ0Y+SB2h6WiZIte7Ojcaa+ia5NlzyyyMxVoU2vwR6NQhDHhsscBIZQQVhthawLcvx+WfixstfmpPms8eHKG9scz95RCEjZYt0+v3efbkBZo+jIxO8NjiCD0vYK09JGFILtf7HKhmYpcIKXhi9whnN9tkbYNhENHpeXzx9BpRpLhe6/Az90/RcQVX632OVFOkbI2Mfedt0XdprL0bbN8JYSUQQqJUCCqie+YNQh9EfQujVEUNB5hI+vlREqNVpCbwvNjipX/2LdToBJqdIHnsOIn5eWTSQUsm8VtbsdyiAMvrYVgp/DCinIozyyhSLN/YJMiW0U+fxh4pU+62OXH9FJez42xnKmhCMX70GB0rg9/uMLJvV6zi7w7p9obkvR5aYQGQtNc28ftDNNOkfnWJzHiVsWyCRqvHt5Y90qlFPmsmbi+Azy/51GSWc77H1OmL7M9k+W/uneIvTq8y3u8xLXpo6SrD2jbS91BSokURnypDen6WnTe2+FZYRqXglG2zu13jaq1JEMWNtfbWCmZtjcbcPirFUZrdHhtdH8c0OLdcozU4R/rAveQyOfrZNFGniZEoIfoCRawW9qNwTJ1/+eF91Ndv8sv/9yUSuuDbb63zoV0OE048okt2BIRkJKhjKh/PF8xlAoRu0vIUG5sdKiKgmIiFxA9PllA7K3iDAQfyguudiI+mmniXNrlnbA6qcWatFOz0Pfqb69iRy7SpuFLbRu0qYYuISspgs+szmbXRhKA39Ehqiqqj0y8kefrcJroUHBjNAIIoChEo1ustvny2yUIhQceLCAlR+JSNOye7/UHC8G7E3WD7DgjdRIzOw9YSoR8gkw7Dq1cwJxcYrizh7dQQwwH54w9iVCdxvVgMPPJ9/HYTY3yK0HXxdI2mMhGBINV3yZfHiXodiKJYTtAwCSKFcYva0/UC/Fwe5XmEC3sQpoG3UyeJYu/GJU5ny7R1m/XIZM/xg2x8/VvUnvk2HD/BdzZdwkgxMmwzOrKNXa2SnRzDyqQJfY/y4sLt4zu1PUDqGu2hz4VT5zh6ZA/SNLEMLdZjRWBo0F+6xuw9x/lHjyzgrltEwwGv1CTr3/0ee22ffrXKaN4hP30ITddILR5AXqoTIrH0WJDlgarF5Y6H6g94X9WgF6Qw9u9mX0EjXN9mLqFxuRtx2OyiSYG3vkwiWyB58ARBp8Uh00DuBAyGLgf9a/hXVtCn9992VDB1SVm6LBYNLtZ98hmNoi1iQm0YcubaOl8+2+BY3uMXDuToDlwq1TlUs8YrQQa/4bGE5PGyx0DY/OlLN3D7fT41Z/Gz+x2UkcBfqiGERn/oERVmyeBysmty7UqNqgrJWpK2G3F0qhA7IquIh0ZtPL2IrQteW23RGbikTY2jIzbNvkcYqVsW84qfPjbOSr3NdNZkpe1hatDzw9tc0+DOK9n+f6WN8F8d7gbbd0AIgSzPEGoGamsVY2wKcxiSffQj9Lo9qExDFCtTSSnRdY0oUuiWycB3CS6fxxif5M1nnqd43z1omkQbKWIZOt8f5smEfe71PbpvXWT7hVfI7N/DyPsexJASPZkgMnSMZIJXmxGyMMvkTovtm1vsTPlYtuStjQ6z+Yiw10dzHBprGwizhAh9fN1ET8W1y0Quw8JPfoydvo9KWbePb3c5xXPNPlrgkdlYZnAziTO/wC++d47nLq5TWr1EKRpiVUcBYh2Bq+d4flvye1d1Qj/Nk+GAv1NIUXrPvagwjBW8PEku9Mm7XfaMjiFTo1RrN/mlAw5ezyQ4d4Pi7DiONeDk1Q5X3QzHi0M+sydNdHObsNsBUxLcPI82vhtNA9Vc56AmiUwf5QVE/SFRt4GW/2E5QRZG+bWHfa51BVMLcyQtiRq0iVrb/M4z2/hKcn5V41AlydhYFZkuEKbyqItbiCgu/fgbN3irbbDVy6BJyat1xcf2V5CGjSq32O4HfKeewNquc3iiyEbPR5eCjTDJo/MliukkUjcIe02EkIgwIJnU8MKIztDH1ARtNyREsLeS4WbTJVCKYxM5btS6fP9Cg2+GIWMjKWxDYzJrE0Xx2G6kxB0nSHO3QXaHQEUh3vmX8epbRKMLaPksifcfIXTSCDOFNujHPNBMmv7Fs7iryzj7j6BXxyg+/mGG23UaN1ZpXL5GetccVrFA2jb48zdXeePqOlJFaBvL5C9cwxop03zzLIXjh0lk0kzkkoRKsbTTI4j8WAth90Eyq1vYUYgXhEyULOxqGmukhN9qM79nFjey2Wp0uHd8AlCEwwHCtLm03SMIFbXOkCNjGQzT4N7JPNNhh+Gpc1hEaHbM4yw4Jh+7Z5qN2SJfv7DFWEfncaVuOeIKGh6EQqJ0nU4qR+7wfry1JbzVJdasEp9fFniDAfNiyPTWCxQ+80lea2r8m+eXMHXJr77vw6xcvETnrRuI7VWC3ffygsiwUJ7kuR0b213mSMYg6DaRwx7KG4DQWG67nGpIDkjFdEpH2ilU6BOEipcvbpASLoemRjgwV0T8QHQ6mUNtLpNP6Ky2fRKOTWpyHpk0Gfghvf6AEyMGNzs+I9LHbEaMmSFGX4HUmBsrIxMxh9eY3kdrq0Nu5zJjfp3wxhqH5w/y2mZENZ2gkM+h3dJTkGYSFXgIKz6nhhRM5BKstoZM5kx0M4Gtazy5p8K5zTY7fZ8/ePY6Qz9kudGnUnSwdI29Iw47bhjTv6LojtNIeJdWEe4G23ci3LyB6jVQUhFtXCE88iSWIYiUwjJ1PC2NLiVi2Kd16RxRoYL3xstUP/xJwqHLpS/8OV67Q0ZC98w5qo/eT8Y2iSJ1axUJojAkvWeBzoUrJMaraMm4G2/pkvbrr6LV26jpfeimSbGUw5sY496Ni2gnTnADeG61w30feBwj8Gi++joTXsBSboZ/9/IyjwSr7EpEpO9/b+yK7nn4nsfmt04y/sH3ITSN8vQkfir+TqNYetvx/8mZTZYbA85vD5jIJdlbnYAw5MMTsJHq0wsFv/D+XeiORe/CMtLJ0Kk1UCoPQtANwcimEULw3JUaUeDT9eE7V+qsNC0iyowlQ5JKUXAs/uiFJb78+iqh7/Gx7BaFpMax/F5m0hmG9Q3+j3MCV5i8rOX454cW0KWC+gr/8Y06XzrdQkrBP31ccXx/lvV+REaPSHQ3QTf4tQcynOwm2T0zRi5pst11+b3n4+D2xGyKh6bTIJNEQZvpFPzcnmlCaVD6kScBgMlcgrbuEYU6o45OKurwsVEDmU2/TbhGWgm4xaz4wRTUYjnN7lKKi7Uur660qKQtXllucHmriy6hmDJZ2u5RcEzyCYOFUoKvX6pja5LRnM0941nkHZTVKqXushHuBCgVoVobCF3HMg26kR2LOns+QbeNbDXJ7NmHEIIAk+G+E0RSoo/NoZQiGA7xuz2MXIZs0uHQ5z6LJgXt85d4nzYkM1sk5bY5uv8oMlskOnqUlJMg6nfBThJ5Lv1rVykVi5iXXsN4+HFSSQvjifcDcHq9zfX1FgC2UOz3m/SvL7GmO7zcyiJQfC0q8A+1Neh1WSyXufrKNTL+EG9jk6A/wEinYseJbIFvXdgiubXOfaqGpmkkFhZJCFBBCLqGLQVC07Gm5lE3r/G59ArKTvEnp25yozHkp2dHmOmts6da4OFyibVGj8fKJXITIwz9kIfLcGYlJCVg1AxYMQxEICnNzHFstkRh7Rz/+rqLijRc1+NGV2L5HV65us3UpEc0HKBCC6FFIHTQTXBbKGCj7RMBURhRb/f4/utn+I/XQg45Q356b5qkIShOTvOEk4sdkTvbLK91GHoBhq5xpu7z8K5kzEqYO0QQKcwgJPk288vYBqjrRxw9sB9qSwghiVqbcRPVG6CPzv/4Ogp8VHsr/idTxkOjMfCxNNjsuPTdAA2FihSfOVZhEEgqaRPbkHhBxOsrbVxNsrI85N7J/I99/rsdd8sIdwQEKIW0EkRRhDW5F8sQDG7ewF+9yfDaFexSCbMcczS1bAEZBghNZ/2rT+PVtqkcO0AtUyIaqXD25jbTYY/Nr3wDBLz3gXspPfIAAG+tt+h6INoNZm6cJGHqpO59CLM8wnB7i+8WDtA8tUpBhnx2MYddqZI0JBIIPZfoynU8K0JoOukoQNckoRCM4KHli/TafZzkkLmSw85rV3AW5+mcO0vY7ZE7dg9fvNzm2avbiCgkSDY5nuiDZfHI6nnyA0lyu4baOUP3oftJzc/gb66hJVKc3BryfH2HCMHnI5vffupB0HWeGPQJyxFdM8O/fnUV1w/5QEXyO/s8dAHWfBHTGtBZX+FBGZLt+kShy9+eCfFNB9XzmBn2CDWTe2ZLEG1iCsVPjXm8rvI8NFfA9zx8YZPS+vzdE1X6ok3WiHgw0+GlpTq7tAzbrkWz7+HkEgjtloBL6EHgspC3KCUG7HiKRxbKqGEP1W0QpUuc3oyNKIsmLFhDSGbpDYd872afEEElk+TBmYPxe1Yu3LIhFrSGPlfqPYoJk+l8LDKj3D6o2AtOuQOMZIYUPp3ukLz0+MhileeX6lQck9mcidQNlJC0hgGaJthbSXGjMWQiZ5Cx7xwmAsTNsXdpYns32P4ohBDIyX14N86hpCTyXQLPQzoO9uwc/tYmQoew10Im05QyNn0vRG9ss3NtCc1Jog37yL1jBDsNhppOa2cDBPQzeYJAkqrXsAqlW6aHijAIUck0YWcb5bkUHn6UTrtL480ahjdkywtY++73mXziMeaLefTQp3nqIpMpnbC5Q+WpD7JZH3C4G5JPGDwyV+Tal79B/9Q1zHSK+U8/RXpmDqe1zc5zzyFtm875C0TaKHElMC6RoARCMzH6PY74Pm8WCrw4t5tdl5Y5MT+DNbVA/+JpKsUcYgdwXYq9Hv7OBtIwcK9fQUUhl6IsQy8Bvs/JVY/9u0awqlNIJ8171k4xVBtEWz49x+G3z2lc6xukUxpWdoT3Hpvl/uk8RneL0LBpFub4w8vbDIIOg06H19eGCN3kHz+5yJ7pDP9iGqLODsH1t9hddji1AqQLlOcn0CwTYd7SFdAMIqGxVO/yqX1lpkZLiGGXYH0lpux5EV6YQAMafRfFADXsMdAzRAgkiq4baxsI20FW58F3kekCp5ZbDPyQWtclnzTI2gaYFp1WXGvNZCykECz6a3gypN/vs1yzOTFTYiQhb5cbBn7I5Z0BUaSoZGxmig6j2cQd6bYbvUv5CHeD7TsgE2mECkCBsXUVjH0Y+QLKdSl94EmIfKKBD0LgJDM4lsFQZUifuJf+hYskZ6cp9NtsIDBqmySTOvLJJ7kcmKgooHP2KocnGuwem+Vma0BK6iRqA4yJWbR0FiEl6VyGI+Mep64N2B00sAmIgjhTqubT5Etp3PVVnF17CJw056930KRgq+chAa/bw0g59NyAL53fwleK+bTBbtNCuT5mqcSnp8axpSJhaLxvbBpdlxj5IuVHBcsXl2glK4DiUmGCE4A5UsUojZCTkl/VT7N8Y4dDVodgTWJks0RuD2k7TEkXSyYYojhoD4lcib95ExXEN61/cz7ia2sGh9d61DWbSIO1tsd8WeOlK5sc33qDrpHirDPFKg69ACwUr6x7qChChSFvLDfYU41dJKIwQKEYzSX5H44fQ/tBzTQKUUEsLC6kxp9cGPKVU1to4Qr/7ESaxV3TcdNJKZI65IRBc+gxZfoQBaCbFFIJ5gcRdU9ycOyHmgzSyaL6LZTbx9QkPS+8LSwOsNQJudTQKOo+I7LHZMUiyFXR1y7zpVqKZr2Pte7ytw6P8VeXavF0WqQYRArb0CkkDD66f/T/v0X/XxnuZrZ3CoRAeC6EAcr3ETfPICd3o+WqKG9A1G8CoIS4PTWmTIvU4UOk9+8nkU6Rdl3s519CqZD80QfYDgXyRp1w6DPUbYJWg/TcbvbZBpCByXhjRZ6H12phZLM8tqvMo+MO3cshRnoarVDkz06vsdEecrA0wcMfvCemG0Uq1lX1Q6x+j7UvfoXxew7Q3tzGnJzG74EUgtVBxO4HH8F1fRJjRVS7wVNimeZAsOPvZbwcW9GkZqeYnRjn1Nl1gjBiJG3THXgYvovpxKOnu+bGKW0uITUDLZmi5kn+z+UcOUvyc4/t4Zctm961ixiejp7J4q9eQ2g6Xtbm69sJUmmd0ysdpmbyRBLySY3Q93nvSEjU6bBcGKclbCwRUTChG+p8em+Cr17qIKXGfXqN4EYXbXw3dOrIdAECN/YQI4HyhgSrFyEMkNV5RDLLW8sNlOfiBT6rtSYLlTRadRYV+Mhkhj0qAi0JUTrWpDUTCE3n0HTmx5aI6jZQO2sg4Eh+nFomTdrWccx4O7lBxJjpg1JYQY83VgSNoU65cIBho44RCfww4rnrdW60XPpuSDllUMnGN4qScwfp174Dd4ca7iQIiVaZw1+9HDMQymPx+G6miLSd2EVXKQJpELgeuqFDGG8sYRgEYUTDixD33kfRsdCkZEQppgoOzc0es3RI7Dr8Y1+rooj6s9/D397GKBQoPf6B2O4lUAx3mnTyfTbbA/Rhj9MrAx4oalgjVTQpeGpvhdWldbzXX4ekjb+6zvyHHycII65e3qLWcZlORPzVzQ5KCBqiwwHV5GpH8c9eHBDIU/zSk3t5ciGL3+5glYp8fF+V5sDnW2c2+Im/OMOodPkXB20mH38Es1ik/MQHUUohI49/9/WrPHdzgAQmjDM8MaGT2XMQzU7gNndiWcooJJk02VcQXNweMlvJ8K8+tUjjxhVGkxJPS3L+9EU+vznC8fE8UhPYusHPzUdM7zuE0A0eOOiydOUqORpErS4yW0bkqkQbV/niDcmLb1zlyf1VPjRtxsaLmgHdBr/34ibnrtfohxEPOB2OZFIIO8mVruArZ3eYSzf4yEIGqWtIp4DQ3x7s6l2XP39jhXLa5qNHxkBFcQVGgSVhKvN2sZz5osOq18YkIJkwaewE2Jpkq+fzsT0lTq53GUknaA08Bl6AoUmKKRMB6JrA1O9cEzKlwH+XqoffDbbvQNTaQu3cRE/YUJmIN5amE/W7KHcHLZsn0o24Yw+Egz4sn0PYSaRh0i3O4ofx2E/fC9A3V+i+9QZTE9PsP3wMIXcDcae7c+YMg9U1skcOYxaL+Ds76NkMfrOBCgI6V67RfOM0CsiaFjnNYAeNuahF0JBYIzG539Y1pio5VhImQb9P7tBeAHRN8tSuMjvf/Q5XmxZBegJpmjQHHvr4KOdeX2MYgaZJvndug3tunCTs97HHRik98hCOqfP06XUMFVCLTC6uNBgbDNGdJK0ALmz1mC865DJJpGgiohCrt4NfF7grS7zQtvmtr12kmhT87z91iKyu+F8elKz0HCanSiSH2ziyC4MIVSjwP76mM/QjntlY4Q9+ehox2KGUSoCm4/oBf/T6TQZDSKkEPzcexdmnYdDKTfHMizdIWpI/O7nK4/MH0KwkKvSR2TIvXz1N1lAYSvHxKY3swkG00jh//M0LdN2AtZ2AQ5UkM9lbEZTYWl2FAcK0+fxz13ltqYEQMJZLcHw6D0rRHAY4ZhrrnYsIqI6MYIsIJSRlt0+t6zLq6KQtnUdmCzS9kMvbXfJJg5G0xa5iksYwwIugmrqzNGzfjrvUrzsGUbdJ1GuCbqEZFtwaDR2eP4W3tU4vP0Zr4TgT6dhHShLGme+ghShNYGqCwS1epC4lnVOvoiWSDK5cJDm/G5nKcHq9zXZ7QHFpnRG3Q+OFFxn91CfJ3Xsv3UsXyR67F2maaJbFLX8DTNvib+0ao3byJK4fspauMHPLOBDASKeY+vRHCYdDzPyP2ICHIaE7ZNIQ7HhtokyVA1ZA5Ic8+uhx/nL1DTqDgJ84UiV86zpa0sFvtW+//7G9Fb7yuksej337ZtCSCcIw5Hefu0bXDTE1+AfVPuMHbbL5PEfaV0BFaKkMX/jGJQSw0Yt4/fImj5Y91noRf9pKk74u+JnDKZLA6Tr81revs9VxSdsGwyBkJzXKH18KSFoGP1/uY/S2cYcuhq4zUA5ybhFhJ4i6dVI6lBKS+jBkOp/EtC2Y2nf7GD51sMgXXuiwLxuxeM8RjErs+1ZN21wctDE0QcbUEHYaISSXNlo8d3GFIxWLI+N5bFNDoZAizjqF1PjKdY8/fW2FgrPBr398/23rmrXWgP/try7j+iE//9459o9lOTyaIYgUKztdztb6CCnJJYy4gZYwCKKY2TCWtZEI8neSDc47cLeMcAdBNTdBtxBRiMhWkKbNwPVopysYGCxrRdTAp+UGHKiksZIZulNH8MKQfL5A0jLQNYm4pfS0Og2JkPEAACAASURBVL0Pb6dGOSuRiSQdN6DWdeOGVnWW0rkXsKdn6HoB1+wi+ROPMJKLH0uduRlGQh80A2duJv59doJnXAt1tc50J+Dh8RRfO3mNYST44MFJyoUcKgzpnH4Tv7lD5vA9ZI4eZ3hzhYVSGa22TnD+OtumSen97+fff+4eQneIkc7SM48yXN9guTzF90+tcn81wWeTm3zovQ6Vg/djJxNEnkv37Cm6PTOuw/oRyh/yRM7DXphDmA+hogg9k+PRPU2+8NJNbEOyaLYRmPz1IE8Hi1Y35AuX+sxl5vnqtVU6bo9c1kboktGxLF94fQUhJI2+z/nVHe4vwhNTJmdagmOVBGL1HGEihcgUMTX4nx6bYtW1mC05Mf1KKS5uddjseewrKr7w4TQELkbphzbpf+/eCS5cucZIQlCUQ4QxQhgp/u3LywS+x9ltl7liiv/2wVlmig6llMWhibhR9t2LNSxdUu+6XNhoc2IuHg45u9ai3eliCMUL566zf+wIQggMTTD0fVARURCRMy32jqS5XO+hScFG1+NAJUUuYb5NSvKOg4LwXaoHcTfY/giiwEcR296QdJBWEqXptPshojSGmy6QckNaQqAhEJ0mrY0eO05s/hgMQsYtMPV4s6zUW2xYOVQlQzKXoKwbJEWEqUvcoUfa6+Hs2Uvu2D18/9o2HTdgRddJWwa5hMHw+mWGV86iJRKo8SoKaGzWiJLT4PvUex7nltZZ9TRA8cKVTR45mOTmyibZGzdI2CbdC2fJv+chnm3pfPP0JsqN+Lt2iorXJeh28JcvsdRV7Dgljh1eRI5N8kfPXMSPFG9cC/gVp4ETBdAYheQkUbeNGHb4dMnhpV6CY+NpMoM6aDrCTqIlf+gq8Pce28djRybJJEwStatE7W0WMgmu7wi8IOLCRpvLNYmTslBrDTIpg5GKQyJpMwwiLF1i6ZKZkSxCtTgyYnF0V5Vg5SLoBqrfRuSrdJTBtZ5HRethtDuoXIWh67HR7mMIWBcZJoMNdMO6TQdbrff4tT98Fbff59c/PgOpH+gAg21oNH2NhCbQU3kcS+epw2NvWytP7q/w71+8QSUTB/gfYG/RIqUpPCW5L+vh+mFcTtIkE45G3wUNyJowOpVnrTNkGERIKSil7Jg6dgfjbmZ7h0AFPmJsHvodlG7TfO6bKATi8CMoO4GRSLLfsWgOA0x/QOfpL+M7WYLDD6ClMz82wB52u6goAiEI2w38hIa0bB4Yz7D05a+SiDy6Q5fUnt0E2zVCMwl+LNcIMNxYJ0w40O8SdjvohRLj5RwzOzs0nQIPzZfwWk20TRcF5J0Ef/jaMq4fkram+IR7g0SpDMClWjeeuNINNvUkC7sm0Z0kq4OIv+gXCPsRV06t8om9ZVQQU9+EoaFUhNR1NCcOKGEixZnkFF4Ef2dXhkK1StSvgKYjLZu1Rh+v32OqYCGsFBOluJuv7EVUf5THzQSLzQEvn7nC83UJQue+xTK7jA4H8xHfbAjWfMVPHShiGDqa1HBsk46oECpFQTeR6RJhbRlh2Ug7xXfO1+gMPLTQ5aO5DukwwHByOBr0QsgmTKyJexCGRRT6EHh8+9Qaqzt9pICvnOvw3y/Ox3KVwC89PM/ZtRa7RtI4lk4UeAhN/6H2AvDE/ioPzBWQUpAwfxggx8s5fuPRUYLuDsnKNG0v5ud6QUgqkWQ2HfDicpOvX2mxu5JCkxJTkxhSkEvcueWDH0AB/rt0hOxusP0RCE1D+B5KM/CaO5gzu1GBj9VYRU7MY+gSXUpKjonX6LK+eA9hJofRaVEYKZLS4+muQIG/vUm+U8PtB6AUeRVQO/ki0rAoPP4kKUPgN/romQxCCOY3LlPLVUlFHlk7brI9LSeo+X0OiDoPDfroQpA7dh9Pei7CtGIlqGyCzyQTeKEilUry8tYymhR0rTSZw/cz3KzRvXqdD+4Z4f96dRnH99gdNvAb4OzejSqNQjcWPB/4IdbmCp+SG1wNLR7eN0e++jAqChkuX2Nw+Rzbk/vYMTKA4rJncgKQt7LZkzca/M9fOo2KIn75oVEWx/L8/ndXmCg6/MITu9khyeWlHfalfJ4qDUnrNpEB/+HFG+x0Ar6mw+5dKRwNXlrr88BMHkcXbHVcztRisfOjY1lmi6PITCHOpqVGdMv2XHHrL/Chvc3hlM5QS6A7Kb5yoY5UTT4wm8DUJAfHHSxDYyKj8bFDeZQ/BN1ECMFIymJk9wgqiggHnZhpohvsBDpPn9skZel8ZF8FR/iowOfpsx0ub/X55PEJ5sopEuNzhNEsAKYfMPRDpBDous71vuTkdkDfD7lS67FYSeOYGmOZO7kp9iNQMef43Yg7JtiG/S5hayeWILQdGHZRvSZRv4PMjiByI4Q33kJ1dyDwMZ0Cvq8jDAsjncM033Gq0jmoRujDPmpklLTXpffCszGDYWIBpVuoXpeJbB57ZoHmyy8hLZtoOCTq96h88EncrS3MUhk95VC59zi5zXWc+UMAbHVdmoHA0jUukufomTfiDDmVRyWSOD/yU0ZLcUNsuL7CkXCLayrFg3sn6F29SP/aEijF5Ief4Nc/tJfa176Cns0SNHYI2k1GBts8mDLYSo5womhx8+m/oNTaYWFxnnx6D3omi7uxire+ijQM9PoGUhZQCNLW28/JmdUmbhAhUby63OUvTtU5db2BBswWDJ6+3mTgBRRtwW8edXjcDvEq0/zucyfRdUnHCwlCRd+PWGm5tAYBCd28vQGlENT7HrMF57amLcBjC2Uu1rpUdZ9MqkC4fgWCOKNML57gz89s8eVTawgUelTkyV15jsyV+IN/+DBWb4uMY8GgC1Yypovdxq1NLwWoiO9e2WalNSBSMJczOZyHK7UBX3xtBU3T6AyG/POPH2CrH/LFN9dQwKcPVcnaBlfrfbb7PpmEgaVLOm5AybGwdY19lRQTtzi2dzoU6m4Z4W8qokGHYGOJ7smXEASYSRujVEFoGmG3CVFEuHGNQCaRwybCMGPZQa+PXphCJh2MVPZtn6mUQgqFk0oysCyyCQNv6QzRsB/Lb0choFBCQ1gW0k7iHDjE0tmr+Mk0mXwZO2mTnJm5/ZmJySkSk1O3/y87FilLp+kJ9kQtwm6X5b9+gdUDJ5COw2Q+iba0xFVfMj0/wXwli7+5yomUz72DVZzkOG1NR6koVqaScdMuvf8gnQvniabmCHttcAccM1yskSIXry3z4uKDGMM+T4xotzVttaSD0A1UGJJz2xyUPt1ByOrNkOThRWYqcangsX1VvnNui6EX8JkTM3zhr69AGMZlke1VBkECKaA+VKjKLGamgAH8g8d38x9evMEnjk1SLiV5+UYDBbxys8UvvncWQ9fY6noEkWJXKfW266CGXdLegIptUMwW0GyDaOM6Svkg5a1rJW6VeASalUQmM6DpVHKCSEuBN+Bq0+WvLywzV07z2K5yXFKQGtK0UWGA0i1yiUHMhZWCvGOiwh4pXaFrkpQpeHIuSdhtcLMeMvTjNXB+o81Gx+PkSgtDl+STBumEzkQ+QTllce9E/o7zGfsv4V1Ks333BlsVhYTeAHX5VaJ2A9VrkpidR0UB0bCHtJNIXScKAkgXiYYhUSjR/B4ikUYFEt3vIUUSopCwsw0ISBXougEqDMmbGqOZFEFjk4GdIMrk0davYc7sIhoGaJVR7IkZgtYOq5cvsJmbQJg25+sDDtQ3abz+KlpljPyuXYTNGsbIGHomF3uZhRFzxSRe1ma3tNE2BV6tj5IaKgjY2ulwYdujZyW4cnmLQjqBMz7NM29c5XV/gn03Bnzy2GHMYh49ncK61YU3Jqf5V681ufhih4dmJD+Ti91hI6W4KJK4QuI6GWojRSZ+QGHL5Mg+8AhBs0H71KuwscXnVxxOUsB4o8nvfGCChd2TjOVSfP5nT9y+Bv/kozqLapuKFfLe+SzKL/PC1S0+vCuLkcrScwOGQcTFeh+RMPjejR1+8+gYH95bYbk5oJg0bwei8YzNmY0Omx2XjKXHJZQohGGXPzvf5uXVLgnb5h8/tovs1D5WVlbRdEnFG3DfbJFTay00KTg29faJMJEq4Lsup2/W2FU26bg+HTe4LQAjDYuB0vizN1ZYabvsq6S5bzrPqOGh+gFhFPDBwxVGHYMjVQOEYDpjoIk4YkxnLW40Bli6IOeYJMzY6jxrC4JI3Q2078DdBtnfMIRBQNRtwM4KyhsgLIvE9EzsJKvZKN9FmInYFDDjoIoT6MMhoWkRtXawDz9K8NazBGtXEFtL6HNHYDggCjyUHxKEEtwhka6THBvHQ4NMET1TxAo9EpkMnhN7jCEl7o3L6IEfjwCHIZYuaZ4+x/ruY4RC0Lx8lcpgm+HKdayRUcJWnfr4AZQyMHVJO1lkbHSE4bMv0PaHhE6BMTXkvBAIRTzVBmjFCq+pJpYtOV/r835fUVzc9bZzc/GFk5xfaWJJwbPX4Rf//gOIQZ/umy8zRoaaUUSzTEYKaf7wlRtsbTf47JzG2NQ0ejaHkLGD7LKK6Wm+63H+xdOkrl9m/NMffZujwBubHt/zCzxQcbDm9/FRw+CjB8dQUcTNq5f5jZcauEJHRXHNNVSKb53fpJxLoGuCcspCKcVwMOCZC1tIKVhr9JiYHGAaBrI6C1Ljcn2AqUsGfshWx2UjDNjsBLRc2Bft0DByzFfTFAxw+11CGSCtJMKIa7S6aVJJ2zT6HvmkQeJHZRajiF6/z1zOxJSCtfaQ8WyCqDug7Uf8/skmw0gykUuwq5QHPyCdyfK54zZ+GDGI4MG5Ihlbp9YPCKOYjeKHEdO5/7RN+x2NuzXbv1lQYQDDNr7ScWWOcH2Z1O7dyGCA8l3CQGHOHgXDRG2voqIotivP5JB77sXttKC1BUJDJNMoIW6XHIZXL0FlDrIF1PVzUKkibYdoOAAUejbLwA95a71NqBTj2QTVYpVs7RR75Spi7CDj5TRb1SohcbDsZ8vQ24QIgp0NZDJDensJq7hIECkmsgn0hMHEhz7AxA+OUSmelHC+EzA1XqKQNFFKMVNIcrM5IBW4bP7xFwn3LzLywPHb58beWmfKtLnhwQPjKQzLIgx9ELAvajGRscntm+OttTbPnN8kDAJcV+OfJG5iTO8ne/97SXU7/PLNHr//eo3RQZODGUHkuih3gPKHiEQaNJ3f/voFiEL+rOny2LEhxTRc3eyykAq4uFpjEEg0GVDMJBEKOn7AUmtAOwxJ6IIzay32puHR3BBTaQxCE0eEaEqB24dhH5Eu8rHDgj89vcV8Psl8yeH0Wov1PlQTUPd1pos2V+p9TBkbR/a9kJT1ww0tpeSeyRzNvk/W1t9mLqmUImVoaBIMqbhnIhvr1QqJkiYBEsPQiFREgI7UYKvrseNFDP2QUjL2mpspOqQTPq2hj2NonJgukL+b1f4Y7rIR/oZAKUVUX0W1toicLKGdBjdE33MUr7ZGImMgBBhOAgwTaTtohTGCa6fioeziJG4YIa6/hRz0EUSo0QWIAvydBmGzgXJdEiMB7tmXScztQeg6SU3Dt0wkoOs6zUY7lmbUNZp9j/HRKVaUwzCE3bkMmtenkJY0QnCNJOMpA9vZj54rsHnpPJfqAfPTI5yYuiUcrSKCbofIStAPFFk7foyujpcobK4i6PFvn9/mry5u8f7FMn//2BjNL30Fp1Ki8dZ5xOIiJ2sDpvIJJu+7h3/0/KsElREWHoqnrLRkCufAccJel+xIFWkZZCwdKQWRgKweIRNxrdTIFTByBd4zAe95AHorq7xybpVWtkBq6QIpESAtB31mP2NpnZXtAZYGxs4qP/8ndbY7LpN5i395QpI3Fe1Q8NmjY8zoPf7XV+uEYYiKFH0/FgZ/cXXAA4UEnxkPWLNyTCRBNm7wnXXF6uYOTx1KcniyxN5qnlp3yKmVBrsraeq9MlJT7BrNYGmST+6vsrld5/xag7qvsTius3/Uur1uLm71aA8DTky/XaxbSMkwgq4bstrxyWeiW8aOiqyt8bePTXJ6o8tDszmkDIkUaCiagwAhYKPjIiUMAoWpCR5bKJNLGHeUp9j/G9wtI/wNgeo1UDsrCBUhttuI4gxa0iHqd5FeC4I0yFuPiLeMCj13QFSeQXoDRK4SX+3AjRsqkULTDQhDzLEJBnYGZ2wSs1QhufdHxGSUwn3zZfy1m9h7D2HUN7HtETwjyXixynZ3wFarD2HAJXfAPZM5NBSLegscDb00AqU8kVL8UbtM2/N5bknxK7MRtiZovfQ87VqNb6QXGRoJ9lczPLarzODyGYLmDu1A8c3LGZKWwTPntvjJeybQ5qdoXV0iPTPJH721yUbHxZCCz40MyY7YpPbNIvX48oeR4hvXB/S26jwx3SU3v8Ch8Sz/3aO7qHf6vHcyhUylaA98dnoeE6YL/RZaboRVM8tf9nYIOj2W6xG/sGigAhelFL/11Cwvv/ImCxlJ5HtsNQdYOlyv9cnO3cfvLChIZNCCAVGry0/uSXF+J+RQWfL8mkt9qCinEyR1hZbOUSgUEUJwwZV8ee0Gig61wTK/8v4F2kOP3/nuNQZewEzR4Z9+YJHu0IutgZTCVAFGfwfbH2AHBmttl32VCDVos94e8OU36/QDxVZnyE8cnYh1Zm8JhG/0I17dGGBIwc3mAKqp2JtNSHaNpBkvOKRMDRn5RJGi4YEuA6IwIhCC0Fe3bZXSt26Ud/GfgVKxhdS7EO+uYOvGXEyiCIIA4+ZpIisFwy5aoRgLk5hJSBWRTibOhMMQoSKU5WCGA6SdIciPQ20FjASk84TdFr7pEJRGGdgZjFtup0G7TtTaAqnhbaygZ7IMLr6FmXFYCNcIMgWSepVBd4AIfJSmYTa3YNcEsjQJoY/M/NADTCkYBBG6JvGjCD+MsKIQb2uDbm6UvhthWoJLtS7vzULouqAiHF0ymbNZ63ikZMQbX/omhxfHKX72ExhOEv+7V5HE9cfB+jq5tEXv0jmsSixk89WTq/zuNy8QeT61lYjPSYXz/7D35tGSXVeZ5++cc8eYhzfP7+U8KDOVkjXakmV5EEYG3DbYgCkzFJguoKG6iqmoVYuuruV2LRqqYVXRVSy6CtpdDDbQYMAYz/IgyRpTKeWkHF6+fPMYL8Ybdzqn/7jptKBUYDdGYJHfP+/diBtxI+JG7LvP3t/+voO3cHKyAlRovHCe5546wy+1BoiVxVvHDd972CXp7pLkv2yTLkjdPMKzkdVhhBBUhod58I6DmDjEGpnmbbckfPJ8g/e8ps52J+bjT13m9oOTHJiu4yiLWwcEt84NImyXAzMp692E4aJ7YyLvy/DcjGOcppq8o5BC0IuzZbtrK1ZbfYzJtGH7cYJlKaTJqFbNICK0FEcnK5g4K3tYOmYyBy+2BNH1Vrj+shCNVMzVcuyp59npRhwfLfFnCz2qDhwbr9HoJygJS7sxV3Z6zFZ9hICcLbFdi6GCiyaTuazmbCz5D1fR66uB4SYb4e89TBITXXwOqQTS8yCNEEajwg5YFtgeoj5FtL2JJRxMEqO7TZSAVFrIqIesDWJZFqbXRJeHsx+bkcRb6/RH9yFMSmoM0dYm8eYadk4i8hUwGnd6lnD+Mt7MPpyJadrdAJ2v0E0MxVKBA5fOEvYDBicmEEKwaxXZCvoMLC5S9FzaxTo7vZjvODbCF07Nszdq4naHkfUauX0HqcxfZrA8yHKU4qcRz3ziFOMmZOCuE+QHBnn/XWV+5ZMX+fTTV/kFYfPjwWUe2L8XISX/6PZJHrm0wWzZY3RxjbTXxZ/7SuMsjFMga7IFiUZYWS3x9NIu//bPzuM3d3hgMEfQj7Dziic2Ut57IEU4HoeGC7ztyAirrT4PHRrGuq7FmmpDnBi80Zkbx/nRtx7lR97QwVgOD/3Ub7O63SJFcN9bX8uRiRo/fO8MBomNYLsf8eJWl16iOThY4KWYqef5kdfNsd7qc8dMDSEEk9UcDx8Z4bmVJm89PHJdm8KQI4IUnt6IWNs27K/Wed3UKEIqTGwwCOo5h0reJRfE3DNTyyhl1zNXo1NsR/CmA4OstvqstUNCDUs9w1AvIW8rEq05t97mxc0ulzY73DtXQwBKwlDRveG+exNfHW6WEf6eQ/dapM1tUqPBGJzJPYjyMCYJwcmDm6e9vYPxSohLZ8mtXUYkAdLNYR+8G2mPIoRAa401d5Tk0mlkoYxVH8YNO+jGKnp4Bk8YGh//CDqOye/fi7+vDELizh7AnzuM9DMhFNsLia7LMKIsRu68lzQK2YwEzVbAYwsNon4fL2hzy9Z5fss7QiIV+wqKB+efQnoeW5/rMP72hykcOUbhyDHe2O7zu6eWSULNU7U5RtdOI7wCvQtn0GGfVrMGUpGkCTt2AeVn3e7C0ou8Yf0qrhonf8/rMGGIKhQxxvDCepvR4QLvuGuaoNXhe24dwJ/IdAB+60vX6IYJu3i0d3cY9ytsCsl33T2NGnWR+QpCCO6cLKNUFddWmLDHeiflh37tSXa7Ef/iHbfwlhNjmQ+YtJCFLJh1+xG2krSCGFcKru70uLjZJUg0thSc3+oCho1uyJDpoa6cwxkaxZ/LJCqPjJY4MvoVGpeUkm8+Oso3H/2Kw4EJ2tDdJdWG5W1NKDwe24iZGujg5YoI20UWa1zd7vLotXWkEHz42SV+6k0HEJaDSSISJI9f3SGINcNFl5ytaPRjbCWo52xKrk07jOknKYeGCzT6UcYMkQIp5M2SwdeITM/2b1+JRghRA34XmAGuAt9hjGm8zH4PAb9MJmnx68aYD1y//ReAtwERcBn4PmPM7l91zFdNsJX5Mqo+Rrq+gBoaQ7iZDqpwiyQLZ9BODjNyAOIIM7EPs3oGkS9iwgCJRghBnCSEcQLKxztyF0pKTJpi2tvkPRt2rtAfOQR3PoBcW6S/ukj++B2gLJSbI+4HdJsdvIKP093FKAcrl6f7wgt0zpxh65Y7WHOKpMYQp9mkVSwtGsYm1gZLCtYCjXQcdL+PU/uLzRpfaFSaoG2LYhxQPnoEKQ1pe5dAuRwopawNl5ku2bztmw4hbQuTpvQXrmLX6oQrSxQOHkEVS5gkZr4Z8fjCDmmSMmH3eONr6njjkzeOd9t0lQtrbfy8x+tedyv/KFlDOBbunoFM0MUYPntqgX/2Hz+Dayv+r/e9hn35iC+9GLDTzpTNPvTFq7x5jwP9NiibDVXDsW3+wz//Nj74kS+iSkV6SmEB7TCjxcXa4FqZ3YyjBOFzTxJFEXJ1ldGBIaxShZeD0WnGUrBsFjqajc0Gs15MzXeoeJKFTkLVMVze7tHfjtg/XKHk2SjL5rV7smy0E2YXyMhI2olFM4jZ7sVYQtDoRYyXfQ4OFbGlIIhTtnsRjhTM1HIk2jBQcBgquPRjzeh1/7Gb+OrxCpYRfgb4lDHmA0KIn7m+/dMv3UEIoYD/ALwJWAKeFEJ8xBhzFvgE8LPGmEQI8W+Bn/3Lj//LeNUEW6EsnKP3wPBYxmdNMsER3WshlESkIcrPYfwCImhndinBLnJ4BuH4mCTOvLJsD+PkiJavooIm4cxJ0sG9uL0t7CQgTFKkkjC7n8qRW9BxSrTTwHIcVrfaaD+HbHWoXH6SVDms7rmdyC5SrNTYXdvATBWRQrCnnqcfOkwHfWojh5hv5bm20eDN5T6jDz1AGiV4oyOcWWvxhSvbHBkpcbw9z1s6K+xIj0OvuZXi4CBpt41wPX572eb5SGDlLB6ekERnn8M9fBSVz2MPDBCuLBNPzPHpqy2GgsvMBqtEhTEMueyzkobumdO4w2MIyyJt7fD2Sc3JsYMUC3kq7RWSDY3pByS721ilMiQRf/DIWVKtafVSHnlukX33TXBiOKHgKrpRysO3T0DUwyibL1xq8ItfuIwi5V8/NM0vvOckLW3xvz2+AxKeXmpwx2SVvA1vnKuzEcTUcw4Xt8t8dFeihOB7+zB+PaG9YRkuLUR5ENPcwPTbGCRPbno4yqEXp9xRKXHvvhJHugFRr82lDhg0FzY63D5ZYbjocXy8TCdMGa/6GGPY6oa0wxRtDLYUCCEYLmTOvadXW4wWXWwl6EQpEnAthWMJHCkYKXp/gT52E18bXqEywrcCr7/+/28Cn+W/DZZ3AJeMMVcAhBC/c/1xZ40xH3/Jfo8D7/zrDviqCbYm7KEvPZlp5NkuQtmQhpCESM9H+hXcWo3u6SdIVuYJpKJw/8NIx6V38Qym20KaPmJ0D7Q2UUGLFEWSZKpXca6OE2xhGpuI6wGbSpnllTVSZWNtraHzNdAGnSQYZRPkK6QIsB16+RKzvTYbnkJur1JdWaN67CS1vUcAeEdzm1hcQTgONJex0oToxWV+b6WOkJK11ibTdUPFhFTSEAycX20xmQd/coagGSCaCTpJ2L6yyoiXABJ/ZADTaWCXcvzGlsflS0tYSchP7C8z1l7hrskT7CzssLezglWtkArJL/3BKZ66sMr7bi9w/4EBrNIhEqqwuQxCofKZNqxRNm+/Y5IvnlvHdxX33XEQoQImJkf4g5+5hSDS1IsuOugguts8uhyjk5g41Zx6cYnDd0+hdIxlKWIj2Gz3Oe42kcIgY81cLWseXqtOo4JdEqFY7GnGv3zOW1uYXhuM5nTDML/Z5rY6jPuGkqPYDTV94XGtbzOTg4FSnq4lodtBI7AkXNrsMFz0GCp5DGhDwbMxxrC0G7DWDkm14eBwkU6Y0I8SLu/0KDqKdphgKUGUZEwDpSRDOYexkn8z0P4NYL42p4YBIcRTL9n+NWPMr32Vjx02xqwCGGNWhRBDL7PPOLD4ku0l4M6X2e/7yUoSfyVeNcE23biGbjVQpWpm2FceIdlYyiasEAgvj1IWdJoIIRHje4gRmMYOnWcehSTBG6jg6QhRH8foFGUpbCVJZDY9ROJjXXgWY9lYnk86MkZqOcg0Ia0Mklu6Qr86RKFcxM4XKJSr9CwbWbIYKu2nMlBhZHWRJ65c4nfiYdT2FX747gIgNgAAIABJREFUDR6Tqk/38nkiI8klCcr1MmpRmlIkYjdWeK5D9dBhZK0IXo6f+8wyK7sBgzLk54+mfFvJ4lP5UUZcwaGVa5g0wcrnSDutrJySJnTCJGMlGGhfu8z4of3cMlFHD5dItupYlSpnl5t87PQGItX8u8da3H9oGABVrOAdfg2XdgJ+59E1Bn3Je49WuP/WWT57fD9KCXLuV0j6OSB3XStG+gXwC3zrnRWevvoUrmPYO+TybDfH0YkaP3BPxPmNNscGfeJkh4WWRvYC9hczXYPbputc2umTV5J9gwWaQcxHz65RJOTNg5pmLPjcUhspJRvLmh+8bZAHhktc2enRCiKiNGWzHTJYcMj5PodHBO1+wheu7BCmhqmKx22TFbphyifObzI3kOP5lRbtMKETpaRAzlJICXXfwbXkDRlMrTTGCJQQjJX9G6aPN/H/E1/bBNmWMeb2/96dQohPAiMvc9fPfZXP/3I1oL/w4oQQPwckwH/9657sVfPNELlSpoq1swq5EsLNIacPk1x5ASHAHZ3DaI0zOkGExpreh1AWxnIQXh7T62DN3oI9vQfh+ug0IY36uFrjEqOvPkfS66CLJayJ/eQHhxG2Q64T0E8cqjmX2uz9JO0m8498BjvsMXikzJ6BAtd2e1zuaiZ7CfVCiYsUMRhioTIfqu3nWRvaTyoVju8zV3FIrp4h7e3yLjHPvCowt2cvhUIeCgfphgmLO8v4tmC5a/jjZAzLsXhoZpADIxXixgBJr4NTLmK0yRxk/Rw/WJvmj5+9ypTpsb86ko3fCgGtTWRrDd3ZZLi6B9dRhJFh71ghc6BNE9Lli5iwx59cyyzSu6HgfNfmWMkn121As4Eu1JDF2g2OqvhLXfjD42V+98fuY3ltnf94apfu+gYTV5r8swf3M1b2eWZ5l89tKZabEY4FsdfmltESE3qXH5/uImuj2HmH3/jSAk8sNMAYhsvDHBwpYa1tECWGWtFH5is4wGTZ43KSIgBPCbphzLVeF50agjBlsxtxYqxEP9E0g5gPPnGNKNZc3Ozw4IFBHrm8zZ66T2wMRoCjJLWcQ6w1jpREWrN/sIBnKxwl8ex/wA4LXycYvn7jusaYN/737hNCrAshRq9ntaPAxsvstgRMvmR7Alh5yXO8F3gYeNCYvz4df9UEW1kbRU0dRjfXwPJIOm1AYu07gZ0rYtKUePUy6eYiIuwgwi64PlKBWy7A1DRM7aNrBL7W0O+i+71MLct2IYnZcsqcNQPIrsutFdBhH+kXGLM0YnOZRCY8u9rhWWca5QkeXNtkeI9htRUiheDSVoeh6SoP3HOC+WdWcRybE+MVRFghURbCGGIUwsvjHroTlubJdU9zhB6+DeG1SySNLdyZA3zL4SofO73CnUMK5ThIy2a+GXJgBKxKhW4ScmZpl9mqS+3obQgpyQHvu2uS6FKDcHOHfg8qpSEIu2gpieKEgZzg13/4bq5udLhtro6wFLrXwvQ7YLvMejHrPYmSgtVWnw8+uciAnfJjxwrkdtfBy6NXLmGCDnJ0DlXOxMvDVoOFjRaT48P0nDLtcJtWL2ZrN+Djp1e4dc8AcWpIjSDRGf2rH6eYJCLdvIa0XVi/iikP4ttfUfPycnmKhQLfftxmvd3HVpIXVluMlz2qOYf9AwUSrUnTlN99bpX1VsjiVpd+O+SO/XV6sabiW2z3IlabIffuqTNR9RFS8N23jXF2s8dOL6IZxlS9HHsGcgRxykorZKjgMFhwbzIOvo4wBqLkFfHF+QjwXuAD1//+0cvs8ySwTwgxCywD7wa+C26wFH4auN8Y0/tqDviqCbZCCNTIHEhJf/4iZsBDCEUqBGLpHCgFjo81MEhiNDLKWAjh+WdQliDRccY3FRJI8LeXrme+PtLxkHPH2F3awlF5hNA0mi08kyKloNltkls8A0KyVrsN5TgkaUp/+iC2kthK0u/1cHY32b70ODMPvJn/9eHrXlhaY/YepN4KaAuHesFDCkG0uc5as89n/UO4SvKQX0K88DjCdgguPMe798/ydjclQPA5SxBKyf6cpnvmGVR9mF95pkErTMnZkn/5lkGc61nmcmSxpeuU5y+gnD5p/wkKd97Gv/78Nos9eHvY5ttPTmIMnF9pcWyqgnB8YttDRzEPH57geJKj5Fv86hevoqRgOzRcagQcHylioj6m1wLXR++sosqD6H6Pn//D53mxkTJcXOKXvucuKrZisx/Q3g3YbodU/UwAZrziUfFtiq7F8bEySBBujnanyypFJnsBD896DDlVSqUSR6/TvwYLLjlH8eJGBykF1xoBviVwLIWjE3a6HTbbIUrAffvq5KTk2naPPQN5+nFCog3vun2cXqzJuxaWEIBktOjSjVLyjsWtExUKrkXZh5HSTf3Zvw0YzCslRPMB4ENCiB8ArgHfDiCEGCOjeL31OtPgR4E/J6N+/WdjzJnrj//3gAt84vrF9nFjzA//VQd81QRbALQmvvw8NLdJNhbRTpn8/sOZ8pdfQAgQfgFrooiojWKMRk3tI73wDBKBvq57KoxGa4MImkg3RNVHEPkyM06Bkd0tIEa21gnyA2gtcFqbQGYVcHK0wCNpJqw9MzmIJQUnxsosfeZJcnFA3GyQNJskpRofO7tKvL3GG3INBuYOMlzKY9KQtBPReeZRnrPG6Fsl+tJhIYBZ28ZEfazqAFZtiGRrnYLWvH3fEMbx6T7xabatIvHuZVpRFSUlvQT6SYpjW1zc7PArn3kRnUTcFhd5QHcQts0LX3yaxV2FYys+dm6DW8cq/Nh/eZJUG7715CjffccQj/YH0cDxSDKy8gxCSm4tVfh0Jybn2szNTEPez0Yj3DxEPeTwNEBG+t9Jyduw1onZWV/nn94zwq98dplWzuLEbBXHkhweLmC0IUkNJT8zzgQw4wf57ccW6CZQbq7w/cfr3DddRHr5G1mlMQaLjD4Xa0PhevYb9QNEawM3Sbhr2OJqT2UBNEi4ba5KlGh8W9GP06yxFWtydpa51/IuI2Wf8XIOz5Z41s0ywd86XiHVL2PMNvDgy9y+Arz1JdsfBT76Mvvt/cu3/XV4VQVbEwUQB6icj+3nEV4eaYHx8xghkG4BWayi3AJJ2AcMqlhF7T+BVR5Auy6pTtEXnyEKuygBzuxxhJVNRXkkuCrNslHfQi48R+BVyM/sRbaqyHKdQq3CO/M2GI3UCaBwLMnQ9ATtp5/EHRzGqlR49GqD51dbmFhRkCUeWLxE0D2NSVOcmQMAjOguq6KMpQQjlTyFgdeSdluETp4vrQYUBg5ydKR4w012LTfEFVFGeII3VhxOr7W5Pd/HvvAE8dgsaw2LJE0BSWN0ktq+Av7UFEOf+BQ1d5DtMOXNh2rMb3aIU40Anr+4zPpkSmwqSGWzuNOhbgy63+VNRcGdxyoUSmWeX+/z07/5Bcp5h//zfXcyWnZvTKI5uQLvuHWUjzy/yWsnHKrrL6Ck4pa9czRDzW+dWmLfcpOBksdTl7aYX28zWcvxLx4+Qs6xSFAEGlxb0g4zNwfHUjdcFYwxpHGEMoa9VZcIiUKz1AyIopgpEgxw25DNLfkhojSlGSQ8Or/NsXELWyryrs1ULUfFd25wY78cyCs31bleMXw9a7Z/3/CqCrYiV0KW6ujuLsLLZb3EqIuojiCSGDBIP1t2Ktsh3lhGt5t40/syehhA0icoj4DtoZvruC+px0llkeoUIzPvq6XpO+mksNq3ODZzCEsKdJpgjAYEaT8gePYxVLFM/uBxcrN7We+l/P6ZDaJEI5XEpJKiiBDFGrrZRFo2RAGFk3dzS7vJnuooTi5H0bUwcUS8dJlP7zosiDLSssg5ij31LMMLK8OYTgLKYt9ggTfPlQgvPIXwi0RXz3FEuhz0LZrC4Z3HxyhOTiLSmIEjB/nZ+Xn0zH4mDs0QRCm3ztRY3OryA8dhyE6Zj1ISYTNTy8OyQdguystRTTsICvzXRy6TpJq1Ro/Pn9vkXa/NPLhMmmDaW3z38Qrvee1eksVz6N1O1rQTCYuNiKVmiOdY2Lbi4nqHgiNZ3g14erHBnTN1co7ijfsHOb3S4uS+QbxyEQBt4MOPL7Dc6PHtJ0cZq3rYUuA5Nld2enz68g5xojlYsbitqrGKdQQCkwr6iWY3SFhqBszW8gwWber5mz5gf9cwN/VsvzEghMC55X7S7SXMznJmbVKsk/YDTK+NDkOEV0aVquitVYJnPp9lL2GP3LG7MEmE7rUzj7KojxmYQNgOyep81qQZniXM1TP9W79Ct2EyrmWaicYoIFm9Cn4BXJ+17Sbb/igjKy9iD45iD47wyYuL7PZCDIb79wxQ9yT77DZCKtJ+AFFIWBnh7JV1ygoOTnio63QiHXRJu21QI5gk5aWnT/c6jKy/SMsZQimPycogCMOiqJA2ukw5Lp6AH5yKsKdmsAfGSNbm0a0tXtg2rJQP8ZbZKYQQ5FyLD7z7GJ3YkIuaiNYWD46VkfkKSgpM/V4Qgnh1Hr2+AEHAA/sGeebCGjkFx6oJRqfo1g4mDhBJP3uRlos1uockjjBBi9fn+nR6goubmksbXao5h5NTJZ6/tovjOSy2+qQLO9w3W0cb2DOQZ+/AV0oHpxe2+dNTy0gpCMKEn334AEJk4ua9fkQUx6RG0I4lAQ4jUpNcZ/NUcw5F3+L0SovEQC/RDBVvBtu/D7gZbL9BIBwPNTyLDruYJIIwINndRQdtdKeNNTSFKlVJLYekUMXq7GK8PFGSotIEYRKE5aKdCq7nYuKQZPE8wvVJli9iDt6DQKCB2bphaTdkrOThCMPGyipRkFJaP0cwMM164mFkynZtmmE/Rz9OGc0LOr0UrTWHaxbVtEPYbvH55YjCwAR3Hxvnk89eYkv7SK0pXV1kcv8eAGS+iCrXKaw2EdYQR4aLzNWy7viHn1un0SjyltIGU24e15rh9EqTP97wMNrhjbWAWzqXkdUR1HV6lmnvcK4h+Oe/d5lYXOOx8+v8wvffRe/F5/lPZztcjT0Oj1d53z0HMHFE0thClCtZ9g0Zh1lZ6LDHN0+mnPyOOn4+R9XvEi++SLJ4Ael6WEPjCMfFSAU6YderESUWI77DOw74fPJKj4IFp+Z3eP9DsyTHBvnCRoiSknavz7kXL/HZZQ0yq60+uH8IYzSFuIHSEUkqGSh5KOsrVuBzbp9rXkzD+EwVbXpRTCcRWI6k4js8ca1BmBrynk2Yara70d/Bt/Um/jK0MYSvDBvhFcerLth+GeY6fSuNtlBGIkyENTCCUhAHXbatIvrIPXhpiChWiPoxSkocuwBIpJBoDdgWwi9ggjaiWMNWmcqTa1kUlKTuSoSQbJ96knZpGIGkWZ6goCTC9RGWTXWoivYLLGx3GS35DPoWQ/E2dVeiQ4vfv9Tnzxdj5OUVhOsjLQsRZj9+5XmY65KOQlm0pm7hjy5cINEhG71NXr93kIubHZbaMVLYPB5X2T87B8BmJyLVBmMM27HEnTmA8ItIN8vg5OAEjasX0EIiEGw2A0wYsru+ztWoik/M86strmy0qZ59nKS9izMwROWe1wNgjUxD3Ie2BlJGixZCpsjaFM88+iUWdmPuLjUZnjqErA6Bsrm6vMZ/Pt1Bp4aHZw137K9x32SLxxY7HBl0qZo2SKhZFm0Nt3ktdiMwiQZbIuX1sk6asqck+Ok3jLPV6nP7idm/cO6dOODuYp9z+Gy0A/5suc1Wf4dvOTbO9ECB1U6EZUm00XiW4vbJl9dbuIlXHjcz228gCKmgUEdvL6ODNhiDKg2gKkUIOxB2MflphLTQlsV1G69MtFjaWZVeZFNCJknQdhGcImr2MBu9hFQbBvIKlQYYrUnjmGTlGm59lCQBO5dj1ymQTzS2shmr54ivBz2lLCwBw5UB8AtIv0DgNEE10cbQ2d7kniMzXFzepuwqRgaKJC9mY8jW9NHrSlLZ+7SuB5562kYlfbQRTNVLSD8zOr9jqspKq08Qxlxt9vjNtuFdd06QTxPQKaoyzH0PDvGe8AyXVpv86MNHEa5LZWCAfTs9Xgg8tNH8+y/O804RcqiQI1y6QrJ7GFUezDy8CmXE7hqEPeTIHKo6zMJ6k1+64hFrl6eCIu+vDIGQpGvzLG0nxGn2OVwMc7TmOwQI3nnrCM12j198fIf9gx4XOhIhFRODguOlhDeOW4SFGsfHr4vzKAv8EgdEhwNTUwhb0Y9i5hsBKomYcSxUvkzR5Lm02+HybgoCPnFunXfdKsg7EsfKVLxuHy9jKXXjonYTf3e4WbP9BoQq1UmTOBMSt2yQMnNpMBqlHNx+m97aKtbyJZy7HyD1izhpgDIxDhYd6RGEhtyV0yQLFzPaWHWMROWQQtAOQuyNc5g0QY7uoXzoMKQthOcj61UWmhG2ylgCvSjl2m6QiUo7FoOFPPIlY53fcus0regK5f4Od5tF3E24de9BmkHMi/NXmNYhCtDNLYaGJvmhe2a5vNXljukqaXOLemeN7ynu0MViql5G99ro3XVyxTrfc/skH3p2iY9fy3ij9fk2bxFnSaOQx6wproU277hvLyOlLNs1cYQ7PsM/mXX5f57f4umlXRID64MzzOy8wKfkNKVnFvjmu3JYfh69swp+AROHyHwZISRBq4kREikNPekgXZ/li+d57PIWE3kYKdRpRZpzTz3Ph3Zi/ocHj7PQ0XzuxTY1T3Gt12dioAAGglwde9jjmJNDqL/4dTW5KuSqSKVIjeHsepvHr+0iMNw7JKkUivhYzNV9Hr0qAUPFt3DSkCFX0dEWIwWXKzs9Um04NFxkIO++cl/Sm3hZfA3aCN9QeNUGW+HlUXtOopfOYXIlpF/E5CqY5jraAvfKF9GL1xC2j9hYonjwOLrdxiDoximL/RCAilUmW2AKXAxKCrSBXNTG9K87Q3SbOIPDGJ2AAYlGCugnGs+SrHVCYq0xBoaLHr6tiFbmSbtt3Ml9zDcCTkzVkHEOHS2ATtjpRvzU752m24+4p6Z532FF0u+jN9c4NDzM4ZESutMgXjiLSGOKnuRDVz3OXtrgu2eWuHvEgt0N5P7XYEuBMZmYdVEk6KjP5dDlgy9soi2b+e0u/+bhIxid0nvhCXSvgypVedOBYyzuBlhScP/JWT78BcNHr2wjljp4hRXeuKeM8AqIoAWFajZpB+wbrfCusZALHck7bstG0z/w+C7rrQTPgl965zC//Bt/zsefXaGRSN7wmn3Uy3lcSxJqGC253FJVbAcxk0WbLy11WG1scP+BEWrlApc3OgRhyP5BPyuvSIFAEibmxuB6zziM2Da9GOp5hx++e5zVTkJZxQRacqjmIt0c11pR9vloQ6MbUvNt5E2x778zvIJDDa84XrXBFkANTiErQ5kwjZsjeuELxFpjRV2cmb0YqUhaXdzJOYQQBHaBVhCBEmTaEgJ7ZJycq8FxsXMeY76XlRiChERZYDSiUKWvPGTYQVk2ynYRpBRsRWrAsyTdKBOU9m1F2tymf/4URghMGJDk92alD9tFlMexRiZZXg/oRSmOZXGm75B6eXrPPQ1A8Y77aOfqdHZ6jGIy/VZZ5wsbu1gy4dfPxNw1aBCWw+XNLh/8zGUSIXjrLUO8Nt8iabWzOrblYgw3VKrS5g7ti2f4ZDiIkxO8/aDFv3zzwRufp3H8bBIP6C9fI4gTrKEx3OmjCNfL3gMgHZdvuXMfKIkoZMv+vhFYSqKFIBEOtm0hBVRtzelziwyPD3N4qMDrZsscqEr+9NwWz62HPLl4iaCfIiTMbwc8eGSCf/exC2ijefdrxnnT4SEwoJTgxHiZKEnQacKR4TyuNHi2YKOb8vmlLkoJRCWrgW/3EgpESJGdbiUF680eQ76kVMh/pU5+s6zwiuIVHNd9xfGqDrZCCITjg+NjjCYWFjJpZ0MKtoc/tw97/CBCKbQxbHQzWUJjDGMlHxMGDBZdVOUA/ec+R//q81iD49hzR+gHHfpDe8nli0jXJ+2HaL9CAjgmpSwjtiJJN9HoAMaKHnnXorm2zHInppAbYqS7hlA2x0dLXNvpUPdcSrVRjDHslSscLUZc7Cjefcde/vjSAutbBd5a6bK20uQn//Qscar5H187wlsnYypry7jaJsThyEQda3wY6Rc5c2aHIE6xpODa0hZi2GBV6xwc3cuPTHtcawS84UCmX5DubvIn6RQfa9iIjkPp4jYPHf6KaNL33D2L71j4JuZ+M5+NM4fh9em8r0xy6Y2rmR+c5aLqUwD85GtH+LPz29w65DCcl/zE934TEyNPYqV9Pt7w6PUiTjX6/JN9MU4HllsxShhik4l0SwzawMpukAmvC8HSbh+hE0ysMTKX+ZIhsAU4SiAdl7yQPPL8Js8utzEGcvYAC2HCY/2Iiu/wwN467b7mylaXxUaXq1tdvuPkBLv9hFAb6nmP3E0lr1cM2VDDzWD7DQ0hJGL2ODRWSR0P21KoQg2kyGhhYZdCCi2RRylJPdzErF3GbDnosf3oThPhF4g3V5ADI0RRgo1m18ox7AuklGitcW0LkySUrJSnNgJ8x0YYwUYnwu0FNAILWxp2yuMMj4/jjYzhJX0OdC/T6jispePUS3mszhY/eXcNoh5PSskfLiakYYGuk+NAV9GPUiwleWwp4psG+tTLOd5/rMvW8B5GRwb5iY+eox3E/OB9cwwVPVr9mHecHKWXrPB406PkaO7aX+XWfJ/48inisSlUdRDhrIGlEJb93yznCp7F9947S9LcIrpwlZ6R/NZWme0/P887jo1xbKwMxmDiMMua0+RGM2/aDintrPCJlRwTE1PMjZT4vm+9k3j5Imcf63J2K+DNhwaxRMpvX+yz0RX4OY+pouFPLqySSMk9YyXunivzwmKZfmx42+EqW1vbBIlmemKUz8+3+dJCA4wmF7U4PmChK2NE6ZeXpoJOmLAbJORsRTOIaYUpa60+j1zeIi81I3ZCL4pp9DO1sMW4Rz3vcmmzw0Ij4J7ZOpOVm7oIf2swN8sIrwrkCkUSJbJOvO0g3RxmZxkdtABBxc3he3lc34eFLYy0sxIEBjE8TW9lATNxAEsqFCEahVSZNXXeEujV+Wz/kVmktFAmRF+3u5E6hiRGGo2+vnQvjE0glCTtNugYxUVRx7QSmkTsuU43k6UB3FBlVHwBed/iznKH/3cgT6MT8l2vm0W5u8RLlxiqFpjaO8ofv7DJtY0WKon41KMv8F/+8etAKqQUfOgpyalWF9lpU8g3mLl6Gmm79M+fonDXm/jOh+6i9egiT19rcHW9Q3o4q1O/FGZrEXtohMXNiM1ejKUUn720xbGxMkJKvtStsri8wZuPDlOTCpNEnLq4yoevKIwO2P6Tc/zqP74TbJeFwGJhN8KxFDt9uNj3+dRSB8t20KbPvX5K2mljWxaLSxsUrP3ct6/OI5cbPLXU4tNXMo+xb+u7WPZ1nq3RKG0gEdDvcNd0ORtciA17h4qEScqlrS4nxkvU8w6NfsLdE3kqMuLIUIlTi20GKj6JNuz2E85tdLm600MBv3dqmdfN1dg/VKTk3Rzj/Xrj5rjuqwRSSuxcMSsMXa/Hpf0O2VyvRgIF38UoQac0iuhcQHpF7EIFM1NBjxxACIgsiZ8rEwtF0bneve5nlDKUjWluYY3t5eiEx/NrbdAGP+6B7bBf7qArY/j5PKmBixttPOlRcIqQCIRSxHGCERJRGkIMTZHf6HBorMRA3ODdM1Aoufzf/9PJG+8riCs4tVEsxwGpuLbZoR3E5G3JUdVEd9tY5ax22owMqQGJyfQiPB/d66IKRZCCXD7HxbUO/X7Kp89vcO++AU5M/UUvNFGsoRvrjJc83IYiSg1HRrMR2jNLu/zCx68SR33OLLf4+Yc1amiKcqWMokMkJANfntQSkr5XAtlACUmn26OwuYqV2sTSYrxqcc9cjtdM5phvwbvuHqMXhvzq564ihOCJ+YR6xcWzFRd3Qr7/7lHyjoVtYg5b2wAoL8chEdIf8RCWza0zNdbbITMVl6ItGCs5DMqIe1WIjHv8qydCFndDRss53nbXBNu9GAPYMhMcX20GPHphk6GSyy++8/hNDduvM4yB5GawfXVACAEvbXrka9DdBiuXcUEXz6BrE2i/jNh7BxoQysYVmn6UCZr4jo0KuiidIOw6kFmlGzeX+Z/lK6Spph2meJbEGLA8j2nRJqrNsNQXNDoJW70eG50IoVNODFYYDrfoJQK22vzRRpcTNcF4rsIHn17BGFiUFZzRKqIywFqrTzVn8+S1Bl+6tks1Z/PdJydZ2uzwqRfWyAtwo5A3TOeRucwK/LMvrPH7n75Mqebz0JE6R/wAceg4JoyQhYy2tbrT49LyLt3EMFT2GCi4N8TAv3yBkgOT/MYLfb5wucHbjhd57YTNQDm76ISJxhiNwNDXAtNtgtbsnR3lZ77Z41NXIx48VEPvrmKE5FAh5t3HynzshQbDcUjOgh+fjfhUUmWuapN2d3nDXpeGVebUasDBgz6+Y9Hqx9QKLgdGynSilG86MoKtJHdMZxcGk9aun2BD0OkxkrOYrOcwQtALExxhaMeg4wg3bpPmirTNAKutefKexVKjy3YrpOxJfEty+3CZrVDwf3zyIlLAVjvk3GoLpQQjJZ+h4k3K2NcDNzPbVzFUeQCdryCMJr30ZJaZrr6IM3kMow1SgE4dFIZK2gQMIvQw7a0saBuDqIxg0hBRGiDVmqW+oh90KLgKKQRCwlCthvSG2GmF7AZBplmbalrdgCTV/OF6g6IJeWuty89+KaGbCv7MEfzyIYGtJN0oIe9YWNVhfvfJy5zbiajkPVxL4SrBbi9mvd2n6CrKDpwYcxks5Cm95gTSzpa7j1/apNdPCNfaBEMSkXrQi1CVUfTGAqkUfPrZJu1GF2VJ9k0UGK/6pFE/4xNbDspxWW+FfPTMJp4l+Z1H53nLW/KYDqQjezgxVef77t/L/LVlvmuii0lCkrV5RBrxp6e3OLWZ8vQ9IrWxAAAWYklEQVT8Fv/72/cyV8mCdy5NOHNll9MGeruGuckci2nCUjchN+az1d3ik1sRlm/xfa7Dv/qWI5xe2mWrHZHolPeeHCHvK15cazNa8Sh6NkiF1ik7nYh/8/FFumHCGw4P8513lij6Nq1uStUVSMvB5KqErQat2DA8UmazHTI04JAYmC1Z2EpS9y06Gh46NsqVjQ677YiPnV2jH6WU8g4/dO8cRe8f/M/pbwxjzE02wqsVQkiU7WQ22JabGUT612ULhQatSZvrSMcDnZDxrUNAgNYECXRbAQUhcIQgRRKbLEin2nD3dA2CNun8E8RCEpT2IIVDagx2EnJlZQdcH+KY1LVYCSCxXGxLEEuJlSvwQ3dNcn6jw6GRMqq7w4WNNp407HYN9+wZ5ux6m4GcxbCdoLYX+OUHczQjw4Cr0WuXMIPTrCc2hVoOP2dTcBRvu6UGYQCWTdrahjgAYyg6MaGREBkOjBayhlfQRqQxRloYe4iqo3l4zub5zYTNKOUjZ1sMF21eX2kjChW+7fgA5kiZ+PzjpJsriNYO1tAEzTDFEQaNpNsLoOBiigPkqwrPWaUXpZhcHr9chG2NkBZlz2L44BzRpmZisEg/Thir+Cxs9/jgY9fQRrO8G7CxG7DdiakXXN7/zmP4tkQnKSuNHp1Ik3Mdnl9u853AcLzDYNJE5etIu4IOu1hSsBFoco5kZiCPa0uGii6dBMZ8C9fzWFtvMlhwKfk2BSl4/4efJ9WagzM1ulFyM9h+nXAzs32VQ0iFNXscE7TBL6K1IU0TRHcbmUYQ22DnsmTWK9HUDmmSkMgcFtBKHQY9GzF/lvLGGu2xIwxMTqKkIGluQKrBJNSSNj1nkFpnDau5wnE6PNIcZK6sGM4p9h06zPvHdnl2NWB2ego37TO4cYZBwLIPo0O4rxrySMPjeNXwxlHFA2WBituwvsNWN6HV6zNctHFsB2NSdGMVocqUCw7v+ab9HKjnGCkDO4sQ9zFJjDAmc6ko17j3pIMBTsyW6G+vYYkUlI0wGqNTnN4W33nbEA82A37xY00ODxeRAhI7h727lpVStCZt7SJtGx3F6OIgP3V3yJnLK4j6OAfcLuHqBjI13LZnkP/lXUd54uwK7zlRxOlvU7JdykODnJwbodkJ+OVT5+kvtHliucOPPnCAT51eohNEuI7k9HqH9c0uOUfhO4pnl3cZyjtMly32DRU4MlZiYafHO2+byGx2gjbCzWFa25jSECBwdMiIrcg5ik6kuXu6DMDlRkSt6KPDHkOO5mIzpReltKMUWwqkkLS7IZ++tMmeep7XTFVv6OHexNeOm+O6/0AgbPfGFJQka6jRTq4T+QWUh8EY+t0ufSOxhMAOm2gK2I6LCZqwtUjFdal2ruJ5mSCMLA9kY61SEfll8kJRS9r4tRLH4oS6stkvG5Q8GzewyZULjPkGUYK0vUO8uY6O+pArY43v5/W3aO7rNCFqYxZOIaMAY3ukTo7nFlq0Y8F2rHjvQYUOepgkoVyoMlc5ghEwXXbpRW2cOEFEPVReIiqjqEKFi1cW0EZz1Gwx0uyyFRcQls3A0BCOn8cgiLVAKcloJcf//PA+wlYPO+2jsSDtY4Qkjnro8hB0d5C1MZ5YDBnOD7DnxDBDToSOQ2QOTJqigNtmSpwchjTVfKkBi+0et9fW0Nd22FU1poqSMJXM7wT8pz+/wOefXyWVklsPVOhLxYSf4/xayH2Hh+jECZ1Ggm/5jJVz/NM3H8hWKmlCPwz5/WtwfmOHh/dXuEsItJfDmAEQCffMGVINeVvxe8+tsKee52PnNvi2fSWIE86ttZFS4Uh4/ZFhlho99s5UaYUJz6+1mKnlGL4p1fg3grkZbP/hQdoOujoOYQeRq2Qk/jjC0hFKS3KdNRwlEARYlTno5zEYCNr8f+3daYykR33H8W89dz99Tffcszu7s7P34vvYxWCDg23AJpAYEMZAwhESiVyKIiBE4Q1JsHgRhIhyCJASOYoUC5ko4MhAbGPjgA0Gr70+dxnvzh5znz19PXdVXvT4WLTgwesdD5v6SK2Z7ueZp57RtH6qqa76l9nfmcyfhG3STGFvv5TMcAibCa4haBT68VtT9FaK9IgUUY8wlEkmM8xWDRkHiChA2T7x/BSZgui5wxR7tmI6DtniBMTtzgo2UyCyGJFaPFgvM7aQ8KUrQpIoQS1MY/ZvhXadA1szDq6Ynelnts/K8QkcEoTXpNA1hGW7LAcJl4enuMisoWZc0oERIt+hneXZlSvwxHSdILAZcjN6HUVZtFC1Y0hhsDTl4fYO4mQhoVUmG6gyNT3DbFyhJCQlFywLUiOPmStBexnDyzNeT7AN8DKb6XrAQqw4NTHHw7Hg+n29GFGTC7tMHMdm5+gQDzy1gAAcFG/d4jFQdVlqReSuHKJh5Tm21MYyBZYwVgu+KwhXIGzRiiUz9YhAmdz5syb79ylUmqIsh4Jr0JVmtDOJLSS/uaOEMAyamUmQwXKcIYQgTDP6ujzedukmmlHGvUcXiDJJO1Est2MdtmdBqdWCUOchHbYvw8gVIVd88QXTxDQFFRljmGAYJlJlpEmCmbRxh3cg0wSjZxNJkrK0tEgmFb5tUCxXcExBlClK1T7M3gr23EmIGgjPIzNMJmeXIQ0pOSZtU1Ko+Bj5buTKPDKJaJ18loLnQNhCuV7ngythdqaMCZM/319kwShSaIwj4gBVLKOSCKs6QCZTgjDCUgKhIJivEeQLGMuLmLvBAT68fwvHHxzHCExqLUlEniMtn5XDc2w5kGO+FZEzLNoSGlFMsxkjgojQ8DDCmLnQxLOKdPk2YRhz/7JLkAZcOyCIMpdMpRiORTPJSJ0KB6cjnpic5i07KuzIRWzLC4r9DlvzI1RVg7qyCCUcGClhOS64Ju+8qMomt00ztTlw4RZEsEIYJURxRC2ymFkJWAlTdlV9hB1Rb7YoZU1EGmHZDj2+yXykeOO2KkGUIJRASIUwLSp5k5JUFI2MaWlT8iwy0yFRMFDOszM2kQqSJOOL9x8l7xj4q9vmZFJx75E59vSXXps363mhUx3vfKTD9lckDBOz0I2pJDJXQAVNlNeZWqUUKMtGmhZJmpFEMZbKcJAYrRayOUN/9zCUeyANydpNSJPO6rZSN8qw6VGLPDZv0x8HxF19rBhdbNl9Ke70GKZfwFQx4CBKVTLDZaKwBUdF9DYnEAgckVH0LNqqHzesI7tHoNSLKWIE0FdwicII07RQu/bx04ef5LhdZfnHM/z1Td3s6CkQXX4l4alx0mKRE6KLI1MrLDUT7js8R5BkRDmbvOfx4PgStjI41aiyrbdIX3kzMpPc89Qs77pkE/mcSyQNFIqWsqnkHWIpOLSUMljyCDKo5CyOz64w2+My6gqWwgRfZHT3esRWhdB0cZt1UqEIMxNPKYIoplJ2qTckRq6EEoLlNCBfLjHsdhY2PHJqhULOYaEV4xoGk7XO32IxDHjXpSO8XQpy9moZTQxsx8JMMlrtmFacknlQ9EwsU9BKFY5lMR8mnFhsc/VolTsOTuI7FhO1gK44w3VMskwhM8WJpRZbq/nX7D36a01BpmcjaM8ThgEYmH4JlSsikwQAo9RNKEEJgXQKOGlAIgxEGpK16+D70K4jUJ0xWCDNVciiJq7jYJo2cSZgcY4fJf3sLPbRZ1tQHMTM5yEKEAaorFMIPSgOEy4HpHFM6leQMsN2cziGYMbtpi662Vz2UEogjU6ZyWJe0Gw2SdttDqZlHui7DN82CYOUU8tt6u2E3YPdpANVfMfk2JMzLLcSbFNw+w/GieOMbb15/uzGPVyycwvffmqGrXsv4OpdvXz5e2NMLLRpBQnvuHgTw5U877loiIMna3zl/nHu9Ax+99odzLQkJb+z/XiXm3Lrxf3cdsf3sd62l4HuAqNli0gJPBWzojymmhlV3yYwbILlkLJsk7MNLG91fD1XQnptggyIM5abMWEr5u6Dk7x7/xYeGq8ztyIpOBbdhRymZdJlmqSZJJMSQWfu9Wwz5fB8g8FSjloEhrCJI4lvQxxnPDC2wGIz4ms/qLOzv0gzydjS7VNyLbzVHXolMFELdNi+QgpQ52fW6rA9W0IIHOfF7VjsUjdRkmIZBhYWtmmSqVxnZ18DRGUA1VrulAJUEsdxCLwBlpVFwTZInQo50YOaa9HjWXT7FkpmhFYe18kTR01WGi1OJjbHJ+boLTiASRRJCrbAdn0MywcpqfiCVHVWP7Uzg6rn0A4SDjfg6HxKlBm8aXs3h6ZWuHJrN3/zX0/RjjP2DpX43M0XAnDzRYO8fqRCI0j47DeexDYN/KLL//xsnqJr8ofX7nhh94Q/vXYH9z4zy0DZY99Q51/pPf1F7nzoOK0wZXI55ra7nuWDbxhhU5ePUIp6kOIaCl94fPGuY3zkfVeRz0Ofp8C0+PL3TzDck6e/AF35lMV2St7O4duCxJB8/D8eo9fKePjpCS4YHWD/7gHasWRsss6E2+aikQqL7ZhK0WdbJcdQ2SVOFaaQOLZJlKSdcdkoYaoecKoWkLMtfNek23cYLNmMLzR45MQKE0ttTsy2MARUcza91RxJJil4neEGgFaUslcPI5wVPYygrYltmdhWZwmnciwKltUJvMHhF+qkSsPAaC6TmTbCKeLbNmmQkCpFpiS+ZTJQyuE7BkpJolTxvWMrjC20uGK4hGl0UYtgoRXRjFNKns2MKqFiyaBpMIikGWe4lkGmAJnx+EyDN432MFT2eXqmyXKQ4loGewdK3Hr5MP/y8HFqqSRnGRyda77w+wgh6Cu4lF2bd142xGOTdfycxXwzIkwsEqlwV8O27Du854phJudqfOv7hzhw4TYGustcs7uPB56dQwiBZxs8enyJW6/aShgnGOR4ZnyehbYikYL2QoPc9m20SZEY2O4yUik818S1THoLBmPzLRIpmW9G5B2DJ2cauMUCYysxxx6bxMIgNQRSKso5G8s0SGSGbQriVJJJRcHNMdNMWGqGZJlkMUj44fgyfUUX3zE5udTmO0/P8oYtXdz+kwkkCksIiq5JPUo5sdCiUslhGAaOJfCsTgHzD1y2mYKraya8YvoDMu2VEEJguj4/v3recPMop9Oze75masU0kWkKsaDVaJN3TOZCyaBhcrIW8fRck7lGxM7+ImXPBlJOLLfZUslhGoKCa7EcSZ6aaTBfcFlsRCig4JnM1CNiCalc4EOXD/OdQ9OEUpJzLF7XX+COgxP8+FSNQt4hiVM+cc3oC/dab8f8ydd+zGwtYPfr+vE9i/lGRLXgUGvF3H9kjh29BXb0dcatwyjhlr/4KrV6m55qkU9/4haOL7T4wvsv4Z/uG+OZqToz9Yjf/9dH+PIHL6e3nMf3Cyw2U6SCbx6c5M2XDvPQ2CJ3/PAoO7d0oaSkkrN5Xa/PNx4ap5XzyDkmSap48H+PkPcs+rb2EWBgCFACVKpoRCmnlgNGu/M8t9DkiZkGg0WXkmuxrbvAfz5xknoYU3Qtji00Keec1eXG8IOjS7iWwbefmsFzTOpBgmULLtjaxdOTdTb35Cm6BnnHouRYtOOUi4fKOmjPmtJTv7RX188XpjYNA9NxqDoOry/4hGmGgcAyBeO1iJUgoa/o8tZdfShgthFy8FSN6ZWQyzZ30V9yOVELYLWMwSeuHiWViscma5yqzSMEDJU9olRSa8c4pslyGBIkkkNTKyjAdQyu2d7Hm3b3vXBfz5yqMVsLyDkmK82YnGsRJpI4kRybbvD0yRqebfB3772YnoJLO4ypNdrYtslCK+Of7xlDKnh8fJknjy6QmAaOazJTCzk8XWf/aDcXbOtheHMfURLTtiR/9O8/QqQmzWbEE2OL5NOAWz5yFR/6/H/TFDl27upndFOZyZkaeUOxvLjCrj1D2LEkMwzaYUqadmre9hddRnry/Gh8CQk0ooz3XjTUqdTmmsw0JEvtTinMwZLHjXv7yTsWRc8iSDKu29vPIyeW6Sk4XLy5i7ft6ePfHjmFaQh+Y7SXomexpeLrhQyvEqU6c63PRzpsNyjPerE/fPX2Xq7e3nva8d6Cy19en2OxHTNS9UkzSSvKCBLJW3b0YJkGlglXjXTTV/BIMsmu3gKGIfjoG7dxzzOzXL+vn7Jvs3m1PqtjGXzgiuHT2tm9qUxPyWN+JeTmbVX2jFSp+DZSKb743SO044w0U4RJBkC1nOezH38Hd977KDdcczl3/6yFzBStKMUxBFGaoWyDga4cu/o7U+qGqj6fvvlCvvLtR1kyDFCQZCnlQo6VlSajg3lsAUGUYHg5jo7N8jsHtvJ4vckMIKRk6tgUXT1l3nflKMN9Re47PM/+0Sr7R6oIIbj18s3MNSMuGChRcDtv+1su2cTRhRaGIdhW9U8rmfi5m/aSSkXesbhubz9xpqj4NkIIPnndzlf976296Hzt2YqXGYw+P39r7TRBkjFRCxgqe+TPsCtBnEqCKKWcd057/chsg7sOTXHJcBfX7+0/47V/eHiO8fkmB3b08PmvH2JuJeRT776AN+7px7FO3+vruYkFPvaV76Fcj5u2d/EH7zyAZxv4joWUik/9w13c/+wiN1yxg9s+ejVSKX5yZJa+Lo/x6Rqbe4rsG+k9431o6+Ksu/f5oV1qz+/9/ZrOPfi3Nz6qlLribNtcLzpstQ2l2Q5ptEIGe7te61vRfnVnHbb+4E61+2NrC9vHb7vp1yps9TCCtqEUfI+Cr5e7/n+mp35pmqatA72oQdM07RxTermupmnaOlDn72wEHbaapm0gCnmejtkaL3+Kpmna+ugUolFrepwNIURVCHGPEGJs9WvlF5z3diHEESHEc0KIz5zh+CeFEEoI0fNybeqw1TRt41DrE7bAZ4D7lFI7gftWn59GCGEC/wjcCOwDbhVC7HvJ8WHgBuDkWhrUYatp2oYipVrT4yz9FnD76ve3A799hnP2A88ppY4ppWLgjtWfe96XgE+zxvUIesxW07QNQymFXHtthB4hxE9f8vyrSqmvrvFn+5VS06ttTgsh+s5wzibg1EueTwAHAIQQ7wImlVKHxBrrYuiw1TRtQ/kVeq0Lv2wFmRDiXmDgDIf+ao3XP1OKKiGEv3qNt67xOoAOW03TNhgls1fnOkpd/4uOCSFmhRCDq73aQWDuDKdNAC+tzLQZmAK2A9uA53u1m4GDQoj9SqmZX9SmHrPVNG3jUAolszU9ztK3gA+vfv9h4JtnOOcnwE4hxDYhhAO8H/iWUupJpVSfUmpEKTVCJ5Qv+2VBCzpsNU3bQBTrFrZfAG4QQozRmVHwBQAhxJAQ4m4ApVQK/DHwXeBZ4OtKqadfaYN6GEHTtI1DKWQSr0MzahG47gyvTwE3veT53cDdL3OtkbW0qcNW07SNY3UY4Xykw1bTtA1Fh62mado59vyY7flIh62maRuH0j1bTdO0daCQOmw1TdPOLaUUMj33sxFeCzpsNU3bOJRCZbpnq2mads7pMVtN07RzTc+z1TRNWw86bDVN0865zrY4enddTdO0c0vPRtA0TVsHSs+z1TRNO+cU6KlfmqZp55yejaBpmrYedNhqmqade+fxB2RCqbPef13TNO1VIYT4DtCzxtMXlFJvP5f382rSYatpmrYO9IaPmqZp60CHraZp2jrQYatpmrYOdNhqmqatAx22mqZp6+D/AGaukIQkAGL4AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = G.coords[:, 0] + G.coords[:, 1] + 3 * G.coords[:, 2]\n", "x /= np.linalg.norm(x) \n", "\n", "noise = np.random.randn(n_nodes)\n", "noise /= np.linalg.norm(noise) \n", "\n", "x_noisy = x + 0.3*noise\n", "\n", "plot_bunny(x_noisy, vlim=[min(x_noisy), max(x_noisy)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and plot its graph spectrum:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VMBEREfGrojlhdwMTi1xOALrgHTU5OEZtqtaKBi9VwkRERMSviiphCWa2qsjlGWa2CdjknKsVw3ZVW0WDlyphIiIi4ldFlbAGRS+Y2ZAiF5twECqYDwaqhImIiIh/FYWwb51z15W80jl3PfBdbJpUvRUbjlQlTERERHyqaDjyduA/zrlLgR/yr+sMJALnx7Jh1VWx4UhVwkRERMSnckOYmaUD3Z1zZwDH5V89ycy+jHnLqqliw5GqhImIiIhPFVXCAMgPXQdt8CpKR0eKiIhINFQ0J0xK0NGRIiIiEg0xDWHOuX7OuV+cc0udc/eUs91Jzrk859yFsWxPNKgSJiIiItEQsxDmnAsCo4D+wLHAJc65Y8vY7nFgcqzaEk2aEyYiIiLREMtKWFdgqZktM7Ns4B2Kn4uywM3A+0B6DNsSNTo6UkRERKIhliGsOVB0tf20/OsKOeeaA38ExsawHVGldcJEREQkGmIZwlwp15VMLc8CQ80sr9wdOTfIOTfHOTdnw4YNUWugH6qEiYiISDRUaokKn9KAlkUutwDWlNimC/COcw6gMTDAOZdrZv8pupGZvQS8BNClS5cqTT4Fc8Icrtj8MBEREZFwxDKEzQaOcs61BVYDFwOXFt3AzNoW/OycmwB8UjKAVTcFQ5ABF9BwpIiIiPgWsxBmZrnOuSF4Rz0GgfFmtsg5Nzj/9v1mHlhRBUOQARfQcKSIiIj4FstKGGb2KfBpietKDV9mdlUs2xItqoSJiIhINGjF/DAVzAMLBoKqhImIiIhvCmFhKjYcqUqYiIiI+KQQFqZiw5GqhImIiIhPCmFhKhiOVCVMREREIqEQFqaC6lfQaU6YiIiI+KcQFiYdHSkiIiLRoBAWJq0TJiIiItGgEBYmzQkTERGRaFAIC1NB8NI6YSIiIhIJhbAwaZ0wERERiQaFsDBpnTARERGJBoWwMBWdEyYiIiLil5JEmIquEwZoSFJERER8UQgLU9HhSEBDkiIiIuKLQliYik7MB1XCRERExB+FsDAVzAkLBvKHI1UJExERER8UwsK013CkKmEiIiLig0JYmPYajlQlTERERHxQCAtTySUqVAkTERERPxTCwlR42iKnOWEiIiLin0JYmHR0pIiIiESDQliYSk7MLxieFBEREQmHQliY9poTpuFIERER8UEhLEyFpy0K6LRFIiIi4p9CWJh02iIRERGJBoWwMOkE3iIiIhINCmFh0pwwERERiQaFsDAVrhOmOWEiIiISAYWwMOm0RSIiIhINCmFh0mmLREREJBoUwsKkoyNFREQkGhTCwqSjI0VERCQaFMLCpEqYiIiIRINCWJg0J0xERESiQSEsTDo6UkRERKJBISxMWidMREREokEhLEyqhImIiEg0KISFSXPCREREJBoUwsJUOBxZsESFKmEiIiLig0JYmPYajlQlTERERHxQCAuT1gkTERGRaFAIC5PmhImIiEg0KISFaa/TFqkSJiIiIj4ohIVpr+FIVcJERETEB4WwMO01HKlKmIiIiPigEBYmHR0pIiIi0aAQFqa9TlukSpiIiIj4oBAWppKVsILhSREREZFwKISFSUtUiIiISDQohIVJi7WKiIhINCiEhWmvdcJUCRMREREfFMLCpEqYiIiIRINCWJg0J0xERESiQSEsTIXDkVqiQkRERCKgEBamwnXCNCdMREREIqAQFqa9VsxXJUxERER8UAgLk+aEiYiISDTENIQ55/o5535xzi11zt1Tyu2XOecW5H/Ncs51jGV7okGnLRIREZFoiFkIc84FgVFAf+BY4BLn3LElNvsNON3MjgceAl6KVXuiRSfwFhERkWiIZSWsK7DUzJaZWTbwDnBe0Q3MbJaZbcm/+A3QIobtiYq9hiNVCRMREREfYhnCmgOrilxOy7+uLNcA/y3tBufcIOfcHOfcnA0bNkSxieHba7FWM+Z8Np4fH7kVUlOrsmkiIiKyH4llCHOlXFdq2cg51wsvhA0t7XYze8nMuphZlyZNmkSxieHb67RFC+Zz8WfXctuS56F3bwUxERERqZRYhrA0oGWRyy2ANSU3cs4dD7wCnGdmm2LYnqgoWQlL+34avzYwVtQDsrMhJaXqGiciIiL7jViGsNnAUc65ts65BOBiYGLRDZxzrYAPgCvMbEkM2xI1JeeEfXVYDgBpdcES4qFnz6pqmoiIiOxH4mK1YzPLdc4NASYDQWC8mS1yzg3Ov30s8ADQCBjtnAPINbMusWpTNJQ8OjIl+xcAMuNh43/fp0m3blXWNhEREdl/xCyEAZjZp8CnJa4bW+Tna4FrY9mGaCtcJ2zZbwDMXzefpLgkMnMzWXV0M6p2xpqIiIjsL7RifpgKK2GPP1F4+ZxG3QFYlbGqzPuJiIiIFKUQFqbCOWG5uYXXXb7JW3lj1TaFMBEREakchbAwFR4dGfBGcmtlQ7+e1xIfiFclTERERCpNISxMheuEDbsfgN8f2pWE3/egRd0WqoSJiIhIpSmEhamwEnb0MQD0OP5cAFrWaxm1EPb3qX9nwrwJUdmXiIiIVE8xPTryQBRavgyA5iu3EBeIY8BRAwBoWbclM1bOiMpjjP9uHB1yGnLV7nagJS9EREQOSKqEhSM1FRszGoDjLrmV7b2mcMKhJwBeCFu9fTV5obyIHiI0ayYbMzezfONSnQZJRETkAKYQFo6UFCzPC1kuO5ukr/cEpJb1WpIbymX9zvURPcSWlM/IC8CK+pCXk6XTIImIiBygFMLKk5oKI0bsqUb17MmWWt6Ju11CQrFTFLWs650mM9IjJNNPOhaAnCCsbZig0yCJiIgcoDQnrCypqd5wYHY2JCTw68f/ZOimd3m/ey7HuabU/PT9YvO1WtbzQljatjRO5mTfD5t+1GEwy/v5t9dG0kJzwkRERA5ICmFlSUmB7Gy2xOfxcI9MXphxCQnxSTzY80Hu7H4nwfiaxTYvrIRFeIRk+s70wp+XN6/NaRHtTURERKorhbCy9OzJL83i+P1leWyuYfy1+QAeumgch9Y5tNTNG9ZoSI24GhEPR27YtaHw59+2/hbRvkRERKT60pywsnTrxhdPD2FTTZhx8jheuXZimQEMwDkXlbXC0nem43A0rdWU5VuXR7QvERERqb4UwsqRcVhDADr3ubJS27esG50Q1rBGQ45seKQqYSIiIgcwhbByZGRmkBhMJDEusVLbt6jbIirDkU1rNaVt/baqhImIiBzAFMLKsTVzK/WS6lV6+5Z1W7J2x1pyQ7m+HzN9ZzpNazWlTf02rMpYFdG+REREpPpSCCtHRlYG9RLDCGH1WhKyEGu2r/H9mOk702lSqwlt67clz/JI25bme18iIiJSfSmElSMjK4P6SfUrvX00FmxN35lO05peJQzgty2aFyYiInIgUggrR0ZmRnjDkfUiWyssN5TL5t2bvTlhDdoCaF6YiIjIAUohrBxbM7eGNxwZYSVs466NADSt1ZSWdVsScAEdISkiInKAUggrR7hzwuol1aNOQh3flbCC1fKb1GpCfDCeFnVbqBImIiJygFIIK0dGZnhzwsAbkvQ7mb4ghDWt1RSANvXbqBImIiJygFIIK0NuKJedOTvDmhMGkS3YumGnd8qighCmtcJEREQOXAphZdiWtQ0grOFIyA9hPueElVYJW71tNVm5Wb72JyIiItWXQlgZtmZuBQi/ElavJet3rvcVnNJ3phN0wcIh0Lb122JYxKdCEhERkepHIawMGZkZgL9KGMDq7avDfsyChVoDzvu1aK0wERGRA5dCWBkysrwQ5mdiPvhbpqLgvJEFtFaYiIjIgUshrAyFlbAwhyNb1G0B+FuwteC8kQWa12lOXCBOR0iKiIgcgBTCylA4J8zncKSfSlj6znSa1GxSeDkYCNKqXitVwkRERA5ACmFlKBiODLcSViuhFg2SGkSlEgZaK0xERORApRBWBr8T88GbFxZuCMvMzWR79va9QpjWChMRETkwKYSVISMrg5rxNYkPxod9Xz9rhZVcqLVA2/ptWbdjHbtzdofdDhEREam+FMLKEO7Ju4vys2p+4Xkji8wJgz3LVKzIWOGrLSIiIlI9KYSVISMrI+z5YAVa1mvJ5t2b2ZWzq9L32bCrjEpY/jIVWitMRETkwKIQVoaMzIyIKmEAaU/eD6mplbpPyVMWFSiohC3futzb14gRld6niIiIVF8KYWXIyMoIe6HWAi3TvPNOrhr/LPTuXanQVDgcWav4cGSz2s1IDCby2+KZ3r7uv7/S+xQREZHqSyGsDFszt/oejjx8/koAFjQJQXY2pKRUeJ/0nekkBhOpk1Cn2PUBF6B1/dYsXzmfBfWzaHVLHgvrZ1VqnyIiIlJ9KYSVIZLhyFa9zueEdY43OwIJCdCzZ4X3KThlkXNur9va1m/Lb7Vz+ezoAKvqwc39wU4/3VfbREREpHpQCCtDRpb/EEa3blx5+i38cCj8+J+XoFu3Cu9S2kKtBdrUb8Py3I38cMnpOBxftQrxXr00f20TERGRakEhrBTZedlk5mb6Ho4EuOScvxN0Qd5wCyu1ffrO9L3mgxVoW78tG3dt5OudP3Fuu3Pp1KwTd31+Fzuzd/pun4iIiFQthbBSFKyW73diPnhHOfY/qj9vLnyTvFBehdtXVAkDWLN9DScddhIv9H+BVdtW8fjMx323T0RERKqWQlgp/J68u6QrO17Jmu1rmPrb1HK3MzM27NxA05qlh7CCtcIAOh/WmVNbncqlHS7liZlPaP0wERGR/ZRCWCn8nry7pLOPPpv6SfV5ff7r5W63M2cnu3N3V1gJAzjx0BMBeOLMJ4gLxHHn53dG1MZYm/zxM9z50GnYrFlV3RQREZFqRSGsFJGcvLuopLgkLjruIj746QO2ZW0rc7t1O9YB0HTad6Wu/9WkZhNqxtekRd0WhUGted3m3HfafXz484dM+XVKRO2MlV0zpnHNV3cwMjSD7644Q2ubiYiIFKEQVoqCSlgkc8IKXNnxSnbn7ub9xe+Xuc2q1M8AaPXaB6UuxOqc43c12nDqjobFbru92+0c0eAIbv3sVnLyciJua1SlpvL0a9exug4k5sLojpVbL01ERORgoRBWisI5YREORwKc0uIUjmx4JK8vKHtIcsXcFABabSljcdfUVCY9vIxxI34sFtKS4pJ4pu8z/LTxJ0bNHlV9TmuUmsrac8/g8Wa/csFiuPYHePc4Y2P3TlXbLhERkWpEIawU0RqOBK+KNfD4gaQsT/HO/1iKlW0aANBiZ6D0xV1TUmickUPd3XuHtLOPPpt+R/bjH1OHkX7OGRGd1ui3Lb+xKH1R2PfbS0oKD3TPIjsIj0913BDfnaw4eC3ux8j3LZGrLmFdROQgpxBWioLhyLqJdaOyvys6XgHAmwveLPX2lXWNZgmNSEx+GKZO3Xtx1549vXAWDO4V0pxzPNv3WXbl7ubvp2ZBXl6lT5UEkDvza/798CX0eaErhz9/OL8b8zvuf+PqSi2rUZZ5Jx7G+E7GkNmOI3clcdzQpzi99emMmTOGkIV871eiIDWV3y7oxfaHhukcpCIiVUwhrBQZmRnUTqhNMBCMyv7a1G/D6a1P5/X5r2Nme92+ImMFrZscCffeW/rq+t26eeHsoYdKDWntGrfjttYXM76TMbtFGdW00qSmcssTvbgo7x2W/Dab4dODXD3P8fCyCZw9+lQ2794cdtXEzBiy+mUaJdbn/tOGFbb3xpNu5LetvzF56eRK7UdiI2faVLoMzOKeXpU/r6nIPqEKrRyE4qq6AdXR1qytUZmUX9TAjgO5ZuI1fJP2Dd1aFg9RKzNW0vGQjuXvoFu3ck9/dP8lY3hz5GRuvq4ms858m0AlTpU07ctXGXNiHjd/C89MhqCFMDNOSXMMOXs2XV7owAejN9EpLdcLdqVV6Up4a+FbzFw1k1fPfZUGJ/y18PrzjzmfZrWbMXrOaPof1b/CtklszD6hKZu/gylHEFZYJyXF27YSryuRsKWmepXZ7OyK/9fo9SgHEFXCShHJybvLcuGxF1IjrsZea4aZGSszVtKqXquI9l83sS6PDxjJt7aKO7a9V2rFraid2Tu5Nv6/HLnZ8diXAYJxCZCQgAsGGbQoia+7jiV79w66XZ7Fu8dUbohzW9Y2/lP9jBwAACAASURBVDblb3Rt3pWrOl1V7LaEYALXnXgdk5ZMYvmXHxR+4v1186/cPeVu7v3iXh6e/jDPpD7Dy9+/TNq2anxuzGh/Yt+HFYAva6UD8L9GsHrSOxW/iaWmktPnDNJHaPhSYiglxfsfU9F0ioKwVnLuq6posp9SJawUGVkZUTkysqi6iXX5Y/s/8s6id3i237MkxiUCsGHXBjJzM2ldr3XEj3HF8Vcwb908nvnmGeID8TzR5wmcc6VuO+zLYSzbvYavzhpFzWYZeyoi+Z8wT+7Wje9rHMqFb57LFReEOOafcXSsoGry4FcPsn7HeiZePJGA2zvfX3fidTwy/RHGPXERI74wvm8ZR//rarAlbwcOR05ozzIbSXFJ3Hbybdxz6j3Um7s4vE++sfyknJrKhrPP4OM2WZz9dCJNP/6yUo8x+eNniFvwI73PuLZw+9xQLpM/eZZ/vn0PnVeHGPpQUqWqjZGY+ttU6iXWIyMrg2mNtnF5RXdISWH4KVk8c7Lx/StZHJOSsv9UH1Qx2X8UzHstqISV9b+mrLBW2SqaVJ7+fvYJhbBSZGRmlLl6fSQGHj+Qfy38Fx8v+ZgLj70Q8IYigYgrYeBN0n/6rKfJzsvmqdSnSAgm8PAZD+8VxGatmsVz3z7HTSfdRI8BN8IfitxY5I/tkJ5/4EP3CR1SLuKKW5oy+6QTSSztgVNTWTztXZ7LfZFrT7yWk5qfVGr7WtZrybnuGF45fjE9foW//DmPRjk1+PqmH2nXuB05eTnszNnJmq8/5dFvnuSxmY/x8ndjGPbZLm74No/EYGLF/2DDGdYoxfx185m1ahYhCxGyEElxSVzR8QqS4pK8DVJS+PupWbxyohGXl8nZU67l6oYj6H9kf+KD8aXu86OPHueCH+4hFIArnp7AzYeezwcn1eKfG75g7Y61uHbw6eFw83dZ1IxGyCnjn+funN3MWjWLG7vcyIT5E0hZnsLlx5cfw3J6nMorm41dCXDFH41ZPU6l9GdZTRQ890aN4LbbDqw35gP5TbFg3mtFz69nTywhHrINVxDWUlLY6rIIJYRoWBDM8u//2L9uoMmydK7pfRd060bIQizfupzDGxxe+bbty34v+vrdtKlyj5maCq/nj7AMHFj5Npb3vIr+Hw0G4a9/9fYN5d/nQH19xpKZ7VdfnTt3tlg78vkj7eL/uzjq+83Ny7VDnzrUzvnXOYXXvf/ho0Yy9sNnr0XtcfJCeTZo4iAjGRv+xrVmjz5qNmuWmZntztlt7V5oZ62faW3bMrdVan+f/PKJkYzdPeGyYvsyM8sbO8a214yz3gOxBkOxDSmflruvzz9+1kjGSMZ+d5OztNGPFd/nrFlmNWqYBYP2fZtE631vcyMZa3sr9vExAW/bcnz78A12xQXOmt2JfdKu4u2LWpy+2Go+UrOwfQVfn/zySeE2m776zGrch11wEXZX/zg75NGGRjJ2yJOH2J2T77Qf1/9YbJ8zVsywpOQ463oddt8ZWNz93j6DD2DnjDrVPvzPCPvs2AQjGXuvU0Kxvi3Lpl2b7M7XLrHfD29t6SmTit9YpP+sRo1i+/vi1y+MZGzSkkl23tvn2eHPHb73fUv8fj/6+SMjGbvqwRO911PK8LIbVsr9faloP2XdXvS5x8WZBQJm4F0O43UQVlv2lbJ+r9WlfbFSyvO7ZGwfaz+sgdngwd7148ZZ8AHv76po34RmzrQGQ7Fu12CWkGA2eLCNf+/v5pKdfZv2beUfv4y/J9/GjTM76yzve9HnN26cWXy8mXPe6xa813DXrt5tBe0ZPLjYcy98nRdsf/753m0F255/vvfVqZNZkybeV82aex4nEDC77DKz1q3N6tQxa9PG275gn0W/4uK8+wUCZnffXfw5FbQ9Lm5PeyvTvyVfv35e09X87wCYY2VkmioPVeF+7YsQ1viJxjb448Ex2fffPv+bxT0YZ+t3rDebNctGnhZvJGMbGyRF9QWUF8qzq14aYCRjT/3eFf4DuWfKPUYy9vnSz8Pa36BXzjP3D6zTYOyIW50d8mhDq/VQjWJhZVRXV+GbXV4ozzqPPMZOH97WNo8Zufc/uEcf9S7nv3mGBl9vnx2bYMfe5D3GeaNOs+Vblhf7o9uds9smzJ1gJ710kpGM1b4XO+IWLGEY9slHT1b85GbNst2PDLfjnzrSmjxS3xY/cpulp0yy79K+M5KxN+a/UbjpUzOfMpKxeQ/fbDZrlmXnZtvEnyfa+e+cb3EPxhnJWNeXu9qY2WNs1qfjrH5ykh390CG2oWGSmXO2oCk2rjO2pt6egJg782s7JLm2XTimV7nN3JW9yx6f8bjVf7iOBR7wAt3ZlwcsNHNm4TahRx6xdzo4S2m9d/i494t7Le7BONuWuc2eTfXC8IqtK8zMLHvGdHv4jDib0TpQ7M3m3LfPtWZPNbOcvBy77P3LLO7BOJv931dL/8cZjTerWbPMEhO9f+aJiXvvp+CffSCw9+MUfe0EAt52pbWnsv+wY/EG7FeJvwt79FHLnfl1me1bnL7YXv3hVQuFQpE9blW+uZXS/7uydxX+v9lWI+CFq8TEwuuKvvn/etOlRjLW7M49IeLMgXv+j5T6eAXPteDnwYP36vcy21pWPxW97bLLioeaooGroq86dcLbfl98NWvmBcqS7QoGvb4bN25PaCz6c0Ef16jh/a0WBLdx44r3d8mgOmuWFxBLBtPq8ndahvJCmIYjSzAzMnZv9eYhNUqNell1YMeBPDnrSd7++FFueW0xHxyVQ7Pt0HBb8TJ6pAIuwCsburP9p0+55wzj7P9lsf3LN3kybxzXnHANfY7oE9b+nl7fiZz5E9lYw6iTDbUbHUFtEqn91QxqZ0HrDLhwSRCe7Vlhu765dSFxgThvIm3J+R0l5oa4gVfSd+CVzJ32Bc+2Wcfw5RNo/0I7JnwY4uQVeYyZHuCV02qxKSeD9o3bM2rAKK7IPJrcr6fTp8Z7XLDgPj4A/rAop9yy+11nZLLgJOPTd+Nov+QFSBiHffoeQOF5P0MWYvSc0ZzW6jQ6Xv08APHAOe3O4Zx255C+M503F7zJa/Ne44ZJNwDQbDt89pbReMTzMHcuHV57jQ6bcovNewl2P5ULt17J+Lnj2fH1VGrP+K5YW/NCebyx4A3un3Y/advS+INrx2Mv/Y8vW4e4tX+I0V8+xk3dJ5IbyuXWZt8z+k/eQRmD58ITDWpRZ8QIaNSIL9e9Sdd67amTWIeebbzHTlmewl+O+wt/mTqIj3vkktgd3vowiz+lpLAuaxOTfvmEu9pcSlwgjhf6v0DKks8ZOOkavh8HNVzCntdsaXN1/AxXvP46ZGV5P2dleZcLtk1NhZtuYlN8Lhm14fCMrOKPU+K189XjN9Jpey3q9epXuM2ucS8y7KNbefN3IR65I55rn07xhutLa9frr0Nmpve2UtZzqsC/F/2b9xa/R+MajTmk9iE0rdWUwxsczllHnFXqvMky+6rEc3u7XTZDppxFSv0sOqwNee18/XV252URN30GT+x+lwlxP7Ju2kT+fsd/KtfYko9ZmaH9SvxOV2aspNXi1eVvV9p+SnlNTaq3uvAusw4L0XdZidO1bdpUuL85M96FP8K6OrChJjhgWhtougM+4mt+/PxNfnfW5Xsev+jwm3OQmwvBIBm1gtTeZQTji8xVK9pe8O6blQWBAIwaBYMGeds88QRMnAihkLdPK3HAVMnL5dm+vfLb7ivr1nlfJeXlwdixZd9v7FioUQN27/Yuh0Jw/fV77+P6673fR14p61Z+9x2MGQOrV+/ZT7j/e6rDEGpZ6ay6fsW6Erbr62lGMvZoDxezVH3i0+3sxMHO/tXBGcnYy51j9FizZtn6RklW9x6s78CAdXjqCDvs6cNsy+4tvva116eN0j7JRLrPguvL+FS5YusK6za8lSUMwwIPeF8XDD/Opi6buten/s27NlvnkcdYwjDsnQ7OQjWS9n6MwYPtg2MDRjJ251lFPpkGg7b7keFGMjbiob5ms2bZpCWTjGTsnYXvlPu0QqGQzX74Rrunj7OFTUt8gi7juU1fPt1Ixv51Yn71JiHBQoOvt0kfPWUdRncwkrGTXjrJUn5LKey3UDBg/a8IWGJynM18+Hrr98IpRjJ212uX2l0PnmYu2Vnr251NOcLZ1kSvr4adFWc2a5blhfKs0SP17C8PdrA+L3gVxMdPj7Nu12DuH9jokZfa0H5eZe/n5nsqUp/f8gcjGbu9LxYC71NtGb/L/236nz3/zfP2xa9flP9pNb9PMqZPsX/e1ssuuwBb1CT/E/XgPRXp7EcesreOd1Z/qFfN6DQYG/HWYJu3dp79tOEn+3H9j7b4839ZaPD19uwd3b1h7Gfb2vRJo+3zh6+2oU/2tTa3efdtX1BZvaeNpTdMKuzzgk/pa6ZNtHv7BGxZ/fx2xMfv+QRfkfzn82r+0NehyXWs8SP1zSW7wopN53Gd7esVX5f+mijZV+PGebfnf/9lyjuFVehB53pDUZtqYPf0CViN+7AWt2OH3OX9vknGXnvmysoN8ZZ8zLPOKhzq+vTogHUe3twWff7W3sNnRauSJR4ndVWqkYyNOyW+zP8To9+9y/pcGbBXT3Q25ZiE4hWPYHDP/seNs/OHH2s1hydY079hDe/Gvm0dZxl1EopXwsaNMzvySPtbn+LTCl4+0fv+RVus1t+xy2881DJnpNjQCZdb2tk9bEV9Z9efje1IwN5vj+2Ow+YdFrC6DyTYtQ92sS+fv8O+vPz3Zu3bF6+yDh5si5o6G9u5SHWrU6fiw4T62jdfgcCeqlvB38zgwV5VvbT3mX1UQaOcSpjzbo8N51w/4DkgCLxiZo+VuN3l3z4A2AVcZWY/lLfPLl262Jw5c2LUYlj36N85NGcEoybBjT8EvQVS7703qo/x3MNnc1veJBrugjZb4bvlfQgmD49NEk9NZeTUh7kz71MAPrr4I85td67vfe31qSHSTxI+7r92zJNc+c1Quq42rl+YSMv/TCvzvlsefYC+yx9idnM4dSWMOHwQp55xFfTujWVn8doJjlv75HHMJpj5ejwJFvA+ASckYM88Q+LqwdyZCiO+TmTA0ycyL3M5y29bTkIwoeLnFcYBAiEL0erBBnT5ZRv/eRvmHAZ394FpbeHImi14dMBILjz2wj0HWeT3W3r9eI5f9jfW14a4PBjdYSjX/dn7M5v1yGCuWj+O/zWCNltgeQP48vUAva59GHr25E8vnMoH7UIEQjC+wzCubD6AXdM+5+L6X/DxhhkAXD0Xxn9S5O/ghhu4Yv1Y3uwI5/8ELzW8kiajJwCQM/NrpqdMYFLznUzaMZclm5YAUCsUx5DfmvBl0loWN4G6WdCgblMatDiK+ruNBinfsiMuj8+OgMz8Wf/tN8Dfvg1y3EPjaNj1dN5c8CYvfTOKtVkbOXENXLI4wPv9W/NNzm979WX3tACpzUP0XhFgyRH1WZm3GfD6p/sqGJ4CPVbAc90D3HMmNNwRYuwncPYSr1ry6snx/O0sR0Ygm37/g+c+g5+bBqi/2+iRFtxT6SgiOy/be03k/97Ht8/k2nOMvsscH77rSAomkjtlMhtytvLFjDe4Ny6F1VkbGLSrPaOf/5Vgdu6eKsqmTcx/cRgfHxnitm+gVl6AGS1h1MmOtd07kLYtja3bN3LKapjeCu77GkacCtsT4aIfYWU9mNUK7v0aZh/mvYYm/jvIgCUGifkHt0CxCeA7Vv3K27PHs7KO8df5jrbb47zqQyjEW8c7rjrPyA3CJT86xn8E37QOMq1VHmm1jRf+CzVzHRxzDCxZ4lU1gkG44w6urz2Nl0KzabgLlrwAjXYD8fHw1VeYGf+YOoyHQtOK9eVNO4/jyVFLiM/MYV4z6LzO4U49jS3zv6HZzdncNDfITQOG02fD06QHMxlR61xu2fYuAJkjgiRm5bEjAc4cCPOaQVb+eE/LDEjIg/89D387C549BW79zjHyFOOK+dBxHdzVF877xfFRO+PG2fCfY2BNHQgSIA/vbB/TJkBqC+i4Hgb8GoAuXWhy+ndsrAXLn4E3j4eAwYr6cPgWuHtm8dfn7jiID0FcCH5uDEdv8rbfn+UEIDcANXJh1EnQazkcu2HP7SHnVSMP2Vn+fnYkQO3sKDeuaAUyWOR/2YgR3lIneXnFr48B59z3Ztal1NtiFcKcc0FgCdAHSANmA5eY2eIi2wwAbsYLYScDz5nZyeXtN9Yh7Ocv3qb9zEt560PHpUtis2RAesokmn95NrlBmPFmAr9/PSWmpdDsvGx6vHAiJ2yvxZgzn92/j1wpCDclS//lbJ/T5wxePTaL4acb62rD2e4Y7vjnEkaeHOKTdnB69qG8VWsgzXud592nIBS+/jrt4saSVheumQsvdoV/HHkN/7j8lcq3NYyAeftrFzN62btcuBj+dTw02QkPTHcMOnc4CX+/v/Q7jRjBF+OHcUefECOnBDjzrw/v+UeSmsruvmcwvn0Wo04yNteA5WOTSPr8S0hJ4Y1/38c15xhvfRjgz5fuuV/uzK+5/bGeLG4Y4uO3oWYgEaZNKxyiCvXqycjO2dx3BjSo2ZDHj7qRhT+l8EbcItKzt5AYTKRnm578If5YOt/7Auf8OZeMJDglDbqsgZ01gmzpcxpbagXYsvxntmxegzk4Z4nj0u7Xs6PjMfzp+6FsJ6vwaToc/Rqfwg0t/siARdkEe50BwPI/9iL1kGxcXByBYQ/w7Y+TGRmawclp8OUbAbLOOJ3Xt6Zw9AbjtFWO2qH8cJH/2lnQpgaXTbySH5sYh+yAw7bD3EOhZ9ZhdFy4nue67BkGCYZg9CTITAiwfNCfWV4jm+Vbl7N841K25G6nflwdWuXVotnSdUw5HM76Ff7zDiTl4v2Tv+46+Oc/ITubnUkBkk8L8dQpeVy80Nvvx+2gZg58/vtmvHLYOsxBiwzYHQ+bakKD3dA+eAhbM9Yz8jOolwXdrvXaNuB/8FhKHB02BrHsLOY2g3YbvTe/06+GXxrBv9+DII5fz/k9y3/6hoTsXOplwm8N4K0OXohz5n39ZTG03QJfHA6zm0PPhKNpl/o/Xj7BSMjbE5YBnvjc+71OPhLSa0G3VfBGR8gKeiHjdxvg2+Zefxy9CWrnQIOO3Zi/8jve+F0eA+fB6528fV07L8ArnUK03+A9/qdHw3P/9Z7LyG7w+ZEw+5UAXW58mLVDrqLvm31ZmL6wsC3tN0Ce84LTjkS44YcgY07c8zscOq82j605ls0/zqb7X41fGnvXB0Jw8mpIbVn8z6tuJrx76M2ct+EFsktM3nEGH74DR2yBDjd61x2/DhY0K77d5fPh8yMgvXbpf8KV0XkNfH9Y6bcl5cCJa73gDd4HrqY7vQ8czxb5t3PJQni7g/fzUZu8tQLDlZRT/HcfCEGojFH136+EmSUO+u+wHhYeAu/9G/78FzhmA/zcxLvtsSlwT/4smUa7vNd8p7Xe3+TPjeGVifBUd+81cdQmuOYH6LkcMpLg+0NhfW3YmuRd3zoDmm+DnQmwM94LdzsSYXvtBLY/9Qjb2jZn+8/z2DZqJB3WhOibVokj7yNQVSGsG5BsZn3zL98LYGYjimwzDkgxs7fzL/8C9DSztWXtN9YhbOH6hZw7oS8v5fajzxnXxeyXcvtrF+PS0hh55pP75LBn630GLjtn/z9c38+nl/wwtPPUk3meb3l8+qNk5O4gKQdGTI/nlsemEej++73vd8MN/PruWO7rDe/+zqukrByTxKETK7c2WLi+TfuWU149hUQLckcq3PO1UZcK/jlUVHHLf+7WsCF5mzYQ16t3sfk+u0JZXsgqer+ifeycNy9jzJi99rmgcwsuXzichTt+JS4Pzlka4Iq/PMJZA26mVkItbz/33ceGGkZ8COpnAmedBcnJxSuppbQ/L5THsi3LWDTjfdKefID+v+RxxM5y2pn/WrDTT+fjwb04bVkuDUKJ8OyzxZeqePbZvQ79z5r5Ff/5v4d5f+2XLGgS4q7Z8VwzMoVsy2H0tCdoVLspbZ9/g8vPy2Nl/ok0ahJPmyZH0cbq0ebz7zhkW4j0OgFWdf8dK1YuoMN6ePm/cSSF9lRWufJKePnlPf0KPNHdGFpiemZcHtw823vjfauDV8HpugYuXppErUuvgpdeglAIAx7pGaDd+ddy4c7WuF69vB2kpMDWrTBvHtSsybqpH9H9r8ZvDfY8RlIO5AQhLwCJuXDRIsfgFufRqlk7nkuYy9jNn7MrHk5ZE2BAz+u4Y8VhZDyWzLVnG0dthl4rAnRdH8fR12ezLWlPu2vkemGu9VYvUP7UBFJeg4+OgWe6Qa1srxJU8MZ979fwyFSvahUXgsm1BzPlD8dwVcptrKkDrbZS2OeNd8Kt38J9s5NwU72/wS27t3DOSz2ZuXUBJ62GFtsdiTlG/Uy4fAF063EpwaP+BcBdM+HOPz5Bs06nQu/eLE/cTY+rofcy+PdxsCvBC9p5AejzK/zUGCZMdPQ+og+3BD/nhfzywDm/wJhP4IKrkpjdMBNzkJBLsZA26S14sjuktC39z1aqj0GBkxh35nMxfU+sqhB2IdDPzK7Nv3wFcLKZDSmyzSfAY2Y2I//yVGComc0psa9BwCCAVq1adV6xYkVM2nzA2odl15iLcB0wgM27N/PPj4bTf1mAY3r9pfyA07MnZGcztxlsqQFnrIxd/5kZH/78IZ0P7Uzrn9ZUvormd0i4vMmqlezjrEcfYurryXRJC9E0s0TfFOk/wBsKm1bK0HF57S/vtVtWO0ubYF6Z/ilvu5deYu09N7GqVh5tdyXS+OOpuO7dS29f/tpVJRdABkqd/P3uccYPh4Q492eoleNVAVpuwxu2KxjaK7pOU5iVYHr3Zm18Jl8e7mh9zZ0c+bseHDLgz5CVxa6gEXCOGsHiVf9dM6aRN/0r6vTqW3ySftHH7dCBtdMm8mvdPHaMeoaTl+cSF/Iqa+03QNAgrS60yvCqU+vrOA495UzsH/9gR95ucs47h0YZ2V6gDDhITNwTrqZPZtl7L3Pouh1MWjmVQ7eF6LMiSOKV1+y1FtbunN3M/+JNTpm30evnhQvh/ffhT3+CQYN467lrOD7lJzr0v2pPX+WvrZU7YTyBrGwWNYGJ7bxq7cR23hBvk53g4uPhxRfJvWUIG+JzGNfFC4INbr6b9P49uOeF8+icFuKCxcbueFhRD1psg6M2e1XIV0+AZQ28Ck5udE5FfFBpvg1W1y379prZ3jSCBYd4r7ch38G62vB1K+iW5lWPa51yGrV/34vax51AnYQ61E2sS53E/O8JdaiVUKv8g2SioKpC2J+BviVCWFczu7nINpOAESVC2N1m9n1Z+411JeyAFIXgUq3s68UTX38dXnttT0Vjf++/yggnuFRUifOzkGQ4+9/XC2mWnBMZzt9WyaPqCn5euBBuvHHPUWCJifD886Uv2Bnucy5vLme4i4KWt1Bnwe+5bl145hnv7yUQ8L5Cob37p7JtiPEZMAr/vnNyvGAcCBQbsi480rG013HJ51D0+5gxXjVSqs7dd8Pjj1d1KzQcKVSPQ3H3Z+q/ssW6b6p730erfZEG1uqkrLBZXZ9TrNr70kvw6quwZQuszX9bq18f0tP3VIhLKmtJhuoqGIS4OO/5xMdDvXp7lgqpU8cL3/XrQ4MGXp9+8w0sWOCF3Lp1oVMn6N8f/vtfmD7dq7aefz40bw7jx3v7btbMu75JE2jYEDZvhg0bvMvHHgsnnABz53qPWbeuF37zK6HVQVWFsDi8ifm9gdV4E/MvNbNFRbb5AzCEPRPznzezruXtVyFMRERE9hflhbCYLdZqZrnOuSHAZLwlKsab2SLn3OD828cCn+IFsKV4S1RcHav2iIiIiFQnMV0x38w+xQtaRa8bW+RnA26KZRtEREREqqPYHhIgIiIiIqVSCBMRERGpAgphIiIiIlVAIUxERESkCiiEiYiIiFQBhTARERGRKqAQJiIiIlIFFMJEREREqoBCmIiIiEgViNm5I2PFObcBWLEPHqoxsHEfPM7BRH0aG+rX6FOfxob6NfrUp7ERzX5tbWZNSrthvwth+4pzbk5ZJ9wUf9SnsaF+jT71aWyoX6NPfRob+6pfNRwpIiIiUgUUwkRERESqgEJY2V6q6gYcgNSnsaF+jT71aWyoX6NPfRob+6RfNSdMREREpAqoEiYiIiJSBQ7qEOac6+ec+8U5t9Q5d08ptzvn3PP5ty9wzp1YFe3c31SiXy/L788FzrlZzrmOVdHO/UlFfVpku5Occ3nOuQv3Zfv2V5XpV+dcT+fcPOfcIufcV/u6jfubSvz913POfeycm5/fp1dXRTv3J8658c65dOfcj2XcrvcqHyrRr7F/rzKzg/ILCAK/AocDCcB84NgS2wwA/gs44BTg26pud3X/qmS/dgca5P/cX/0aeZ8W2e5L4FPgwqpud3X/quRrtT6wGGiVf7lpVbe7On9Vsk//Djye/3MTYDOQUNVtr85fQA/gRODHMm7Xe1Vs+jXm71UHcyWsK7DUzJaZWTbwDnBeiW3OA143zzdAfefcofu6ofuZCvvVzGaZ2Zb8i98ALfZxG/c3lXmtAtwMvA+k78vG7ccq06+XAh+Y2UoAM1Pflq8yfWpAHeecA2rjhbDcfdvM/YuZTcfrp7LovcqHivp1X7xXHcwhrDmwqsjltPzrwt1Gigu3z67B+wQnZauwT51zzYE/AmP3Ybv2d5V5rR4NNHDOpTjnvnfODdxnrds/VaZPXwTaA2uAhcCtZhbaN807YOm9KvZi8l4VF+0d7kdcKdeVPFS0MttIcZXuM+dcL7wX9qkxbdH+rzJ9+iww1MzyvAKDVEJl+jUO6Az0BmoAqc65b8xsSawbt5+qTJ/2BeYBZwBHAFOcc1+b2bZYN+4ApveqGIrle9XBHMLSgJZFLrfA+2QW7jZSXKX6zDl3PPAK0N/MNu2jT7FzLgAAAkxJREFUtu2vKtOnXYB38gNYY2CAcy7XzP6zb5q4X6rs/4CNZrYT2Omcmw50BBTCSleZPr0aeMy8iTZLnXO/AccA3+2bJh6Q9F4VI7F+rzqYhyNnA0c559o65xKAi4GJJbaZCAzMP/LkFCDDzNbu64buZyrsV+dcK+AD4ApVFCqlwj41s7Zm1sbM2gD/B9yoAFahyvwP+Ag4zTkX55yrCZwM/LSP27k/qUyfrsSrLOKcOwRoByzbp6088Oi9Kgb2xXvVQVsJM7Nc59wQYDLeET3jzWyRc25w/u1j8Y4yGwAsBXbhfYKTclSyXx8AGgGj8ys3uaYT0Japkn0qYapMv5rZT865z4AFQAh4xcxKPZxdKv1afQiY4JxbiDeMNtTMNlZZo/cDzrm3gZ5AY+dcGvAPIB70XhWJSvRrzN+rtGK+iIiISBU4mIcjRURERKqMQpiIiIhIFVAIExEREakCCmEiIiIiVUAhTERERKQKKISJyP+3d4c2FQZREEZnFCQUgUQAZZBQBR5qoACCogZ6oJLXAFiaWMRPDe+KPUeuGvnlmgVggAgDABggwoDttb1v+9P2eXoLsA8RBmxvrXXK8cXO0/QWYB8iDODwm+R2egSwDxEGcHhLctH2enoIsAcRBmyv7WOSqyRfcQ0DzkSEAVtre5nkPclLklOSu9lFwC5EGLC71ySfa63viDDgjEQYsK22N0keknz8P4kw4Gy61preAACwHZcwAIABIgwAYIAIAwAYIMIAAAaIMACAASIMAGCACAMAGCDCAAAG/AEmYa6Y+evQpgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.plot(lam, np.abs(GFT(x_noisy)), 'r.') \n", "plt.plot(lam, np.abs(GFT(x)), 'g-')\n", "plt.xlabel('$\\lambda$')\n", "plt.ylabel('GFT')\n", "plt.legend(['$x_{noisy}$', '$x$'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 13: Graph filters\n", "\n", "We will try to extract the signal from the noise using graph filters. Let us start by creating three ideal graph filters." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "ideal_lp = np.ones((n_nodes,))\n", "ideal_bp = np.ones((n_nodes,))\n", "ideal_hp = np.ones((n_nodes,))\n", "\n", "ideal_lp[lam >= 0.1] = 0 # Low-pass filter with cut-off at lambda=0.1\n", "ideal_bp[lam < 0.1] = 0 # Band-pass filter with cut-offs at lambda=0.1 and lambda=0.5\n", "ideal_bp[lam > 0.5] = 0\n", "ideal_hp[lam <= 1] = 0 # High-pass filter with cut-off at lambda=1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Additionally, create the ideal graph filter that implements the solution of Tikhonov regularization." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "alpha = 0.99 / np.max(lam)\n", "\n", "ideal_tk = np.ones((n_nodes,))\n", "ideal_tk = 1 / (1 + alpha*lam)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the spectral responses:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(lam, ideal_lp, '-', label='LP')\n", "plt.plot(lam, ideal_bp, '-', label='BP')\n", "plt.plot(lam, ideal_hp, '-', label='HP')\n", "plt.plot(lam, ideal_tk, '-', label='Tikhonov')\n", "plt.xlabel('$\\lambda$')\n", "plt.ylabel('Spectral response')\n", "plt.legend(loc='lower right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a function to filter a signal given an ideal graph filter" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "def ideal_graph_filter(x: np.ndarray, spectral_response: np.ndarray):\n", " \"\"\"Return a filtered signal.\"\"\"\n", " x_gft = GFT(x)\n", " filter_gft = x_gft * spectral_response\n", " return iGFT(filter_gft)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us visualize the results:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x_lp = ideal_graph_filter(x_noisy,ideal_lp)\n", "x_bp = ideal_graph_filter(x_noisy,ideal_bp)\n", "x_hp = ideal_graph_filter(x_noisy,ideal_hp)\n", "x_tk = ideal_graph_filter(x_noisy,ideal_tk)\n", "\n", "plt.figure(figsize=(18, 9))\n", "plt.subplot(231, projection='3d')\n", "plot_bunny(x=x, title='signal (true)', vlim=[min(x), max(x)])\n", "plt.subplot(232, projection='3d')\n", "plot_bunny(x=x_noisy, title='signal (noisy)', vlim=[min(x), max(x)])\n", "plt.subplot(233, projection='3d')\n", "plot_bunny(x=x_lp, title='Low-pass', vlim=[min(x_lp), max(x_lp)])\n", "plt.subplot(234, projection='3d')\n", "plot_bunny(x=x_bp, title='Band-pass', vlim=[min(x_bp), max(x_bp)])\n", "plt.subplot(235, projection='3d')\n", "plot_bunny(x=x_hp, title='High-pass', vlim=[min(x_hp), max(x_hp)])\n", "plt.subplot(236, projection='3d')\n", "plot_bunny(x=x_tk, title='Tikhonov denoised signal', vlim=[min(x_tk), max(x_tk)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How would you link to the observations you made before about the spectral decomposition of the laplacian?\n", "Also, judging from the results, what type of model prior do you think Tikhonov regularization enforces?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solution: **Graph filtering as an operation that scales the coordinates of a graph signal in the basis given by the spectral decomposition of the laplacian. In this sense, a low pass filter only preserves the components associated with the smallest eigenvalues (and hence it smoothens the signal), a high pass filter preserves the components associated with the largest eignevalues (and hence it produces signals with rapid spatial variations), and a band pass filter preserves the components in between (and produces a mildly smooth signal).**\n", "\n", "**Looking at the spectral response of the Tikhonov filter we see that it weights down the components associated with large eigenvalues, and preserves the low frequencies. We thus say that this is a low pass filter.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 14: Polynomial graph filters\n", "\n", "We have seen how we can use the GFT to define different filters that enhance or reduce certain frequency bands. However, to do so, we require an explicit eigendecomposition of the graph laplacian, which has a cost $O(n^3)$. For very large graphs this is very intense computationally. We will now see how we can obtain similar results by filtering the signals directly without resorting to an eigendecomposition.\n", "\n", "The key idea is to use a polynomial of the graph laplacian to define a graph filter, i.e., $g(L)x=\\sum_{k=1}^K \\alpha_k L^k x$, and use the fact that the powers of a diagonalizable matrix can be written in terms of powers of its eigenvalues. This is\n", "$$\n", "L^k=(U\\Lambda U^T)^k=U\\Lambda^k U^T = U\\begin{bmatrix}\n", "(\\lambda_0)^k &\\dots & 0\\\\\n", "\\vdots & \\ddots & \\vdots\\\\\n", "0 & \\dots & (\\lambda_N)^k\n", "\\end{bmatrix} U^T.\n", "$$\n", "\n", "This means that a polynomial of the graph laplacian acts independently on each eigenvalue of the graph, and has a frequency spectrum of\n", "$$g(\\lambda)=\\sum_{k=1}^K \\alpha_k \\lambda^k.$$\n", "Hence,\n", "$$g(L)x=\\sum_{k=1}^K \\alpha_k L^k x=\\sum_{k=1}^K \\alpha_k U\\Lambda^k U^T x=U \\left(\\sum_{k=1}^K \\alpha_k\\Lambda^k \\right)U^T x=\\operatorname{iGFT}\\left(g(\\Lambda)\\operatorname{GFT}(x)\\right).$$\n", "\n", "With these ingredients, we have reduced the design of graph filters in the vertex domain to a regression task that approximates a given spectral response by a polynomial. There are multiple ways to do this, but in this assignment we will implement a very simple strategy based on [least-squares regression](https://en.wikipedia.org/wiki/Polynomial_regression#Matrix_form_and_calculation_of_estimates)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Implement a function to find the coefficients of a polynomial that approximates a given ideal filter.\n", "**Hint:** `np.vander` and `np.linalg.lstsq`." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "def fit_polynomial(lam: np.ndarray, order: int, spectral_response: np.ndarray):\n", " \"\"\" Return an array of polynomial coefficients of length 'order'.\"\"\"\n", " A = np.vander(lam, order, increasing=True)\n", " coeff = np.linalg.lstsq(A, spectral_response, rcond=None)[0]\n", " return coeff" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Implement a function to compute the frequency response of that filter." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "def polynomial_graph_filter_response(coeff: np.array, lam: np.ndarray):\n", " \"\"\" Return an array of the same shape as lam.\n", " response[i] is the spectral response at frequency lam[i]. \"\"\"\n", " response = np.zeros_like(lam)\n", " for n, c in enumerate(coeff):\n", " response += c * (lam**n)\n", " return response" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us fit the Tikhonov ideal filter with several polynomials of different order." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(lam, ideal_tk)\n", "orders = [1, 2, 3, 5, 10, 20]\n", "for order in orders: \n", " coeff_tk = fit_polynomial(lam, order, ideal_tk)\n", " plt.plot(lam, polynomial_graph_filter_response(coeff_tk, lam))\n", "\n", "plt.xlabel('$\\lambda$')\n", "plt.ylabel('Spectral response')\n", "plt.legend(orders)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So far, we have only defined a way to compute the coefficients of our laplacian polynomial. Let us now compute our graph filter." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "def polynomial_graph_filter(coeff: np.array, laplacian: np.ndarray):\n", " \"\"\" Return the laplacian polynomial with coefficients 'coeff'. \"\"\"\n", " power = np.eye(laplacian.shape[0])\n", " filt = coeff[0] * power\n", " for n, c in enumerate(coeff[1:]):\n", " power = laplacian @ power\n", " filt += c * power\n", " return filt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on the previous plot, choose a filter order that achieves (in your opinion) a good tradeoff in terms of computational complexity and response accuracy." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "order = 3\n", "coeff_tk = fit_polynomial(lam, order, ideal_tk)\n", "g_tk = polynomial_graph_filter(coeff_tk, laplacian)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 15: ARMA filter\n", "\n", "As you have seen in class, polynomial graph filters are only one of the ways in which you can approximate ideal graph filters. \n", "In this sense, ARMA filters are a natural way to implement Tikhonov denoising on graphs.\n", "Let us recall the general solution of the Tikhonov regularized denoising problem \n", "\n", "$$y=(I+\\alpha L)^{-1}x. $$\n", "\n", "With a little bit of algebra manipulation we can rewrite this expression as\n", "$$\n", " y = -\\alpha L y + x,\n", "$$\n", "from which we can derive the iterative algorithm\n", "$$\n", " y_k = -\\alpha L y_{k-1} + x\\qquad k=1,2,\\dots\n", "$$\n", "which is guaranteed to converge as long as $\\alpha \\lambda_{max} < 1$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Implement the ARMA version of Tikhonov regularization." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "def arma_tikhonov(x: np.ndarray, laplacian: np.ndarray, alpha: float, max_iter=50):\n", " \"\"\" Return an array of the same shape as x.\"\"\"\n", " y = x\n", " for k in range(max_iter):\n", " y = - alpha * laplacian @ y + x\n", " return y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter the previous noisy graph signal with the polynomial and ARMA approximations of the ideal Tikhonov filter." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "x_tk_polynomial = g_tk @ x_noisy\n", "x_tk_arma = arma_tikhonov(x_noisy, laplacian, alpha)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us compare with the previous version." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 4))\n", "plt.subplot(131, projection='3d')\n", "plot_bunny(x_tk, title='Ideal filter', vlim=[min(x_tk), max(x_tk)])\n", "plt.subplot(132, projection='3d')\n", "plot_bunny(x_tk_polynomial, title='Polynomial filter', vlim=[min(x_tk), max(x_tk)])\n", "plt.subplot(133, projection='3d')\n", "plot_bunny(x_tk_arma, title='ARMA filter', vlim=[min(x_tk), max(x_tk)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Part III: Machine Learning on Graphs\n", "\n", "So far, we have only played with toy examples. Let us see the use of these tools in practice! In particular, let us see how we can use some graph filters to construct features to feed a classifier. For this part of the assignment we will import some extra packages." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import time\n", "\n", "import networkx as nx\n", "from sklearn.linear_model import LogisticRegression\n", "\n", "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "\n", "import dgl.function as fn\n", "from dgl import DGLGraph\n", "from dgl.data.citation_graph import load_cora\n", "\n", "np.random.seed(0)\n", "torch.manual_seed(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the CORA dataset and the citation graph that we created in Assignment 1. However, to simplify the next tasks we will directly use the preprocessed version of this dataset contained within the Deep Graph Library (DGL).\n", "\n", "In this assignment, we will interpret CORA's features as multidimensional graph signals living on the citation graph.\n", "Our task is to design a classifier that uses these features and the geometry of the graph can identify the type of paper each node represents.\n", "\n", "The goal of this exercise is to do semi-supervised learning on graphs.\n", "We assume that we know to which scientific field a small subset of the papers belongs (the ones contained in `train_mask`).\n", "The goal is to predict to which field the other papers belong, using both the citation graph and the bag-of-word representation of each paper." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "cora = load_cora()\n", "\n", "features = torch.FloatTensor(cora.features) # Feature vector for each paper\n", "labels = torch.LongTensor(cora.labels) # The field to which each paper belongs\n", "\n", "train_mask = torch.BoolTensor(cora.train_mask) # Mask of nodes selected for training\n", "val_mask = torch.BoolTensor(cora.val_mask) # Mask of nodes selected for validation\n", "test_mask = torch.BoolTensor(cora.test_mask) # Mask of nodes selected for testing\n", "\n", "in_feats = features.shape[1]\n", "n_classes = cora.num_labels\n", "n_edges = cora.graph.number_of_edges()\n", "\n", "graph = cora.graph\n", "adjacency = np.asarray(nx.to_numpy_matrix(graph))\n", "n_nodes = adjacency.shape[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this exercise we will use the normalized laplacian." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "laplacian = compute_laplacian(adjacency, normalize=True)\n", "lam, U = spectral_decomposition(laplacian)\n", "lam_max = np.max(lam)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 16: Logistic regression\n", "\n", "The simplest classification method consists in ignoring the citation graph and trying to classify the papers using only the features.\n", "In this case, the problem is viewed as a standard classification task.\n", "To train our classifier we will select a few nodes in our graph for training and fit a [logistic regression classifier](https://en.wikipedia.org/wiki/Logistic_regression) on them.\n", "To avoid overfitting to the test set when we do hyperparameter tuning, we will also select a validation set.\n", "And finally, we will test our classifier on the rest of the nodes.\n", "**Hint:** use `sklearn.linear_model.LogisticRegression`." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "train_features = features[train_mask]\n", "train_labels = labels[train_mask]\n", "val_features = features[val_mask]\n", "val_labels = labels[val_mask]\n", "test_features = features[test_mask]\n", "test_labels = labels[test_mask]" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LogisticRegression(C=10000.0, class_weight=None, dual=False,\n", " fit_intercept=False, intercept_scaling=1, l1_ratio=None,\n", " max_iter=1000, multi_class='auto', n_jobs=None, penalty='l2',\n", " random_state=None, solver='liblinear', tol=0.0001, verbose=0,\n", " warm_start=False)" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_reg = LogisticRegression(penalty='l2', multi_class=\"auto\", solver=\"liblinear\", C=1e4, fit_intercept=False, max_iter=1000)\n", "log_reg.fit(train_features, train_labels)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train accuracy 1.0000 | Validation accuracy 0.5967 | Test accuracy 0.6050\n" ] } ], "source": [ "train_acc = log_reg.score(train_features, train_labels)\n", "val_acc = log_reg.score(val_features, val_labels)\n", "test_acc = log_reg.score(test_features, test_labels)\n", "\n", "print('Train accuracy {:.4f} | Validation accuracy {:.4f} | Test accuracy {:.4f}'.format(train_acc, val_acc, test_acc))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 17: Handcrafted graph filters\n", "\n", "That's not a bad start! Now, let's try to improve a bit the results by taking into account the graph structure using tools from GSP. For this purpose, we will design a handcrafted filter that will be used to denoise the signal, before feeding it to a logistic regression.\n", "\n", "However, before we start, what hypothesis can you make on the spectral properties of the denoised signal?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**We can make the assumption that papers that are connected are similar, therefore making the associated signal smooth. The denoised signal here should then be made mostly of lower frequencies, and we will use a low-pass filter to create new features.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on this prior, design an ideal filter response that you believe could enhance important features of the graph. \n", "\n", "**Note:** you just need to design one graph filter that we will apply to all features. Don't design a different filter for each feature. \n", "\n", "**Note:** finding the right filter can be very challenging, don't worry if you can't find it. Just make sure you experiment with a few configurations and parameters." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "alpha = 0.99 / lam_max\n", "\n", "ideal_filter = np.ones((n_nodes,))\n", "ideal_filter = 1 / (1 + alpha*lam)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choose a filter order to approximate your filter using laplacian polynomials." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "order = 5\n", "\n", "coeff = fit_polynomial(lam, order, ideal_filter)\n", "graph_filter = polynomial_graph_filter(coeff, laplacian)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the frequency response of your spectral template and its polynomial approximation." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Spectral response')" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(lam, ideal_filter)\n", "plt.plot(lam, polynomial_graph_filter_response(coeff, lam))\n", "plt.legend(['Ideal', 'Polynomial'])\n", "plt.xlabel('$\\lambda$')\n", "plt.ylabel('Spectral response')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's create the new features." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "filtered_features = graph_filter @ features.numpy()\n", "\n", "train_features = filtered_features[train_mask,:]\n", "train_labels = labels[train_mask]\n", "\n", "val_features = filtered_features[val_mask,:]\n", "val_labels = labels[val_mask]\n", "\n", "test_features = filtered_features[test_mask,:]\n", "test_labels = labels[test_mask]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Train another logistic regression classifier on the new features. Remember to play with the regularization parameters to achieve a well performing model." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LogisticRegression(C=10000.0, class_weight=None, dual=False,\n", " fit_intercept=False, intercept_scaling=1, l1_ratio=None,\n", " max_iter=1000, multi_class='auto', n_jobs=None, penalty='l2',\n", " random_state=None, solver='liblinear', tol=0.0001, verbose=0,\n", " warm_start=False)" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_reg = LogisticRegression(penalty='l2', multi_class=\"auto\", solver=\"liblinear\", C=1e4, fit_intercept=False, max_iter=1000)\n", "log_reg.fit(train_features, train_labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Evaluate your model." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train accuracy 1.0000 | Validation accuracy 0.7167 | Test accuracy 0.7000\n" ] } ], "source": [ "train_acc = log_reg.score(train_features, train_labels)\n", "val_acc = log_reg.score(val_features, val_labels)\n", "test_acc = log_reg.score(test_features, test_labels)\n", "\n", "print('Train accuracy {:.4f} | Validation accuracy {:.4f} | Test accuracy {:.4f}'.format(train_acc, val_acc, test_acc))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 18: Graph convolutional networks\n", "\n", "By now, you will probably have seen that it is challenging to find the right combination of spectral response, filter parameters and regularization method. And in most cases, this is a painstaking job. Wouldn't it be great to automate these tasks?\n", "\n", "Fortunately, this is possible if we use the right tools! Specifically, we will see that Graph Convolutional Networks are a great framework to automatize the feature extraction method.\n", "\n", "In this exercise, we will follow the same classification pipeline as above, but instead of hand-crafting our filter we will let `PyTorch` find the coefficients for us using gradient descent.\n", "\n", "In this section, most of the code is already written. Try to understand it and to play with some parameters. It may be useful if you want to solve some learning task in your project.\n", "\n", "We start by constructing a `LaplacianPolynomial` model in `DGL`. It computes the function: $f(X) = \\sum_{i=1}^{k} \\alpha_i L^i X \\theta$ where the trainable parameters are the coefficients $\\alpha_i$ and the matrix $\\theta$. This function can be interpreted as a filtering of $X$ by $\\sum_{i=1}^{k} \\alpha_i L^i$ followed by a linear layer." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "class LaplacianPolynomial(nn.Module):\n", " def __init__(self,\n", " in_feats: int,\n", " out_feats: int,\n", " k: int,\n", " dropout_prob: float,\n", " norm=True):\n", " super().__init__()\n", " self._in_feats = in_feats\n", " self._out_feats = out_feats\n", " self._k = k\n", " self._norm = norm\n", " # Contains the weights learned by the Laplacian polynomial\n", " self.pol_weights = nn.Parameter(torch.Tensor(self._k + 1))\n", " # Contains the weights learned by the logistic regression (without bias)\n", " self.logr_weights = nn.Parameter(torch.Tensor(in_feats, out_feats))\n", " self.dropout = nn.Dropout(p=dropout_prob)\n", " self.reset_parameters()\n", "\n", " def reset_parameters(self):\n", " \"\"\"Reinitialize learnable parameters.\"\"\"\n", " torch.manual_seed(0)\n", " torch.nn.init.xavier_uniform_(self.logr_weights, gain=0.01)\n", " torch.nn.init.normal_(self.pol_weights, mean=0.0, std=1e-3)\n", "\n", " def forward(self, graph, feat):\n", " r\"\"\"Compute graph convolution.\n", "\n", " Notes\n", " -----\n", " * Input shape: :math:`(N, *, \\text{in_feats})` where * means any number of additional\n", " dimensions, :math:`N` is the number of nodes.\n", " * Output shape: :math:`(N, *, \\text{out_feats})` where all but the last dimension are\n", " the same shape as the input.\n", "\n", " Parameters\n", " ----------\n", " graph (DGLGraph) : The graph.\n", " feat (torch.Tensor): The input feature\n", "\n", " Returns\n", " -------\n", " (torch.Tensor) The output feature\n", " \"\"\"\n", " feat = self.dropout(feat)\n", " graph = graph.local_var()\n", " \n", " # D^(-1/2)\n", " norm = torch.pow(graph.in_degrees().float().clamp(min=1), -0.5)\n", " shp = norm.shape + (1,) * (feat.dim() - 1)\n", " norm = torch.reshape(norm, shp)\n", "\n", " # mult W first to reduce the feature size for aggregation.\n", " feat = torch.matmul(feat, self.logr_weights)\n", "\n", " result = self.pol_weights[0] * feat.clone()\n", "\n", " for i in range(1, self._k + 1):\n", " old_feat = feat.clone()\n", " if self._norm:\n", " feat = feat * norm\n", " graph.ndata['h'] = feat\n", " # Feat is not modified in place\n", " graph.update_all(fn.copy_src(src='h', out='m'),\n", " fn.sum(msg='m', out='h'))\n", " if self._norm:\n", " graph.ndata['h'] = graph.ndata['h'] * norm\n", "\n", " feat = old_feat - graph.ndata['h']\n", " result += self.pol_weights[i] * feat\n", "\n", " return result\n", "\n", " def extra_repr(self):\n", " \"\"\"Set the extra representation of the module,\n", " which will come into effect when printing the model.\n", " \"\"\"\n", " summary = 'in={_in_feats}, out={_out_feats}'\n", " summary += ', normalization={_norm}'\n", " return summary.format(**self.__dict__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we have are model ready we just need to create a function that performs one step of our training loop, and another one that evaluates our model." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "def train(model, g, features, labels, loss_fcn, train_mask, optimizer):\n", " model.train() # Activate dropout\n", " \n", " logits = model(g, features)\n", " loss = loss_fcn(logits[train_mask], labels[train_mask])\n", "\n", " optimizer.zero_grad()\n", " loss.backward()\n", " optimizer.step()\n", " return loss\n", "\n", "def evaluate(model, g, features, labels, mask):\n", " model.eval() # Deactivate dropout\n", " with torch.no_grad():\n", " logits = model(g, features)[mask] # only compute the evaluation set\n", " labels = labels[mask]\n", " _, indices = torch.max(logits, dim=1)\n", " correct = torch.sum(indices == labels)\n", " return correct.item() * 1.0 / len(labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choose the training parameters." ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "pol_order = 3\n", "lr = 0.2\n", "weight_decay = 5e-6\n", "n_epochs = 1000\n", "p_dropout = 0.8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And train the classifier end to end." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/michael/.conda/envs/ntds_2019/lib/python3.7/site-packages/numpy/core/fromnumeric.py:2920: RuntimeWarning: Mean of empty slice.\n", " out=out, **kwargs)\n", "/home/michael/.conda/envs/ntds_2019/lib/python3.7/site-packages/numpy/core/_methods.py:85: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 00000 | Time(s) nan | Train Loss 1.9459 | Val Accuracy 0.2667\n", "Epoch 00001 | Time(s) nan | Train Loss 1.9221 | Val Accuracy 0.2533\n", "Epoch 00002 | Time(s) nan | Train Loss 1.8533 | Val Accuracy 0.2467\n", "Epoch 00003 | Time(s) 0.0687 | Train Loss 1.7058 | Val Accuracy 0.2700\n", "Epoch 00004 | Time(s) 0.0521 | Train Loss 1.4878 | Val Accuracy 0.2900\n", "Epoch 00005 | Time(s) 0.0459 | Train Loss 1.3438 | Val Accuracy 0.2967\n", "Epoch 00006 | Time(s) 0.0418 | Train Loss 1.0504 | Val Accuracy 0.3067\n", "Epoch 00007 | Time(s) 0.0394 | Train Loss 1.1285 | Val Accuracy 0.3167\n", "Epoch 00008 | Time(s) 0.0387 | Train Loss 0.8329 | Val Accuracy 0.3200\n", "Epoch 00009 | Time(s) 0.0378 | Train Loss 0.9067 | Val Accuracy 0.3167\n", "Epoch 00010 | Time(s) 0.0375 | Train Loss 0.8401 | Val Accuracy 0.3133\n", "Epoch 00011 | Time(s) 0.0368 | Train Loss 1.0514 | Val Accuracy 0.3133\n", "Epoch 00012 | Time(s) 0.0367 | Train Loss 1.1378 | Val Accuracy 0.3300\n", "Epoch 00013 | Time(s) 0.0372 | Train Loss 1.1666 | Val Accuracy 0.3200\n", "Epoch 00014 | Time(s) 0.0387 | Train Loss 0.8151 | Val Accuracy 0.3167\n", "Epoch 00015 | Time(s) 0.0386 | Train Loss 0.8316 | Val Accuracy 0.3167\n", "Epoch 00016 | Time(s) 0.0391 | Train Loss 0.8922 | Val Accuracy 0.3167\n", "Epoch 00017 | Time(s) 0.0393 | Train Loss 0.7648 | Val Accuracy 0.3200\n", "Epoch 00018 | Time(s) 0.0429 | Train Loss 0.7275 | Val Accuracy 0.3200\n", "Epoch 00019 | Time(s) 0.0430 | Train Loss 0.9363 | Val Accuracy 0.3300\n", "Epoch 00020 | Time(s) 0.0436 | Train Loss 0.7085 | Val Accuracy 0.3233\n", "Epoch 00021 | Time(s) 0.0441 | Train Loss 0.7683 | Val Accuracy 0.3200\n", "Epoch 00022 | Time(s) 0.0440 | Train Loss 0.7049 | Val Accuracy 0.3300\n", "Epoch 00023 | Time(s) 0.0439 | Train Loss 0.7990 | Val Accuracy 0.3300\n", "Epoch 00024 | Time(s) 0.0447 | Train Loss 0.7614 | Val Accuracy 0.3433\n", "Epoch 00025 | Time(s) 0.0455 | Train Loss 0.7960 | Val Accuracy 0.3467\n", "Epoch 00026 | Time(s) 0.0456 | Train Loss 0.6679 | Val Accuracy 0.3467\n", "Epoch 00027 | Time(s) 0.0452 | Train Loss 0.7161 | Val Accuracy 0.3467\n", "Epoch 00028 | Time(s) 0.0450 | Train Loss 0.6409 | Val Accuracy 0.3533\n", "Epoch 00029 | Time(s) 0.0453 | Train Loss 0.6874 | Val Accuracy 0.3533\n", "Epoch 00030 | Time(s) 0.0457 | Train Loss 0.7622 | Val Accuracy 0.3533\n", "Epoch 00031 | Time(s) 0.0457 | Train Loss 0.5464 | Val Accuracy 0.3533\n", "Epoch 00032 | Time(s) 0.0454 | Train Loss 0.6318 | Val Accuracy 0.3533\n", "Epoch 00033 | Time(s) 0.0451 | Train Loss 0.6195 | Val Accuracy 0.3533\n", "Epoch 00034 | Time(s) 0.0455 | Train Loss 0.4815 | Val Accuracy 0.3467\n", "Epoch 00035 | Time(s) 0.0457 | Train Loss 0.6728 | Val Accuracy 0.3433\n", "Epoch 00036 | Time(s) 0.0451 | Train Loss 0.6106 | Val Accuracy 0.3400\n", "Epoch 00037 | Time(s) 0.0446 | Train Loss 0.6110 | Val Accuracy 0.3300\n", "Epoch 00038 | Time(s) 0.0441 | Train Loss 0.6327 | Val Accuracy 0.3300\n", "Epoch 00039 | Time(s) 0.0436 | Train Loss 0.5988 | Val Accuracy 0.3333\n", "Epoch 00040 | Time(s) 0.0435 | Train Loss 0.5341 | Val Accuracy 0.3333\n", "Epoch 00041 | Time(s) 0.0434 | Train Loss 0.4669 | Val Accuracy 0.3333\n", "Epoch 00042 | Time(s) 0.0432 | Train Loss 0.5973 | Val Accuracy 0.3333\n", "Epoch 00043 | Time(s) 0.0435 | Train Loss 0.5050 | Val Accuracy 0.3333\n", "Epoch 00044 | Time(s) 0.0433 | Train Loss 0.3758 | Val Accuracy 0.3367\n", "Epoch 00045 | Time(s) 0.0431 | Train Loss 0.3994 | Val Accuracy 0.3433\n", "Epoch 00046 | Time(s) 0.0428 | Train Loss 0.5454 | Val Accuracy 0.3433\n", "Epoch 00047 | Time(s) 0.0424 | Train Loss 0.3418 | Val Accuracy 0.3433\n", "Epoch 00048 | Time(s) 0.0421 | Train Loss 0.3225 | Val Accuracy 0.3400\n", "Epoch 00049 | Time(s) 0.0417 | Train Loss 0.4310 | Val Accuracy 0.3400\n", "Epoch 00050 | Time(s) 0.0415 | Train Loss 0.4654 | Val Accuracy 0.3433\n", "Epoch 00051 | Time(s) 0.0413 | Train Loss 0.3416 | Val Accuracy 0.3433\n", "Epoch 00052 | Time(s) 0.0412 | Train Loss 0.4344 | Val Accuracy 0.3433\n", "Epoch 00053 | Time(s) 0.0410 | Train Loss 0.3267 | Val Accuracy 0.3433\n", "Epoch 00054 | Time(s) 0.0408 | Train Loss 0.5606 | Val Accuracy 0.3400\n", "Epoch 00055 | Time(s) 0.0405 | Train Loss 0.5156 | Val Accuracy 0.3400\n", "Epoch 00056 | Time(s) 0.0403 | Train Loss 0.4624 | Val Accuracy 0.3433\n", "Epoch 00057 | Time(s) 0.0400 | Train Loss 0.4255 | Val Accuracy 0.3467\n", "Epoch 00058 | Time(s) 0.0398 | Train Loss 0.3553 | Val Accuracy 0.3500\n", "Epoch 00059 | Time(s) 0.0397 | Train Loss 0.5239 | Val Accuracy 0.3567\n", "Epoch 00060 | Time(s) 0.0396 | Train Loss 0.4148 | Val Accuracy 0.3567\n", "Epoch 00061 | Time(s) 0.0394 | Train Loss 0.4882 | Val Accuracy 0.3533\n", "Epoch 00062 | Time(s) 0.0392 | Train Loss 0.3427 | Val Accuracy 0.3533\n", "Epoch 00063 | Time(s) 0.0391 | Train Loss 0.3815 | Val Accuracy 0.3533\n", "Epoch 00064 | Time(s) 0.0390 | Train Loss 0.3363 | Val Accuracy 0.3567\n", "Epoch 00065 | Time(s) 0.0389 | Train Loss 0.3985 | Val Accuracy 0.3600\n", "Epoch 00066 | Time(s) 0.0388 | Train Loss 0.2889 | Val Accuracy 0.3600\n", "Epoch 00067 | Time(s) 0.0387 | Train Loss 0.4435 | Val Accuracy 0.3633\n", "Epoch 00068 | Time(s) 0.0386 | Train Loss 0.2890 | Val Accuracy 0.3700\n", "Epoch 00069 | Time(s) 0.0385 | Train Loss 0.4004 | Val Accuracy 0.3733\n", "Epoch 00070 | Time(s) 0.0385 | Train Loss 0.4397 | Val Accuracy 0.3733\n", "Epoch 00071 | Time(s) 0.0383 | Train Loss 0.3800 | Val Accuracy 0.3700\n", "Epoch 00072 | Time(s) 0.0382 | Train Loss 0.3402 | Val Accuracy 0.3767\n", "Epoch 00073 | Time(s) 0.0380 | Train Loss 0.2631 | Val Accuracy 0.3800\n", "Epoch 00074 | Time(s) 0.0378 | Train Loss 0.3356 | Val Accuracy 0.3800\n", "Epoch 00075 | Time(s) 0.0378 | Train Loss 0.3678 | Val Accuracy 0.3800\n", "Epoch 00076 | Time(s) 0.0376 | Train Loss 0.2726 | Val Accuracy 0.3967\n", "Epoch 00077 | Time(s) 0.0374 | Train Loss 0.3200 | Val Accuracy 0.4000\n", "Epoch 00078 | Time(s) 0.0372 | Train Loss 0.4084 | Val Accuracy 0.3967\n", "Epoch 00079 | Time(s) 0.0371 | Train Loss 0.2667 | Val Accuracy 0.3933\n", "Epoch 00080 | Time(s) 0.0369 | Train Loss 0.3814 | Val Accuracy 0.3967\n", "Epoch 00081 | Time(s) 0.0368 | Train Loss 0.2594 | Val Accuracy 0.3967\n", "Epoch 00082 | Time(s) 0.0366 | Train Loss 0.2875 | Val Accuracy 0.4000\n", "Epoch 00083 | Time(s) 0.0365 | Train Loss 0.3133 | Val Accuracy 0.3933\n", "Epoch 00084 | Time(s) 0.0363 | Train Loss 0.3002 | Val Accuracy 0.3900\n", "Epoch 00085 | Time(s) 0.0363 | Train Loss 0.3026 | Val Accuracy 0.3967\n", "Epoch 00086 | Time(s) 0.0362 | Train Loss 0.3240 | Val Accuracy 0.4033\n", "Epoch 00087 | Time(s) 0.0361 | Train Loss 0.3446 | Val Accuracy 0.4000\n", "Epoch 00088 | Time(s) 0.0361 | Train Loss 0.2963 | Val Accuracy 0.4000\n", "Epoch 00089 | Time(s) 0.0359 | Train Loss 0.2259 | Val Accuracy 0.4033\n", "Epoch 00090 | Time(s) 0.0358 | Train Loss 0.2313 | Val Accuracy 0.3967\n", "Epoch 00091 | Time(s) 0.0357 | Train Loss 0.3496 | Val Accuracy 0.3933\n", "Epoch 00092 | Time(s) 0.0356 | Train Loss 0.2584 | Val Accuracy 0.3900\n", "Epoch 00093 | Time(s) 0.0355 | Train Loss 0.2706 | Val Accuracy 0.3900\n", "Epoch 00094 | Time(s) 0.0354 | Train Loss 0.2953 | Val Accuracy 0.3900\n", "Epoch 00095 | Time(s) 0.0354 | Train Loss 0.4489 | Val Accuracy 0.3967\n", "Epoch 00096 | Time(s) 0.0353 | Train Loss 0.3128 | Val Accuracy 0.4167\n", "Epoch 00097 | Time(s) 0.0352 | Train Loss 0.2181 | Val Accuracy 0.4233\n", "Epoch 00098 | Time(s) 0.0351 | Train Loss 0.2781 | Val Accuracy 0.4400\n", "Epoch 00099 | Time(s) 0.0350 | Train Loss 0.2628 | Val Accuracy 0.4367\n", "Epoch 00100 | Time(s) 0.0349 | Train Loss 0.2553 | Val Accuracy 0.4467\n", "Epoch 00101 | Time(s) 0.0348 | Train Loss 0.2259 | Val Accuracy 0.4433\n", "Epoch 00102 | Time(s) 0.0347 | Train Loss 0.2217 | Val Accuracy 0.4367\n", "Epoch 00103 | Time(s) 0.0346 | Train Loss 0.2929 | Val Accuracy 0.4367\n", "Epoch 00104 | Time(s) 0.0346 | Train Loss 0.2741 | Val Accuracy 0.4433\n", "Epoch 00105 | Time(s) 0.0345 | Train Loss 0.3085 | Val Accuracy 0.4467\n", "Epoch 00106 | Time(s) 0.0344 | Train Loss 0.2734 | Val Accuracy 0.4467\n", "Epoch 00107 | Time(s) 0.0343 | Train Loss 0.2792 | Val Accuracy 0.4500\n", "Epoch 00108 | Time(s) 0.0342 | Train Loss 0.2303 | Val Accuracy 0.4567\n", "Epoch 00109 | Time(s) 0.0341 | Train Loss 0.1978 | Val Accuracy 0.4600\n", "Epoch 00110 | Time(s) 0.0341 | Train Loss 0.3651 | Val Accuracy 0.4700\n", "Epoch 00111 | Time(s) 0.0340 | Train Loss 0.2440 | Val Accuracy 0.4800\n", "Epoch 00112 | Time(s) 0.0340 | Train Loss 0.2693 | Val Accuracy 0.4800\n", "Epoch 00113 | Time(s) 0.0339 | Train Loss 0.2340 | Val Accuracy 0.4800\n", "Epoch 00114 | Time(s) 0.0338 | Train Loss 0.2812 | Val Accuracy 0.4867\n", "Epoch 00115 | Time(s) 0.0337 | Train Loss 0.2674 | Val Accuracy 0.4933\n", "Epoch 00116 | Time(s) 0.0337 | Train Loss 0.1922 | Val Accuracy 0.4933\n", "Epoch 00117 | Time(s) 0.0337 | Train Loss 0.2064 | Val Accuracy 0.4933\n", "Epoch 00118 | Time(s) 0.0336 | Train Loss 0.2180 | Val Accuracy 0.4900\n", "Epoch 00119 | Time(s) 0.0335 | Train Loss 0.3112 | Val Accuracy 0.4867\n", "Epoch 00120 | Time(s) 0.0335 | Train Loss 0.1790 | Val Accuracy 0.4767\n", "Epoch 00121 | Time(s) 0.0335 | Train Loss 0.1252 | Val Accuracy 0.4733\n", "Epoch 00122 | Time(s) 0.0334 | Train Loss 0.1799 | Val Accuracy 0.4800\n", "Epoch 00123 | Time(s) 0.0333 | Train Loss 0.1971 | Val Accuracy 0.4833\n", "Epoch 00124 | Time(s) 0.0333 | Train Loss 0.1703 | Val Accuracy 0.4833\n", "Epoch 00125 | Time(s) 0.0332 | Train Loss 0.1530 | Val Accuracy 0.4833\n", "Epoch 00126 | Time(s) 0.0332 | Train Loss 0.1862 | Val Accuracy 0.5067\n", "Epoch 00127 | Time(s) 0.0332 | Train Loss 0.1641 | Val Accuracy 0.5200\n", "Epoch 00128 | Time(s) 0.0331 | Train Loss 0.2754 | Val Accuracy 0.5233\n", "Epoch 00129 | Time(s) 0.0330 | Train Loss 0.2412 | Val Accuracy 0.5433\n", "Epoch 00130 | Time(s) 0.0330 | Train Loss 0.2384 | Val Accuracy 0.5467\n", "Epoch 00131 | Time(s) 0.0330 | Train Loss 0.1321 | Val Accuracy 0.5633\n", "Epoch 00132 | Time(s) 0.0330 | Train Loss 0.1747 | Val Accuracy 0.5467\n", "Epoch 00133 | Time(s) 0.0330 | Train Loss 0.1293 | Val Accuracy 0.5300\n", "Epoch 00134 | Time(s) 0.0330 | Train Loss 0.1605 | Val Accuracy 0.5167\n", "Epoch 00135 | Time(s) 0.0330 | Train Loss 0.1850 | Val Accuracy 0.5033\n", "Epoch 00136 | Time(s) 0.0330 | Train Loss 0.1121 | Val Accuracy 0.4967\n", "Epoch 00137 | Time(s) 0.0330 | Train Loss 0.2143 | Val Accuracy 0.4967\n", "Epoch 00138 | Time(s) 0.0329 | Train Loss 0.2201 | Val Accuracy 0.5033\n", "Epoch 00139 | Time(s) 0.0329 | Train Loss 0.2410 | Val Accuracy 0.5167\n", "Epoch 00140 | Time(s) 0.0328 | Train Loss 0.1930 | Val Accuracy 0.5233\n", "Epoch 00141 | Time(s) 0.0327 | Train Loss 0.1996 | Val Accuracy 0.5367\n", "Epoch 00142 | Time(s) 0.0327 | Train Loss 0.1125 | Val Accuracy 0.5533\n", "Epoch 00143 | Time(s) 0.0326 | Train Loss 0.1798 | Val Accuracy 0.5767\n", "Epoch 00144 | Time(s) 0.0326 | Train Loss 0.1353 | Val Accuracy 0.5833\n", "Epoch 00145 | Time(s) 0.0326 | Train Loss 0.2692 | Val Accuracy 0.5833\n", "Epoch 00146 | Time(s) 0.0325 | Train Loss 0.1590 | Val Accuracy 0.5800\n", "Epoch 00147 | Time(s) 0.0325 | Train Loss 0.1583 | Val Accuracy 0.5700\n", "Epoch 00148 | Time(s) 0.0324 | Train Loss 0.1758 | Val Accuracy 0.5500\n", "Epoch 00149 | Time(s) 0.0324 | Train Loss 0.1695 | Val Accuracy 0.5433\n", "Epoch 00150 | Time(s) 0.0323 | Train Loss 0.0978 | Val Accuracy 0.5367\n", "Epoch 00151 | Time(s) 0.0323 | Train Loss 0.1717 | Val Accuracy 0.5300\n", "Epoch 00152 | Time(s) 0.0323 | Train Loss 0.1541 | Val Accuracy 0.5400\n", "Epoch 00153 | Time(s) 0.0323 | Train Loss 0.0948 | Val Accuracy 0.5533\n", "Epoch 00154 | Time(s) 0.0323 | Train Loss 0.1603 | Val Accuracy 0.5600\n", "Epoch 00155 | Time(s) 0.0323 | Train Loss 0.1102 | Val Accuracy 0.5700\n", "Epoch 00156 | Time(s) 0.0324 | Train Loss 0.1169 | Val Accuracy 0.5867\n", "Epoch 00157 | Time(s) 0.0324 | Train Loss 0.1266 | Val Accuracy 0.6067\n", "Epoch 00158 | Time(s) 0.0324 | Train Loss 0.1048 | Val Accuracy 0.6133\n", "Epoch 00159 | Time(s) 0.0325 | Train Loss 0.1205 | Val Accuracy 0.6133\n", "Epoch 00160 | Time(s) 0.0326 | Train Loss 0.1548 | Val Accuracy 0.6133\n", "Epoch 00161 | Time(s) 0.0327 | Train Loss 0.1888 | Val Accuracy 0.6300\n", "Epoch 00162 | Time(s) 0.0328 | Train Loss 0.1792 | Val Accuracy 0.6467\n", "Epoch 00163 | Time(s) 0.0328 | Train Loss 0.1414 | Val Accuracy 0.6467\n", "Epoch 00164 | Time(s) 0.0327 | Train Loss 0.1374 | Val Accuracy 0.6467\n", "Epoch 00165 | Time(s) 0.0327 | Train Loss 0.1400 | Val Accuracy 0.6400\n", "Epoch 00166 | Time(s) 0.0327 | Train Loss 0.0553 | Val Accuracy 0.6367\n", "Epoch 00167 | Time(s) 0.0327 | Train Loss 0.0831 | Val Accuracy 0.6267\n", "Epoch 00168 | Time(s) 0.0327 | Train Loss 0.1537 | Val Accuracy 0.6233\n", "Epoch 00169 | Time(s) 0.0326 | Train Loss 0.0971 | Val Accuracy 0.6233\n", "Epoch 00170 | Time(s) 0.0326 | Train Loss 0.1230 | Val Accuracy 0.6233\n", "Epoch 00171 | Time(s) 0.0326 | Train Loss 0.1725 | Val Accuracy 0.6167\n", "Epoch 00172 | Time(s) 0.0326 | Train Loss 0.1725 | Val Accuracy 0.6367\n", "Epoch 00173 | Time(s) 0.0325 | Train Loss 0.1242 | Val Accuracy 0.6467\n", "Epoch 00174 | Time(s) 0.0325 | Train Loss 0.1305 | Val Accuracy 0.6600\n", "Epoch 00175 | Time(s) 0.0326 | Train Loss 0.0918 | Val Accuracy 0.6667\n", "Epoch 00176 | Time(s) 0.0326 | Train Loss 0.1130 | Val Accuracy 0.6700\n", "Epoch 00177 | Time(s) 0.0326 | Train Loss 0.1130 | Val Accuracy 0.6767\n", "Epoch 00178 | Time(s) 0.0325 | Train Loss 0.0965 | Val Accuracy 0.6733\n", "Epoch 00179 | Time(s) 0.0325 | Train Loss 0.1199 | Val Accuracy 0.6633\n", "Epoch 00180 | Time(s) 0.0325 | Train Loss 0.0929 | Val Accuracy 0.6600\n", "Epoch 00181 | Time(s) 0.0325 | Train Loss 0.0921 | Val Accuracy 0.6667\n", "Epoch 00182 | Time(s) 0.0325 | Train Loss 0.0308 | Val Accuracy 0.6733\n", "Epoch 00183 | Time(s) 0.0325 | Train Loss 0.0740 | Val Accuracy 0.6700\n", "Epoch 00184 | Time(s) 0.0324 | Train Loss 0.1181 | Val Accuracy 0.6700\n", "Epoch 00185 | Time(s) 0.0324 | Train Loss 0.0830 | Val Accuracy 0.6667\n", "Epoch 00186 | Time(s) 0.0324 | Train Loss 0.1247 | Val Accuracy 0.6800\n", "Epoch 00187 | Time(s) 0.0324 | Train Loss 0.0931 | Val Accuracy 0.6833\n", "Epoch 00188 | Time(s) 0.0323 | Train Loss 0.0670 | Val Accuracy 0.6900\n", "Epoch 00189 | Time(s) 0.0324 | Train Loss 0.0738 | Val Accuracy 0.6933\n", "Epoch 00190 | Time(s) 0.0323 | Train Loss 0.0672 | Val Accuracy 0.6933\n", "Epoch 00191 | Time(s) 0.0323 | Train Loss 0.1117 | Val Accuracy 0.6867\n", "Epoch 00192 | Time(s) 0.0323 | Train Loss 0.1166 | Val Accuracy 0.6900\n", "Epoch 00193 | Time(s) 0.0323 | Train Loss 0.1055 | Val Accuracy 0.6933\n", "Epoch 00194 | Time(s) 0.0323 | Train Loss 0.1552 | Val Accuracy 0.6933\n", "Epoch 00195 | Time(s) 0.0323 | Train Loss 0.0720 | Val Accuracy 0.7000\n", "Epoch 00196 | Time(s) 0.0323 | Train Loss 0.0540 | Val Accuracy 0.7033\n", "Epoch 00197 | Time(s) 0.0323 | Train Loss 0.1594 | Val Accuracy 0.7033\n", "Epoch 00198 | Time(s) 0.0324 | Train Loss 0.1094 | Val Accuracy 0.6967\n", "Epoch 00199 | Time(s) 0.0324 | Train Loss 0.1150 | Val Accuracy 0.6933\n", "Epoch 00200 | Time(s) 0.0325 | Train Loss 0.0666 | Val Accuracy 0.6933\n", "Epoch 00201 | Time(s) 0.0325 | Train Loss 0.0890 | Val Accuracy 0.6967\n", "Epoch 00202 | Time(s) 0.0325 | Train Loss 0.1232 | Val Accuracy 0.7000\n", "Epoch 00203 | Time(s) 0.0325 | Train Loss 0.1002 | Val Accuracy 0.6967\n", "Epoch 00204 | Time(s) 0.0325 | Train Loss 0.1411 | Val Accuracy 0.7000\n", "Epoch 00205 | Time(s) 0.0325 | Train Loss 0.0743 | Val Accuracy 0.7000\n", "Epoch 00206 | Time(s) 0.0324 | Train Loss 0.0868 | Val Accuracy 0.7067\n", "Epoch 00207 | Time(s) 0.0324 | Train Loss 0.0697 | Val Accuracy 0.7067\n", "Epoch 00208 | Time(s) 0.0324 | Train Loss 0.1170 | Val Accuracy 0.7067\n", "Epoch 00209 | Time(s) 0.0324 | Train Loss 0.0784 | Val Accuracy 0.7067\n", "Epoch 00210 | Time(s) 0.0324 | Train Loss 0.1013 | Val Accuracy 0.7000\n", "Epoch 00211 | Time(s) 0.0323 | Train Loss 0.1855 | Val Accuracy 0.7033\n", "Epoch 00212 | Time(s) 0.0323 | Train Loss 0.0809 | Val Accuracy 0.7000\n", "Epoch 00213 | Time(s) 0.0323 | Train Loss 0.0695 | Val Accuracy 0.7000\n", "Epoch 00214 | Time(s) 0.0323 | Train Loss 0.1139 | Val Accuracy 0.7067\n", "Epoch 00215 | Time(s) 0.0323 | Train Loss 0.0884 | Val Accuracy 0.7067\n", "Epoch 00216 | Time(s) 0.0323 | Train Loss 0.1466 | Val Accuracy 0.7067\n", "Epoch 00217 | Time(s) 0.0323 | Train Loss 0.0456 | Val Accuracy 0.7067\n", "Epoch 00218 | Time(s) 0.0323 | Train Loss 0.0444 | Val Accuracy 0.7033\n", "Epoch 00219 | Time(s) 0.0323 | Train Loss 0.0623 | Val Accuracy 0.7067\n", "Epoch 00220 | Time(s) 0.0323 | Train Loss 0.0988 | Val Accuracy 0.7133\n", "Epoch 00221 | Time(s) 0.0323 | Train Loss 0.0691 | Val Accuracy 0.7200\n", "Epoch 00222 | Time(s) 0.0323 | Train Loss 0.0909 | Val Accuracy 0.7167\n", "Epoch 00223 | Time(s) 0.0323 | Train Loss 0.0908 | Val Accuracy 0.7200\n", "Epoch 00224 | Time(s) 0.0322 | Train Loss 0.1029 | Val Accuracy 0.7233\n", "Epoch 00225 | Time(s) 0.0322 | Train Loss 0.0547 | Val Accuracy 0.7233\n", "Epoch 00226 | Time(s) 0.0322 | Train Loss 0.0729 | Val Accuracy 0.7200\n", "Epoch 00227 | Time(s) 0.0322 | Train Loss 0.0882 | Val Accuracy 0.7200\n", "Epoch 00228 | Time(s) 0.0321 | Train Loss 0.0692 | Val Accuracy 0.7200\n", "Epoch 00229 | Time(s) 0.0321 | Train Loss 0.0895 | Val Accuracy 0.7200\n", "Epoch 00230 | Time(s) 0.0321 | Train Loss 0.0578 | Val Accuracy 0.7233\n", "Epoch 00231 | Time(s) 0.0321 | Train Loss 0.1002 | Val Accuracy 0.7200\n", "Epoch 00232 | Time(s) 0.0320 | Train Loss 0.0860 | Val Accuracy 0.7167\n", "Epoch 00233 | Time(s) 0.0320 | Train Loss 0.0423 | Val Accuracy 0.7133\n", "Epoch 00234 | Time(s) 0.0320 | Train Loss 0.1385 | Val Accuracy 0.7200\n", "Epoch 00235 | Time(s) 0.0320 | Train Loss 0.1209 | Val Accuracy 0.7233\n", "Epoch 00236 | Time(s) 0.0320 | Train Loss 0.0649 | Val Accuracy 0.7267\n", "Epoch 00237 | Time(s) 0.0320 | Train Loss 0.0521 | Val Accuracy 0.7233\n", "Epoch 00238 | Time(s) 0.0319 | Train Loss 0.0492 | Val Accuracy 0.7233\n", "Epoch 00239 | Time(s) 0.0319 | Train Loss 0.0792 | Val Accuracy 0.7233\n", "Epoch 00240 | Time(s) 0.0319 | Train Loss 0.0556 | Val Accuracy 0.7233\n", "Epoch 00241 | Time(s) 0.0319 | Train Loss 0.0382 | Val Accuracy 0.7200\n", "Epoch 00242 | Time(s) 0.0319 | Train Loss 0.0947 | Val Accuracy 0.7200\n", "Epoch 00243 | Time(s) 0.0319 | Train Loss 0.0524 | Val Accuracy 0.7267\n", "Epoch 00244 | Time(s) 0.0319 | Train Loss 0.0449 | Val Accuracy 0.7200\n", "Epoch 00245 | Time(s) 0.0319 | Train Loss 0.0579 | Val Accuracy 0.7200\n", "Epoch 00246 | Time(s) 0.0319 | Train Loss 0.1111 | Val Accuracy 0.7200\n", "Epoch 00247 | Time(s) 0.0319 | Train Loss 0.0614 | Val Accuracy 0.7200\n", "Epoch 00248 | Time(s) 0.0319 | Train Loss 0.1068 | Val Accuracy 0.7233\n", "Epoch 00249 | Time(s) 0.0319 | Train Loss 0.0222 | Val Accuracy 0.7233\n", "Epoch 00250 | Time(s) 0.0319 | Train Loss 0.1009 | Val Accuracy 0.7267\n", "Epoch 00251 | Time(s) 0.0319 | Train Loss 0.0750 | Val Accuracy 0.7300\n", "Epoch 00252 | Time(s) 0.0319 | Train Loss 0.0860 | Val Accuracy 0.7300\n", "Epoch 00253 | Time(s) 0.0319 | Train Loss 0.0453 | Val Accuracy 0.7267\n", "Epoch 00254 | Time(s) 0.0319 | Train Loss 0.0765 | Val Accuracy 0.7333\n", "Epoch 00255 | Time(s) 0.0319 | Train Loss 0.0535 | Val Accuracy 0.7300\n", "Epoch 00256 | Time(s) 0.0319 | Train Loss 0.0808 | Val Accuracy 0.7300\n", "Epoch 00257 | Time(s) 0.0319 | Train Loss 0.0988 | Val Accuracy 0.7267\n", "Epoch 00258 | Time(s) 0.0319 | Train Loss 0.0651 | Val Accuracy 0.7200\n", "Epoch 00259 | Time(s) 0.0319 | Train Loss 0.0450 | Val Accuracy 0.7133\n", "Epoch 00260 | Time(s) 0.0319 | Train Loss 0.0628 | Val Accuracy 0.7200\n", "Epoch 00261 | Time(s) 0.0319 | Train Loss 0.0754 | Val Accuracy 0.7233\n", "Epoch 00262 | Time(s) 0.0319 | Train Loss 0.0456 | Val Accuracy 0.7267\n", "Epoch 00263 | Time(s) 0.0319 | Train Loss 0.0334 | Val Accuracy 0.7300\n", "Epoch 00264 | Time(s) 0.0319 | Train Loss 0.0360 | Val Accuracy 0.7333\n", "Epoch 00265 | Time(s) 0.0319 | Train Loss 0.0703 | Val Accuracy 0.7400\n", "Epoch 00266 | Time(s) 0.0319 | Train Loss 0.0280 | Val Accuracy 0.7433\n", "Epoch 00267 | Time(s) 0.0319 | Train Loss 0.0815 | Val Accuracy 0.7467\n", "Epoch 00268 | Time(s) 0.0319 | Train Loss 0.0284 | Val Accuracy 0.7467\n", "Epoch 00269 | Time(s) 0.0319 | Train Loss 0.0599 | Val Accuracy 0.7533\n", "Epoch 00270 | Time(s) 0.0319 | Train Loss 0.0465 | Val Accuracy 0.7567\n", "Epoch 00271 | Time(s) 0.0319 | Train Loss 0.0612 | Val Accuracy 0.7567\n", "Epoch 00272 | Time(s) 0.0320 | Train Loss 0.0833 | Val Accuracy 0.7500\n", "Epoch 00273 | Time(s) 0.0321 | Train Loss 0.0509 | Val Accuracy 0.7433\n", "Epoch 00274 | Time(s) 0.0321 | Train Loss 0.0620 | Val Accuracy 0.7433\n", "Epoch 00275 | Time(s) 0.0322 | Train Loss 0.0516 | Val Accuracy 0.7433\n", "Epoch 00276 | Time(s) 0.0322 | Train Loss 0.0651 | Val Accuracy 0.7367\n", "Epoch 00277 | Time(s) 0.0321 | Train Loss 0.0477 | Val Accuracy 0.7367\n", "Epoch 00278 | Time(s) 0.0321 | Train Loss 0.0753 | Val Accuracy 0.7300\n", "Epoch 00279 | Time(s) 0.0321 | Train Loss 0.0578 | Val Accuracy 0.7300\n", "Epoch 00280 | Time(s) 0.0321 | Train Loss 0.0619 | Val Accuracy 0.7333\n", "Epoch 00281 | Time(s) 0.0321 | Train Loss 0.0320 | Val Accuracy 0.7333\n", "Epoch 00282 | Time(s) 0.0321 | Train Loss 0.0338 | Val Accuracy 0.7367\n", "Epoch 00283 | Time(s) 0.0321 | Train Loss 0.0455 | Val Accuracy 0.7333\n", "Epoch 00284 | Time(s) 0.0322 | Train Loss 0.0532 | Val Accuracy 0.7300\n", "Epoch 00285 | Time(s) 0.0322 | Train Loss 0.0553 | Val Accuracy 0.7300\n", "Epoch 00286 | Time(s) 0.0322 | Train Loss 0.0807 | Val Accuracy 0.7233\n", "Epoch 00287 | Time(s) 0.0323 | Train Loss 0.0969 | Val Accuracy 0.7233\n", "Epoch 00288 | Time(s) 0.0323 | Train Loss 0.0645 | Val Accuracy 0.7300\n", "Epoch 00289 | Time(s) 0.0323 | Train Loss 0.0313 | Val Accuracy 0.7333\n", "Epoch 00290 | Time(s) 0.0324 | Train Loss 0.0529 | Val Accuracy 0.7433\n", "Epoch 00291 | Time(s) 0.0324 | Train Loss 0.0514 | Val Accuracy 0.7500\n", "Epoch 00292 | Time(s) 0.0324 | Train Loss 0.0531 | Val Accuracy 0.7500\n", "Epoch 00293 | Time(s) 0.0324 | Train Loss 0.0442 | Val Accuracy 0.7533\n", "Epoch 00294 | Time(s) 0.0324 | Train Loss 0.0854 | Val Accuracy 0.7533\n", "Epoch 00295 | Time(s) 0.0324 | Train Loss 0.1049 | Val Accuracy 0.7633\n", "Epoch 00296 | Time(s) 0.0324 | Train Loss 0.0693 | Val Accuracy 0.7533\n", "Epoch 00297 | Time(s) 0.0324 | Train Loss 0.1049 | Val Accuracy 0.7400\n", "Epoch 00298 | Time(s) 0.0324 | Train Loss 0.0257 | Val Accuracy 0.7200\n", "Epoch 00299 | Time(s) 0.0324 | Train Loss 0.0874 | Val Accuracy 0.7167\n", "Epoch 00300 | Time(s) 0.0324 | Train Loss 0.0697 | Val Accuracy 0.7167\n", "Epoch 00301 | Time(s) 0.0324 | Train Loss 0.0739 | Val Accuracy 0.7133\n", "Epoch 00302 | Time(s) 0.0324 | Train Loss 0.0417 | Val Accuracy 0.7133\n", "Epoch 00303 | Time(s) 0.0324 | Train Loss 0.0431 | Val Accuracy 0.7100\n", "Epoch 00304 | Time(s) 0.0324 | Train Loss 0.0855 | Val Accuracy 0.7167\n", "Epoch 00305 | Time(s) 0.0324 | Train Loss 0.0712 | Val Accuracy 0.7300\n", "Epoch 00306 | Time(s) 0.0324 | Train Loss 0.0978 | Val Accuracy 0.7500\n", "Epoch 00307 | Time(s) 0.0324 | Train Loss 0.0397 | Val Accuracy 0.7533\n", "Epoch 00308 | Time(s) 0.0324 | Train Loss 0.0421 | Val Accuracy 0.7567\n", "Epoch 00309 | Time(s) 0.0324 | Train Loss 0.0381 | Val Accuracy 0.7600\n", "Epoch 00310 | Time(s) 0.0324 | Train Loss 0.0733 | Val Accuracy 0.7633\n", "Epoch 00311 | Time(s) 0.0324 | Train Loss 0.0416 | Val Accuracy 0.7633\n", "Epoch 00312 | Time(s) 0.0325 | Train Loss 0.0651 | Val Accuracy 0.7633\n", "Epoch 00313 | Time(s) 0.0325 | Train Loss 0.0426 | Val Accuracy 0.7600\n", "Epoch 00314 | Time(s) 0.0326 | Train Loss 0.0584 | Val Accuracy 0.7600\n", "Epoch 00315 | Time(s) 0.0326 | Train Loss 0.0598 | Val Accuracy 0.7600\n", "Epoch 00316 | Time(s) 0.0327 | Train Loss 0.0627 | Val Accuracy 0.7633\n", "Epoch 00317 | Time(s) 0.0327 | Train Loss 0.0562 | Val Accuracy 0.7767\n", "Epoch 00318 | Time(s) 0.0328 | Train Loss 0.0626 | Val Accuracy 0.7733\n", "Epoch 00319 | Time(s) 0.0328 | Train Loss 0.0747 | Val Accuracy 0.7767\n", "Epoch 00320 | Time(s) 0.0328 | Train Loss 0.0472 | Val Accuracy 0.7800\n", "Epoch 00321 | Time(s) 0.0329 | Train Loss 0.0500 | Val Accuracy 0.7767\n", "Epoch 00322 | Time(s) 0.0329 | Train Loss 0.0675 | Val Accuracy 0.7800\n", "Epoch 00323 | Time(s) 0.0329 | Train Loss 0.0385 | Val Accuracy 0.7800\n", "Epoch 00324 | Time(s) 0.0330 | Train Loss 0.0663 | Val Accuracy 0.7800\n", "Epoch 00325 | Time(s) 0.0330 | Train Loss 0.0879 | Val Accuracy 0.7800\n", "Epoch 00326 | Time(s) 0.0330 | Train Loss 0.0477 | Val Accuracy 0.7800\n", "Epoch 00327 | Time(s) 0.0331 | Train Loss 0.0375 | Val Accuracy 0.7800\n", "Epoch 00328 | Time(s) 0.0331 | Train Loss 0.0833 | Val Accuracy 0.7800\n", "Epoch 00329 | Time(s) 0.0331 | Train Loss 0.0379 | Val Accuracy 0.7800\n", "Epoch 00330 | Time(s) 0.0331 | Train Loss 0.0273 | Val Accuracy 0.7700\n", "Epoch 00331 | Time(s) 0.0333 | Train Loss 0.1315 | Val Accuracy 0.7767\n", "Epoch 00332 | Time(s) 0.0334 | Train Loss 0.0487 | Val Accuracy 0.7767\n", "Epoch 00333 | Time(s) 0.0335 | Train Loss 0.0602 | Val Accuracy 0.7733\n", "Epoch 00334 | Time(s) 0.0336 | Train Loss 0.0372 | Val Accuracy 0.7700\n", "Epoch 00335 | Time(s) 0.0337 | Train Loss 0.0985 | Val Accuracy 0.7667\n", "Epoch 00336 | Time(s) 0.0338 | Train Loss 0.0779 | Val Accuracy 0.7700\n", "Epoch 00337 | Time(s) 0.0339 | Train Loss 0.0870 | Val Accuracy 0.7700\n", "Epoch 00338 | Time(s) 0.0339 | Train Loss 0.0535 | Val Accuracy 0.7700\n", "Epoch 00339 | Time(s) 0.0339 | Train Loss 0.0361 | Val Accuracy 0.7700\n", "Epoch 00340 | Time(s) 0.0339 | Train Loss 0.0129 | Val Accuracy 0.7733\n", "Epoch 00341 | Time(s) 0.0339 | Train Loss 0.0954 | Val Accuracy 0.7700\n", "Epoch 00342 | Time(s) 0.0339 | Train Loss 0.0672 | Val Accuracy 0.7700\n", "Epoch 00343 | Time(s) 0.0339 | Train Loss 0.0573 | Val Accuracy 0.7667\n", "Epoch 00344 | Time(s) 0.0339 | Train Loss 0.0653 | Val Accuracy 0.7633\n", "Epoch 00345 | Time(s) 0.0339 | Train Loss 0.0327 | Val Accuracy 0.7633\n", "Epoch 00346 | Time(s) 0.0339 | Train Loss 0.0426 | Val Accuracy 0.7667\n", "Epoch 00347 | Time(s) 0.0339 | Train Loss 0.0411 | Val Accuracy 0.7567\n", "Epoch 00348 | Time(s) 0.0338 | Train Loss 0.0716 | Val Accuracy 0.7600\n", "Epoch 00349 | Time(s) 0.0338 | Train Loss 0.0396 | Val Accuracy 0.7600\n", "Epoch 00350 | Time(s) 0.0338 | Train Loss 0.0397 | Val Accuracy 0.7567\n", "Epoch 00351 | Time(s) 0.0338 | Train Loss 0.0282 | Val Accuracy 0.7567\n", "Epoch 00352 | Time(s) 0.0338 | Train Loss 0.0781 | Val Accuracy 0.7533\n", "Epoch 00353 | Time(s) 0.0338 | Train Loss 0.0456 | Val Accuracy 0.7533\n", "Epoch 00354 | Time(s) 0.0338 | Train Loss 0.0419 | Val Accuracy 0.7567\n", "Epoch 00355 | Time(s) 0.0338 | Train Loss 0.0921 | Val Accuracy 0.7533\n", "Epoch 00356 | Time(s) 0.0338 | Train Loss 0.0557 | Val Accuracy 0.7533\n", "Epoch 00357 | Time(s) 0.0338 | Train Loss 0.0482 | Val Accuracy 0.7567\n", "Epoch 00358 | Time(s) 0.0338 | Train Loss 0.0400 | Val Accuracy 0.7567\n", "Epoch 00359 | Time(s) 0.0338 | Train Loss 0.0522 | Val Accuracy 0.7567\n", "Epoch 00360 | Time(s) 0.0338 | Train Loss 0.0915 | Val Accuracy 0.7633\n", "Epoch 00361 | Time(s) 0.0338 | Train Loss 0.0809 | Val Accuracy 0.7667\n", "Epoch 00362 | Time(s) 0.0337 | Train Loss 0.0685 | Val Accuracy 0.7700\n", "Epoch 00363 | Time(s) 0.0337 | Train Loss 0.0412 | Val Accuracy 0.7733\n", "Epoch 00364 | Time(s) 0.0337 | Train Loss 0.0600 | Val Accuracy 0.7800\n", "Epoch 00365 | Time(s) 0.0337 | Train Loss 0.0816 | Val Accuracy 0.7767\n", "Epoch 00366 | Time(s) 0.0337 | Train Loss 0.0722 | Val Accuracy 0.7733\n", "Epoch 00367 | Time(s) 0.0337 | Train Loss 0.0978 | Val Accuracy 0.7733\n", "Epoch 00368 | Time(s) 0.0336 | Train Loss 0.0363 | Val Accuracy 0.7733\n", "Epoch 00369 | Time(s) 0.0336 | Train Loss 0.0350 | Val Accuracy 0.7733\n", "Epoch 00370 | Time(s) 0.0337 | Train Loss 0.0577 | Val Accuracy 0.7667\n", "Epoch 00371 | Time(s) 0.0337 | Train Loss 0.0490 | Val Accuracy 0.7633\n", "Epoch 00372 | Time(s) 0.0337 | Train Loss 0.1220 | Val Accuracy 0.7667\n", "Epoch 00373 | Time(s) 0.0337 | Train Loss 0.0696 | Val Accuracy 0.7533\n", "Epoch 00374 | Time(s) 0.0337 | Train Loss 0.0723 | Val Accuracy 0.7533\n", "Epoch 00375 | Time(s) 0.0338 | Train Loss 0.1220 | Val Accuracy 0.7567\n", "Epoch 00376 | Time(s) 0.0338 | Train Loss 0.0374 | Val Accuracy 0.7567\n", "Epoch 00377 | Time(s) 0.0338 | Train Loss 0.0702 | Val Accuracy 0.7533\n", "Epoch 00378 | Time(s) 0.0338 | Train Loss 0.0928 | Val Accuracy 0.7533\n", "Epoch 00379 | Time(s) 0.0338 | Train Loss 0.0523 | Val Accuracy 0.7500\n", "Epoch 00380 | Time(s) 0.0339 | Train Loss 0.0710 | Val Accuracy 0.7500\n", "Epoch 00381 | Time(s) 0.0339 | Train Loss 0.0704 | Val Accuracy 0.7500\n", "Epoch 00382 | Time(s) 0.0339 | Train Loss 0.0577 | Val Accuracy 0.7500\n", "Epoch 00383 | Time(s) 0.0339 | Train Loss 0.0707 | Val Accuracy 0.7633\n", "Epoch 00384 | Time(s) 0.0340 | Train Loss 0.0580 | Val Accuracy 0.7667\n", "Epoch 00385 | Time(s) 0.0340 | Train Loss 0.0677 | Val Accuracy 0.7700\n", "Epoch 00386 | Time(s) 0.0340 | Train Loss 0.0571 | Val Accuracy 0.7700\n", "Epoch 00387 | Time(s) 0.0340 | Train Loss 0.0343 | Val Accuracy 0.7767\n", "Epoch 00388 | Time(s) 0.0340 | Train Loss 0.0491 | Val Accuracy 0.7800\n", "Epoch 00389 | Time(s) 0.0340 | Train Loss 0.0302 | Val Accuracy 0.7733\n", "Epoch 00390 | Time(s) 0.0340 | Train Loss 0.1066 | Val Accuracy 0.7800\n", "Epoch 00391 | Time(s) 0.0340 | Train Loss 0.0370 | Val Accuracy 0.7833\n", "Epoch 00392 | Time(s) 0.0339 | Train Loss 0.0258 | Val Accuracy 0.7800\n", "Epoch 00393 | Time(s) 0.0339 | Train Loss 0.0304 | Val Accuracy 0.7800\n", "Epoch 00394 | Time(s) 0.0339 | Train Loss 0.0883 | Val Accuracy 0.7767\n", "Epoch 00395 | Time(s) 0.0339 | Train Loss 0.0449 | Val Accuracy 0.7733\n", "Epoch 00396 | Time(s) 0.0339 | Train Loss 0.0405 | Val Accuracy 0.7733\n", "Epoch 00397 | Time(s) 0.0338 | Train Loss 0.0417 | Val Accuracy 0.7733\n", "Epoch 00398 | Time(s) 0.0338 | Train Loss 0.0853 | Val Accuracy 0.7733\n", "Epoch 00399 | Time(s) 0.0338 | Train Loss 0.0634 | Val Accuracy 0.7733\n", "Epoch 00400 | Time(s) 0.0338 | Train Loss 0.0567 | Val Accuracy 0.7733\n", "Epoch 00401 | Time(s) 0.0338 | Train Loss 0.0451 | Val Accuracy 0.7733\n", "Epoch 00402 | Time(s) 0.0337 | Train Loss 0.0627 | Val Accuracy 0.7700\n", "Epoch 00403 | Time(s) 0.0337 | Train Loss 0.0781 | Val Accuracy 0.7767\n", "Epoch 00404 | Time(s) 0.0337 | Train Loss 0.0794 | Val Accuracy 0.7733\n", "Epoch 00405 | Time(s) 0.0337 | Train Loss 0.0382 | Val Accuracy 0.7733\n", "Epoch 00406 | Time(s) 0.0337 | Train Loss 0.0408 | Val Accuracy 0.7733\n", "Epoch 00407 | Time(s) 0.0337 | Train Loss 0.0422 | Val Accuracy 0.7733\n", "Epoch 00408 | Time(s) 0.0336 | Train Loss 0.0603 | Val Accuracy 0.7733\n", "Epoch 00409 | Time(s) 0.0336 | Train Loss 0.0489 | Val Accuracy 0.7767\n", "Epoch 00410 | Time(s) 0.0336 | Train Loss 0.0255 | Val Accuracy 0.7733\n", "Epoch 00411 | Time(s) 0.0336 | Train Loss 0.0266 | Val Accuracy 0.7733\n", "Epoch 00412 | Time(s) 0.0336 | Train Loss 0.0429 | Val Accuracy 0.7733\n", "Epoch 00413 | Time(s) 0.0336 | Train Loss 0.1291 | Val Accuracy 0.7700\n", "Epoch 00414 | Time(s) 0.0336 | Train Loss 0.0266 | Val Accuracy 0.7633\n", "Epoch 00415 | Time(s) 0.0336 | Train Loss 0.0582 | Val Accuracy 0.7600\n", "Epoch 00416 | Time(s) 0.0335 | Train Loss 0.0096 | Val Accuracy 0.7633\n", "Epoch 00417 | Time(s) 0.0335 | Train Loss 0.0227 | Val Accuracy 0.7600\n", "Epoch 00418 | Time(s) 0.0335 | Train Loss 0.0324 | Val Accuracy 0.7600\n", "Epoch 00419 | Time(s) 0.0335 | Train Loss 0.0796 | Val Accuracy 0.7600\n", "Epoch 00420 | Time(s) 0.0335 | Train Loss 0.0434 | Val Accuracy 0.7567\n", "Epoch 00421 | Time(s) 0.0335 | Train Loss 0.0274 | Val Accuracy 0.7600\n", "Epoch 00422 | Time(s) 0.0335 | Train Loss 0.0459 | Val Accuracy 0.7633\n", "Epoch 00423 | Time(s) 0.0335 | Train Loss 0.0315 | Val Accuracy 0.7633\n", "Epoch 00424 | Time(s) 0.0335 | Train Loss 0.0309 | Val Accuracy 0.7633\n", "Epoch 00425 | Time(s) 0.0335 | Train Loss 0.0399 | Val Accuracy 0.7633\n", "Epoch 00426 | Time(s) 0.0335 | Train Loss 0.0855 | Val Accuracy 0.7700\n", "Epoch 00427 | Time(s) 0.0334 | Train Loss 0.0463 | Val Accuracy 0.7733\n", "Epoch 00428 | Time(s) 0.0334 | Train Loss 0.0285 | Val Accuracy 0.7733\n", "Epoch 00429 | Time(s) 0.0334 | Train Loss 0.0452 | Val Accuracy 0.7767\n", "Epoch 00430 | Time(s) 0.0334 | Train Loss 0.0338 | Val Accuracy 0.7800\n", "Epoch 00431 | Time(s) 0.0334 | Train Loss 0.1237 | Val Accuracy 0.7767\n", "Epoch 00432 | Time(s) 0.0334 | Train Loss 0.0688 | Val Accuracy 0.7800\n", "Epoch 00433 | Time(s) 0.0334 | Train Loss 0.0292 | Val Accuracy 0.7833\n", "Epoch 00434 | Time(s) 0.0334 | Train Loss 0.0913 | Val Accuracy 0.7900\n", "Epoch 00435 | Time(s) 0.0334 | Train Loss 0.0336 | Val Accuracy 0.7900\n", "Epoch 00436 | Time(s) 0.0333 | Train Loss 0.0393 | Val Accuracy 0.7967\n", "Epoch 00437 | Time(s) 0.0333 | Train Loss 0.0595 | Val Accuracy 0.8000\n", "Epoch 00438 | Time(s) 0.0333 | Train Loss 0.0331 | Val Accuracy 0.8033\n", "Epoch 00439 | Time(s) 0.0333 | Train Loss 0.0742 | Val Accuracy 0.8033\n", "Epoch 00440 | Time(s) 0.0333 | Train Loss 0.0435 | Val Accuracy 0.8033\n", "Epoch 00441 | Time(s) 0.0334 | Train Loss 0.0136 | Val Accuracy 0.7967\n", "Epoch 00442 | Time(s) 0.0335 | Train Loss 0.0597 | Val Accuracy 0.7867\n", "Epoch 00443 | Time(s) 0.0335 | Train Loss 0.0464 | Val Accuracy 0.7867\n", "Epoch 00444 | Time(s) 0.0335 | Train Loss 0.0227 | Val Accuracy 0.7833\n", "Epoch 00445 | Time(s) 0.0335 | Train Loss 0.0521 | Val Accuracy 0.7767\n", "Epoch 00446 | Time(s) 0.0335 | Train Loss 0.0325 | Val Accuracy 0.7800\n", "Epoch 00447 | Time(s) 0.0335 | Train Loss 0.0876 | Val Accuracy 0.7767\n", "Epoch 00448 | Time(s) 0.0335 | Train Loss 0.0608 | Val Accuracy 0.7767\n", "Epoch 00449 | Time(s) 0.0335 | Train Loss 0.0738 | Val Accuracy 0.7767\n", "Epoch 00450 | Time(s) 0.0335 | Train Loss 0.0419 | Val Accuracy 0.7767\n", "Epoch 00451 | Time(s) 0.0335 | Train Loss 0.0605 | Val Accuracy 0.7767\n", "Epoch 00452 | Time(s) 0.0335 | Train Loss 0.0589 | Val Accuracy 0.7767\n", "Epoch 00453 | Time(s) 0.0335 | Train Loss 0.0240 | Val Accuracy 0.7800\n", "Epoch 00454 | Time(s) 0.0335 | Train Loss 0.0280 | Val Accuracy 0.7767\n", "Epoch 00455 | Time(s) 0.0334 | Train Loss 0.0855 | Val Accuracy 0.7800\n", "Epoch 00456 | Time(s) 0.0334 | Train Loss 0.0893 | Val Accuracy 0.7767\n", "Epoch 00457 | Time(s) 0.0334 | Train Loss 0.0710 | Val Accuracy 0.7700\n", "Epoch 00458 | Time(s) 0.0334 | Train Loss 0.0473 | Val Accuracy 0.7700\n", "Epoch 00459 | Time(s) 0.0334 | Train Loss 0.0330 | Val Accuracy 0.7667\n", "Epoch 00460 | Time(s) 0.0335 | Train Loss 0.0229 | Val Accuracy 0.7667\n", "Epoch 00461 | Time(s) 0.0335 | Train Loss 0.0770 | Val Accuracy 0.7633\n", "Epoch 00462 | Time(s) 0.0336 | Train Loss 0.0744 | Val Accuracy 0.7633\n", "Epoch 00463 | Time(s) 0.0336 | Train Loss 0.0994 | Val Accuracy 0.7667\n", "Epoch 00464 | Time(s) 0.0336 | Train Loss 0.0204 | Val Accuracy 0.7700\n", "Epoch 00465 | Time(s) 0.0336 | Train Loss 0.0381 | Val Accuracy 0.7767\n", "Epoch 00466 | Time(s) 0.0336 | Train Loss 0.0450 | Val Accuracy 0.7733\n", "Epoch 00467 | Time(s) 0.0336 | Train Loss 0.0421 | Val Accuracy 0.7767\n", "Epoch 00468 | Time(s) 0.0336 | Train Loss 0.0372 | Val Accuracy 0.7667\n", "Epoch 00469 | Time(s) 0.0336 | Train Loss 0.0545 | Val Accuracy 0.7667\n", "Epoch 00470 | Time(s) 0.0336 | Train Loss 0.0559 | Val Accuracy 0.7700\n", "Epoch 00471 | Time(s) 0.0336 | Train Loss 0.0704 | Val Accuracy 0.7667\n", "Epoch 00472 | Time(s) 0.0336 | Train Loss 0.1044 | Val Accuracy 0.7733\n", "Epoch 00473 | Time(s) 0.0336 | Train Loss 0.0616 | Val Accuracy 0.7767\n", "Epoch 00474 | Time(s) 0.0336 | Train Loss 0.0263 | Val Accuracy 0.7767\n", "Epoch 00475 | Time(s) 0.0336 | Train Loss 0.0242 | Val Accuracy 0.7733\n", "Epoch 00476 | Time(s) 0.0336 | Train Loss 0.0159 | Val Accuracy 0.7733\n", "Epoch 00477 | Time(s) 0.0336 | Train Loss 0.0958 | Val Accuracy 0.7767\n", "Epoch 00478 | Time(s) 0.0336 | Train Loss 0.0501 | Val Accuracy 0.7733\n", "Epoch 00479 | Time(s) 0.0336 | Train Loss 0.0856 | Val Accuracy 0.7700\n", "Epoch 00480 | Time(s) 0.0336 | Train Loss 0.0278 | Val Accuracy 0.7733\n", "Epoch 00481 | Time(s) 0.0336 | Train Loss 0.0358 | Val Accuracy 0.7700\n", "Epoch 00482 | Time(s) 0.0336 | Train Loss 0.0268 | Val Accuracy 0.7733\n", "Epoch 00483 | Time(s) 0.0336 | Train Loss 0.0680 | Val Accuracy 0.7733\n", "Epoch 00484 | Time(s) 0.0336 | Train Loss 0.0861 | Val Accuracy 0.7700\n", "Epoch 00485 | Time(s) 0.0336 | Train Loss 0.0654 | Val Accuracy 0.7733\n", "Epoch 00486 | Time(s) 0.0336 | Train Loss 0.0529 | Val Accuracy 0.7767\n", "Epoch 00487 | Time(s) 0.0336 | Train Loss 0.0508 | Val Accuracy 0.7767\n", "Epoch 00488 | Time(s) 0.0336 | Train Loss 0.0361 | Val Accuracy 0.7733\n", "Epoch 00489 | Time(s) 0.0336 | Train Loss 0.0627 | Val Accuracy 0.7733\n", "Epoch 00490 | Time(s) 0.0336 | Train Loss 0.0225 | Val Accuracy 0.7733\n", "Epoch 00491 | Time(s) 0.0336 | Train Loss 0.0431 | Val Accuracy 0.7700\n", "Epoch 00492 | Time(s) 0.0337 | Train Loss 0.0213 | Val Accuracy 0.7667\n", "Epoch 00493 | Time(s) 0.0337 | Train Loss 0.0211 | Val Accuracy 0.7633\n", "Epoch 00494 | Time(s) 0.0338 | Train Loss 0.0507 | Val Accuracy 0.7633\n", "Epoch 00495 | Time(s) 0.0338 | Train Loss 0.0869 | Val Accuracy 0.7633\n", "Epoch 00496 | Time(s) 0.0339 | Train Loss 0.0601 | Val Accuracy 0.7667\n", "Epoch 00497 | Time(s) 0.0339 | Train Loss 0.0509 | Val Accuracy 0.7700\n", "Epoch 00498 | Time(s) 0.0339 | Train Loss 0.0534 | Val Accuracy 0.7667\n", "Epoch 00499 | Time(s) 0.0339 | Train Loss 0.0317 | Val Accuracy 0.7667\n", "Epoch 00500 | Time(s) 0.0339 | Train Loss 0.0462 | Val Accuracy 0.7667\n", "Epoch 00501 | Time(s) 0.0339 | Train Loss 0.0431 | Val Accuracy 0.7633\n", "Epoch 00502 | Time(s) 0.0339 | Train Loss 0.0214 | Val Accuracy 0.7633\n", "Epoch 00503 | Time(s) 0.0339 | Train Loss 0.0472 | Val Accuracy 0.7633\n", "Epoch 00504 | Time(s) 0.0339 | Train Loss 0.0716 | Val Accuracy 0.7733\n", "Epoch 00505 | Time(s) 0.0339 | Train Loss 0.0277 | Val Accuracy 0.7800\n", "Epoch 00506 | Time(s) 0.0339 | Train Loss 0.0351 | Val Accuracy 0.7833\n", "Epoch 00507 | Time(s) 0.0339 | Train Loss 0.0133 | Val Accuracy 0.7867\n", "Epoch 00508 | Time(s) 0.0339 | Train Loss 0.0355 | Val Accuracy 0.7900\n", "Epoch 00509 | Time(s) 0.0339 | Train Loss 0.0362 | Val Accuracy 0.7900\n", "Epoch 00510 | Time(s) 0.0339 | Train Loss 0.0599 | Val Accuracy 0.8000\n", "Epoch 00511 | Time(s) 0.0339 | Train Loss 0.0764 | Val Accuracy 0.8000\n", "Epoch 00512 | Time(s) 0.0339 | Train Loss 0.0389 | Val Accuracy 0.8000\n", "Epoch 00513 | Time(s) 0.0340 | Train Loss 0.0137 | Val Accuracy 0.8033\n", "Epoch 00514 | Time(s) 0.0340 | Train Loss 0.0226 | Val Accuracy 0.8000\n", "Epoch 00515 | Time(s) 0.0340 | Train Loss 0.0396 | Val Accuracy 0.7967\n", "Epoch 00516 | Time(s) 0.0340 | Train Loss 0.0218 | Val Accuracy 0.7933\n", "Epoch 00517 | Time(s) 0.0340 | Train Loss 0.0312 | Val Accuracy 0.7933\n", "Epoch 00518 | Time(s) 0.0340 | Train Loss 0.0333 | Val Accuracy 0.8000\n", "Epoch 00519 | Time(s) 0.0340 | Train Loss 0.0575 | Val Accuracy 0.7933\n", "Epoch 00520 | Time(s) 0.0340 | Train Loss 0.0314 | Val Accuracy 0.7933\n", "Epoch 00521 | Time(s) 0.0340 | Train Loss 0.0488 | Val Accuracy 0.7867\n", "Epoch 00522 | Time(s) 0.0341 | Train Loss 0.0547 | Val Accuracy 0.7867\n", "Epoch 00523 | Time(s) 0.0341 | Train Loss 0.0817 | Val Accuracy 0.7767\n", "Epoch 00524 | Time(s) 0.0341 | Train Loss 0.0291 | Val Accuracy 0.7733\n", "Epoch 00525 | Time(s) 0.0341 | Train Loss 0.0181 | Val Accuracy 0.7800\n", "Epoch 00526 | Time(s) 0.0341 | Train Loss 0.0298 | Val Accuracy 0.7800\n", "Epoch 00527 | Time(s) 0.0341 | Train Loss 0.0572 | Val Accuracy 0.7767\n", "Epoch 00528 | Time(s) 0.0340 | Train Loss 0.0508 | Val Accuracy 0.7767\n", "Epoch 00529 | Time(s) 0.0340 | Train Loss 0.0233 | Val Accuracy 0.7733\n", "Epoch 00530 | Time(s) 0.0340 | Train Loss 0.0189 | Val Accuracy 0.7733\n", "Epoch 00531 | Time(s) 0.0340 | Train Loss 0.0465 | Val Accuracy 0.7733\n", "Epoch 00532 | Time(s) 0.0340 | Train Loss 0.0376 | Val Accuracy 0.7733\n", "Epoch 00533 | Time(s) 0.0340 | Train Loss 0.0378 | Val Accuracy 0.7700\n", "Epoch 00534 | Time(s) 0.0340 | Train Loss 0.0338 | Val Accuracy 0.7700\n", "Epoch 00535 | Time(s) 0.0340 | Train Loss 0.0167 | Val Accuracy 0.7667\n", "Epoch 00536 | Time(s) 0.0340 | Train Loss 0.0265 | Val Accuracy 0.7700\n", "Epoch 00537 | Time(s) 0.0340 | Train Loss 0.0350 | Val Accuracy 0.7633\n", "Epoch 00538 | Time(s) 0.0340 | Train Loss 0.0407 | Val Accuracy 0.7633\n", "Epoch 00539 | Time(s) 0.0340 | Train Loss 0.0125 | Val Accuracy 0.7667\n", "Epoch 00540 | Time(s) 0.0340 | Train Loss 0.0733 | Val Accuracy 0.7633\n", "Epoch 00541 | Time(s) 0.0340 | Train Loss 0.0337 | Val Accuracy 0.7667\n", "Epoch 00542 | Time(s) 0.0339 | Train Loss 0.0192 | Val Accuracy 0.7667\n", "Epoch 00543 | Time(s) 0.0339 | Train Loss 0.0341 | Val Accuracy 0.7667\n", "Epoch 00544 | Time(s) 0.0339 | Train Loss 0.0805 | Val Accuracy 0.7700\n", "Epoch 00545 | Time(s) 0.0340 | Train Loss 0.0346 | Val Accuracy 0.7733\n", "Epoch 00546 | Time(s) 0.0340 | Train Loss 0.0261 | Val Accuracy 0.7800\n", "Epoch 00547 | Time(s) 0.0340 | Train Loss 0.0261 | Val Accuracy 0.7800\n", "Epoch 00548 | Time(s) 0.0340 | Train Loss 0.0353 | Val Accuracy 0.7900\n", "Epoch 00549 | Time(s) 0.0340 | Train Loss 0.0210 | Val Accuracy 0.7900\n", "Epoch 00550 | Time(s) 0.0340 | Train Loss 0.0360 | Val Accuracy 0.7933\n", "Epoch 00551 | Time(s) 0.0340 | Train Loss 0.0476 | Val Accuracy 0.7967\n", "Epoch 00552 | Time(s) 0.0339 | Train Loss 0.0283 | Val Accuracy 0.7900\n", "Epoch 00553 | Time(s) 0.0339 | Train Loss 0.0456 | Val Accuracy 0.7933\n", "Epoch 00554 | Time(s) 0.0339 | Train Loss 0.0232 | Val Accuracy 0.7933\n", "Epoch 00555 | Time(s) 0.0339 | Train Loss 0.0397 | Val Accuracy 0.7833\n", "Epoch 00556 | Time(s) 0.0339 | Train Loss 0.0317 | Val Accuracy 0.7933\n", "Epoch 00557 | Time(s) 0.0339 | Train Loss 0.0324 | Val Accuracy 0.7867\n", "Epoch 00558 | Time(s) 0.0339 | Train Loss 0.0930 | Val Accuracy 0.7800\n", "Epoch 00559 | Time(s) 0.0339 | Train Loss 0.0144 | Val Accuracy 0.7767\n", "Epoch 00560 | Time(s) 0.0339 | Train Loss 0.0638 | Val Accuracy 0.7733\n", "Epoch 00561 | Time(s) 0.0339 | Train Loss 0.0327 | Val Accuracy 0.7733\n", "Epoch 00562 | Time(s) 0.0339 | Train Loss 0.0353 | Val Accuracy 0.7733\n", "Epoch 00563 | Time(s) 0.0339 | Train Loss 0.0139 | Val Accuracy 0.7700\n", "Epoch 00564 | Time(s) 0.0339 | Train Loss 0.0261 | Val Accuracy 0.7667\n", "Epoch 00565 | Time(s) 0.0339 | Train Loss 0.0430 | Val Accuracy 0.7667\n", "Epoch 00566 | Time(s) 0.0339 | Train Loss 0.0485 | Val Accuracy 0.7633\n", "Epoch 00567 | Time(s) 0.0339 | Train Loss 0.0812 | Val Accuracy 0.7600\n", "Epoch 00568 | Time(s) 0.0339 | Train Loss 0.0268 | Val Accuracy 0.7633\n", "Epoch 00569 | Time(s) 0.0339 | Train Loss 0.0837 | Val Accuracy 0.7633\n", "Epoch 00570 | Time(s) 0.0339 | Train Loss 0.1128 | Val Accuracy 0.7600\n", "Epoch 00571 | Time(s) 0.0339 | Train Loss 0.0200 | Val Accuracy 0.7600\n", "Epoch 00572 | Time(s) 0.0339 | Train Loss 0.0740 | Val Accuracy 0.7567\n", "Epoch 00573 | Time(s) 0.0339 | Train Loss 0.0085 | Val Accuracy 0.7567\n", "Epoch 00574 | Time(s) 0.0339 | Train Loss 0.0126 | Val Accuracy 0.7567\n", "Epoch 00575 | Time(s) 0.0338 | Train Loss 0.0587 | Val Accuracy 0.7633\n", "Epoch 00576 | Time(s) 0.0338 | Train Loss 0.0635 | Val Accuracy 0.7700\n", "Epoch 00577 | Time(s) 0.0338 | Train Loss 0.0260 | Val Accuracy 0.7700\n", "Epoch 00578 | Time(s) 0.0338 | Train Loss 0.0917 | Val Accuracy 0.7700\n", "Epoch 00579 | Time(s) 0.0338 | Train Loss 0.0433 | Val Accuracy 0.7667\n", "Epoch 00580 | Time(s) 0.0338 | Train Loss 0.0572 | Val Accuracy 0.7667\n", "Epoch 00581 | Time(s) 0.0338 | Train Loss 0.0162 | Val Accuracy 0.7667\n", "Epoch 00582 | Time(s) 0.0338 | Train Loss 0.0307 | Val Accuracy 0.7800\n", "Epoch 00583 | Time(s) 0.0338 | Train Loss 0.0268 | Val Accuracy 0.7800\n", "Epoch 00584 | Time(s) 0.0338 | Train Loss 0.0415 | Val Accuracy 0.7800\n", "Epoch 00585 | Time(s) 0.0338 | Train Loss 0.0260 | Val Accuracy 0.7800\n", "Epoch 00586 | Time(s) 0.0338 | Train Loss 0.0390 | Val Accuracy 0.7800\n", "Epoch 00587 | Time(s) 0.0337 | Train Loss 0.0544 | Val Accuracy 0.7800\n", "Epoch 00588 | Time(s) 0.0338 | Train Loss 0.0237 | Val Accuracy 0.7767\n", "Epoch 00589 | Time(s) 0.0338 | Train Loss 0.0349 | Val Accuracy 0.7767\n", "Epoch 00590 | Time(s) 0.0338 | Train Loss 0.0094 | Val Accuracy 0.7733\n", "Epoch 00591 | Time(s) 0.0338 | Train Loss 0.0127 | Val Accuracy 0.7733\n", "Epoch 00592 | Time(s) 0.0338 | Train Loss 0.0377 | Val Accuracy 0.7700\n", "Epoch 00593 | Time(s) 0.0338 | Train Loss 0.0613 | Val Accuracy 0.7767\n", "Epoch 00594 | Time(s) 0.0338 | Train Loss 0.0508 | Val Accuracy 0.7833\n", "Epoch 00595 | Time(s) 0.0338 | Train Loss 0.0421 | Val Accuracy 0.7800\n", "Epoch 00596 | Time(s) 0.0338 | Train Loss 0.0409 | Val Accuracy 0.7767\n", "Epoch 00597 | Time(s) 0.0337 | Train Loss 0.0126 | Val Accuracy 0.7800\n", "Epoch 00598 | Time(s) 0.0337 | Train Loss 0.0489 | Val Accuracy 0.7833\n", "Epoch 00599 | Time(s) 0.0337 | Train Loss 0.0238 | Val Accuracy 0.7867\n", "Epoch 00600 | Time(s) 0.0337 | Train Loss 0.0429 | Val Accuracy 0.7867\n", "Epoch 00601 | Time(s) 0.0337 | Train Loss 0.0262 | Val Accuracy 0.7867\n", "Epoch 00602 | Time(s) 0.0337 | Train Loss 0.0146 | Val Accuracy 0.7900\n", "Epoch 00603 | Time(s) 0.0337 | Train Loss 0.0431 | Val Accuracy 0.7900\n", "Epoch 00604 | Time(s) 0.0337 | Train Loss 0.0254 | Val Accuracy 0.7967\n", "Epoch 00605 | Time(s) 0.0337 | Train Loss 0.0893 | Val Accuracy 0.7933\n", "Epoch 00606 | Time(s) 0.0337 | Train Loss 0.0055 | Val Accuracy 0.8000\n", "Epoch 00607 | Time(s) 0.0337 | Train Loss 0.0687 | Val Accuracy 0.8000\n", "Epoch 00608 | Time(s) 0.0337 | Train Loss 0.0683 | Val Accuracy 0.8067\n", "Epoch 00609 | Time(s) 0.0337 | Train Loss 0.0226 | Val Accuracy 0.8000\n", "Epoch 00610 | Time(s) 0.0337 | Train Loss 0.0396 | Val Accuracy 0.8000\n", "Epoch 00611 | Time(s) 0.0337 | Train Loss 0.0451 | Val Accuracy 0.7967\n", "Epoch 00612 | Time(s) 0.0337 | Train Loss 0.0119 | Val Accuracy 0.7933\n", "Epoch 00613 | Time(s) 0.0337 | Train Loss 0.0399 | Val Accuracy 0.7933\n", "Epoch 00614 | Time(s) 0.0337 | Train Loss 0.0349 | Val Accuracy 0.7933\n", "Epoch 00615 | Time(s) 0.0337 | Train Loss 0.0446 | Val Accuracy 0.7867\n", "Epoch 00616 | Time(s) 0.0337 | Train Loss 0.0532 | Val Accuracy 0.7867\n", "Epoch 00617 | Time(s) 0.0337 | Train Loss 0.0339 | Val Accuracy 0.7867\n", "Epoch 00618 | Time(s) 0.0337 | Train Loss 0.0627 | Val Accuracy 0.7867\n", "Epoch 00619 | Time(s) 0.0337 | Train Loss 0.0201 | Val Accuracy 0.7833\n", "Epoch 00620 | Time(s) 0.0337 | Train Loss 0.0456 | Val Accuracy 0.7867\n", "Epoch 00621 | Time(s) 0.0337 | Train Loss 0.0473 | Val Accuracy 0.7867\n", "Epoch 00622 | Time(s) 0.0337 | Train Loss 0.0164 | Val Accuracy 0.7900\n", "Epoch 00623 | Time(s) 0.0337 | Train Loss 0.0317 | Val Accuracy 0.7933\n", "Epoch 00624 | Time(s) 0.0337 | Train Loss 0.0619 | Val Accuracy 0.7933\n", "Epoch 00625 | Time(s) 0.0337 | Train Loss 0.0376 | Val Accuracy 0.7967\n", "Epoch 00626 | Time(s) 0.0337 | Train Loss 0.0669 | Val Accuracy 0.7967\n", "Epoch 00627 | Time(s) 0.0337 | Train Loss 0.0129 | Val Accuracy 0.8000\n", "Epoch 00628 | Time(s) 0.0337 | Train Loss 0.0250 | Val Accuracy 0.8067\n", "Epoch 00629 | Time(s) 0.0337 | Train Loss 0.0644 | Val Accuracy 0.8067\n", "Epoch 00630 | Time(s) 0.0337 | Train Loss 0.0836 | Val Accuracy 0.8133\n", "Epoch 00631 | Time(s) 0.0337 | Train Loss 0.0651 | Val Accuracy 0.8233\n", "Epoch 00632 | Time(s) 0.0337 | Train Loss 0.0379 | Val Accuracy 0.8167\n", "Epoch 00633 | Time(s) 0.0337 | Train Loss 0.0946 | Val Accuracy 0.8167\n", "Epoch 00634 | Time(s) 0.0337 | Train Loss 0.0760 | Val Accuracy 0.8167\n", "Epoch 00635 | Time(s) 0.0337 | Train Loss 0.0358 | Val Accuracy 0.8133\n", "Epoch 00636 | Time(s) 0.0336 | Train Loss 0.0401 | Val Accuracy 0.8033\n", "Epoch 00637 | Time(s) 0.0337 | Train Loss 0.0478 | Val Accuracy 0.7967\n", "Epoch 00638 | Time(s) 0.0336 | Train Loss 0.0265 | Val Accuracy 0.8000\n", "Epoch 00639 | Time(s) 0.0336 | Train Loss 0.0244 | Val Accuracy 0.7967\n", "Epoch 00640 | Time(s) 0.0336 | Train Loss 0.0276 | Val Accuracy 0.7967\n", "Epoch 00641 | Time(s) 0.0336 | Train Loss 0.0194 | Val Accuracy 0.7967\n", "Epoch 00642 | Time(s) 0.0336 | Train Loss 0.0164 | Val Accuracy 0.8000\n", "Epoch 00643 | Time(s) 0.0336 | Train Loss 0.0533 | Val Accuracy 0.8000\n", "Epoch 00644 | Time(s) 0.0336 | Train Loss 0.0274 | Val Accuracy 0.7967\n", "Epoch 00645 | Time(s) 0.0336 | Train Loss 0.0592 | Val Accuracy 0.7967\n", "Epoch 00646 | Time(s) 0.0336 | Train Loss 0.0329 | Val Accuracy 0.8033\n", "Epoch 00647 | Time(s) 0.0336 | Train Loss 0.0271 | Val Accuracy 0.7967\n", "Epoch 00648 | Time(s) 0.0336 | Train Loss 0.0552 | Val Accuracy 0.7967\n", "Epoch 00649 | Time(s) 0.0336 | Train Loss 0.0220 | Val Accuracy 0.8000\n", "Epoch 00650 | Time(s) 0.0336 | Train Loss 0.0911 | Val Accuracy 0.7933\n", "Epoch 00651 | Time(s) 0.0336 | Train Loss 0.0456 | Val Accuracy 0.8067\n", "Epoch 00652 | Time(s) 0.0336 | Train Loss 0.1064 | Val Accuracy 0.8133\n", "Epoch 00653 | Time(s) 0.0336 | Train Loss 0.0344 | Val Accuracy 0.8100\n", "Epoch 00654 | Time(s) 0.0336 | Train Loss 0.1392 | Val Accuracy 0.8100\n", "Epoch 00655 | Time(s) 0.0336 | Train Loss 0.0951 | Val Accuracy 0.8133\n", "Epoch 00656 | Time(s) 0.0336 | Train Loss 0.0133 | Val Accuracy 0.8133\n", "Epoch 00657 | Time(s) 0.0336 | Train Loss 0.0794 | Val Accuracy 0.8100\n", "Epoch 00658 | Time(s) 0.0336 | Train Loss 0.0833 | Val Accuracy 0.8033\n", "Epoch 00659 | Time(s) 0.0336 | Train Loss 0.0949 | Val Accuracy 0.7933\n", "Epoch 00660 | Time(s) 0.0336 | Train Loss 0.0423 | Val Accuracy 0.7900\n", "Epoch 00661 | Time(s) 0.0336 | Train Loss 0.0320 | Val Accuracy 0.7933\n", "Epoch 00662 | Time(s) 0.0336 | Train Loss 0.0408 | Val Accuracy 0.7833\n", "Epoch 00663 | Time(s) 0.0336 | Train Loss 0.0329 | Val Accuracy 0.7767\n", "Epoch 00664 | Time(s) 0.0336 | Train Loss 0.0801 | Val Accuracy 0.7767\n", "Epoch 00665 | Time(s) 0.0336 | Train Loss 0.1009 | Val Accuracy 0.7733\n", "Epoch 00666 | Time(s) 0.0335 | Train Loss 0.0382 | Val Accuracy 0.7733\n", "Epoch 00667 | Time(s) 0.0335 | Train Loss 0.0486 | Val Accuracy 0.7767\n", "Epoch 00668 | Time(s) 0.0336 | Train Loss 0.0221 | Val Accuracy 0.7767\n", "Epoch 00669 | Time(s) 0.0335 | Train Loss 0.0348 | Val Accuracy 0.7867\n", "Epoch 00670 | Time(s) 0.0335 | Train Loss 0.1380 | Val Accuracy 0.7867\n", "Epoch 00671 | Time(s) 0.0335 | Train Loss 0.0734 | Val Accuracy 0.7767\n", "Epoch 00672 | Time(s) 0.0336 | Train Loss 0.0325 | Val Accuracy 0.7900\n", "Epoch 00673 | Time(s) 0.0336 | Train Loss 0.0328 | Val Accuracy 0.7900\n", "Epoch 00674 | Time(s) 0.0336 | Train Loss 0.0391 | Val Accuracy 0.7900\n", "Epoch 00675 | Time(s) 0.0335 | Train Loss 0.0612 | Val Accuracy 0.7833\n", "Epoch 00676 | Time(s) 0.0335 | Train Loss 0.0572 | Val Accuracy 0.7867\n", "Epoch 00677 | Time(s) 0.0335 | Train Loss 0.0750 | Val Accuracy 0.7833\n", "Epoch 00678 | Time(s) 0.0335 | Train Loss 0.0489 | Val Accuracy 0.7933\n", "Epoch 00679 | Time(s) 0.0335 | Train Loss 0.0563 | Val Accuracy 0.7967\n", "Epoch 00680 | Time(s) 0.0335 | Train Loss 0.0832 | Val Accuracy 0.7900\n", "Epoch 00681 | Time(s) 0.0335 | Train Loss 0.0813 | Val Accuracy 0.7933\n", "Epoch 00682 | Time(s) 0.0335 | Train Loss 0.0542 | Val Accuracy 0.7867\n", "Epoch 00683 | Time(s) 0.0335 | Train Loss 0.0947 | Val Accuracy 0.7900\n", "Epoch 00684 | Time(s) 0.0335 | Train Loss 0.0530 | Val Accuracy 0.7933\n", "Epoch 00685 | Time(s) 0.0335 | Train Loss 0.0466 | Val Accuracy 0.7933\n", "Epoch 00686 | Time(s) 0.0335 | Train Loss 0.0188 | Val Accuracy 0.7867\n", "Epoch 00687 | Time(s) 0.0335 | Train Loss 0.0674 | Val Accuracy 0.7733\n", "Epoch 00688 | Time(s) 0.0335 | Train Loss 0.0556 | Val Accuracy 0.7900\n", "Epoch 00689 | Time(s) 0.0335 | Train Loss 0.0606 | Val Accuracy 0.7900\n", "Epoch 00690 | Time(s) 0.0335 | Train Loss 0.0841 | Val Accuracy 0.7933\n", "Epoch 00691 | Time(s) 0.0335 | Train Loss 0.0400 | Val Accuracy 0.8000\n", "Epoch 00692 | Time(s) 0.0335 | Train Loss 0.0517 | Val Accuracy 0.7933\n", "Epoch 00693 | Time(s) 0.0335 | Train Loss 0.0322 | Val Accuracy 0.7933\n", "Epoch 00694 | Time(s) 0.0335 | Train Loss 0.0627 | Val Accuracy 0.7933\n", "Epoch 00695 | Time(s) 0.0335 | Train Loss 0.0664 | Val Accuracy 0.7833\n", "Epoch 00696 | Time(s) 0.0334 | Train Loss 0.0164 | Val Accuracy 0.7867\n", "Epoch 00697 | Time(s) 0.0334 | Train Loss 0.0463 | Val Accuracy 0.7833\n", "Epoch 00698 | Time(s) 0.0334 | Train Loss 0.0149 | Val Accuracy 0.7867\n", "Epoch 00699 | Time(s) 0.0334 | Train Loss 0.0244 | Val Accuracy 0.7833\n", "Epoch 00700 | Time(s) 0.0334 | Train Loss 0.0467 | Val Accuracy 0.7800\n", "Epoch 00701 | Time(s) 0.0334 | Train Loss 0.0244 | Val Accuracy 0.7800\n", "Epoch 00702 | Time(s) 0.0334 | Train Loss 0.1103 | Val Accuracy 0.7800\n", "Epoch 00703 | Time(s) 0.0334 | Train Loss 0.0605 | Val Accuracy 0.7833\n", "Epoch 00704 | Time(s) 0.0334 | Train Loss 0.1249 | Val Accuracy 0.7967\n", "Epoch 00705 | Time(s) 0.0334 | Train Loss 0.0273 | Val Accuracy 0.8100\n", "Epoch 00706 | Time(s) 0.0334 | Train Loss 0.0342 | Val Accuracy 0.8067\n", "Epoch 00707 | Time(s) 0.0334 | Train Loss 0.0292 | Val Accuracy 0.8033\n", "Epoch 00708 | Time(s) 0.0334 | Train Loss 0.0087 | Val Accuracy 0.8133\n", "Epoch 00709 | Time(s) 0.0334 | Train Loss 0.0764 | Val Accuracy 0.8133\n", "Epoch 00710 | Time(s) 0.0333 | Train Loss 0.0192 | Val Accuracy 0.8100\n", "Epoch 00711 | Time(s) 0.0333 | Train Loss 0.1317 | Val Accuracy 0.8067\n", "Epoch 00712 | Time(s) 0.0333 | Train Loss 0.0171 | Val Accuracy 0.8033\n", "Epoch 00713 | Time(s) 0.0333 | Train Loss 0.0455 | Val Accuracy 0.8033\n", "Epoch 00714 | Time(s) 0.0333 | Train Loss 0.0884 | Val Accuracy 0.8067\n", "Epoch 00715 | Time(s) 0.0333 | Train Loss 0.0520 | Val Accuracy 0.8033\n", "Epoch 00716 | Time(s) 0.0333 | Train Loss 0.0291 | Val Accuracy 0.8033\n", "Epoch 00717 | Time(s) 0.0333 | Train Loss 0.0340 | Val Accuracy 0.8000\n", "Epoch 00718 | Time(s) 0.0333 | Train Loss 0.0555 | Val Accuracy 0.7967\n", "Epoch 00719 | Time(s) 0.0333 | Train Loss 0.0406 | Val Accuracy 0.7967\n", "Epoch 00720 | Time(s) 0.0333 | Train Loss 0.0819 | Val Accuracy 0.8000\n", "Epoch 00721 | Time(s) 0.0333 | Train Loss 0.0233 | Val Accuracy 0.8000\n", "Epoch 00722 | Time(s) 0.0333 | Train Loss 0.0852 | Val Accuracy 0.7967\n", "Epoch 00723 | Time(s) 0.0333 | Train Loss 0.0244 | Val Accuracy 0.7967\n", "Epoch 00724 | Time(s) 0.0333 | Train Loss 0.0835 | Val Accuracy 0.7967\n", "Epoch 00725 | Time(s) 0.0333 | Train Loss 0.0754 | Val Accuracy 0.7967\n", "Epoch 00726 | Time(s) 0.0333 | Train Loss 0.0975 | Val Accuracy 0.8033\n", "Epoch 00727 | Time(s) 0.0333 | Train Loss 0.0508 | Val Accuracy 0.8100\n", "Epoch 00728 | Time(s) 0.0332 | Train Loss 0.0444 | Val Accuracy 0.8033\n", "Epoch 00729 | Time(s) 0.0332 | Train Loss 0.0350 | Val Accuracy 0.8000\n", "Epoch 00730 | Time(s) 0.0332 | Train Loss 0.0176 | Val Accuracy 0.8067\n", "Epoch 00731 | Time(s) 0.0332 | Train Loss 0.0236 | Val Accuracy 0.8033\n", "Epoch 00732 | Time(s) 0.0332 | Train Loss 0.0855 | Val Accuracy 0.8033\n", "Epoch 00733 | Time(s) 0.0332 | Train Loss 0.0854 | Val Accuracy 0.8067\n", "Epoch 00734 | Time(s) 0.0332 | Train Loss 0.0086 | Val Accuracy 0.8033\n", "Epoch 00735 | Time(s) 0.0332 | Train Loss 0.0193 | Val Accuracy 0.8133\n", "Epoch 00736 | Time(s) 0.0332 | Train Loss 0.0129 | Val Accuracy 0.8100\n", "Epoch 00737 | Time(s) 0.0332 | Train Loss 0.0406 | Val Accuracy 0.8133\n", "Epoch 00738 | Time(s) 0.0332 | Train Loss 0.0507 | Val Accuracy 0.8100\n", "Epoch 00739 | Time(s) 0.0332 | Train Loss 0.0123 | Val Accuracy 0.8133\n", "Epoch 00740 | Time(s) 0.0332 | Train Loss 0.0435 | Val Accuracy 0.8167\n", "Epoch 00741 | Time(s) 0.0332 | Train Loss 0.0401 | Val Accuracy 0.8100\n", "Epoch 00742 | Time(s) 0.0332 | Train Loss 0.0701 | Val Accuracy 0.8133\n", "Epoch 00743 | Time(s) 0.0332 | Train Loss 0.0470 | Val Accuracy 0.8033\n", "Epoch 00744 | Time(s) 0.0332 | Train Loss 0.0331 | Val Accuracy 0.8000\n", "Epoch 00745 | Time(s) 0.0332 | Train Loss 0.0319 | Val Accuracy 0.7967\n", "Epoch 00746 | Time(s) 0.0332 | Train Loss 0.0333 | Val Accuracy 0.7900\n", "Epoch 00747 | Time(s) 0.0332 | Train Loss 0.0602 | Val Accuracy 0.7967\n", "Epoch 00748 | Time(s) 0.0331 | Train Loss 0.0548 | Val Accuracy 0.8000\n", "Epoch 00749 | Time(s) 0.0331 | Train Loss 0.0369 | Val Accuracy 0.7933\n", "Epoch 00750 | Time(s) 0.0331 | Train Loss 0.0253 | Val Accuracy 0.7900\n", "Epoch 00751 | Time(s) 0.0331 | Train Loss 0.0437 | Val Accuracy 0.7867\n", "Epoch 00752 | Time(s) 0.0331 | Train Loss 0.0300 | Val Accuracy 0.7900\n", "Epoch 00753 | Time(s) 0.0331 | Train Loss 0.0542 | Val Accuracy 0.7933\n", "Epoch 00754 | Time(s) 0.0331 | Train Loss 0.0183 | Val Accuracy 0.7933\n", "Epoch 00755 | Time(s) 0.0331 | Train Loss 0.1230 | Val Accuracy 0.7967\n", "Epoch 00756 | Time(s) 0.0331 | Train Loss 0.0332 | Val Accuracy 0.7967\n", "Epoch 00757 | Time(s) 0.0331 | Train Loss 0.0601 | Val Accuracy 0.7933\n", "Epoch 00758 | Time(s) 0.0331 | Train Loss 0.0490 | Val Accuracy 0.7933\n", "Epoch 00759 | Time(s) 0.0331 | Train Loss 0.0570 | Val Accuracy 0.7967\n", "Epoch 00760 | Time(s) 0.0331 | Train Loss 0.0461 | Val Accuracy 0.8033\n", "Epoch 00761 | Time(s) 0.0331 | Train Loss 0.0643 | Val Accuracy 0.8067\n", "Epoch 00762 | Time(s) 0.0331 | Train Loss 0.0379 | Val Accuracy 0.8067\n", "Epoch 00763 | Time(s) 0.0331 | Train Loss 0.0195 | Val Accuracy 0.8067\n", "Epoch 00764 | Time(s) 0.0331 | Train Loss 0.0393 | Val Accuracy 0.8033\n", "Epoch 00765 | Time(s) 0.0331 | Train Loss 0.0462 | Val Accuracy 0.8067\n", "Epoch 00766 | Time(s) 0.0331 | Train Loss 0.0692 | Val Accuracy 0.8067\n", "Epoch 00767 | Time(s) 0.0331 | Train Loss 0.0739 | Val Accuracy 0.8067\n", "Epoch 00768 | Time(s) 0.0332 | Train Loss 0.0718 | Val Accuracy 0.8100\n", "Epoch 00769 | Time(s) 0.0332 | Train Loss 0.0551 | Val Accuracy 0.8100\n", "Epoch 00770 | Time(s) 0.0332 | Train Loss 0.0597 | Val Accuracy 0.8067\n", "Epoch 00771 | Time(s) 0.0332 | Train Loss 0.1067 | Val Accuracy 0.8033\n", "Epoch 00772 | Time(s) 0.0333 | Train Loss 0.0371 | Val Accuracy 0.8067\n", "Epoch 00773 | Time(s) 0.0333 | Train Loss 0.0329 | Val Accuracy 0.8067\n", "Epoch 00774 | Time(s) 0.0333 | Train Loss 0.0524 | Val Accuracy 0.8067\n", "Epoch 00775 | Time(s) 0.0333 | Train Loss 0.1609 | Val Accuracy 0.8133\n", "Epoch 00776 | Time(s) 0.0333 | Train Loss 0.0572 | Val Accuracy 0.8033\n", "Epoch 00777 | Time(s) 0.0333 | Train Loss 0.0525 | Val Accuracy 0.8000\n", "Epoch 00778 | Time(s) 0.0333 | Train Loss 0.0134 | Val Accuracy 0.7967\n", "Epoch 00779 | Time(s) 0.0333 | Train Loss 0.0925 | Val Accuracy 0.8000\n", "Epoch 00780 | Time(s) 0.0333 | Train Loss 0.0207 | Val Accuracy 0.7967\n", "Epoch 00781 | Time(s) 0.0333 | Train Loss 0.0559 | Val Accuracy 0.7933\n", "Epoch 00782 | Time(s) 0.0333 | Train Loss 0.0198 | Val Accuracy 0.7933\n", "Epoch 00783 | Time(s) 0.0333 | Train Loss 0.0595 | Val Accuracy 0.7933\n", "Epoch 00784 | Time(s) 0.0333 | Train Loss 0.0548 | Val Accuracy 0.7933\n", "Epoch 00785 | Time(s) 0.0333 | Train Loss 0.1028 | Val Accuracy 0.7933\n", "Epoch 00786 | Time(s) 0.0333 | Train Loss 0.0180 | Val Accuracy 0.7900\n", "Epoch 00787 | Time(s) 0.0333 | Train Loss 0.0411 | Val Accuracy 0.7933\n", "Epoch 00788 | Time(s) 0.0333 | Train Loss 0.0793 | Val Accuracy 0.7867\n", "Epoch 00789 | Time(s) 0.0333 | Train Loss 0.0313 | Val Accuracy 0.7900\n", "Epoch 00790 | Time(s) 0.0333 | Train Loss 0.0648 | Val Accuracy 0.7967\n", "Epoch 00791 | Time(s) 0.0333 | Train Loss 0.0160 | Val Accuracy 0.7967\n", "Epoch 00792 | Time(s) 0.0332 | Train Loss 0.0187 | Val Accuracy 0.7967\n", "Epoch 00793 | Time(s) 0.0332 | Train Loss 0.0166 | Val Accuracy 0.7933\n", "Epoch 00794 | Time(s) 0.0333 | Train Loss 0.0272 | Val Accuracy 0.7967\n", "Epoch 00795 | Time(s) 0.0333 | Train Loss 0.0811 | Val Accuracy 0.7967\n", "Epoch 00796 | Time(s) 0.0333 | Train Loss 0.0280 | Val Accuracy 0.8033\n", "Epoch 00797 | Time(s) 0.0333 | Train Loss 0.0981 | Val Accuracy 0.8033\n", "Epoch 00798 | Time(s) 0.0333 | Train Loss 0.1055 | Val Accuracy 0.8067\n", "Epoch 00799 | Time(s) 0.0333 | Train Loss 0.0127 | Val Accuracy 0.8100\n", "Epoch 00800 | Time(s) 0.0333 | Train Loss 0.0202 | Val Accuracy 0.8067\n", "Epoch 00801 | Time(s) 0.0333 | Train Loss 0.0530 | Val Accuracy 0.8100\n", "Epoch 00802 | Time(s) 0.0333 | Train Loss 0.0742 | Val Accuracy 0.8067\n", "Epoch 00803 | Time(s) 0.0333 | Train Loss 0.0355 | Val Accuracy 0.8067\n", "Epoch 00804 | Time(s) 0.0333 | Train Loss 0.0350 | Val Accuracy 0.8033\n", "Epoch 00805 | Time(s) 0.0333 | Train Loss 0.1308 | Val Accuracy 0.8067\n", "Epoch 00806 | Time(s) 0.0333 | Train Loss 0.0631 | Val Accuracy 0.8033\n", "Epoch 00807 | Time(s) 0.0333 | Train Loss 0.0630 | Val Accuracy 0.8100\n", "Epoch 00808 | Time(s) 0.0333 | Train Loss 0.0155 | Val Accuracy 0.8100\n", "Epoch 00809 | Time(s) 0.0333 | Train Loss 0.0225 | Val Accuracy 0.8000\n", "Epoch 00810 | Time(s) 0.0333 | Train Loss 0.0311 | Val Accuracy 0.8033\n", "Epoch 00811 | Time(s) 0.0333 | Train Loss 0.0445 | Val Accuracy 0.8067\n", "Epoch 00812 | Time(s) 0.0332 | Train Loss 0.0738 | Val Accuracy 0.8033\n", "Epoch 00813 | Time(s) 0.0332 | Train Loss 0.0403 | Val Accuracy 0.8033\n", "Epoch 00814 | Time(s) 0.0332 | Train Loss 0.1174 | Val Accuracy 0.7967\n", "Epoch 00815 | Time(s) 0.0332 | Train Loss 0.0433 | Val Accuracy 0.7900\n", "Epoch 00816 | Time(s) 0.0332 | Train Loss 0.0512 | Val Accuracy 0.7967\n", "Epoch 00817 | Time(s) 0.0332 | Train Loss 0.1127 | Val Accuracy 0.7900\n", "Epoch 00818 | Time(s) 0.0332 | Train Loss 0.0273 | Val Accuracy 0.7733\n", "Epoch 00819 | Time(s) 0.0332 | Train Loss 0.0409 | Val Accuracy 0.7633\n", "Epoch 00820 | Time(s) 0.0332 | Train Loss 0.0535 | Val Accuracy 0.7633\n", "Epoch 00821 | Time(s) 0.0332 | Train Loss 0.0431 | Val Accuracy 0.7633\n", "Epoch 00822 | Time(s) 0.0332 | Train Loss 0.0629 | Val Accuracy 0.7667\n", "Epoch 00823 | Time(s) 0.0332 | Train Loss 0.0616 | Val Accuracy 0.7633\n", "Epoch 00824 | Time(s) 0.0332 | Train Loss 0.1338 | Val Accuracy 0.7733\n", "Epoch 00825 | Time(s) 0.0332 | Train Loss 0.0841 | Val Accuracy 0.7733\n", "Epoch 00826 | Time(s) 0.0332 | Train Loss 0.0672 | Val Accuracy 0.7800\n", "Epoch 00827 | Time(s) 0.0332 | Train Loss 0.0555 | Val Accuracy 0.7867\n", "Epoch 00828 | Time(s) 0.0332 | Train Loss 0.0431 | Val Accuracy 0.7833\n", "Epoch 00829 | Time(s) 0.0333 | Train Loss 0.0861 | Val Accuracy 0.7967\n", "Epoch 00830 | Time(s) 0.0333 | Train Loss 0.0368 | Val Accuracy 0.8000\n", "Epoch 00831 | Time(s) 0.0333 | Train Loss 0.0564 | Val Accuracy 0.8100\n", "Epoch 00832 | Time(s) 0.0333 | Train Loss 0.0903 | Val Accuracy 0.8167\n", "Epoch 00833 | Time(s) 0.0333 | Train Loss 0.0632 | Val Accuracy 0.8067\n", "Epoch 00834 | Time(s) 0.0332 | Train Loss 0.0521 | Val Accuracy 0.8067\n", "Epoch 00835 | Time(s) 0.0332 | Train Loss 0.0271 | Val Accuracy 0.8033\n", "Epoch 00836 | Time(s) 0.0332 | Train Loss 0.0489 | Val Accuracy 0.8000\n", "Epoch 00837 | Time(s) 0.0332 | Train Loss 0.0656 | Val Accuracy 0.7967\n", "Epoch 00838 | Time(s) 0.0332 | Train Loss 0.0527 | Val Accuracy 0.7933\n", "Epoch 00839 | Time(s) 0.0332 | Train Loss 0.0949 | Val Accuracy 0.7967\n", "Epoch 00840 | Time(s) 0.0332 | Train Loss 0.0400 | Val Accuracy 0.8033\n", "Epoch 00841 | Time(s) 0.0332 | Train Loss 0.0775 | Val Accuracy 0.8100\n", "Epoch 00842 | Time(s) 0.0332 | Train Loss 0.0799 | Val Accuracy 0.8133\n", "Epoch 00843 | Time(s) 0.0332 | Train Loss 0.0891 | Val Accuracy 0.8267\n", "Epoch 00844 | Time(s) 0.0332 | Train Loss 0.0262 | Val Accuracy 0.8300\n", "Epoch 00845 | Time(s) 0.0332 | Train Loss 0.0425 | Val Accuracy 0.8233\n", "Epoch 00846 | Time(s) 0.0332 | Train Loss 0.0561 | Val Accuracy 0.8267\n", "Epoch 00847 | Time(s) 0.0332 | Train Loss 0.0552 | Val Accuracy 0.8200\n", "Epoch 00848 | Time(s) 0.0332 | Train Loss 0.0704 | Val Accuracy 0.8100\n", "Epoch 00849 | Time(s) 0.0332 | Train Loss 0.0677 | Val Accuracy 0.8000\n", "Epoch 00850 | Time(s) 0.0332 | Train Loss 0.0578 | Val Accuracy 0.7767\n", "Epoch 00851 | Time(s) 0.0332 | Train Loss 0.0109 | Val Accuracy 0.7733\n", "Epoch 00852 | Time(s) 0.0331 | Train Loss 0.0568 | Val Accuracy 0.7733\n", "Epoch 00853 | Time(s) 0.0331 | Train Loss 0.1259 | Val Accuracy 0.7700\n", "Epoch 00854 | Time(s) 0.0331 | Train Loss 0.0673 | Val Accuracy 0.7900\n", "Epoch 00855 | Time(s) 0.0331 | Train Loss 0.0978 | Val Accuracy 0.7900\n", "Epoch 00856 | Time(s) 0.0331 | Train Loss 0.0208 | Val Accuracy 0.7900\n", "Epoch 00857 | Time(s) 0.0331 | Train Loss 0.1071 | Val Accuracy 0.7933\n", "Epoch 00858 | Time(s) 0.0331 | Train Loss 0.0286 | Val Accuracy 0.7967\n", "Epoch 00859 | Time(s) 0.0331 | Train Loss 0.0760 | Val Accuracy 0.8033\n", "Epoch 00860 | Time(s) 0.0331 | Train Loss 0.0523 | Val Accuracy 0.8000\n", "Epoch 00861 | Time(s) 0.0331 | Train Loss 0.1413 | Val Accuracy 0.8000\n", "Epoch 00862 | Time(s) 0.0331 | Train Loss 0.0529 | Val Accuracy 0.8033\n", "Epoch 00863 | Time(s) 0.0331 | Train Loss 0.1436 | Val Accuracy 0.8133\n", "Epoch 00864 | Time(s) 0.0331 | Train Loss 0.0691 | Val Accuracy 0.8067\n", "Epoch 00865 | Time(s) 0.0331 | Train Loss 0.0827 | Val Accuracy 0.8033\n", "Epoch 00866 | Time(s) 0.0331 | Train Loss 0.0396 | Val Accuracy 0.8033\n", "Epoch 00867 | Time(s) 0.0331 | Train Loss 0.0139 | Val Accuracy 0.8133\n", "Epoch 00868 | Time(s) 0.0331 | Train Loss 0.0209 | Val Accuracy 0.8133\n", "Epoch 00869 | Time(s) 0.0331 | Train Loss 0.0854 | Val Accuracy 0.8033\n", "Epoch 00870 | Time(s) 0.0331 | Train Loss 0.0320 | Val Accuracy 0.8000\n", "Epoch 00871 | Time(s) 0.0331 | Train Loss 0.0746 | Val Accuracy 0.7967\n", "Epoch 00872 | Time(s) 0.0331 | Train Loss 0.0783 | Val Accuracy 0.7833\n", "Epoch 00873 | Time(s) 0.0330 | Train Loss 0.1305 | Val Accuracy 0.7900\n", "Epoch 00874 | Time(s) 0.0330 | Train Loss 0.1298 | Val Accuracy 0.7867\n", "Epoch 00875 | Time(s) 0.0330 | Train Loss 0.0526 | Val Accuracy 0.7933\n", "Epoch 00876 | Time(s) 0.0330 | Train Loss 0.0504 | Val Accuracy 0.8000\n", "Epoch 00877 | Time(s) 0.0330 | Train Loss 0.0215 | Val Accuracy 0.8000\n", "Epoch 00878 | Time(s) 0.0330 | Train Loss 0.0531 | Val Accuracy 0.8067\n", "Epoch 00879 | Time(s) 0.0330 | Train Loss 0.0772 | Val Accuracy 0.8100\n", "Epoch 00880 | Time(s) 0.0330 | Train Loss 0.0692 | Val Accuracy 0.8100\n", "Epoch 00881 | Time(s) 0.0330 | Train Loss 0.1271 | Val Accuracy 0.8133\n", "Epoch 00882 | Time(s) 0.0330 | Train Loss 0.0912 | Val Accuracy 0.8067\n", "Epoch 00883 | Time(s) 0.0330 | Train Loss 0.0572 | Val Accuracy 0.8167\n", "Epoch 00884 | Time(s) 0.0330 | Train Loss 0.1417 | Val Accuracy 0.8233\n", "Epoch 00885 | Time(s) 0.0330 | Train Loss 0.0564 | Val Accuracy 0.8200\n", "Epoch 00886 | Time(s) 0.0330 | Train Loss 0.0750 | Val Accuracy 0.8167\n", "Epoch 00887 | Time(s) 0.0330 | Train Loss 0.0535 | Val Accuracy 0.8133\n", "Epoch 00888 | Time(s) 0.0329 | Train Loss 0.0390 | Val Accuracy 0.8100\n", "Epoch 00889 | Time(s) 0.0329 | Train Loss 0.0275 | Val Accuracy 0.8033\n", "Epoch 00890 | Time(s) 0.0329 | Train Loss 0.0405 | Val Accuracy 0.8000\n", "Epoch 00891 | Time(s) 0.0329 | Train Loss 0.0410 | Val Accuracy 0.7933\n", "Epoch 00892 | Time(s) 0.0329 | Train Loss 0.0248 | Val Accuracy 0.7933\n", "Epoch 00893 | Time(s) 0.0329 | Train Loss 0.0314 | Val Accuracy 0.7867\n", "Epoch 00894 | Time(s) 0.0329 | Train Loss 0.0936 | Val Accuracy 0.7900\n", "Epoch 00895 | Time(s) 0.0329 | Train Loss 0.0586 | Val Accuracy 0.7933\n", "Epoch 00896 | Time(s) 0.0329 | Train Loss 0.0713 | Val Accuracy 0.7933\n", "Epoch 00897 | Time(s) 0.0329 | Train Loss 0.0478 | Val Accuracy 0.8033\n", "Epoch 00898 | Time(s) 0.0329 | Train Loss 0.0698 | Val Accuracy 0.8000\n", "Epoch 00899 | Time(s) 0.0329 | Train Loss 0.0337 | Val Accuracy 0.8033\n", "Epoch 00900 | Time(s) 0.0329 | Train Loss 0.0556 | Val Accuracy 0.8000\n", "Epoch 00901 | Time(s) 0.0329 | Train Loss 0.1321 | Val Accuracy 0.7967\n", "Epoch 00902 | Time(s) 0.0329 | Train Loss 0.0796 | Val Accuracy 0.7900\n", "Epoch 00903 | Time(s) 0.0329 | Train Loss 0.0231 | Val Accuracy 0.7833\n", "Epoch 00904 | Time(s) 0.0328 | Train Loss 0.0341 | Val Accuracy 0.7867\n", "Epoch 00905 | Time(s) 0.0328 | Train Loss 0.0513 | Val Accuracy 0.7900\n", "Epoch 00906 | Time(s) 0.0328 | Train Loss 0.0620 | Val Accuracy 0.7933\n", "Epoch 00907 | Time(s) 0.0328 | Train Loss 0.0415 | Val Accuracy 0.8000\n", "Epoch 00908 | Time(s) 0.0328 | Train Loss 0.0573 | Val Accuracy 0.7933\n", "Epoch 00909 | Time(s) 0.0328 | Train Loss 0.0913 | Val Accuracy 0.8067\n", "Epoch 00910 | Time(s) 0.0328 | Train Loss 0.0276 | Val Accuracy 0.8100\n", "Epoch 00911 | Time(s) 0.0328 | Train Loss 0.1154 | Val Accuracy 0.8100\n", "Epoch 00912 | Time(s) 0.0328 | Train Loss 0.0152 | Val Accuracy 0.8067\n", "Epoch 00913 | Time(s) 0.0328 | Train Loss 0.0530 | Val Accuracy 0.8067\n", "Epoch 00914 | Time(s) 0.0328 | Train Loss 0.0695 | Val Accuracy 0.8133\n", "Epoch 00915 | Time(s) 0.0328 | Train Loss 0.0862 | Val Accuracy 0.8133\n", "Epoch 00916 | Time(s) 0.0328 | Train Loss 0.0764 | Val Accuracy 0.8167\n", "Epoch 00917 | Time(s) 0.0328 | Train Loss 0.0345 | Val Accuracy 0.8133\n", "Epoch 00918 | Time(s) 0.0328 | Train Loss 0.0331 | Val Accuracy 0.8100\n", "Epoch 00919 | Time(s) 0.0327 | Train Loss 0.0391 | Val Accuracy 0.8067\n", "Epoch 00920 | Time(s) 0.0328 | Train Loss 0.0500 | Val Accuracy 0.8067\n", "Epoch 00921 | Time(s) 0.0328 | Train Loss 0.0659 | Val Accuracy 0.8033\n", "Epoch 00922 | Time(s) 0.0327 | Train Loss 0.0951 | Val Accuracy 0.7933\n", "Epoch 00923 | Time(s) 0.0327 | Train Loss 0.0803 | Val Accuracy 0.7900\n", "Epoch 00924 | Time(s) 0.0327 | Train Loss 0.0596 | Val Accuracy 0.7900\n", "Epoch 00925 | Time(s) 0.0327 | Train Loss 0.0121 | Val Accuracy 0.7933\n", "Epoch 00926 | Time(s) 0.0327 | Train Loss 0.0476 | Val Accuracy 0.7867\n", "Epoch 00927 | Time(s) 0.0327 | Train Loss 0.0237 | Val Accuracy 0.7767\n", "Epoch 00928 | Time(s) 0.0327 | Train Loss 0.0382 | Val Accuracy 0.7767\n", "Epoch 00929 | Time(s) 0.0327 | Train Loss 0.0197 | Val Accuracy 0.7833\n", "Epoch 00930 | Time(s) 0.0327 | Train Loss 0.0768 | Val Accuracy 0.7867\n", "Epoch 00931 | Time(s) 0.0327 | Train Loss 0.0477 | Val Accuracy 0.7867\n", "Epoch 00932 | Time(s) 0.0327 | Train Loss 0.1269 | Val Accuracy 0.7833\n", "Epoch 00933 | Time(s) 0.0327 | Train Loss 0.0890 | Val Accuracy 0.7867\n", "Epoch 00934 | Time(s) 0.0327 | Train Loss 0.0941 | Val Accuracy 0.7900\n", "Epoch 00935 | Time(s) 0.0327 | Train Loss 0.0722 | Val Accuracy 0.7933\n", "Epoch 00936 | Time(s) 0.0327 | Train Loss 0.0551 | Val Accuracy 0.7933\n", "Epoch 00937 | Time(s) 0.0327 | Train Loss 0.0684 | Val Accuracy 0.7900\n", "Epoch 00938 | Time(s) 0.0327 | Train Loss 0.0544 | Val Accuracy 0.7900\n", "Epoch 00939 | Time(s) 0.0327 | Train Loss 0.0980 | Val Accuracy 0.7933\n", "Epoch 00940 | Time(s) 0.0327 | Train Loss 0.0110 | Val Accuracy 0.7933\n", "Epoch 00941 | Time(s) 0.0327 | Train Loss 0.0882 | Val Accuracy 0.7933\n", "Epoch 00942 | Time(s) 0.0327 | Train Loss 0.0308 | Val Accuracy 0.7967\n", "Epoch 00943 | Time(s) 0.0326 | Train Loss 0.0484 | Val Accuracy 0.7967\n", "Epoch 00944 | Time(s) 0.0326 | Train Loss 0.1021 | Val Accuracy 0.7900\n", "Epoch 00945 | Time(s) 0.0326 | Train Loss 0.0346 | Val Accuracy 0.7900\n", "Epoch 00946 | Time(s) 0.0326 | Train Loss 0.0295 | Val Accuracy 0.7900\n", "Epoch 00947 | Time(s) 0.0326 | Train Loss 0.0996 | Val Accuracy 0.7900\n", "Epoch 00948 | Time(s) 0.0326 | Train Loss 0.0100 | Val Accuracy 0.7967\n", "Epoch 00949 | Time(s) 0.0326 | Train Loss 0.0747 | Val Accuracy 0.7967\n", "Epoch 00950 | Time(s) 0.0326 | Train Loss 0.0606 | Val Accuracy 0.7967\n", "Epoch 00951 | Time(s) 0.0326 | Train Loss 0.0346 | Val Accuracy 0.7933\n", "Epoch 00952 | Time(s) 0.0326 | Train Loss 0.0506 | Val Accuracy 0.7933\n", "Epoch 00953 | Time(s) 0.0326 | Train Loss 0.1063 | Val Accuracy 0.7967\n", "Epoch 00954 | Time(s) 0.0326 | Train Loss 0.0155 | Val Accuracy 0.7900\n", "Epoch 00955 | Time(s) 0.0326 | Train Loss 0.0573 | Val Accuracy 0.7933\n", "Epoch 00956 | Time(s) 0.0326 | Train Loss 0.0507 | Val Accuracy 0.7867\n", "Epoch 00957 | Time(s) 0.0326 | Train Loss 0.0145 | Val Accuracy 0.7900\n", "Epoch 00958 | Time(s) 0.0326 | Train Loss 0.0160 | Val Accuracy 0.7900\n", "Epoch 00959 | Time(s) 0.0326 | Train Loss 0.1181 | Val Accuracy 0.7900\n", "Epoch 00960 | Time(s) 0.0326 | Train Loss 0.0453 | Val Accuracy 0.7867\n", "Epoch 00961 | Time(s) 0.0326 | Train Loss 0.0274 | Val Accuracy 0.7833\n", "Epoch 00962 | Time(s) 0.0326 | Train Loss 0.0560 | Val Accuracy 0.7833\n", "Epoch 00963 | Time(s) 0.0326 | Train Loss 0.0439 | Val Accuracy 0.7867\n", "Epoch 00964 | Time(s) 0.0326 | Train Loss 0.0251 | Val Accuracy 0.7933\n", "Epoch 00965 | Time(s) 0.0326 | Train Loss 0.0314 | Val Accuracy 0.7900\n", "Epoch 00966 | Time(s) 0.0326 | Train Loss 0.0319 | Val Accuracy 0.7867\n", "Epoch 00967 | Time(s) 0.0326 | Train Loss 0.0636 | Val Accuracy 0.7933\n", "Epoch 00968 | Time(s) 0.0326 | Train Loss 0.0379 | Val Accuracy 0.8033\n", "Epoch 00969 | Time(s) 0.0326 | Train Loss 0.0210 | Val Accuracy 0.8033\n", "Epoch 00970 | Time(s) 0.0326 | Train Loss 0.0190 | Val Accuracy 0.7933\n", "Epoch 00971 | Time(s) 0.0326 | Train Loss 0.0258 | Val Accuracy 0.7900\n", "Epoch 00972 | Time(s) 0.0326 | Train Loss 0.0727 | Val Accuracy 0.7800\n", "Epoch 00973 | Time(s) 0.0326 | Train Loss 0.0525 | Val Accuracy 0.7800\n", "Epoch 00974 | Time(s) 0.0326 | Train Loss 0.0470 | Val Accuracy 0.7800\n", "Epoch 00975 | Time(s) 0.0326 | Train Loss 0.0380 | Val Accuracy 0.7800\n", "Epoch 00976 | Time(s) 0.0326 | Train Loss 0.0358 | Val Accuracy 0.7833\n", "Epoch 00977 | Time(s) 0.0326 | Train Loss 0.0711 | Val Accuracy 0.7900\n", "Epoch 00978 | Time(s) 0.0326 | Train Loss 0.0455 | Val Accuracy 0.7967\n", "Epoch 00979 | Time(s) 0.0326 | Train Loss 0.0503 | Val Accuracy 0.8000\n", "Epoch 00980 | Time(s) 0.0326 | Train Loss 0.0349 | Val Accuracy 0.8033\n", "Epoch 00981 | Time(s) 0.0326 | Train Loss 0.1188 | Val Accuracy 0.8067\n", "Epoch 00982 | Time(s) 0.0325 | Train Loss 0.0288 | Val Accuracy 0.7933\n", "Epoch 00983 | Time(s) 0.0325 | Train Loss 0.0664 | Val Accuracy 0.7967\n", "Epoch 00984 | Time(s) 0.0325 | Train Loss 0.0596 | Val Accuracy 0.7967\n", "Epoch 00985 | Time(s) 0.0325 | Train Loss 0.0234 | Val Accuracy 0.7967\n", "Epoch 00986 | Time(s) 0.0325 | Train Loss 0.0365 | Val Accuracy 0.7933\n", "Epoch 00987 | Time(s) 0.0325 | Train Loss 0.0340 | Val Accuracy 0.7900\n", "Epoch 00988 | Time(s) 0.0325 | Train Loss 0.0563 | Val Accuracy 0.7900\n", "Epoch 00989 | Time(s) 0.0325 | Train Loss 0.0197 | Val Accuracy 0.7867\n", "Epoch 00990 | Time(s) 0.0325 | Train Loss 0.0596 | Val Accuracy 0.7833\n", "Epoch 00991 | Time(s) 0.0325 | Train Loss 0.0366 | Val Accuracy 0.7833\n", "Epoch 00992 | Time(s) 0.0325 | Train Loss 0.0715 | Val Accuracy 0.7833\n", "Epoch 00993 | Time(s) 0.0325 | Train Loss 0.0647 | Val Accuracy 0.7867\n", "Epoch 00994 | Time(s) 0.0325 | Train Loss 0.0432 | Val Accuracy 0.7900\n", "Epoch 00995 | Time(s) 0.0325 | Train Loss 0.0657 | Val Accuracy 0.7900\n", "Epoch 00996 | Time(s) 0.0325 | Train Loss 0.0214 | Val Accuracy 0.7900\n", "Epoch 00997 | Time(s) 0.0325 | Train Loss 0.0506 | Val Accuracy 0.7833\n", "Epoch 00998 | Time(s) 0.0325 | Train Loss 0.0817 | Val Accuracy 0.7833\n", "Epoch 00999 | Time(s) 0.0325 | Train Loss 0.0073 | Val Accuracy 0.7800\n", "\n", "Test Accuracy 0.7890\n" ] } ], "source": [ "graph = DGLGraph(cora.graph)\n", "\n", "model = LaplacianPolynomial(in_feats, n_classes, pol_order, p_dropout)\n", "\n", "loss_fcn = torch.nn.CrossEntropyLoss()\n", "optimizer = torch.optim.Adam(model.parameters(),\n", " lr=lr,\n", " weight_decay=weight_decay)\n", "\n", "dur = []\n", "for epoch in range(n_epochs):\n", " if epoch >= 3:\n", " t0 = time.time()\n", " loss = train(model, graph, features, labels, loss_fcn, train_mask, optimizer)\n", "\n", " if epoch >= 3:\n", " dur.append(time.time() - t0)\n", "\n", " acc = evaluate(model, graph, features, labels, val_mask)\n", " print(\"Epoch {:05d} | Time(s) {:.4f} | Train Loss {:.4f} | Val Accuracy {:.4f}\". format(\n", " epoch, np.mean(dur), loss.item(), acc))\n", "\n", "print()\n", "acc = evaluate(model, graph, features, labels, test_mask)\n", "print(\"Test Accuracy {:.4f}\".format(acc))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Trained this way our GCN based on polynomials of the laplacian is a black box. Fortunately, however, the only difference between this shallow model and our previous classifier is the way we chose the filter coefficients.\n", "\n", "Let's see what the network learned.\n", "Print the coefficients of the learned filter." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-12.998725 16.839718 -1.9868492 -2.7973063]\n" ] } ], "source": [ "coeff_gcn = model.pol_weights.detach().numpy()\n", "print(coeff_gcn)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To interpret the model we can plot the frequency response of the learned filter." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Spectral response (db)')" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.semilogy(lam, np.abs(polynomial_graph_filter_response(coeff_gcn, lam)))\n", "plt.xlabel('$\\lambda$')\n", "plt.ylabel('Spectral response (db)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Question 19\n", "\n", "As we said, the whole classification pipeline of the previous exercise is identical to the one we tried before: Graph filtering + Logistic regression. The only difference lies in the way we chose the filter coefficients. First we were choosing them manually, and now, we let `PyTorch` find them for us. However, if everything is correct we should be able to use this filter to construct new hand-crafted features and train a logistic regression model that achieves good accuracy on the training set. Let's do that!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the learned coefficients to train a new feature extractor:" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "graph_gcn_filter = polynomial_graph_filter(coeff_gcn, laplacian)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's extract the new features by filtering the data:" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "features_gcn = graph_gcn_filter @ features.numpy()\n", "\n", "train_features_gcn = features_gcn[train_mask,:]\n", "train_labels = labels[train_mask]\n", "val_features_gcn = features_gcn[val_mask,:]\n", "val_labels = labels[val_mask]\n", "test_features_gcn = features_gcn[test_mask,:]\n", "test_labels = labels[test_mask]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Train a logistic regression on these features:" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LogisticRegression(C=10000.0, class_weight=None, dual=False,\n", " fit_intercept=False, intercept_scaling=1, l1_ratio=None,\n", " max_iter=1000, multi_class='auto', n_jobs=None, penalty='l2',\n", " random_state=None, solver='liblinear', tol=0.0001, verbose=0,\n", " warm_start=False)" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "log_reg_gcn = LogisticRegression(penalty='l2', multi_class=\"auto\", solver=\"liblinear\", C=1e4, fit_intercept=False, max_iter=1000)\n", "log_reg_gcn.fit(train_features_gcn, train_labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's evaluate this model:" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train accuracy 1.0000 | Validation accuracy 0.7867 | Test accuracy 0.7890\n" ] } ], "source": [ "train_acc = log_reg_gcn.score(train_features_gcn, train_labels)\n", "val_acc = log_reg_gcn.score(val_features_gcn, val_labels)\n", "test_acc = log_reg_gcn.score(test_features_gcn, test_labels)\n", "\n", "print('Train accuracy {:.4f} | Validation accuracy {:.4f} | Test accuracy {:.4f}'.format(train_acc, val_acc, test_acc))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The performance of this model may not be exactly the same as the one obtained with Pytorch. What are the differences in the training procedure that can explain this gap?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solution :\n", "**The model is the same in the two cases: it is a logistic regression composed with a Laplacian polynomial. However, there are two differences:**\n", " * **The main one is that in the Pytorch code, the filters and the logistic regression are trained simulatenously (it is called end-to-end learning). In the code that uses Scikit learn, the logistic regression is learned separately, in a two-step process.**\n", " * **The optimizer is not the same in the two cases, and there are differences in the regularization as well. The Pytorch code uses Dropout and a l2 regularizer (the weight decay parameter in Adam) whereas Scikit learn only uses l2 regularization with another parameter value.**" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }