3197 lines
3.5 MiB
3197 lines
3.5 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
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||
"source": [
|
||
"**Chapter 8 – Dimensionality Reduction**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"_This notebook contains all the sample code and solutions to the exercises in chapter 8._"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Setup"
|
||
]
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||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
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||
"source": [
|
||
"First, let's make sure this notebook works well in both python 2 and 3, import a few common modules, ensure MatplotLib plots figures inline and prepare a function to save the figures:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
|
||
"# To support both python 2 and python 3\n",
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||
"from __future__ import division, print_function, unicode_literals\n",
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||
"\n",
|
||
"# Common imports\n",
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||
"import numpy as np\n",
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||
"import os\n",
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||
"\n",
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||
"# to make this notebook's output stable across runs\n",
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||
"np.random.seed(42)\n",
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||
"\n",
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||
"# To plot pretty figures\n",
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||
"%matplotlib inline\n",
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||
"import matplotlib\n",
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||
"import matplotlib.pyplot as plt\n",
|
||
"plt.rcParams['axes.labelsize'] = 14\n",
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||
"plt.rcParams['xtick.labelsize'] = 12\n",
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||
"plt.rcParams['ytick.labelsize'] = 12\n",
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||
"\n",
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||
"# 한글출력\n",
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||
"plt.rcParams['font.family'] = 'NanumBarunGothic'\n",
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||
"plt.rcParams['axes.unicode_minus'] = False\n",
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||
"\n",
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||
"# Where to save the figures\n",
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||
"PROJECT_ROOT_DIR = \".\"\n",
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||
"CHAPTER_ID = \"dim_reduction\"\n",
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||
"\n",
|
||
"def save_fig(fig_id, tight_layout=True):\n",
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||
" path = os.path.join(PROJECT_ROOT_DIR, \"images\", CHAPTER_ID, fig_id + \".png\")\n",
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||
" print(\"Saving figure\", fig_id)\n",
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||
" if tight_layout:\n",
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||
" plt.tight_layout()\n",
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||
" plt.savefig(path, format='png', dpi=300)"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
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||
"# Projection methods\n",
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||
"Build 3D dataset:"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
|
||
"execution_count": 2,
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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||
"np.random.seed(4)\n",
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"m = 60\n",
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"w1, w2 = 0.1, 0.3\n",
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"noise = 0.1\n",
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"\n",
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"angles = np.random.rand(m) * 3 * np.pi / 2 - 0.5\n",
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||
"X = np.empty((m, 3))\n",
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||
"X[:, 0] = np.cos(angles) + np.sin(angles)/2 + noise * np.random.randn(m) / 2\n",
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||
"X[:, 1] = np.sin(angles) * 0.7 + noise * np.random.randn(m) / 2\n",
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||
"X[:, 2] = X[:, 0] * w1 + X[:, 1] * w2 + noise * np.random.randn(m)"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
|
||
"## PCA using SVD decomposition"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
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||
"Note: the `svd()` function returns `U`, `s` and `Vt`, where `Vt` is equal to $\\mathbf{V}^T$, the transpose of the matrix $\\mathbf{V}$. Earlier versions of the book mistakenly said that it returned `V` instead of `Vt`. Also, Equation 8-1 should actually contain $\\mathbf{V}$ instead of $\\mathbf{V}^T$, like this:\n",
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||
"\n",
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||
"$\n",
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||
"\\mathbf{V} =\n",
|
||
"\\begin{pmatrix}\n",
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||
" \\mid & \\mid & & \\mid \\\\\n",
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||
" \\mathbf{c_1} & \\mathbf{c_2} & \\cdots & \\mathbf{c_n} \\\\\n",
|
||
" \\mid & \\mid & & \\mid\n",
|
||
"\\end{pmatrix}\n",
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||
"$"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
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||
"execution_count": 3,
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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||
"X_centered = X - X.mean(axis=0)\n",
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||
"U, s, Vt = np.linalg.svd(X_centered)\n",
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||
"c1 = Vt.T[:, 0]\n",
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||
"c2 = Vt.T[:, 1]"
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||
]
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||
},
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||
{
|
||
"cell_type": "code",
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||
"execution_count": 4,
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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||
"m, n = X.shape\n",
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||
"\n",
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||
"S = np.zeros(X_centered.shape)\n",
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||
"S[:n, :n] = np.diag(s)"
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||
]
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||
},
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||
{
|
||
"cell_type": "code",
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||
"execution_count": 5,
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||
"metadata": {},
|
||
"outputs": [
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||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"True"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.allclose(X_centered, U.dot(S).dot(Vt))"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 6,
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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||
"W2 = Vt.T[:, :2]\n",
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||
"X2D = X_centered.dot(W2)"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 7,
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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||
"X2D_using_svd = X2D"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
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||
"## PCA using Scikit-Learn"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
|
||
"With Scikit-Learn, PCA is really trivial. It even takes care of mean centering for you:"
|
||
]
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||
},
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||
{
|
||
"cell_type": "code",
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||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.decomposition import PCA\n",
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||
"\n",
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||
"pca = PCA(n_components = 2)\n",
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||
"X2D = pca.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[ 1.26203346, 0.42067648],\n",
|
||
" [-0.08001485, -0.35272239],\n",
|
||
" [ 1.17545763, 0.36085729],\n",
|
||
" [ 0.89305601, -0.30862856],\n",
|
||
" [ 0.73016287, -0.25404049]])"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
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||
"source": [
|
||
"X2D[:5]"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[-1.26203346, -0.42067648],\n",
|
||
" [ 0.08001485, 0.35272239],\n",
|
||
" [-1.17545763, -0.36085729],\n",
|
||
" [-0.89305601, 0.30862856],\n",
|
||
" [-0.73016287, 0.25404049]])"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
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||
}
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||
],
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||
"source": [
|
||
"X2D_using_svd[:5]"
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||
]
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||
},
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||
{
|
||
"cell_type": "markdown",
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||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"source": [
|
||
"Notice that running PCA multiple times on slightly different datasets may result in different results. In general the only difference is that some axes may be flipped. In this example, PCA using Scikit-Learn gives the same projection as the one given by the SVD approach, except both axes are flipped:"
|
||
]
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||
},
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||
{
|
||
"cell_type": "code",
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||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"True"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.allclose(X2D, -X2D_using_svd)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Recover the 3D points projected on the plane (PCA 2D subspace)."
|
||
]
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||
},
|
||
{
|
||
"cell_type": "code",
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||
"execution_count": 12,
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||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X3D_inv = pca.inverse_transform(X2D)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Of course, there was some loss of information during the projection step, so the recovered 3D points are not exactly equal to the original 3D points:"
|
||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"False"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.allclose(X3D_inv, X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"We can compute the reconstruction error:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.010170337792848549"
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.mean(np.sum(np.square(X3D_inv - X), axis=1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The inverse transform in the SVD approach looks like this:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X3D_inv_using_svd = X2D_using_svd.dot(Vt[:2, :])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The reconstructions from both methods are not identical because Scikit-Learn's `PCA` class automatically takes care of reversing the mean centering, but if we subtract the mean, we get the same reconstruction:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"True"
|
||
]
|
||
},
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.allclose(X3D_inv_using_svd, X3D_inv - pca.mean_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The `PCA` object gives access to the principal components that it computed:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[-0.93636116, -0.29854881, -0.18465208],\n",
|
||
" [ 0.34027485, -0.90119108, -0.2684542 ]])"
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pca.components_"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Compare to the first two principal components computed using the SVD method:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[ 0.93636116, 0.29854881, 0.18465208],\n",
|
||
" [-0.34027485, 0.90119108, 0.2684542 ]])"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"Vt[:2]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Notice how the axes are flipped."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Now let's look at the explained variance ratio:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([0.84248607, 0.14631839])"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pca.explained_variance_ratio_"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The first dimension explains 84.2% of the variance, while the second explains 14.6%."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"By projecting down to 2D, we lost about 1.1% of the variance:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.011195535570688975"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"1 - pca.explained_variance_ratio_.sum()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Here is how to compute the explained variance ratio using the SVD approach (recall that `s` is the diagonal of the matrix `S`):"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([0.84248607, 0.14631839, 0.01119554])"
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.square(s) / np.square(s).sum()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Next, let's generate some nice figures! :)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Utility class to draw 3D arrows (copied from http://stackoverflow.com/questions/11140163)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from matplotlib.patches import FancyArrowPatch\n",
|
||
"from mpl_toolkits.mplot3d import proj3d\n",
|
||
"\n",
|
||
"class Arrow3D(FancyArrowPatch):\n",
|
||
" def __init__(self, xs, ys, zs, *args, **kwargs):\n",
|
||
" FancyArrowPatch.__init__(self, (0,0), (0,0), *args, **kwargs)\n",
|
||
" self._verts3d = xs, ys, zs\n",
|
||
"\n",
|
||
" def draw(self, renderer):\n",
|
||
" xs3d, ys3d, zs3d = self._verts3d\n",
|
||
" xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, renderer.M)\n",
|
||
" self.set_positions((xs[0],ys[0]),(xs[1],ys[1]))\n",
|
||
" FancyArrowPatch.draw(self, renderer)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Express the plane as a function of x and y."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"axes = [-1.8, 1.8, -1.3, 1.3, -1.0, 1.0]\n",
|
||
"\n",
|
||
"x1s = np.linspace(axes[0], axes[1], 10)\n",
|
||
"x2s = np.linspace(axes[2], axes[3], 10)\n",
|
||
"x1, x2 = np.meshgrid(x1s, x2s)\n",
|
||
"\n",
|
||
"C = pca.components_\n",
|
||
"R = C.T.dot(C)\n",
|
||
"z = (R[0, 2] * x1 + R[1, 2] * x2) / (1 - R[2, 2])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Plot the 3D dataset, the plane and the projections on that plane."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure dataset_3d_plot\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x273.6 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from mpl_toolkits.mplot3d import Axes3D\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(6, 3.8))\n",
|
||
"ax = fig.add_subplot(111, projection='3d')\n",
|
||
"\n",
|
||
"X3D_above = X[X[:, 2] > X3D_inv[:, 2]]\n",
|
||
"X3D_below = X[X[:, 2] <= X3D_inv[:, 2]]\n",
|
||
"\n",
|
||
"ax.plot(X3D_below[:, 0], X3D_below[:, 1], X3D_below[:, 2], \"bo\", alpha=0.5)\n",
|
||
"\n",
|
||
"ax.plot_surface(x1, x2, z, alpha=0.2, color=\"k\")\n",
|
||
"np.linalg.norm(C, axis=0)\n",
|
||
"ax.add_artist(Arrow3D([0, C[0, 0]],[0, C[0, 1]],[0, C[0, 2]], mutation_scale=15, lw=1, arrowstyle=\"-|>\", color=\"k\"))\n",
|
||
"ax.add_artist(Arrow3D([0, C[1, 0]],[0, C[1, 1]],[0, C[1, 2]], mutation_scale=15, lw=1, arrowstyle=\"-|>\", color=\"k\"))\n",
|
||
"ax.plot([0], [0], [0], \"k.\")\n",
|
||
"\n",
|
||
"for i in range(m):\n",
|
||
" if X[i, 2] > X3D_inv[i, 2]:\n",
|
||
" ax.plot([X[i][0], X3D_inv[i][0]], [X[i][1], X3D_inv[i][1]], [X[i][2], X3D_inv[i][2]], \"k-\")\n",
|
||
" else:\n",
|
||
" ax.plot([X[i][0], X3D_inv[i][0]], [X[i][1], X3D_inv[i][1]], [X[i][2], X3D_inv[i][2]], \"k-\", color=\"#505050\")\n",
|
||
" \n",
|
||
"ax.plot(X3D_inv[:, 0], X3D_inv[:, 1], X3D_inv[:, 2], \"k+\")\n",
|
||
"ax.plot(X3D_inv[:, 0], X3D_inv[:, 1], X3D_inv[:, 2], \"k.\")\n",
|
||
"ax.plot(X3D_above[:, 0], X3D_above[:, 1], X3D_above[:, 2], \"bo\")\n",
|
||
"ax.set_xlabel(\"$x_1$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_zlabel(\"$x_3$\", fontsize=18, labelpad=4)\n",
|
||
"ax.set_xlim(axes[0:2])\n",
|
||
"ax.set_ylim(axes[2:4])\n",
|
||
"ax.set_zlim(axes[4:6])\n",
|
||
"\n",
|
||
"save_fig(\"dataset_3d_plot\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure dataset_2d_plot\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure()\n",
|
||
"ax = fig.add_subplot(111, aspect='equal')\n",
|
||
"\n",
|
||
"ax.plot(X2D[:, 0], X2D[:, 1], \"k+\")\n",
|
||
"ax.plot(X2D[:, 0], X2D[:, 1], \"k.\")\n",
|
||
"ax.plot([0], [0], \"ko\")\n",
|
||
"ax.arrow(0, 0, 0, 1, head_width=0.05, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n",
|
||
"ax.arrow(0, 0, 1, 0, head_width=0.05, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n",
|
||
"ax.set_xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"ax.set_ylabel(\"$z_2$\", fontsize=18, rotation=0)\n",
|
||
"ax.axis([-1.5, 1.3, -1.2, 1.2])\n",
|
||
"ax.grid(True)\n",
|
||
"save_fig(\"dataset_2d_plot\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Manifold learning\n",
|
||
"Swiss roll:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.datasets import make_swiss_roll\n",
|
||
"X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure swiss_roll_plot\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x360 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"axes = [-11.5, 14, -2, 23, -12, 15]\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(6, 5))\n",
|
||
"ax = fig.add_subplot(111, projection='3d')\n",
|
||
"\n",
|
||
"ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=t, cmap=plt.cm.hot)\n",
|
||
"ax.view_init(10, -70)\n",
|
||
"ax.set_xlabel(\"$x_1$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_zlabel(\"$x_3$\", fontsize=18)\n",
|
||
"ax.set_xlim(axes[0:2])\n",
|
||
"ax.set_ylim(axes[2:4])\n",
|
||
"ax.set_zlim(axes[4:6])\n",
|
||
"\n",
|
||
"save_fig(\"swiss_roll_plot\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure squished_swiss_roll_plot\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 792x288 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(11, 4))\n",
|
||
"\n",
|
||
"plt.subplot(121)\n",
|
||
"plt.scatter(X[:, 0], X[:, 1], c=t, cmap=plt.cm.hot)\n",
|
||
"plt.axis(axes[:4])\n",
|
||
"plt.xlabel(\"$x_1$\", fontsize=18)\n",
|
||
"plt.ylabel(\"$x_2$\", fontsize=18, rotation=0, labelpad=10)\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"plt.subplot(122)\n",
|
||
"plt.scatter(t, X[:, 1], c=t, cmap=plt.cm.hot)\n",
|
||
"plt.axis([4, 15, axes[2], axes[3]])\n",
|
||
"plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"squished_swiss_roll_plot\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure manifold_decision_boundary_plot1\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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fD7/fj81mo7W1NSlt0LZt2+jq6prWceZCh5sPhfyQK+lHX0rM77HQiDwT0y1YVdVJumWSaHA4aGr9JP2Rr+ALq3zswgVp+zl8+Fr0uu8BVZaWiqIMowR/OZnNIb95Zab4mAIsATo1nL9xH2t/fEWCCO2d/IM2x8/wKdb7G1fceR13tqg0gRIWlBCoOGfOnEHTNLq6uli1alXZboxKEaiZtKAq4XxTKVUWh0wRebmsKFkeYv+BK9G1EXSqszjxABQCYz9Hqvk8EunRV6Z7UdL+FfhHyz0ki2g1TueN6HoQr/expPUMQ2LZiidwu74VvzanTt1KqgBbWUhARnESFI6u6297C6pyEk/NMr29vaxcuZKOjo6yPrWcKwI1U0+a5bpeyfOKCkNRhnG7P4GmjVpG5BmGxoED70JRRpK303ROeEK8dtTD73ffjqbGPpdIDpiwRqdB+Z5lW0z3ohH+FQ4p3UqZWmcq0s/tfnjSrZiKwemTNxEIbOPAgXcRCu1NEmAbyuRcq3OPSrSgSpFJYi4jBGqGqRSBKgVz9TxSx4xShcRq/cOHr42vNzBwN4ryBoHAdywj8kBBVYc5e/ZexiMqewfHeWL3ED/44yme2++i33WSVtsz8eSp+XSJhiFTpe9KW57qXlzgeDBtf9Zh7QqWbkUJdN0PGKjqMP39n7LY9txMPVVpAqVpWkUlr50N3t72Y4GY4jLdQf9KYC5ZUKUmeV5RlMHBr7F06f/Nur5pbS1YcHvc8ohEnmbjxsNJrryoPMS+feeBEcE1+jAvnv44iuFkwB+hqaaKT1y8EMV/Dz5v5qqsMBX4kMjzB1wQUuPvU92LINNZ9VsU9SNJ21mLaKrI2Ik9ryb76KLRY2ltS9+XoByUYqLuXOftLc9FMFethlTmUi6+Uh4nvVM38Hh+EbeOUq2lVGvr9OnbmbI8YnOIIDYJ9sWDo7z61j+h67HPJUnngo6f8rELF3L5sjZWdjUwr3EMn6VrzcGo8ldI1ZeyceNRy1D0VKwsIwmdKluyC66vbyubNo3TsPAsrwf30Nz2aSQpNQpVI1WcTDo6NrNp0zgDjiOcth/hb3dmDxRqdjgzLq+UBzQrKtGCEkESAiC/J3UzE7kgxly8FtbuLi1uRaXOZ0q2tjT8/t8mben1/hJb0508vVejs97P2urfIk129BIKUuRXNDruivvxYvuzsp4UWu2/x5DHskYBJt6mVpaRTVJA2m+5ra6NsLb2s4SDgYKsoKuefhSf8mhe6zbYO/j+VdtY3lHPMmc9jTWxLua3u4fRDQPUwbyPO9NUokC93S2ot/fZF8i5NH400+dSKT9+a3cX+P3PpVlLnZ2fTrG2rCwMDdfQ16my3cWVCx7G4zFIvqz6pCh9OX58K6pr1qBH+gEDt/vHdHbeTH39+qR1Ur+uVCvrzwPjbOv3cn61dYSdMrGFJtsu6htupnfDTgB6H+i1jMhrc8Djl8deFxKZ97u/3sP6BRkm6s6B304l3KMmiqIIgZrtBswlhECVbvvZOk5f31YUZZi9ezdiGJH4cl0PTbrrpgIO+vs/Qz4BAZL8Eg773RlTGCVmdcjkujt24h+IRg6bW9Hf/xnWr0/PBpEXGeZBqcFfIkkG4/5HUZQ7cDi6Sx4ufvkvFgLQVd/FsS8mjF8ZUynEUskkkmn7KDOV9tsWYeZCoAriXBKotzOZQsNjwQ/a5Pup3Hg5sc8HMosPQP++zJGCijLMmPdRJGnqWNHoQUKhfWlWVHYyt9Us0wGxjOf5TCb+yOudeCOjBRx/CivBkYDrt12P7zVf0fsoJ5Vi5ZuIIAkhUAVRaQI1nR/UTFlQZmHGaDSKw+HAZrNht9ux2+3YbLZZCaPNFBqeiiQ56Oi40bIjP3v2LLqus2jRIl4/6YPx8aLbExOP9ONbWVHFfNtW86DMycTZKFacrDAwkDDwKfmJ02xQSb9tEGNQIASqICpNoKZDOZPFKoqCx+PB7Xbj9/upr6+nqqoqXsZE07R4WROr6ylJUlzEFEVB0zQURUkSN1Pg8nmd2lYrS+fAgSsIh/cmLUt1z5WLQGArVq7EaPQgijISD2PP987Lbx6UXtQk5UJo/k6samtXfRf3XvKHOZEstpIsKCFQQqAKopIEqhRzskqV6sgwDMbHxxkdHcXj8WAYBh0dHSxcuJC+vj50XUdV1byspcS6XJqm4fF4GB8fp6urK0ncNE1DVVWi0Whc7BKFL/G1FemC9mOam62FbnR0NG25qqrxduZSDkUZpl3ezAhbgPlpnzc2XkEkcoR0EbHlndcvdu2mrmEimcbGBt25Q9mz0VXflZcbzhVy8d//eIXIxVcgIsxcCFRBVKJAzdb2qqoSDAbxer1MTEzQ3NxMZ2cnS5YsScv0nkkkMrXLLH3icDioqamhpqampBVAEysl5xI3WZYtlweDQXRdx+12c9itMOjT2blzqrM2z8Fut6Pr36Faf4Pq8Lc4duzuNLEbG9uGdTCGTiDwOrquF+UKzRR80FjVwVfPf4Wuphraat6JL1q4K2/8tphL07SScq5fpDjNZABFpfy2TcQYlBCogqmUm3imxVLXdfx+P6Ojo3i9XlRVpaGhgd7eXpqamsr25FmO80x0IRbL0NAQqqqyePFitJN+gqfHuOiinvjnuq4TjZ7lxIlPEonsQ5IMuuqep7n5f2KzOZPErqXlV4yHFZ48NM6medX0NNvighiNauzatQvDMDg+pBJRYac+mHYeNpuNk34dj0dB6ZA53t+f0boJqB4+sq6N5vpq/mrdwfj2LVtaCr4O+VpRxZBt3+U6ZqVZUCLVkSBvzqWJuvl0/KFQCLfbjdvtJhwO09raitPpZMWKFQwPD6PrOs3N+T1Bv11IzJLucn2bcPhN4glbJJ1w+AeWLruJiEq7a4Ceng765qfPIwJw7XMRlFUuumBBkivUFDPvKT+a18d+f5i9cvaJuJ6RQVwpVmO+dNR0cPz4cex2O6/85SvYbDbW/nJt3ttXKpXo4nu7J4sVAjVJPjfmue7i0zQNr9eL2+3G5/NRXV2N0+lk9erV1NfXp12jSrkWlYDBVG2oQGA7g4N34/H8ZvLTmPvOzAReaEFDK0xXqGbA4JjCu3+xHr+cvxutr68vfeEfcm/X7Ohg18d35TXON11yWUmp7sXpuv0q7X4W9aCEQBXEuSRQMBUC7na7GR0dRVEU2tvb6ezszFkTq5KeNCuF5EwUZhn1VPIvaGiSOg7z2Vdj/1uqndx1/quoul6QOBXD+G3j/HrXEHXVNtra2tI+d9Z14g6XLiy9GFwhFzt37kxaZhhG3tGekUgEj8dDbW1t1vVn6t4XUXxCoAriXBAoMwR8cHAQv99PJBLB6XSyfv166urqCtrXXMwkUU6Sw7mtXWapoetpQQBvxP511ccSsmazIsZkN2vmNbLcWccdb0yn5THaapz4oulCZ7YlNpfJunPe+vH9rP5x5iSyzQ7njETxXXTRRUnvrVyhqa/N97Fxw6hlYEwuV2i+IpjPa3NqhBAoIVAFUUmdZb5PcWYIuDmWpOs6TqeTzs5OamtrWbduXVmPX+i6cxWHNJqSty8ZAwcT/DVXb3ogafl0gwCu7G0vrKFAZ521kPzi/W+ye2CcL76rx/JzSE5Wm0iuX8W3LvsjjQ6DzS8VNlY13SCMxKjQXLhcLhYvXpwWhZqLxKjQXNGhmaJCE1/v37+f++67j2g0yosvvkhTUxM2m43rrruOf/qnfyr2UsxJhEAVQCkFqhQDspnaEo1G4xNlx8fHaW5uxul0cv7551NTUwOAz+cjEAiU5fhvRxY6HiRb3j4JhRreKvlx8wnzNkPC9w6O84fjXm66dLHleoaRWYBiK2T5KI9bIZP1lQ2rMaV8Q9sLpdj7uRRRoYls2rSJG2+8kdtuu40bb7yRd73rXaiqiqqqWbdTFIX77ruPO++8k4cffpgbbrgBgNdee41bb70VVVWprq7m/vvv59JLLy1JW8uNEKgCKUWnXKrCh2ZbdF1nbGwsPlHWZrPhdDrp6emhubnZ8jhzqWDhXBDCRttuS+vJLDz4zL4RIkplVKIt9qszKD4ZxBd+v6bgbUzXYiFMd95UJVn7iRN1q6qqcrr7fvjDHyJJUpL4+P1+rr/+ep555hkuu+wyXn31VT74wQ9y4sQJ6uvry9r+UiAEqgAqKcxc13XOnj3L+Pg4wWCQ1tZWOjs7WbZsWV6hqaVIdVQp16IS2Bf5NbdcuTSvdXXDYHg8Sr87VN5GTZJqcXz7QBfHLTvrzGNMJpldfAaNVR0EVE+RrYyRj5BkcvtNd95UJYaZFzIGdcsttwDw9NNPx5e98MILrF69mssuuwyAd7/73cyfP5+XXnqJ6667rrQNLgNCoAqklBZUIWiahs/nY3R0FJ/PRyQSobm5mZUrV9LQ0FDUD6tUqY7e7uRz6XUdvEGFV494OOEJEVY0bGXoDL954R421bq45OKLM7rCRkMuy8/aapz8z/NezbjvbF+3YcBXz3+FD503jwUttUW74fIRkmwCVi7332xQijDz/v5+VqxYkbRsxYoV9Pf3T2u/M4UQqAIolQWVj0AZhkEwGIwHN8iyTFtbG06nk1WrVrF3714WLlxIQ0ND2dpQCcyVdlqhaDpnfBH63SF+f8xDRNGRJFjSXsfyjnp62uv43/szWwNQeMaE6VwqX9SdVWxju868gqYbnPKG2TNYfGb32WSuW1BWGIaRJnJm4ua5gBCoAihVZ5lpP6qqJmUBr6urw+l00tfXl+Yvnu0xpEr6IVcSUVXnpCfECU+I094Iqq5TU2Wns7GaljoHn75sMVW2qWtnWgPjEZVHdgxw9Sona+c1Ju2zkq0CTTc44wvzpxN+/jwwTkjW6G6umdY+ex/ondFChSaVJlClsKAWLVrEf/7nfyYtO336NB/96Eentd+ZQgjUJDOZScLcj2EYTExMxK0kTdPo6Ohg/vz5rF27NmtobKkm6hbLXLZsysFoQObpvSMM+CMYhkFDdVV8jtKCllr+Y5+LqKoniZMVpegep7OPrEF8hoEkxcbQzo5FOOoK0e8OEVU1wrJOe0M1/2Wtk/MWtfClbcW3wcpqzBT8ADNfeXemKEVF3Q9+8IPcdttt7N27lw0bNrBjxw4OHTrEe9/73hK1srwIgSqAUnTKsiwjyzIHDhwgEAjQ1NSE0+nkvPPOi4eAzwSzLXD5UqlCmPpA4wnKjIUVzlvYzHJnPd1N1TP+NC4hceebG2Nv/ljcPm57fT23JZTAMjt/wzAYj6iMBmSGxiKEZA2H3cayjnp6O+vRDXj+gIv5LXXYJKkkSWSziVIiietkC6DIFeFXiRbUdHPxtbS08Otf/5qbb74ZSZKoqqri2WefLWl1gHIiBKoAiukszRBwt9uNx+OJzxBfsGABnZ2ds1YRd7pU0g+5EujtbODjFy5A01z093+cjrqf4nB0x5PH2oxvAR1F7Ttbp5toOZTDFegKudh+wsex0SC7B8ZprLWzuttJb2cDPe11OOwxK/+kJxaRaN4Vx754LGt78hGwYgTu2BePWQpRtn0lflZJ93Wx9aBeffXVpPdXX311WgqouYIQqALIVxQikUjcbRcIBOJZwJcuXYrD4WDXrl3TLlEx2/WgQETxGYaBogwj+T9Jnf0eJGnpZLLYbRw48C76+v4QTx7baPs+YXJnAdC1EQ4f/muWL/9pPKGsKUJP7x1BVnU+8o70oofl5M8D4yxuq2VlVwNr5jXyX/syz0/K95bOJWDToVylOGYaUQ9KCFTBWHXKuq7HQ8C9Xi8OhyNelqKxsTFNiEohDrMtUDM5UbdSCIX2cPjw+1mx4hFcrrvQdQWvdxQ0NwscD6Io/2syWayBqg5z+vTtjI09B+g06L/BK/03YH5SSY54OffJ70KZ2EI4uJ2zZ+9lwYLb09abDW66dBF1DjuPhgeptk+Ni1pZKne8ce6OCc00oqKuEKiCSAwzTwwBj0aj8Ymyvb29M/LUM9suPpg5C2q2ztMUksWL/4UzZ25HUUbQ9XGOH/8Euj4VSi0BXVVPMDhowzCmkon6/b8FzA5GpdX4P8ADcasqNau5QxpFDcayoHs8j6DrwbT1TL22ErlsjN82XrTFUueInUPq1zDdPILZXJcLThFyAAAgAElEQVQCkc0chEDljaqqTExMEAgEOHXqVDwEfO3atQWnDKkEcZkrFtRsYHb+VVVdBAJbOXjwPUAk/nmiOJlIKHi9vyI5i7kBqJOfqzTyG0Khv0soyZFcGyqWzy/2nRiGNrm/qfUSv65EkTMtrXITy2aeP7kEKNHKSrTGXBkmEmc7zrmIcPEJgcqIWStpdHQ0HgLucDhobm5m9erV0yrFXCkuvulyrkbxmeNIU9lRI9lWB0CSDDKV2JhCo7//M0wllZ2qDaUqw3RWPQmY+fyU+FaGEWVg4G5sxt/Rrf0DodC/xkXO7X4It/tngEJbdS0+Ob2tXfVdHHEFc56DFdPp/BMF6N+2n2FBPfRUB1i7Nj2jeSHjRhJSvECkue10xrMqVeCEBSUEKglZluMTZcfGxmhsbMTpdLJx40Zqa2sZHBxEVdVpiRNUhkDB9OdBnYsoyjBu9yPkLiBRODZUotHDTFlJctw68rr/N5mzoRt4vb+kmTA1vJEiclMJan9zGewJ/YqNdZ9AkmSQavHUvspJbyP/eWiUBnsHQa2wXHmJImNMI1tsbFup6PvGzMgOpYtWTNxnJSIq6gqBihMMBnnrrbfo6Ohg8eLFrF+/vizBDaXaTyUke51tN2U5GBi4G4iWZd8GNiTsJFpHphUVCe3EJimZNgU06vktEgbR6KEM66gsr74DAx0J0HUNI/CvrOm+h96uBi5Z+havn/TznQPXFB3pVuxdZxY7rKQHm1Sha3O0ceqiU7PUmnRKMVF3rjM9U+AcoqGhgUsuuYTe3l5aW1vLUqKi1Pt5O6Q6Kr5y8DCHD1+LooxkXZa6jdf7y6LbCuB0fpZNm8ZxOj9D+s9LJ1mcpirsLlnxGq8H99C46Cx1dRsy7D37dZBQabT3Y5Ni4142SaGz6rdctlRlQUstprwUK06pR8/kGsvsMiv+fu19oLeo7Qpx3/kUX1HHKBciik9YUHFmOtVRKfYx2xZQJVtQAwN3Ewhs5fTp21FVF4sX/wtHjvwVmubh9Okvs2LFT+PrKsowx45tJho9Traig/lglnMPBLam7cv81p3OzwIGbvdPcDpvpqfnO4yFp4Srr28rijLMnj0bSLTmirtr9LRowXxJ69yN5Hs30f131BXkd4dGuWHTAtobLCrSGtNLwVSsqBY63ypx3dkOl6+0zBazgRCoAiilQE03m/Bcmgc1Uz+yxLDwWAQc+P1PAHD8+CfQJsdf/P4nOHjwDL29P8fh6Ob06dsJhaY30143HHR23sjSni0ANDZeQSRynKRgB2KdtMfz8GRE3lSEHiSXbj979l5Sra1EzK8u9dKmvjcMmaue/gle+Ud5ncf3Lj/Apy5dFL+WijKSFMae6Zs076RM37Ux+Zfp83wySxRrRRVLJUz4fbsLlHDxFUAlhIeXirkSxVcIZuj18eOfIjWiTpZPJLwzCIV2cvbsvSjK8OR8pUJwUFf3YWAqd6JNUvB6HuHgwfcQCu2djLJLFhjzihuGkvCZPilGyVhZYEn7kqyzNmhGDfBKkpvRK+eKLpxiuf1jKMpIUhi7iZHFRWfeCxkFLIcFdeyLx3IGLbhCroJEo1Kj8wT5IyyoAqikMajZdvHNhFgryjCnT9+Irn81/t6cnApG0kRVRRmOh17Lcn5uGbf74Ukrp+CWEYm8QqqAGEaUUGgn/f2fSZqwm46esE0skq+x/bb4smBUJSpdhMFxpASR0w0H49JHuXLj19m7dyOGEUGSatmwYS8ORzfbT/h467SfSxqPcujQewgG96S1MRd10m4GBu7G53uc67fp+JQfAcnWV3u1g6NfOGA5QThbxd3Y5+W3CGbbNScoHUKgCuRcEaiZsgbN+WQTExNUVVVht9vT/jKF7Z89ey/h8OvY7f8GXJnyVG8kZVmILSvUbRolEHgl51pO52dZsOD2JFGw2ztRVb/1XhNCyfNDZ3TkW7gm/o6Xj3jAgHW1O2iwJ1tgNkmhnj+nnKvVGNNDBIM7KcZB8he/B/h51nW8slLQuFYwqjIRUZGaLcamyoAr5Mo7E7qgshECVQAzWVG33PsoZxSfYRiMjY0xMjKC2+2mrq6O2tpaDMNAVVU0TUPX9fhrc5vE/dpsfuBhYnntnuHgwWcIhR7GnJwaQ8ft/jEOx9V4PI9gGHJaW0pBMPh6mijU1FxMW9sTGMYWRt0PIyXMR5IkB4YhkW+4umHIjHi2ccr7aVrqqnjninZ6O7fRVh8rtWBajkdDt9Om/9PkPC05vu1Upolqqm2jwPPxdubilati/69+La+mxknNgpF6KyqazglPmMMjAQZ8EY67Q2zozN3dlKJMB+Q3fmRaWtmCKFI/E9bZzCIEqgCEiy/z8XVdx+v1MjIygs/no7m5me7ubnp7e5EkCVmW857grOs6p07ditdrHstAUb7G1LiNTMKIDkNDm5nKeVdKali+/E/YbDaOH78kLoCx0PDf4HB8mLGxR5PEyfw804hLbe0Garte5OhoiFPeEJpu0FRbxfyWGtbNH+f967pY3Z1cUde0HDv4Hzg4hlX4ekxA72KB40GyBVeUDp2BgbuR5VMsX/5TDBowDHBNRNl1Zpzjo0FkTaexpooLljQTUTVseUzULWeWc5PpTNCdKaus0sZ3ZwshUAVQSQJVijZMF03TGB4exuVyMT4+Tnt7O/PmzUurBmwVsZg6nnTs2GYMQ8Zmq2bJkn/F6/05iWl/FOVIyh5Sr1/+gQD5I3Pq1DcwDD1tTMkwVLze25AkNcO4SxXV1R+mufkukGw8eWic4YBGd1M12uAZGmqqWOFsYGVXAwta6wgqhmU6osSxNQfHJmUvdexLjl2vhuvprHqK1GvT5gCfhWa1OSAm7IVfu9gxY4ltT535JvvHbufYyAnW1N7EafU7LHMuYXV3AwtbapEkiV2nx0tSLbgclMpqKwdv9yg+IVAFIOZBxdJBjY6OMjg4yMTEBPX19fT09NDc3FzQeaWOJyWGecdS+RRjBUiUNkWRgcOxH0lyEA6nRORJKpI0gpkMNh0FWdvDWyMqJ7wRDrrCgMEGp41FTTbaa2QMPYL/rAvPGY2xiMrgoMJ+dYTx0zFXss1mQ5LuIy4g8VRDVdTWfoSWlrux2+2Mj/8vAoGfY5/4EqliI0nV/P6vbiQYfJ1weK9FO6cj7LFtvd5HOO7+ay50/pTWqrdY0f0wS5duSVrTwODm378bv5yeamm23WbmscttuQkKRwhUAVSSBTWTY1DhcBiXy8XIyAi6rtPV1cXSpUsZGhpi1apVee8ncZ7SVEbvhzGMZIsgcyqfXKRfj7q6DQkTX9dSWIfsoLHxnfFggESrz+uNFabs6enhjdN+3jp1lE0Nf4lhRDCo5ZDyPOPBdhx2GxuWttDaEqaxpoq/vsC62KA/pHBQHWTdaieruxsxDANZHmL//hcmw9ITI+RUIpHf0tT0dyiKRiDw74CB3Tg+mbQ24YoYMqOjr2AYP8AX3UJrzfPYbSrgAOqBsQKuR4y2lCrkNsngPYt+hBF5lljewEdZuPCOtFpXVuIElTHfSFCZCIGaZCYzScD0fczlNv0DgQAjIyOMjo5it9vp6uqKJ801P8+ELA9x5MgnWbXqEaqr58Xf19QsJRDYnpTsNNb5Tm/SciqSVE1Hx4309Hwnnt6oqqqLwq0FJZ4ZApKtvtraLyet2ar/HzRdwybFSmUsrf0h81b873hZdLMabv7nIDE8/C0yX5souv4gNlstkmRMJmO1Yxg6kqQjSbWsWfMSZ87cHnej7t7zO6S4xacgSVGWLPkdp09/gDZHNKMb8PHL05cbhsRHthuT28jAvydsE+FJ2x3U1d0Rj9IcG5vIer6yLGeN6Cw3s+1yF1gjBKoAKsmCgtL+qBIj7zweD3V1dXR1dXHBBRdQXZ0eHpx6DrI8xKFDf4skQW3tKiYmtjEwcA/Ll9/H4OA3CQa3T3b2eoqFVFpxip3LVGSbmfLIKmihvf3jLFv2ABCrlnvw4JVJ7ZGkWlaufBxIHgvyeB5h3rybgabYitoIS+qfjid7tUkK9fpv6Gn9Gg57Q9HnEQzuyBqZ6Pc/i66H4+tIqAk2pE5//2eIRo9w9uy96HoQSN2XzvDw3wMGj18OBg4wFMsxtaC2micHfsblPTK9VX+NqnrxKdZuWJ8Cuv4fOJ1f4aJf/hfcEXfOcz1w4EA8unM2yPe3JCb/zixCoAqgkgSqVGNQbrcbl8uF1+tNirzLlaQy1YIbGLiHYHAHAIHAm4DO6OhDtLd/EJfrR8Tcb+UIZMhELMrMTHlk5f7zen/BokVfx+Hopr//s6SLpR4vCHjgwJUJgRI64+Pfp67ujtjb0H3YpNT9x7bt7LyJw4ffT5XtUWTyd4dCLCcfxMTRnIOViKaNkRq9aH4thiHHHwQ8nkdilhbp7r/EOVsSSnwN3XDgUq9nourrrJnXwKbOBg4rZ1lU/U1U2TrZbjI6gcD/zUucAM4///z46643yxu0sHNnbLwzdS5ea1Urfou5bc5aJ29+7M34upFIJOccPkFpEAJVIJUkUMU8bWqahtvtZmRkhGAwiMvloru7mzVr1hT8YzPPQZaHGBn5WeJRJj/XOHJkM+WorZS7bTJjY8+SXRSnRMRq3Mu0xFTVjaoOJy0PBn9DTc1ngR5QdqWVyjCzlE9M/BFdH6dVv42Q7ZmiziXzJGQ9w/LU89DQtJiLTTdqOP+8fTgc3Zw6devkGGDiHK7Yf5ukML/6Sd67/p+prm4BwG6MYpd/PbleLdkKOb77VZnUDBTZ6H2gt+hAiULL2V900UUYhpE0H09RlMx5BCcf5DRNS/uz+h1bTUYv5A9425fZMBFXoQDm6kRdM/JuZGSESCSC0+lkyZIlTExM0NfXV/TxTQYG7sEq6s4wZDQtk4vKRinde4kpf4CEoIjsmCKSCcPQMuTq0wgGHwB+CO3P8/pJP194Zw9229R1ibkN3wmAg6M49EOAdZDE1Hmkd5LZXH3meR89en2GKD2wqj/VOf9buP1/gqyTm3WGhv4lHiQy3/EAUw8bpXXFTbcqbqFIkhQXgerqalRVzVhuwxP1sHLlyrz2awpfrj9FUTJ+9t3vfpfdu3fj8XjYtGkThmFgt9t59NFHCwpKOhcQAlUAleTiy0UkEmFkZASXy4WmaXR2drJq1SoaG6cmgU430MIwDPz+lxgZ+UERWxfXwdntrdTVrWP58p9y+PB1CZZPcsqfWOHB7C5FSapl6dIH4iJiTaZwdwVV/XPW/cfchlM4+UfgzazbxPeeEDFouvq2v3lBwlwok9h59/Vt5Y/HvRw+e4zz6/8WGLdsu01SGHU/wu9Ob0Y2HqOrqYbVXQ1I/muJRpIFzrQCzfY47b+NT0ouV9aOYsl3LlO5x5BM4ZuOBfSTn/yEaDTK+9//fnbsiLnNC63kvWHDBmpra+MWWX19PS+//HLRbZothEAlkEs4KkmgrPZhFXln3qilRJaHOHp0M4ZxJ4cPby5iDzWTkWdyPOJuwYLb2bNnNbndgTYCge2cOXN7klsuMTDC4ehmbOyFPNoRCySIpSZKdHNV097+USKRo5MJVxNqMk1aLD6fRDgczrjnUGhPUvskoJqjhEL7qK9fn7NliRGDZjSig+NpoR6JIgIw3/EgkL2su2FonN/wtyxZ8QpdLZMW3cKtPH9gFF9I4WMXLrBsz0e3W0f6zSam4CS6BzPl4cs236rSovhSixUWKngTExPs3r17zo+RCYEqgEoTKF3Xk3Le1dbW0t3dnTHyrlTEAiL+hCRtwTCKSRsTjeduM4VF10OWQtHWthmfz4dhPEV7+w34fI8DOj7fExb7nbKiqqsXEg57s7bCMGRk+WSaNWAYMn7/82ial0xpherq7pjKH2gRIZhqPZkcPPgXbNy4NykTuKIMM3jyJhzSN4DOtIjBBQu+PDkOVUWiVZQYTh9rmmsyk0RMSI32rUTcm6mVksfXbJIChouwfwu0JCZ8NTJme7jq6Z9VhDjlk6boXMiVp6rqtKwwr9fLVVddRSAQYOXKlXzlK19JCkSZKwiBKoBKmAel6zo+n4/BwUHGx8cJBoN0d3ezfPnyGRlYleUhXK6HAB3DyJ0JPD90xsaetxSKYHA7htEP6JOpdTI/ESZaE6ZbLJHEaLjUMatEpkLOY22zOkZdXfYzkuWTactinX8kLRP4wMDdRMLbWOy4D3jAMlt5MLgjqfRG6vkC2MP3YUxup+kanuGv0+Roorb7LXrnLePN034OnT3B+fXXYhiRtISv2fDKmTJmnBtUogU1HetnZGSEuro6dF3nscce45prrmHXrl0sWbKkhK0sP0KgCmC2LKjEyDsz511LSwutra309s5sldFYQITZeZZKrGWqqxfS13cy7bMTJ/77ZCl2iI0pWY8rpVkTFuQuUxEjMeQ8ZsV9NJ4U1ezMXa7s4x0XXBD7/NSpWyezr0+Ji9v9cFwYFGU4HgrvrHoGVd5PwPNoUmJaj+cRNmzYy9P7dapsNv5q45SgGIbBoD/CkaF+GuR/x54wF6vT8R+ATqP2fWqqEgMdrK/B516+lDHZzed/n/XUZo1yjh9VmkBN14Kqm3yCstlsbN68mYceeogXXniBz33uc6Vq4owgBKoAZlKgzMg7l8tFOBymo6ODJUuW0NLSgiRJjIyMMDGRfXZ+qTGtp+wD5Nb58PIRkFQUZRif7zHyycuXak1Y7ctj0fGnWhCpY0eJSVELqYGUeMz09svxTOBVVZ1Mia5GxP0FrOZjDQzcTbd2FJ90H9DNWFjh8EiQw64AExGV5TVbaLSnbhfbb7ysvO7Daf9txmswJuc3Z6mU5BvcMJ0M5PnSXt2OV053C8/G5NzUMahS7K+5ee7lGhQCVQDlFiiryLuVK1cmRd6Vui25SExblGw9ZcK6TbkExIqzZ+9Ny9OXiplrL599ZZqImyg61mNHsY7e7f43OjtvzhjkkHrmsfZbWXwGXu8vJreY2kqSwNDSK/zG5nQ9Tw0+HOF72frmWQ6E7kU1OlnYWsvFPa2o7gNEIjEhvH5bavbyCLy6krbqWv790tzXYKZIDVrIFtxQbgzD4Kkrn2Ljxo1lP1Y+TMeC2rlzJzabjU2bNgHw7LPPcvDgQd73vveVsokzghCoAiiHQAUCAVwuFy6XC5vNRnd3N+vXr4+b6OVui0kwuJv9+9/LunX/SUPDxqT8eWbaoomJPxUdXux0foaeni25V0xq0w7S0/PkL0qp+7Ie45oSTUUZnsyskIlY1N/69fkJbaz9may/zMLb0bGZpUv/b2wtw+DU6Ck8Zy5CwqC96mkkQ+eC9p+yasW/0lQ7+RPu3sofjhxC8/83fIp1KLtPjpAwTWtSyMwJtflPqi0VqcEMsxncYBhGRZW2mI4F1djYyG233cbw8DA1NTW0t7fz4osv0traWuJWlh8hUAVQqvRC4XA4PqY0U5F3uTh69CY0bZyjR2/i/PN3TQrSViYmtmOmLXrHOw5SXT2P/v4v4XL9NB4m3tX1aZYvvw+A3bsvJhTak7Z/Mw1SJhLn/Zgut1gWcoV9+/bxjne8Y1rnl6+VlRpJmEo0epBQaB+Q+6m+r28rBw5ckWUCrTV+/3N4gzKHRoIcdQXp5Bt0VulIEkhM/o/+ilr7XcCUe9IR/S51tl1Z9331a1OWi++1uefyKReVKFDFWlBr167lueeeK3GLZgchUAVSjECZkXdmtVmHw0F1dTUbNmwo+iYsViwTXXYmfv9LhMMHAQiHD+D3vzwZqTeVP88wNAYG7mHRojuSxqFi5RweYtGiO6munsd55+1IEjCQ6OjYTE/P97O2K3Xez2yQKzmrSX//Z+jqenpqgTbC2tovoCiPUVUzL2ldUxjNbOZ/tV6yzKuXSEjr5hdvnkWSJJa2TtAlP4VpiU3l2tOSrpWiDFMl/zqt3IYVpchzV2h6oVJRzByn6Ww3W0w3SOJcQVyBAijkCcsq8q6rq4s1a9bg8Xjw+/3TugGLFaiYZbSNU6e+CuxBlp+azJc3Rex9agXZmBBpWpD00OuYeHV338y+fe/BMJSEjt7A43mM+fPvoqbGOs2P1bwf04qayerDqVZWJusnGj2Epo0Ck5nKQ/fRZNvFyNC9aYX6UrEeC6tmnI/w8IFbWOasY3VXI5cvb2RVVwOjQ/+Ix6OTfgmUpGuVOV9feZit4n6ZxNUVcmUVoWzbJZ3Li9bHnWkhK3WQxFxlbk8zLjHTNfEVReHs2bO89dZbvP766/j9fpYsWcIVV1xBX18fTqczPrdhNrKZJ85hcrsfA/Zy/PjfoWnJGZw1zYdZJC+RWF665yzHciYmtnPkyGZ0PYBhRFO21Bgc/FrGdlmFf1cCfX1bcTo/gyQlu14lycHY2P1ATFyJ/ApJihXqU5Tsmb6trTQZu7aLrqZq/uvaLv5m0wLOX9RMfbU9h1UXu1amwKfOk8rGuVg9NpsIlWvf5UJV1YoRKEVRGB8fjyenDofDTExMIMvlT3clLKhpEolE4tVmVVWlq6uLlStX0tDQkFHwZtIqSCQ5Ck9DksDv/4+8tzfnK1100SC6rrNjxw4uvfRSIBZksWfPJRm3HR+fSj2UON4Us7Byh3/PFpmCK2R5F7W1prjGvksjR0RcVNWRO5/laCiINyRjkySWdtSzpruBJTV29kWGaK1PLlc7VQ04PQ2UGeSRaj21OVKj+GaGTy7cyhff2cPq7kaqq2IPYrMZmTeXmc4YVClRVZX777+f5557jhtuuIH3v//9fO1rX+Opp55izZo13H///UUnnM6H2b8Cc5BgMBgPB7fZbHR1deUVeWcyU9nMzfGmZcu+w/Hj/w+h0O6io/Dq6zdy3nk7kvZrGLfGP091E6bOh9L1EIoyEndHmeNNsXUyhz7PlpibZAqucLlcBAKn8PsfJR5paCGuqm5wwh3izwNjuCZk/GGF7qYaruztoLeznlpH7CnZG8z8vVgFbyTOKztw4Iqkz8wKuFe/No0TL4J185tYv6Ap6cHs2BePMR5ReWTHAOtadXo7ali4cCG9D/RaWnGVOiY008y2i0/XdWw2G9/4xjfYuXMn8+bN49Zbb+Xll1/mox/9KJ/4xCf4xje+wZ133skPfvADurvL8zApBCoPDMNgfHyckZERAoEAhw8fzlptNhczJVDmeNPRozcRDh8gH49ualRetv1CB/CXBIO7iURSO5XUp30tXvwvcbyppmZZxvBvRRnm+PGbgP+Rs92zQSj0INbi+k1q2u7h0HCQzS9cyISSkLx1IPavkI44V4h8PNv5nluokn+JTVJiAlZjxxPNnNC2HJjilMlyctY66b+lv6zuuHOB2RYos295/PHH+d73vsdVV13FwoULue666/jQhz4EwJNPPslFF13E2bNn6e7uLkskpBCoDKRG3jU2NtLd3U1DQwMXXHDBtPZdKoHStFH27buGVaseobo6OXosGNzNyMgPAWNSnCC/4nbyZGi5Ncm5+J5DloctrCcrFAt3lE5j4xWsW2c9r+jUqVsJBv8EPAS8N49jzCyqmm6RGobMwOhWdp8apspmSxanBDJ1xIm/70IizxRlGIfya6TJVEeGIfOby2rZsOEoDkf3jIw5JSbNzXR++VTYzWZZZQp4yJWRIt+MFZWCoigV4eKLRCLU1NQA0NLSEq9HJcsyNTU1BINBNK18lbJn/wpUEJqmxQv7jY2N0dbWllZttr+/f9rHKZXbSpZ/hKLEJtGmWjxHj95EqhUjSdXY7U2oqnWn2d39hayWE6SOY+kMDNxDJHIiZ1vN2kuHDr0nr/GmxMg+w3gu7h6sFCRJorX11yxdupRdZ8Z4ZMcgK5z1SBIsaKnl6lWNrHDW84/Zp39lJVfEWqJI5Zspo5x8+Y0NfPmN3ONLxYhlYrRdJuszH0EvVqhnesxsti0o0xJqa2tDVWOJgu+44w4WL14MgMMRGys1DCMuYOWYRyYEKoGjR49iGAaLFy9m/fr1ZZu4VwqBUlUXivI05iRacx4SxKwnc15TIoYho6oBJKnGItKOtP2kkpqLT5JURkcfoq5uleXxkollYci3E803setskvgd1lfbuGBJC33zGmmpc2TZKjvv/fVGPJHRnOuldsRW2c4/vFXGp5QnS0Su0O1yYopVqlDl4zItxJKaifx/mZjtIAmz7/vYxz4W769uvPHGpM9feOEFVq1aRVtbW9naIQQqgTVr1sRDKctJKYTP7f42ZgduzkMyrZ+Y9ZSJKIZhPRaVuJ/ECb2mYMWsp9T5URrNzVdy/vlvxZdZZZPIVnspNUdfamJXSVIrKrLPigUttVy4pAWHferaKspw1m1Sn+YbqzoIZLBuc9HXt5VXjng4PjLOJa0BNmzYMK1MEabFkM0ime1Qdau25bKiUkVsts8hE7M1UVeWZaqrq+N91D/8wz9kXPfqq6/m6quvLmsGHCFQs8B0LShZHsLn+wVmdoHEbA6xMadDWbfPNBaVOP5kBkIkCl8sF196TaLUMSsz2m9qHQNZlvMW5kpwV5WCQudzFStOpUZCSuvIo6rOj7ed5l/2vid9cmsFUahVl21MazaZLRffli1b2Lx5M4sWLQKyp4CaidRsQqBmiekI1MDAPWlZvk3rB4yc+eSczk+ycuUPef3117nwwgvTfgiJgRCJbr+1a59k1661GEYEm60OTXuYyy//QNa2apqGy+XC6/Vit9upqqrCbrdPHtOLx/MlFix4kJqa+fHP80nsOhcIBnfM/JykEnilDYuM9Ob96o3mdj8Wy2ykTzKF2Ov14vV6Z7y+WibKYUHlE2W3ZcsWdu3axfe+9z26uros1w+Hw3lPqZkuQqASmKlkkdO1oCYm/kRqlu9ESybXXCe3++f09Pzz5Lrp7UgMhEh0+6Uuh4eBdIHSdR2Px8PQ0BATExN0dnbS1taGYRhomoaqqkSjUcbHv40s7+TUqW9QVfU/UFUVTdPQtOR0QaFQiJaWFlTVzv79+5NEzpaNZm8AACAASURBVHxttcx8PZ3KpNOhr28rp/pirr7dezYgERv3K9X8pEzurPbqdk5uODmtfecKSCgXsxVtV2kFC3VdL5kFZQpTPv3bvffeyy233EI4HOaBBx5gwYIF8c+i0ShvvPEGn//853nllVfo6iq/lSkEahaYrkCdd94OQqEQhw5tpbr6Xssw8+SEralonDp1F5KUXl0zNRDCdB92d38mbTk8iywPU109D8Mw8Pv9DA0N4fV6aW9vjxdYjO032cWnKMO43U8BBpr2DOvWfTPj+NKOHTtYv359goBpaa9lWbZcrmla2riizWbLKmi5BK/QB5ly5MnL1pF7ZS/97lBJjmMeo9zdt+lSy6c+VLmopGzmqqrGI+WKpRBhMvnUpz5Fc3MzN998c7wSb2dnJ3v27OHrX/86zz33HNXV1TM2PiYEahYo1TwoRfk3olHrMPNctZt8vmeQpM+ntcOqKKFhaJOBF6mdrMqJE19Hkm5ldPQQVVX30NPzY9asuTzJarE611inbfq+lKzjS5Ik4XA4pv2DNdui63pGMdM0DUVRiEQiGdcxDANVVdF1HbfbzfExg2Gvwf79E9Q4qtJEzu/fVlCevEz86N2HaKiu4i/XxzrzbO6w5w+4aHJ0WM7DqpQgB5NM0XKmWGUTqlJZepVYbmO6ln8x56OqKh/+8Ifp7u7mAx/4ADfccAOLFy/miSeeoLa2li996UvcddddtLe3T6tt+SIEqkBMcZnOzVyaMPMRdP0/sAozh6lAhZ07F1rOe5Ik66S1VsJmGDKRSH/a8liC1FdZtuxu7PYXcbl2Ewo9iM2WfS5VzHp6mMQwcrf74RmJ0pMkKW4NTWeQd3R0lEAgwNKlS5FO+XD1+1i2tBuJdPFrbf0VLx0bJ6LqXL2kmvbqay1Li+fC5/Oh1FQxMmLkfIK9dl0XX3xXP7aE+/Tlw27O+CN86pJFBR97Nj1gicKTSVRNActmWWbatqu+i+0fyTw5fTaYrSi+2BhwkMWLF3PppZfy/PPPs337dv7mb/6G7373uzPi1ktqz4we7RyhEgRqaOhfiCcpTQkzT8Th6LYUqOrqhShK+jmk1nMyUx8tWvQthoeHGRz8f4FnAQXDqGLevP9Ce7vByZOPkEksUxkYuJv0SrnZrahKxRS8qio79Q31SWHmiXSOx+pBrV07n5NrT6Z9nsuacdbGMuEbeqzgpS+UfZxx9Pg+Ro/H3JmmNXdmRGU0AsePRwsa36gUSysXie0sxEo0Ba2SLKhSjkEVwtGjR3nwwQfZsmUL9fX1fOhDH2L79u0MDQ3NSPbyVES5jQKx2WyzPqAqy0N4vT8nNcxcltPn3TQ3vxOw0d39Bbq7Px9/bVpYqediNQY1MvJT3nzzdyjKMJL0AlPF82ITdU+c+Mf4xN+paMKp/e3f/15Cob0cPnwtijKSIYO6TiDwx2ldl7mMs67TcnlXfRfjt43Tf0s/jU0tRKsa2D1ey3Z3duvv4osv5qKLLuId73gH69ato7e3F6fTSWNjI62trTMWhTVbFDp2VWkuvtmyoC644AK+//3vc+211/Liiy/y+OOP8+STT3L06FGuueYaTpzInTWmlAgLqkBKYf1MV+QyjROlWlGJ4eIu188wM4ebVo7VuZw58/+lhbCDQXf3i2haMC0DhWGoeL2/SXifXGHXnE914sRniUaPMDBwN7puNebgoLHxnQVfi3OFHZ88yK92neV9aztZ0dmQ9Jk3KHNwOMCfTvqwAZuWtHLJ0jY693cxGraO4oNkdyZAbV0d9VGJjo6OkrS5s66T0fD0w8737NmTNWAl8XW5SP0dzHYFXkVRSjLmWijvete7+Pu//3uuvfZaIGbJXXzxxfzud7/jAx/4AFdddRUvvvgia9asmZH2CIEqkFLl0ZtumHmmooGJJIeFywnrxsRMkj4Vb4vX62VoaIjx8ZeRpPSCehMT25HlQdKzlFsXNkwsDw860Whs8rDX+4sMZ6XMuXlO5UTRdPrdIQ4MBRgaj8Ry/9U5WNlZz+aLFiBJEsf/W3JH+dIhNydHx7m0ffoZzM3AhWwuslKIE8A7/3PqwURC4tgnj8XH8MzoTHNcrxAOHz6c97qpFtRsZ1ufLRffs88+Gz++zWaLB2qsW7eOl19+mWuvvZYrrrgCl8s1I+0TAlUgM1Uqwwoz/dDatU9x+vQ/Mzr6EKBYlshIddUlWlyGIU8Kx/s4dqwav99Pa2sr8+fPZ926fZauDlkeYteutUnLDKOaqqoGNM2XsjwmaFaWXuZwazsrVz6e13U4l/GFFH5/zMsRVwBZ1Wmpc3DZsjZWdzfy9N4RmmsLD3OPYyRnS58tsk3INTDo7LR2dwJ0/T7/eVLz5mUeB02lv78fwzBwuXLv+9SpU3lNT5iOy7AUYebFkCpMiSxbtoxXX32Va665ZsbmFgqBKpDZFCjTXXbq1FfxeP4dq1RHyXnzMs+90XUFTfsxLS3/Sl9fX84bLpPYaFqqu87Opk3HAWMy60S+A6vanAySKAWKpnN0NMiBoQDeoIKzsZoVnfX0zWtiQUtNUkf3+VcuZeyF9JIVXfVdPPDuP1WEAOViOkEX+UT0mbS0tOQ98XfZsmWoqsrixYvpfSB7Nona2tqcc++sSlDk48ZUFIV9+/YxMjKCYRiMjIzQ1NREXV3djIyR5eoH5s2bxx//+McZG68TAlUgsyFQsjzE4cN/SyCwm1hI9mOkxrekjkHlmgclSSoOxxE6Ojpy3pTp1tjUPtKJTQK22+sodHJqpSeETaQU98HoRJQDwwGOuoL4wwqaYfCOxS38xeoO6hzW7pMx2bqeUq5OOHFM5e9yxKIk5qGba3WUTKwm/uYStCufuhJPNHc+xJWPrrQ8XraxKTOLSqKIpQpbJBLB7XbzxBNPcObMGWRZ5rXXXmNiYoL169fzwAMP5GzbTNDa2jpjxxIClUA+TwWzIVADA/cQCOxgSpQ00rOKJ49B9fVtZWRkhKGhIXRdZ/78+cybNy9p7s+f//znvNqRyxpLxed7lpqahVkF0m5vR9cDKWNjUQYG7mbZssr4IZYDWdU56gpyYDjAaCCK3SbR62xgfksNrxzxsHZeIxt+vNpSFJodzqKPW4jIJNabMjtds2z7HW9sLLoNpSZbolcrsci2vmEYeYlTJnJdX0mSqKqKTeI26ydZ0dPTw4MPPsi3v/1tVq1axcc//vGC2/Laa69x6623oqoq1dXV3H///Vx66aUF76cSEAJVIDMtUDHr5WeT76ZEQpLqMIxHuOyyv4wv0zSN4eFhhoaGiEQidHd3s379+owhxfm2I5c1lophhFi79qm4u9Eqm/mBA1cQDu9N3ZKxsefzPk6lkOu5xjAMxsMqJ71hvKEBFE2no6Gad61oZ2VXA+sTBOnONzPvZ1zJXo32+meXA5O5+NadLOQU0kjtcM//yWrcJQqKyIVVrScrCo2my7b+4OBgQfsqN8WGmfv9fq6//nqeeeYZLrvsMl599VU++MEPcuLECerr68vQ0vIiBKoIZnIeVCxzuVWaHA3DeAhdvxav18vZs2fjiVl7e3tpamrKue98/cip5TNMtm37GyTpGfIJeYdYBoljxzYjSbBy5eNxV96JE1/A630MAF0PVVz13GKJqjpHRgIcGA6w45QfgMuWtdI3v4nupqmaO6V2oRWTpcKK2ZygOxfdiqWk2Ci+F154gdWrV3PZZZcB8O53v5v58+fz0ksvcd1115W6mWVHCFSBlGKibr7CkDiPKRXDkDGMvWzbto329nYWL15Ma2srijLMkSMftkwga0Wx5yLLQ8DzGduWGvIOsfx7odDO+Ouenu+gKMN4vb9K2HZuB0sYhsHIRJT9QwGOj4ZQdR1nYzVruhtpb3DwF6uLd9MJysdsT75PpVgLqr+/nxUrViQtW7FiBf39/aVq2owiBKoIZupmth77cWAY19LY+FX8fj/vfGdyYlarQoOZmE4kjlXbrMLdTWL59x6JvzcDImJpjxLH05Q5FSxhomoGewbHOeIK4QvJOOw2Vnc3sHZeI11NNTy9N5bqSFA+pjO5Np/f9EwGjBQrUIZhpFleVVVVM1IpvByIVEcFMpOpjqzHfhQaGk6ycePGtFpHqYUGrVIfpRIbHxpi375rcq5vrhcM7mF09NG0KL5MlhOYuQOVpHUHBu5Osp6mPtMKrkY72xweCbCt34fDLvHulR3cdOkirlrZQVdT5gHxctL8nWaav9McD5me7Qqx06H3gd74+ST+pYaDT3dyrbPW2ro1000d++KxjNex1Ne32Iq6ixYt4vTp00nLTp8+Ha+QO9cQFlSBlCqThIk5+TbRJSfLMsPDw0Qi36Oqysb8+fPp7u62mLjnYd++a+LbZio0mOtc8rG6ZHmIPXsuQ1FGOHr0JnQ9jGF8kMsv/+X/z96bh8d1l2f/nzObVmvfrcX7Ii+y49jBoQQoUJb3bVPSlrbQsoTlR3nfN5CwFLgSAhQCIUCgpFCWlmYhgQQCgWAgkIVAEseO7XiXbVnWNtJo1+wzZ/39cXRmzsycWTQa2XKY+7p0STpzzvd858zMued5vvdzPyn7medkbNOjJ/O3OJWZmR+RrEbUcfm5SnTUlfE3O1ppqym91FNJgHFz7nt/H4+dnmQyIPIvf9ic5ajlhaV2daj+arVlF2EBAe9N3oRtF6t5o6IoeUVQ1157LTfddBPHjx9n27ZtHDhwgN7eXl73utctwSyXHsUIaoEoNEEZ5DA09HlGR0c5dOgQhw8fRlVVenp62L17N+3t7TFySox27o0RS7pGg5miIr2n1HhOUdfg4C1IkgfQCIdPoZPNr1L2N5OdeRuW/ZCsyAnKyrbR3f1M2nkvR1SVOmiozK99R77fvhd6nAZEJOtrvtxQ6IjEKuIyYEVOmbZfDOQbQVVXV/PQQw9x/fXXs2fPHj70oQ+xb9++i1q7VEgUI6gFopAEFYm45yXkuplrQ8Pb2LRpGxUVFWmPMbtJGCKFycl7UJQguarpDKjqJP39b8cginT76xHQA1YjJOyfnGI0nC0CgedT5mbAICNJ8tDf/y7WrPmfy2rtqRDoe38fUwGRBw+P5lxnlLyukklxp2oaQzNh3vnYHoJK/rU+FxNLEankE3Flk7wb94JCOyssxs381a9+NQcPHizofC4VihFUHlgMQRnGrOFwmEOHPhRzDrfZwOF4ICM5mQlAJ4w4sczN/SonA1kzotG7UJSJmIw9XdQ1OHgLVtGO0W7D2N8qxQiwffvzNDS8G7DR0PAedu3yxX6MSGl09HYCgecuu7WnQqO+NL0PnRkLuYHff3CUfScnLhtyWm6wIjYzMS2F7U++EdRLDcUIyoRc3mj5iCQ0TcPv9zM6OsrU1BQ1NTU4nT7s9t8mkMPExN0pzf7Ma1SJyjklViCqaSKqGmLXroGcpOXGuJK0z2KuckpUZB09GfsnOpcnpxjb2z+BpqlMT/8AUC0VepLkMT1+L6HQUdatu/9PLpICePwtx1nToBdUZoqKFlKjVFFi52Wra/j4C4ue3rJFNv+8QmOpvejyXYN6qaEYQeWBXAkqGAzS19fHc889R39/P3V1dVx99dVs3boVh+MBUlNyYsLaDSSm9Kz88OLHKinHZkI6+yJNkxKiLn2/9OsWmZzLjTklPqamREn6/0bkJREKHfyTi6SWShnaUNbIm3taWNeYPjI3o9p16eu0ktefclHOvdQKe4sEpaN4BRaIbBFUJBLB4/Hg8XhwOBy0tbWxZ88eizfbSQuyUfH5/hD7LzWll/5bmx6x3Je13XriuFbPr4zNm38e+9/v35/hnC527TpDSUkrR4/usUwx+nxPE4lcSIispqb+m8bG6ykv3xqLnpLbgkxN3XsZ1UIV/tt0vhHBO9r+wGvbBV5/1RZK0xjOWsGo8UlnRruUMHpPpcNSK+cEhEsqiLCCLMvFFB9FgsoLyQQlSVKKMesVV1yRYMyaiu+yd+/V9PffwMTE/6BpIoLgoqrqFbE9klN66SAILkpL1xEO9+ZUoJvJ/DVZKLF58yOcPfvPlJSsYnr6wQQSEgQVt/sLrFnz72ntkPr7byASOZ+0VaW//91s3fp8QvSUCGlZO0osdYon34jg4Ym/5u7RaUh6ObKp4l5qEYgVmsqb0hbzZsPF7rBbjKB0FFN8C4QRQRnGrEeOHOGFF15AFEW2bNnCVVddRWdnZxZy0pFJGp6uxQWAIJQiCPECUE0TY9Lv8fHvEgwey3jeTOavyUIJI8VoJcIAOWOElelc0WgvkjROMHggzVz09SpJGs84/qXEUqXlFrOe4pethRDLmYDSFd4WEgaR5HMdMjlILNV1LYokdBQpegFQVZVQKMT09DR9fX0LMma1QqZ1G71qJV2Uk8lZXOXcuXeyY8fhtHsY0c7Zs2eJRj9LIPATzK3crVq2W4kw9u/fz7ZtezI+x56eAzE386Ghm5ievnc+WnQyOnp7TMU3OHhj7DHzc9EjrH/MeI6XGpYzmSwWo+8bpe07bZaPLeXznghN5G1+2/f+votunHupOuouNxQjqCzQNI25uTlOnTrFs88+SzAYjIkdNmzYkDc5gXV0YYgOMre4UMnUnykcPpU1ijIQCj0OSfl3K+GDWYRhFAtr2nTOUUTyWpOmiQkRUiDwjOW1uJwcJQoRT10OHXHzRa2zbsnGXkorp0vh6l6MoHQUI6g0CAQCjI6OMjk5yYoVK2htbWXTpk0MDQ3hcrkKsgZhXrexsjwyYF6nMiAILlT1jbS0NKc8BmSNogA0bQpNC8X+b2j4J9av/15sPuaW7WbZuJH2g3o07fUp41o9F92LL7VlvLHOVFn5ciKRszQ0XJ+y7nTw4K85c+aNL/ki3s+9+Go+/sJLt1ZpVppJGz0tFsnrQJeyVUghsJhC3ZcSihGUCaIo0t/fz3PPPcfZs2epqqriZS97Gdu3b6exsTFmzFqotQfzOIODt+D3/3G+KDYR6SItOJE20gqHT2e0ORLFMWZn/x5Ni4svpqYesCy6jZ9Ticnd9cd+bblGZGV3ZLXWZERIiXVQqetOgnDvS76IdzYsEUizflTEnx6KEZSOIkWboGkaLpeLK6+8Mm3+dynczM3FsFNT99PV9W8JUVT6hoHP0tNzdZoIy5lR0Tc4eAualtwhVSeg9eu/l5YUZ2f3Ya5pcru/wLp1dyU8F4PAJibuoazsfXg8IoHAVxOund1un28DYOfUqU/EiFLTFPr6bqW+/rPz3yCngd9gkFdr68dyLkZe7lA1jQtTIY6P+jk3EbjU08kZAoVJZy4F8lXp5YulSi0WVXw6ilfAhNLS0pxs6QtBUIannyAISVZCCoODt7B+/XdzHivTWpYVMrlDTE09QFfX5yxJMTntBxJTU/fR2XlzjDT0DsA6galqGLf706xf/72EtvOapqGqKuHwCIOD70BRThI3k5UIhX6Cy/VuNK2WYPA24utgMseOfQRVvQHQr6HNZsPhcMQIL/nvdI/ZbLYll4qnQ0hUOOXxc3IsQDAqs6LUwa7OGjhe+HP5bvIV7Kb9kU0v0FjpYmfZNThteofg656FWSsf4DxQiJv9xSCnbHVbhYCiKEWRBEWCWjBsNltBmn8ZBGVFFlZRVCYYZJJpHcuMzO4Q6Q1mreundMPYrq6v4nYfZ3z8fwBx/jmCJO2jtDQExAlKEATsdjvT018jEjlMcqZZEDQcjgdoa/sYx4//0tR3SsZme4yenq/gdDbHiE6WZWRZRlGUlL8jkYjldkVRYnMBYkSXidTMf0uShKZpOX9Z0TQNb0Tmd71T9E0GUTWNjtoyrllXR1ddGVOBTMrMxaFQKrQdle9mWrgZpy0c2/bw1XrZw5jjCSJKPX+zszXhmEznvRg3+ssVxUJdHUWCygOFjKCsjVhzj6KMKAxy66abyUXCgN//nCXZpYvUJid/x9jYfsrKvm0xmsLQ0C10dX0zYWt83QmsLJ+CwXRFvHFhhUF0drudkpL8GwMadW1WRGb8RCKRhMfC4TCiKDIzM0O/V8M9pXDohQlKXYlEJtjsjPhVnjoXwB9V8bdUsKGpgq1tVdRXluhpnCVsgFlIsUBb+VE6nB9HlVMdUCrl/yBq+1TBzrVccbEaPxZTfDqKV2CBsNlsyLKcfccsMAhKX9NJRbrtBkRxDEH4ENHozygtbUvb6iIZ+tpTNGmrk+bm61mz5usxYtJFG4lkZ0RqkiQxOjrK4OCHcDp/TWXly+nuvppjx27EiJ7MmJv7FV1d8f8lycOpU9fE1p0EwUV9/dtT1HunTr38okjPBUGIRUi5Et309DRzc3OsXbuWErePmfMzXLGrA4egk91sIMKJMT+9niBhSUbToLPayRvXlCBoUQLTQbwTcRKcCauU22oJqbMFfW6FQq1Tj4hVOdkVRH9NXBxGsLB8Slfkmu+N/mI7OphxMSO+okhCR5GgFohC9YMyxikpaScUmkl5vKRkZcbj9XTbMU6cuJrt2/fn3E13bu5XpC5xxw1i9Sjsmfn/42TndDYzMzPDyMgIwWCQ5mYHTqdeQ+X3P8jx473zHn7a/DpVJDa6ooSQpPGYRHxk5FZkOa4wNGqikr33jCLegwcPsnv37ozXY7lgzC9xYtTPwLSeBlvXVsvWthUcHvIiKRob1rVaHrfmW2styamxrJHJcLKY5eLgyVemf0wQStm27Xjs9XrkmMeyNK/v/X2cHPPz+3PTXFHhZceWjZSW5t91+GI7OlwqFAlKR5GgFohCEhSkV+hlgjlNJ0keBgY+zMzMLy1rlkCLpepAm29sqN9gdDGDGDOIjY+rYaQdVVXm8OHdKMo3qa5eTVdXF9XV1Vy48EEMotOjmgMZHDAURkdvp63tY/T1vY1QKLU+S9OijIzcyurV/7ng67EcMOEXefDQKAFRodRpZ2dHFVtaV7CiVP+IHRn2kUn7NpWGhC4VOWWDpsmcOXMztbWfxuFw4PcHEGw2AoFALL1pt9v10oz5p30xNCmZbImssBARSbbmhYWEOXX/p4wiQS0QhSQoQ2yRq7jBgK6Ui69bTU8/TPJLabZMitckxcnDnDoz72seV4eEpk3S2PgzNmz4r9h8dSIz5Fv6mBMTd1NaujptWm509HZCoXSdPjW83l+neWx62Rfq+iISDnsFr9lYy9rGChy2wt1cFnrTLSTs9hpUNWTpwxiNPoKi/B9kuZZQOIyqKgwNJYpS/nb/3zIrmSLDp/Rfda46HvuLx7IqL2NreTnerA3yWIhyse/9fZw4cYKrH7s6674X83UoElSRoBaMQrZ8N2AWN7S3fzwjWaWSA+jEk6j1Nbe6MFrK6wSU2NbC2Hdi4u7552WtGZ6e/iGi+HlcrpYMvaREqqquYceOI0nbNYLBIY4ft2pnXoIg6BGUqiamAg0IwncJBJ5Z1hHW6vpyrtvRsqAWF7nCuOned8DNB/64uaBj1zqtZeK1MYWzLa3lliCoaNo9dHV9lcY5DzYBursT37Ozf7BeU5sRZ2hqakoQnhhCFDPBSZKUs2p2aGgoRmrP/93zOBwOOv6rI6dj4dKmU4uwRpGgFohCr0ElixsUJZhRiZccPcVhZ9eu8wmkZm51kdlgFgvhRDLi61rpfQLTCzR0qyMr8pNMIjY1pcWGJHmAxwGYmfkR7e2fWRZRVPL7wF7AiCkdlqJn0cNZggaXayXd3QO8ePxqFPFE4nzMghWNBbfFqqmpSdm2mJotl8sVIzWD4LLhxRdfxOFw4PP5ePRVj1JaWordbmfrj7emPaaYfrt4KBJUHigkQZmjEVWV52ui0t/o9fYWVjf6RGFEaruObN9Csz8nY07GutmBA/+IovwSs3LPSqAhimMxK6NUJEZyyWKJkZFbTfsoDA19DFmeWNbpvoUilzYTkuShy/Z2alx1zImpopp8UJulDlQQSlm//mEA6tsf5xfHx/nrnhbaqlNFDhoaQgGc0/Ilp6byJlpaLNLjv8x8XHd3N7Is09vbS11dHTabLVYjlw4vvPBCwv82my0lJZlL6tJut6cluiIB6igS1AJRKKsjQRAsSCROPOmUeD09Bzh6dA+hUKpbeWqr9kRC0BsbXkco9D4qKytxuVyUlZXRZdaAz8PKPil5Tqp6gmRZuZWDRbq5uFxrEMV+yxYbXV1fRZI8zMw8mLC4Pjf3U0BY1s0MF4psN+VVd9UzIxbIrsGEbNGTVUSb7rapafmLIBYTNS1WtNBwl97ivs5Vx5n3nsmpzCBZUZqphk5RFEKhkOX2ZCK02Wzs27ePw4cP4/f7+ehHP0p1dTXV1dVce+21lp/TlzqKBGVCrt9aCkVQ4+NfJlPPp3RRlBHBHDp0iC1btljKdtMV1UrSUXp6Orhw4V2Uld2B2eEhl+PN5FNaei/r16+noqIits0QfIiiJzbvQOB5y7FEccByeyDwR86ceSMORyPWjheapSz9pYqlIKds0RMkpvC0JVTiLUZ4YNXnKR/SmkmKShdSv2VEQ7k0KU0HwxWls7MTj8fDBz7wAd74xjfi9/vxer15R1Tbtm2LpS0BysvLeeKJJ/Ke58VGkaAWiEJGUKHQwYxrQ5nqmYwx0s1l3bonOXPm/UQiP523CnLR3Pwu1qz5Ov39N+D3P4um3cWKFanu6aI4ht1eldKgMJfzW7lZbN/+PKIo5vwhGxy8kamp7wOZ7qKp3+4vFRZzz9bX2JYOtc5cIqVElJVti9Wg5Yp0n4hMCkRDtl1o5Nuc0Pz+vBhS8uRz2+12GhsbaWjQo7rXvOY1ix7X7/dz9OjRWCeGyw2X56wvIQopkli37kn27o2wd2+E8vJUhVs6w1ejYSAkfutTFAW3282BAwc4deoPiOLPTT52ekQWDB6LiTKCwZ+gKKmqpXjrj5sX9JySBR+Z2n2kg7n1hpUrhYHkhoeXK/Q1tsLiyVfGf3Ilp7KybRyJniBUPWBJTvF3vDUdW6X4IpLCA298gY91H0p73uVUYPtSXPeZmZnhdNnF/QAAIABJREFUla98JTt37uQtb3kLL7744qWe0oJQjKAWiEKr+AwspGDXiFLs9v9GVffi9XoZGRlhbm6O5uZmtm3bxsjI/2NqKjl9pnDu3DsxO074/d8Evh/bJ7H1h+5sni6KSn4O6dwsjA9+Luons/+eIDipr387ExP/SFPT/Wlbwi+HKGohkCQP/f3v4k1PnGQyPLcEZ3AA1go2DWhseI/lNXv2maGsKbxMDxtWR8GozFG3j5NjASRFpa686Mq9lBBFkWuuuSZl+9NPP834+DhlZWWoqsoDDzzAa1/7Wg4fPkxnZ+clmOnCUSSoBaKQdVD5jGOOUmT5UY4ceZzKyk7a29vp7u6OEYDu5Zfayj0cPm3aLhEOP4wofiFGQqmtP26OddnNZV5WbhYuV0tO1y1dW3hBeEPGhofLBZLkYbD/PWkVhtc/uYl3Pbm0nZT0taX08moB8rpm2V47DY2QKPPk2WnOjAfQgHWN5exsr2ZoNgwvZDx8WeByjaBcLhf79+/PuI/NZuNtb3sb99xzD7/5zW9473vfe5FmtzgUU3xJyPYmXaoIKhdomsa5c58y1UGp1Nf/kh07dtDQ0BCbuyiOoap6K3ebrYxduwbYuzdCc/P7EITkb7NqrPOtdeuPB9Km6szPIV0HXnNX3WxI514O97Jp0x/YtcvHrl0+GhreDdhoaHjPgtdKlhKT43ekdP6VJA9nzrwRmza5JHVMoJNSLik9kc0MO86mvWaZSpmMmVt9PCb9UU6OBXiuf46zEwG6Wyp565VtvG5TIw2VrqU0ay8Yap21y4qglmouiqJQVVU4h/ulRjGCWiAuBUGFw2FGRkaYmDiNzfYghhxdEGS83h8hip9JSMOlS7VZF9jGjWLTt/6wjqLMH6KFNk20QrooCeIFosnt4ZeLks8pTDI3e3/KvEZHbycQeI4VwpcXNX6q2EFg+/azOJ3NnDr1csLh1G6HyWKHn76ouz0UApqmMeaLcmjIy/BsmNmgyNrGCv55TzvlrsK4aWRT4xWqEaPvJh+HDqVfJ7tccfDgQWw2G7t27QJg3759nD59mte//vWXeGa5o0hQeeBiEJSqqoyPjzMyMoKmabS0uCgpuQFJSo5S1IwFuuZUW/I6l8fjIRgM0tFRzokTryUUOmk5F90BPRGiOEYo9F4k6R6gKi/T22Sk+2Z/6NCh2LVKjLKWzxrUSue3MToJa1oUt/vTrFx5a4xMy7WH8xo3vaO4FrN+Mq7bI8c8+PxB9jZrrFuXvfg3ZcQMtUzmt+rAdIjDw148vihlTjtXraqlusxJfYXTkpw0NCod9QTk6ZznkktrCzN5LZasXoruEJWVldx00014PB5KSkqoq6vjscces3TwWK4oEtQCUUiZudU4fr+fkZERpqenaWpqoru7m4qKCvr7b0gjSRazFuimk6ub3Sx00UWt5VydzlQp8MjIF1CUF5mc/Ar19fn74xmCgVycIdKtUV3qKEpTxml0PEJcdagxPf3DecLKv/tytlqlmZkHFmT9tBi3B1XTmAqI/PzYOKKisqLUwSvW1rGppRKn3ca5iWD682pw844nubJskit37YpJnjNJwc2PCQiW6VFzhGUmq3wk5suJoFRVLchcNm/ezK9+lfrl8nJCkaDyQKEJSpIkxsbGGB0dpaSkhJUrV7Jx48bYB9ncXsNmK2PnztO4XC2cOHGCjo4OqqurY+OmS7X5fH/gxInXJpjQCoKAokwwNaWLLjQtlFD71N9/A+Pj36OqKlEhZG7LMTf3Q0Tx0zm3p0+GkQLLJRLK1mF3qZBMopLkYXT0n3C5PgesQwl8zWJeCjMz8fW8hdxuzOk8c1uUVGgWTg/5vzc1i1UoWdXo9QT4Xe8UF6ZDtFaX8pqNDaxrrEjwH9Tmzw7po5laZy0DVw7kOa9UpIuYLqX7eyFQ7KYbR1EksUAUKoIC8Pl8HDt2jIMHD6IoCjt37mTnzp00NTUlFNZZrSmlQ0/PAXbtuoAglM7PVxdJVFX9mantRhzB4H9ajp2ppilxPuqChBBmJK8nZapp0h3RL42STyfRZzl16hVI0jijo7cTjR4kGv2uPgfpMDYhu9tDOpIS0FN5T1xjJXRQsXbT0GF+7nG3h/R0mOsXc1FWOTzs5b4DIzzdN02JQ2BdYwVv3t7MxubKFHNcPQLR/05HDgltN5YQfe/vw3eTL+EnXUGweftyiaBkWS42K5xHkaYXiMWKJCKRCG63G7fbzYoVK1i3bh01NTVpPxyZ1pTSzSWZ0AYHb2Z6+sckm9AqygTRaDw1ZR47ndAi1T8wvSWTFczRSLb1JGNfuAlIv0ZVaJjnCBpTU3qzR1n2MDz8sVhXYlH8OZI0jqvhN+zvP8MV5W8C0rvCP5GhQ206aJoYEzvcvX+EzroyXr2hPq/nle1tq2k6Me2/MMuJMT+irNJRW8ZrN1URERUe651CWKTKYv2311+S6OZiO0MsBrIsFyOoeRQjqAUiH4IyBA+HDh3i6NGjsTReV1cXtbWZ5a2Z1pSs5mJFaLp0XEk4FmBm5uuWYw8O3mxJiqLoWbSc3EjpjYzcarmeZI6ijH3hnpzGzhWG9DtdxGaOmHSnh3jUNjv70wSZvyEpX+n8NlYu8wt5pyS/DQTBddGk9L6IzOBMmN+dmeTIsI/2mjL+dmcrf7mtmfaasqyhV67dNi7n1NvFgqIol601UaFRpOkFYiEEFQgEcLvdTE5O0tDQwMaNG6msrASgr68vp3EyybddrvfHxjBMWktKVmG1HmLcVM1RUjR6GKtGh3qEYE1Ci5GTm1N6MzM/IvX7UaKTedzy6NdI0jgOx8qs4+ciuMi07iVJnoSISZ9n8uskxX5PTf0Xjvq3sMJ2CCtBxGLijYWmL7O9m6wenwmKHBn2cXYyyIQ/ypWd1fzDlW3UJrk/xNKHGca/FBkyK0HExWrLvlQoRlBxFK/CApGNoGRZxuPx4Ha7cTgcrFy5kvXr16d8I8qV6DLJt0+fPp1QKOv3P0sodDqjAS3Eyaar6zEmJyfZtGlTjOBWr/4qJ068Oi0J9fQciO1rs32alpZu6urqsj4PMJoWxns7Ja+tmG/Iyem/8fE7WLXqaxnHz0VwYVVHBVpS2jHRTikzNOS5/4dP2UW5fZBMLg4LgSC4qK9/e8rzKBQHeHxRjgx7uTAdwmGzsa1tBaKssrOjOoWccoVQsNktDpd7lFYUScRRvApJyEYcVo9rmhbzw/N6vbS0tNDT02PZBiPX8+Q6V0gUNCQr8ax6RxlkU11NCsGdO/dOVDVMc/P/l9ZF3djX5foOmnZnTnNNlogbqK9/G4JQytTU92louD4hejL3yZqZuZ+VKz+RNjLKVsBrRFcuVyfJ616gEQg8h9t9K9PTP2FhiTlAOUuJJrIQcqqre2usfb1Voa1V9LRYJwpN05gNSTxyzIN7LkKJw86VnTVsW7mCMqed425/+jqo+d/p0tHmt/LlrqK71CiKJOIoEtQCYSYWURRxu92MjY1RUVFBe3s7W7ZsyUkNVCiCkiQPx479L5LXmAxyyRSBzczMzD+POMGFw6cA0gofzPuK4iPI8ieA7Iv21hJx5knFhZlYrPbVtMxy8uSIy+2+lWh0MJbuM9aVYD/xayUyNXXv/E1ZZXr6R2RSzKWHg6jWDlzI+Qivd1/s7+7uZ/D4Ijz8oof/vbWZzjrrHl1ZkUbFp2ka/VMhDg35iMgKO9uruXpNLd0tK3A5kiL7tG7lZiG51am12GN97+/LqxapCB3FCCqO4kpcHhBFkSNHjnDo0CHsdju7d++mp6eH+vr6nKWqhSKoycnbkCQPmqavi5gFDbnOYSHCh8R9Vaanc4ugrCTiccTb0o+O3p5m3/TrMdYFvD8iEHiW0dHbTdGVRioBRdE0Q3mXDzkBSDSX/GGBxyz9R09RNU57Ajzwwii/OT2JrKpsbqnkbXtWsqO9OoWcFhOhabmqJIrICkVRihHUPIo0nSNCoRBut5vx8XEkSWLt2rWLMl0sBEFp2hSBwE8ttmdudGiGqk4mycaNMUQmJu4mEDjCpk0PAhpnzvw9gcBR4oQi4fM9iCh+NqPE3Ofz4XT+Dw6Hht0+x9zc/8JKjm0o+bZtO455XejkyTG6u7sTOpaml6sb0Mlmevq+eePc/B0dlgIuV2bBRzpkbYchgKRoHHX7ODriIxCVaahw8bpNjRwe9lJZ4sBhIRWPRUg5jJ/2sWyTLyInFCOoOIpXIQMURWF8fBy32w3AypUr2bt3L88///yiHYELURRoLrI1I1dVnSAIRCLftRzDGCcYPDAfNWkEAgdI/uaf7AVowJDWDw0N4XQ6aWlpwWazMTl5Z9rz6cfJvPjihwENQXiWY8c+Qij0Ps6cOYPL5cLhcOBwOAgGP084/Cz9/Z9BFA+njc40LTKvxMs3OsoNub6c2brVLuZtISoqQ7NRxmZkyqvstFaX8sr19XTWliIIAkdGvPkPngXLybB8Kbr0XkwU16DiKBKUBXw+HyMjI8zOztLU1MSWLVsoLy8v+HkWE0GJ4th8kW0cZhukXKBbHR3LkHrTiWRi4m7it6Bkckkkw0gkwsjICB6Ph8bGRrZv305ZWRmiKKJpGh7PMazqheJzkikrO0s0OjDvTvAbKireQXt7OzabDVmWiUZHCYd/ik6aD1Fe/jNsthpkWUaWx9G0tyII5ueUPzkJQim1tW9mZuZHCILTlA7MDru9jh07BgD4xfFxJEXluu7WvOeS7u1iNAh87sIskUiUq9pcvKGnhdbqJJFOJjPYPM+dOHZ88HRCCUMCvhRrVLkYzF4OKBJUHEWCSsLJkyeJRCK0t7ezefPmJbM/WWyKLxdTWEMObvbfS0ZFxf1s3bo1ZXt//w1MTPwPmiYmEJgguGhqehdr1nydc+fOUV1dTWNjI7OzswwODhKJROjo6GDv3r2WH7Lu7mcYHLwxpTuuWVY9OHgj0Wj//CMqcA/l5a+gpKQEgMHBzyEI2rz7tkZ5+U9i4gl97BxuqDlCVaX5CExNS04aJQgWKct803i5whuWODLso3c8gKZBfYWL5noHr+xyppLTIpFVxWcSSQCced85zk4EOTzs5ZjbR0Oli1dVz7B7926gqPTLhGKKL47iVUhCd3d3wbz2MkEQBFQ1/3URv38/VkW2yc7mhv+e1XqULE8QDL4XUfxpAoGl2hnF52ku9NU0jampKc6fP09FRQUrV5YxPv4RGhvvy/gNMJOnnpXgAX6FJI1TUtKZ1dE8sxhDYKHJKEFIjL6czo20tf0Kr9eL13sBu/3zeCKf5Xl3GW9aU4IDBVmWUVWVQEDvySMIAoMeFU2w01vqjaUpzT/esIooikSjUWTZid1uT0sGUwGRw8Nezk+GEATY3FLJjvYqftc7RSQUzEAiGVR4MQVgluuR8VrpwoyzE0EODXnxRSQaKl3s6qzGH5ETPldFpV96FEUScRQJKgmFbOm+lOfp6TnAuXPPMz39F2haNCW9l2z2aiUZn5r6Cqr6YgqBWUVnZqiqzPHjH8PrfSf19fVcccUVlJSU0N9/Q0ZCNJBpDWZw8EaLc6tMTHyFysqvZ3U07+5+Zl56vxmr1J7dXoeizKQ9fzZI0hnKyz3Y7SsJBj+PJB2hqepBGqIfZv16J56R1JbvqqoyfHSMqCTT1lY7n4rUf0RRJBQKMeWL4vUGuHAhiG9UQ1EUk3BBwG630zckcXZI4GmXnRKHnY2NZWxpraCqTEEJ+wlHIiiyhKLo5yykXU6296qiwtBMmAdmR/FFJBorS3jTlia66sp4um+GYHRp1wBfSihGUHEUr8IlQiGIMBj8FkaTPFWNJHS+TWf2akAUx5id/SGgpRCYdeddMyTgBJ2dnVRWVlJSUpKVEHN9vtYRkEQodDDt48lFrbp/ntUNUUNRAghCGZoWzjqXdOjvfzfNzXcjSb8AVNTQj3AK72Bq4r6Yh1939x9iJGWz2XA4HGiCLa24pswbodHnYdOmZjpq43VQmqYxMB3i0NAcHnGCxgonr9hYw/o6F3ZUZFkmFAohyzLeOT+qLDLpUpmbm0uI0G02G8MjKtVldnrtMykRnGCzE4lEiYQjRKNR7HZ7QhSXruW7omr0jgc4MuKlwmVnd1cNf7ZWJyZzJGf8udjGgpnWtl4qkCSpGEHNo0hQlwiLJShRHJsXChhpPo2pqQcIh8+ydu1daR3QDdIYGfkC8Q6w6Yt7JUnC7XYzOnocQXgbICIIpWzbto+BgQFGR6+nru7BrISYK6yiq2PHjrFu3Ya0j8fn6qGv722EQocznEFE06Ch4T0pRb/pWqcnIxrtZWYmsTC4w/k1vLOPYXj4ud2fZtWqb2UdKx1UTaNvMsSRYS/TQZHKEgdrGivZu7qWV21ssDzmRf8YYjhIS4ud1atXJzymKAq9iptKp0BbWzWSJKEoCpIkIYoikahIIBDA4wnTGxlHlmUUJU7yg36NsSmVkyd9rCh1YLM7GA5ovOOPrydgiki/Nb90mK7J4GJxOXvs5YpiBBVH8Sok4WL1hFkKkQQoBIMHOHfunSmPWbXMsGqz4XK1IIpjnD79Vmy2T+P3O2lra6Op6ddMTsrz+0c5dmwvdvseotGDDA7ezNTUQ2nHWyxyvVajo7fHIq1ssLJDWr/+Jxw/vh1NiwBxG6ZkQQc4CAR+RjxKE2lw/BJNE0zj/5CVKz8da3BYL72NCeFOILOKT1Y1To76OTLiwxeRqC138ecbGljfVMHdz49Y1jCZke462e12HHYHpaVOyyhOUlQaxoZYs7qWno7qlMfLR314zkzRtbqRoemQPr+wnEBOCfNYAnJaLl5/S43iGlQcRYK6RFgsEVqJJAyEw6dJFgOYBRTpFIDDw7dRUfFJLlz4ELCfqqofsHfvt5EkD4cP32c6RkOSxuZTXNp8O4/c2swvFeIu5NbQ5eLXMTv743mySbVOGh29nXgrDZ1kSks3WKYcU5GcUlRwuz/NypW3curUNbi0caq1bwL/aTk/UVEZ80Z55KgHl8NG04oSrl7TxOr6xFRZNhWDIGRS2uUPRYXpkMyjp2YRFZWWmkq+eOrPFjHiwlDrrOXHL/sxR44csRSZZPpZLo0Ic0UxgoqjeBUuEQohkrhw4QU8ntdg5crQ0PDPrF//3ZTtojjG5GSqaaumiYyPP05Nzd8hCL9B0/QaI0n67Hw60OqmbHYmT0SyolAUPfT3v4M1a+7O2AojX+jiifT1VZqmJBTsJqv/4nZI5jEUKiquYMuWRIslq1Sg1T1wevqHKEoQWfYgAJX8BEn6TOz5S5KHc33vxF/ydZ4ZcDIyF2ZNQzmv29zAyupSC0+9zNegENqe5KdhtHz/1akJBmdCbGyu4PVrG2mvKeWdT0wu/oQ5wKidUlUVRVESRCayLCNJErIsEw6HY2lL4zGz2AT0SNLpdKb8FkWRiYkJS4K72L2ZinVQcRQJ6hJisSIJv/+bWKvtNKam7qer699SUmwjI1+Ydyt/H+Xln6S3t5eSkhI6OjpobW1lcPBGfL7EtSSf749pzpMKc52UGWNjXyQQ2J/W8DVbL6dM1yoePWWaozXBGvNJjp4MTE//gKam/0N5ebxWrLv7Gebm5piYmGDDhg0cProXTT5pMb7C3NzPYv8JpvP5IzInz30WR/Q5pr1fprXq08jKCl67qUFvELgEMLdlzwZZ1Tg95ufwiI9gVKbCZWdDUyV/ta2ZipKLd9swF9/abDZsNhtOZ37tQDRNsyQ4WdZT14bYJPknWWyy0AguU8mAFYoRVBzFq3CJUAgVnygeIX3UoDA4eAvr1383odeTobQbH78bl+svKSurYs+ePQiCkLa9fF3d3xAOn8twrjis1p9EcYypqfStMCBzL6dsH+700ZMt1sIjW0uLYPBA2ufX3/9utm5N3zjQ1fgYsyPXUG4/n3GeAhLT0/dxPvRe+qeC9JQ9hCBotLgeYXvXzfw8tPhvzfkms4y3oqLBMbePI8M+gqJMa3Upf76hntmQxB/Pz2CzCYtW4l0qCIIQIw0zVFVlZGSEVatWZR1DVVVLEjOXDCRvtyoZSEdmTzzxBG63m4mJCfr6+qipqaG6ujpvUr7cUSSoS4RCEFRLyy9QFIW5ub9L6fkEMDurt3QwCnZPnPhHVFWeX6fQWLHiZ/j91yNJnrTdeDVNYXb2V+RCTuZjzOtPg4O3mFwYUtd+svVyygadXKyiJzVGQNnapnd3P5NWxReN9iJJ4xnn5Fd3UW4fJrHZYSoUVSbq+yrbapzYxLh9lH/mq8CNGY/NhmzChEyFupKiMu6L8tipSWrKHbRWl/KaTfWxVONsKP76XyxyWo7ScZvNhsvlSjAuXggyRXGiKHLq1CkGBgbweDx88pOfZG5ujpqaGh588MECP5PLA0WCukQoVLsNTdNiXW4PH94cU6ABqGqIkZHfMz7+P4CKqp6PpXg0TWRm5gc4HNcyMnJ32m68mibicjURiQQTxs4E8/qTHj09gLFEn7z2A6m9nKyiqEzXKpl8cm39nmkcsx2TIDhT+ksBqOoUvb3/QjSqsMLmJRs5AdgEmY6Ko4jiAJpJ9Rjy38+W0v3MuMtoqfxR2nlni5AW+paSFJVTngAHB2YZmg2zs6Oaa7e3sLIm0SopVge1sOFzxqVs066nPi+eetcqijNw22238dBDD8UIaqGQJImvf/3rfOITn+Dee+/lH/7hH2KP/f73v+fGG29ElmVcLhd33XUXL3vZy/J+LhcDRYLKAwYxLOZNXUiCAmtlnqpKjIz8S4YRVCTpW0xMPIlVN14D/f03EIlYp68EoZQrruhNKycfHLyFVBGFitv9RVatujOjdZHRcgM+AawmV+TS+j0T0vWXSiZPUfwekqTL2n3q37N9y6N4Rt7D6tXf51Tvm1Gk1HWpsrJtVFTsYXq6P/EBTaLCdho5Stp55yLdzqTiMx4HnZhOjgV4ccRLSFRoWuFiY3Ml16yrTyEngGsf2clMZJKPv5B1CgvGpTZ5vZgElQsWI5L47ne/iyAIKcQzNzfHddddx6OPPsrevXt56qmnuPbaa7lw4cKSGGEXCsWGhXmikOSymDEMWLk/CIKMpl0g3Td7ff9nSC6wTUYmZwmrY0RxjBMnXks0OhZLMyafV/fdkxIKhuOP6wTmdn+RQOA5JOm/iUZH6e19A9HoWEYPw+R0oSSNx7afOfPG2P+ZkL6/lBYbU5bHkaSfxx5tdPyU8bHPEAg8yx+O3cqzcw/Qq56mtM1Nz04vbuc5Bu1n6O5+Jo1bhhojj6mpe3OaZwpyeDspisaLIz5+cNDNs/0z1JY7+eueFv731maqSh1pRRQzkaVR7C3HNN6lhqqqeYskPvCBD/DhD384heB+85vfsHHjRvbu3QvAq171KlpbW3n88ccXPd+lRDGCygM2m62g5LIYGH2XRPE/cDoFurq6aGhoQBCEBEfy+HnjKrtgcIhjx7ZmdJyARGeJ1FSilHLM8PBt+P3PMjBw83yzQPPzLqOn5wQOh35jCocPkUqgIoHAM4jiBUBFUR5lZsZBMLifsbHbWbnyjgSXAzMSHTJ0ouvo+HKM7NzuL9La+lEGBt6dNgWY2XBWj6JEMQLI8eeFiG9OFz1UCQ/zmvUfZ31LGzaL1zk5JTk4eCNTU/9NnGGkvKO/dJAUlZG5MCdG/XTUltJeU8ZfbK6mbd71PCIp88/j4uFSpvXMuNwiKFEUueaaa1K2P/3002nXxvr7+1m7dm3CtrVr19Lf32+5/3JBkaDyxKWOoIy6jenpaVpbW+nu7qaioiJhH6vIx7w+NDZ2O6kFvZkLbPVoSUk6RmZk5AusXv01IhE3k5P3AiozMz8kNUhXGB39IqtWfQ2AbdueSxpLY3p6mv7+GwA9rSgIGl7vT+bHfID29k/GiMW4hpqmzfsLPkCc8PR1tvr6tzMzc//88T9AkqYIBJ5hePgWOjr+I+U5rlv3ZKz2RZbHOXVqZ4yQNU1kaure+etmkh8LxGTqdkGjVPwGNiE7wegR330kvg4qU1P3JqzTSZKHdc53IGjfAurSr7MlvackReXEqJ8XR3xcmArRVVfOmy16RV3shoOXOq1nxnIkqEwRlMvlYv/+/QsaU9O0FNJzOByL6qhwMVBM8SUhlzdqISIoyI/kvF4vx44d49ChQzgcjljfqmRyAj3y2bXrAoJQOj/vMnbtGmDz5kc4ceK1+P3Pkq1lRzJ00ks+RsLvfw5ZlnG7zWthiuX4gUCqZFtRFIaGjnDgwNWMjf0RQfiN6ViJOCkqjI3dHquJMUxNHQ4HExNfxkqFODT0fsxpTJ9Pb/Q4O/sQMIPT6YzVqxg/sjxOX9//ZnT0MykpSJ0AUyMsswBlevo+wmE3iqKgKAqqqqJqmv7bdFPQ66+sojVpPtUY369SOIwz8u+x/411tthzNR+tqBwZ9nLvATfPXZilodLF9pVV7O6qsewVFXsrKuM5p0LzxXJM6y0ngloKq6P29naGhoYStg0NDdHe3l7Q8xQaxQgqDxRa4JANiqLg8XgYHh6mtLSUzs5OamtrmZycxOvN3MbbysQVNPz+Z3A4mhGEh7niip1ZGxsa2Lz5kRS1oCCU0tDwX8zO9jE1lehSYaT00o0riiLDw8NMTExQXv4dBOEEmvY5rGXjRhryPtraPp4yZiBg7YQeifRiTp/FodsRrV37nZTzjI5+hWBw/7xtVPKY2V83TVMZH/8y7e13oGma/jPvhADEfutkbTWeyvT0/TQ3fwR97esHCIKGXfwxodC/pJXly6rGqckoj4+6iUgKHbVl7O6qpqWqlHsPjGRN4f3lz1/OrBgB1md9jrnAd5OPX52cwBeRWaO6Yw0LlxMuRnudhUBRlILXPV177bXcdNNNHD9+nG3btnHgwAF6e3t53eteV9DzFBpFgsoDF4ugwuFw7Obd3NzMjh07KC3NvVOqVeFtvH277roN32ZkpCunPk6gry9ZRSkezx2oqpLoZgYSAAAgAElEQVTixqCqEkeO3Ijd/mEcDkcsWtE0DZ/PRzQapbGxkTVrqhka+jmgJhGKFRLThAa2bn0OURzj6NEtpror2/yPnDwIoNsRdXR8NqVh4+Sk7kyhqj5AwG5/E4ryWww3956ek7FjDh7Zg5ai2BMJhw/GugA7nU4EVaW0tDQhgtqw4eEEg1rQCb+m5q+ZnX0Qj+cONE01RXEK/f3XJ62zfYHG5tu5MBVkZMpP2woHW7pWsLuznuaqEiTJQ2/vu7Grt6Fq6b8xO4XJeXIqDJrKm+ibDNI7HmBnexXa3PIiAgOXW4ovH1RXV/PQQw9x/fXXx6Tu+/bto6ampqDnKTSKBJUHlpKgNE1jZmaGoaEhRFGko6ODdevWWfqBZZuHtSlscjTwWyYmnOjuEt8hEDjA2rXfpr///6JpsGnTg7hcLWjz6Sm//3nLKMXh6AVAlhNTeoIgU14+wKZNO5AkiYmJ04yPvwdFuZm6unWUlpYiyzKjo581kZsdTXsTmvZBBOF9CEKixF1Pof0Bh2MkRngG+Y2N3ZaUglRTrkEiFIaHP5UQRY2OfpHENCUoyq+JZ8TVBIIsa/4dT52d5l17O2I2QKI4xvnz70QUPSmRnvm19Hi+lDI/vTj6IfQISY+cjChOQCIaPWPaW2Rq+gcMjB+kf/QT1JdqvGnV19m4/m6cTheapjE29iWCwf3UC99C0z7H2m+tZTJceFXe438zxO6uGjRNY2g2wvMXZnns9CStVaVsX1lF31zBT1kQLMcIarEpvqeeeipl26tf/WoOHszN7X+5oEhQeWApCEq/SY8yMjLCihUrWLNmDdXVqW0PFjIPa3l4ajfa+D4aweARzp17J+HwKQBGRm6jq+vO2Lf+rVufXfC3TUNpODw8jN3+DeA4ra2/ZdWq/wUwH/U8Sjz9JmOz/ZaenjtxuY7F7GXipqAjjI//X2R5AkmqjT0mSR6i0WyefKmYnd2H3+/H6XSiqpNMTia31wCdqOJGs+nSjAZGR7+I3/+sZaRnRrq0ZBxi1uJbTROptB/nrzY+TG1FCYr0AlNTX2XVqq+ZhCMqdfafEbB9eEnICUCRZYamAxwY9OLxRakqdfLq9XWsayzHPk/Khe70Wygspwiq6MUXR/Eq5IFCElQgEGBoaIjZ2Vna2tq48sorc7ZRyTYPszwcmJedfz9F5JCcTjPICWB8/G5aWj6Gy9Wy4A+x0exwbGyMhoYGNm9uord3H3oX3/gNPjFiMRBP4+k3tGmGht7J2rV3Mzv7HaLRF4B7WL06fvMfGPg2ExPWqbzMaGJwcJBgMIgk3YHTqWQ1VdU0mb6+T9Hc/AWCARFJEhFFkTKnDVkej6UIjeeZDlu36oIU91yYn77o4S+3wPiFXcQd6rOTrU3QX7/mkl8gyFrCeROvrUqp9O9Zx8sXzw/5sA/7qXDZuWZdHRubKrAJIIkiA243LpcrJhqxgqZpCeRlvN/M77ulILflmOIrupnrKBJUnlgMQRlS6tnZWXp7e+ns7GTz5s1L/iGxUuBlh8TY2O0ZowAjnbV27d24XC2Ew+EE0t29ezcOh4OBgQ9iTp0ZBGQVRSSr/YyIZHj4U0xP/xhQmZi4NyGKCQTSefKZUcqOHfH1I1VV8Xg8DA0NUVNTgygOE4nkQnIS4fAhZmZmmJgMMTMT5tTpAA5NBu4EdM9DTZM4evQjjEx8CE2wcb4qnLAWZ/wdieiu2f7pr5KsfBQEF3X1b+fuk//C5vLPsariF9htMuCktHQd0eh53ZIJifiXDT11OTPzk9i1tQkSTvHHOTy3haPMXgcIXLOhka1tK3DabfPKzCE8Hg+dnZ1s2LAh4RjjM2RekzOXDRg/ZqQjN+MYg8AS281nJrjlluJTVbVIUPMoElQeyFdmLooiIyMjjI2NUVVVRWVlJVdeeWXe81hoJNfTc4CjR/dYGsumRyoRJMMgjwsXPks0+n6i0WjshmTcHAzhQWJRsP4t34gi0sEsWpie/iFxEhITUmjJ4wwMfJDJyXuSyE8/pqPjK7jdbtxuN42NjVxxxRXzkatOiidO7LW8TuXl21POI1b4GZSm2NHTgVOY5OjR36JpBsnJaNrPaG38JwLiOqqqqhL6FxlGoaPeCB5PBG/ZkzjtqeuGF9xPcsH9St6w45fz5AS6QvF0bD8BNeEY/VrZuO5ZmI1x3uJEEP6PBLAJAt6wxMHBOc6MB3Dabexsr6KnvRqXw4aqqgwPDzMyMkJbWxt79uzJeMPN9WaciciybTNgRXChUGi+jk7Mi+AKjaUQSVyuKF6FPLEQYvB6vQwNDeH3+2lvb+eqq65ClmVOnrTqIZQ78kk1Gmk/47g//vFvcTj0tFt6iGnXUqLRsVhhrtf7Q9as+RANDdtT9suWxssEK9GCjvTkaZjUWq3BTU09wdjYAVpbW2PRnXGMEQmaSWhg4INMTPw3TU3vzjrX4eFPmRSEBjSa+ThaxT4aGxtT5nn+/DvZuOHbnBE1aur+nJBPl+prQEhewx9GPs/Vrbfx1xt+gN2W++t93bMKs1L6iCMfBKMyh4a8nBrzYxMEdrZXs7OzmjKnHU3TGB0dZXBwkKampoRrWwgslhySCU6SJC5cuIDP52P9+vUJRLkQgjNShOlIbaEEV1yDiqN4FfJALhGUkToaHh7G5XLR2dlJXV1d7M2a3OkzH+RDUIYaz/iWWVExQDSabQyV8fEn8Hj2xxrG2e12otEokvQlHA4ltt/U1J2UlHwpofhVEIS0aTy//4+cPv36WHowGcmRVyqsyXN09IuoapimpvcC2nwfLBFNc1BaehU7d6Z+q7cSNpijN/O6mZnMQC+S1oC5uV9jRfYO+rBpk0Cb5TlV21dw8s8EfQ+AZij2oNzezxtWfQCYo8w1PJ/Gyw2zC83mZkGprZZv/vYU2Gx0N1dwRWcVNRUlCIqEZ3qSwcFBamtr2bVrV97tKJYSNpNQY3h4GI/HQ1dXF5s2bcopvZ5rBJe83Yxc1t9mZmZiTRT/1FEkqCTk8kbNRAyRSITh4WHGx8dpampi+/btlJWldkgttFlsNhjEZHzIjG98yUKKbAiHwwwODjI9PU1NjUow+DjxGiMJn++H+P2HcThuQ5arTB/IOxEEIUZcxu9w+Av4/Q/S13crzc234XQ6E9ZnrCMvM1T8/j8mbDGTik5MJpm2IBMO/xRF+Tfsduvap3QCDk2TOXny5WzZ8kwCmeH6N/3ZS56Y96AglFFX92ZmZn48T64OqpU7OH16cp7UNM6d+0eCwWOAStB3P7XaOIqqYDe9rPpLPAuAnTBS7SFWOr8Vi+hA489+9r2CklFTeRP9H+hHlmWC4ShHhr080z/LXEhiVV0J3Q1OyuwqvukJPMMhfD5frE/SzMwMMzMzsS8yVuttVr8dDseSr8FqmsbExAQXLlygubmZ3bt3L2itp9ARXPK2cDjMN77xDZ566ine8pa3LOpcLxUUCSoPJJOLpmnMzs4yNDREJBKhs7OTq6++OuMbuhAEZZw722NWxLRQ+P1+BgcHCYVCdHR0sGHDBoaGbiQU0pJk0BKadoKqqh+lODRYycVnZ38GaAQCD2GzvQNFqU7YRxCeRBAy9VlyYrdfwdTUVOxm5/HcZipsFUm1QE1NLSanEUdHv0hj47uYmPhv03Zdyj44+FHm5vZhkFlpy/8DbEyNx2uaNC2SsF4mIFGh/Ry/X50/l0YweBCjtkpRZTrKfo1dyJSSU7AFv8Ck9Oj8ue/lzc9ECkZOlY56nvrHk2xuWaF7+HlCHB6aIyyp7FrTxFWraqir0CMjr9fL+fPncTqd7NmzJ8Vqy2jKZ7yOxm9ZlgkGgynbZFlOeC9nI7PkbdmIxuv1cu7cOSoqKkzrjRcXVvcDu11Pje7bt4/Pfe5zvPWtb6W3tzdW4P2njiJB5QGDXMy1S5WVlaxevTpr7VLyGIWYRzKM9IKRyjP2XSgxGWrDoaEhBEF3Sq+trY2NY13Do5/PyqEhuRvp7OynSJBAlz5oscZzLDaXEyf2WnS81dV0s7OzSJJEMDiMqt5nIjWN5JSbLiB4GpttaN5SZiah9skQcHi9T2EVvc3OPgwYVjQKovdzbC7pZW7mTEJNWWqqTycf/Vzx5w1gF2Q0wO5chyL1p5xXFzrIgFmFt3jXh+BHgwB4wxL3Pj+Cqmocd/t4YWiOYFShs66Ml62upWmFfsMMBAKcP38eVVVZv349K1assBzX8DTM50ZrfLasCC4ajaYQnCRJCZGIzWaLkZcgCPh8PjRNo6WlhcrKyljNm5ngLpXM/Ny5c3z84x+ntraWffv2sXLlyksyj+WKIkHlAUmSGBgYIBQK0drauqDaJQNLQVDJ60sGKeVTWDs2NhYrGt6wYQOVlZUp+xnWQsZazPDwLUxP3z//aKpDgxnxlFrcEDZT8asgCGzbZu3grGkaU1NTDAwMYLPdl1LYKggu6uv/mdbW21NubNFoFK/3DpINYVVVJBI5l6EeSpo/t4gc+gmVNgVNy5wCMoZSNRE0NWVsQQBFsm4/Uej1JEg0bVU1jamAyK9OTlDqtNNaXcpfbG6KNS8Mh8P09/cTDodZu3YttbW1hZ/QPIxUsNPptEyPZ4OiKEQiEQYGBpibm6O1tZWysjJkWSYUCllGdemit1wiOZvNtuDPWCAQ4I477uD3v/89X/rSl3jlK1+5rGqxlguKBJUjNE1jcnKSoaEhAoEA7e3t9PT05J2XLlSKz5hbchovn3kZMnhj/Wznzp1ZiTexPulHCY9ZRVHm45J9+zRNzqjqS663MhwqhoaGqKqqYsuWLfT39xEKpYoxQqGDaW92J06cIbX2yDw33QoqtTOwcQKjsNdqrawKu/1uRPnvsQuG+EHN0njJlmaswqCpvIkL/+cCoL93+qdCPHN+GkXVqK908ecbG+isLUMQBERRpL+/H6/Xy5o1a2K9xpYrVFWNZTU6Ozvp7u5e8FqtoigpJCZJEqIoxqI382Nm4YMRvVkR2okTJwiHw/T19fGDH/yAd73rXTz99NML8tf8U4OwwJvk8qpoWwKoqookxW9WoijidrsZHR2ltraWzs5O3G439fX1NDQ05H0eTdPYv39/rMNlPscHAgGOHz9Oe3t77IPgcrlif+e6ABwMBhkaGsLr9dLe3k5ra2tOx+oWRVvRjU6tb6r19W+zjKIWUmdkwJB7NzRcj9P5kdjr0NnZWdCcfeLzWghSiUwQSpHsbwLxFzhsuYVBiXVLhUfwo0F0v7wwz1+YY8IfpbbcyZ5VtaxrLEcQBCRJYnBwkKmpKVatWkVzc/OyJiYjiu7v76ehoYGurq5LItVOXmc1/77vvvt4/PHHCQQCdHV1EYlEmJub4+6776a7u/uiz/USI6c3UzGCSgOfz8fQ0BA+n4+VK1dy1VVXxd7wl7IflDmN53K56OjoQJIkIpFIwofBKi+frJCTZZm5ublYfr69vX1BqcpkGx0r6LLrOIwoaPXqb3Pq1KtJdPEuY8OGn1qOk6iyuwen8wDbtz9EeXnu/WySI7B027MrB3WUlW0mErmAubtwMhRVQZF+R4nj0snDzahy1vPiuSGOeSJMBBWqy11cs6aW7pXVOOx2FEVheHiYsbExOjo62LNnz7L0zjPD7/dz7tw5XC4XPT09lzQiSV5nBV2gceedd3Lo0CHuvPNO9uzZs6zJfjmhSFBJCIVCHD58GKfTSWdnJ1u2bLF8M13slu9WaTy73U5bW1uWI3UYaQujE+/4+DhOp5Pa2locDgfRaJSBgQHLRWejIaCZ4Gy22fkC3UwKOygpSVz0NVKC589fT66Fu6Iocvr0J1BV3T5IEGRk+RgTE1/OWjhrdW4rBZ+xva3tX9MU+KZGdwMDHyQSOZ+ynxk2QaKibD3Dtl8gqyp/szPx9er4ehUzYmGLaQ00lTdx6vpTsS8u33pmBFFSefTkNCV2jY11djoqROQpL4fGpPm6Ngmn00lpaSmTk5PMzc2lXYMx/85nHWaxiEaj9PX1EYlEWL9+PVVVVRf1/NmgKAr3338/d911FzfccANf+9rXihZGC0SRoJJQUlLCtm3bKC8vT7tPoSKoXJCufmmhMAqHDePWXbt25fRN0zi/EZUZBDY5mdrKI/VYJ6HQrbz44ovzUuA5/H7ddcKq51Oy/55RczU3dx6b7ecIglFvpZ83mwWTGZkKbs3bFSUYK/DNRn7WKkbwRtcyEPgeb7hiHR3NdQAMH/VYjlFocqpxNeD+4GDCtohm58DIHCHVSc0KJ3++sYFtK6tw2fX3scfjYXBwkJUrV9LV1YV9PpJKl6oKh8Mp263WYZIjdvP/5t9GMXeuUBSFgYEBJicnWbNmDY2NjcsuIjly5Aj/+q//Sk9PD7///e+pq6u71FO6LFEkqCTY7faM5GRgKQnKGNvsNpEvMRnGrTMzM6xcuXLB9jNGpGa32xMIbWLiJFYprcRjFRoa9tHW9qV5Z/O7iJOag5KSN+NyfSzhZhcIaDz77LNEo9F5p4sKnM4foihWZCgyOPg5urq+Oh/VpU9FZSq4NW/XhR5qRkWhASOaOjXm587fnqXeHmFdvYs3XLGO1zUtncrNCsGPBrn3+WFaquKvkS+i++X1egI4bAJ/tb2FHR1VlDjsMdFPf38/NTU1KbVBBqnkky7LRG5GlGZORZvJzWimly5a8/l8TExM0NLSEhPxLCdymp6e5jOf+Qznzp3jG9/4Bjt37rzUU7qsUSSoJOTyZl+qCCpZJm7MJ58PoNfrZXBw0NK4tRBIFjIcP37lfHt0M1SCwWcpLS3FZpvF738Is6xcFH/B5s1fiJGA1+vlwoULqKrKxo0bqaqqQpZlzp49g6JYkaHK7Oz9+HzXIstVaaXCdvscPp85HakX3J4/fyOBwGOmKCixHXwuPoFzc3Oc7j1HtU3iXa/cyMb2/IUz+cIsFxcECIoyLwzqfnkC0LOyiis6ayh36eml2dlZ+vr6KC8vT+t0shgspgYqncjA6/UyPj5OSUkJNTU1BINBTpw4kSBogswFvlYRXKHW12RZ5vvf/z7f+973+NjHPsZ3vvOdZb92dzmgSFB5oJAScSicTNwshXc6nXR1dV20ls4rVrycSOR8QspLEFysWPFnQHqzWLf7i1RV3cLAwAAOh4M1a9YkrCU4nc6YHZOVO7kgaNTX/zKBSJILPUdHv2FxbvD7f066j4CmiUxM3EMk8hZKSlpTbnChUIiRkREcDi8d1Z9nSvgSbQ3xa51OkGGGKI5Zbk+HSmc9P/urF9m7xjpdJMoqvZ4AfZNBVFVjc8sKdq+qoXK+y6/P56Ovrw+73U53d3eK+8NyQLLIIBgMcu7cOWw2G1deeWXG7IbxuqeL3AKBQMp28+fYbrfnRG7m1KShxv3kJz/JK17xCp555plltxZ2OaNIUHlisQRlREnmb4D5RkuKojA6Oorb7aampobu7u6c0pSFRLaeTuken5x8klDovWzatCnrDTOXvlGQWug5NHSU9OnITKacKsHg26iq+gWqWkM4HGZycpLZWd0br6SkBFH8L+AgVeKXOXjwQ1SX6zJ/RfkKsvwMvb2fpK7us3i9ATTBjs/ni93g3O4vZny+ZgQ/GuSbv79g+Zgoqxxz+zg/FcJhE/izdXXsWVVLTZnudhEMBjl//jyyLLNu3brL4gZq1F/5/X7Wr1+f0xct8+u+UGSqf5IkiVAolLB9cnKSj3zkI0iSxOzsLGvXrqW3t5ebb76Zf//3pWsK+aeGIkHlgcWk+Mw2RJWVlRw8eNAyNZWcjkj+2+l0IssyIyMjTE5O0tLSwq5du/L6cBYC2Xo6GY8bLhXDw8PU1tbS1dVFaWkpojjG6dPXZYw4jDFyiU7SHZdc3yQIpfPXP7lFBoCEokwgit+juvpW+vv7cTqdXHHFFVRWVs6P9xiaprG6+rds2PwVVpQ1EwoNc/bso4BGNPoIsvx/EUUnUSnMyIgUa0+vKPdQ68xNVj49PU00GkUURSRJ0klQ0zg56ueFIS9hUeHla+u4alUtDZV69BGJROjv7ycYDLJ27drLYqFeVdVYk8NVq1axcePGi7LGZKx95bI+K4oi3/nOd6ioqOCWW27huuuuIxqNMjs7SygUWvK5/imhSFB5YrFtLgRBSJGwW6UozN/gjL/D4XCsot3lcuF0OmPf7HMhtlzMNQsNWZZjBc9NTU0pi/LpJOBWWMi+ycclp/qSU5KNje9g1aqvJZDZxMQ9eL3XsnHj7gTLp8TeTypTk1+ibu2/Mzv7deIKRRW4h8bGj///7Z17VNP3+cffCZAQcuN+ESo3L/WCd1fRzs2qq+206Oal3daux27V0dOzTrdjvWynTrv1Mk7XTdvttP621s167ap2ZTpda53o9KgVL7RySSABQSCBXMg9398f9Ps1CQkklCTfyPM6hwN8IfAhJJ8nz/N5P+8HTrcb48f3yszV6v9Dezvw/mxg3qmB197Z2YlugwFarQmXjRo06B34QueCxQlkJglRkilClluM202d6BAKYTQaYbVakZ2djaKioi+d4y2DUs1FAoZh0NbWBrVajezs7JCdxiMBwzA4deoUfvnLX+Lhhx/G2bNnuUqFRCIZ8rM8ggLUoBAKhV59Qv0RyvlSfyUKhmGg0+nQ2NiIuLg4TJw40Wu+lD8puOfk1v6aeNnae6Bg5vt5KJub3W6HRqPB7du3vca/e3+Pfwm4/58X/Pf64l8W7j2Flv2ZDQ1bPayYGCiVhyGTzfNaR6/irzcQCQUOdOv+DnP2j/xODhYmPAUgze9aBsqiMpMyMWbMGGTcUkEsF+MLhxvdIgcmjBFjVmEKRijFcDqd3KiXjo4OpKWlISsrC06nEx0dHX2851h8R6AMJCwIR3Dr6upCbW0tZDJZ1JzGB0Kr1WLjxo1wOBzYt28fRo0aFe0lDQvI6sgHdvRzf2i1WrhcLuTn5wf8GcDQjLnwHHwol8sxcuRIv8atg8Vf7T1QoGPfeyoM/W1mCQkJnBO6yWTCiBEjODsmf/eBp/jBM4vxRyjfOxD+R8KLAMwD8DE8m5AFAgkmT77GBcPa2h9Ar/d1vRAhMbEYNltfsYhJsAK6uBf6NOqyaPQWHL7Siu9MzcEIpbe0m2EYqDsteP3jBkhFcSjJVeC+ghQUpPX65blcLmi1WrS0tCAvLw+5ublBi2w8VXP+/tf9ScI9+52CCXC+wc1isaC2thYulwujR48e0sf1UGG1WvHHP/4RH3zwAbZv346HH36Yd9lnjEJWR+FCKBT6nXg5lDJxX+PWKVOmhGVGTCi1d1/8SYJNJhOam5thtVohl8uhVCrR3d2Njo6OPptb78bVDYvljgS8N+PYDZmsHBJJrpcc2He6rmfGE2wW5Yn/jMoOofACGAY+rujesvPeeVC+2GGzqfwKOUS41O9aAr1O1OotOKfSo9Vgw4z8ZHwtPxmjM6UQCARwu91obm6GRqNBdnY2vva1vlOCB8KfNU+w+Mva2fdWq7XPCxz2/8+Kg1wuF+RyOWQyGVpbW/stT0faqYJhGBw/fhxbt27FypUrce7cOZrRFAUoQA0Sf2MufLOlwTyhfI1bB7PpRArPzc1gMKC5uRlOpxNFRUVIS0vr9+9nszaNZj0sFl9HCRc0mhcRH/9zboPrPbf7PQCn15gKhnFySrlAkuBA65gwoQo6nQ4qlQpisRhFRUWQSqV+jWw91YJm8xWPsyf260Byyvcwdsxbfn/X4SutQJBlYQBoNVhxTqWHVm+FTByHB8am495sGYRftji0trZCrVYjPT0dM2bMiIo4RigUQiwWB71xswFVq9WisLAQGRkZXu0AwZakfX0lB8rgQn3+NDQ04Pnnn4dUKsXRo0dxzz33hHT7r8qf//xnvPHGG0hISIDdbsfatWtRXl6Oa9euYc2aNTAajWAYBr/97W+xePHiiK4t0lCAGgSsim+obIgYhkFXVxcaGxvhcrkwcuRI3HvvvbwvJbCThHvnMAlRUFAQdN8V28xps11CXz8/BxISbmLixBKvq9euNaKnxzdzdcDl6g0mnkISz1f0LJ7nLW63mxtcl5WVBalUCrvdDoZhMGrUx/1ubL0+gt4IBEB31z7Y7dsGlc2x6M0OXNZ0Q9XRA4koDl8flYoJI+SI//Ixxzp2KxQKTJ06NSZe1bPrrq+vR0ZGRshuJr74K0n72jAFGmbo6SvpGdQqKyshkUhQVVWFixcv4oUXXsCSJUsibjzrcrlQW1uLM2fOQCaTobm5GaNGjUJZWRmWLl2KF198EatWrUJNTQ3mzJmD6upq5OUFb5gca9AZlB9sNn+S415YtVFzczOysrK4Bzg75iIUEYHb7cbt27fR1NQEiUSC/Pz8mOhRYRuCGxsbIZFIUFBQwMvzA19cLhfa29uhVqshEomQkZGB+Pj4gOdu/oQkcXHdsFi+jUBPhbS0p1BU9Hqfx8DhK61+zWJZrrUYsKuqCVlyMdKkIky9R4lJeb1+eUCvkKCurg6JiYkoLi6OGcWY0WjEzZs3uXVH02k8kK+k3W7Hiy++yI1az83NRXd3N/R6PY4ePfqVxup8VaxWK7KysnDkyBF873vfg1ar5R5bS5cuxfz58/Hss89GbX1fATqDGko8z5cUCgWsViusVitMJlOfDY7FXymCraezT4CUlBSMGzcOUqmU99YonoINpVKJiRMnxsRGySogGxoaIJFIUFJSEpKLAiskcTqdaGpaB4slAYFc3Ds7T6Gj43wfIYnmlhuMQIhamdnr8WBzC3GtzYrP2y3IUYhwX0Ey7itMRWJCb/ZmNBpRV1cHoVCIe++9NyZeCAC9G2t9fT2sVivGjBkTcDR8JPHnK1lTU4MNGzYgNzcXhw8fRnb24LPfcPDcc89h1apVaGlpQVFRkdcLn+LiYjQ0NERxdeGHAtQA+CvjicXioOrSvq/WTCYTbt++DaPRCJlMhtTUVDidTtTW1nrZrniq4wLJvSPZ08Q6VWYIKq0AABUYSURBVGi1WqSnp4dNsDHUsEpClUoFiUQyaHsfTyGJ3X4Z/oKT2XUvZkz9H+SJ3k8ptret3t0Cm92JlBRlr5jEYsdZdTe+uG2By+1GvlyAYgWDBJ0On+nq4Xa7OTWpQqGAWCxGW1sbdDpdwMcGH17geDqNFxcX83YCr8FgwEsvvYRz586hoqICs2fP5t06t2zZgubmZhw6dAgHDx7s8zyPj4+H1RrqUM3YggKUH4ZKJs4eIrP9KVarFSNHjkRGRka/m4lnw67vm686yrcUFUj27e/aQD0tDocDWq0Wra2tyM7OjtphfKh4BqakpCRMmDBhyKyf/Dlm3LhlxPkvOjDdT9mPPfcSi8SIi0+APDkFlzUGXGm2welOQumETMzMT4Yisfd+9XR/YGcc+StBelrvsNeDeRz4+zzU3jZ/MAyDlpYWNDU1ceIePgRMX9xuN/bt24ff//73KC8vR0VFBS9FSD//+c9RX1+PQ4cOQSQSIS8vD01NTV7f09TUhGnTpkVphZGBApQPNTU1+OCDD5CSkoKUlBSkpqZ6vWfluAM9of0ZtyqVyqA2gsF6inn2NPnb0PoTEHiWI4VCIcxmM3p6epCWlobi4mKIxWLON3AoNrRwEM7A9FVxut1Qd1qw+39aWB1ujMqU4r6CZKQk9T6e7HY71Go1dDodioqKMG7cOO4+DjVb9TXL9RURGI3GgGVpf427/cm/4+Li0NnZifr6eiQnJ/P6RUx1dTU2bNiAcePG4eOPP47q2VIg3G43ysvLodfrceDAAU5MMmfOHAgEAlRWVuKhhx5CQ0MDjh07hl//+tdRXnF4IZGED1qtFidOnIBOp+Pe9Ho9Ojs7odfruSezQCCAUqnkAhn7JpVKcf36dUilUixevBgjRoxAdnY2t8nwcWMHekszRqMRTU1NMBqNSE9Ph1Qq7bPR+WvW7a8E6e/8bahhVWIqlQpSqRSFhYURDUw3bhnxny868MSsPC4TYnG63bhxy4QPrtyCxe7u9csrTEaGrPfx0Huu1YS2tjbk5+cjJycnqo+R/hp3fT+22Wzo6enhyt7BuJF4fhypv1On02Hbtm2oqanBa6+9hunTp0fk9w6GDz/8EEuWLMGMGTO8Mrvt27cjMzMTzzzzDFfW+9WvfoUlS5ZEa6lflaD++RSgBgF7LtXV1YXOzk4ukFVWVuL9999HSUkJCgoKYDQauQDnqQyUy+VeWZnnm2/GJpFIBi1fDxaj0Qi1Wg2r1YqCgoKQzg0G2tD6U8YFU4b0DGy+a4p2YGLxF6DcDIPPW0240NgFo9WJ3ORE3FeYwrlEuN1uaLVaNDc3Izc3F3l5ebwsifnDbrejvr4eJpOJcxr3Vcj1F9iCdSQJFOiCtVtyuVx499138ac//Qnr16/HE088EfH72OFw4PXXX8fGjRuxe/duPProowCAkpISJCYmckEoKSkJ//nPfyK6tihDKr5wwaqB0tLSkJZ2x19t5syZqKioCNiVz/ZOdXd3ewU29uO6uro+mRv7ChUApFJpn4DmG9TYj6VS6YCBraurCyqVqteNu7AQycnJgzpnG4wTgb8ylD9jXH8WO3FxcXC73bBYLBCJREhLS0NSUhIMBgMsFkufTS7SDgR17T04r9ZD3+NAplyMeWPScU9KIjdH7NatW2hsbBy0+0O0cLlc0Gg0nNO4Z69eoMnLweB75ur5MWuKHOix4KuU1Wq1OHv2LFwuF44cOYJJkybh7bffRlFRUVReALz11lsQCASYNWuW13Wj0YgrV67EzIuSaEEZVAzABjaTyeQV2Do6OrwCGhvUdDodzGYzd1uJRMIFs+TkZBgMBly9ehXr1q2DUqn0CnAKhSLsGdtgYc/12DOmnJwcznbKn6CEvc7i6R03UNYWyrTV3gyqHd8ck45rLUZ0mOxIk4rwtYJkFKUncYHp9u3bUKlUSEtLQ0FBAW/Panxhe/9UKhVycnJwzz338Caoeo6XdzgcuHr1Kt544w3odDpMnDgR8fHxXDvHjh07orbOb37zm1i7di2XQSkUCkyePJnLQjdt2oQpU6ZEbX1RgDKouwU2YCgUCigUChQWFgZ1O/bFh9lsRmdnJzo7O7F27VooFAosX74cWq0W1dXV3BmbTqfjbFSA3sN53ywtOTnZb9amVCrD5pfGBia1Wg2ZTDboMeX+ypGeWZvv1zxfvPUXzAwGO2paumG2OpCtlGDhuAyMzpRytkSsiEAul2PKlClRbVYNFdZpXC6XY/r06bxzGmezNqFQiN27d+Odd97B5s2bsWLFCl5nJ21tbZBIJHC73XjvvfewYMECXLp0CSNHjoz20ngFZVDDDIvFMuDmzj4mLBaLV/Biy5Hs52y2ptPp0N3dzd0uPj6eC2apqance99zN/ZrgcpwbrcbHR0dXGAqLCyMSmNwINk/e81steN6mxlxjAsjZQDz5Tmby+WC3W5HXFwclEolJBJJv+dsfJrT1NPTg7q6OrjdbowePZqX4+GB3v/Nf//7X2zevBkLFy7Eli1beLlW3wzKlwcffBDLly/Hj3/84wivLGpQBkX0JZgNnt0kk5KSkJSUhNzc3KB+Nhug2OmibDDzDHINDQ1en3d1dXFnCnFxcUhJSYFSqYTJZEJ9fT3Ky8shk8mQnJzMlWrYrI0tkYV7Uw9G9l8y/s7HJpMJdXV1YBgGEyZMQGJiYp/gNpDcO5ALib/SZCjlyIFwOBxQqVTo6urCqFGjeD2Ft6WlBZs3b4bJZMKePXswZsyYaC9p0LhcrpiwOYs0FKCIIYMNFImJicjJyUFOTk7Qt2VHMHR1deHZZ59FUlISNm7cCKFQyA1q9DxnC0byH0hAEi7Jv8ViQX19PWw2G4qLi72Mc0Mt6/kq4tgAZrfbYTab+2Rx/bmQDKSOZH8fqyrMz8/H6NGjeZPN+WKz2bBz504cPHgQW7duxSOPPMLbtfrjwoULEAqFnNz9o48+Qk1NDR588MEor4x/UIAieIFAIIBIJEJmZib27NkT9CE8K2/2V4rU6XS4ceNGn142T8m/QqEIWvLPSth9N0OLxYLGxkYYDIagRo0EQ6ijLDzvj0DS7kAuJE6nEzabDSKRCHK5HHq9HiaTqd+sLRrlSIZhcOLECbzwwgtYtmwZzp49GxNekL7IZDKsW7cOra2tEIvFSE1NxfHjx4OeBDCcoDMoYljCBjaDwRDwjM3znE2v18NisXC3lclkkEql0Ol0EAqFeOyxxyAQCAYt+Y8GBoMBtbW1SExMRFFRERISEvrtZwtG6h2MOnIw90NjYyOef/55xMfHo6KiAgUFBUN4TwRPoL6mU6dO4Wc/+xmcTidEIhF27NjRR1pOeEFnUAQRCLZvh82WgoWV/Ov1eixatAiLFi1CaWkpuru7odPpoFarcenSJa+szVPyn5SU5JWhsUIRfwKScEn+rVYr6urqYLPZ+jiNx8fHh5yV+JvPxDpNsG7/nvZavi4k/gIa64Yuk8lw5MgRfPrpp3j55ZexcOHCqAZ6f31NXV1d+M53voMPP/wQpaWl+OSTT1BWVsa1QxCDhzIoghgkvVN+g9ss2cDW09MTVMbmKflny5++5cdQJf9WqxVarRYdHR28cBoPJPt3Op1Qq9X4wx/+AK1WC7vdDqVSyZ05VlVVRd1N31OVt2/fPrz++uuoqqrivj5lyhRs27Ytlq2Iwg1lUAQRTkLZ3NlMSCaTQSaTIT8/P6jbeUr+Pc/W2Lf29nZ88cUXXGDr7Oz0kvwnJCRwzdnt7e1Ys2YNBAIB6uvrQ5L8h4NALiQ3b97Ea6+9hoyMDLz99tsYMcL/kEe+0NDQgOLiYq9rw2FWUySgAEUQPMZX8h/seG9Pyf9zzz0Hh8OBZcuWwel0cllbfX29V8bmT/Lv2cvmKx4Zasm/0WjEK6+8gtOnT+PVV1/F3LlzeXdu5w+GYfzOavL0nSQGBwUogrgL8ZT8v/nmmyGVIoFeMUCgXjaNRtNH8s9aSgmFwpAl/wzD4ODBg6ioqMDTTz+Nl19+mRszEQvk5eXhxIkTXteampqwfPnyKK3o7iF2HgUEQQyKUEuRACASiZCVlYWsrKygb8vOI/N1+WeD3PXr1/soI202G1pbWzFnzhycPHkSmZmZIf990aasrAzr1q3D1atXUVJSgvPnz+Pzzz/HwoULo720mIcCFEEQQwLbJJyenh7SMECn0xlTGZMvSqUSBw4cwOrVq7n74KOPPqK+piGAVHyDIFAvBED9EAQRi9B8pohDKr5wEWjGC/VDEERswuf5TG63G0KhMKS2hrsF/v03YoDy8nKsX7++j3Ln2LFjGDt2LEpLSwH09krk5OTg5MmT0VgmQRBBotPp8I1vfANTp07FypUr8dlnn0V8DUeOHIFer+c+ZxWV7MwzT/eO4QJlUAGw2+2YO3dun+uffvppwJk4fO6HoBIGQQQmWvOZGIaBzWbD4sWLodPpcP78ee5r7HP11VdfRWVlJdLT07F8+XJ8+9vf5uVIkXBAASoAIpEI586dC+k2fO6H4HMJgyCiDWvvJBQK8f3vfx/vvvsujh07Frb5TGy5TiAQwGaz4bPPPsP69esRHx8Pl8uFuLg43Lx5Ez/60Y9gNBpRUVGBffv2YdeuXbBarXjiiSfCsi6+QbvVEJKXl4empiava01NTUE3V4YTPpQwCCJWCOd8Jl9h2tWrV2GxWFBSUgLgTub073//G8XFxbh8+TIeeOAB7Ny5E0KhEK2trX5/zt0IBaghpKysDNXV1bh69SoARLwfwm63Y9asWX3e7HY72tracPr0aVy8eBFlZWVYsGBBn2AaDU6dOoVp06Zh0qRJmDFjRshZK0F8VS5cuICLFy9yn4dzPtPp06chlUpRVlaGM2fOAABUKhXi4uIwduxYAHcCz7Jly/DUU08BAMxmM+Lj45GcnIzm5mYA4R/UyQeoxDeERLsfIpiyZKRKGMFAqkeCD0RyPlNubi5+8IMf4MCBAzh+/Di2bduG06dPo6CgAMXFxZxiDwBGjBjB+RCyZ04ajQZPPvnkkK+Lt7Auy0G+EXcJ8+fPZ/bu3RvVNezdu5cpLS31ujZ58mTmyJEjUVoRQYQPt9vNfXzq1CnmkUceYeLj4xmZTMY89NBDTFtbG8MwDONyufzeXqVSMZMmTWLUajV3zeFwhHfR4SOomEMlvmFAJEsYocBn1aMvJSUlmDlzJlc2feCBB6K9JCIAfC0be5bk5s6di8OHD+Oll16C2WzGpUuX8PTTT+PmzZtcBsV8WepjRVZVVVWQSCTIz8+HWq1GWVkZdu7cGfk/JIJQiW8YwNcR0wyPVY++kAoyNoiVsjFbyhs/fjzkcjm+/vWv4+TJk5g5cyZ+8pOfYOPGjVAqlV63qampwezZs/HKK69g27ZtWL16NX76059G6S+IEMGmWgyV+Igh5p133mHmzZvndW3WrFnM/v37o7SiwMjlcub+++9npkyZwqxYsYK5fPlytJdE+CHWysbr169nCgsLGYPBwFRXVzOLFi1iBAIBo1AomKqqKu77bDYbM378eEYgEDALFy5k6urquK8FKgnyHCrxEfwm2qrHUOCrChLo9Yb83e9+h4SEBOzdu5e7ztdSVziJpbKx0+lEdXU1CgoKIJfLUVJSgn/84x/Yu3cvduzYwTnSMAwDkUiEsrIyvP/++zh+/DiKi4vhcrl6N/G7OKunEh8RNaKtegyFSDdyhoI/b8hYKXUNNUwMlY0dDgdu3LiBxx9/nLuWmJiIlStXcp8zHv57v/nNb7jrbDPv3Q4FKCKqzJs3DxcuXIj2MkImnI2coVJeXg4AOHr0KHetP1/IJUuWRGWdkSCWhgdqNBq0tLRg/vz5Ab/Ht9eJDVjDITgB1KhLEAPCVxVkf8RSqWsoiaWy8d///nekpqaiqKgoaFeI4dCc6wllUAQxAHxVQfZHLJW6hpJYKhs/+eST2Lp1a7SXwWsoQBHEAIwbNw6VlZXRXkZIxFKpa6iJlbJxYWEhgNifKBxOqMRHEHchsVTqGu5QcAoM3TMEcRcSS6UuggiEINjDuS+5+/3diYjw6KOPQiwWY9euXdzZiFAoREtLCzQaDcaOHUubKUHcvQSl9qASHxEVMjMzsXv3bpw5c4ZrNtRoNFi5ciVKS0vxz3/+M9pLJAgiylAGRUSF9vZ2jBo1CrNnz0ZlZSVqa2vx+OOPQ61WY//+/Zg7d260l0gQRPigDIrgL+np6fjhD3+IEydO4G9/+xsee+wxaLVaHDhwAHPnzu3TF+J2u4fFBFGCIO5AGRQRNWpra1FaWgqGYZCTk4O33noLpaWlw8bGhSCGMZRBEfympqYGOp0ONpsNv/jFL1BaWgqHw8EFp66uLmzZsgUTJ05EXl4etm/fDgCUSRHEMIFk5kRUeO+997BhwwYUFhbC6XTi+vXrAOCVOTmdTkyePBlFRUU4dOgQbt26BaC33EcZFkHc/VAGRUScv/71r1i9ejVmzpyJf/3rX5g2bRr27NkDjUbjNTogPT0dK1aswLe+9S2kpaUhNTUVwPDzIyOI4QoFKCKivPnmm3jqqafw3e9+F3/5y18wevRoLF26FC0tLdi/fz+AOyOu2VKezWaD2WzmJoxSiY8ghgcUoIiIsWnTJjzzzDNYs2YNdu3axY2rWLJkCUpKSrBz506oVKo+A9gsFgusVitSUlIAUAZFEMMFClBExNi8eTPq6+tRUVEBsVjMjXVOTU3Fpk2bMG7cOLS2tgKAl+u21WqFzWYjZwmCGGaQSIKIGFKplHNwBu5kQgzDYNWqVVi1ahX3Nc8symw2w+Fw8GZAIEEQkYEyKCLqCAQCuFwuOJ1Or+tWqxXAnfHW7AA+3xIgQRB3J/RMJ3hBXFxcn7EDBw4cQFpaGhYsWIBPPvkE06dPx6JFizi5OUEQdzfkJEHwGoZh0N3dDYPBgObmZvT09OD++++HWCyO9tIIghg8QSmdKEARBEEQkYasjoi7C1b1RxDE8IBUfETMQP1PBDG8oAyKIAiC4CUUoAiCIAheQgGKIAiC4CUUoAiCIAheQgGKIAiC4CUUoAiCIAheQgGKIAiC4CUUoAiCIAheQgGKIAiC4CUUoAiCIAheQgGKIAiC4CWhevGRGRpBEAQRESiDIgiCIHgJBSiCIAiCl1CAIgiCIHgJBSiCIAiCl1CAIgiCIHgJBSiCIAiCl1CAIgiCIHgJBSiCIAiCl1CAIgiCIHgJBSiCIAiCl/w/qV+M7hWxLbcAAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<Figure size 432x360 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure manifold_decision_boundary_plot2\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 360x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure manifold_decision_boundary_plot3\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x360 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure manifold_decision_boundary_plot4\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 360x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from matplotlib import gridspec\n",
|
||
"\n",
|
||
"axes = [-11.5, 14, -2, 23, -12, 15]\n",
|
||
"\n",
|
||
"x2s = np.linspace(axes[2], axes[3], 10)\n",
|
||
"x3s = np.linspace(axes[4], axes[5], 10)\n",
|
||
"x2, x3 = np.meshgrid(x2s, x3s)\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(6, 5))\n",
|
||
"ax = plt.subplot(111, projection='3d')\n",
|
||
"\n",
|
||
"positive_class = X[:, 0] > 5\n",
|
||
"X_pos = X[positive_class]\n",
|
||
"X_neg = X[~positive_class]\n",
|
||
"ax.view_init(10, -70)\n",
|
||
"ax.plot(X_neg[:, 0], X_neg[:, 1], X_neg[:, 2], \"y^\")\n",
|
||
"ax.plot_wireframe(5, x2, x3, alpha=0.5)\n",
|
||
"ax.plot(X_pos[:, 0], X_pos[:, 1], X_pos[:, 2], \"gs\")\n",
|
||
"ax.set_xlabel(\"$x_1$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_zlabel(\"$x_3$\", fontsize=18)\n",
|
||
"ax.set_xlim(axes[0:2])\n",
|
||
"ax.set_ylim(axes[2:4])\n",
|
||
"ax.set_zlim(axes[4:6])\n",
|
||
"\n",
|
||
"save_fig(\"manifold_decision_boundary_plot1\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"ax = plt.subplot(111)\n",
|
||
"\n",
|
||
"plt.plot(t[positive_class], X[positive_class, 1], \"gs\")\n",
|
||
"plt.plot(t[~positive_class], X[~positive_class, 1], \"y^\")\n",
|
||
"plt.axis([4, 15, axes[2], axes[3]])\n",
|
||
"plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"plt.ylabel(\"$z_2$\", fontsize=18, rotation=0, labelpad=7)\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"manifold_decision_boundary_plot2\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(6, 5))\n",
|
||
"ax = plt.subplot(111, projection='3d')\n",
|
||
"\n",
|
||
"positive_class = 2 * (t[:] - 4) > X[:, 1]\n",
|
||
"X_pos = X[positive_class]\n",
|
||
"X_neg = X[~positive_class]\n",
|
||
"ax.view_init(10, -70)\n",
|
||
"ax.plot(X_neg[:, 0], X_neg[:, 1], X_neg[:, 2], \"y^\")\n",
|
||
"ax.plot(X_pos[:, 0], X_pos[:, 1], X_pos[:, 2], \"gs\")\n",
|
||
"ax.set_xlabel(\"$x_1$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_ylabel(\"$x_2$\", fontsize=18, labelpad=7)\n",
|
||
"ax.set_zlabel(\"$x_3$\", fontsize=18)\n",
|
||
"ax.set_xlim(axes[0:2])\n",
|
||
"ax.set_ylim(axes[2:4])\n",
|
||
"ax.set_zlim(axes[4:6])\n",
|
||
"\n",
|
||
"save_fig(\"manifold_decision_boundary_plot3\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"ax = plt.subplot(111)\n",
|
||
"\n",
|
||
"plt.plot(t[positive_class], X[positive_class, 1], \"gs\")\n",
|
||
"plt.plot(t[~positive_class], X[~positive_class, 1], \"y^\")\n",
|
||
"plt.plot([4, 15], [0, 22], \"b-\", linewidth=2)\n",
|
||
"plt.axis([4, 15, axes[2], axes[3]])\n",
|
||
"plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"plt.ylabel(\"$z_2$\", fontsize=18, rotation=0, labelpad=7)\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"manifold_decision_boundary_plot4\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# PCA"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure pca_best_projection\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 576x288 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"angle = np.pi / 5\n",
|
||
"stretch = 5\n",
|
||
"m = 200\n",
|
||
"\n",
|
||
"np.random.seed(3)\n",
|
||
"X = np.random.randn(m, 2) / 10\n",
|
||
"X = X.dot(np.array([[stretch, 0],[0, 1]])) # stretch\n",
|
||
"X = X.dot([[np.cos(angle), np.sin(angle)], [-np.sin(angle), np.cos(angle)]]) # rotate\n",
|
||
"\n",
|
||
"u1 = np.array([np.cos(angle), np.sin(angle)])\n",
|
||
"u2 = np.array([np.cos(angle - 2 * np.pi/6), np.sin(angle - 2 * np.pi/6)])\n",
|
||
"u3 = np.array([np.cos(angle - np.pi/2), np.sin(angle - np.pi/2)])\n",
|
||
"\n",
|
||
"X_proj1 = X.dot(u1.reshape(-1, 1))\n",
|
||
"X_proj2 = X.dot(u2.reshape(-1, 1))\n",
|
||
"X_proj3 = X.dot(u3.reshape(-1, 1))\n",
|
||
"\n",
|
||
"plt.figure(figsize=(8,4))\n",
|
||
"plt.subplot2grid((3,2), (0, 0), rowspan=3)\n",
|
||
"plt.plot([-1.4, 1.4], [-1.4*u1[1]/u1[0], 1.4*u1[1]/u1[0]], \"k-\", linewidth=1)\n",
|
||
"plt.plot([-1.4, 1.4], [-1.4*u2[1]/u2[0], 1.4*u2[1]/u2[0]], \"k--\", linewidth=1)\n",
|
||
"plt.plot([-1.4, 1.4], [-1.4*u3[1]/u3[0], 1.4*u3[1]/u3[0]], \"k:\", linewidth=2)\n",
|
||
"plt.plot(X[:, 0], X[:, 1], \"bo\", alpha=0.5)\n",
|
||
"plt.axis([-1.4, 1.4, -1.4, 1.4])\n",
|
||
"plt.arrow(0, 0, u1[0], u1[1], head_width=0.1, linewidth=5, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n",
|
||
"plt.arrow(0, 0, u3[0], u3[1], head_width=0.1, linewidth=5, length_includes_head=True, head_length=0.1, fc='k', ec='k')\n",
|
||
"plt.text(u1[0] + 0.1, u1[1] - 0.05, r\"$\\mathbf{c_1}$\", fontsize=22)\n",
|
||
"plt.text(u3[0] + 0.1, u3[1], r\"$\\mathbf{c_2}$\", fontsize=22)\n",
|
||
"plt.xlabel(\"$x_1$\", fontsize=18)\n",
|
||
"plt.ylabel(\"$x_2$\", fontsize=18, rotation=0)\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"plt.subplot2grid((3,2), (0, 1))\n",
|
||
"plt.plot([-2, 2], [0, 0], \"k-\", linewidth=1)\n",
|
||
"plt.plot(X_proj1[:, 0], np.zeros(m), \"bo\", alpha=0.3)\n",
|
||
"plt.gca().get_yaxis().set_ticks([])\n",
|
||
"plt.gca().get_xaxis().set_ticklabels([])\n",
|
||
"plt.axis([-2, 2, -1, 1])\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"plt.subplot2grid((3,2), (1, 1))\n",
|
||
"plt.plot([-2, 2], [0, 0], \"k--\", linewidth=1)\n",
|
||
"plt.plot(X_proj2[:, 0], np.zeros(m), \"bo\", alpha=0.3)\n",
|
||
"plt.gca().get_yaxis().set_ticks([])\n",
|
||
"plt.gca().get_xaxis().set_ticklabels([])\n",
|
||
"plt.axis([-2, 2, -1, 1])\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"plt.subplot2grid((3,2), (2, 1))\n",
|
||
"plt.plot([-2, 2], [0, 0], \"k:\", linewidth=2)\n",
|
||
"plt.plot(X_proj3[:, 0], np.zeros(m), \"bo\", alpha=0.3)\n",
|
||
"plt.gca().get_yaxis().set_ticks([])\n",
|
||
"plt.axis([-2, 2, -1, 1])\n",
|
||
"plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"pca_best_projection\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# MNIST compression"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from six.moves import urllib\n",
|
||
"from sklearn.datasets import fetch_mldata\n",
|
||
"mnist = fetch_mldata('MNIST original')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"\n",
|
||
"X = mnist[\"data\"]\n",
|
||
"y = mnist[\"target\"]\n",
|
||
"\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(X, y)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pca = PCA()\n",
|
||
"pca.fit(X_train)\n",
|
||
"cumsum = np.cumsum(pca.explained_variance_ratio_)\n",
|
||
"d = np.argmax(cumsum >= 0.95) + 1"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"154"
|
||
]
|
||
},
|
||
"execution_count": 34,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"d"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pca = PCA(n_components=0.95)\n",
|
||
"X_reduced = pca.fit_transform(X_train)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"154"
|
||
]
|
||
},
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pca.n_components_"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.9503623084769206"
|
||
]
|
||
},
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.sum(pca.explained_variance_ratio_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pca = PCA(n_components = 154)\n",
|
||
"X_reduced = pca.fit_transform(X_train)\n",
|
||
"X_recovered = pca.inverse_transform(X_reduced)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def plot_digits(instances, images_per_row=5, **options):\n",
|
||
" size = 28\n",
|
||
" images_per_row = min(len(instances), images_per_row)\n",
|
||
" images = [instance.reshape(size,size) for instance in instances]\n",
|
||
" n_rows = (len(instances) - 1) // images_per_row + 1\n",
|
||
" row_images = []\n",
|
||
" n_empty = n_rows * images_per_row - len(instances)\n",
|
||
" images.append(np.zeros((size, size * n_empty)))\n",
|
||
" for row in range(n_rows):\n",
|
||
" rimages = images[row * images_per_row : (row + 1) * images_per_row]\n",
|
||
" row_images.append(np.concatenate(rimages, axis=1))\n",
|
||
" image = np.concatenate(row_images, axis=0)\n",
|
||
" plt.imshow(image, cmap = matplotlib.cm.binary, **options)\n",
|
||
" plt.axis(\"off\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure mnist_compression_plot\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 504x288 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(7, 4))\n",
|
||
"plt.subplot(121)\n",
|
||
"plot_digits(X_train[::2100])\n",
|
||
"plt.title(\"원본\", fontsize=16)\n",
|
||
"plt.subplot(122)\n",
|
||
"plot_digits(X_recovered[::2100])\n",
|
||
"plt.title(\"압축 후 복원\", fontsize=16)\n",
|
||
"\n",
|
||
"save_fig(\"mnist_compression_plot\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X_reduced_pca = X_reduced"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Incremental PCA"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"...................................................................................................."
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.decomposition import IncrementalPCA\n",
|
||
"\n",
|
||
"n_batches = 100\n",
|
||
"inc_pca = IncrementalPCA(n_components=154)\n",
|
||
"for X_batch in np.array_split(X_train, n_batches):\n",
|
||
" print(\".\", end=\"\") # not shown in the book\n",
|
||
" inc_pca.partial_fit(X_batch)\n",
|
||
"\n",
|
||
"X_reduced = inc_pca.transform(X_train)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 43,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X_recovered_inc_pca = inc_pca.inverse_transform(X_reduced)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 504x288 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(7, 4))\n",
|
||
"plt.subplot(121)\n",
|
||
"plot_digits(X_train[::2100])\n",
|
||
"plt.subplot(122)\n",
|
||
"plot_digits(X_recovered_inc_pca[::2100])\n",
|
||
"plt.tight_layout()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X_reduced_inc_pca = X_reduced"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let's compare the results of transforming MNIST using regular PCA and incremental PCA. First, the means are equal: "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 46,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"True"
|
||
]
|
||
},
|
||
"execution_count": 46,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.allclose(pca.mean_, inc_pca.mean_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"But the results are not exactly identical. Incremental PCA gives a very good approximate solution, but it's not perfect:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 47,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"False"
|
||
]
|
||
},
|
||
"execution_count": 47,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"np.allclose(X_reduced_pca, X_reduced_inc_pca)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Using `memmap()`"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let's create the `memmap()` structure and copy the MNIST data into it. This would typically be done by a first program:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 48,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"filename = \"my_mnist.data\"\n",
|
||
"m, n = X_train.shape\n",
|
||
"\n",
|
||
"X_mm = np.memmap(filename, dtype='float32', mode='write', shape=(m, n))\n",
|
||
"X_mm[:] = X_train"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Now deleting the `memmap()` object will trigger its Python finalizer, which ensures that the data is saved to disk."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 49,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"del X_mm"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Next, another program would load the data and use it for training:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 50,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"IncrementalPCA(batch_size=525, copy=True, n_components=154, whiten=False)"
|
||
]
|
||
},
|
||
"execution_count": 50,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_mm = np.memmap(filename, dtype=\"float32\", mode=\"readonly\", shape=(m, n))\n",
|
||
"\n",
|
||
"batch_size = m // n_batches\n",
|
||
"inc_pca = IncrementalPCA(n_components=154, batch_size=batch_size)\n",
|
||
"inc_pca.fit(X_mm)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rnd_pca = PCA(n_components=154, svd_solver=\"randomized\", random_state=42)\n",
|
||
"X_reduced = rnd_pca.fit_transform(X_train)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Time complexity"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let's time regular PCA against Incremental PCA and Randomized PCA, for various number of principal components:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 52,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"n_components = 2\n",
|
||
" PCA: 0.8 seconds\n",
|
||
" IncrementalPCA: 4.3 seconds\n",
|
||
" PCA: 0.8 seconds\n",
|
||
"n_components = 10\n",
|
||
" PCA: 0.9 seconds\n",
|
||
" IncrementalPCA: 4.6 seconds\n",
|
||
" PCA: 0.9 seconds\n",
|
||
"n_components = 154\n",
|
||
" PCA: 2.3 seconds\n",
|
||
" IncrementalPCA: 6.1 seconds\n",
|
||
" PCA: 2.3 seconds\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import time\n",
|
||
"\n",
|
||
"for n_components in (2, 10, 154):\n",
|
||
" print(\"n_components =\", n_components)\n",
|
||
" regular_pca = PCA(n_components=n_components)\n",
|
||
" inc_pca = IncrementalPCA(n_components=n_components, batch_size=500)\n",
|
||
" rnd_pca = PCA(n_components=n_components, random_state=42, svd_solver=\"randomized\")\n",
|
||
"\n",
|
||
" for pca in (regular_pca, inc_pca, rnd_pca):\n",
|
||
" t1 = time.time()\n",
|
||
" pca.fit(X_train)\n",
|
||
" t2 = time.time()\n",
|
||
" print(\" {}: {:.1f} seconds\".format(pca.__class__.__name__, t2 - t1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Now let's compare PCA and Randomized PCA for datasets of different sizes (number of instances):"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0.5,1,'PCA and Randomized PCA time complexity ')"
|
||
]
|
||
},
|
||
"execution_count": 53,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"times_rpca = []\n",
|
||
"times_pca = []\n",
|
||
"sizes = [1000, 10000, 20000, 30000, 40000, 50000, 70000, 100000, 200000, 500000]\n",
|
||
"for n_samples in sizes:\n",
|
||
" X = np.random.randn(n_samples, 5)\n",
|
||
" pca = PCA(n_components = 2, svd_solver=\"randomized\", random_state=42)\n",
|
||
" t1 = time.time()\n",
|
||
" pca.fit(X)\n",
|
||
" t2 = time.time()\n",
|
||
" times_rpca.append(t2 - t1)\n",
|
||
" pca = PCA(n_components = 2)\n",
|
||
" t1 = time.time()\n",
|
||
" pca.fit(X)\n",
|
||
" t2 = time.time()\n",
|
||
" times_pca.append(t2 - t1)\n",
|
||
"\n",
|
||
"plt.plot(sizes, times_rpca, \"b-o\", label=\"RPCA\")\n",
|
||
"plt.plot(sizes, times_pca, \"r-s\", label=\"PCA\")\n",
|
||
"plt.xlabel(\"n_samples\")\n",
|
||
"plt.ylabel(\"Training time\")\n",
|
||
"plt.legend(loc=\"upper left\")\n",
|
||
"plt.title(\"PCA and Randomized PCA time complexity \")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"And now let's compare their performance on datasets of 2,000 instances with various numbers of features:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 54,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0.5,1,'PCA and Randomized PCA time complexity ')"
|
||
]
|
||
},
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"times_rpca = []\n",
|
||
"times_pca = []\n",
|
||
"sizes = [1000, 2000, 3000, 4000, 5000, 6000]\n",
|
||
"for n_features in sizes:\n",
|
||
" X = np.random.randn(2000, n_features)\n",
|
||
" pca = PCA(n_components = 2, random_state=42, svd_solver=\"randomized\")\n",
|
||
" t1 = time.time()\n",
|
||
" pca.fit(X)\n",
|
||
" t2 = time.time()\n",
|
||
" times_rpca.append(t2 - t1)\n",
|
||
" pca = PCA(n_components = 2)\n",
|
||
" t1 = time.time()\n",
|
||
" pca.fit(X)\n",
|
||
" t2 = time.time()\n",
|
||
" times_pca.append(t2 - t1)\n",
|
||
"\n",
|
||
"plt.plot(sizes, times_rpca, \"b-o\", label=\"RPCA\")\n",
|
||
"plt.plot(sizes, times_pca, \"r-s\", label=\"PCA\")\n",
|
||
"plt.xlabel(\"n_features\")\n",
|
||
"plt.ylabel(\"Training time\")\n",
|
||
"plt.legend(loc=\"upper left\")\n",
|
||
"plt.title(\"PCA and Randomized PCA time complexity \")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Kernel PCA"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 55,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.decomposition import KernelPCA\n",
|
||
"\n",
|
||
"rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.04)\n",
|
||
"X_reduced = rbf_pca.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 57,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure kernel_pca_plot\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 792x288 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.decomposition import KernelPCA\n",
|
||
"\n",
|
||
"lin_pca = KernelPCA(n_components = 2, kernel=\"linear\", fit_inverse_transform=True)\n",
|
||
"rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.0433, fit_inverse_transform=True)\n",
|
||
"sig_pca = KernelPCA(n_components = 2, kernel=\"sigmoid\", gamma=0.001, coef0=1, fit_inverse_transform=True)\n",
|
||
"\n",
|
||
"y = t > 6.9\n",
|
||
"\n",
|
||
"plt.figure(figsize=(11, 4))\n",
|
||
"for subplot, pca, title in ((131, lin_pca, \"선형 커널\"), (132, rbf_pca, \"RBF 커널, $\\gamma=0.04$\"), (133, sig_pca, \"시그모이드 커널, $\\gamma=10^{-3}, r=1$\")):\n",
|
||
" X_reduced = pca.fit_transform(X)\n",
|
||
" if subplot == 132:\n",
|
||
" X_reduced_rbf = X_reduced\n",
|
||
" \n",
|
||
" plt.subplot(subplot)\n",
|
||
" #plt.plot(X_reduced[y, 0], X_reduced[y, 1], \"gs\")\n",
|
||
" #plt.plot(X_reduced[~y, 0], X_reduced[~y, 1], \"y^\")\n",
|
||
" plt.title(title, fontsize=14)\n",
|
||
" plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n",
|
||
" plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
" if subplot == 131:\n",
|
||
" plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n",
|
||
" plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"kernel_pca_plot\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 58,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure preimage_plot\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x360 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(6, 5))\n",
|
||
"\n",
|
||
"X_inverse = rbf_pca.inverse_transform(X_reduced_rbf)\n",
|
||
"\n",
|
||
"ax = plt.subplot(111, projection='3d')\n",
|
||
"ax.view_init(10, -70)\n",
|
||
"ax.scatter(X_inverse[:, 0], X_inverse[:, 1], X_inverse[:, 2], c=t, cmap=plt.cm.hot, marker=\"x\")\n",
|
||
"ax.set_xlabel(\"\")\n",
|
||
"ax.set_ylabel(\"\")\n",
|
||
"ax.set_zlabel(\"\")\n",
|
||
"ax.set_xticklabels([])\n",
|
||
"ax.set_yticklabels([])\n",
|
||
"ax.set_zticklabels([])\n",
|
||
"\n",
|
||
"save_fig(\"preimage_plot\", tight_layout=False)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 792x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_reduced = rbf_pca.fit_transform(X)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(11, 4))\n",
|
||
"plt.subplot(132)\n",
|
||
"plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot, marker=\"x\")\n",
|
||
"plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n",
|
||
"plt.grid(True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 60,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"GridSearchCV(cv=3, error_score='raise',\n",
|
||
" estimator=Pipeline(memory=None,\n",
|
||
" steps=[('kpca', KernelPCA(alpha=1.0, coef0=1, copy_X=True, degree=3, eigen_solver='auto',\n",
|
||
" fit_inverse_transform=False, gamma=None, kernel='linear',\n",
|
||
" kernel_params=None, max_iter=None, n_components=2, n_jobs=1,\n",
|
||
" random_state=None, remove_zero_eig=False, tol=0)), ('log_reg', LogisticRegre...ty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
|
||
" verbose=0, warm_start=False))]),\n",
|
||
" fit_params=None, iid=True, n_jobs=1,\n",
|
||
" param_grid=[{'kpca__gamma': array([0.03 , 0.03222, 0.03444, 0.03667, 0.03889, 0.04111, 0.04333,\n",
|
||
" 0.04556, 0.04778, 0.05 ]), 'kpca__kernel': ['rbf', 'sigmoid']}],\n",
|
||
" pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
|
||
" scoring=None, verbose=0)"
|
||
]
|
||
},
|
||
"execution_count": 60,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.model_selection import GridSearchCV\n",
|
||
"from sklearn.linear_model import LogisticRegression\n",
|
||
"from sklearn.pipeline import Pipeline\n",
|
||
"\n",
|
||
"clf = Pipeline([\n",
|
||
" (\"kpca\", KernelPCA(n_components=2)),\n",
|
||
" (\"log_reg\", LogisticRegression())\n",
|
||
" ])\n",
|
||
"\n",
|
||
"param_grid = [{\n",
|
||
" \"kpca__gamma\": np.linspace(0.03, 0.05, 10),\n",
|
||
" \"kpca__kernel\": [\"rbf\", \"sigmoid\"]\n",
|
||
" }]\n",
|
||
"\n",
|
||
"grid_search = GridSearchCV(clf, param_grid, cv=3)\n",
|
||
"grid_search.fit(X, y)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 61,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"{'kpca__gamma': 0.043333333333333335, 'kpca__kernel': 'rbf'}\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(grid_search.best_params_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 62,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.0433,\n",
|
||
" fit_inverse_transform=True)\n",
|
||
"X_reduced = rbf_pca.fit_transform(X)\n",
|
||
"X_preimage = rbf_pca.inverse_transform(X_reduced)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 63,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"32.78630879576615"
|
||
]
|
||
},
|
||
"execution_count": 63,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.metrics import mean_squared_error\n",
|
||
"\n",
|
||
"mean_squared_error(X, X_preimage)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# LLE"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 64,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=41)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 65,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.manifold import LocallyLinearEmbedding\n",
|
||
"\n",
|
||
"lle = LocallyLinearEmbedding(n_components=2, n_neighbors=10, random_state=42)\n",
|
||
"X_reduced = lle.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 66,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure lle_unrolling_plot\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.title(\"LLE를 사용하여 펼쳐진 스위스 롤\", fontsize=14)\n",
|
||
"plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n",
|
||
"plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
"plt.ylabel(\"$z_2$\", fontsize=18)\n",
|
||
"plt.axis([-0.065, 0.055, -0.1, 0.12])\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"lle_unrolling_plot\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# MDS, Isomap and t-SNE"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 82,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.manifold import MDS\n",
|
||
"\n",
|
||
"mds = MDS(n_components=2, random_state=42)\n",
|
||
"X_reduced_mds = mds.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 83,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.manifold import Isomap\n",
|
||
"\n",
|
||
"isomap = Isomap(n_components=2)\n",
|
||
"X_reduced_isomap = isomap.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 84,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.manifold import TSNE\n",
|
||
"\n",
|
||
"tsne = TSNE(n_components=2, random_state=42)\n",
|
||
"X_reduced_tsne = tsne.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 85,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/sklearn/discriminant_analysis.py:388: UserWarning: Variables are collinear.\n",
|
||
" warnings.warn(\"Variables are collinear.\")\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
|
||
"\n",
|
||
"lda = LinearDiscriminantAnalysis(n_components=2)\n",
|
||
"X_mnist = mnist[\"data\"]\n",
|
||
"y_mnist = mnist[\"target\"]\n",
|
||
"lda.fit(X_mnist, y_mnist)\n",
|
||
"X_reduced_lda = lda.transform(X_mnist)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 86,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saving figure other_dim_reduction_plot\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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TM/YKWPaVsntO1qtjUx6DkAWLn4ZYrTJdcD99tDweXaM0kvlYI4hiqJsALU5qpGAN2XcMN7obRDlMC6dDegcxidqpuDyPThkMOynJGIzsD5E1uctl06dZqGGnlwDFbFqYH5mE6vFQNx4Ke0OPTyHUbRMaMGwqzUaAAGqBJ4UQnVCrsA3AyVLKyqbt1g7I4N9CuCb1ORKG1TEY+TrE6jPLhyVEliunZYD6iHoNfxXG/bxp15YSJn8D69bCYUdAx455VxWHHgoxH7+CoiLEaadtWj+2ORK3n0MqKpN3dhSYdCuGnYb6Slj0kRIeICUYWGH48d7UEyeBel9MSpuoTZPCzt9in/a9SsX44tz9kStAzgER8XFvKAHOcX3WyeT8fJu2Vu4Jg0YIsR8wAXhGSnm/EOJ44CnULyMG3CSl9EZqNDRXFr0PiY1KALBJH0Zx1HHhnPMLiqBpbFWay1UJ1NwRnQ3zD4G95+dp5mjYHJpUgJBS9ne9nw0Marre/EJYtwaWLco8nojDxo1g6ae0i9qYv1Zg4c8wbzZM/gpqq+GYk2H/Q7Nfe/EiOH0ArFkF8RgkE1BSCr//A9z5FyjKrVYULVtiPfQQ9n33QZ3zwC4shI4dCdxwQ86625846V+aQDlZ1rqOSTINOA2GXzDRjco3AVKOkPrnH0FFXtHHE67zXufoOqesW/YuIHMoFffN3hf7byDvJyXF6J0FUMLDPsBFrgodgF2A5Z6GgkA+plKGfBFCtAb+hUr9rT+PAE6XUn4jhOgPjBZC7C6lNNJbcycehil/hGA8pQiwUBv0kJLN9fgPosa/+xEaQJks4ZxLkj43aEpz9EPPFxKQlbDhJehwy+bdk6FRjGr0l0ZhodoF8CMRxVdSyLq+teHsPvDX2+DJe+HCY+GOq/zblxLOHKD8KurrlPAAUBeGfzwJvz41r+4Hb72V4MiRiEGDEH36YN11F6Hvv0e0bk4h29yO0m4CqCRUrVAGne1JzYgGw05Ai90gVJLuBOnGOwXFfcq4z9nOK+QpJ4qh9DgoPsS/rpwK8kHUCiYMssbJYB1DrWBuB8aQbislgCGorQ99A0Wo6OLXZ+mkYVNxoiy+CtwNrHUODwTmSim/AZBSlgMVGMltx2D2P6F+TboiIASUoRb87VDyeVvnc6HzN+Qq3wI17HTUJe+Yx1XXb87w7kwEElBj4u9sS5qTCZNha9CiFfQ9Br4dl+mMnE1cLCIz/5klIGBDXSRVL5mAj9+GgefCiaenyiYS8PJzsHyhf/vxGIz/CloGof+JcKN/FlkpJXLqVIjFCL7yCmKXXRq/32aHDhthMOyEWAE44V/w+UUgsigy3I6SuagHCorV/JOwIFCvQjuHOkLba6D97enl49Mh/hWI9hCaCMJlrikKUzsjxFARlToDF3ou2gcYDQwHFgP9UGZOZXl02JAnDwOfSSm/FkKc7BzbA/CG/VvgHE9jU/JA/RJz8DTLe6psAS09AVa8uwcWmfpLZzeiVnSj3B6qxrzbSEL/1e1Uk7nJ7z7vxnJOLP2cpljqNsv/01bGCBA7GpE6GD0MPnpNPazPvQbOuiK9zJOvw8XHw9pVKrpJ3HEEDCbTByekoiAkBciQajMeV8JCxClokbLEqQvDiFeVACElDB0Cf38MahoJliVRTk5ffg4DToWqKli+HPbaCwYNwl6yhMRpp6ljgQDEYlg330zgkUcQTRZNwftF5YNbSjPRlww7KNEwrF8ErbtCSZtNq7vPBTDtfqic7X9eDyWrAPa7A5Y+5F/OCsABc8FeA9GFUHIQFO2dWU7aUP1biI5E2T4UgIhCC9vRcAaU8NAwj0iUxuQm4FSU6tNNV0ArOZLAMtTWSbtGb92QGyHEecBuUsq7vadIRaPQJPBRe21KHqhmmWNpC2mW9/TBXbDB5a5SQLrJod4d8D5GHVOncp6gf9ngzHCtOqyrjfo1CKCNTzvu8vp6IUC0gM7vQOmAzb+3zaRZ/p+2MkaA2JGIhOGSvrD4Z/XQBPjha3jxIXj7ByhxtGS7dIbP5sCkcli5BGo3wnP3pxyrvYMvALQvhAdegXfehK8+SZ/KbdTzsyGZi7MwfvpxeGJIyl+hMaRTN56Eyy5Th0IhSCZJ1Gc6d9vPPKM0jl27Yh16KNZhh2GvXk18+HBkVRXBk04icMQR20DA0LHi3bj3R3NlwAmi1CiVpGY8m/zVrgZDEyIlfHI/fPk4WEEVWaXPJXDBcxAsaLR6Az3PhamPZB4PAAFnIun3L9jrKgjEYNHf0ssFQ3DgaCjeFdgVSvtkv1b0bYiOIuXo7Ph01aIsCAPBLCEdI8Aw4P+yNPwV8DRqHCeA/YD7MGaJW8QgoLcQQq82dZicrqgv3M1uwLvbq2OGLaDX9bBxBiTC6rOf+ZEfApXLAZlZXn8uJBXCOUoqAEO28haula0NwXwz1Rs2FSNANHciYbAsKCyGkS/B0nkp4UGzfCE8+gd4cJhaAAih6hx1Ikz7Bh65FVY7woPWDGi0b+EhR8LpF8I9t/hHQkqiBnAoBOderq7z5KP5CQ/u7Ugd5dS5hojFVF4YMpfshMMkH3kEWVSk7mmvvaifO1ddOxqFxx4jdMYZlLzxBsLaWu482ujaS5J0IUK/T5IKK6GDh6wn/aaTQBUqGZXBsOnIZBKWLoU2bbatP9A3L8JXQyHuyu703XAobAHnPZ1/O6XtoMCCmGssBVCLgU4nwjGvQWFbdXyfR6Hb1bDgAaibDS0Ohe63QFmWrM9SQnQqJFZD0WEQeREVuslB76oGcYamTM2LGfwV5d/gDR89B5Vozh2WeQZwD/DP/L4DQwZSyt+5Pwsh7nfePgUsEEIcIKWcIYToB/QCPtvOXTRsDj1/AxVfwqK31GfhUQgmyb7aPPApmFGfCmboXgh4gysUovR2uqxw/bXwCC4CQntB4YGbe1eGRjACRHNlyWwYeiXMm6Y+HzoAVmzM9GvQfPC62nFYsRjad4Ib/gL7HAqXDlBOzRrtxKgdkQRKOLn4JnU+XEtWJNCtpzJfisWguip7Wa8dow5a5LM212Pfm35NANh2g5Aip09PFzTCYeIffEB81CgKzj03e1/yJpvw4D7vTqNpkbnDXo2/6VIY5WBt4hY0J2KxGEsWLKBdhw60bd++qbvjS/Kdd0jecIMaB8kk4vTTCQ4bhmjhMr1ZtggevwsmfgYtW8Ol18Mp50KnXf1zq2Tj879BzKMUiEeUYHH2UAjk2Vbr/aC4FII1atjoQR4sgx4XpoQHTelecODr2duLrVRO0FYhrBwIiWVOgzFo2cHTFumyvp1Quym+SGAicILn+DtkhnNNAgtRJk27Zu+rYZORUlYJIc4HXhZC6Gycp5ow7jsIwoLjXoGD7oLV/4NF/4Dq6ell/HYOQmVQcQeIB1I+EnoxIElfoTbUK4DgUdBid4hMhfhPIOzMR2toX+j6SeqzlBCfCPWjQJRA8W8guM8W3/rOjBEgmiMLfoT/OwJibi3g5xAo9C9vo3wWVixWn9etgsduhfa7pQsPmhjKHEkPOCHgCCcZ0/ED4JNRauHuJVkEf/2PKl9QAJ26wEpvyEMgYEFxAVx4GcycA99OgpifuY/CLV94j7vRGReSrvPJcJiNN95IaMQISn/3Owo32+YwW2SlTSX7faZ2KgzNgTdeeIFHbrsNadskolH6HXccz48cSVkLr01802F/8w3JK65I2+mTH35I4oILCH3yCSycB3fdAFM+Tz1gqzbAo7fB3++C1iVw40NwSTYzHQ+1a/2PJxNKsCjO03ynywAo6w7VP4NwFuLCgmAR7Pbr/NoAiC2DhedD3XTHCToORUkIusZqZCUUCeW0HSAzGou0c+xAWChTJi9r8FcEBFE7jEaA2BpIKe93vf8KOKzpemPYIipGw5y/QGRJypTJTZL0HQIBFBWCvT5Vxr3Br3cs01wRA9AvouYSTeWzsO5WkHGU5FEMJSdDl5GpMS8lVF8FkXdQyjwL6oZA8FAoexgKTs4yPxhyYVYzzY0xw+CGPunCAzhhUaWTx8GD36ZEfR0sn5v7WoGg2n14cBiUtlC7ChdfCWUtlO8BpGwPA0VwwRVw2JHquBDwyONQXJLeZlERDHkCZiyDp16AUZ9A191S57N0f1OX7hLlaRAFEqtWEXnjDdafdhpV9967iS1p8ulBPhOMV0OrVzMFKKNsndnWGwTbsD2wbZv/jRvHJYMGcdd111FfXY2oraU0HmfuF19wYsuW/O2GG4j7mfE1AcnHHoOIZy6IRpHlXyG/ngin9INvPvevXJ9QwQ2eug3Gvp3fBbsf7n88EIRIjh1HL8KCU8bDbueqOctCzRnJOvhiICTyMX204ecTIDwVZFTtQNhxqLPTh2ssCUmZbtLgxY6B9Bu/MeBon+OHkjmWQY3fPRvvu8Gws5Cog68HwbdnQ/UPkKgE4mr46BQsOmlkQ2JJVJCEwAb/Ni1SZoghUhGVWp2VLjwAtL4edp0KrW+FVjdC1w/ThQeA2JdQ7wgPFmDZatciORWqzoXaPBUshjSMANGc2LgG/nGD2nL3RcKx3mgCjaVkzIIA2u4Co+bAyRfA6NfhiA5w2yUQqocuHeGgvtBzb+ixK+zXE/beU0Vh0hx5LJx8CpSUQCgAu3SA310PS1fAmafAhefCB6OhpUtrGUjvhp+7cq670WX9hA5ZV0ft0KEkli7Ns0Vv65tSNlv5VqSrUdwB8RMoX4i1KC3mGlKZdtxt16GcsGvYOrsiBoAZP/zA/rvuyhn9+/PJmDEkSQX4qEeJdxHg3Wef5Yp+/ajeuLEpuwuAXLQoLe+KVuKHrCicfhxUVebO6ppEhVF+9Mb8LnjW41Dgk6kpGYWnD1fRmfKlsA0ka1zhU5NKgFg/FX74S+P1aydAfA2+M4RXvtNhqHXcAi92AOSupLJQBVArmifwd4o+l1Rgek0RKvFcrh2qCDDdedWjIpG+gPK1eA5oRKljMOxISAnfDIS1Y1ImAnr3IISaYIvJTAoJsNcDUJDDn0vPazr/Y0En6P6sf9nCfaHDo7DLP6HkxJTwkFwLlTfA+jNBhlX/LNdLANRB5CVIZIkaZ8iKMWFqTnz7sZLKc7F2PrQNQiQJxW3g3Oth7AhY6PPjL2uloqjUezSY2v9h/Spo1xF++BbuvS7d3Kl2tcoDUVmtHLlXL4Mn74O3XoIPpsKqChhwmBIo4o7Zzoa18PenUmvr76bB+x5NgGtC0JYFjSEAWVyMaNWKRLUKF5uMRHwri0CA6BdfELzyysYbzrxKI2Vs1PanXtAEUGoS9/+sAJVArhL/lZ028tSCQaVTXnt8riJl0CWAjUAn0j3fDZtKNBpl0NFHEw6rBXAA/8j+cdR/Z94PP3Bejx68NGUKu+3tEzp0O2Edfzz2rFlqjAkIFrqGkyUz/fi9Pzkd/nDDOli/Wo33nBcshPb7wsoprmMobV20Bqa/hU9ofn+SUVj5KUiPQsSuhwWvQp/Hc9ePryDrmPTK1UHX8agFhcGU6ZRqDBJLIHgrKpvVdcDlqMhKfrQCnkclSp7sfP41cLxP2TXAWyjHa51mVxtbFrk6twaVbPkMYP8s1zUYdhDqFsGMP8LGiepzNkWG2+4Yp4wVhF2Oh5qXIerj5uL3uLNWQ+UD0G4oWMWN98+uhbV9IVkBIp49clMJYEUgcQpY94G4BEQe7RvMDkSzQvgFSnawAhCPwspFaoeiUIKohm/fg1sfgyKvKVEJ3Po3GDpM+SRoCkmFYw2ElGnCK09B1CNkxBNQUaGEB019BFYshXdegftvV+YRcZfNv58jAzj2x55DFshQsGE5nY0Gc8njjqNw4UJaLltG8VNPETzuOJUvwotlYbVsmaPFbOQzFGpJnwmTqF0C745RISpmvN//0u9/rL9jZ+s3zfvcBtbl0TdDLt54+eUG4QHUf24D/vs7MZwooNXVPHrNNdSHN0HrvpUJ3H47lJVBIEDAq+7RmZrjqE7XoxTg+qa047J0Pvw0hZws+xEe6geLp6p6Xn+CWBgqZuRuI1wBkx+GT6+AWcMyI8Zp7DxMxEoPzxQ+NHrou2PFg+p31ILEkZ65yNnZSwxFRQx9jOzCg6YtcCPwX+Af+AsPVcC9wHekAt8nScWbrCX9VxYHspg7gl29AAAgAElEQVScGQw7CuvGQfn+sOaD1CMt28a8TbpcHQRKW8GcgSq/i66k5xmdjdqNcBqqfhlWnZdfH8MvQ3KFEh5y6WWTTvtiKSSuAbsTyAuARuZLgxEgmhVHnJ7dfKnHASrRm5tkAtYuh1Zl8Pib0H1vJWh02hXu/RdccJ0KzXrLPdChSCnRinEeuIUw8CKoqYSVSzO1+dnSFtTXwXuvwrjPMx2tc9ki6QVJQRCKi+G885GFSpLJZn3hXmqLzp0RxcVYbdtSeO21tHzuOeXInXEdi6JTT83RkWzofdJs5Lq5MJkzZ7ah5TfL6rb92gG1OszX0Mvgx2MPZSYr0wZlXiRKKdUKWDV+PJe3bs0fe/Xip3Hj8r5eZNkypl58MR+1bs3Yrl2Z8+CD2I6wLRMJVj3zDMvuvpvKTz9FesZRcu5coq+/Tnz8eOjShdB33yEuvhgKgikdg99ug+581DnnHh5JoF2n3J1+53aI1kJCqp+cVyFQUApdcoREXDUZXt0bpjwCs1+FCYOhJpgppYkg7Hp27r4AFO4JbS4E4RM8wnLuSQhllaTtrC1AJKD+G4hYPsNJ7+ptLZ7CSZmdo4w3sEI1xjTRsMMiJXx/mTJH1DREPPOUdTtMa4VEsFiFeLbrMstqy8JsOxnUQ305xOc33s/w02Al/XV2flgBCBSAlQDGgjwT+HceFXdejAlTc6JlO7j1JXjCCZUtbWX0fMFtsHwRzJ2eWUdKWLUYBl0BJ57p3+6198Ki2TDhQwgVKpvoNp3h0xHw0XD1EA4F1a5DWts+bUlgxvdQ6yPoNGYFJFFCT309jPkAK16PdKx59C6nrp6m1CgqInh2+oIj1KsXrZ97jqrf/x6CQUQyiWXbFF9yCfb69QS6dWPTccd5kp7j2fxS9I35hXgtItPHATJn2SzRtQxbhaqqKlZXVPiei5EZG8tCrUn1Or0wkaBy7lz+duKJnH7rrbQoK6PDXntx0DnnECoqymxzwwbK+/QhtmGDSpJYVcW8Rx+levp0et18M5EZM1h6zz3ISATrmWco7dePXmPGICyL2t/8htjo0Q1BDKzOnWkxfDhy1ChkNIEscG1UZkvWZJO5XS8s2DdHMjaABU5urySpwEQWytYrEFC5IA6+EL7+NrOulDD2Moi7wkDHw2CFIFYIpQG14AiWQkFbOPRvmW340eNllURu+Z/UfKgVEUnALoFOQyF6HwTWeb6LWCpWQZreJcHWW7wvAhY77zfFF62ETAVDParDJY20ZTA0AYla9SrsCMtegvpl+de1AAJgFQE2tD0F6kb6l/VTXGozhYbHawHE5kKoZ/Zrhv8DyYUpJUuuAIhBVIRLy8lWLyUIbV3wIMrvqW2Wyjs3RoBobpx4CRx0AkwcoUyWjjgDuu0F7z8PE0ZAvcecQkrY+9DcbYZCMPQdlXBu/kyYOgGG/xsibg2AUI7QcUfTXVKiBnx1ZeZOQ30i3Yxfo/OopfXP+es2q5ASoTNPF4CMCYQtCZSUYAeDSMfPQQKyoABxzDFYp5+OtG2Sn39OcswYRNu2FP/2txStXEn1wIHYP/4I9fXEX36ZyldfpcXw4RSccUbu7yUrATIFCCeEZFZqSAkgxaQvQ91fhjfFdz1KIwmplY53Bi0g9+7IjoUQIgT8EeVZepmUcrhz/HiUSlf/km6SUk7K2lCezJw+HSEEMovDjffZov9rZSgRsOG/Ydt89PjjlAHFZWWMGjyY348axfx332X5xIm0692bw265hY0ffkiitjYtZ4sdibD644+xxo9H3nUX0omsZIfD1Hz1FQsuu4yuRx5J7IMPlICt6y1cSPzoownU1ysRtZD81pfeWz16YGaYwrXL4M0H4PtPoWV7/xwz2u2n10Fw6WtQUJJZBpTpUo3PosKOg+gCh9wBVbOhfT+VByKYpR0vwoJd/gDFvWDJOc4D3snXssvdKgJLdDeovZC0ZHKaOB4BIsDWySQtgRdJfdEx1Lj3I+R5f4zrcw0wHmVQJ1C/vmMAT24Lg6EpiFfD91fD6vcBASIEViMR1NxCQOsj4IgJUPsD1C+CsgOhZG+Y0haSPjuBwvVyz2FpypIoFOzruaadis4Ufhpq7swUGNwTvW6rAGXirYUH8MyTFvA/lN+SwYsRIJoj7TrDWZ6oKSf9Bl5/RO0eJJ2FbGExHNwf9swz02K3PaDr7nD3lR7hAUAqW+t23aBNe7jyZtjnQDitD1RvTA1mHX1U21a7B3kQCIYgklChYGuchbGdfhkvVmEQ2XMfrHv+TOC880iWl2M//zxEowQvvhjr/PNBSurPOAN7wgSorYWCAuJDhmDdcAP2zJmpRVdUZY6tufRSWv7wAwhBsHt3hBAkVq8mNmMGwR49KOiZQ3sBZK7SCvHfTXBjk7L90EnjSkmth3VGLd122PPlxEg36NZlf3GLiWtQv4QG4UAI0RrlYXq6lPIbIUR/YLQQYncpZR4xP7PToWNHLMsi6bNA9hquCaCN8zdNeCD1TIsBVm0t8UiEfxx1FB0sCzsWo2LyZGa/+Sb7Hnwwtjf0KhAKBLCz+FNUvf02vPsuxbaddl2RTGK5+p3mTtRgu+tzU/pYIKgSut3199T5cBU8dS2MeztVfs0y5cvvJ6cmgcXfwV/3g71+Bb3vyCwT8AZsdxEsgd5bGCaxxUnQeyVUfwCyDspOgQInF4NVlKXjoCJA6S+qBKxrSTmBbQk/Aatdn5Oo+UG3rcfxHigFgTZzOhbQoXIXABNc5XHKfoqKAmUcOQ3bmfo1sHyUCr5S1AZm/gES7oV+VP3UvTo2TUOAB5Ti8uA3lMN0yz7qpelyK6wYkm7GpHc7hactm1QOCSwlPNS/CfXFwFKofxlkNVjdHR3dklR9dx91nlhLqF3QovXOzkau5Jgx1LPc4IcRILY2s8ph9BBYvQD2PgrOuRc6u6K4rK+AqWOhoAgOPw1K8kxaVVwKz0+Fhy+F775UuwJJCfsfm5kkqXI9WBa0bJPZTiKhBAI/ohH4eKarnY1O9lsy0xZoZbs7eXMwCMM/hoP7wqdj4HdXQH00522pnKNxxKKFyDGfkFi8GPvNN6GoiOD112NdeCHCski88Qb2+PGgF2BOnP7kE09ktJkEasNhNvbqpZxPO3Wi8OCDqfv4Y0RRETIWo+ioo+gyciRW3knDBCp8Y43POb9gtLWoiSdBetBZ6SqfzZSiFDVbBvE3d9ixkVL+G0AI4VbrDATmSim/ccqUCyEqgF8BH7jrCyGuBa4F6NixI+Xl5Y1e85FnniHis6jXYck1OuR4Lo8YbdrkruNew9cEAhScd16GX1FMCNYBia5dWTd0aEab613vvcZwDeW8AoNbo6bngFatlS+VnYSSMhV5adEK9QJYOhs69oML+qXfWJDsPzXX8dqqjZR/+UVmxLiuT6ebMIHSCpZ2gTz+R/nR1fm7wHk5nUs+QOYYtMDqDKIe9QW1A8qora3N6zejqHVeevyHnc+ghAEv+h9U6pTXygCtlo0C41BKhiqyh4Qtx0+A2LS+GwyNkIzBnH/BglcgXqkyvgsdItGJXORnYeuXc0X7ZRWgorm1ORFKskRs63KXyhdR4ZoH9davd9NeuP5iQ/w72Pg9hISTz8Epay/JFGoaFCmkok/GC6Ek4rKiEJm7s2k35ZcnxgBGgNi6fD0cXrhaZWwFWLcEpo6GhyZD197w7pMw7B5nu8xSg/QvI8g7ROfsqfD91xBzFp6JenjlISVMXH43LJgF91wGC2aqxct+h8GQ19WugyYUgs67wcolme3v0Tv985L5UFiktPrZ/CH0akoIlWTu+F+p9917KO0nuQUIAGyQ4Tpir/4XWVjYsJsQnzkT68svKXj1VRKvv54SHjy4rakkSocnbbtByEgsWkRi0SJ13tmhiEycyOprrqHz8OGN968BvyVltkwWMdQCYT0pu2v36iyb8KD9KXLEx/5lsgepFaFmAT4xQ6WUL6CC69O3b1/ZP4/s4/vtuy8Xn3km0yZPbjhWhhLPAEpatuSFd99lyFlnEYtEGpab2Xz53Eu7bp5yVihEz4IChOv3GgSEELQBNjz+OO0HD05rs5T053RrUr8Wt1IOlEJfWI41T0EBIijhyKOh7xFw2XWwW4/sX8SMCfDk7RCpzTxXnOWm9XrYOV5+2BP0L5sPJ9+dXq6mJ7x7HETWpcyMdjsZBr7TiJavERJrYf2zUDdRxXtv9wflYO0mHoDq03QF1dnCa6D0TxmLg/Lychr/zdjAPcCPqN0D3UYxar4uILsTyilArkgxG4H3UfNGttiXnYGjMo7m13eDIQ+khM8GwrrJkIyk/Kbckc8SpHI7pNUllSVarwMCAaW4FBZ0vAD2yZKzAVSZ7o9D9dPKoiJbUAj3joa37zqMdUbbpK9XCklN9AIoiKYKBPRaTGYRIv6GWSZnx3wzWwvbhv/+MSU8gNIARmvhrXvgzPvglT9DzGMG88C5cMv72dtNJGDed0roePFeiHqsOerr4PVH4ezfw5XHQrUrs+OMSXD50fDJYggVKH+Gd56FkmLVnu1a+BYVw23pWlG69YBYNLXb4OdH3ODjIOH7KXDtJfD8G3DAgWm23Bloa55k6qOUMr1OOIz9zjsk77zTP+KSpwuQPZJsBtEotSNHYtfVYZXkaY8NqEWD9oXIFrdOU+s67/bm9OqwvcRQYlBZI+V+Ubh+DQ0k2EpfQIddduHzSZOYPHEivxk0iPpIBDuZpD4YpEWrVrw/dSq79ujBhffcw1sPP4wtJbFYjAIpfT1SNH7GMEIIjh4zhpk33kjNrFlYyaRqQ8oG32S3mbDOt+RGP7cFkBgwgFB5uZoLUIlfRQiC552N6HMYXHI5dOlKXiydreYqvc2hTRGTpIJ9uUO36ptM0wpK+PnLlACx9idYNwfa94Yr5sOyL6FmKXQ8DNofkF+/shFbAvP7gB0GWQ+1X8D6p6FAQPFB0P6vIJdDciWUvAGiUpkzFJwEgX224MKTSAkPkBrHdaQmQz+hqBBlfpSNWcBXpNL0ZkObLep/jvefYjDkQaxWZZ5MOs6JsWqIrIXWe8Har2H9FCU85PppJfAXIPQkJoCSnnDIGGUaZBVDwDMzShvWvQarnwM7Am3Phg5X5T+766GmZfdsj173boX+641LIFyhWqzCLIIDKNXQFXl2cOfECBBbi6rVEKnOPC4l/DwRPv+vcor2Iixlk+zmp0kw6l+wdA4snqWkeoCacGrguMMVxaIw8iWo9bRj2xCugfL3od+JcOEhKtt1tD6VGr6gCHruD6ddBp2dnYrF8+GfD8LUidCqFVRKdY20hDBChXtsuE8gUg9jP4CPRkF1TbqA4sUT6CiZZR0uIxGiBx6IOOEE5dhdly5ASdJXmZsaX0XW1al286YY1XltguQ1ssyaDMM5p2PZlTpt+DlmR1G5H9ajJrEt0N7uOCwHvGnWdwPe3RqNJ5NJZv7wAy3btGHqsmW89/rrzJo+nf0POYTzLruMFk7ukIvuuYfjLryQye+/jwCmvfYay6ar6GfaL0LvhutfTZ1zrqVzXsRifH7NNRzzzDO0aNeOScccgx2JNIRC10vCItSvye+/697lkN98g7jrLvjkE1i8kEBAImqqEB9/DEWlUOqXEs9FuAYWzoC2naDT7urqbjcbSG3jVeFEXQJKAhBM+q9zF38N6xbAmOtg+TeOQiIBux0L54+C3Tz/ysqfYN5LEFsPu54F3c5qPGkmwKrbHWdLPbKdv3EJgemwYRAq6VM9iFIIHQLtP8M39OsmMYHsPk96xomifgk647wA/oS/zUclMIaU34SeB9wTOc7nIDANlVtCB84vwiSfM+TNkq9gzO9h4wJAqkWzJZX9f2GJ+lwWBBnOXy7VP1m9WyBRY2/Pv8AePn5RbhZcBRveVYoAgLofYPkDUFgKAdcz0C8Kk76m1rS4h4of7h2InMYdueafLihB3wjtuTACxNaipBVZf9GtOqmdA280I1AChjvZ0qhn4dnBEPPPtJyxQpZAwoY3n/FfsNeHVfK5IderbNK6TQEEJEST8N0MmHkvPHwH7LUvLJ2rdjZs23GYDqodjPqY0mZEY6lzXsJhGPoITP3O/7vQ6K46GgwRCkLS9v2OZCKBHDcO2rVz9V8g6+oa8mZtTmBGUVCAtDZVwW2h7JbrSMW6hJQDdVrPSR9iWtwpRnmstkEtKNx+FVrTqKXENaTsvn/RjAaeFEIcIKWcIYToB/QCPtvShr/67DOuueQSotEotm3TsXNn/t/o0Vx1002+5bv07Mk5t9wCwMlXX82Qww9n7YIFWImESmVCplJLopabetFfOWcOY84+mxOeegorFGoQINx+gTH8s2EX4AmFHg4Te+IJikaOIHDZBVDlKCpiMRj5LiyYD+O+8dekvfYoDHtQBTeIRtQiv4XMNBfQOxIFKJlWFMDhF8D0N/BLBEk8As8NgOAqZUqpWTIevrwDBj6TOjb/Ffj2BpU8TiZh6XvQrh8MGKvCvALUr4CfB8O6j9T2Ssfzocftymnab3RLXIsJZxzKWoh/DRvOgTYjlXZxs9G+R34zi/4ytDrULYW5hY4kyiH6O1K7CEWolZD2CvUKEAWk/3O0D5UEvmfrOIAbftGsnQnvnAZEUj8XratKSBVeWTt7NWgpcrSntfiW55gERAxa983dn8gc2PC22nnw1k+EHWsE4bNWF0rQce8+CFf9XAhUsLVc5YRfamrNrigzQkMudhr7iG1OYQkcdSmEXBO8BBJBWLUOZo1XORi82AlH+ADC1fDsrUrYyBJy0hedUM4PKeHD1+Cztx0tBKkxEwNqYmpHoqZKZZqe+T1U16YLCHYCEgKsEqirVwv9bN2zSQkP2VwGvHUti+Cll4Inpn5asVgM1q4l2akTyWAQ2asXdbvvnvF4DwBBy0K4TZ4KC8Gy0vI7SyBeX8/SAQOyhvfMjp+1jd9uS4ODiOeYdpwMoDQde5PSNHontHryNMraoZFSVgHnAy8LIb4F/g6cKqWs3JJ2ly1dyqVnn836deuoramhLhxm8YIFnHHCCcRijWdDDhUV0aZ7dxK2TRQlNroN09xESV9uJurqmP3WWySzmPIlUHppt2VgEBVxPOOxFolg33ZLg19P6qJRmDUTvpuWeYEJ78MrDyvBIVwNibgyNfQ6Krpp0ADG4advwHZFIHHbKVvAusWZJpnJevjhldTneI0jPERAJJ0EcGFYNwkWO1GgEtUwuQ+sfgeSNZDYACueh6/3VOYV2fAOKwt1jdgnsKYFxBvJmp2TQfjvDWl7zkJStl36ZQPPA2tRYVkfAr4lNTckUU7Y2lZM71Y2ZNgic76AlF+UjvRkMGQhGYdPrgLL5dOglQP68SpRP0GvS6GWU73BUnSiRvdPXZ8jCbOvzr1eqfkfDUtNHRekmFSc7KDTqWLns96qLZCpLd+G67nwGypufV3S8q/XUD+UQ8DwC5Zi8GJ2ILYmV/5LaeMmv6d+nBudzMKRCpAVQEA5Eybjavs+VABX/dVxNgZmT05pCr3oZ4gf7meQfo7pyUCgzBf8Boo3shKkdkPcQYJsIJLFGdq9XSidAyGZasN9Hb97CFgweQq0a0fgwINIDhkCGzcindCVaRFgEwnkokXKBOS773zjGFlAkW3DQQcRra2FWIyyiy4imUhQOXQoMplMdSORIDpvHpGvv6bk6C2NtJBrD8Q967YkM7rKzrlNKqXs7/n8FXDY1rzGm6+8QjKR7rwjpSQaifD5J59w6lln5aw/+v77+Xn8+LRs0XHU8rC9T3nvcKooL6ezbTfosr0ydQyo22MPOq1ejQyHs0/IUiJWLvf3K7IsmD8P+ng0gW8OzcwbA7mTKunzUQlLFqiHeTvXcUhXmkfJ/DknXPPX6nKUeRGeLZsILHod9rgUVv4XEjVkCOEStbngl1vN7RLgXdgAEIcNA6DjajaPnqhAX8+T/pjcF1hIykzJ2zEb+AJlfijx/6J1SFctSOjwMLnmAf3rMRmsDS6ScZjztnoVtILaObB6SqZ/v35Ou30Z4yhtSKnrvCRVV4+xXLlnBBBdpgT/YJZwp6GOylQ7SGoXIeiq36CoJDMsHqQLP95r+zmoiQC0GAbsCfaZpOLbueu6pSvvrC1Qtpx+9lQGN02yAyGECAkhBgsh4kKIi1zHjxdCfCeE+FEIMVUIcURT9G+zKSiCG9+Af6+E469T5j7arEig0qoXACdfAefeDP+YDOf+MVW/rLW/mROknI6zoTM16r96oAZ8Krl33LXE39BH56VX5/qvd+Xj1UaCMwG5NJxupZp7J96FDISI3nYb0V69SD7wANTUwIEHYodCvo9Kt6zid14fK+zYka7Dh9Nj/nzaP/wwiYoKkslkptAhJdG5c31aagx33PtcztT6yy5C+TO4l5026ovZQHbfCffqKQqsApaitJy5smMbACpWrPDdaUgkk6xds6bR+hNeeom4z6Jdm865cQ+FhmO2TR3qP5WxlyQEVkkJez7/PMKyGmR/32EeDMLevaHYJzdAIgn7+zgrb1id6pj7lW1Ty0+jp9OXeLFd59MQ0L1/6mPlT+pi3sUMQMwJJ131bXo8eDd1zjW8fl9B17Fsa2+5BmzHL0zWgv0vSJ4HrAC50P96aZwNDAcGA38G3kNFZRlOygPGiwAqgGVkf7y6fafy3V3UN/jLSShp2ELsBLxxNIy9Eha+D7Neg6VTspf3m6ASqJ0IPUlB9s1wL3r8WTbU+GSn17QaqKwXtNmUd0dB//VzB9TuP36ChRct8JQlQVwHgS4QHEWG9BEshmChc133Qsa9AJLA1EYuaGgqE6ZciaRulFIeiJq1RwshNsXDtWmpmAf/uBjuOAA+fUH5MbgRqAVAt91h4SR48DR47OKUc/U+faF1BzJsmb1msn74PaAD5N5a1IJGEamQ5e6B6n1ga0EjLfY86UK8n1lBjl9ZPBZT/g319VBVpUwy5s5FBINpj1bvEj2He7ZSXH72GWuOOIINl1+OtG0KDz0UOxTydX8u2n9znBO1/bKegf22c7y9cseErwDmAHOd9+5y+qXDX1ShVEVLnPcRVCjIxeTOjm3of9JJlJSUZKyh7WSSI489lo1r1vDvP/2Jy3v25KbDD2fc22+nmbTVV/sERnDwmjK1IHOIFqF+b3WkAh0BWC1a0ObkkzmwvJzWAwbQdsQIKCxEosREr6BBSQnWP5+FktJUUAVQZn9HHwP7+fyG+5ygnCbx3Hwc9RNq0DgWQteeKrKRF/3Q90OiNIsBRxsfLILCljDwH6kyySymAAKILFXvy/YDkcPbMez0NwqINlDcTl1X7gNWIw7kxECuB/sAkLejHjGrnc9fNlIXlCH18ajkb7qP64BdctTZG3/Nphv3lqx3a8evnt5iNj4QOwxVK+DLITDqRpg5Qpkab00+uRzWTQHiqWe5fp774ad100O+IZeTTz0/3Zb++eoH6qyB8H0XqByTWd8KQe/y1AI/m8DvjUmiIya7r5nVHIn0XQ2SIIeBdQwEXkf5MxRBoFjNHUJfUFd2e4iXOO/zUTLs3DSJCVNTJJLa5iRisGIWlPWFvn0zB4NGCLWa2Ots2AsQUFtdRfmnn0BBMVz1LCz7OZVtWqJMnBKeSAX5kq1sLh+GXM+xTW1Pn3NJALXdulHuJNLKWi0YRHpNT3yabBTLIjB6NImyMpJ//WvG6UBpKavr6jYz0ZWePb2kz3K1tfWUl88C5jlH4o3U0zO9d8b0UxEvYieJ0rRZnHTqqdiJRKYFjGUx7eOPGXb77dg6zOqCBQy96ioW/vgjVz78MADBUIh4NNN8T5skRUnPPRwoLCQZjTYs9bSyrYyUyCmBSE0N9sSJdN2otPBFAwbQ/vXXqb74YuxEoiGMK4AUguKxY7EOOQT+NwXuuBU+G6NCL19xNdz7QHrn6mrhvith/GhlTuge0/oZqXcWrn5QZb3/YCiMzBwfOaOYWAHofyeUWLD6e+h0KPS5Hso6pcpUzcv+4K9fBau/gq5XwaIhqVCTbrQSQgKyBNo9AJ3/kDpv18LaPcBe63ONMrA6QHIwsJKU+CaBOrAvB2tppsImKxIYhnKM1v9h75hsAfQGZqBCMfvZf+gMnPo/rJNOCtLT/Op6hSjPmP1RoWUNzRbbhjmfwfS34fvXIGCDTMI3z0KLTvCHb6FVt81ru6YClo6DaAmsnw3z3kotxt2PAC27urcz9fh3P3bcyj29fvbbbYySmrwyTJadOrYNiQqYNwjaXAS7v5JSLACImFq452uCpy0ovENHm2u7cSs9G4ZjDKSzAxs4D6xzULv2R4NY5WrMbc/pHm+gFmiGXDQnH4htmkhqm/PclTDxtZTJklY7uhEBrf5MO1x+1lD6//c26NUPjrsMPrzdMR9KQtCCc26Dd/6RCvfasBgIwimXw+iX8V1OayW2Fx1t1G9wJknP/aZNj9x1k67ynuiKvn0QwMvvwAUXQyJB+dCh9B88uEHbmq2a3bMn9fPnA5mKi0SWun5WDdbhh7N+xgwVstVNMEi3//yHNpv9+1lPdmcrbcMF5eWz6d//KJSxqY3aefCVLlGTl84D4XdeLzQ0AZS9tsGPL8eOJVRQkGHGJG2bxwYPpqWUDfonAdSHw7z7xBOcd/PNtGzXjsJQCD83Xi00xFzvE0BBPN6w5tb5lwrIXEZKIBYOM+uMM+g9YgRlXboQvvtuQi6hueFdaSn2kiVwxBEqQePw93Lf9N2XwtdjldLBu3ugzQgDwFUPwW/+rI4fMgg++nvmrqneWPNbY7fsAgPuUYoPPxaPgEUjcjxlJCz+L7R9Enb9P1jyVCrMo/ufEipSuy6tToJO16c3YZVB2y9g/SGkT1QCWv8/5/0IfGytUKaDi/B5xGThW+Bz1OQZR9mC6RSARaigYRuAl53yTkK7jMwheqsXV7laYHenrU6oCG0SlQ/CmC3tENTXwEMHqQSyOtdKEMcJWSoB4MkD4D/HnwsAACAASURBVM5FULyJiULHPwD/e1T5UHZ/EIZdpEyiIX1jW6MFAj2JFHWAyrWpMjoCk35QFgbAKoAjX4Al/4TK6WA7T9iEUHHWLTKFB417ftg4HGrfhjbnQOnBsPFfkFiVOp/NosJt+ZAr7YlbkAmUgFWXuueGuaYMrFNc/bOAjqjx5OpLw6IH0sNX9AYOydIBg6Y5RWHS6hc3Wy2R1DZn7sR0wUArqAQqQlOoCLrskXKY9mJLmPctvHQTxOtVNBPikIjC+0/CxTc78ZuF02YRtOsI1z8KRwzMbE+vpLUPQkO/gmBn+Uq9dh56AoRMx2xtvq+P+/g3NLQZCMJLz0LL0ryehQ0bFsuXpx2zXS+rVStEq1YZ9fzex9b7OFEBJBLUTZrkfy4vGtP86y8xQMpmuhr/LwrX8VxilVciNIuLXMyfO5f6SKYI0CoapUBKoijrmDApGThUWMj8778HYN8BA9IDg6DWA37fegiwbbth90Arw9zRB93YQCIWo+Lqq1lzzDEk5s3z/2VImTORYhrrVyvhIRbN/tOwgSNPg8v+nDrW6xjoe2Zmxmh3AAQ3wSK4dVp24cFOwMTfKSUIPvXBSaVQAeXdYdGTKqQjhSCKobgTdLocev0HejwJ+02EfUahnB89hA6ADhVQ9FsI9IbCs6D9PCjSG9ylWb6IZI5zfowlc2xqA/I/oDScNShhRQssNsr36UDgBpQ5lN+8IVGKgP4oQaQjSpAw47vZs2AK3HcE3NgS1ixK+THqQV+HkjWTQH0VTHp+E9v/DCYOUQFaojVqRyMRSSkBveOzwTQR9dg5+gH4/RoY+ByUtFN1Ssqg2wDoeycceCUcMBjO/h56/gaO+wy6X+aY+wShw0BodSRIkX3r3zsskzZUvwer7wW5Kv2cWwhxtxVythvz3RAUQMlPUHS9yofT4Dheglr8n+GpMAr4OUtjhaT7QtxN/h3ZeWlOOxDbNJHUNqdDD1g9P/XZ7XxcINTf6Cr/ZHINOKPJu9MXq1fZI5/5Ct5+CtYsg34D4YTz4dp+sHxRpvelWw2vtREAMpHdU9PPRtLTNXC1qYV39y6En5VNMgHjvlQrNZeMpXde3Vb8aQoOH+dVfalEfT22j2lJxtwWClE8aBC1r7ySqTQpLCTUvXtGG/lTitI4+tGeVJKpeai7jQErcrSXTzo87z9iEzVZOxm999+f4pISamtSO0UtyPRXkKifZwsgFonQrmtXpJQkncVANiFAL+tbocyU9JB3D43GHkNlq1cjUePAVyQNhwn+6leNtOKwfrXyaYhFs6tehIBrHvn/7J13mBRV1sZ/VR0nMjBESSKiCCIGVERRUFAxi4iuoK6riIo5rKuuawJ1dw246qroqpjFzxzADKKCguSgCIpkkDRM7FjfH6duV+jqniEP2O/z9DM91RVuVd1w4nvSt13zCnz8GLx4nQhBat6oQqyVqRhmHa6fDEVN3GcWrPgGpv9LKFxBur2qHqugI8mM1dPBsHnxkhFhosvbFxoeB00GiCBTG3xNoGR0hvsdBsYNOF3CPuBQ0JrVfu4UMs3dGhIvnSkzqy3W0hZC6kJ4EVBvzVyUw07B8h9heG+IVDp1UTsrIogiHkc8ET9+CL1rKbymsHQSvHpKenifOm82CU4RfKl+e9BQ+SRi6YYCOwJF0O1p+aTOVQ1zzoc1Ht5P5Wq1wx7eZNj2qbZtB8tFqwP+Qsg7CxKLzEn0ezzHXOre9wBfW+BxoA8kn5ILaINB+7NEfKQwG7gceShK61LuIZXopTLHk8CLQC31LXKoV9b9d4EDNE3rArAtC0ntEJx8o7gAlTXe7vo3KsWjECnPPOCzGZqMJMSi0OkwuPNV+O/X8Ofb4cpjYOWvliZvN9Fng1cb1ID3CnnKFK5fV/VTSVMe57HPH/bbAJzJorbLaoA/EnEYX7wMIwZg6Dql992HXlCQFutsxONsGjmSJYceSsU779TxZtyt92Ltzzc/biqLTMqGgtq/ucc57ddUT6EBOQUiO/r060eLli0JmBb8APIEK0nvjmroJKJRGrdqxYx33mHuuHEOxn57P1MVqUOI8qBhpd8pGGTm1wKTAdXsl6q4nPs6ejhMcuJE+ee7yXDRBXBKPxj1JLi9K206WJ7QTBcNhKC1R3yvrsNR50FhQG4khDXGq4FoAI6+DloeCC27ep97yv3w9vGw6D3xQqh2RMybU9E/viA06ChVpu3tDCGVaTdNgJ+vgO/3FcPL1kC7FBiIxRahA3uD/vpmnugovKtMg6U+upHAGeZYjNSYCCEzX8BsU3/qlz0vhzrh/X9KxIBajFRsrVrQVJdQ03kSWLPC+1yKvGH9Ylg1F2o2wcsnWsqDfY2P4Cxk7gV17eWuxOZsykMm+PKg6/9Bp2fB3wB85oynZHA33F1ZhSQWIl0/HxkKBbZ9jQoofQqafQUNPwV/e+c5VIRvADEyhJ81IzI00PqD72PwfQX6pVikDAbwPNAXcQMp66fKK1InVAUp/Ob/X+EdRpyDHfVmxjIMo0zTNFVISg3FrS4ktc0QqYSZ70N1GezXB5raOnc8CmP+IS4+sGL4vMyPYaQf2wV1lSiooKz4KWIfDaaMhdF/hwE3QUEDmDYBNq6xjt9aqEU+W2xjpuO8trmPy0IWpCND1sFjlJeHduyx8Omn6cWzTNTGip4EtEiE9eedR7svv2TpOecQ+VkSmY2aGoLJJMbq1URWr2bVoEE0vv9+Sq66KssZvVCMvNQK84oFWLFrbmQqXKYCXcLm+UCGptdDq0LCG1pQj4ZvvcXCBQvIKyoiFo2mgsiUDFuB+Im8ltOHhw2j4caNRColJt++Zms437Ii2lW5fO43X4X1Vu2/pdiTfT4wcx+UjK1CoNQ1kkuXwlNPwM03itJgGPD1V6JETJxk0buG8+CKu+Hx2yFalc4HH8qHU/8C4QzkdkWN4aDTYcZ7IhilGpsP17wP+x2bmXCgchV8d5cZfkm6R9JA7qxRWzCWQs2PkDT7eID00gqJCjnXwmuh82ve16wLNB18z4FxOxhTkPjo+WkGhdpxHDABoWitwTIzXwXsCXzkcUwQYWWyox1wCVJl3ofEZefCJXZJLJ5mKew1WC7IKtLzDZRSsXYprFkI3zwuCddGEmrWQcUa0P3SL30h+RuKe4cpJWznywTVpWpqp6uuM1peBC0GQdUi8IVh5Z2w7gXnPm7mRc31vci5e+oewgaUF4OeB3pLCG60+AaUjKSZJ/FdBn6P0O00PAncjcyq9kYpkw94F82IAy8hYYc5ZMJOlUB2RCGprUY8Cu/cBp8+LP/rPlmQel0BZz8gg/yb12DpXMlXAKsveg1wDZlMkkBBCyj3sEqr432YMqQBa5fBm/+Gtx6U+MK4zX6qisO44yAzrUleHgUdCPghlhBLpO6TezvzAvjkE1j2m/e51OSm4Faakljxn7VA2dWTAMEgee+8Q7RbN5IzZ2bd353Xpbn+Rj7/nPxp0+gwcybR335jzbBhVH30EZqNrtOoqmLtbbdRfOml6KFMVsZMCCLWjNoQRmhY7fRx6i5aIvUdVmAV4vCCgdM0nEMmrFu3juOOOIJNZWUpI5k7bGk9oo6p35QPaOIrr9BG1x0EHyrdx7GWYcm92Vj/NwEFoRBhn/gnFEOTAVSaLFHqrSqvharvhK7j228/OK2f0+NQVQVzZ8PlF8Pg8+Ho42DjehhwGUz8AKZ86YyL0oAuPeDah7M/uIufh9FDYcoYU/j2w/HXwr69sh+37EuhbFQKRDWW4KQHZE5p0w8qPoZk1Kn9x8igd8dh3XvZr1tXaHvJh/FboDyAjPPhwHdIGFIJEprUwvz9QIQlSRkKAkil+f08zuWzHZfDLou2XWHZXFEi7N4G95pYhVgaDMCnwwPdoGqT5D6q8B4Ny2unWBhVoUavpOJMC5/a5kPCePbou5U36YIehEKzT+81GkqOg8V/ARLOsgrY2q1CGNVcpPZRXhUdK9wqGQFjo3WutIlVB9+Z5vdyYAqy/nYlXfi4F2/GGHcxCjeSCGFCToHIhpwUkg3JBDxyLPz4jXMbwISnoPMJ0Pl4mPK2eCjcUBKJesr2ROO8Arj2BZj+qXfYkNsrAaLM2OMb7IMrD5ls3HKnW4HxiqfQfVBSCnc+A3u0gy/el239BkCbvaD7GLjmIqi2xRD7/BA3IKBDNOa0kKiQpSjOyS2DtUTNIY5dKipg/nzyBg+mMoMCoYQ5DdA7dSK6YAFaPP1hGpWVVD7/PAXnnUewbVtis2c7lAdrR4P4kiUEO2wP+rYEIq66Ka1UHsNyrOqXtWlbDbdD+3Y/vPL881RWVACZ6yKpyDofJlmKud2XSLAmkaAllqCvUpMMXSdo5kbY7VjZvGHFnTtz+OjR/NizJ9VYHAvuwrAhZCgrxzp5efh69sQXy+C9SiTh9Vfh03ckv6rQL7UfQhGLelGFEevAssVSlC4bgnkw5AVo1g7G/VMa+cVI+P4FuCZLRGmw2CmYG4jg5NOg3fHQ+xmYNQQ2ZSgap6yqbjhimXc2/MCR5seNsxFvw3fI2zwYOIz6FSmcwzbFqX+D79+EiNmns9VMUYXHozWSEK2gmA4zJVpFSa/2DpZLVAngbgNiwA+BYjjozjrfzhah0QUQag+rbobqH8Aw700pRgHk3tRE62ZN9ZLlUwqFCUcFWJWx9gSS7Ow3dyhEEqc7I2OvArN4DN4BzrUZERrU8nsOOQUiG+Z8CIt/8P4tWglf/08UiOKmYqkzXCKE2yWvBnugAPbvA/sfB136wOhH8YTbxG4/l7IwKCiiHxVr4WY6MAACkJ8vioAekDCIZAIOOhL++So0Nm2x+7qKUp02UJIqh/8Nli+BFq3g5rvhsJ7w6mh48D6IxZ3X9Mo31KwwT/dcp+bW1HbDIPHrrxgb0yPYDPe+fj/JdevQfb602hGpS9uEJn/btsSXLEnfKRbD1yRDYugWI47cnaJuVW4lNYH5EAViHlaAq13rUsGjCnuTq/tQN8yZNYuEWeMh21KRROxX9slQw2Jitidc+4CzHnmEUDTKtw8/THjZMkf4s1ojU14wv59ws2Yc9/33xFasANMDoRgH3e2KBgI0GzgQ34QJEAwSuOQSgjfcADOmp+c72G+gxvytPCrxUl4zexLYuDbLk7Bh/mfw6QOQiMgHIFoBj54EfZ72PqZ1H29hX8uDw0ZAfnNIeBhaQMIWQs0huQQn00IQmgysW5t3OjTEC3Hgzm5IDjsKrTrBrZ/DP0+CKrOyutdkY18T7TUV7L8nyJ6f6EYEixrObb3QgU7DoMtNUNCyDjeylSg4Etp/Ld+T1bDxP7DxYUisgZBhGVPdMZ5esr1SHuz7qUnV0MQgwQhkzazBCkEqQ8KOlD/X7uEHZ1JKFEtA83LhgOQq5ZANOdNINsz/xBkH7IbiTO9zqSQm2uGoimj77tdh8INw3ZuWtS6/QQZ6V81bcYbM5k5FJqD2TQLBMHQ4AF6eAiNehPcWwPcV8P6P8MUK+N8XlvKQCWecC1MXw4oETFsC5/wZ2rWHW++G0wdIDLbdJekF21hWeeYxZB5Mq+OcTFJzwQUkN2zAV1jo6Kh2BSIJxJNJYqtXY5iJ1WmXLSig4OKLU/83uvVWtHxnDLiWl0fhwIH4SrZlUrKBVIu2+7Z1nMTdSkxNU4uw7rAd0B6xqmTzPiQRT8Ys87OUOsWO7abo0lUSfeuibnnZuA1keXLsFwySjEY54vrruWHpUopbtEjtm0SSs5XjzZefT+uzz6bvlCn48/MdCm7m0ggGGyZPJtK7N8E33iB0yy1owSA0rSNbUJLMlkyADnUUbr98THIoXG1j06r07Qr+EJzxMYRLhclF0UDufRY0MHPG9jhHuNvd0P1w6ATI2wt8RaI4+AohrwO0u7Nubd4u2ASMBoYB/wBm7MS2bAncKfk5bHN06A53fCX9P20h80CMupOVgM31meFc4HzNBtD2NOg+cscoD27oedDoZthrFbR4GfRaQoLdFh6v+UvZ2gJ+8aDq05DZ2V5xzn4iFY7h/s39OzhDJeyNeJk6F777gyKnQGRDUTPJ9veCPwTdB8n3vQ6BC0eK6z9sZgh5ZVOC1IP45Em48UB46W+waS00agGFjeQ3kPAh3Qcxs1O7g66zTVC6D86+Ei6/D9ofCHt2hItug/99C/t0hWNOhZZ7ivLSoo2ELm0OvGKHnxwNf7kMCvLBr0HHfcAjj8Aw0vPA7HXp3EiUlVH93/8Sq6hIzctKPwphWXyNZJZBnpdH3oAB5PXvT6KykqoZMwgefDBNHnsMvWFDtPx8tHCYwoEDaTpqVF2ewGagiszUjyleXdKLdShlQj0hlWORlaoL4bhejZUm/DuZi9bt/rhwyBB8Pl/WJUAHrhkxglC+d1KxW9D3BQKEi4tT/7cbMADNxhamnOvssw8DKis54pVXCBYWsuDkk5m97774amqsPB8PGPE4iUWLqHr5Zdb07EnV22/LD3Pn1v01ZnO3nHZR7cfHamDJLKsb2fVaL0+rHc0PhcHzINRADjLisPAt+F9LeKMtfH2ZMMoplhQtIALHgf+DvNZw2Hzo9Bq0vQWK24E2D2a3hZltoWJrarZsCcqAy4A3gIVIaNI/gPd3YBsqgZ+Auch43hxEzeNrkHkoGx9YDluF1vtDvxvkEbuFfa9HnolPww0lOKtz2s+l4iDt7IsJRAE/upY8px2Fwj9B4V14x2CZ8PJAZIJmxkBpKqGiNv+y42DbyZsAg5AMuEIkfCMPeaAFyJpbhtC/5pAJOQUiG7pfKJRnXk+p47FwyAD5Xr4W5r0LeTHQKq1kQK+JI1IFv86ApXOk8utNB8mi/MhcOPNv0OloyC8hxehk98KpyURt90IgCCdfAhf+DV6ZDm/Mh4v/LjkX2wvBINz3EKysgHVRmP4TDB8h4VImDHCEMGmahj8YhJYtMxI5uedLFSYSRaIb3UgTa3Sdpl98Qenzz7Pm/vuZ07QpC485hnlt2rD+gw9o++uvtJ07l73WrKH588+jh8MeZ90arMO7E7gnvXwsagpVClxJbxGy145QqEBEV6/gsPpBZLajUVRUxLOvvIKm66mlQw0nFRh231NPMejmmylp0gTd51TQNNIJQzAMDjzrrNS/TQ87DMMjnyZWUZHa/svgwWz67DOMWMxhA8ikOAcAkkmMqio2XHopRiIB997rbUi2JyaqRnsZ1ECYl/qeneGqJpIJ+GcvWLfMts3W2GRcGJncKPsNvr0PvrwZPh0ClautZOp4JUQ3wWozbLAiLl21oCu0vw56z4CWZrs0HzQ6HjY+A7HZIihoBsSWwE89oHJq9vZvNSKIl2EBUsF6E042tAjwDOm+qe2B5Qid5CLEk/kDTnqfTEgiDE8rgLXm9yosv28O2wX+InnEyg1pF/ozRRLYoZKt1HGK41xNGvbXp5YGxUetbE2tjoELZ0PJXtvoprYB8q8GfxfQTBnEfe/uKI2s+oCawbOVqs4GDSE1uARJko5g8sKSHlhagyjuOWRCToHIhkZt4NL/g8ISKCiEQEAqHg76L1z1gVj7DQMePh7mfiJUjLqtAJMXa4LDOhGBymWwZCY8dg4smiTF6Co2pmgdHQNK/VVjyI9ZdKlQ6BmDYbjoHmifgaN9e0PTrATN62+AJ0dBx45QUoLWty/Gd9+jffABNG0Kt9yCb8YMwsuW4b/wwvRT4ax/Z0edbGh+P6HjjiPUvTsbXn+dVSNGYFRVkdy0CSMSoeytt5hVUsK83r3ZMG5c7efbIpRn2O5eUZJYCVte1K0rqV1gsddStkMF1vwxcebAgXwzaxZHn3Ya/kAAv99Pfl4ewVCIux9/nD9deik+n49/TZxIx+7dCYRC6LqOjgSLpaiCNY1QYSFD3nmHDT//zFuDBvFsjx58evPNRL0UiE2bWDdjBrG1a9n40UcYLipiDVsmjK1GSYp5yYRRXU180SKYMcMS4t3hCnYFIoSpQGiW91T3ifJw2xNC85oNMz+E5XMtFphUQxDaxnMfFYOHHfP/D0btB1/fAd/9C358D2pi6QPV7smIRuH3RdDxHih00ZyWjYXEautBpf4a8Mu52du/VfgEYVW6GvgL8DTe405HBPrtiTgShmhfMJQE6VUXIwn8CkxHrKYbsRg8DEQRUmEbO9cLoWnaUE3TZmqaNlXTtFmapl1hbt9f07RvzG2zNU07Zac2dHORXyQMRWA5fzI569RrsS8FquCMiu11j3fNNIHYcw1rMIkKimDAF3DOeChuu+3uaVtAy4OG30LxqxC8BPRGQCFoJgV6oJPcm0pdyIh80BogSV51YUp0C2A64nmoBF7B+YC9XpSBKBk5ZEIuibo2dO4H/1oDv00FfxBaH+wM41k8FdYskGrLdigzp33+VwnOYBU/1BAlZN4Xsr2a7GF36rwG0Lg5PDkPvvtQmB0O6wdNdkLMYyYMGiQfEymxY/x4fOefn9oe/OtfiY8enXa40pHcllq13UvUNoJB9FAIX9OmlJrnXHP//Rgmn7/d8qsB0cWLWfznP6MHgzQ8/fTNvcNakGlSwtWKhcjElq0M+I9kT85USWPuc9Q6K+/26Ni5My+++y6JRIKp33xDZXk53Y46iuIGFstGgyZN2L93b5b8/DNVGzfiMwX+cswawZ07c/5TT1G+cCFvnX46cVdCsyopmOrjuk68upo1zz6LYdK0eqG6qIhWw4YRf+MNtEWLHPKyH9Crqqi57z70xo3xLVkiwoXdjREOwwWDoLAQliyA2VOgtCkMvVFe+8evwabfoVETIX6oqoD8Qu/GJJMw/mmIePn3NJn/3rgajngQFhfAnofKOT/8M8Sr0yvSxsmegGIkILIO8l10puXfSeiT10OL/iIUsEpQ22ZYBNxFusIQQ1RJe2PibH+GlnV4j2cD8Sy0cG2bhc1NhPTcGqSdAazKJzt3LtA0zQd0AI40DKNC07SWwEJN094F3gFuMwzjdU3T9gO+0TTtAMMwlmU7Z73BkWfDc38V5VgZECOkk6mAk0dDMTC5u3QU6WpKSmvWBsoWp183AmgV8PIJ0Ko7nPosNNp729zTtoLmg9Cp8jFGQfw7MNaDv4coBfqHELoL/CNB2+DhtSkBTdFZqGBmpWV5+XLtrhsd8SWrzGw31QVYjIj2bQGsmi/bOjph90BOgagLfAHY6wjv39YtlsHhJful+qNfciPW21gaMrEReEnMXgjnwxWPQXFD6Du4bvdRT6G3bi3sNIm6J/xmrJIQDFL6+uuETzghFZseWy3WTHe+RUqvq6pi2a23bgcFogCx/NlnwySW6qOCagwkvrkJmcOVKpA6ESFEoHGvNg1IL62nrqm00j+2w9Hn83H40UenbTcMg3+cfDLzJk0iaioGMWT9bo4EmK2bM4dHjjyS0gz9NAFsAOwZRU26dWPaqad6tiXljIzFaHLttcS6dJFwpcpKB4OhZhhEX3yRqK5THAoRiESs15qfD9dfD/fc433DM76Ged+IN2FhFGZ9DS/+E56fCiWN0/d/bDDM+DhD/pYBkU3SxSIVMLIX3DgJapYBujdphGqn6uLu8+p+CLvaUTEdlj+UZWXS0z0g2wRvksEkYW5X482HEBps7xoOmWJgVRsUDMRD6TUjxhDzdEOcJu2dB8MwEsCNtk3rkKG2NxKEPsbcb76maV8BZwIZaArrGUqawl9fh3+fK6F+RsT0KvhBT4DPSNdDFVS0qVsJV+Xp/SGoXpf52kkDQjFYMxGe7QB7nQonPAMFTbfZ7W0zaBoEurs2FkLwH2D8ALxnk518yCzsc+VfqlCjvyAhhYrYQcOyzqociWLSJx9FeaUUDVW+07CdQ10jJyZnQu7JbA4q1sEPb0nNhwNOgub7QJuDpdR8pvk+EIQ+18CnjzqVZy94KRZuGECrjnDVM9DZi4t814NWVITWoQPGjz86ttsdi0r4V9uyOWl8bds6ElsLjzmGDa+/TsKr9oOJyKJFLL36ata98AJGNEpxv360eughVn34Ib898giJsjIaH388ew8fTl6bNnW8s9YI1RxYKd9qEfci8VQBLF7t9CMJ0gbwG7AXUkdZQQf2BX7BGScdN4+rNn/PwY0FU6cyf/LklPKgoOOqDQEkE4msBeMSfj+hQIDezz+P7vOxaf36FMNyWkRjKETzYcMINmtG4E9/IjZrFuUjRxKIx9HsSkoiAYkEFUCJ3w/BoJzriivgzju9G2MYcPeFUGMLX6upgrUr4dl74PpHnPsv/B6mvguRGHjnkzvnrVg1fPAP2GsviJVnL7ThFoh0wJ8P+98mdNJ2LL5OaCC9jIQAJWeAti2WrU3ARERQOBrJFfASsANYHNkJhBHtzm1w/dpQivcD1YBW5vffAVOBywgVF6MhwlKmF7XTMBJ4Ham494vhTChahEx0DmiadilwKUCzZs0Yn6kyOlBRUZH1922PQrjiPaguh3gMNqwy6zcZmdd2zUwK1s0fjaQpLKeYC+S7+Zor8loxvvMDznO4h0QMGPcGlHbeRve1fWG9p0uBY7DuvTZP455Ab6TG0gpzmxKylDU2U3/3rFLnQgj4upZ9vLHj+96OR06BqCtmfghPDAQ0sS68eSv0uQrO/id06gvzxkotBLuUqyG0rc33NcMNsMrde0EZqu2sC+5923SC/+5+iT3hUaOoPvFEcf/G45JLkUwSTybTnJTKJuCVDmhEo+hFztTXFvfcw8b334fKzLkAPl1n7ahRGBGJMdv49tusfO89quPx1GtZ9tJLrHzrLXpMmULhfl7VZd0IIEL7StIzW2NYVXYU8hBrobs6uRJi7Pw9v2CFJyiEkJoSFTg7jqqFrEoD52DHwmnTSHjUDykh3aBem+jVtn9/jho+nAYdOrB27NiUsluJM8gsAnR45BGaXXopIKQCJfffT+ENN1DWzJuyNQlU+f0ErrqK4B13CHVyJvy+HNauSN8ej8L4t9IViNmfSSE6kDnKz/1fnwAAIABJREFUzsOuZE/HwzBgzrviMFPGOjfcHlY0GQYN94Aut8E+l6UfU24yLXkVlQvvB223liktjjT6TGRMqbdyJTI2vGptPIeMnxKkYvyOgA/ohlTZBWvu8CHKxRrEI1mCvLBsydHqRZRQn5Z8TdOGIw/0LGAA6RpcHI/YEcMwRgGjALp162b06tUr4zXGjx9Ptt+3K/59Pnw9RljHQB59se13RS2oKODzi2D/nnDyzbB6Dnw3WsbZb9+JF9HUY8fv/wC95tqcOAGcFS1T24ug21vQts/2ub9tCMd7MhYjeUiFQIMsHkcDGIdV6X0pwpi2Hsll+gX4D5k9eSGcNBnuGV4HrgJ6bcadWNipfW8H4Y8d01AbEnH4aQJMeweeOEf4z6OVEI+IBe7zx+DZwbDwE4tb1B62agCRGhh9peQoGOY+9jIAuL4rhTmcB2ffDFc8AXt2gTadYeij8Ois7X/fOwH+nj0pmD6dwMUXo/fsSeD66ylcupSSH3/0zIGA9M6bWmJbtXJsD+29N+3eeitzBV5N6KGU8gBQZRgp5UEpMIZhEK+sZGLXrvz+aZaKvA6EsVypbjjKayIKQWfE7h0wPwWI9dN9txriWViGWCLV3ZeTWUPNwN+/G+OnuXO5+6ab+Otll/Hlxx+nMSZtWLuWpKaR9FAg3G8tSWaadw3QfD56//e/NDArmZfPnAmmJyyOKBHl5vG+Fi1oPnQomosW2d+kieQzZEJNDfHXXsuuPACE8shItxr2cDEUNJQwCZAbrTY/8ZBJK+1xHhU1ly0n13GcAU2OhQHLYN/L8aSE9ttyCxQRWRxIhKHTHPA3ynKx2lANHIUI3zFE8C4zP/9BjOD2HIE84DzEk9iZHac8KJQiglAXoBNimQ0hLFGLsYwB2ay0fqQn70F9iuPWNO0B5KGeZRhGFJnI3K7dNub2XQ+JOEy0KQ/K9lOO1afVuIlF5FO2Fia/A/f1hooKuO4rOOQcCfWzJ+/ZoXRgr+UlGYUNP2/jG9sB0IYBFwEFtSgP4Aw7bA1cDwxHhP7Tya4wuxO07JKFD1Fg6r/ytTNRf8wR9Q2/ToGRJwsneiIuCoMb0SqY/LI1fytvsRtxV2KePQnSzqigEiQN4JBT4E/DpcBcPw9L3W4IfZ99CD/5pGObsXKlp+VXRXu559QEEP/tNwJ77unYXty3L+GWLYn99pvTsaNpNDj+eKq+/jqN3EJ9d8tHRizG9LPP5rjVq/F51LtIh1tRcJzNvJuWWBNaAzIL+2olqsBJMecDDkKEio0erYadnUC5o/HiU0/xj+uuIxaNkkgkePOll+h1wgk8/cYbRGpquP3CC/nq/fcJBAIUedQSqcZZhRpk/S8mPbpGAw4ZNoz8UisLwldUhB4KkfSoIN12+PCM7Q4PHUrNY49BjXPeSFUOyeJJS6FBKXTpATO/dhI8hPOh/xXp+/c4B166ybnNQMKFep4H016HmK1P5uHUsKJY86Ddc2EPX9IDUNole7tbXAPLRkCyytaGPGh2RUoZ23I8jZARuKHe/WnIrPIporgPBHpu5TW3Fn4sxUVpdkVYIRrqIXt5T/IQIagJ9cVWqGmaDvwXcbWebRiG6pzfAIamaf0MwxiradpewAlI4Y1dD8mEmQeBc/oPmP/n4f1KEoYUqB3zNzj4DDFWJmLpjE32qs4pliaPNjTZSYyMWwttFNAfYRXL5PcNIYxjB2T4vRTp/17roT3TzL09Hxn//yBzPGcOUF9mlfqGWA08eAKU/w415d7Kg4I7KmVzoBQOpTyAJRmfcm2G6tR/LGgNMrOdqMemyA0rgapolOVXXEG83KJQTdbU8Ovxx6OtWYNf0wgAQU0jruv49tuPcPfuaaSqXt+dFzdY/9VXdb0LMk+Cqu7DCqwO5A6ecVwYK8XXfZ7peMdOa1gFcv4YWL9uHbdfey011dUkzHyCqspKxn/8MZ9/9BF3DxnCxA8+IBqJUFlRQQTnZKjstm4F0kDENHt5Fh047PrrOfERCQtKVFUx/eSTWXDDDSRdSgC6jhYI0PxPf8rY9vwRIwiefrrDQq/ERfx+/BkSs9Nw9yvQsr3QPOcVCs3zUadKoUk3ChvBX98XT0ResXwKSuCmd2HwKOg1DIIFYg1VySHuhNAaTGFJg5K2kBd07uMLQders7e55c3Q5HzQwuBrIH8bnQlt7q3bPWfF62QO9YmYn/OQkKXHkNyInZ0vkESM8FOQOhBg9Tw7xV8IMTzkm59iRHFoRT1b5k8ChiK5DV9rmjZZ07TJSCD7mcCtmqZNQV7WhYZh7IImdCQsqf1BFpOSimWMINvq0q2mvwf7n+okbVCiiJIbDNd3BQM5bldVINCBB8kswAcR5aC2JPG9Sfcla8hYcb8EHbjGvO5LQMfNa/IfEDkJ1Quzx4n1oC6o6xO0E+7YTd2ekJCaHEDPz0dv3pzkqlVp8egx23dlgDGA8rFjmd+wIS0eeIDSq65izT33UPXNNxjV1dY5DIMQUDlvHtUPPoiWTBIOBCAW2w7LrbIUer1TJQRUIjGb+yIL/2rSOaPU8ZmqWyeQcKZOWMnUGqKQ7MXOF4Z2HL7+/HMCgQARlwBfVVnJmy+9xLR33iFqhqwVIjZcFSymlAKQJ6gYFpXNyp0Qrek6DWxhcz9dey3rv/jCERIHgK7T8OijKe/YEV+WECQtGKTotdeInXce1eecg55IoMViwrpUXEwgi/fCgcYt4PX54oVYvRQ6HgJtsyTS798bRq2GBZMAA/bpYdWSOPNfcPp98OtX8N20DCETSNfseBr0fxm+ugoWvCJzaekB0PspqS6dDZoP2j8JbYZDzc8Q2guC3jkhaYgvgsrhEP0KfO2g4BYIHQdGFIwHQJubZQjEsJKT6wuSwGSsejJ2pUFDNDZ3FUElWNXxme1gGIbxAdknop3t8tl2OGIgzP4hfbuyenmRBCjdMBaB79+E/Y6TMJ5kwnKNJxAHtM92zCYsvVF1E60AVs+A1rsq2Up7hGHpBqzaJ3aGpEIkrC8bLkPCmtxjpyWSK6HoWQLAKeYnh7oip0B4oWpj5vhhzdQCfEHQ4qDZhDxFt+2GfaDbXY6ZEAhBYcPNb/duiibjx7O6c2epyGuiVlLCRIJVN91EzeTJlE+YgOEKI9EAv6mkJSsq0MJhfJ07k5w3D+JxGrRpQ/mqVeg1NY7rKB0QoJEHJag3NIT6fCHOzHj7igBiXlqGhCjshawKZUgHaoClhf6c5e5rEFG4C1ZCTb2yQO4QhMJhzxh7XdflY1adDiBKgfI4eLEr59u+JxClQhEDGkAimWT6ww/TrlcvmhxwACtfeIGkW3kAAk2a0O3LL+vMzBE47TR8CxYQe/JJjB9/RD/ySAIXX5zVK5cGTYMDe8LGtfDbAihYKYpFJvj80ClDv9Z9MOs1MPaxupb7EeeVwtlvyr7HPQu9n4ZkDPybGX8faCyfuiL+M6zrBoZZmjfxC0QnQfETEHod+BInHasXXkGiZuoLFuMsRqnmjipkjKtQRpUjpSyrpeRQD/Db/My/VSHTvDv0SOmDhgEzJ8Dfu0FJPkRt/cAuR2A7hyo2XmhuCyQhb2tyhuoDjgQmIRXZ78ES+tsDD1E7S1M34J/AIwh7YSMkv+IshHntK8Tqcbh5zhw2BzkFwgv7HSsavxvBfDhkAJS2hvbd4emzwEhYA1lH+nPM9CDYKVvTGEnwroam6dC0HbSsC8vPHwOBffdlj/Xr2XTffZQ//TQ167z5sNNKLsXjlL/3HslAtmpW5r6monBQdbVJuaezfNQofhk+nMrlywkZBnlYr664e/e0BNjsKEHYImZidQp31UD1vRyJ7TwMDxZDxDvxu8d2DZkgFbzqeNdvaJo2G6dWVWUYxrGbe56j+/b13B4Kh7lo2DDmfvwxNVVVqfzDTMuQyoGwv2mlRCgx3g9UL13K/x19NAO//dYzIRsgUeFVoC0zjHgcrUkTQiNGbNZxDiST8K8r4f3nIBiCaASOPg3uekH+V/hqNIz5O6xfBo1awzkjoOf56edT4ZwqJMOumwbzYfDHojwo6D7n/9sLFf8Aw80+VgXlV0EwBlq1OU97tUWZguds/3bWGRXAT3gr/9VYfrAEMl80Qigt/zhexnqPhk2lhpS7qrtCBaIwKHZdu6NakfbVVEsIv+oGXvVWwDJKRpD8Cp8PGu4NjXcHOUJDPA1HI6G+fjbPw3aE+XGjCaJI5LCl+OOZJuuC0jbQ9zoI2WLGgwXQ/gi4+FnoPxy6ngJHXyZ85im6Zh0at4Rel1iG32zh7yrZ33Ht1nDzB94MJX9g6MXFlNx3H61+/52iiy5KbVfzZraAs1CnTmkMTF6kFnpeHpquo/l8aJpGq6FDOXrpUg59+WUKw2HH66ycOJHfrrlmM+7AQAQUe/XMbNUskogF0o1yhEXGKxZut7A+FgGHG4bR3fxstvIAkJeXx+j33qOgsJDCoiLyCwoIhcNcc9ttHHrkkdw0ciThfCu+VsNDl8c7ygBkna7AGY0er65m+sMPU+BF8atpNKyjxypZXs7GCy9kdWEhqwsLWXvwwcSmTq3TsWl4+UH4cLSwwFWUyd8v34Thl1j7fDUanr1ClAeA9Uvhf5fB1y+ln++AgVYycxwbo0wAhv0EexxSt3ZtmAJTB8O082HDd1t2b3ZEJ+I5nowaKbKV+l95hpQ3z/6GI4jXb2cjAXxeyz72e/UjDDS5NaNe4aRLMjP/KQU8ikSvKiZeRQ6mPHzuCSibyVctCZU+URzO/XArb6C+QYUe1c/wvD8icgqEG4YB01+GNRNgj+bQtgt0Ph4ufBKuH+e0pp09EgaNgraHQpN9oM9N8PdZ0LG3JC3WVhROhfOpoolhHzw0H5p5WZ1zANA0jcKLLiLi8xFH5t9q8689pRBM4c7vp3TIEPzNmqEViEJomMqZnedIC4dpcfnlntdcce+9GK5Y+mR1Nb8//3x6kmxGVGIlPsexKLeywctivRCnAqLuOoGELe3yQ7oRMEHTtOmapo3RNO3ALT1Rj2OOYdaqVTz4zDOMePRRJi1cyDW33grAKeefzxV33EGgWIjZlcGvGps9oJbzK9kZ85hkIsGaH36g01NPoRcUpIQHLRjEX1zMvg89VKd2bzj1VGpefx0iEUgkiE+fzvrevUksWVL3m1d4ZaQUkLMjkYCxL8GDl8C4Z+DV24RRzo5olXgk3NjnJAg1gKBJNav5wZcHJz8GDeqYQ/D9WTDxMFjxMix7Cb4+An44b+vyvvTmGX4wSC88Z4Bht/AoVAJDtrwN2wzLsQLlM0Fl5rRAxn0umKDeoVUHuPUlyC8WWmUF5WmwGxc1rGXBsP3mzv/NNkTUfjUJOPoBKK5vOT07GuWIx3/lzm7IbovcrOPGm5fCzFel3gNI7K7PB4cOTGdF0jQ4bJB87DCqnJSHdsY9ZS53m8yDfujSzznR5OCJVTffjJFIpJVmUwYYu6dAy8ujZPBgigcOZOPLL1P17besHDOGSE2Nk3kpFqPoqKM8rxdbmXkCSpSVoYfrEt/t5W1QUfSZPBFe9QDsFlI3r1+U3YB2rplhGNUm3eOfgM80TTvYMIyU9Lw5lWgBips2pRj46eef+elnIXVZt2oVNYEA5/zjH6m+Yjf26bZtXrDvZ49SDDdqxIxoFO3NN0msXk2yuhpfQQG+Zs2YsmoVrFqVtUKpUVND4vTTwc20pGnoX32F3mozhYIzbpQwJi/4geXlcMh1TkpIu8Di0c6KYFPGH/EK1GyQpOf8UqgKe+6bhlgZVPUAeljbDCT1Z8OH4M9SAyMbjL9D4lecY0kDrSH4KrETD1RUtGT8hLtxzh7qAejAJ9QeW709UWO2I4Z7bqioMBg/3kDiWgDWAQt2aOty2Az07A+Hnww/TRF54bXhMOtLSZJ2TyKZ+MrtyMb0aO8qT58CN0yBlltsf9mFYSB1Xd7FerCdEVrYAHAgfyRGwu2JnAJhx9qfYfpLzroN8RpYNQsmPwlH1UJBCDDrHXjjSklgUvRqdiuCsiqAczJo2h4ufmYb3MTuj8icOVnz0A0gpuv4iorY44kn0IJBfMEgpUOHkmzenOq33yZRU5N6JQag+XysGj2ave68k9i6dVT+8AOBFi0o6NKFgu7dKfvoozQLqa+4WAp/1Qkq6dEOe6fw4qne0+M8RXh7JpLsBsoDhmFUm3+TwMuapl2AZLY+bdunzpVovVC2bh2nnnhiioUJ5GmH/X66dutGIBYjmUzSuXt3QprG9FGj0vIalD1AJWGHgHB+PgMnTaLJAZl4yQXZKpTWvPMOZXfeibEpPZQmeOKJNBo71vuk1dUw06xafHB3CJoC8JjhMMUjHMaHM10GnPRSOtC8HVz0i3OfirWMnzyNXsf22bK6DOMPA22Kdwx3g7Pg0P/b/HMqVD4MFXcCGhgxCJ0GJc8BGyA5GPgW0Bg/8QF6HfMcaGtIN/EWAU8iyZubCwNhP1uP1ECzh1pEERrWn8xrdkWEGi8/1yqkLEIc6WlhVMW+8eOhV68TMhyXQ71EMARdTOPUPR/BDx/DC3+HX6aD3wdaUpxN7bvA0tmSf+lYnGznsjudIXM3SMThiRPg7pXboH7KroaHkArVSgn3IZ77B5GZOoFUmN6i6NgcbMgpEHYs/kYsam4YSRh3Cxx6CXxyH3zzFEQqoeNxcOr9MPcDmPQ/ETArfodKUwHx4R3GpCQPO//ovfP+gAN9yxBo3Zr4vHmAN6GVAcSTSRJlZfx81lloeXk0GjCAVsOHE/v99xSbk8N7EY0SWbGCJbffzvJ//xs9HMaIxwl36ECDvn0xPpR40pR8lZ9P24cfRqvzO6vBW1FQVs+E7fdiYB8sK0k1Vt7DHuZ3NzdUS3au1XS7wcc2DkyfM3kygVCIaCSSGn5JoCoeJ9mgAf8aN86xf+8rr+ShTp3SvFuY/8eBZu3bc+Kzz9aqPNQG//77Y0TdNT4kDCrQqVP6ASuXw5CzYeok+d/ng/w8+NdTcOZ5cMFfvRUIL0N/EsvlkgS6n2v9VrEORg+Cn8dDt/vgtgvg7EegcRsoagEN96zbDSay1dTJyqtWOwqug/zLhc5VbwZ8BvGrQD8I9M8RRrPbgSRoy7DS4QuxlsIoW8b/vgl4FMszkETolP9sfn8eqxtriOdgGXCix7maIYpMORZnp25uC5NTHnZhaBp0O1E+G1bB9E8gEIZuJ0nYM8DimXDroZJ8HSW90rSBdJ9CZMq326HsKF8Dc96DA87YrrdUP/AD8BpWiG8e8qDysdZKVYgRZKzuh4QA5rCl+OMpEJXrIVIOJa3TBfbCZmC4Y4tMJGLweB9YOsNiIpnzoXx0PySitWfzuqEu7wvklIfNQLO77uK3wYNJmgKgHSogyC7kGdXVrHvxRco++oj2777rGWvtKywkUFTEiocfxohESJjW6cpZsyifNUv2wXSI6jrF/frR+LzzNqPVXsqD/bcupBfFiQKLEOYJBR3hq1+PCBh+xFPRYTPaUj+hadqhQNIwjB/M/09CZvmPt+V1GpSWUlVT48iBCQBBXae0eXosfbP99uO0kSP58NprHdvV2u3Py6PrjTfSss60vpnh33tvQiefTOSjj6C6OlV7QotG4fHHqZwwgbwxY9CLi2HObLhmEKy2hdglElBeAcMGwUO3QGKdNFSlzCj69LrM/L9Mt74/eTIsnWZWxU1CZDW8cS6ECqXOQ+vDYfDbkFcL/XSbv8D8671/a3tZHRpVC7QwaL9Aogup8ZYAEleD/mfwv4MoETGsGaISUdrzkai5LSEieAFhRrN7GecBY5Hq13alUF13AUIf6X5mS8zz5NnO1wKpuPvNFrQth3qJhs3h2AvSt+/ZFYY+DU9fLqQHhmEVorEnX0eQbqycVF6YPmY3VyBWASOQMaNgDyyNIyu3nXda0Vy9Djjn9Bw2D/VOgdhWNI5pqFwPL50PP30uidD5JXDuM9Cpn7VPh77eHgiQPvfbVCclm6oVkUi3GNYZwXwozrEKbA4aDBhAy7VrWZIh6RmcxphU6smGDWx6/32aDx7MqldeIVkpeS6az0eweXMqv/02tU0haYsfV6nLJJOsHzuWZE1NHfMfwOTWI3Ni5CrEeqIhjCo1SDiEXenwIavH78ChpJcD3uVRATykaVpzZHlcDxxvGMbG7IdtHn5ZsICqmDOYOAYEfD7OvtKjSjNw5DXXULlsGZMeeggjmXR6IXw+AlkKw20uSl55hYoRI6h6/HHC69ZZbzgSITltGlUHdKFAj6GF/UJP6tUFDOC3JaIZNcMKm/STObHDbcPYuFr+rpwHy2c75z5lFY2a4XRLJsGr58JfatH1Wg6AOdent8HQoerX7MfWhvg0iD0J+tMez8QA4wUw1Hi109yACOjXAudswYWrEEXfHaIYQwrBuUMLVRnMIGIcsCsQ64C5pMeoVOIsGpfDbo1jLoTOx8LfDoWy1d6GyboUpA3u+mGtmVED3IIoA4XIGPHhnFz8yFJiL8alHtiXiIewZAe0dfdEfTR7bxMaxzSMOhl++hQSEUlwLlsBzw6AFbNh2TT49RtRCI6/B88V2dCleJyCijxxhyj5kfVCfTIZnjWfDO4+1+UUiC1A6WWXYfjSJSF7iTYl8Kfm2WSSss8/p8kpp1DYtGmKftuXSMDKlVTNmFHn6ydjMT7u3Jm3GjViwkknsXH27FqO0MhcqMYAliLhD2WI5XIR6R3H7opdw26mPGAYxnzDMPoZhnGQOfZPMgxj7ra+zmO3347h4YXyFxayX7duGY87ZMgQAqFQ2pBPJpPse/rp26x9WjBI0V13UXLTTWg2BdUPFBgGBZVVUB4TjvhMsN9eje1/O9MLSPgEpEfG+ENw8EnyfeNy8ZIqeIVlJqKweAKUryIrNs2AQFE6kRhJWPW+tV8yBlUz4afuMFOHWT74qTNsehcqx0Jske1eo7DxOFjfDeJPkxGGfTYAZwDkQOBcjxurDZuAh8nses5kYEiax9iTOeNIKIbXglGBs6hcDrs9GreGvkOtMaoWNfVXddVMNqlAHnS/eHu3cichBtyF3LwqoqGUBy+KqxAikKl8IoUJO6i9uyfqnQcCi8axECm5e69hGHWX7Lywah4sn5Ve0CUegZFHgK6Bpkt84jn/g9K9YcNiWcQA/HlSlGXZj84+6TZzQzpvcwhRgN3JUAeeDn9+CYJ5dWMvySENBYcfTuW336ZtT2I9cgVlh6iaOpWyM85AMwyHo9OorJT4cZ9PwkBqQTIWY9MvkmC6atw41k6cSN8pUyjumC1+ujkiCKzEKbyopH17dYpMgowXVUcOdcGs6dP5ce5cli5dmkqCtqN840YMw8hYILB0n3048ZFHGHf11eh+P2gaRjLJgDfeIFyy7a1YxuLFYNIE+/CIfldFo7xg79xV5sH2+oXFRXDiebBnZ6mNMOYOi8o1EIaixnDKdfJ/q65OYolM0ANQtR6KMlGqAsFSwPAwXekQbgGrn4Ult0Fsteyn2Eo1AyLz4LczIJQPfgPyekPJBVA+FFG8TWzW8AgigsV/kEi5R6h7DkQc+BfiPfRjjU0/3hVE3YhieR9+QygnM7mHDLzJE3LY5VFTBdM+EfnkwD5QZPNInXI9fPMarFsK5dXWshFD7E0lSFerxpoLNIQ9su+t0M6rgNquiihSS+lTxDuv8goVvMRZA1IlYDXb/xFk/G7Yju3d/VEfFYhtTuNIzSY4aIR3dWlw9sE5S+CgR6BqLVRtEKUikA/VZdCsDjzlmcIJ3AUKiprBt1JAKRut4+6IbXW/xh13UO1h+c9EiqqSYKsy/A6QKuCnLNSaJq/OZbFOkJ6yPHHSJApWpVtg0+83ibhbM/mglTXTqzOpbYtxxn3mkAlVVVWcc9JJzJgyBU3XqUbEtMY45dgWbdvWWl384CFD6Ni/P4vGjcMXDLJ3v34EC62M5LIZM1hw332Uz5tHSbdu7HPLLRTus88WtdvXsyexl16Cioq0PEpA1lNF1OP+UceZYLkJWTeDfjiwJzz4AYTzYcEUeOwSiEQll6uoFPpcIoJLkUnTVNQUjh4GXz8l9NZ28gfHNf3Q2JWLk4jAL6/Db29DXlPYZwiEGkNVlbDPpF6ADxo0h1+vgqRthEbN69jvJVJlxoOPg/KxOMZPNVZtHTeUkcgBu8XnJ8QT8Q3iCM+GnxHPQw3OGGsVX+1DrEeqXHemsfw6UiV3IbVXjt/1KsvnUAt++BhGDLD6ZSIOw56AvhfK/wUN4N/T4fY+MH+S89g4Es1ajBgIyoHCQjjxBugxBEpa7rDb2P74Dngbq2JPCKv6k4JXuIfdI4Htb8jcdyawFlkNcthc1DsFYrvQOG5aDXcNFI+DGyoUScEXgN43wekj5P/KdXBHK4jVWPtn0yO85nhlMbBf45ZZ0FwsXdloHXdHbMv7XTlrFituuin1fxzLnm+HknnscogXinr0oOGpp7Lqueeo+vVXNL8fIx4n0LAhxGL4mzRh9ZIl1HgUkAu0b0+vhQvTtnvf70dk70gKaoiqmA8NYWI6kPoZgVj/cPff/sYP331HxPbOkogBTzGZ+gMBLr/zzjqdL7+0lC6DBqV5K3793/+YddllYFK+Vsyfz4r/+z96TpxIgwM3n4/dP2AA+r33kly4EGyMUQ5sMG9CrZOq5ozd4wDmwNDg6JNgxGsQzoOZX8IdfSR0U5143Wr47gM4527ndc58AFp2hS8eFk+DPyzHJc38r0A+nPIfZ6hTIgIfHgUb50O8UgT4hS/Cfn+GyEtAua2Ncfj5PihMpt9klHRtXQf8GUwFFYj8n6YrhDx2dp84BrwHDPLYVyGCpTxk8jQkkMrwmca4Wig2At+bx2dL3taoXanJYZdCxUYY3l8UYjsevxz2PwpamCGvoXxY5BGEobrcWiQSrlEpPLwC/LsLG58BzEbCjBab21QmuQ/RnKI418hNOIWtbNV8Q0ia3U0IY9ohwP6kk5kogaiBAAAgAElEQVTkkAm7ggSy9TSOxc2gx1BnQpFm3nravB+D8tXW//M+Essa1F5ZOuC1QJmwKxalrVLKQw5bhwannEIsFEqFdmeqs1OXqAa9oIAWV11FQbduVC9bhhGLkayuxojFiJWVUdSrF10nT6Y6Q8XcwvaZchzcsHsfaoPSPlVRqQSSePkNmX0tOdjx2ujRDuVBwV11+sUHHnDUhsiE2S+8wGOtW3O/rvNY69a8f/LJPBMO88kll7A2Hk/1QSORIFFRwZzrM7AOZUCyooJNTz3FuquuIn7kkZCfTxUiF9vTGeQiSMePAF2PhNuGQ8P8DBb4IFz/H1EeytfDPadBNGmV1FYnXjIHZrmoXzUNDr8AbpkOexwAf10MR14DLQ6C/U6Hv3wCB5/vPObn0bBxnigPcmcQqobFT0B1uVVCXt1IIukkK7Lfo3u4ZDN9KbbGFF++H/TuoOXhfDCFrv995oMYT3Y/5Szbd3csqx0J11+1rzvOVf1eQeZ5oSlWjEoVm0f3l0O9xOR3LTnEjkQcvnxZvq9dCa89JGxM2VAFtDp4N1IeQArBvY142lWoYR6iLSlZS9VxUaGDDXHmHWVbZ+2Kx/fA40h9iHuw6F5zyIZ65YHYrjSO/UfKwjdhpIQm7XUUzH1HrGR2BAugo52b25zoa1MeADqfBrPfJE2wU5ZB1ZdjdYgnzqFOyOvQAb2oiHgtgp89/ww8XmUwSONBgyg95xxm9e1LssopQBiRCOs/+gjicdqcey5Lx4whUW1NMr78fDr//e91bPXPddwPbNxPrm1liCKxmZWJ/4CIZOkbalgnYjGWL17MJ2PGcMr552fcf86LLzJu6FAiZiHC6mXLWLJsWWoijSM8Oo2xJtf1kyfXua3xZctYceihGOXl6JWVnvZxFcULQNiMJvL5YejV0H8gfPEOzJ3qPNAH5MVh4N6QXwShJCQqrIGghO0AEuq54Ds4sG/mhhY1g37/yn4zi9+AuG0cKfndPvhiWF4T9b/bDmOX0ZXsHffYT0FFEYWfhNBQ2w/zgZ7m96DrBPY46anA8cBzwF7mRZcjisU6RFpTqly2nKRNWO4ht9JgvzllXVJx2e6YtKaIhfRXRLBRBAuliDcylxO1S6KmEuIeGnM8BlM/g3bd4PYBEI1BnpFe81Bxlqvvxw/Z7k3ecVgLTEduTCVJ22/eRwZ2GqSGUkdkLC1Cxr1XEVfd9T/mMXORAJdrtuoO/gioVwoE25PGUdPgiIvlo/DWVfD9cxLXC+KGb3EA7G/jTe50kvCc26G8aM4LiIu/RWf4+M70OV2tE4YO7Xps9e3kINB8PvZ+5hkWnHceiZoa4slkagkGK+JMKRCViP0iBiQ1DX8gQIsLL6TVTTeR16EDlT/+yMapU1Ms8fZlXw8Gia5aRbdRo/Dl5/Prc89BMkmocWMOevRRmvTsSd2wOYlbmbwMCSR5M6dA1Ibeffvy6UcfOSh5Ib0+U3VFBd9+/HFWBeLzv/415c0wkEkqiuQy2idTJToCBBu5Sz5nxvprryX5+++QSGTMj44DSQ20MGZMngbnXwJnni07dOsJC2YKCYRd8DYS0m3KN0i8dBBnQTklkOiIl3RrYae3Vuu1l6yruOzx+F0dl8CS9zUyuxpTx3SE8FDXD8uwFAXlzVO5CnYtJWp+zkLCJBqSPg5VnFg+Gdw9yJs6CuiDKBwvIEucfT0pxHnTNZDih2uKhFQsQYQge5U/EGUmQC7kYhdFHIhFTQsGlmNJByZNhG8nOvctweoqKWOk+beoBHqctQMavaMwGysOs4L0iSGbZ2ENcBlWSOC7wJs4DXFpPNJYNMlJpGr9ZWS2UuQA9SyEaUfROKZw5n/gvBdh3+Oh3VFw2gMw7Evw2USBgkZSL8KefKckS/uCGMyH9sdAy/2zG4SCBXDSPdv8Vv7IaHT66XSZNImSE04gjkwTUSzbfRwrMsJAbPdlQGUwyKZAgGXff4+vtJS1Y8cy+ZBDiG7alJKllMXXAMqjUSZffz1fDxpEy/796b9xI6etWMGpy5bRun//zWjxtuLmzvHC1wX3/ec/NGjYkLBZqyEYDKKTXr4rEAzSvE2brOcq90iS9+LHScm3uk77666rtY3RJUv49YgjqHzzzRQLWCabNUDCkPSDZHUA3v4cRj5hzVHnXwXELZlYycv2mC1Iz0FUNxMMQ5t9Ye5nUFXGFqH6d1j7vfV/tjnRzayq1nk1v3qRkxmIEqQ8J+qj7sfnlUDqHi8qKCzTk1YzyRrSo2hV0GQmb7JunlcZFcII5/wxCBtbHiIRhlzHNAaaIHVeDke8DuUZ2mggWbQ57HKYOwVGXmvpquuRrqTYfd38GklznwrbPsqxGgjBLa/uRsVoNyBeADutlBu13as9Z+R0JM8hhIwjtzcjjsW8oH73IebGHLKhvnkgdiw0DQ44Uz7Z0G0QhIpg9ACL2tWOYAHscyy0ORTuzWINKmkDl30MzXL5D9saBQccQOnZZ7N83DgwDM+i4EqWUtNEdSRCPBIhMnMmE445hsDq1WmhS5jn2aDrxAyD5GefAbBi7Fg63XgjXeuYeOvE3shqYJfe7CuGIsd3+6zt0IE9t+Dafzy0bdeOKQsW8PKzzzJj6lQ6HXAA7z/6KGVr1ji8Ej6/n7OGZA4DSMQzx517GcQNgIIC9hw2LGv7qufMYeEBB4BhOBwCqoZqRi4uQ4e9O6D16u38cf40yMuHao8FUK2VCgmca3F+AbRpDv/uK7lf8Qj0vwdOutG78ck4LBwL636Exp2gWVdRHlZ/7mx5tnQd+yqUQASpQtc+Xg9CsTDaqd1VxV5tPcSng/8g2wE9SA9b8OS38oAySdgtl3Hzgnsg3gA7e1oAUQLsCkIQSdQ8CPgM8SDGsWalo3DWiqkks4KiUDvldA47GZEa+OZDqCyDQ44VBf2K4yTfMoGlCChoGb5j7qssW8owsG8PaLDHdmv+jsd4bAlMeDPXqJwHrzlZx0q6VtgfiYaf43EeL7cniBfkmDq2+Y+JP7YCsTnochpc/hm8dwOsmAWhQgiXQmEz6NwPEmXw2jmyoAZJTwb0BeCqCdBoz53Q+D8GCurAdKO8xZtwGnc2zplDA03zZuENBIj7fCRtibiJykrmDB9OUePGtB0yBF9oc1ydpUBXxEqiJCtlIrYjhngr7DSRKvazC8LykkNd0LBRI6680RKCBwwcyHVnnMGyX37B5/MRystjxIsv0rJdu4znGJdFuXD3mwBiLPQnkyx9803aDfJm9Sn/6isWHntsqrBdJVZQTDXeDnR/ICAF5ho0QH/33fQdli6CWIa8D7cgnyrQqkNpS2jTCJbPcVJev30HtOkK+7tyIip/h+d7QOUqMCqchj0NEeztN1BjbtNsAoGStbEd53XTSp7wGqBJJC7RToiUmA5lR0Hx5+DXzZM2Ba2F7cAipNFKMUijbXLdkFuBwGz8pQgF7PtY7pJDyFzVWgf6InkVS8y27U36eFYctmS5+d250vBugHlT4OrjZTwlk/K3YzfJc1DImJiXBWttx038Er7uCl0Og4ffhcZZ6rDsEliGjBGlXIdwKtJuTnz7A1RuSxsRTuq3PZH8Q/XsA1jamBdeRYwOOU9/JuQUiM1B+6PhuinObd+Pgg+uFc+EypVQHOyq0qoOdOydUx62M4oOOoj8Pfek8tdfPX9X87MX14lXrYfUcYWFJDak5y0YiQSzb7yRJY88Qo/vvtusWHexWk6xtSRTom8YiXFuiiXsNCI3qW0d2uy9N2/OmcOShQupqaqifefO+DwqmyvMHzOGuaNHe6c/IW9JiXjKCQ4Qr6xk+dixngpE+Zdf8nOfPiJYmFAiY755nTJENlbn0w86iOB116G3aAG9e6N5tbnjgWLljHsUHlO7B0KQF4BwXK7fsTtceDeMPCm9Xk6iCkYPhpb7wcEDwdhPto+7EsoWgz/uJENRiOCsyRAHImHYsy8kq6H0cAgXwuIHIbE2e8xWDItcxS1TKzKltGOroKIHFOZLsVA9YBv49sRMFXhuh1I6FFQypx0BJMyiOTKeeyKexSIyV/hT0JD8pWy5JgVYvc3tOlJt3J0sz7sB4jEJgdY0oXO+/mSha7Vj7mSIxp3kAZt9Hdf/PmDW93D5CTBmBun1TnYlKCOZqoZZjAzycizXS7XtdzcThA9vOrdlWGxO9rjOTKgArkdYmUoQd2cN0Ix6Fv2/05BTILYGVevgg2u8q7TaK8EGC+Bwd0JfDtsD+V26ZFQglOzg5fRXIU8BTXMoEnpBAf/P3nmHSVFlbfxXHSfPkEFyEgETQUVFBVF0dWVdFfOKq2tYlTVjXsxhxaworlnRNX2oGEEFQRFFJUlOIjIkGZjQubvq++PW7bpVXd0zAwOS3ufpZ6arqyt11b0nvOc9eX37on35JYZLh2ojFiOyciWLR45k3yee2IIj1sluNRmImPT+yrINwE/mWbQFWrNnMNtytOvSpU7rfXXLLRiGkZ7anDGwwqZN8W/ahC+Vsk1pmt9PQWv3hk7LTznF5jxISFcyD2FCyqkOQAsE8OYo8gag3zHQrissnw9xc2seD/h84ItDfhGccilccjdUbxTOREkTWDLNXv8FVifoyHpYuh5WzoBDRkH8UFj0HpC05nCnA5FWQzLfewug9Z/hiDft+wjPh3Wv2muYnbayLDRRqU0aQpLWG8n+COmGEMkIaOApBk06DU7HK451Ih7sKQ2wqE7SawkiDJHLlfVk4XNDIWBubwPiDpBNtAyEQdOSTMnKBMLtVAlwQdwbY+xBg2H2N/DgZbBsrnie2nSD/FKors5MHqWS4PNCMmX5rmqGTV3fjcWjDhmyFEdi8QKY/yP07NvAJ7g9kY/VEVKtg5BhmrC5vAa7o+DHek7dHGvZgE7+70U8w2Hci7I9CK6C7PmyyFxWAFyNyDLu3tg9LQ/DgBUTYcIVMH4Y/PAEVJfXfztLJoqoVm1o1B56nFz7enuw1Yj+mr07s5ucvKrQtBmI5uXhKSzEW1KCJxhkr2HD6PHQQ3gCmfrakn1hJBKsfeutLThaOcjVlSA+D6upzipEd86vqXtPiT3YEsSqq1mzbJkt8e1H/DJ+oFHr1lxUXk5ps2Z4HTQ4j99PVxfqU2T2bFKbs4vLpZT9pLfn8+Ht1Svrd6ydeuClr+CIE5VlmnidczNMqobhD0IgCE32Es4DQLsDRQRVVQ52dl5MhEXA5Mc3hKqTyvBxoxLLi6Z5oce/YOAbmcfbbZTFBa9B+MySY2goHCdfYyg4G1q+CJ0Ww94haHK7y44dx4A8DtVpcHvmpDKTtOZ8WM6EbOLWHVGrcBowCrtzvy3QHkG9KMBSZ+ppLpMGVTWCDrUaUfAdwyoAT5jvt17IcLfDml/ggUvg9L3h5A7wl44w/Hj4YZJ9vRXz4crBsHSOsC3iUVg2G2ZPgZqoVbegwusDn98qd9M08HghWGhlD9TJSb7URjBO5wGgJgH/e7Zhzv8PQ4n5N82vVD6T+dlCRCa+kbm+zFL4ze+pjnUVIui22fyu7CchgwVlyrrOaIiBkJP9GetZ2gTcg8ho7N7Y/TIQhg7vDYXln0DcTF/9/Ap8cS30uQIGPZSZ/ouH4MvrxXqpOHQ4BgY/Cb5g5r0tXTK1BqhqOcQqId+p+7IHDY3GxxxD9azMrp1SfQmyB3NA2C6+Ll3ofeutlPbrR14bQTE4+Omn+f6yy0iZRdYa9pie5t8SStH+CDKrtJbcONidETPHamC+44hTCINhDXuoDNsGqWSS0f37E0VMH3JqS//umsZxY8bg9fs5dtIkJg8ZQqS8HDweNK+Xw15+mWKXLEds2TLwetOKS054gCK/HxIKPzcvj6BSx8HyJfDSaFi1Eo46BoYOg8JCcwNe+H6CNQcbKUikYOyj0P9P0Ku/fYeGAW+PhHDCch6SiHnWOUsYOnx2m1he116GvkJocRiujbOCzaHzvbDgZnufh41Ak32h83VQdiL4XTo1xyeR04GWx27I50sN7cbILKLWEA7CCCwt+bkIY3x/aqcmNTQ0hCpTI8RYsR4RPJB5KpkiypqCwXKMVIHr3Qjly+DlkTBnMjRuBWfdDP1rEU75dTH8vQ+Ew5BQuqOX/wKzpsKIp+Ck88WyV//j3uhN+qIgAupSMRhEV/jjhsKPXwq64SkXQ7/jYN1v0HV/kUW44cx0V3vAei4kZG9R1e4A+PBtuHPMTkxj6oF4+LPV/cgCah/uVCUNUVu0EfgIMXdKqpJ6ofIR2QeZ6chT9pfE0tV1G6MTwIcIqdfdF7vfaLL0Q1jxmeU8SOgJmDUG9joEejiK3948HtbMsJrOrfgMXj4Yjn4YYtVimZT2kVB5v94grJsLHY5s+PPZAxs6XnMNq599lmSVJbto4FKC5fFguNBH9EiE6mXLiPt8aecBoPOwYbQ79VSmHn44NT//jFfXLSMyGKTNBRdswdHKiKKcFdQbSKZhSxE61upspCKF6ErdFRGZBGFk5CEiNDvrJLLtkEgkmPTxx6xdvZp9+/Rh06+/MmfaNFp36sTx555LSSPL0V/40UdULF8OhpFu3ydtao/Hw6G33krnE0Wkv3SffRiyaBGV8+aRDIdp3KsXniyOZf7+++PxetFdHAhf48Z0nTkTfcwY4qNHY1RX4+3Xj/wnnsDbubMwhp9/Gu66VtAhkkmY/Bk8/RBM+BFKy2D6xExjXQNiYXh1FLx9JyydCS07wLl3gBaHCU+L7UkYCN+2EZm3UXgdFKay9MRRkA6oJKBljvFv1SvuNRAb50PfIeAvy/yOXg2JL7PXTsj+bVkhQ8MBc8WuwGsIg11CGilvAI8hjJvzgNxyvw2LGkQfCLAaBsgTjprH5+wnoUIWf++GDkQiBv/oKf4awPrVcNsp0OVAuGUsdOiR+Z14DC4dCJuVGiLV/4yG4d5L4NGRIqtXUy6catt+ycwOyCybkACEBYvg9BFw7MnQtqNYZ5/e4u9eHcDfCipXWQ6CrKsEYQ+rgoEeLPu3arMIPLhkzXcOdAOWIwz/bJD3eoDsXdnfwE5zchpourksgZWRkPAhMhXrs2xbRwTudm/sZqMJsOB/VuM4JxJh+OFxuwOx5gdYN9PesdrQxbofXSgiCnGyT1RexHdL9jT82h4ItmrFwd9/z7xLLqHy669JpVLp6LEKj99Pm9NO45e33sJI2D9N1tQwf9Qofhw5EkPX6XLeeXQfPhx/URG9Xn2Vr3v3ttGhEokEnn22RJp3PvYBShW7NxCGzDe4R0BU6Ah1iUWINK3XXFYCnIhFv9iDX5Yt47QjjiBcU0MyHqc0Hsfn8WCkUgTz83n2ttsYPXkye5uKXqtmzCBeYxkSOpY6eO/TT+fIO+6wbV/TNArbtyeyfn1aWckNwS5dKB0yhMoPPkCPW1E0T0EB3RcuxN+sGdxzD/n33GP/4k8/wclDIFYOmrL9SBjWrIbRo+Cmu02VF/NzKWsuMf19K/Be8TvcfRp06QQxl3FR10TTCbXRmwb4k1aWVaqZusGPqH045BEI5FANi7rULWkAKYiUuzsQMiwg7WN5OWRxquo/ecFStFARR3SufQno6LKPT4CnsSL+XyM6VT/O9nEiDMSzrWMVfTsdBZlhqG06z+lN7Zr4bbGlSCYvmxdYMgsuPQgemwLdHFz2K/8M61wozWpAPBGHtb+K26IQe/Aastu06dYhhsgyLPgZRt0MIx6A8/9lX7esCZSvst7LmKcsA1Chm9vNNz/ftBFatGLnhAc4AUEd+oncEYpc9N2Q8l0ZZVAzkHKgcBMwkVkOP+5SyhpCSXH3xu5XA+HLy/15zNE46ff5uEZ2khFLdSnXuK0BrQ+Gxp3qcZB7sKVY/NRTfNyrF6tmzmSTz0cV7iJtHr+fYLNmePNc7gdNY/1337Fpzhw2//wzM0eO5LNBgzB0nYWvvcZaj4eNiGj0BmC9rvPNFVeg5+gTkAkDUdMg/3d20wIxgNYVMUTKVnKfpUj+R+QeZHcvXHb66fy+bh011dUEYjE0w0gXx8ciEWoqKxl57rnp9Rt36EBA0oJQgoEFBexzsr2uKRWPM+2SS3izeXPGH3AAbzZtyvzHHss8CF1n1fDhVH7xBWga3oICvEVFNBo6lB7z5+Nr2pTY449T06oV1X4/oQMPJDlpEoRCcMwgWLvaKvSXBnwCEdUc/xZ8PwXefAk21Fi1giqtV1Uu1IFQBFYvcr9ggQJrzPRjBbplva5UWsyGZv3gz9Ngn4tzrISgXGVjK3iy7EBrCt4O4n/Zz0LaBBpgmHpY3hbgOwqMy81lKnojnAQ35yEJPIfdwJD5zFdyn0+DIYZljeaarnMFGeQNsJvFC5fNhqSD4qLW7ETD8Nhw2LgewqbzPGc6fP953bYva9qlMe82hOeCDkRjok7ijmtggkOS+R9XQ36hfZnXl92eln5kHFif2fBy54KGeDYPJbfiYK57WlaqSdEE2f1XpYu41VmoCCBSsKXYoyRe4Lgc+949sPs5EPtfAL4sPFZvHuwz1L6syT64jgYef917+Jz5f/U5wj3YQqyfMoWZI0aQikRIVFWhx2KuhdMgJFg7DhvmqoKDYZBUnIFUJMKG6dP5ZO+9WfLii+iJBFHsyVE9kWDzwoX1OFode3Wd2wCWjX+ZccC4y9FJDkpFPY5r18Xa8nKWzJuXbh6Xh/sA+NvSpWw0O04fcMYZ6R4ffsQU4gc84TCLx40jpWSvZlx9NcteeYVkNEoiFCJeXc2Mq6/m/1q35ufbbydRXY2h60QXLmTDM8+gb9qEHouRSiTwtWxJh7FjCbRvT/zOO4nfdBPG2rWQTKLPnk3kxBNJjRolJFZlJFQK80h2WxJYtQLOHgiTPhKZg2x90lRf1wCiKfC7ONOGDkHNqkt0C347ez7Z5ugANNrX5QAc8DfLYnRpkJcl0q9pUPoiaEWQCpjXwgvxIHjvhbyvoGA95K0F32Tw3A3ar4jMwS3ANGAi2Xsp/I57KFl1/rcn6sIVc0IaTmXsdnTGRabkuoz6q33+NMT9MvVbOLoNHNYErh4KL42q3fiXhc1qC5/NCIfawN4dPdc2YljPbzwFFw+F26+x1jn1b3D2xULViaCom0gFLKU06cRLH1OK9oWBE46FFctrOZGdAT0BGdBxu6CFuGfW5AAkR2zN8QLhXDQiuxOSQAyg+eZ+miCeIz9CAbEwy/d2H9TJgdA0za9pWlzTNCPLa+exkNv0h34jRGM3Fd6goBkddJV9eauDoNl+4vM0NPAX1C3K4EV0sd6DbY6Fjz2WLnKWMBx/AfB4aHbUURS2b48vkZmfkOVZIIaPUqBM14ksW0Zy40bXfevJJIEyN5pFNoSwwrfOiT3XLOT2PmkeqVSjUB1kD7V3s9098PH77xOPuxXdOWAYaB4xNAaLi/nn1KmUNm1q0+cAWPjBB3x1990ApKJRFj/3HLFoNC2OkgQMw6CmvJyl99zDFy1a8HWHDiQjEQw1W5VIkFi7ls3vvYcRjRJ/8EFRvKkiEiH2+usQj1sZBGmwqLeEP2nnY9fVZkx4oGVXoQIDogt1IB9aNRHZVmcQ0FnH6Jyf5X7Xz4Cf7q99/ykXQ90AdA8kKjM/kwgcBk1/hsKrIXAy5P0HGq2D/JvAdzhoTuGKPITRcDWCupQLJWR34JtlWb41kIEA9XkNYkU+pZXoHAOc2QXZw6IYaGq+dkP6UmlzccnWI5Kx6xFJWulsV8r/E4LmNOkD+PaL3NtUlZHUn0Fu73dzH1Flfdv3vdb68udMKywl4IUnYeb3Yh1Ng+vvhtLWENdFQCAUNoUXNCG+FTb3FUJEtExHyajYiN6rJ8mnnspJpdw54Mfd0Jd1Cm2xOwmyKFpVUnIOhPJ9L2AkmbLN0kNUBzQp4doY8Zw6m9XtfqhrBiIAXAD8zfH6yfx8fMMf2jZE/9vhkiVwxB3QcTB0+hMMehgumAV5Dp6upsGZE6DnuSKVr3mg/dEw7Hsrk5Frkm6xP3h31mKmnQux9e4FTxkKeppGqwED2PDll/jy8tJTdAAx7UrmoxR8kwQAL1BoGJlDkc9Hsz59KFKKrmvH3ByfyUEvjLDOYubLwG5AyPBvBKtTtRxAC5R1toWxs3PhP3ffzc3XXUdSmUzDZClLTyT4e8+efPT88wAU77UX8U2bbHZ7AohHIswYPRqAyqVLXZ0TaSPkJZNokQjhVavSDeLUaV2vqSE8c6bIOmSBXlEhlJvkwcs5TlIX1DqA9Mlk2Zhz5PdqsPo3+PP10G8oHHY6lPggakoVymyH9HmdlOJq3Ju5pSIw69Gs55SGlmcZZfKlA4bP5aScx94eiu+Hsrch2BXioyH+Lhh1cBZzogAYSGaBRxA4eyu37cQm4Avgc0RWZDLCKtQQxd2yqENeGIkiRBdr2WyyNUJ8oRki9LEbN5z88jMrDiMvWQyRlHXpsUgiDqEakcVSh1nVaZBJYflcpcxtxbDfppLppnuEI+MvgUofVBhQpVn0J+cAFE/AnSOs92+9ChvW2tXYDANqjMzHQo4DhvloxqPoI64nNWIEOz/6IZ7HYixZZdklR1aQF5qvbGlXNyQQz8kIcx+lWBcyG+Rz+GaOdXYP1IkUaRhGCCFPkYamaf9BkNSuMwzjxW1wbNsGNauhcimUdoX+/659fcOAigXQ5iDocTq0HyT4ugBdT4AF72b/rg8o2SOvub3QesgQKn78kVQke3fJFFCRSvHTqFEcaRqIzhyAHJfdBB5l+6iwx4O/uBg9maS0a1eOfeed9HqJzZtZ9eqrVM6cSWmvXhg9XJQ+2ER2w0gNS0kjAoTVKPscSxUJObGolaxqAdjBZK9w3T1QXV3NqHvvJRqJ4MXqRVYD5GkaAU3Do2lpRSSfYVD9++88ftllGJEI3917L3oq5WqbRypFdPy3zz7Lun83uzqBVfMIgN9P3t57o7VokV3add99MZo2QRv3rrtdKH1IFTWIORHHZ+ot4QGMJN5rlPAAACAASURBVNRsgg+fgRdWwS1dIFFt0YblySddtqUud0OsDj0I2p4HS+5zNOXUoLgr5Ls34rNBrxBdp1O/IRzqfPA0heJvwbM1xaTDESc/GYsOdAHC2GgoxBB0KvUiVgJTgcGIEacXgoq4GVGvIbvp7n4s5DrBMGDci3DBXZazIO/lKDmofUmr10I+lkKulEw1gPtfhhdHwY9zrfIYtfmhjP8YCIdhzXorCC5rdHJRnH74FmIxCAZh8kQrGykpS9KRcTt+5zbDEfQnn8S49Va00hwiBjs82iIc5N9xv+cDZBZDy3lU/iBOaIh5uBqR4TgT8cy9Q/YBTXJHQfSGCJOdApkEXkCkpA4BDmdXywTWu6pK0zQNIUFxOXC5YRijG/yotgVScfh8GCwfJ2odUjHofAoMeimTziSRiMD/nQDl30LKNNS8edDhROhxNqz8yF6UJe9R2cskCdTsSXNtL3S99FKWjhlDpLzc5kRIko+kvQJs3riRtfPnu27H4/Phz1IQrSFiHz3+8Q+anXIKBa1a0WR/q5lUaPlyphxyCKlwmFQ4jPfNN9HvvZdQp04UdlQLNZsiSrBl6FhVhwAxU6iujTQqPbiXhbsd6aFAHfjnuzgWzJtHwO8nGomQQgQgpV1gtG3Lky+/zPXHHUcylUoL62oA8ThvDh9OKVb/hwwEAoQrKpj95JPpOl7nvJ4tBlyDNVR4vF7Khg4FXSep6xnKpAZgTJ5MLBDA73ffT9rnVL+cQMyRReby/ftBvhfmTxNb9WFvIxANwbT/Qeh3i0bs9KKzQfeBx+W5ad47x5dMdL0e1n0M1fMgFRLKTZ4A9HVpPOeG8FWQWIz1/IRAD0PoIij+sG7bcEUAuA64DHHnNCX3tBlDGPpl1L1nxCrsoWjV0pxqHkM7RGbBz66sqqZp2lGI1r+SHHeFYRjTt2hjmyPW7SDvYxn1T+Do0qhAUvKk4+HBrno0/FK4+V6YMQLbWBzCeqClXFtKMVxlzEdHZPyyUYuSCXjkP3DdTdCmveggX50UfnEtFpuBKJPSDIXJGAxiLFmC1ndn7k4NcCAwCXt2QDoJcpSVqR0P4vnbbP7vFpTxIqRin0X0fjkIS1YrSfaaozyEl+lFOB/SgQgDnyIavCYQFMmXzWP6ACFP+zS7UlawXg6EpmkeYAwiBPMPwzBeMJcHgSeBQQg3cQ3wlGEYdchdbyd8dxuseF84DlKSddk4KO4Ah94DobUw9VpYPl7wf7ufJ9Lnq74Cj2HRA5JhWPI2LHlfOCV+rEFBnXANxNVte/gfcLK7J/zFxfR/912mX3wxlbNmkYrH071YndloDIO5jz1G7yuuYNF//iPUcHw+tFQKXddzkya8Xrpecw3F3bplfDTn8suJV1Ski7NT4TAkk8wdPpx+H6qGzL4I2VXJ21A7aKXb9ypHXZvgvjOy4UFQG/ag1V572ehFsn5R0zTKGjfmvuHDqYzHKcA+tHsRU0kUe9NAFfFQiPuaNKEIyw7Px/5rZItPgbAxioFGF12Elp9PxV//SjweTxdsy+OVVChvPA75ZO8RVYXIOKgehvScG7eC578Vy24bDLMmZn5f00SvCDT3QF+uByMahGIf6HFhvWgeEXA54vEcXzLhzYcjp8GGibDpO8hrC62Hgq+o9u8CxN5wOTgDEh8jOmZvbeRPEhpVJBGd4aci7qgyBC/ai3iu+yE6VmfLEqxAKK1VI36kAqwOuhqWyIKB0MWvS+Bg54WmaWXA/wF/NgzjW03TBgDva5rW0TAMp3Bpbvy6QtCHwB6HkUNoEvGwq/R46VzIoLW0juLK5wZCtezmq937j8jUottPJdsO6EDSvFfdbg3dgAfvg5k/wb3/gdFPCufBrVROs7/VDYhGzcbzJpXJqK7G2KmzDxJNEEGxHxA/ijS85MWWo6YPYaxvwuJ6SgNOXjT5ko7FV8CX5v9BBAVwE5niJDL77zf/yuaWIeAKRLYhgnimu2EpSoQRz/r1wMPsKpnDOjsQmqZ5EWLZZwLnGoahhoZ8wFpEvnU5omXnZ5qmrTEMY8cgis19RhQDqkhFYO5o6HsL/O8g4UQYSWv9eBJ85oMunQIPpo1njipqsyJ1/pIPdrsjGv5c9sAVlYsW8fGRR5IMhdBTKRuT0S2Imli7lnkPP4yWTKL5fBipFC0GDWK9SUcxXL4LsO8jj7g6D4ZhsGHiRFdlp/UZFJcihKlZgzUQgl3SxnnEEvKxlY2hDDIl5jpiGSO7N9q2a0e//v2ZNmWKzZEoADbOmsVGLGaDgVVOV4rddshms8vS1xKsxKOcHmSAPxskM6Jy8mR+y8vDk0ikTUfZc8o5vOgpU/XU7YC8iLlK0oLlAaWA4XdZ6x11NiyYltn7QU9B/3Pg05FQ40YUxz4Pq0iGIJIHHQdCeA006wV9boImPV024gLNA82PE6/6wJBVsW6fbasCUh14CNGjQUZAa7CCACAikQXAn12+vwCYgf24q7CohxIJLEtV6Qmwa+I4YJFhGN8CGIYxWdO0NYjAZLrOUtO0i4GLAVq0aMHkyZMzt1RTBdePoqbZXky+blRmgje9MTJTfU5hPGfpmfP7TuSiJ7nV8rrtX0d4AYuXwB2jhHiCuX5N6zZMvneU6+Z1Zb+2w580Ce/qXI3Z/ljU1NS4/46uKEWcVQ3i+XGb535DXMSW2C+w2/yKssxZyKJWyzt/vEaI4EEEwSboj3oD1dQ0ZvLkYcp+5b6fQ1CytndX+4ZHnRwITdP8wOvAEOAMwzBsqktmjcRtyqJZmqZ9hCB9/fEOhGFAIstkmKiGxf+D2CbLeQB74zjN8deHGNfV5kpyQlVtR3+RuzTiHmwT/HDTTSSqq9EMI+3nOaEOASmgMhqlGPAmkxjAukmTwOwyrUrLAwSaNKHv//5H82OOcd2/pmlofn+6r4AKT0ZXUDkAuh1hNs6m/N5QxABZjUj4lQGzEdHPACLysQ/Cp5+DGOA6IWgQOlaIevfBq++8w0XnnsukiRNFB+h4nKYmTS0P61E2ELGkfOxmnGS6Oq+azDjshb2EHYQD4PF6yT/uOKIff+x6XF5zfd/cue41yFjJBHmMqQT4/OaQ4/SM052fsWxPEMb5aUq39AHnwBcvwdIfIVojaJweL/zlSlg1G84eDS+dJc7C6SzIeVWdPWSzukQUKlbDWZOgoKXrOTc8ail4dM0+bEREGNuzZZSC+cBSrHC1ygOTSABTEM0cnUbMj7iPUNUIlRfndtQ7dJdFJ2CZY9kyc3kahmE8i+Cd0LdvX2PAgAGZW1r9K1x9BpP/dTcDHrrO/lzIFKSaJZAJIJW54kf8vDJB5PaAqg+mhLOgWoVkpqUc7+W5hUFTp4XjB2P8NAtt/XqkeMHkB0bR/4brxFuPWRqREi8nZAbeW1BA2Y8/4t2ihqfbHpMnT8b1d8yJGPAtYt5Lc8Owd7gEu9MgR3inMqEc1MD+423GXlsh5+ZS8//VWLJeEcQVD5nndAYDBkjzV53vJXn1CeDIep3xjoZarQiTnvQuIoxyitN5yPIdH8Idm7PVR9gQ0DRokYX/1+JgWPcDJFy6sLoSjU2ozoNcV/0LwiFpuycDsb2wZvJkUmbEMZcJ7oRtePB48CjN5eTQoAeDHD1/flbnQaL1WWehOZ0FTaPN2U7VllxFWs7HUiXyHokgvXRHFEh3QDgQRwGnAycjHIjPgbeBhcCviGjne8DHwFsIB2THg6ZpR2ma9pOmaXM0TftB07QGqVYtLS3lrfHjee+TTygGmiWT6blf7e8rH+cI9mmnBjEtuAUwW2IfKuT/XsBXWMi+d9yRdRiRfdmCWT4Ha1pMm8EGxMNieEkfj5Q8V6HeRh272b0Nnx/u/gKueRUOPw0KCyEvCZ/dC3cdDo+dBqGYpWSowuuz7GV5u8r5uxCILoRXO8DbfaHSaQ9uA2h+8O7n/pnPSSGtQlCHeiMC3vsinpP6YiGZFqgbomRSD6Nkd3pqa0aZqwhlp4fKKZFQE3p1R+t2cNzJ4p4PI8pSNiKcAWlVq5B2pfpTSbk0SU92u/RSvrXC/BsTjLmsiS95hul0onk8NcB6h/MAGBM+JxWNmrRbiKREWUVlEjYnoTIu6r7dnAcdceoyy5n65ZcsB7WzIggMQMS1TzD/V2d+OWrKhnJgeYpOOOkj8lWGJVwi9Rr9CE3gNVgeoA8x+Ll1tVaPV4acosCddTvNHRh1eTBfAU4C/gc00jTtXMfLrb7wccTjtL3addaOI58CXyFo5o2k+USG4MgnoXEP8LncVFmJxtgnT9ViUK/okfdBnlOHfA/qimQ8zoIPPmDGf//L+gULsq6XiET44KyzWLN5MzVYQ0G2m9s5tjvH3rann463oAA8HjS/H09eHgc+/jh5zZvXesz7PfIIJfvth7ewMN1h2JufT8+HHnIeNbmNATngycGrGyLz0L3WYxCFZguwzlTVuE4iBrnJiEd0x4HCgb7cMIz9EdWr72ualquMoF54ZORI4uFw+sqkC6adx4KwNVQnIoTVkk8++gHc7zMNCAYCnDhxInNOOsnVmS0mt+Mg4fN606rmaRhgRMHwBUUKxa0gNN3MJA9u/E/mhr1eOGQI/DoDUpvtBdCGLm4Vp9cUKIJgkXWSana2GGssTMVgw4/wejf41T370qAo/C/2plJeoAQKn3GseDGW7mYI8QyMQEQy64NSZV+QvT6phWM9yC0z6ZYtkbzrXV7R7zdEmlRFO7Y02vHIK0J6XS0lkTUK2SDX03BPEKtIYjkksgN0FWgmFzLdLF7+LyVkqyCDSaOqtGJJReu6TrKqCszNhx0DSRKo1l2rf0QNt7nbmnCYRBZhkJ0f+YjnUYZ9JFRHQOUSqJ2oJXKFG+WzLp9ZOSiq21fDUG5QA4Ny3+W4N4DdeZCTwmQqLv3JfHu++VKh45CE0DTtIUT24WjD2Goh7oZDi75w5kyYOQo2zBL83F7XQVkXKO0E3400ayRkcZMfAmUQrwJd8SpVfmO2qIQXaNknsyndHtQZGxYu5LmjjiIZiQgJTcNgv6FD+euLL+Lx2E22zy65hCXvvYdhGDaz3IcVD1DjEk5GY3prmkZh+/Yc/PLLbLrySsrfew9PXh5tzziDos6d63Tc/tJSjpoxg4pp06hZsICi7t2Zm0jgL3H62fkIQ8JtNmuHUHDYiBi8OlB3+bdNiIyDhPRqnTeqjijiPriO290uqBMHemswc7oQdIlSN+KKZAHJ6SGBmMilqJEbcUXCX1rKpg8/JOHSfFDGoSSiuDN5DaBk2jSMIUMw1glFt/RU6PeLBmzOgmmAAp+o32rfBW4eBUe78fCBRdOgusI+P0oBE/k+huUpJaOgu1SIZmNqGimY8FcY8hU0b0jpUwf8h0DZLIg8Aqk54DsI8q4Gb1tlpXKEo3CY48sR4ClEgWZd0Q8RU5OIYf2i8sL5EUXUTngRFMMF2MMXHqxyfTWKmofgTLdjF6+DeB94WNO0/QzDmKtp2sGIC+VS7V8HrP4NYtH6sb6kYZ/CrmXhloXIZvuZVntSE3oshg5GQjyO6ZhkBIxCMiajlMtmZVVNNvPfreQiglU+LLHmjDNodMstNLn55ixb2tnhpP6pUFOlAKcgMvJJZXm2Ihc1Dau2IHfCixgD3CroVYqUhCqVsXMipwNhiBaGWRUMndA07VHEZH+0YRi/b+WxNTzKusLAMZnLg2Vw+rfw+T9gzTTBF+5wIgx8Gr6+Hpa+I3i0KTM/mXK50dSBxQcc67KfPagTDMPgtSFDCG3YYMsF//zuu3QaNIhe552XXharrGTB2LHpugUQA2c+7kOC6kTI9YMIjqi/rIz+778PQMLjYe5XX1E+fTrBRx+l1/Dh9Lv5Zjze2g15TdNocvjhNDncpE+4FodNRxj7quqKrNI/FGGitkQ0nJuJMCx6YzWFSyAKODcipCVls6kNWJEQqUjhhmw1GH8o6sSBrlMRZRZc++CDpMxInJo8dHMCnK0S5F81Ge4Wy5Lwl5SwOJEgdd99tuVGmzZER41ijWO/q8nMZniaNmVpOAyvvQaLFwt9eGtLoBmZBx8IQneHfG+2axTaDIPuFOOaRLYT8gCaRo2vGZP3HpX5WbaUnwZM/xlKtkdH9KHmC8Sto95OEeB6amqaM3my04jKQ2Tl6oNTEVQGsHtwMh3dFEFzWJPl+82wzEUNkUHxY5FOJPUiiaBdrahnsenOBcMwKjVNGwq8oGmaJLGfYBhGHRqJuGDeHGGxS5qQLCjKlrFT63LVQmo5EMh+KHKozlV6YwjfPqXYkh7Ncvy1YB40aYKx7jdIJoVQGO4+iZyzcu1OlSmXzoZzfSMcpuL22yk5+2z8HTrk2NrOCh3xY9U2zmgI9aS/IeJSm7BqJ9wQx/rxc3HTZBq2Kss6UksvgbgJz2Jn7wtR7z4Q2aBp2uPA0cBAwzA2NNR2txsa7Q1Dp0AyJhwI2Rvi+Feh6i7YMBsqV8DX/0bkLRU4o38aojh7D7YIvy9aRNXq1RlE0kQoxPfPPGNzIKY/8ACG6Tyo/HUD+82dLbZQEAjQ5IADOODOO2lxzDF4fD42LV3KG0ccQcJUoYls2MD3999P9cqVHPfccw1whqsQTdxlvElWoEohf1mQ9Zr5V04Pi4DjgVYIbQKZ6PYjIqtnYImIStZPLqrEDkeJqBMHuk5FlFnw45dfMmbUqHRTuRKE2SZ3Lq9WM+wZApkvauLxEDDvtxIsB0S29ZL2RRI4bckSFp5zDpXff287htioUQSvu44mZCpBFni9+HUdgkGav/cehcdZikTGoEEwfTrG8uVoPXuiHdPbnWwdCMCaXFxc4Lvx8OzVsGaZOAAZvPMh5rZsmdV2+zO5138YMGcEltA8Yt6WFCYnfEBJBxiyIvcxNRRSK0D/Bbw9waPSDkPAP5k8+RoGDLhXWe4HhmH6pPXE0wgHX8aHpYV6O8KBqA3Suq1b99wtKzbdeWAYxiSEIP/Wo2NnWLJM1rQK81AXdQZaIUozGHP9GBB3aAZI6pEMLMtMRA5FbQNXIT4Spr/v7d0H3733oR11FPqNN2I88QR6KkJtdI1su1XNWvm/W7YiAYQTCX7q2BF/q1bsdcsttLjsMrRcVO0dBmGs4uMyMp+VcmAWVkM5t9ChWh1fhLiifwe+RkjDumUXUthnAj/pGyoDUlChAKtxiPxFpMaf1Ib8M3Btlu3sPGgQKRZN09ojWnZ2AVZomlZjvj7Zgm1tkyLKOsMXzGwsV9IBOv8FDrjMrJVQbl4ZhpQ2oHQoPzlrOxyswJrycqZOmsTqVbtGejsZi6GZNCU5GJpjOzUVFbZ1577wgm0okbQSOS1nixcUNmtG8/79Mfbdl/JIhAUTJxL+XSTNZjz4IMmoPYqRDIeZP3YsofXr3TZXT8zFLtsax1Jw8CCyCj8gBiE5FcgrMRH4wlxfhrcSiEHtK6A1VspVU76rXgkPYpCrGy1rO6JhOdAKflm+nMv//ndeHTuW/JIS8nw+mmP2YEA4A/L/1mQK7Mlfq8vgwYCdzSD5xhFMvjHQ7uyzKevShRannup6PDJaKF3GxuefT6dx42j53HO0nDKFDuGwzXkAkdnSDj0UzznnoB14IDTPonLUsQtUV8I7z8F/74NZ39odjVlfwP1nCudBHox6YFmhwRVTxRg5+GH7yvJhU28zlZ7R5MBcGxbZ3YX/hgmt4dOmMOtCiNXzWTNqoOZ4qO4Bob9CVXsIX644OoWIshp12pPFj5fXb19pXIRg3hUjjIu9gRuom/MAlsOxMxhxOxl67At40LHmj7j5f0oK8SQEvShWBdGwWBQzP0qPvJomBBq9PujZE/QA2ax9+QjoWSYeo6AAzjobBgwATcMYPJhofj4xjyenwKj0XbJ9FjJfckxJYElByzBTNVZ0JrFmDSuvvJKV11wjtuPm8fxhCCMUBFcjMnxzEKpnvyIyij9hzzLoiDlVZvALsUOmi6QcxWHYx4C+WMXWsr+DfDlrHfwu2we7J1qGyHDI2gj5jDcHHkNIv97LrtBQrkEyEIZhrKQBRsAGbSSztdCToibCX2QRF70BOGsqvH8a/D5H3C/OwmnMZeG12+zQIpEIEz/9lFBNDRPGj+ez8eMJBoPEYjEGn3giY8aOJRisS3nmjokW++6Lv6CAWE1Nuv5NYu3y5Ux75hkOu/RSAGKbRXbbWcok4ax3kP+HN2xg7QYrUVaxaBHzXn2Vv8+ezdoZMzBcCs6CPh+rPvqIbsOGpR2cLUNtVXxliEHGLWmtY69xkDAQNAcPlv6g+hlYKdaOQE92wAGsYTnQJlYsW8aAPn0I1dSQMiV223o8NnarnDbcpgYJzePhoAsvZPUXX2AkMnmu6hUf8Iwo3m17xRUsufFGDJdMQTpH4PHQ7sUX08uTCxYQe/ddvHvvjV/pcp6Bf98P1/0TIsrQmF8A550Pg9qKMGg8JihNhx0Lj7wjCqdfudVsFmfCSfHNhpNHQb7JaO13Jfz6FSwcJ76bh7C4ZBBFBtt0oKAAeo/MsWHg+5Og4mvQTRLHb6+KpnIDFwjxi9pg6BD+JyQnY5mAQPwl8OwDecPNFa9AdIXtgzBOjgSuQWT1tgQ+BJXJ3VGsHfJ5Xo1wW7tQD9ZwLVA9ulwFnrs23Gz9BKDFQUuKdk9uiTw5A/gMg2T3/fH98IOoO5o3D/ofBtEoRtS+dZk/1lq2FL2F1q4VMkkgnr3iYrzDhgGgr1xJ5C9/gZCIaKsmqBMylKS2QzP8fpJ5eSTDYUilxHc1TYSilBNSRZ/sB5ti7aOPsuD554lXVxNs1Yrud99N+wsucFt7O2ETlhyWDMeoA5Q8+7kIBTXZS0k9Qx+idjChbMePGKR6kRmjWoFFO5TR4GxV9BpifpZumuQ6yMbphnlMoxESzieb6/VB1E01GOlnh8COJgafUUSJIJAOarA9RDfCnAfgy9Ng1t0QcUS5UnH49ip4uRRebQxvdoJfP7I+b9QVzp8N+w+znEvIjL5to7H66ylT6NSyJZcMG8a/LryQD95+m1g0SlVlJbFolIkff8ztI0Zsm51vJ3i8XoaOHYsWDGYmFBMJ3rv6akIVFRiGQaN99rGVGzrh9rNIw1GFnkgQ27yZ6fffT7P990dTah0CCC2VkpoaZg8fznvt2rFxxowtPDsZB8r26LVARC+yOYBuupoScrmbwSWvwkmIQXTHK94yDKMSQWB/QdO074FH2RoOtIn7Ro60OQ8AATPipt4bMj7lhKRLt95/f/Y5+WRK27VL54PcEuVlXboQKBbaEr6CAoKBQJrNLrcl/zcAzZQNNqJRKk44gd/79KHywgvZeOihbDzqKHS1odumTSCzYGeeB0+8IDIOfj906wH/fQPeeBhC1RAJCSJ2JATTJsL418T3ypdknqRKvnZaHL4AdDwUBl5p/87qaXYFOvldKZMptzP449wZiM0/wqZvLOcBRFg4UQG/jc3+PYDYN7C+F5R7If4amTKKYYg/6lhWAnyEkDZ+CJFz+iOQAiYgGs79gpCG/RhY2UDbllFXHXd6xm6AHIGeZEr42Ll6DcpnPLlwIfoS87np2RNWrYannoY7bic54CjigQCx/HySxcXQtCn+iRMJLFmC95proGlTKC7GM3QowR9+QDMFNeLPPSfaRiuQToT6imE5M/KRShYUUPDIIzSbO5eCM8/E07w5vr33pvCuu0j43QNDXqzMhBon8FdX4wFia9Ywd/hwVirBjO0DmXupwGqfKfNFzntWdSTmIAIFvizrBcyXHJyiiNrDjxG0pVnAZ4geSoWI4JrMRcvRORv8CEehwNyHjJgEgJvNbRQClwFXInSFdi3nAXa8M9q2RZR6DDYvBMMPHAqbNFj+OpTuA16zmLVmJcTaQ7Gi0TtjMSzGHgnz/w3a9HZXJJGY9Dlp2dgcqGthnK7r/Dx7NiP+/W8ge0xJ83j+0EK7aE0N4cpKvD4fRY0b43UMaHU6X5+PXk89RWRzpu2oeTx8NWkSkQ0bKDzvPAoMw3YtajOvQTzuTVzW2ZyXR6POnWl7wAHptK5zODaAKd98Q1l1dZ0yEdb56gh6koFIZ8qtOY/wAyzpOOfnMtrh5HnKMPBkLFk7JzyI/hA7LmWiQTnQJqZNmWJzHsDqgyaHfTnFyPiTrrzXAI+mcfaYMXh8Ps7/9ltGt2pFOJWyCYfKe/CgkfZou9fnsxU/S3tb7reRSVWqvu024pMmichmRBjTie++o/rKKym94w4Ydg58N11kRDt3hhdfhb+eIV4S836EsEvkLBqCZ++CzvtAm+4w/2v75yGEo1DkhVQK/EFo1ATyS6HfeXDkZaLRnIrCFhASylB24rgKD7SqpRdO1Sx7EbdEKgSbp5O1NiExDzYeB0Y2TrIJoyL35w2K1QiHIAocgJBdzjZGLEM0qlIbWKUQRk4btrzAMluxp5PauOvDyGjgqXyGcCJqQwghKZ445xwKxo7F26MHFBXBBReI7OW/R6IvWIA+ZQpa8+Z4TjgBzWQA+B94AP8DD7huNzFhgnjWXCCJrbIo2nbcmkbRHXdQYNYvNHnttfRnle++i5aXhxG3Z0aSiDtNLfeQ5U6SrKMDqXCYhbfdRvu//732C9MgUCP5Kax7Xq1ZyIXl1K24Wa0SqcYqdJbOixz15XvZXjSbopLcnrxyhcBARD+KHS84t62wozkQ27aIcsKJsPlTMrSCg0fCiZMhWgFvHG/vQi1RdCIc86F92aI18MUw94opjx+6PQL7186trWth3AfjxnHfyJFUV4sC7VwSkocecQTDR4zg4fvuY+aMGZSWlXHpVVdx1Q034K2DktCWQNd1HjvtNOZMmEAsFMIXDOLxeBj+5pv0Oemk9Hp1Pd+3Xn+dmc8/n8HPDJaU0KlHDzZMn55mPUoaSrZr4qb3L4cSdehpN3Agg778ktUlJXx+2WWEZs9OF8vatldYSPsnn6TT+efXeh7W+X6CiDSmmbKOvau6QD4EzWgBwNIhZwAAIABJREFUliORjzBKmiIoTjLV60FETk7CUnWaj+h2q5bUySS4B9Edt/a+FrsCWrZqlVEfVIHI9XgQ94B0t0KI2JHzCTn8/PPpcLCQvC1s1ozeZ53FfHPittHjvF66nmXVPxmGgR5zGU8wGbt+P51feAGAyJgxGRFJYjEir71GyVdfwKpVaCnzWZg3H44dCAuXiQintUMy+tfIUX7dMrignzjiPA8U6taNHSyAU0fCyVdBtBoKGuWM3gJw2A3w0cWiCWeCzIfPADx5QpQiF4It7VLZKrzF7ssBqu8Hoy466m6hgm2BqVjSkAaCq7038A/cnYiVuHPGNOB3xB26JchleGX19HZNxLMUK9QRspEoQGr2bKoPPpiiSZPwHWSPcXi6d8fTvS49esCIxYiMG0d85kxXMSiApN9P2IUmCeApKaHoH/9Ivw/NnEn5XXcRmTsXT0EBqUjE3s8Wu/OQ3gf2GL80s6Pl5RiGsR2Kq2UFB46jkO9r278HQe6q7TfOgwwytNy2h0zZLXklirE6/6jH7AGOQDy7jRBS6DnGqV0YOxqFaZsVUQJQ/gWZg6sB66aaHNrV4MniPW5eBKunwNJxVtRNj2JTIlGhJwVdqgERURpggZWklqx3P5bhM23qVM486SS+nzaNRCLB7xs28NA993DDv/5Vr33OmzaNkSefzCUHHsgz117LxjXZJAnh+3feSTsPIIqh45EIT51zDnGnYVQHHHzBBfiUrtASmqaxfvp0m2S31C2SsQz1lWs6VbML/sJCDr7+egBaH3YYw2bN4vBbbnF9SFLxONF6FVRHsAq9wJ2ZqkZA4gg+6JkIBl+huex74FOEtXYMoiDsBOBs7GL8PcxlHXBMg4irNMll/7smrrn5ZgoK7L3oYsFgOtWfQFxpWYAo9TIkPMC6RYts3z/iqacoatYsY4o75sUX7VK/uo6RJcoIsP8PP+AvK0MPh9Gr7cptMhvij8eJLlsJcd0u1LWpCrq2gjbF0KszjHkcuh0AQaUEXB6KzVIxIGZATUBkFZq2gYsehlOvN7MQTWp3HgB6niWcCF++OB7nw6cDe9WSfQBI5pATNnKoSSVmU6copbGu9nW2GiFgHNZFAHFHLQZ+zvKdXBLLO1psbydFluZpBuIX24gwEWXTNec6YZSxwDAgFCJy9dX1PozEt99SdeKJbOrUid8bN6bq738nmkhkhJDkfBa8/vqsBdWpcJjY/PnosRjLLryQ+X36sHncOGJLlxKeM4d4ImE7FzlkuB4Xlgkv95fftu12VmZyq1SU3XeyQarXSKpStqBoNtKyimzN5/IRgTm1XajM9J+E6PEyiN3VeYAdz4F4H9hf07T9ABqqiDINbxZeudecXYs7CsPfCUODjeXw/p9hwvnwQjt4pTtMuyh7tsqXD20brnQDYMAxxxBXopkprEdH3vLSmXAbfCLhMK+98AKbKuqW0v/y9de54dhjmfb++yyfPZv3n3ySi/bbjw2/2f25WCTCly+9xMsjRhAKhTL2rWkai6ZOretpptGhXz8G33Ybvrw8AkVFBEtKyCst5airrrJpGKmmeBiLfi3Vm3KZyRrgDQbx5edzxD330OlPf7J93uLoo/EVFWV8zxMI0Lxecopq9irXEUljP4WgOLyMyFxUK8sTiKmvHFHP0J7supurcB88a7Ck5nZtnPCXv3DbvfdSVFREUXExwbw8jh8yhNe++opWJSU0ycujSNMoCgZpqmkUYRdV04ANS5fathkoKeG8VasYOHo07QYNoucFFzBs1Sq6/e1vtvU0r5fig1wYWZpGo8GDKTSLpKPjx4PXa6vnUZWeXEU+dSCRhFAN/LIc7rgJRgyHR9+FgiLhSMhBAccGDEOMhze8B6+sghMuycxc1AZNgyNug2vWQ7+rwJsvbk3pTGgFcOS9tWwECC/K/lkqxz3q70PdaD514KlsNRbjfixxhMyrG7pm+U6A3E2xakOuaX03yj6AqA1SIPOxVVhy34b5/2asMljZZNpZLwCQ+uGHeh1CfPx4qgYNIvHxx+grVqCFw2hmQC2k7EMGL6JA1Ycfpp0L9ZUEjESC5UceyY/t27PxhRdsRRzy11V9+dpMZ9WJ8RYU0P3eOjyzDQq3+VCqXRZgv5/VLL3qeDh185zbznXfu+1fDpwehOSrrKcoBM5lj4MvsEM5ENuqiDKNrudbtQ4SniB0OkdMhqk4tP4zELRT5qJAIiJ6OySqQI9DzUJLM9RtDmh5KLR0djzdOrRo0YJThg5Nv3frMawm5twQDAZZscxZZmIhmUiwZsUKqioqeHL4cGJhawJPxuOEKyt59U6rPmTzunUM79aN5664gnUrV6aNdueg5fFt2QM36MYbuXX5ck57+mmOuekmSvbaiwl33cUmoBLLDK7BchbUskHIbT7k+f2ifMow2Pzdd+iOaHGLgQNpethheJUItrewkFaDB9PEzTDMClU5qT6R/yTiBgw5vpdCZDTGINh8kxF0p48RMq9rsZrKuUGmYncPXHrllSzZsIGJ06cz/7ffeOmtt+jWty/D7ruPph060LxLF4bccIOrWhJAtLIyY5k3GKTnP//JkM8/Z+Dzz1Pcpo3rd7s+/TTeoiI0acxoGt6SEro89lh6Hb2iAl15RlSmek6tLJXlEAnDGy9B684wcSVcegv4fNlp7/EYrMxhvNcVgSI45hE4fozop+MvhrZHwVmToGXv2r+fypEhyM8hh1p8I2jKeO6qg+kB/58cy1LA44ip5lrEc7O1yPYraWQXRGiNoDjJXJPPXHcgW2foZ62O28rt7nwwGjVK53PLEVSGdWQy26U5WokIzVQq6zjnD61Ro7rv3zAIXX45RCyqnVNtKY4lwyo73SfmzROOhPmqNF9yNg5VVpJal/25kRmWMNk1/2S2Q/71FBVx4PPP0/acc+p8flsHNYvgvC9lYxkfwomQRc7FyndkmFBWtGWDnuXzXLUT6nF0RYwV5wBXswP2T/rDsMO5UduiiDKNvvfBpp9h/XSRujd0aHwg9HsUfnwYvr1FSLWmAMMLBQFosh+Uz7UrhIA9JCibzMgRxwe0PkhsX2vYeoNlivGfq/GrW9MZDQhXV3Pr1VfDxo1UrVqF1+fj2NNP518PPMDUt9/mvyNGEIvHCcXj6LqeVo+RSCWTfPrcc6BpXHT//bx03XVsWrMm3d1XIoE1bXq8Xrr177/F51zcsiVer5dPR44kpXBaZdsWeXxxrFiEMy3sVv+gASQS6QTnL+PG8d2IERS1bk1J5860PeEEPH4/Az78kGUvvMDyl15C83rpfOGFdDzvvHqmedVpaEsn8SR2Q0VK1BmIvhHqgPgj4kq4VYVoZLZK2/WRl5fHPj16AKJeZ8Sf/sT86dOJmpS7/z30EHlYvb4lNEDbQp30dePGsfjGG4lEIgQLC8nfe29iLVpw0Lx5BFtb6j/BgQPB1IJ3Dso575aMdJ8HFvwMA4+Fi26GD1+GVUvcH4JAALrst0Xn5Yp9/yZe9YW30GrArMLnheIe2b/n7wZNJ0PlvyA+A+L5kOds4KlD4Ezl/QZEQ8aHEaaVF6EcPgYY7LKTOPANIj7dh0yGrUQ33EdkP0K+0Q0aort8N4SkbAAhJ9sQjr2qpQuZoabdBEVFVGDPteaaNyHzUbFdtfx8gtfWvQGYUVmJvjZT0t2De2BLGvORVCprHyMDSCSTtcbU1ZL5/Px8IpJGbBjpz+Vs6gkGOe6XXwg02V71QhJpLTrHcknjU3XyDazOFrLqUaUMymasKMvU+9/5uUH28KK8Qo0RVOGdu2P0tsIO50A0OFZNhjnPQLwK9j4DBn8ClQth0zwo7QZNe0P5NzD9NkhFxSuNJnDQgzD+JDKazDvvd7WJHMD8xyFZDYc+2aCnU6VEQrOZNG4DoB+ziY6us+qbb2wKtB+8+CLTPvkEbeNGqiIR22AbQTgCqjCobhh89tJL/Pz114R/+SXDeZDHECgsxKNpXPPee/iySMvVhkQkwnODB7Ni+vSs+1HPV/LYvYAvECAVj6MhMhQyxgdZJF+jUeY9+igenw9vMEigUSOGfPMNhW3a0PWSS+h6ySVbdA4Cqku3pRN5tmiJzLk4EcEaONW/QRpSGXlnQTweZ8mCBTRq0oRf58xhwXffpZ0HgGgoRNzjobHpOMscjUfT6H7ssfXe37r33mPOueeim1m8aFUV8RUr0PLybM4DgH+ffSj429+IjB2LHgrZ7k85XbrC+VhFInDH9dD+HejUBe57HS4aCIka+4Pi88NeHeHgY+p9XvVCeA38fD+s/gzymkLn88RLzQS3OANWPwXesFWq4wX8Pmg2JPf2A32h2TTxf+R4SH1mZSJkJCUxEvwyc/s4QjxAjvOyG/w1CDlH9covAS7Frkl7IkKm0fmL+BFqUWPM99I4OQ5Rh5QLhYjeLA0Njd3d8NHy8zOImrnmTbcRViqmaUDwwgsJms3X6rT/ggLR/8FREK2axKrjIrMlqlnsdpwSCcgoxJZmNh4Ppb17U9yvH0UHHUTJgAGsfestfhk9mtDq1aRM9UJ/WRlHfPvtH+A8gP3s5V+VsKV+FiZTb1pCzm8yvyOvpLofn/I9OR8XIzKBi7DPo34EPbgnu/szlAu7tgMx/S6YcT8kzSHktynw83Nw2pfQWGnQNGe0aBrnRKwSjKR7oXQCK6gj9RjlvZtCcHcXPw997oGAm6TmluHkU0/l0QcfJBaL2bj/6gDiQWgDgMWxlJQeKTupRmFSySTrV6+mwDBcWfExhMkpZS8NBJ1p7fz57txswOPxcN6jj9Lv9NMpKKl/Y6Tyn3/mo3//m0Wff06ypgbNHOzc4ByEQ0CzkhKMWMx2fWTExU3ENP1e19HjcfR4nGQ4zJQLLuBPEybU+/gzj1B3vM8Gt1CshCy4cSbBc5G0ZJ7GAxyIiK+3YXeiLwG89cor3Dp8OIZhkEgkaN64MYGamowB0BcIkERMK4loFH9+Pv78fIYqdKO6YvGNN6adBwk9HCaxerXr+mXPPEPecccRGjMGJk0SBaBmtDCE5cSn71XZTEJCPpwL58KfD4efVkLPvvDRCnjzKfhsLKxbCf4AHHsGXDmqbsXSW4rIWhh/AMQ3AUlR61DxDfx4Oex3B/S8SVBHS/pA26tg1SPgS5hZWw32Hg2BeiiF6VPdbWZjMRgR0PIRuu/nunw5jFBIk93ZDQRdwcme/QShuqI6lBsRZfh7AXcjKFExRGah4cb+Pag/jFgMNE2oCpnL5EjsnDfUZfJ9ChF88uTlUXzjjRQ4JJoz9mcYVI8eTdVDD5HauJG8/v3xde+OMXOma4xdFS5NkNkSLRu8mkbKMNKOhuxEoGF1284vLqb7++8T2Mui3HS47jo6XHcdm2fOZPMPP1DQvj3NBg2y9T3avkhgr0Zx5l38WARl94J4ARkmVRWVWiKuzGZEtr0TVt8G9YqBmBtXmsfSDBFk2A0zdvXErutA1KyB7++1ZxSSIdgwUygpdTvdWh7dhOtjq8dh2atw6J3w9Q32ng9xLI6O/CtHHinT7wmIvhKNc3STrSeGX3stb73xBuvWrCEcDhPzegkahmi6rut4ESU/0iwowM6uCuJuOhqGkVMMLYowYFSDXNouzoyHx+ulz4kncrQiNVcfrJ4zh4cPO4xEOJzmpKulU06oy7yIc45UVaU/8zrWqSs72EilKJ80iWQkgi9/a+g+ThZqrilCGvzqOj5ElKQnwlBJIYo2cw2oTngQBs6WdtzdeTFj2jRu/Oc/iSjG/Oq1awlqGu0cNQ8+v58zH3oIbf16fps5k3Z9+3L4RRdRtAXRuUiWWiM9kcBIpTImbU3TyD/lFPJPOYXUsmXUnHceSbNhYbJjR+IeD4HFi9LPhAaWiq/8P4WQlY6E4eNxcMpZ0KgpXDoSzroCJrwOv6+GA46AAkU9pHIdTHgSFk+BVvvAcVdB67rJUmbFvIcgXgkk7Q+vkYQ5t0KgMex9qRCuCLSFQGdIboLSg6Drg1DQJff2Y99B9ZOQWgv5J4G3BHdhAGkwgOgi64YU9g7Qi8l0HkAYGO8iHIgo8BTCYfCJ8+RPwCnsMT52ECTd20xHyaxMkYmrhM9Hfs+eUFpKauZMvC1aUHrrrRSdd16tu9s0YgTVo0djmGNN5JNPMAyDIHaTNYowEZyEu7pA0zRChpEm+ESwcs3pHLfPx4Fff21zHlSU9epFWa9eW7D3hoIa7Zf1hW6tOeXnktwpq0SckFc2D9F7pS7jtfqM+rCCB3tQV+y6DsTqr0QvhpTDeEuEYNl7dgeiy6li/aRj8knFYNVrUO6HQ66BH56CRBgCuhgNZONBsO5F1YlIxaCoQ4OeVllZGdNnz2bsSy/x+Wef0bZ9ey667DIS4TBn9O2bPbJuQuo+ZwTpXNZVkURMzZIG5HQe1Mc+r6iIfz77bJ3Pac3Chbx53XUsnjqVwkaNBF8zFEob9er23ehZ6vsCLEUL6TzIn0ONQNWHEezsQ1F/yJZAdaVx9UZETOYhjvQARFmQGqtagUWr8JFdC1ttEfxHpKj/eIx5+GGiEXuGUdd1ooirpgqpebxeBp17LsGtchgF8tq3d3UiNL8/a8Sv5u23qbj5ZpK//IKvfXsaPfsshSefjKfMNHzjcXjtVRh+CRipTI3GdNPVCPy20lr+83S4erDoTB2LwLtPQef94PEvoXod3NYHojWQjMHib+Cb1+Ca8dDz6PqfuGHAL+Nh4bMiCOPWhAUDZt0EXS+B2SdDxSTQzfH3901CrKLP52RVhqp+DjZfKTILGBCbJmopSvNBU3/rPPANU2rRLkYIDKjwIeob1OqXONmzdFIJ73lEvxUpOwVCYrklcHiW7+7B9oRWXGyjJqlzgJzP5KicMJcVDRpEq/HjLdGDOiK1eTPVTz6JoUqWm85LDeKOkiz82iQs3OZVcQIamt+Pd6+9iJaX2+bHNNu/sJB2//oXRfvuW6/j3z6QR2oo/8uzyNYTRZ2tnXUPcptJZf26F7nvwdZh1+UxBErdJx/NC3kOQ2qfc6FJT3unaTAd4ySkIrD0MThnJvS7HYIeu8PgZrV7gWaHQKD+9J3aUFhYyMWXX85bH3zAQ088wT7du7Nfnz74XQY8GbmXn0gtHyehRiejysMGHfHYRs31nN9P1yJ4vRx3+eWUtai9CVIqmWTa2LHc3rs3cz7+mGhVFRUrV7J24UKbw6CTOeyoQ488z0LlO/JzVc5OwjVu7/GgOZWiNI3mhxyCv7DQ7Rt1hIG4apJAVZszko9QYYkjpp2NCGdBVQHyI1QhZDZB8j+dkGQtH4J2sft0yFRRvmqVq7pSXkEB/oICCkpKyC8upnHLloyaOLFBnAeArnffjcfRf8JTUEBelqhgzVtvseH880kuXQrJJMlly/j98ssJffqptVIgABdcCMcfD0GX31MuysuHA/qK/w0D/n0GhKuF8wAQqYEls+CdJ+CtmyC0STgPAHoK4mF4/iLX6G2tmHQxfHY2RKtyJ9sSlVD5LWyabDkPIP6v+g4qvnT/nh6GzVeBoar0hyFV8//snXd4FNX6xz+zPZsQCIQWqiBNKYIoKCIggiKKqIi9Xtu9/qzXK/ZyrwXFwlVUUO8VxGsBLAgWRDBSFEQERKRICz2UQJLN9tn5/XHm7M7Ozm4SiqDk+zz77O7smTNnZmfOeev3hXAXxH1fW7zbB4PrRcPOFyESI92IQLUshMVyHMloj/Xy6EF4GQKIQnHm2SSMYEKrwZEAxenE3qIFkMhkkUTZkv1oNyKFvQRQPR5yzjuv2soDQHTNGvF8msdAwpBltLGn8x9HsGaDwunEdcwxuNu2pc2oUdi83uS1zWYjr39/uk6bRpvfnYq1KjCSrocQVz9A1ejEjROJca2TfcqYiM78mcXaIw1/3ivd/EzronB2N3S6MXmbww3D5kK/MZB3jFiEc0muy6XYYfc86PEwND1b30ZmM3a7GzP8ePDR5ZRTLLfLkCbpQt1MatThHgQ/iazMbBTWpZEzYviczt7tcLnon6E688q5c9m1cSNPDxrELfn5vHHttUQCgbigIsvHyDwNI+OzUZEwFqCX+6T7K8y5IhoQdbmoe8IJ1GnfnhbnncfZn39OrZYt4zUfHNnZuOvV43S9SvD+QYY4GKNupQs2nbWlCzAJUTAugFhm1iKsncaJtg6ikI2sUeFECEWypGAWwhLTBJHIeTjd1YcXfQYOxOVOpdLUNI2Pi4oYOX06z8+cyZStW2nfvftBO27jSy/l+LFjcev0rq7GjWk/ejTOfGtq0pJ7742HPsTH6PdTMmJEauP/TYEb/wrZ+v/vUMRfbkNw3+dkw2/LYM8u2LQGSnen9hEKwJdvw/KZ1nlee7dAucV+mbB7Gaz5nwgXTZfKA7q1wQar/wVBf6perVYIr4QV/J8K74sZzgCoq4CbwPkKeOaBexJJVK8oiFC+H4GxiPosM0nl3nIC/0IsAlKYzELQrg5FPIvpls/9CUypwaFCwccfo7ndKIhbUtZdkGtJUklPRSHv0kst+6kM9ubN0SwqX5sNdvFDkapfhxGKjBxjGBFIVwrss9loNG4cittN48svp9O775LTqRP2nBxyTzqJE2fOpPvXX1O3X7/9Gv+hh7wKRo+dEemoVlOIdPVXXaA7Qtk/HjiFo7mo2+HAnzeEye6Ei2bCx4PEYoYichj6jYH6FjkJDjccdy34f4GVL2JNgqovGN1HwpbPxdpiZWHTAM0DLS88eOdTBdzz7LNcd8YZBA1CiDsri/OvuII2XbqwacMGxo8eTUUsRgmCX9osdMtUJRdCHJU2c4WEcVPGWhoTwOwOB06Xi6H33cfM997DW6sW/S65hHyDtXXyY48xbdQo+v7znyzTraqSE8joqLSqbWG+zHI/qxpZZhgVIQei4nTuMcdw/ty5uAxF4gpWrGDjxx+z56efyG3ThtaXXorToohc1TEVoZpZhQ5pCOaVEhLeBQ2hOMisFSNrUxhBzSor+0YRjObZCE+FbGc3fB7G0UbVaoUb7riDd998k30lJYT1Bd6bnc0dDz5I3fx86vauQrXk/UTBVVdRcNVVaLEYip6wvK6wMKWdpmlEi4pStgOomzaJJFCjR9XjgWdHi1d5Gbz4JEx5B0p2iZu8ohhefAheehBqu0DOCdIdKbuyO8CbC740ioLLa709HTbNFB4MSFTGkk4wY8aqAnhU2KF7VySdjNHwWz4Llk6GSDE4csHTFDwNIToN7GpyBU15myv7IDgGgjHwuMBWF5xjwHGRaaD1qZyJrDcwGfgU8Rz3BProJ5OnH9QsMCqIKvA1OFKQ1bUrx/z0Ezv/+U9Kp0xBVdUkQ1QcikLrL77AsZ9sRI5GjfCedx7+6dOT6j5A6l0iTUkRkg1g6VTPMEAoxG8PPADPPgtAg/PPp8H55+/XWH9/GFfwdOZHF6l5EBqpJLzNEYYzaRg4OkNzjwT8eRUIgAYnwI1bBE1rpAKanAauSjTURr1FuJIWSzZNaCo0PVd8rtsJ8jpAaGWC3scIxQ4D54CjmovvAaJzjx689c03jL7/flYtW0ZB8+b87bHHOGNIggqxTm4uox57LG1kgdHab5wCZSCOG33Cs9vJys4mGolQ0Lo1lz78MHOmTWPCyJGE/X6cdjtv3nMPvS64gP8bMwY1FOLTZ54hEkzOSZGKiJxA0ykC8jLnpGmjkjnDIICYbjwFBfR99lmOHTYMh8kqbXe5aH3JJbS+5BIAgnv28P2997JuyhRsTiftr7uOEx98sIoJ1VFgFelDluwImkj5WZ5VlIQ7VsZaS5evZO9Zioi1lvuYxyP/rTeBGyx+P7pQLz+fWcuW8eqoUXz92WfkN2jAzXffzVlDrClCd61bx6znnmPLkiU069aNM/7+d+q3PrAEO6UStqNt995LlMTyKeV8G4i450w1R2rlwiPPQF4OvPYUhPRnLBYUD2xFKDn4WyZ+ZHnhvBsgRxVhTGHDQu1wQ7ch4Klm+J67jsg9i+lCQhSh33oBp8EUkEVq1J2UpqS7NLyIhPWxFCKbE23lZjeJHMwElZp4C4fBswMiV4PSGOz7U9izAEHlaoYNuBoR+iQFIrs+oN4kuOtqcCTAfdxxNHv/ffIWLmRV//7C02es4Ox20+q996jVp88BHSf/7bcpueMOfG+/DZEIsViMsKYlrQIxhPHOuE1B3C2V0WJUrFz5BxXazEqBFeQqr5GIkTCyCCoI5eH3latqkB5/zHuxOrDZoenpVWu7/k1YcjvYY+LetQMxO8Rc0PMNWPMWrHlTeDJqt4bgykScDSQsawVnQf1DUwuvMnQ++WT+O2tW2t/PHDKEMU8+iT+S6kKsSlJxGMiy2bhkxAg6de9OfrNmfDt1Ks/+3/9RvmtXPKQopqoowHcffsiyWbO4csSItEKUVCAyhUtXJelMvpvPQ8oaUSBcUUG9rl0Fs5JFWEt8n1CID3v0wLd5MzHdar3s+efZPncu5xcWVqGInBQF043MSHifSW0yXhUbopbqFyS7gDWSyWll5WobIjyjEi79owD5DRrwyKhRPDJqVMZ2mxYv5qW+fYkEg8SiUTYvXsyiiRO549tvadatClWV9wOR4mL2Pvdc0j8t47Q9gL2qVKtT30koD5DMDmeEhgjl7NYPzr9ZULluWQHz3xaKgxqGVifDX96o/sm0vgjm3pl6vJAHuj8By+8Fdyz9wyzlBZf8QsLdaCa8ByGn17LYDoZ6EH6IPg32adU/n4zojvBEfI7wBioI0XC8fvD+iHyJGkamIwU5PXrQZf16dv3nP5TNnIlaUUFOjx40uPVWstq1O+D+bR4P+ePGUe/ll4mVl7P5wguJLVqU5JGoINWsJMlMK0NWy5YZIwOPXJgZj9KdhbwyIcM2qTikMx/W4HDhz69AVBXBnbDkNmG1g8R96rDDqVPgl1dge6Go7wBQsUU08mjJCdW2LKhzgrBuVKtS8e+D47t25dyLL2btYnnlAAAgAElEQVTalCkEDPGaZkdKOlYmDbDHYkx+6SU+cbvJb9SITatWoalqSs1j6cmo2LePqS+/nOJ9MBpFY4bPZsYM4+d041IQApdZETH2FQPKysp4q2dP1HCYjldcwTmvvYbdIvFt3eTJBIqL48oDgBoMsmvxYoq//55Gp1ZmzfQgXKu7SE3jNo62OvACC0mdfEMIN69Z4Yghwp56UePmrRom3XorIZ8v/j0WjRLy+Zh8223cPX/+ITlm+YwZaZXnEFBv0KD0O1dUwL9HwgcTYec24kyGld1a/S+FR99KzFF/GQcXPgpbfoH8FtB4P4UpTx6cOw0+v0CfAxHvZ70P7AJPLLMMYC62DkKZyERTn25SSGpjTal74GgN3Iagdv2OhLcQYDYimbuGkelIgrNBAwruv5+C++8/ZMdQXC7s9erRYuZM9o4fT8mLLxJavRoUhYiJ1c/IIZQJNq+XNk88wa+HZMSHGsYV3MikZFyz/IY2PhJ+GQdi7Tvy5KmjHX/eJOrqYvtnoFisuloENkyEHd8mlAeAWAhwgGYSPmMBWPcCfNlCJF0fgXh+4kReeOst2rZpk1SbUSZUZ+IJks7EgM9HWUkJ61esIKyqlsZBSEwNO7ZtI2aYOBXTuzyuZMfQTC95XKvf0H/TACU7OykBXDG8xIA0wuXlqKEQv7zzDl+lqSpavHAhEYMgGd9dVdm9ZIn1xUnCLgS/hxyhVJNkKrvRbZVOfDRudyCK28goWXm1oiR8LOkScv6DddJ2DZbNmcM/zj6bK9q04cmrrqLohx8s221cuHC/+g9t3Mj6m25iWYcOrBo0iLI5c1LaRDZsSLu/BuSPHm39o6rCeX1gzHOCsjUcEbKrj8x/t80BJ/ZLKA/b1sD8SaI+RMcB+688SDTtB3/ZCed8BGdPEZ9bngPlvyZOKh3sTsADikGLyMS5LKP1rPqMO/ccYDutumdRDagI5cGs2IeB9N7gGvz5obhc1L3pJo5duZJ2xcUUvPpqSvHGqpCEuwoKOP6NN/5AOQ9WMCYteUhkXMp8P6lUBAzbfVgTz9fgSMDR54HwbYGlz8O2OVD7WOj6D2jQnQRPuBkK+Hdas37EIqB5QYkkrG12QAtCYDPMPxsG/gZZR1bxLpvNxpDLL6dukyZcPHgw0YqKpELa8TAki32dJERYh6bh0ttXRRM1exbM7xGEvUFFTCEy99JY7VpFTDvGf8soX0QUJSWxOi07UzjM4ldeoevVV9Po5JOTfqvdpg32rCxUUzKczemk1jHHZDpNHW+RSG422pgGIHIjNiCuppGM1ogwiQlVBoV30rdtomrLjrGvNQi6yhpIFE6ezNPXXktITzDevmEDHfSijGa49yOZPrhuHb+ceCJqRQVEowRXraJ8zhyiEycm931c+qRbW3Y2znT5F7NnwNrVyWFL8sHQHDqzUizVQp+TC2deDNEIvHAZ/PS5ENxjKtQrgBtGQ6eBIsF6f2F3QTNTknKeHtaZdrJwQJf/QqOhsPYyKP1azKVS9043RYdt4LIJJipsQCjxyGADvOA4dNbmzGaXqjIyaYjwpyiCYa1GYPqzwVG/Pnk330ze1Kns/eorYQCoBPmDB9P1ww9RXK4qhM0e6ZAregAR8ucjlXxdQxRLNaKcBMtCDY4kHF0eiLIN8EFnEY60+ydYNxk+6SOKHhWca60k2D1QcI5IDLSC5geHJu5tM/+o5offMsdcH070Ov10WrRqRczpxI8w5OUi1t2kwrH6u5kqNYqYCirLX5CQgTZgLTKbbfGSqcKcBWC+aaUtXgPCPp8l40Wm8U097zxipsm83VVXYTflSCh2O5569Wh21lkZegPhedhD8qQY1F+LAJ0GOC54SHJcmeFahwSRn/H3MKLIXLqFJ90CI9P2aiARi8V46fbb48oDiLydPZBiIXRmZXHaLVaJtJmx5ZFHUH0+UQ1XHsPvJ7x5M5rhfovtMBc2S8B7UoZcqiWLoEJXUqWX362/HC64daTuaTCcz7Gd4H+LRQL1J6OE8hAOQKAMQhWw7TcYeT7c0RjWfl/tc86IxueCLKBndav2mApNrwRHDrR5H+peBIor1e0ooQHOVtBiEzTwQ51fIOddyHkaso4HpT7YLgT3IrBVRenfX3hIrmJtRMsq7F+OoJP9AvgaEQ616aCMrAZHHtqOHYuzfn1sen2hdEKYPTub5rfeis3t/hMoD0aUI8hpw/pn+YCXA9tIDeiKkVwHqQZHCo4uBWLhgxAqFZ4DADRRfbrwFnDWgZPHg80Ddi/Y3OJzuxHQ/ja9yJzF5UoqY6u/x2NmNCh6DaIB2F0IG16FXbPZr+JMhwBlpaUMGjyY3OxsnIqCpijsIVl0DQOqw0E7PdzJnJfgJVHZwHxWRsOnpH7Fol1lMJaLShfNEM+XJDXESb7ScXFH/X62f58sLLnz8hg6dy753bphczqxOZ0U9OnD0HnzsKWpIixQDEwkfZJYBGgKnKMfXTKTyxJ9EUT4k/FqqQhrzXRE5dt01s50BeUUoFmGMR992LtzJ759+1K2FwMVDgcOj4es2rVxuN10HjqUc//1r2ofo6yw0NrKGIsR3pxgFLLl5mL3pjKLKDYbOQMHpj9Ak+bgzU5Y243xeqEAvD0WXp8Fs3bClJXwXQA++BkKWor9vxorlAczwlEo2w2jzhZKxcGC3SPmWasH2J4Nucclf2/zDnTfCydshwajQHMaCtQo4OwAx/wMjiYi5MneFtwXgvs+8PwCWTvBPRlsbQ/eOVhCQVAmO03bXEC6kBMfohbFN8A0hICkkgjd+I4aoenPCU/z5vRYu5Y2L79Mk7vvpvk991AwdCiKw4HidmNzu7FlZVFw3XXkn3125R3+oRBGsAnKoGljmNJe0meDpIYT1+Dw4+gKYdoyG0vhK1QC/h3QbDjU7wNbPxY5Do3PhRw9fGDwPPhmOOxZmujDWIjAbLKPW8tUmNFMVEkF4cnwHgOnfQuuw1dyvaysjH7durFj+3ZCenJzLa+XDh06ULRyJQFjQStNg6wsFEVJquibRXJoUZhUohQrelZjfoIR6bRZGQCULs8i3T7pvBzG7W5ESFe0IlVQqtexIxcvXkxo3z4Uux1XrcqK1OwDnkMoBFaqjoNEQbeTEdbGkKmNkwQfR1KJI0Tl219I/9hK/9EeEhOxE1Fvwrr68dGCzRs38u+nnmLBnDk0ad6cW+66y7KdBsTatOHRGTPYuWYNDdq2pU6TJvt1TGfDhkS2bbM4iIa9bt3411pDh6Lcemu8Wq2Eze2mzhVXpD/A+RfDo/eIomsWx2D3Tvj5R+hyEtSxSKIPVqIcaDFY/AmcmmEM1UWt9lBikYyuqeAyF3NDGHPsXmh4DzT4O/jnQ3gNeDpD1sEr+nfg6ATcCsxAGACaIwo4WoWvbgU+I5k+wkYyy0wMQfN8JJ1jDQ4W7NnZNLruuqRt7UtL2fnxx0RLS6k3cCA5Hf4sIadBhAIQRaxNVgYwGTxtNrxVFj9Qg8OJo0uB8NSDQLHFDxo4deHQ0xBaW4Qr5LaGs2bAl6dD2UqxzVjny9BVUi0UNQKRPQnpVw2BbzUsvwNOfPvAz2k/MWHcOIp37IgrDwB+v58VK1Zwxz338P64cezZvRtFUYipKr8uX45X05I8CmYRWQbaSNubzKMw28TlJZKhTzJyOZNdXzW1zwSzwmI+NiQY2x0Ipp2C09InWbrr1KnkiLLnqSQUAitOq/qApBR2AsOBCSQCtZyIPIUVpCoPsp8I1lffpvfdEZgP/Kyf5YlAjyqM/8+LovXrGditGxU+HzZVZfPq1fz47becetJJFP/0E2FDnovH6+WK+++nTpMm+604SBTcdx/rr7+emEE5VTwe7Hl5OHITIS/22rVpPn06m4cOjXsnNVWlYPx4nM2bpz9ATg5MnwtDTrZWBuw2KDXHExtw4mCY+26i8Ft8kPorFoWKDPtbIbAbfh4L2+dD3ePghNsgt2Xi93aPwA8XJBNS2LzQ/Frdy5sBigLZp4nXEYlWwF8raRMGPiGR5eUkMVOGSBTH0kguoFWDPzuctWvT5NprD/cwDiI0hDItWR3CJMrPWoXh2kkY34x9hBFsZjU40nB0hTCdcE/qImV3Q8shsHMeLHsC1k0UYU1mrH8HPmoG/vXJEqqstGo0xVspzEbPnBaGbZMOayjTV599RjCQGr7gdLk46fTTuekf/8Dt8cSZkyJ6MZyqjlgqCem4hmSlgqDexhweZYYMp9LSxIJmImqxGlcUcNrtOLxezhg7Fmd2NQtmJUFFFJRabDiKGREE3aMxr2IOycS1KiK5un2GY8VIJF8bXV2NEfkRbuAM4E79eKdytCdkPvfYY/jLy/GoajxFwBYOs/D77zlx4EBcHg/eWrVwe71c+eCDnHn55QfluPWGD6fJQw9h83qx5+aieDzUGTQId4sWKW2z+/albXExTSdPpsm779KuuJjaw4ZVfpD2x8EDI8FjUSwwEoGuPdPve+XTkJsvaj8YEa/qrMDxlVVrNqCsCN7uAIuehKIvYdnL8E4n2G4ID2wwELq8Du6GIkzU7oWWN0GnNExTf3ioiGd/L7AAeAGRjyTNLUESRgej9dXO0e41rMEfFTLnbhsJhcBYbNFMjSIhDWnymQkgno9aiLzAGhxpOLo8EO2vhX2r4ed/C8VBDUHj3hD6Db4dDtEKoWAs+jsMmge19dhZ/1ZYcIMIa5Lmcgmb5DTWIQ3PTpKlZyPtMVgnbP+OaFRQkBKSBOCvqGDZokXM/vTTFAXDh5AtpPiaDjIPwSrt3JwDaUNcGqN3wcrLoAEeRQFNQyX5L5B56/FcB0XBZaGcGZWYmM3GcTfcQNfbb6deBhacqmE+iarSmShZvyJR1G0LsJ5kzTKGsDq2QDA1mdPBIXFlXAgVTDJbnEXVVKijD98VFuKMxZL0fAXQYjG2l5fTrV8/tqxeTcfTTuOMSy45KAmLsUiEonffZdOcOTjOPpumZ51Fwfnn42zYkG2FhZb72NzuzDkP6XDJ9fDOWNi8AQJ+Ifh7suC+kaJKdTrULYDb34FZ/4VfvoJwKdiieuG2bDj1SiioRhjFvBEiHFTTZ4dYRLy+vhGu+iXRrtkV0PQyCJeAMxdsqXVY/vioAD4FVpNYNIxJcsYKu1HEsy9/tyPCmQ5l4ncNanCwoZHI55M5C4r+Xf5uXN0VxL0vDVzm9c6ByBdsS83admTi6FIgFAVOGQldR8DeXyGnGax5DVaOBlW/yaM+oUjMuwpOfRN2L4QVT4IWso6N0SIQsYEzlizbmaUVF8lSd/2BHM5CczfdfjtfTJ2anOsAqKrKS08+SXZWqkVTOtVziZMlWtoRjMugObpLolHLluzduDHuOTBmDbh1RcHYnwKENS2uLBhhjCTTgKYnnECnAQP48ZVXiOjhI7K3OJWs3U6vkSPJqlJ4UmVYQLL1MN3/OhPYCJwH7EzTLgzsQFSwnU6qq1fGioYMv7WgJkk6Peo3bEjZ5s0pV1sBFsyeTVNdkS4uKmLexx8zZsECWh6AUhmLRins35+Sn34SFK7A9i+/pP22bXR87LH97jctsrww7QeY9BZ8+RHUawBX3wonZwj18e2FhwbA1lWCpSkWhZbHQf0G4PJAnxugazUrmG+akVAejNi3WpBXuA1hCIoN3PnV6/8Pgxii9koJiYXAykdqFKg0IB9Ba9kcITQd3Z7DGvzRIAkAjAVjpc8/SPJaJkvLlyDC9szzxmkkXKE1OFJxdIUwSXjyoHEvqNVchCapQVMDDUoWwRc9YNEtULExc2C9GkvIj3KdsGorr7bDBvU6Q6TkgE+lKqioqODVf/+bs3r35rKhQymcNYuTevbkmTFj8JpCd5xAwO/H5/PhMtGYQiJXQSERuWt8GSO4MoU8XXDffWRnZSUtq7IigsNuT8qLMEaHyXZW/hsNcGVn0+eeezhz5EjOf+stXLVqpbAwKXY7zU455SApD3JE5pGka7cRGEvyGUi3rdxWG+iJECjM8CLo7iQ3lYagfHwjw3GPbvztH//I+Lv0wsVUlaDPxxsjRhzQ8bZ+/HGS8gCg+v2sHDmSgFVS9cFAlheuuRXemwVj3susPACMuRmKlovciUC5YG1avwYanwx3TYNu51ffwOFMFwZoEx5fK6hBKF0AFaurd6wjGutJpk3OdB3lM9sYuBBhODieGs77GvzxEEFPnjJtD5C6YssicjH9d+Pa1YEa5eGPgaNTgUhChpATNSBCjaqyjkppOUM9uni0iRKDTaNhflvwr6v+kKsBv9/PGT168Pj99/P9vHl8NnUqF559NhcNGsTAwYN59qWXqJWVhZOE4wQgGArR+rjjcHs81MrNJSs7G6fdTv2sLFFHUhf+IZWiXQblWNG2agCKgrd2bfJatYpPIbJtltNJNBqNC/xGhcTcj7F6gga4cnJo0bMnJwwfjqIo2F0uYtFoiiJjczi46J13qn8xLaEBXbBOFTd/l1csAiwnEdcpz1Jaa+YiQiDuAo5D/DNuvb0MmTP2H0YoJmsP9GQOKxRFWa4oyiJFURbor9kHo98hw4dzTPv2lk+6mTxV0zR+mW/BElQNbJ06NUl5kLC5XOxME770uyIagYWfQFQPGZBhyVoQpj0vvBP7g863gsO08Ntc0HooODyp7TeNhjm1YPGpsLADzG8OgT9D/YPdJGbByhYPDWGBvYCjYTlWFOVmRVGWKYryo6IoPyuK8jfDbx0VRZmvb1+uKMq5h3OsNagu5CpuXAtVUhUKiSDJ5kAXgqWwJvfnj4I//4xVGVpdJZL5jNivyCIFXPnpLW2yX9l3OAiRvbD69v05WJXxv/Hj2bhhAwFDPkM0GmXml1/SrXVr9u3bh9PhSDllu93OKf36sWjrVl5+7z0+mD2b5fv28cDLL9OlVy+ikUjGaH9IVgCSlAxF4bPnnmPrihXxdhp6FepIav0E2Z+5wrSE4nDQqFMnrnznHW6eMQO7Q0Tmff/880QDgSTOosrYnqqHFcAI4GMSReGkamNOcpahRxLbEbSPVpZGP4LRyQVcj6henad/T5c7E+aPrkAgsuV6aJrWU3+dcbA6njhrFk1btCDL68XpcuHNycGlKJbcHrXrWVCeVgOu/HwUq1ohmobzoHm9DgBqFHRyhCSeZckS91Cf/SN4OPEf0GqIqPfgygWHFxp2h/6vi9/3/QK/Pgkrn4UtE2DtXaBJyjoNgpthUdfDSi5x4AghyBHMM1862IHLyVBmG8Fks8/QTwgR+lFK9SrSH14oimIH2gC9NE3rjnC3PK8oShNFUWwIeqqXNE3rjKCoe1tRlKaHb8Q1qB5kJqPRWCBzfaxg9sK3A+qmaVuDIxFHVA6EoijLSQ6W8x9MIcISnR+EbV9B2ZpEEnWsgiqHg8iFN68bnPkDfNkYojutM4HN32Mx2PM1ODKHWFQHfr+fD95+m6+//JKCZs1YtmRJSp6DhM/nY/y4cTgcqbeB0+Xisuuvp07dupxxzjnx7auWLmWJbqFN52SUgr5UIBQEe5LD6cRmt1O3YUM2LhaMRXGnDOm1WXkpjeFMxksZi0bZ9dtvHNuvX1KRN//u3Ult5bvd5SJQUkLtZgeSN7AFeJlE4pdM7TaOzKgxuky/1UeoTOY6ECDO+Ff9sw3oD/QBxiNYmqzgRMjff2jUBb5VFCUHkZX+lKZpS82NFEW5CbgJoGHDhhRW0ar/6PjxlJeWEg6F8GRl4SspoaykBC2WEMJsNhv1mzWrUp+B4mL8xcXEolEcWVnkNGuGMycH9eyzcbZokRDSDfh5zx6isViVx3zIcPHLEEpDE2qzwYzPwJNj+bPP50s//qxboMP1onim3SU8Et8vgcA2CBYjhAsF7LtBec66j9nTwX7o7uWM4z9glANNsJ6p0sW1zkHMgk7i1wcQc4sxsVTB51MpLJydtM06E+3Ig6ZpKnCPYdMexAnagZMQS8okve1KRVHmIFwzL//OQ63BfsGN+DttiLUoQPpAZultN8KiqGUNjmgcUQoE4q7romlWmXiHCM4cOHcRbJ0Be36EnJaw7QsomiysY0ZyDDNFkA2xSNpc0OVJmNMB1J0GpiVTW/McrwJKGELbhNXtAJOqy8rK6H/yyWzbvBm/34/dbiemaUn8H5AcMrS5qIiJn3zCHVdfTSgYRFEUIpEII197jXbHH5/U/+4dO5g0dmz8u6zlYD5deVPZ7HZsTicnnXkmS7/+mnAwiALs2b6dAGKplPb3ys5c2jbStbW7XOxau5Zm3brFt7U991z2rluHGg4n5UAEysuZP2oUZz3/PDkNG1Zy5HT4FKHrytAkY61tqQ4ZkySNo3YiWJMykc+amWk2IbwWLqwnWoVEkbojF4qiuBASkxmnAw01TQvo1sjLgK8VRemmaVpSXIumaa8DrwN0795d69u3736NJRwMMvKaa/hu6lRcbjeRcJhhd9/NkDvvrJSJ6fsRI/htzBiiBuXc4fUydM4c6vfty4biYhb95S9oeiVqBb3woteLa/x4+p77O0RnhIKwYzPkN4Jsk0C+IQ/uOUmQQJjhyoLrXoC+FvVwgMLCQqp1zfcuhVmDk2s/1Cb1Fpdo9TS0vK/q/VcT1R5/tfAMop45iBOUdHxS0DcLU5JxKUv/7AEaIgQxGbqYQGFhOX37NiZ53nABDUhQUdj1bTkcjkTsTM+4pmlGjWg08IGmaZsURekFrNeSaQHXIYprmPuvsgHh0CqLhwdH/jlJ+68xENlKpEt4IHw+jcLCtaQ3kB2ZiEUiRCsqsDkcOHJ0g4umEfX7Cagq38yeTWjfPtRwGGd2dhWK0f6xcKQpEFWyQB50KDZoOki8ABqfCcWFgtZQ9SeyewGwga0WtLseylZBnU7QfBgsHQi+faZ+De/p5BENCBfDppegxR0HdBrjXnqJLUVFBPXicKouvFiVHItzf2gaXU86iSVbtzLyvvv49N138ft8fPr223Ts3JnjuyaE0uULFyYJVhESVQkkJDFbvfr16TtsGHXy8vjwxReJBpMT1aMkMzplCocyMzlZXcpoKESdpsne7lPvvZfl776Lf/duwqFkS/8vH3xA0bx53LZqFU6PRXw2sGPxYpa/9Rbh8nLaDRtG68GDUWw2YA2w0NBSktFi2ubQXzmIBT2EYFm5EDhWb9cZUfTN6M51AqeY+ttgOPscRI6EUaU6EVGluhOpkf1HDnQBIkNxAtANCP9TFOVqhKb1xqEYi8vj4ZEPPmDvzp3s2rKFJsceS3ZuBtpTHRGfj+Uvv4xqojmOBgIsevxxzvn0U5pffDGrbrqJiP4MSu+Z6vcTK7YqZnkQUFYqaj/UrQf/fRbGPiG2q1E4/1p44CVw6k/rMV3gyifg3YdEsUsjbHZolmw8qBI0DfZtALsTcg3evc2TU4kqIliXlteAvEPrdD60MC6pRg9CFtYak+S895CYAyRhdqbQD3kcqXSU699lNltM3+bh9/ZQVOUZVxTlCYSr5iK5idT4zCjJ8TCy/yobEA6tsnh48Mc4J+PaFESE+0qJQbIyJcyChYUqffuewZHoSdNUld3z5uEvKqKiqAjV76d+//5smT6dtePGYXO5IBbD07AhLW65hR8efxzFZqPOo4+y+d57CbndRIJBbG439Y47jmHTppHTqFGcRj8SDOL0eA4Kffjvjd9dgTgYFsj9DWGoFuq9A6HdIqxJseveiAg4akFWAyh1AENEfaAdqyD0UOaop3Q+lSj4tAIKlxfDhsIDGnJu3bqMeOKJlO1Wt6UURbNzcvh5+XK2b9lC3aZNufqehIf5m9mz+fmXX2jUtCmKohB0OLhx5MiU2hFGSE+Hy+Oh1fHHs37ZMob+619JbfKaNuWi50T4QrqwJOnskZ8zBQIoioK7Vi0WLlmCw8QcdcKECZRu3kxgz56Uv0cBPp0wgVpNm+IysVH5d+6kfOtWOOYYAH5au5Zf3nqLOq1bA5uBfmmvQfIRauPz2Sgs7GjY9ivCSpmFoGD1kqyAuBGKRqFhmw8RPmyE8QpFEUrGBoQe/qfg1reTTGdzSJDXoAF5DRrEv+9cv56Zo0ezZflyjjn5ZAbcfjt5elXqmKqy8JlnUEMWoWeaRsny5QBEfT4URbGcYKVX4qBhxzb4v6th4VxxKzTOFwxvIYPQ/ukEcHvgvhcT287+G0x7Acp2J6pRO9zQpB10qGa1560LYeplUFEMxCCvLVw4Beq2EQYaRTExGaTpRwG85vv8YEJFRM6cjlDohyGqR1uHa1UfPRH5S+bwjEysSjIPRBbcMseRZ4KXxIzoNH2HRKKqi1Ri7cMDRVGeA1oDFxk8ElsQ/LVGNAd++j3HVoODBeN95gFOQJALbEfk9BjXrgLEM3n4700z9i1bxvyzzyZaWho3GMWAVS++KMheVJWYbhwtrajg+3vvjctHmqaBquL0+ykDYoEA5YsX81xBAXWPPZZjL7yQ+RMm4Nu9m6zatRn0yCP0uf32P5Qi8bsrEAfDAnmwQhhQg6LOg80D+SeJhc4K4V2w8m+w6xNhZas9EDqMhSx9vlvQHkpXW9f9gswB/goURp+jr2cE9DUvOtXDM488woK5c1MOne52bN6yJU+MGsX911zD1k0JHc3ssejaowcfLViApmmce+edbF6bmqwrj+MEXHY751x7LVfecANP9e8PsVjS6V/03HN8qCsqXhJLpdEgaVQgHCSLw26vl+zcXPwlJWiahs1mw+50EovFqNuiBTdMnUqDNgkhZMFLLzHzwQeJWgl9gMfrpdf993P6Qw8BUFFczNhBg1BNXhNnTg4XTn2DFmd8Q2LRl1fMCjZgNIWF0+jb9wfTb07gIYQQI+tDeBGKSTdDuwgwBhHCVDvDsYzIQTA4/XEmIkVRTgJimqYt1r+fg+Dzm/F7jmPDokU8e8YZREMh1EiEdd99x7fjxvHQggU0bt+ez66/ntWTJ+PVC9OZkafXj3DVr4+rYUOCmzYlN7DZsB9MN+owr/0AACAASURBVHYsBhf0gc0bIarPH/u2pc7swQBMfh3+/mzCC5GVA88ugv/cAT99LjwHvS+Ha0ZVL5zSvwveHwDh8sS2Xcvhnd5w6yZoNhxWPy9Y7SSsvA8A9lwI/AbOk6t+/HTQtoL6NrATbANAORuUGxHCzM96o+cRubvfkKp0/wZMRMiwFYhnLxe4BbEsmaEivJPGeVzR+62D8LlaQZbmjCGe9wgJ/2y6vAlJ+WcW1Kzah/VjGD0Xvz90w+CrCEaIizVNM16o+YCmKMogTdO+UBSlFeIiP3IYhlqDgw47IjSvIeLerUDci3L1Lzw8w8qAWDTK/IEDCe3cmUQFL7gmQqgkqFMAYppmaaS0IrYtWbuWhc8+G48j8JeU8Mm99/Lzl1+S37490XCY1j17kt2gAXmNG9O8U6cjUrE40lmYDp0FsugjmNQAvhkCXw+AD5tByZLUdpoKi3rpykMUUGHPV/BDj0RMr6tx5nk50/8uJWW7/YDZR26+7TY8pgJw6Q59bLt2fDJrFndfe22S8gCpaU9LFi6k8IsvUBSFN2fNooFujbU6Tgzw5ORw3YMP4nS5qKNbdq3OTD4QKSxNpvbmSxvy+2kzYADXTJqE3eEgGgoR8vmI+P3sXLWKMf36ETNYeesee6xwM6ZBxO9n7hNPULZ1KwBFs2Zhd6ZaDCM+H+s++xIhIMi4zkzVLhwI160VNITQ8jIi9Kgc4ZX4ECGESHyFUC5CCHeXkeEpHcIk4rD/MPABTyiKskRRlAXA/wEDNU3bV8l+BxUTbr6ZkM+HGomIiT8cJlhaynt33snedetYNWkSkUCAEBbR7FlZdH/0UUDc263uuw9stkQ7ux1Hbi6epgeRWGb+N7BzR0J5yEQzpkbB70velt8MRnwEHwTh3XL46zjwVh7GlYTlE0UhuiRoEPHD2s9EmGeHhwQ7k80t3tU0+T9aGNxmQ/R+IDYDIm0h9jjERkN0OKjHgTaZZIa0IMJrN93UwQ/AtcAXiFtTjrUUeBaYjBD0v0eQG0wHvkQ8y1ESc4SKqKZ7XZqBytwII8KIZ91opDBabGVcufmaV2U5P6wMV+cANyPyGuYZ6JrP1BOsLwAeUBRlEfABcI2mab8dxvHW4JBAhuFW1ct2eLC7sBA1EIine0teNalEhEhWDDIEmaSF8QqEwmF++vJLvho9mtmvvsrrV1/Ni4MH8+App3BPly7s0eWTTAgFgxRv2UI0emDG6KriiMmB+F0tkOXrYP6VyRaxaDnMPBOGbUumYt39JYR26MqDhAqqD4onQcG10OJeKPsBPP7kIoyQOU82KUfCBhXLIafzfp1S0YYNjPrXv4hIGlRFwePxUCsnh4ry8nheBEBWVhYvvv4677/5JpFwOrdJMia+8gp9Bw2icfPmPPzaa4y47DICOte98fRatGvH7U8/TX5BAYqicP1TT/HyrbcS1R/EOBOSw0GLjh3557Rp/PDhhyyfMYPNP/8cF+Jlvy6sl8UfJ07kx4kTsZm0ck3TCJaVsWb2bNoPGADAsWedRU6DBuwLBIhZPFgxwOV0smHWLLpcfTVOr9fSAqvYbDg8OQhKxaogjLBiWkl0UUQokzl3IoKwiN6rf//e0CaCcP/K1PUWCOHGDGPNiT8GNE1biaB1PGyIhsNsXrYMSNh25V2wesYMJgwbFr8vZPq8jC6PAYoePuffsQMtEGDFiBFEYzHsJOiL8848k4oMymy1sXljsuHBS7KsaUSdepB7CGhkS4sE65IZsQiU68/z8Q9A8+Gw7VNQnJDXBlZcBDGDVd7mgfzzwN0o8/GCP0HpOEFYkXMB1LoUFMM11SIQvZwki789CLYiQzvjxfEjHNpnIUIHNeBJxL/sIXkSl+9jEcq+fLYdCBEjl8SyKpWUtYiZrB/CaGCEzAJD33+fflx51zQjoRV6EJZbCWnAkONL52GoShbZoYemadMzHVzTtJ+B3r/fiGpQg/SIlJaCoqQvWksyh6IxasIIYz2siGEf6YSVmSFmSUxBhLuqfj9bVq7kmSFDGP7EE6z54QfqNW1K7+HDWfjVV/zn0Ucp3rQJd61a7NuzB0U3WrU98USad+5M41at6DNwIO07ddqv65AJR4wCgZCEXlAUpREJoutDY4Fc+18Lixliwdv6BdTvBhufgX1zxeKsWi2OPtgxXigb+UOh9dOwbgQoweQFPFNYk1FCUZwQq5owb4aqqvTr3p29JYbK1pqGFovx+bx5bFy3jqcffpiN69fToWNHHn76aXr06sXEMWOIWtRdgNRl5rvPP+exm2/m3hde4NSzzyY7J4eQ35+UD+Gx2dhdVMQ/r70WNI2/v/wyg6+7ju1r1zL5qaeSNPSC1q15ZvZsauXl0aR9e967/37QlRzjQxgC3B5PPJwoJSTLymujaZQbElVtdjt/mT+fT2+8kdXTplmeqxqN4tJZFFqeZRWeAHaPhxNuPgnhbjX+V1ZUXdLKORtBw2q+oi6ShQEjdgMfISL9rOwakv+qJ/AtqUqIF0ETW4PqwOZw4HC5UINBS/Vr5dKlNCMhMkqrlIKeLr9vH1N79cJmt5OVk4O9vDyeSm8HiEbZMX06OTfddPAG3fnExDMQz9QmkZ+Y0NhFEvWhcIM37w0//xciJmVWsUETAxlArWOh3d2J750+htV/hdBmkWfW6Gpo8+/Mxyp9A3bdCZoe2++fCfvGQNO5iXo+2mJS7H42u5hj08qvy4GBCI9fOSANGZn2iZF8N6DvW8e0jxQTTkFUnP4EwaTmNewfRpAOyXlDQXgh/IhUgEZpxlGOUEJAKB7ZFu3MwaE1qEENKkP+6aejBoPW0ROIp8qoQEgeRuO0GzO08ZO8UstAxUyVYuTaEohGWbVkCU8NG0bI78eTnc3Y22+nPBYjEAwKX2W5CCGV0sfP8+axaN48oorCcw89xHmXXMLzb711UEOhjhgzpaZpKzVNG6RpWle9iNQ5mqali/84MAR3WdMXajGoWAkLOsPWN8C3HCpWkLIY2fVX2TxYcxMsaA51B0LjWxLGIjvis5n+H5KVB6nCKS6oVX0aTlVVueumm5KVBx2RaJTxr7/OmYMGMevHH1lXUsL0OXPo0asXmqbRvnNnnGmsoeblT9E0pr79Nv83ZAhOp5P/fPstLdu3x+P1kpWdTZbDIVIAg0H8ZWX4y8sZ9be/sXTuXL545RUUwyVRgJItW1i9cCHhYJDRw4cTCQQsk7NjgBoOJ11Ssz0t5ZpEo7Tq1StpW07Dhlz07rvY05xvJBzm2EHCAO7MyuKi6dNx5ebqr1q0Pq8pl86+idzm5aSShWgkF44y1s+WtbaNSqgLUb06U+LmAuAVRPiDlZ7fAKFAtCJBFSlpH4dTIyhUH2okgjsvL+OkWEYyMa98hGX0uRaNooZC+PbswUeCb0SyldlcLusE7P1Fu+OhSXOhGBj/ckN9NmLACafBwGGV97dvO7x3Dzx8Aow+H9bMq3yfNudDXmsRmiTh8EKL/tD4xPT71RsIp6yF3rvg9DJoPy65DzNi5bDrDtD8xBVrrQLCK6B8oqGhkyTF25auBKUREQQ5Qm+EJyJCIgQpHazuFMkyY5wD8kjUaGkJ3Al0JzlEabtpHzmPbDH8Zj62EzErViDushBCJDEqC27+JIQKNajB7wp3/fq010NS00FDPHG7EUHDe/TvkgphH2Lll1xrRgSoekBhBFA1jZBOGx6sqCDk9+MIBpMCqYMIk0IFxNcfTdPQgkHenzCBoX37slz3sh8MHDEKxO+KJoNEwbgUqOCfL8KZ4gqG6S+WEqyit1d9ENkDv14CDguBUMp10jpo9obLz42vFVa4KqJowwYuGDCABi4XE//7X8s2MVVl/LhxbNm8OWn7rM8/5+SmTRnz5JNpQ5jksGwkwjTCwSBLv/+eHwoLadmuHR//+isfLF3KkxMm4NKTmI0IBQK89fDDSYqB7DdYUcHMt95ilSnp2wp2rxebodidXFqNIruEzeGgeffuuLypVKbBvXuT+jHCU6cOTkP+SLPevbl1xw7Ofee/3LTuEi78pDcFPTYB80gf1WiVLiVHHAY6IhKkrwOuRDDBZGJniSAEiHwScdIuBHvTtYh/5xLgaoSX4xxE8nTjDH3WIB2mPfccpTt3ZmzjQ/wrxkc3nY3aKA4G9HaesjJIw8KkFhdTcu+9bO3aleLzziP47beVD/ovF8OmIlC11NtShsm7s2HYDZX3VbIFHuwMX78Mm5bBkk9h1Fkw/53M+9mdcNU8OOU+EZqUfxz0fRou+qjyYyoKOGqDLdNzoCPwPZbPi+YH3yRDn13BWGO8yrllLpIvooZQGa3+r7hfyQA5wcvoaOmfuoLUO2SAPkaZ11SONXx6XysNbewklAe5oMQQ4oM0WGQjPBzG65UpnrYGNaiBGR0eeIB6PXqkeG41xFO+CzFDSFNADKFAlOrbpHRlnpqNtbgywZh/YYacbaQMFCA14EXOfHb99zlz5nDmySdzxdChByVP4uhUIJoOgbrdwG4QMh3Z0OZmKF+E9V9rByULbIrFHKxBYA3kdBRxvGYoCijuVAXB+LX8R1OXMYiWiXcTfD4fZ/bsyZzZs1OEdjMCfj9XXySotncVFzP0tNO4evBgtm3bhj8YTNyYigKKgt1upzZCRM0iEQEsEQoEuGXAAC7u0oV1v/5KC53tKBxIDfPSNI29u3alHZtqCp+ySg12eb10v/xywojlUdoF431gsttFoxTNn88TxxzD8qlTk/qqVVCAw6Lmg2KzcUy/finbnVlZHHseePN9KDZpNY6QbN6N90L6KEgQwsnJCMH/eL3taUAvhDCS7lG0A0OAqxBKwgXAvxCeCYkmiPCIztRYG/cf37z5JpqqZrQKKQgrk3HqzTSJGqMZpeIR2rQpxdsW3bGDrZ07U/bvfxNZupTA9OkUn3MO5f/5T/rOV/wM384UDEuQ8Jcbu/Z4oVUHOPviDKPUMfUJ8O+DqGEZCvvhndsgah3qGIcrB3o/CresgRtXwEm3g+0gR8jaapF0clKOdgLaDj2sCRE65fgUEUpUCzTdDaxFSf982kilQJXwkfy8K6LfpO9GYV4lYV+0kcpOKnE9wpO4Pu0pJ8YTAFYh7jxpjZLihWRuklHWe/XPRquVHF8NalCD6qDXRx/hbd4cu9ebVBpvJwYGJlJnFnMURyaYQ7PlbBMPk80QdiS9G+nUATPdQjgcZvaMGbzxyiuVjKpyHJ0zis0OZ34NJ70EDftBk8Fw2nvQ/UVw5afZxwH9dkFW6zSdKpDbE2r3BpuBCUlxQ91z4NRl0Hi4YFuSC1/SHWYQ/IrHweKGsDgffqwH20YlWdE+fO89/BUVlSoPALFYjJXLl7Np40aGnnYai+bPT2mjAl6vl3dmzODjefPwZmdntFWp0Shrf/6Zq7t3Z/TddzPv44/TLsudTj89iRFJwpOdTb8rr6TD6acnxkryMm13uejQuzffT5xIOBaL06aFSX5Y5YMWr7itaUQCAf53xRWEfIm4bJvdzlkvvCCSpHUodjvO7GzOsKifIVBIql4vRyIFBynFpGRomPYx31sKwmvwCHBcmv1AqHHdEDWX+nAkF4r7I0ONROL3khXkM2FTFJr16RPfnkksNd4NcrLVolECvyWTy5SOHEls714weAQ1v5+Su+5CSxfytHRR6u0WRPiv6zeF7r1hxCh4by5UJXF7xVfWuWFqFHauq3x/TYP1n8P0y2D6FbDxq2pY/6sATw+w654F6QCIF4FfA8X9EwYXWzdwbgP7G2B/HrQPQWlO4oIZx+Uis+IdQdgZsxDhTXVJ2Bsh2bIvQ5hkhDNAUZp+bcANiHDGdEux9KQYRRf5PYD4w8Mkwpek12M3iRyNGs9DDWqwv4hGoxw3ahSt7roLHyIsaS+J3IZMM5yxBr15LTA/8Qpgt9s57owzuOyFF+h/55207t2bNn364MzLi8s+xhlAGlCt4khkxZvdiIRiI4LBIOPHjs0w8qrhSEqi/n1hd0Gbv4iXES3+AatuTWUHaXAh2LOh4ZWwaWTC2iXhbg5ZLaDLZ7D5JdjwL92DoAp62MA66PwOzC+E8PbkfRUbNLlRfN41EYruThxf3QdbHgccUHAXAKt+/RV/RboE3FTEYjFmTJvG9i1b0rbRgGAgwCl9+mCz2dLa0o0isxoI8P6LL2JPExakKAptu3Rh29KlrFmwIOm3rmedxSlDh2Kz2bhz8mSev+ACQDDh2JxOOvbrxw1jx/Jg+/Yp3g354JiPakxpBKEcrPn6azoNHZo47jXXkFtQwJwnn2RfURHNTj2Vvo8+Sn7bthZnECA945IkczOOQn43W2sVROxzOvpOD9AXWG2xr41E1eoaHEr0vPhivnrlFYhE4sz5Rr+StOfmt2jBwOef5/1TTiFqaGtOkzcuGjLpLg5b8vIRnDFDVJG2QGTVKlxduqT+UNBMGEPMcHhg2F/hrgcqO+Vk5DaEXRtSt6sRyKmXeV9Ngy+vhzWTIaLPTeumwnFXQ/+XBDmFbz3U7QoNeu9fMrdig4IvYevpYCsxycQhiPwMwZmQpZMgKFlgv8TQ5hxEsvQ64HEE/WopeppiJQfXEKFIlwJTgEkkymnL36UvVA4sgoiMrixU4EpEIvQs48kilJpGWHs6jQz0xjHK5GxVP3YeNQaHGtQgPdRgkE0TJrD9o48E7XZODrZatWh6/vmsfv991k+Zgs3hIKaqqAjFoaqlQLMbNKBe587s3LKFWjk5bFq8OO599pBaGcaZlcWwZ56hVffuRMJhnrniCuZNmRL3ZUq2JuMY4ix/BmgkgiPTobS0tIpnkR5HrwKRDgXXQGAtFD0PNpdgRqo7ENq9DFsnQdgulIXINpH/YPMKdo/j3hf725yw/RMIBXTrWxTUbbDkYjhlAXSeCksGADE9z0IBR12oryc4bnk0WXkBiFXAtieh8Z2gKHQ+4QSyc3Ko8FlReKYiEg7zwqOPpmVcAogEArz6yCM8duON5BUUEC4qIqwn6EgYlQfj2q3qsXRG+7sCZDmdTHvpJbasXBnfJj4oNDjmGGy6ENVl4EDGFBWxYNIk/KWldB44kFYnnsgvM2akzVmw8r1Y2fCsErNbDxhAa53iNTOeIZlnId4ricVaRVwROU6Z3BgxfXcB/0UwvVgpEs31377Q+5TJM9dT85j+PrjwkUf46bPP2LdlC1ogEA85cioKXpeLmKrSecgQrp00CbvdToOOHdm1bBmxWIwgelS6opBTUAA7d+K02YiFQigIMS7+bDidZLVO9mTaGjWCVatSxqRFItjy03hFT+8PdetBwJ+cV2F3wOXXVf8CnPMPGHeVCFuKD8wOrXtAbiWsXjsWwepJEDXsG6mAX96CPZ+A5hNzqc0JdTrCgFki0bq6cB8P9f4OpQ+TMgtoPggvSCgQKVAQYX4liFDAOxAKxV4EXfL/sLbUy2f4Av3zcOAM4CVEjRYZtmRWIaXqOQKYQFJeRgqGAD30MQQR6qe8PubZLkR6pUTOV/LYJYhZ24rNowY1OLqhBoPMPfVUfKtXo/r9cUE8BPw6YQJRPcrDKOPI1T1TwLJExd697Jg3j2g4jKb3ZeRodJMQ8qOI8PTH+vTh8XnzmDJ6NPM/+ih+XAmz0mFH0LEYpUFJDZsJJ/XMWM+5SqiRTIzQYrB2NPw2Xqh5dVpDx6chpy3M7ghRH8QCgi4wpwCaDoWsVtDwMpEICOBbBWWLQTM5lWIh2PgiHHMnNL5KsDt5O0D9obBoGyxuDo5cCG0yj0ogWiJieBUnQ4cP54mHHiIUDMYTYVwuF8e2bUtFRQVFG5KtiA6gwuezFKbl725glZ6dX6InkmZ5PDjtdpq1bs2W334jFAhkXIKkliyhRiJx5UH+DkKo/2LcOG567rn4b7n5+Qz829+S+nNlZ1c5BMLKSR+LRmlXJUXBCpsQlkojjAwpMg1KLuQuxGMsY44lE4y0FyzVt3+DEFy6WxxT8jnIqak+mZmaanAwkZOXx6jly1k4ZQqr5s+nYatWnHbVVez69Vd8u3bRqlcv6hiKKA6eMoUPzzgD35YtKA4Hms1Gz2ee4YTbbiO4ezfFs2ezedQoIr/+CuEwNo8nrjyYY1pr33MPuxYtQjN6Fl0uPL164bAo3AiIcMipc+CG4bDkR0CDOrnQrRv8+3G47EbolIEFyYzuF8L21fDxo8LrAGJO3PgDfPI4DM3ASLLhC4iai+AAaghKd4BXf3ZiIdi7FJY9Bic+W/WxGWFvCopXKAxJ8IK9oBodSYUCRD5SGaIgnFkJ8CByl4xFOvOBfyIU/vdJVR7Mx7kSeIvUMEYjGiJIELYCc/R3jcQMDULcKCFB3VoVVCBECg81S34NaiAIZrZ//jlrXniBvcuXY4tGkwygDogrD0ZII6qsA1SZSu6LRBK1uQx9REiEHUmiGhma7ff7efDMMynduzdF/knH3ycDFaXEIdkCM+Hhp56qpEXlODpzINJh+b3w68MQ3AqxoAg9WnARLBoGoWJQy4UQr1ZA+SYIKdDkloTyABAoSsMookLpt/BTT9j2GpR+A8VvwapzILobIlsg8CtpnU72XNj5PJR/Q5bHw6wffmDIsGFkeb3UqlWLy6+7ji/mz+e18ePx6JSq0u5kByKRCC6LBGIQy4pm8bAEgkFsDgevfPYZbTt3xp1m/3SwW5R2lwhWVKRVaCSOPeUU3DmpArTT46FxmzagKDg8HhwuF06Dp8LudOLMyuKKiRMt968adpAIWpEksjIG2Uq3l1OCkRfBnNEqH+/XSP2fVyBqP8h+IvoYXtzP8ddgf+B0uzntiiu44dVXOe+ee8hr2JC2/frRbfjwJOUhVFbG5MGDKd29m5CqEo1GialqvOK5Jz+fFsOH0+uHH+j4/vvk9OqFkp9PTu/els+ad/Bg6vzznyheL0puLorHg/uUU6g/aVJK2ySUlcKa1XpulQqBvfDdLHj/Dbj4dHj71epdgNOvA4ctEaRr04Ri8MUzgpkpHVy5go0pBWayAUANwvq3qzcuI7wXgWYhCCtO8F6SvE0LgLYStC2Ioo5m+52EHXgKWIgogt4IoTA0Bf4OpKvdMQg4k8z2SGlvfDndGRlPAvgO2GboL6qP22i0sKqFLk04ZrEmzn2XYYw1qMHRATUcprB/fxZcfjk7CwsJR6P4EMGM5SRMfpkgM6Zk4KLkPtMML6vicJAa+CwpF6L6ewAoLSkBTYubIyXSeRWk1ODXz6Ey74PL5aJt+/aVtKocNeYIiUgprH9FKA5GxAJQupSUvyQWgs0T4fhnxHdNg6IXYL2e+2CG4oLoJpJcz0ogOeYnE7RS2PqAsLx5u9Ko7Uz+8957Kc1W//ILRKOWKYFde/akoEkTPv7f/yAWw4N1jWQjgoEA744ZwxvffMOEUaP4dPx4SjZtQrNIjK6Og7ztSSdVWtDEZrdz1xdf8PyAAURCITRNQ41EOOe++zj/0UeJqSqKzYYaibB2zhx2rV5Nxa5dePPyOGH4cHIbV4fOdBUwDlE1NhcRThRATCWyHFgmaCTioTMxPMsKX7MQYRCy3xmkTjcxRBzzNqA6ltUaHGr8MGoUpRs2oIZCeAGHqqKpKt/99a+sGz+ewTNm4MrNJbRtG8uvv55oWRlaOEygqIhw375s27ePgiuuSOqz9t13U+umm4isWIGtYUOcLVtWPpDLz4N9exPfbeiG8hgE/fDk3+H8y6B2XtVObOk0QEt9mCMB+H4iNLfIxQBofwnMe9D6Nyu7g3YAFILhxQhh2AClNjT8Bmy5Ij8t+jqoo4Bt4HKCooEmQw3HkN5+mAXcqL+qiquAkxDsaEZI8UL2+wvwb+D2NMcGUfNhK9b5DdKS6ScxJ5nJHM1hUmZxJUpm6uga1ODPjQ3jx1OyaFE8ZMmoVv8/e+cd5kS1v/HPmdTNNmDprFQBEamiKHawIIgFseDFrljwKir2htgR9We7dmyICupVRERRQVQQpat0kLb0BbalZ+b3x8lJJskkuyAgePM+T3aTmTNnziRzznzr+zWTLydDUbSq9maLv5lSQZkS0kkAVvyN6ng/qf5Pc1sbcQlSrS5VxEvSGsjlVtUfsoLd4eDG229Ps3fXkPVAKFSulDkPyTAyMfaatq99BlY+ABGrxBQ7OFypFK81/faVARwDjCrwzoHNo8A3D3aMhqqpMfaRtzNQc11z88089847TJk7lzo5OdUqDyDzJxbOmoU7J4dr7r+fL1at4o2ZM8ktLMSTl4fD5cLpdmOz2VInnRApzErq/5AaUog17dSJp0pKuOzVV+narx9HDhhAvRYtCPn9aDYbQgjsTieHnHwyxw0ZQu/hwzn+ppvw7tzJT6++yoJPPyWcptZFfEQzkKEDvyGF/63IJEnl+g9E31enIu1A2jHSLR2Km90GTADujR4D6XngbSRGN2axP2DJuHFEAgFcJIpxwjDYNncuP95wAwCrHnmE8M6dGOoejFaIX/zvf6Nb8HBreXm4unfH3rAhwQ8+wP/444S++cbSa8GcX2Dt6sRt6imnbkGHE2ZNr/mFhYOJNK5K/rQDq2amPy6vMfQdC45c6Y1wFoAjD5q2ldTXCRfpgKY1oJW1gu6Drb1JeTwaZRCYLUkrAr0gfJv0OtiEVB6ELfo/hJzfx1N9cvOu4BBkkrV5xVOPcUXTbEOGJg3J0M9mMoseAK2i78uJMzGpJPCcpGOSK1NnPRBZ/G9j7dixMeXBS5wqVXkS1Ow1q+UG8aJwVsK/ikvIFKNgRph4zmgIyZa03XS8FW0CxD0f6phtxJUHc1tFUmclsZxz/vncUU2BvJoi64FQ8DSTXoUUCLDXgvBOEn5WzQVNBsr3hgGrHpHJzpB45wkbNL4Eio6Clbcmdp1pLRcC7GkaGD7YOAJ2PCpPJgTYm0CL71m/Zo2lM10TgqOj1JMvjhhB0J9OPzUdA9jtdpq1bs3m9eup17gxmqZx6BFHMLGkhGn//S/lpaV0eU3tWwAAIABJREFUPfFEnrv5Zn6fOTPWr2az4SosBJ+PoCl3QrPZaNSyJW26WeUAWKPkt994d/BgIqEQIZ+P+Z9+yhcPPcTds2aRW6dOQltd1xl75ZXM/fBDhBCSptXt5sapU2nUvn1Sz38AjyAf2mYoq2GypU5D0qkm1exIQBgZ0Zj8Cyh/j/omgsgl6R1kTkQXZCXc5ET3ADLG+iAkhWTWE/FXoOs6Pp8Pj8dTrQcsExQVsFVqqh4MsvLDDznprbfY9tVXGBaKghEK4V2xgjwLN3LVq68SGDIEoRL3cnKwHXYYeVOnInJNBTD/+4H14NQTTa3uubsQxuctj0fH5JLIbloyE+b/F5kSboHWZ8N1m2Hdd4AGTXuCdw1MPkaGLUW8stimuwF0SUebXA38X5HCgKdQdi946oOxkJg3z26Ta3AsFDEn+n810AOYROa8hF1BH2Ah8BPxUCJV8A3TGFQ4VWuLPgrJXBPGCXRGKg3LkQYLG/I3KY6eo4I4cUPy3Zl95Gfxv4uw14tvyxYMrHnMIL502oGIEAQMI4FAORmZgheFxTkUg5JSHrZbHG9mlFT7QsRNBRVk9nKAXAEU2bwBCE3j0A4deHVMNYVBdwFZD4SCqwiKB4ItyYJjy4EmAxJpB225krJVi8CPHeDXUyBkCiNQ5kgbYHdAhzegQWK4ApCZYytdZdYYH2QoGt9bBXolBFdCyeW0ats2poWaX0V165IbzQf4w0QllgmCaMLzW29xTps29G7ShOmffw5ATm4upw8axAU33UTrTp0Y9cUXnHfjjdSqV4/cggJ6nX8+by1cyKipUzmyTx8aNG/O0eecw/OzZ5NXu4bhFFG8cfHF+MvLCUXpXAOVlZSuXcvnDz6Y0nbO++8zb/x4Qj4fQa+XQEUFlVu38sqZZyZd81YkO0qy8qCQbAcAOa2PJzNnvGJPUUmPaopZ1StWFWZDyDjq2qQqLTlIRUOFP6zJcO4s0sEwDF5+5hkOqVuXg2vV4tAGDXj3tdcs2+q6zh9Tp/LT+++zJYmQQKHzdddh93jS+qT0aE6Es541e5ERCuFIUn4BKt55B9911yHMSX0+H5EFC/AnJ73tSGb3Np8g+t/pgu4npG9nxrxJ8NGIeDSekj9jAzHg7YuwKm4ZgzMXWvWDVn3BkQOFh8A5f0K3p+CQm+GoV+DMP+R6uzvQkww5CftKITKFVI+dWpDziJPrasi5fxTp14DdwZ1Ib4Qzei4rP69AsjJZoRlyzlvlMRxNPETJDXRAJn8fHT1nHnLtMR9vFjMcZB/5WfwvwrtxI5N79mRsYSHbFi8mQKqpTkHNmM733kura64hQPpwoOpgEPcRqhI95vOancVWxyqURY9NLpxb3bnVf2Gz0bxlS8ZOmFDzwdcA2dXEjK6vQoshUkFAg7y20Ohk2PQe2HRTTq0AtsO6l6Hyd9j+LeiGlAcdyCKlhchQ+txa8oFr80DrF2QYk+YBLTcxRNb8axtCVsa2gjJs2Um8i0QYqr5m+KhbcOfkJDz3PR4Pdz76aMziqqpHVwdPbi4uIYiEQgR8Pko3beKuCy9k8Zw5KW1dOTlc/8QTfLFlC1+XlTF87FjqNWlCu+7deeSLL7jngw8oqlePT596iqqyshoVwQMo37KFrStTi1hFgkFmjx+fsv3Hl18maFEjo2LzZjb+8Ydpy5dUH8KQPEYdmdicCRHgHiT96snIsAYr5SEZHiSryzlAG6QwUEA8gFzFQO/ZBeB/Ba+/8AKP33svO3fsIBIOU7p1K/cOHcr4JGvMlj//5MaWLXnyrLN47ZpruPXQQ3n92mtTFO5OV11Fm/79iWia5WLeoHt3dJ8Pb1VV6n4hqH3SSbjq10/YbBgGO269FZuup94twSDBt5OEzmNPgpzkkJUo8jxQuwje/lImWNcE7w6FUPRRmY71MxwEf7pwuzRwFkCba+GIp6HFRWBzVX9MOrj7pN+n1QfRmJjyLgA9ElV4FJ2EOelM2QBPQSryewpPIuu6ZHrM/wbMM33egmRpegAZnGBWdOoBlyBpXquDQD58FCOceljkEDdqZJHF/w6WvPIK44uL2Tx1aoI32GzhTw47KurWjY7338+CN97I2LcADjriCDSHtcFXnU1RHySvCOmJ9eMhURXExURVo8t8/nRQ5xOaxvCRI5m9bBkHNW2a4YhdR1aBMENzQMcn4cxyOKsKTpgG27+WdRnUWm4HDC+EtpHy89uIh7jH2u+Akgfgj/Nh2TXRDnRZ+yGvjak8relV2AdajZOKhvkWMafki6RtAhARjmp8NRO+up32nTvjcrtp0bo1o15/nYuuuorf583j8n79mD9/PkLL/NO73G6MYDAlTjvg9/P2yJHM+PJLvhk3jh1bt1b7tY577DHu7tmTr15/naljxrBp1SoeHTCgRkqEzeFITz/rSn0ghtOEZglNI5xQ0XcDmacvpE7PCLKIlA9r56cNaUEsRgoQVwNnkPjjmmEALYl7HXKAvkjPiBvrZMd11Yw5i2QYhsHTI0bg9SYy8Pi8XkY+8ACVZWW8OWIEl3fpws0dO1K6bh3+igr8FRWE/H5+GDOGH997L+FYoWmc8e679Pv6axx5eTH2JZvbjaOggONeeYU5V1/NzuXLY0l2sdhap5NOY8emjFMvK8PIVNzH50NfZ/r9zz4fiurLug8KThd07wGvfgKjJ8Bj10JXG/TIh6dvg1CafCBdh02J1bEt5V9DT++BCJTBT3fCmy3gnUNg9pOw+jNY8iqULkx/XbsCe31wnW6xQ4PCx8F+qXyv8qWNiCTGiFRJw4ylZb8cSbNag2rbNcYgEkMZzXkRIAf4BDLIoBT4P6SXsQoZ2bwB6VUYAlyOpHjdFSha6TziYVtZZPG/hW1z5zLrppusc8iiqER6AqqQT3ZbTg6nfPUVKydNQo9SsFpKS0KQU1TEJV9+ibugIDFKJfq+OgkjHZ2ByrnYgPQ+hJArRxVQabfHVpVkliYFH3JlCQNtDjuMIUOH/qWQ3XTIBkRaQWhgc8P2+TLXIZmZKV2KjBWxhxGAjU+Az5bYT2gTuI8ArcR0kEuGTLV4BnJaQ5vpsLxb4h2SnA+X/Ew0fLSv/yRfz94Atjgjx/xffuGCk07C7/NhGIaMphUCkUY4DwYCON1ujCQOY0PX+e7jj/ll8mQwDMKhEIMfeohBw4ZZ9rOtpISxI0YQMgn2hq4zb8oU5n79Nd1697Y8TiG3dm1adu/Oyhkz0E3MT46cHI676qqU9t0GDWLjH38Q8vlw5Wl0v7QObXrms3ODRnFnczhJJ+AHMjsn3cRtE0oAMAuh6stX94OBFPAvBs5FFpwSyIe5impUP5r63waZh1GAzHFoQ7yOhJWwl60LsasIh8NsLy213Ldx7VquOvxwtpaUEPH7qU/qghyoquKrF17guEGDUo5v2qsX/1q9miVvvMGWWbOo06EDh157Lc6CAjZ8+il6MEiQRIJfB+CwCOPT8vLA5SISCqXEvwpAlJURbNUK+8EHY7vgAsS0r6Fka7SRkOGSdz4INwyD9avgwi7gi3rjvJXw4YuweR08YZE7oWmQWweqomFRAdJH6rktahCEA/Dh0VC+StZ+APjpDkkJ64kq+gf1hp4fgvYXHzv1J8L2a6DqLeS8yoFaj0D+JTIfzVEA+JLW4oAM+RRpPLv4gJeR3oM9gUIk29O1xG2BMZsg8SJx9yJrwig1UyGIXJ92t45NFllksXDkSHyBgCURnJU5IQwU9OiBu04d1nz/fUwIV0nVZjVc83gYNG0auUVFXP/DD7w3cCBblywBIajbujXO3FycdjuBaDiqYm1SUM+CZCg2JnPCtjI7lOs6AV2PBSOqa9BMbRWlqxCCrt268fl338WK9u5pZD0QmZDTDHQLHdLqzoN4gFoyjBA4k1lDQlAxGzrMAEc9KDgRap0MBZ2h5F4onwrbRyfeJcnnTPvraVD5RcKWh4cNw+f1xqz5EcAX5Rm2gmEYidVtTdAjEbzl5XgrKgj6/bz+wAP8NtOaoWXelCnYLEIo/JWVzPzvf9NdQAJ63323FKw0Dd1mw56TQ+vjjuO0225LaXvsNdfQpGNHajcr4J4/DuXsp4rp1L82x19fC812IXA7cB7wX+JhDVZwAv2Bs9O0MZBJkI8hH/JKSfAjpa+PgW+Ar5HTWTE0KYVEhRaMA+YC3wPDkaFVGjK2OXl5cQAnZfyuskiFw+GgUbFV9W9oUbcu2zZuJOj3Z3QHb1q+nJW//GK5z11UROfbb+fUjz+m2/DheBo2JFJVlWCRSljoQyFLBiZht1MwdCg+tzvGDW5+OSMRXKEQ9sWLYcQImDYDKr3gD4PfgIAB30+XIUvvjIJg0poT8MHUz2BzifVF9rsdXFHB1lxqwOw8a9ZdVqdOxoqPoXJdXHkAeVA4IitbR7ywbjIsfsn63LsCoUHRa3BQFTQpgYN2QsFNYJRC8Hxgs/X6bKjUw4SNxI0Af6Qc8tdQCLyFNESEiIsM+cTviI3AzySSQCrYkblaWWSRxa6ifPVqFn/0UdpAZRUUnIySH38kWFHBliVLYhWd1XKohHo/4NV1ln79NQAN2rXjlvnzuevPP7lz5UpuXbiQem3acOSFF2KLCu9mMc6P9HxEkFwVakX1If2hAeSqoXyYwegxShEKEc+FUCuYw24nJyeH5u3acfxxx/HuuHF8N2sWebtdC6t6ZBWITMhrB4VdQSSZ4nbVE6QkBys12NEYnMWgBcE7DSqnwc5xsLwnbH85/bnSKTExJE6N3+fO3aUhOxwOLrn5ZtweT2ybiMbfJYsPAa+X2/r25XiHg7OaNOHjF1+MKSru3FzLcCnNZsNTUH011T+++YYXzj2XoM+HruvohkEEGPDkk9idqSZSh9vN0B9/5KZp51DrICcOV3TyagZyWn6LTERegOQ/yE9z5gjyYd+D9KbYAJJS8XtSvQUBYDTwOvHC8op5qTlSQdhJvGSNGt87SC/H6UhueVWF1oFM4D42zViyyIT7n3iCHNO9DJCTk0PLRo0IREObIhArKJRM11e5fTsPHnssH6Thz962aBHz/vMfFn/4ISGvF2fdurijdUiU5UrVZkPX+blPH4KlpSnhebUefBDP1VenlPwyomNTRY4iui73m+uJhULw3RTw+WDJPGsDgNMF61ZYf0ln3Aan3wKuXHB6wG+DoE0WiLO5oH47uG6i9bEl0yGUhm5YycYRLyx+xbrN7kA4wdYQsEHwHahoAKGPMhxwENYhTA7kl9h8z40tBhcyf6EQqIUUF8zECnWJKxaK5lnRX4VIreuQRRZZ1AQ/3HRTrF5Vsn9PvTebWCLIfIOtgQDPd+zI8u++S8ldUEnRISDk87EgqRZXQaNGFDaWTIlC07jk3Xd53utl6OTJdDrrLOwFBZSTKC2o0j1KSYG4eBdBZkdtQ0orWwEjapgKR/uJALmFhdxw7738tGYNMxYtYuL06Zw5YMBeCVsyI6tAVIdun0O93vJhpbnB3RQaDsTyqxN2GfpkBXOugoK7BTjrQmQn+BZIGtiEDJlqcgTS5uiFITcxTrhew4bWTR0OPEmJmA6Hg2vuvJMbHnuM259/niYtW5JfWMghnTqRl5tr+QiuiCanbtuwgf/cfjvvPv44AEf07Wt5WrvTycmXXZbx8gDevu46gibPiaHrBH0+PkgTMgVgs9spar6E6ueOH8nAYpVc6ATaInMUrL5oB5L9xE961mcviTUtDaQo2Q5JI2lFG2wHlkbbDQAeRNK8jkDmR+zdBeGfiv4DB/KfMWNoe+ihuN1uDm7bljc++oh2XbqgaRoacZFN1f3dSeIvGwyFmPzss6xdGI/nNwyDL6+8kne6deO7YcOYdOmlPFe7NvOee46ur72Gze22rA28dcoUvm/YkJ8aN2bT2LHSKxEMUv7MM1S9JK30ZsN/DjJ4zRxJH9MddFNDw4BwGNodnpgbEbuIADRrY/0laRqc/xC8WgpPLYG3vDB8HvxrNNz0Hdz3B+SloTwtbJF57VOwpMreDRgGBGZA5VtQcQ74LwUi1RCw+5AVrNVirGhRlRJx7Z4ZWwp6Yf2oVZ4IK8orR/S1fi+NKYss/n4YhsHmTz7Bu2wZM7t1Y9UTTxCu3DN1j9ZMnhx7HzO8EPcoKIOMSlYuI65o7Fi9mnAgUC11qzM3XUhkHA6Xi/anncYNn37KK2VlDP3wQ2o3biw91EKQV1RETnFxrJKLgoHMgTDXpiD62emWa63b4yGvTh0+nTWLoQ88QFEa1r+9hWwORHVw1IJun0GoHCKV4GoE/rWwySqO2ADnMRD8Aev4daIPU6csWnfIm3JbeDuEq1JDlZJzKszbsXgPUomp/38y2dCEux++mGkTHmXliiC//Cq35Xg8DBoyBL2qiv+OHo3D6SQUDHL25ZdzXTS59KMXX6Rss6Q5XLt0KYEolaoaipVw5Pd6efexxxh46624PR6GT5zIg/36xZQAIQSDn3mGZil1GeSC8se0aaycPZvaDRuybfVqy69xxYwZSVsqkcJ8UfR9pvQlxcKsxMbayERGdYwTaIKsv/A78ax4FXqknIrbgImk18NVWzOCwFjSp0/pxOOjQYqOaZh2sqgxZs2cybNPPcWiZcswIhHWrFzJlWedRaeOHYkgnYPJ97EKSDP/GsFgkLmffUbTjh0BWDp+PIvGjiWSlLz/7dCh1Coq4uibbmLFk0/GkvjM5wiFw9g2bWLxJZew9uKLcQJuw8BjGAlT3yADKRLg0E07O3aG/Hy4dBhMGiNzHxTcOdBrANSrpkK7wwVFB8n3TTrIVyb4y6CoK9ZGFeIuS5sLWl6Yua+aQN8BW3tBZBloOrh9iacOECcxShhLCXE1zJy35AAeBjr+9bFZQkMq/5+bBuXEFHxgNVjkF/chMuyyekEliywOBIR37mTNrbey/cMPqfL5CApB+IknKJ8zh8pFi9jw7rsc/euv2NIxzKWBb+tW1k6ejGa307RPn5QZFSJRKlBPZl/S55pAIJ/kHS/c9fXsmPPP55jzz0fXdULRXFMhBBe2b8/qRYti7QKk54lsfdhhHN6tG20OPZQBF19MYa1auzyOPYGsAlFTOAqiyXlA5W+yymq4Iv4MsAEiAqVTwSXAaSMlIUJzQe3ekHsoNL5WejMqf4VwWTxLx3zXKznXrFQk/zcHwWGDwkul0hNcCvZiqHwbyh6j91Gb6XW4JGHZsFEw6FIXvQdcxR2PPordbufGhx9mw+rVNG7enMJogueTN9zAqt9/J2Sq5Gyzy1tG6Dq6Fd2kGno4zM6tW6nXpAmHHX88723ezLwpUwj6/YTq1KFnr14pxwS8Xh7s1Yt1v/8uJ5bLhWYRKw6YCsiVAXchK7wKoD4yMbE6KPI2L3ANsAyZsyCQoUJfI0OddKRCohKblWMxAnyKDDFIt/Sk267ovJKVHIEUcGpGs5tFzfDj999z7umn4/PFbTwV4TBuYM7cudTDWt4E+ZBICHwSIsb+tX3FCr649NIU5QGicbKlpfw2ciSaUpxJZOKPkbpFIviIVxBJJlozkHGxtUgV0SOAQ2202+HlqFHioFYwejo8/m/4bRbk5sMFQ2Dw/dZf0u7AMGDqHTDneWkQCYfBmQf2aG1XEYEcOxhBWUAuryl0tA4B2yXsvA7CfwBBa91dlZRVOnpszVTGgmQcjcx12psYgFyrfiCVka06A8QEYOBeHV0WWewLGLrO4hNPxLd4MeFgMMUHH/H5KF20iMnt2uFp2ZJWgwdz0AUXVBuKs+i11/jxxhvR7HYQAiMSoaBFC3YsXZrxuHDS/126FiFYPWcOR+/GsSApWV0mJenYvn1Zs2RJzNiUzvthGAa5+fk88dIeyCf7i8gqELsDW34if1aC4K9LqcMO2Jzy4QmSkrXp81Dving/hgHLzwduiH6GFNNjmFTzoznlHlNbIuB9A3xjpHtM0RgaIckF5JCvg1vZmDGrLbacNVB+KeReSWHtnjHFAWQxrW/GjyccTPSkRMJhcvLy6DtoEBU7d7Ji3jzWWkxSoWkU1o2HOzjdbrr36wfAtGnTUtoDfPzII6yePz/G2OQLhXACDk2TNJOqL4+H3rfcEv00GJn8qITx9cDNQFOghLi1UX1h5qx0kF/wfcgQIcXq9CbxpEczk3PycieQCkguccVCbVcPf6uFTxWYchL3VNmQysh9ZCML9yzuGTYsQXlQCCBlTB/pA8OSfwnNMNCAcDDIK0ceScTvT1vlowgSWM6U30opK8lKi+LoImm7upOSvSHmfoUabfvD4jsO6QJv/ZjmyvYA5v4H5r4IYVUmCQjb4ODzoecTclDL3oSK1dD4RGh+rlwTkxEogZ3TwVEEtXpmZmkyIuD7hGoJEmMJJ2YUYu1nmomMLt6b7n+BXF8uBb4j0RsRIbFGRTKW7cVxZZHFvkP51Kn4V67EsFAeVJ5XxDBgzRoq16xh208/sfTZZ+kxbhy5Bx1k2efO5cv58aabiPj9CUJ31Zo1CTEAZv5DkOt/dUTyQoiUPLVY8rVhsPCTTxiYpiDpruKiYcN4Z9QoIH3KLMjIkTP6998j5/yryEoqu4Pax0aLzZGG7QPweSC3J3i6Qq0zoc2XicoDgH8ZhLbEP1vdzcImWUdin0lUXsyISTIBEH4w/JLtKblLEcYWXgC+z8A3FkrPhLJEq72h65ZMMSBZmG5/6SUeev99hr30UoIWDTIub+Ctt+K0qNOQCdPHvM2hx0c46XIXxe1k3EMQCBsGdpeLnMJCHG43Jw4ezMk3DgYWIfMFzNeonIse4l4G8wKgIh7N8CNDGNT1LjP1malcOCSKfPboy5wyq4QSpbiYORec0c/u6PsLkDUkstiT+OO33yy3K31duYqt/EXmRVx5ED6/7z7ucrnYsWMH5cjktmT1RIVEpVse8ohbb1S7cJr2CumsZDHjnGMv24MiYVg0Aco3wOw34eeREEqsrUHYB0vGg7sIPA2h811w3CvQamCq8mAYsPJOmHWwrJHzxwCYWQxVi0iPJKq7dD+cZblWO9aJUQ72bDXqTHAg6ZovIZ68rYwIu+rJzCKLAwu+RYtkvhep61nUb5kAPRhk+88/M/Hgg1nyf/9n2ee8UaOIWBiIhM3GIZdcgtPpxO5wYNhsMUrtKuIJ1Olml83lwlO/fkodHx+SU9EPVGzfznZzbZ6/gDr161OVlxfLzQiSqkTkeDw0a9GCf11xRWoHfwOyCsTuQNig69fgbCCLz6V76hf0h/ZzoPVnkH+8RQOLrz/24BPS5e45XFatTjg/cSXC/Er2UtQ039aogsqnILw2+rkMm+8YOh+d+rzVNI2jTbUbDj/pJB4eP57iaHXrgqIirhg+nCuHD6/hyRXW8OgMP7eMz+OK5zw8PruQoe/noWkQcTh4cP58bvv6a/5vwytc9MxUNK0D0I/EYvBKcBfAQtInOCeHEIBcvlZF37ckUbzLhExCWw6yEFQL4EIk40py7oNSPGzIkKgs9jTqN8hchMuJDBFKrvihgtZUqJE7+j8nGIxFyYSjx3hJVGNzSPV9KajMm2SkPgITYUUmHGNIttngvD2QX5AOvp3wTAd491yo2Ajjr4CytdZt9ZBUJKrD9klQ8kK00FuFfIW2wMI+UrmwgnCC82hi89Isf5sRAlk4zoxAmn7D7B0Gpkw4EhiJLBp5PKmpkmYcvA/HlUUWew/utm0RTmdK5WdI71M0kIrEgrvvZsO331Ly3XdUbdwIQOnixSwaPdpy1oR9Pup06MCgtWs58eWXOeWVVyg8/HACDkdMeTEAzW7HnZ9PflER+Y0bY3e5sLlctDvrLBwNGhBCru8VSEakcuJeCC/weK9eTHv9dYIWSsyuorBxYyqQ2ZU7kM8KF2ATgkM7duTBkSOZ8ssveDxWvuh9j32uQAghHEKIYUKIkBDiwqR9Jwgh5gohFgohZgshjtrX46sx8jvA8SXQ5gVSaF4B0KFuv8x9uA8GR1JCowHoOdDgQei0Bdr8BCIntQ0k5kfsDjmPOZ/CFoSdfcA/Dqqug/A87npaJ68QXFE12O2xU1i3Ljc/80xCNz369uXDZcv4IRLhy23b+Ndtt+0ifdivwAnUagieAg13nobLIzi8n5Neg9007dCBJofUp+WR95BbezhyCisoi6RViW6V+GwFc0iT6kfxJZ9FXNBPpyAowT+dl8WJVEQ6Rs9xRoa2CnuGfWJ/xt8x/2+/5x5cFt4wVQXEjbxLVKWOAGAvKOCqkSNp27FjzD9kw7qMn9L5vcg7ohbxUCOlRJjvwnRzI0z8IWr1QHQ1aZKg0WuaTHtA06Bde3jiact+9wi+uhe2LgXdZDdMZ/3PPwicaeiRIwGoWgMRH5T8RzLPJcCAcClUWtBO61VQ/jHY+oGhKiwDEQ9U1QHtbNDqgVYHnBeC+Bk4jPhaYDY2KOQgwyD/rgKNDYEzgVOxTpVX1emzyOLAR+HJJ+MsLo4ZaFQ0tooVSAcDqPT7mdi7N1/378/7LVsy+Zxz+KRfPwJpIiUMXWfJpEl4GjTgkCuuoN2VV3LpTz/R+8UXad6zJ23OPpszXn+dvq+9xoDx47lt0yZuX7+eYWvWcE9pKRd++GGMMlWt71aR45uXL2fM0KHc07kz3rKyv/T9nP2vfxHRtFTjk9PJexMmcOWQIfuN8gB/Tw7E1cjv5WfzRiFELeAT4AzDMGYKIU4EPhNCtDAMw5vazX4AYYPiwRBcB2ufioYLaTLkqPXz4EpDnRo7XkCbj2HjVNDypCVOc0H+MdD4TundAGj2Jaw5NZpPoSMdcFb9md7rxI3xVg959cur0Fuhg/4HlA9EiTvNWsDHv8DE92H579Cui+CM65eRV1gIxlb5EgfHFKjdq3b4GPAEYEOzJT483bmC02/IQWidgc6YstXTXHw6pSVdLoLqS0NaIBtHt9cHngKeBxYTDzBxEQ+P+hcydlpVOI4AZmWwJ9DbdN5c4AHgXaR3xArpmJnEPFtWAAAgAElEQVT+Udjn8//Sq6/msfvuY+OWeLigExkRb2blB3nn12/enBe//56GTZuy9ZdfKPntNwzDsMw/MB+nKoeojBgzYulNQuBu3BjN40H3Jl6Wy+nEft552GfMILx6NYYq9CgEnksuIe+ttzDWr0f/4Qe0X2chVq6ARg3hvAug58lx5WLp7/D+K7B1E5zUF/oNhF0MJ0zBvPdIWUh8WJdRMbbDlEGQ1wBKJkgGu8anQa1G8OdLYETVqfp1LA6Onsa/FvIPj2+r+g7Wn0V8QQtBwSngKgTHkZB7KWhWNRN+Ba4EJiPnbxVy3tdCZqlch6wa/3fjROSYvkcaSHKBTsBxVG94yCKLAwO6z4etRQtYvDh2Vytpxk56JcKPDGUmHCYYFdJXf/ppjIY1ROrT0w+smzED79ateKL0pnaXi65XX03Xq69OO8a8Bg0I+f28NWgQ6xcsyGiGVNKDr6qKyJo1fPn00/QfPpyybdvQ9eoyLFJx5fXX8/Lzz7OztBR0HR1weTycfe65NG3WbJf729vY5wqEYRj/ARBCJJvnTwOWGoYxM9pumhBiI5JE+/N9O8pdRMuHoMFFsPVTyUZSb4CsYl0T5HYCTym0eBGCG6XykH9MYuxQTldoswGqvgG9TCobW4dBaLVMKhQ62IwkBcIlKQ5F1KZp9lrElAYs5G7TTS+gVm0YNES1CYHrbfB9Dfo3yClrA+fT4NidmLwSpPKQHk0OsaHZVPGqdFw5ZNhu1U4FoygqxToW42gF/B9x6tadwHJkTkOLaJsLkTkYW5EKiHWSVxz1gVuBR6PHJY/rmBpew4GLv2P+CyFwaBoupD3XHPFnDhoRgN3tZuQXX9CwaVMATr/9dhZOmkTY6814hxnIoolHXn45q15+GcPKKqZpHPHSS6xt2JAmt9xCydNPS+9BJEKjG26gxeOPIzQNw+fDO3o0vrFjEXl55N10E64+feQYi4uxDRwIA9Ow8kz8AO64AoJB0CPw/Zfw9rMwfoakcd1dGBaP9uTsccULYJTBsrHxNg5g3XuwJWmNqvRZT2m9Ev48F9Y3gBZvQsFxUnkwkjx0lVPA3R8i30TLtF4OWrJG4wbeQzKqrwbaIKmZ59f0yvcRBNAl+soii38mll52GTu/+QaIT/tMXlflmbAKb1I5aUHi9XvsxBWKCLKmlXfbtpgCUROE/H6eOf541syeHTM9Vmca9QOlgQCjH36YMS+8QGVlJec99hjfPPssd775JgV10hhLklBUVMT0OXN48O67mTJ5Mnl5eQweMoQhN99c4/HvS4jkDPM90qkQTiSvZjKONwxJSySEmAa8bBjGB9HPdwGHGoZxsamfj4HphmE8m9T/YKTfmQYNGhz+wQcWNRkOIFRWVspy47oXwpvACEglwd4QRFSvNqLVjIXJGmWEIbxKPnDN0084wNYAhD2a16Dvntxd430aaAcTN0fuJFozESmcFyUcELteNiCjCnflZOmmcj7SlmF1PydLOUVAAdFgFfZ2nYX49SrowEYS08icyHCG3YlF2/M46aST5hiG0W13jt0f5//aP/9k5/btGQkzBZKmuG2nTgn7fGVlsh5JOJzx12lw6KFEysvxlZSkMHcAuBs0wFNcHL8fDAMjGEQ4HFKR+KswDFg8P4GxDJAe0YZNoKi+9XFWCAVkuJLTI40ZO1aDV3rbKnOKyfOtT8yzyhRKqYwWydvS5Wklb7d5kAEEpBpCEg6yg/1Qi5MlInU+HjjYV2P/K/N/X6Jbt27G7Nmz0+6fNm0aJ5544r4b0D7AgXpNoe3bmdW4MUYgzr9kIENHjVGjCFgUh1UkF6lE2fH9lUmfzU9VV61a3LRlCzZHzbz7W1as4OUzz2TT4sWx/iAeAKm4GZXyorwTO4lzNKrwo/NGjWLcXXfRqlMnXvn11xqdf3+BEKJG83+veCCiQsKuxi8LUj1YYSwkRsMwXgVeBbmA7HeTSffCjreh4ktwFEOdayFSJQX+3O5SwPf+BoFlkHcM02Ys5cQuO2Hdv8DwgSpupOVB8wmw9WYI/A5oYKsNjd6F3JPA+x1suDXVMic8UPw9+CdC+UOAbv2wtkq+jvVBGppa0zbzc1o7DXImQ2QwslCackx6gKNAm4Jik5ILYEtkleXZphOoDpMFfvNnT1IbA8ntPhXJbPInicHZ6pbKQQrpqmyYG3iL6r0Gfx3WC74BLEGyvzRBJkruH8rDX8X+OP9LDzuMrg0bYotELL9lJ5Dv8TBi9GjLh3MoGOTOwkIifn+KnCyAy8eP57DTT6d8+XK+vOyylNoQtpwcTvntN/Jbtdp7AsDsH+GV4VBZnrqvaw8Y/1P1fZSuh1FnwMblspK1rsOlz8LpA+DRgyBQzrSOozhx4TA5hXKQX4CL9E8TF6kMqmYaqmTkk6oD5BO/E4xofyl3hgM8QyFvZMZLPFAFMDiwx57F/zZC27YhHI4EBUI99ZO9ELppf5qSvNXmTdg9Hk5+5pkaKQ/+igpeOeccVkyfTiQUiikiqn89aRyKu0EtYWZKWrPoFA6FWLN4McvnzaN1l3+ed3F/YmFajyTvN6NpdPuBg0g5LO8CG4dBxeew7RX4vRMsORGWngbzimB+fVjSCf48D35rDP5FUHINGOY0nZAMV1p9CvjnRClZvRAugfX9ILRGKhDJygMAQdh+HZQ/Qkam40whesn5FMkG1eRj9e8h2BiM0STmaHiBX5AxyArbga7APOLLgHqplFMD63wHH/G0VdV2MtKj8AnwAjIUSCkLqr6COcLSj0yXfSTDF6AucgGSt31TNW13FQJoh4x9bs0/RXn4C9ir87+obl0efv55bLZU67SmaXTp0YPR06bR+4ILLI93OJ0MnjgRzW5PoPTLbdiQRyorOWzAAAAKWremw/Dh2HJyEA4HwuHA5nbT8aGHyG/VKqVfQ9ep/OUXKqZPR7coSLdL8OTJsCUr5FvlByQPxoDHe8O63yHoBV85BCrhrX/DukVw7yboeKE0BNhccFAvcJgyQzI5s5PXi0xPHiuJwU9cyjAvCwlMdCHwv5aewSmLLLL42+Bu0QJhsf6a/f/JhBPpeMkUkkOb6nXuTN327Wl5+umc/8UXdLzsshqN7dmePVnx7bcYoVACrUq68yiEkdJMJmg2G5vWrKnROA407E+F5D4DnhZCdDAM4zchxJHAIcCUv3lcu4Ztz0JobVTgB4LR6aAKyhnIkCOzGVP3QWSrRWe6TKx2xD/KPkKw4zVw1gfhludSsAG2MIRnp3SVQlSktifPaSuPg1U7M4Qf2JgmX7kS9K/A1geZdLyOVKekeakw07JapaOa9f1cpHBfLzrw46IvM45Jc745xJWMZGxG5ivsIK6snAYMtbrALP469vr8P/+KK3j50UfZunEjkYh8PNjsdho0acLb06bhqMZS1bZXLx4sKWHO2LGUb9xI21NPpU3PnimsSofecQfF55zDuk8+QQhBcf/+FLROrS7unT+fZWecQaSsTIYwGQYt3nqLOrtTJOi3+fD2q2lqyQhYNBPuGgSXDYP8AmjYPDVsas0C2LY6VQkJ+eCr5+GG9+Bf78O0aXBRdD6VzISJF0PlOsnklnJu5LQMEPdWQLxStNVUCmEdVajI49XPZLWeUQ7Bj8E1wKKDLPYXCCHaI8tyP2cYxvDothOAZ5BySRC4wTCMn9N2ksUBBc3hoOVTT7F88OBYmGU01iIt1wvImyGdAK+2C0AXgsOuuoougwdn9DoYhsHiKVOY9fbb6OEwwmZj3ezZCSKZDek4NYclWfZF9cXowsEgB3fuXE2rAxP7jQJhGEaZEOI8YLQQQnmQ+hiGsfNvHtquofzjuECf6c5KFrQNw/phar6rNdVnEMKroc5NsO3uxPaZCprqgLBB3i2gr4Lgp8T0bPN5dkc+VjK4cigk9OcCoeKvM8mDyVpKJilDQZBaITrd4KyOTdf3A8g8BTO+QCZQn13N+bLYVeyL+e9yufj455954PrrmTppEgA9+/VjxIsvVqs8KOTXr8+JQ4cmbAuUl6OHw+SYEuUK2rSh/Z13pu1HDwRYcvLJREpLE7b/efHFeDp2xH3wLnD/v/0q3HMzBAMy2TlfgE2LBoVFwG6AfydMfw9mvAeuHPDkw7BX4diz4v1UbAXNYq4YBuzYYH3uJkfD4OVQuQEWj4Y5j8qCcUZEHucMSUUlpzF0uhU2T4CyheCuB7p1gb+0eREg15bcTG118D+XVSD2Y0QZ114E3k/admCxMGaxyyg85RRCNhtaVIGIIGMKrIIcFFwk5h6odirY20DGPAQMg09uvpnP77mHU0aM4Ngbb4z1sXnRIr667z7W/fwzEV1n544d+AIBdKQQnOwQtUrbsoIaS4C449QWfUUAXC5OGDCARs2b16C3Aw9/mwJhGMaJFtumAkfs+9HsQWgF8fdqVtREINeFjDlO1rWTfyEBkAs5x4BvGhReB2VvAGHQVP3CDE4/ww4F94Fwwua8+DhrMlusxpUuGTKB3kYH+yXET1ZTejNFjpnpNtWQdIeZ0BuYQOJ3a0eGD1nFUmxG5lIkwwBeI6tA/HX8XfO/YZMmvPLZZzGKvd2jHpYoX7eOLy6+mJIZM0AI6rZvT9+336Zehw7VHls2eTJGMNVir4dCbBs9muJHH63hIMrh7qHgNxUxKjPAo4ErFE8ZykXe8gII+uTroYvghR+hdTQ2t+URELbwIjhyoEuGWgRCQH4TOPI+6PRv2DQTXLWhQXcIV8mXu75s13aIPMbQYXpjCCZVgBYaOJLWh+TyCFblEsw4wGxO/0sQQmjA28DdyOIXCjVmYUsiUWDatGlpz1dZWZlx/4GIA/maIlVVeJ94AsNE9BABtOJiXKNGpT3ORZwPkej72qbjk0Od1obDTPrkEzx16hD2+9myeDG2Hj1o1qNHSpxDpqUkFvSBtVRlVVFbtSsqLuaCRx+lUbNmB+zvVR32Gw/EPwZ1b4R1c8Goyhznm3zXRjQoOB68P8mdhi9eWDnhGE0WSiq9I7oxKmTnXSAL05U/RoyxxOqknnMl1aF/Agm3vopaSJdYrakBGPHCyaRpmwzD7CWwLvqSXoNRJWeUV9sMF/Afqq+fcBOwCEnjqLSlBkA6C7GybVghgAzB2vvJ11nsPWiaxuYNG5j4/vtUlJVx3Gmn0bVHjxoXQNTDYcYedxwV69djRMOhtsybx9jjj+eaVatw166d8fjw9u2pbEkAoRAhU72KavHzD+BwJCoQAN6QnNOKt1YpD2YE/TDuabjnXfk5txb0fwA+fQgC0TXE4YbajaDn4JqNx1ULmp0e/+zIk69kCA06fQxze0tvhe4DWx4UdIODb4XVUZbf5PUlk9NQDgCc+0Ndh/9dZGJhA4YDUwzDmCGEMCsQLYGVSe1XRrcnYFdIFP6JSecH8jWFysqYdtZZhCLxMEkv4Bw1Cu+wYZbT20Ca9KwkBwMZFG21zw4cd9ttlC5ZwpKJEwkYBmHiJky1+ioxy+q8XtN7RQ2rEER6PirSjOviUaN4adgwahcV8d3mzZb5dwc6sgrEnkbBuVA0C0qfB4cLguXWXojkbfX/DQc9A8G14JsNWy4iNTRHgKcv+H8AI+m2rfwI8sYihd90MMAW9ZDoyeE5UahZZY4v1uzgvAw8T0HgMjA+JXNqk8V5I++AfQTSsp+fdLyVdKMQQQr7lwIzkPUTcpDegyHUTJDPRRZwmwesAJohDd3pNLxMfdqRS1ZWgTiQ8e2ECdx84YXouk4oGOTNp5+mZ79+PPXeezXySqyaPBn/9u0x5UEhEgzyx5gxdB0yhO0LF2KEw9Tp0gUt6eGRf8IJGCHryF5P1641vxBPbvqkYXOZ1yqk5d4cEWjosGFV4jFn3QnNu8DkZ6F8K3Q7G064hF2b7zVErWPg2NWw+QMIbITaJ0CdXlK5qHsl7Hgjsb1wQEEriKwCEQLdSMqDEKAVg/umPT/WLGqMdCxsQohzgaaGYdydelTNWdiyOHDhKCwkt317di6MF1M1m/+SVxkDSZGazuxo5QFQiAA/vvgimmEQiSoPVueIEF8qzdyO5vyHEHIJDRMPo8rEAmVWhCrLy9m+ZQv1GjVK0/rARXZy7mkIAY2ehLaroPhNaP4a2GzxO0oVVrK75Rt7Q3A2g+Kn5fHOplDYH/IHIZ/4ql8PuLpC7euxDAEyqqDiverH53tHChyOnunb6EBERIP58sDWFHIeB1GAFJ53VZgIIZcBkIxDKkIwU+SjghPoj0xeHodkRfoZeBwpxIeAVchk50wQSOan84HuZL71bcAJGfrZhfj0LPYrBAIBnrjvPi45+2y2+XyUBwLohoGvqoqpn3/OtxMm1Kif8tWriVgoAGGvl40zZjCuWTMmHXcck3v25IOGDdk4dWpCO1fz5tJzYIGK77+v9vzG0qVE+vQhclofjIqKeLSfmk45dnkbVyLNaF4k8dhOUxuHC7parAOdToM7JsHQcfDbR3BncxhaG+5sBmvmVju2XYKzCA4aAgc/DEWnxKieKX4dWnwLnmPBeTDUuQ7arISmi6HRJrC3AnKjS4hNvlxDodZ80Grt2TFmsadwOtBOCPGzEOJn4CrgKiHEeP4pLIxZVItWDz2EzR63XSfXWVeJyVVIz4PZJBpGWvxLgW3IJS0dDCDk9eLz+6lA0qiko4SNVtmKKQUqp+HIgQOp0717TIlRyoR6n06KMIc86bpOfq1/5pqU9UDsLTgaS0Ug+CdssZNSyVWzQbNJkHeSZDUxh05sfhC2jYnWWrABBhReBvVHge+79JQFuhd5UBq9WCOa4G2AozXYOkPEqiKrC1ynSsXGfiQ4zpPHBK4A/UfZxKyqK6QNLfCA2ADGCUAHoC1xJaK6kJEgsBBrN854pEdcTekTgOeIF7T7K7gBydJUTvwiXcDRwLdIgqC2e+A8WewrGIbBRaefzi8//IAetdort7QH8FZV8dm773LK2dXnuDTo2hXNZkuZaY68PDZOmIDdawojrKjgm379GLByJTkNGsjzbt5sXa0aqEhSNlKuo6QEvXt3mf+gSSu8EZ0aQidupFAKRRA5PTzR/14g3w65BdD/34mdr5oDC78ClwcmPQB+U02J0rXwyBFwwWT2CfJ6ylcytNpQZyH4P4TQ92BrBe4rwfbPs/D9k2AYxlXmz0KI4dHtw4UQhfwTWBizqBb1zziDuqedxrYpU4gEg7GSUnak4K6E9ORqNgHk0pUcl5EuzVQxcVSZPLRqSVSJ02ZTrApvUs7aiKbRqGNHznroIQa3bk3Q5MVQUKFP5vyM5ByLVu3b487Zu8Vq/y5kPRB7GxVfYxnfr3uh/LPU7VUzYevjYAQgEoRgRFLBlr4DGJBzAhgWgofIhYKLwVld/S4nbD4Eyh+F2lNA1E3uSHo78h4GwuB/BKrOAO+xEHgbwkneDzOPmVK7taSX8CJZOqcjQ1fDYHQjPoWrY3v+BjgMGcKkMBOZh1eGXFaCyGJyRyGF/98z9BdCKiWTgeuRtK8DkIqBQiHwOtL7UYz0OjiRSsVrwG3AvaR3oGaxv2HKxInMnDaNcJLgbnaDmy1jmdD46KNp2K0bdrc7tk1zOnHm5uKyCIEyIhFWjhkT+2wrKEirOtvrJs/JRIRvvJFwWRlhw0DLkbaHhNjhEOBPui/NFxkQ0PdKeH0+1I6yoxkGvHwFjDgeProfxt2eqDzELkSH7Wszjm+fQORAzmVQ8Cbk3ptVHg5wGIZRBigWtl+A/+NAZGHMoloITaPrZ5/R+YMPaDJwIPldu2IIQcDhwI9UEMy8Lmpdy+RBsAp9MucwmGEuM2teqQNIh60KX9Lcbgrq16dRq1b47XbLJ33E1J966STmTtzw2GNpRn3gI6tA7G1ouXG3fALsYEsq7mQYsOFKwB+XCGJSgSaVES0P6r8iH6DKgSTyIOd4yDsXikaDqENC+BPmvvwQWQ4VD8OOs6HuCnBfirSua+A8EWp/DFUnQfAN0JdC+FuIzCWmKVjRHqisJBuJY4+VZVTTTzkLg8C/iRd4M0/F2BdC3B6xBjiHuEf7JRKdm1FPDVVIutXziOfxmUOlfkDm8l2BrPPwPbIUzGLgdkzMgkAdpILxdvQi/NFzhpBLzEIku1MWBwIevPVWjDT5AhpQoGk0ql8/ViMiE4QQnDd5Mkfcdht5TZrgrlOHguJiCIfZ6fUmPGxsAH4/f777LhUrZZ6oLTeX2ueei3AlOvC13Fwa3nZb2vOGX3gB/ZNPZNtMOXlWT1p1WU1awS0vQekGmPsteCtg7kSYNU4WkNMjYKRjXkcWl8sii78IwzCGqxoQ0c9TDcM4wjCMIw3D6KEYmbL450HYbDQ45xw6jR3LcXPmUNi5M32nT6fD0KE4CgpACBocfDB127fH7vEgPJ60gRdmy79ZLMlkllRRnUHkk7ycRM9GBNgZCDDt88956ZZbCEerUydDhTx5kZJHefS/WmqDdjvLlyypwTdyYCIbwrS3UXAmbLg2dbuwQ62LE7dVTYHAslR+MQGgEytGVzAI3EdC+VsQ2QF5Z4LntCgFYhtoshq8H0BwLkRKQF8D4cUk0pj6ILQAQrOh1ltgvAkYsg/vNWCUExP6rRLAVTaR+Q6qTh1N8DX+CsbSePJjrIFKaVLLhdnjEQLeBO4DSixObO7Hh1QIWiCTp53AycA00teN8CMNX4cjyT/UxW0B1pK6HAWAL5Feiiz2Z5Tt3MnaP/9Mu98JaLrOpNGjKdu0icfGj6+2T7vbzXEjRtDi1FP56LTTKP/zz1hCcxCoRTy+VwBlv//OF507U2/cOACav/oqkbIyyr/9Fs3lQg8EqH/jjdRNqp6qV1UR/v13RIMG6LfeGt+uQyQg2Z9FpvovCgJZA+KkM+DSg2HHFhkiGQ5C+0MgYKogn4lp2VazmhlZZJFFFjWB0DTqHnUUdY86iqOffhojEkGLeoNLFy9m5ZQpTLrrLvBaM0yqDHwpTghsTidN2rdn6cKFRCxCRZUZ00oSiCDjGoxIhBmffopB3Dxpho6UDJI9EEHigeRBau7VPhDxz72y/QW2Amg2AdacTewJb4SgycvgSkrG3TgsMVci4Y4NQP4p0e0R8H0J3rGgl4OxGVyHgz0ajqDlQ97V8UPLH4KKB1LHZnghNAvcvaI5GNHxhb+lRqE5yTOqOorFBAXCDSLZTCpMjVREpBlB4vUZeiBZ/pQmY3XiTUjvgqKRnUzm1Cd3dP/VyCDy25D05H+Q/vvIhjAdCAgGAtg0Le2vpcol+L1efpo0iWULFtCmU3X1RSS+u/FGwhYPthRusUiEcGUl3vXSi2bLzaXNxIkE168nuG4d7nbtEHY7Vd9+S+X48Xg//xy9vByb34/T4UD4/dQx92dAOCRfDmT9tpjGYiXjF3igXWeYOx5KSxL3rVqQeEyY1OxGkOtErcaZvo4sssgii92GEAJhErqL2rWjziGH8OPzz1O1YkVK3pnd5aJD//5Ubt+O3e3m6Kuuon3fvggheKZPHxZ9800C4UWyWTIZVaSmdhqm/wplJJpk1VpvJx4bEQ6Hab8rrHoHGLIKxL5AXk9otxkqv5VehLxeqeFLwbXgX5S+j9rXgC3KLb9lEFSMk/HIAKH/QuXnkqHEacEQZGuCFJGqErcLD2hNUtuLxqRScltBIIXuMBCKq+DVKREIJBWrFeWsAJqT6GFQ8ADHRt9fB/wXaxbmdFBLj5XC4SYef+WPvh4FGiO9DOku7JhdOH8Wfxfq1q9P0xYtWLF0aYre6yExS8nQdRb8+GONFYgtCxZYbk8XYRSqrKTkzTcJl5VRdMop5LVvj7O4mK3PPMPmO+7AEQol3KFhIBKJJCoPyX0i60gKlZF4UDGUlcoNTgf06w/9BoJeCcMtPGaVOhTZQTepWF7kl6MIHjQBp90GOf9MRpEssshi/4QQgsu++oo3Tz2VTX/+SUQVArXb6TJwIBe8/noKVTbAVe+8w9O9e7NpyRKEzUagKioDZQhTtQreNFO3qnXZyhciiK/7BhCx25k3Zw7djz3WovWBj6wCsa+g5UDBGen3V34rec6T2ZoU7NFiTKHlsuaDkZzMHIYNZ0Bzi3i7nPOg7NbE0CgNEJXgu1cmObuvAZX86b4DquaQviCdGtPl4LofgleC8Z3kZVe+vnRKhKEhE5R7IXMVksU5N/ATssbDl6YxOIH6wAXRz42Br5AhR5OJpz8pJIc1JQwiabua9sltA8BYYCNS+TCndak+jktzoVnsTxBC8Ow773BBr16EQiECgQAOux0jHCZZHLY5HNSthrN78+LFfDdyJFsWL8brcOAOBGqeUKbrLL3xRoxQiBV3302jSy7hoP792XTHHYgk5UGhOqsZ0f22ANKTMH0ZbN0EAT+0ahuf23edjmVkcBhZLTq8E8IBsEfLPV8/HooaQsVmaHYE5NWVrHFZZJFFFvsQdVq25Jbly9k4fz4bFizAWVhI0yOOoFZxcdpj8uvW5f5ff2Xt/PmUrllDcYcO/DhmDJ+PHIkvyWtckzXWj1ybwzVoC2A4HDhdVq7cfwayCsT+Alt+VIHwW+8vfQ7q3QeB2TLJ0QqhZRDZCbYkkUjLh3rTYfuFEFkBtmBcQtHXQ+UNUDUENDe4Lobcp8D9OPjvRrIyVWFde2IKiNfBPgBCMwGvVN8tK2grOIFWIHogWZO8xAUaD/AIkAeMRjI2vRZtczYypyHX1FcT4ElgJPAwMCbafxDJnLSaeBiUKserIWMzzHaGdNPAQIZBtYv+V1GWSoFwIIvSZXEgoMuRR/LS+PE8cs89bN2yhe49erD4888J+eKeMCEErpwcjunbN20/v0+YwFvnnotuiq0VSPXWbAMLIO+0ZGVAAwKVlTGVddOYMWgzZ0IolFEJyZDWHIcBdOwEOTnQtEXq/tW/pT/2pOvh6N6SxtVTCEedDwX1anLWLLLIIou9DiEEjbt0oXGXLrt0TLMuXWgWPab/Aw9wzv3389GDDxsjP84AABgoSURBVDLxySeJhMOEgkECSAXBCoqZySytCKSkESIx8DphDdd1+vX/5+ZIZlmY9hfk9yHtzyGQoQihdWBPrrVjhibpX63g6AAN/oCcYyyM8rpM/jR8kqq1vA+4/w2FWyH/B7C3jisF6mUD2A7GMrCdC0Ti+1QutGXAuRKx2iEViL5I0asrUmm42tTuOmAusARZOE4FcWxDJkMvM31B9wG/AO9E94VJrIehI6d6d+AOoFP0/UjgY6wDvh3AkcDFxEVBZadwAf9CekyyOBDwzuuvc/G557Jg/nzWr1/Pl198QbhpU4oaNyYnNxeXx0Oztm155fvv01qN9EiEMRddlKA8ALGKqcqN7iB+B5rZQMx3kbJiRaqqCKxYEesnHaqz9mjqz5vvpm9UkI4iVsBpl0HLw+Hsu+HUIVnlIYsssvhHQgjBecOH89q2bTw4cyaibt0YcZ2SwsyJ0WFkjAMkEkwGiLJmR98nKyG3338/9erX37sX8zciq0DsL9A80HwSlmKCQIYo2RuDq0dq/oSCvRnYqrlZw4urGUgAwnMgPBeEG2ydiAnJKdSyenS8dcFWN7VNyt3lRFaCVjgU+ABZSXo60AepHKRjSTKA+5HC/xXIMKjTiVehLgS6AIui/STDBvQDBiJDk0YjFZhWwGUkKgN2pCfkQmTF6xeQNSby/7+9e4+Wsq73OP7+PjP7xh0DAfHGpaUUpgfBu7ZVECHFSLymmKm5gqOW0jFvKy910hOmcNTSspO20EV5Sz2Yl6UkR7GgYye0JDBDLDIEFfYFZu+Z3/njN7Nn9uyZzQB7z8wz83mt9SydK9/f8zy/2c/3+d3wC6R+DZ9ASBg0NTXxzSuuoLWlhUSy/2xLczPvrV/PGTfcwM0PPcS088/nsKlT2fT++3mne924Zg1teWYCiQEDBw+mH/5MSv2BacW3rQ3Ct59l5u+pFDcx2I9vyrUqSuruVmbbW7YawAKDxb+A8Qflf+OsK6E+65uCCBw6BYbkGA8lIlKhahsaGDNhAgtXruTg449PL11Fet2JbfibQ9l/EZrxv+2ZE7s303lNocuvvroIpSgdJRDlpO9RMPp5CGo7X4RbHxh8cbKbk8HIZWBZd0itAYYvotOK1pmcgy1XQeL9AgKJQDxjLEX0EtLz1HT8g2D7go0G9ybwUe7hBokI/vKmPzAWgvlAM7jFvvWiw8/xg6c/ie+adBVdO20sBn5KeubmVuD3QPY0uWvI3RjZju/WlMtF+FWtD8J3f/oCsAhIDlxnf3w3qSfwU8lOYcfzZkq5WLF8OdEc0+m1tLSw6I47uObss3ni/vt5eMECLm1s5JiaGm4+80w2bdjQ6f11/fvnTS4MGDJ+fM7xC/Xk/7G1+nqG3XRTxziFGJ0TCTOjb11d13nQIxGiY8dS96lPEbniClj/Hsya1f2OmHw+nPpVqK2HvgP9itPjDodrH+7+cyIiFWrP/fbjuy++yA/++EeOO/dcRowdS01dXccKVblsz/PaNvzv9P5jxhDJMbC7kmgMRLnp2wj7Pg4bLoO2v/qWiT0uhz1vTr+nbjyM/gA++iFsWwa1h8DAS6Am/2Aitj8Grfd2zFOf89q347k4RMaln6+5FBLPQfwF/xrJ+SLrH/MJi9tC/jlnxoBdAjYe303pBOAC4Fv4Fak/B5wEdiXpy6PUeg9twMKM7/oBXQd2t+EXh9tMuovTaPwlW9asU4DvrnQYfjG5bMcnN6k0/QcMyHnhHwE+XrsWl0iP8XHAtniclx59lDdffZUH/vxnampr+f2SJbz35pvU9evH9qaui6kNGj6cw77zHZZMmZJzWtd8Bh19NCMuvJCB48axbupUEk1NHX+YaseMYe9nn6V2zBjan3+e+He/i3vnHYJDDyV6ww0EBc4U1cEMvvI9OPPf4C9/gKF7wz4H7Nx3iIhUoP3GjeOaRYtY/uyzfGPGjI7W31yL2HU3gfv5c+bQt1+/XouzXCiBKEf9p/stsQ2slpwrWQf9YI95wLzCvrPlbnDJC+rsSY47dUuqg+hEiGYMUrIo1P8S4ish8QrYCIjM8F2cAGwCueckaIDgEgiSMbpT8N2LEqSnX11Cen2GTDF8C8D+wNP47kR/I/cUT5Hk96USiBOAT+DvEWRX8034FbDvBybmiFkq0YRJkxg0eDDNTU2dEomBtbXURiJsb+06pXBrIsHGv/2NWX37UmdGNAiIOkffujr60/mMrY1GOffhhxlx1FGc/NRTvPr1r/PhG2+Ac9Sb0Z5I5FyaIdLQwITnnsOCgL5HHcW4LVvYtnIl7Rs30jBpEtGh6XEI0SlTiE6Z0jM7ZNBQmHBiz3yXiEgFcM6x9vXXue6ss9gei3VcGtXgr0ji+BaGBPn7H9TU1HDm7Nk05/ibUmmUQJSzoAcH6Cay1kvouPrpA7UHQfx3QB3UXQC1U+GjQyC+GoK9oeEmqD8XIhP91kUbBHdA4nL8RXvCfy/7QyTZvcg1Ac/TtVtSjNwDmFOvfYf0mIjU0lzZrR398eMUyHjfY8B1+KleIT0LU6p341347lBSDYIg4JFf/YrPT55M09atmBmxWIzPnXYary9ZkvMzDn9mBUDCOWLxODGgvbWVWBCw/8iRDOjXj5ETJnDC9dcz9MADARh5wgmckVwboumdd3hr/nw2/eY3uLfeItGcbhWzaJTDX3yRIEjfIDAzGiZN6qW9ICIiKc451q5YQevWrfQfNowbZ83iH+vWsXXbti63RLfhF49LydclddDgwUyYOJFly5b1TtBlRAlEtag/E5repOvibbUw8GXf0gEQewG2nkZHV6HEWmi+BGiG+ks6f9T9EdovBPd68olDwUYBW8A+B5EL/PgNIP8Ead1JTZ6WkmpNqCc9X2wtcAddq/MQ4HrgNXyZs+8XFLJQnlSSA8aN441332X5smV8uHkzAwYOpPnjj1nxxBM5378n6QF1KY7kmZdI8PaGDTwYi2H5xh0B/UaNYuLdd3c83vjMM/xu40YOuP129ps7l6CC5wgXESlHTZs388zChTy5YAGx1lbi8Tjx9nZa8H0ZspOHBH7UZaZIcsscB1Hf0MBDjz9e8WMfUpRAVIs+c6D1AZ8QsD25oFsdDLg/nTwAtFxN13EGLdByPdRdnB6k7T6CtmPoPD/BCnDvQ80asKwKZEPAjQJWZ313aqR4IcuygJ+LZjJ+5qX98QOox+d5757kXnUaQP2+q1EkEmHUmDF8Y+5c1r/zDvF4nNpYjD3ofKak/jhknzmZK5J2N+VqPkOnTaN+6VJGzZ69q0UQEZFd9OZLL/G9U05ha0tLl97cDXRNFCD3eAfD38pMAC4a5YSpU7l30SIGDswzS2YFUgJRLSyASN+MVVCSE5ZF9+n8vniOlawB3Gb8TMj9k+/7Gb51ILMKxoEPwD0HfBbc08BmsOPBDsB3GcqcvagPMAA/FmE56VYKw096uYWu8xwE+EHYkwsodB1+utef0LnlpR64vIDPSyU699RTWfvWWx3Tucbww+2H49uz8qWcmYIg4F+mT++29UFERMpHe1sbd55+up/Om9w3iPpCx5oQhRg9dixPvvJKRa/3kI8SiGrRcie0ryLdJajdbx/N8t2bYk+C7eE3l2MGGetH55noV9O1pQKgDRIvgZ1Lx2pyDuACCO7BD6J+GT9N6jHAl8H6Ag/gE4w4fn2Fz+JnRMq88Dd80tG4EwW/DJ+M/Ag/U9MBwDXAZ3biO6RSrFm9mrfXrCGeSODwP4CptrJU8gDpRd6yO8alhvAP3msvLrznnmKELCIiPWDN8uUk4vG8U7PmGmEJyXV26Nrq7IAR++1XlckDKIGoHtt+RtfxD4BbD60LSefcdRCJ0rnRri80XNt5Nig7HH/Rnz2dZQT4Mb5rU6afAVPBPg+MBHs06/WLktsG4H1gFP6ifw7p1Z+HAo+wc6etAbOTm1S7jz78kCAIaMe3T+XqppTyAb4THKQXWAe48PbbOXnuXGo0fkFEJDySM/Dl6zCdIOdVEg7fvSn7aicODBoypKeiCx0tJFc18g3qcXRusNsOCQc2HAjABkOfm6A+a7rY4Az8BX3m5JT1YGPoOtMSQDMkftRNfFuAWcAh+NWixwLv4hd+exx4AVgFHNjNd4h076BDDmHb9u04uiYPqQWAUrbjJw5uxp/RbUHA7AULOPXKK5U8iIiEzCePPBILgo4bQplj2RL43/ns1aMc/m9DM51bqGPJ/84888zeDrtsFT2BMLMaM5tnZm1mdnbWa6vMbIWZvZbcXix2fBWr/iK6riadTz/o81+wRzMM3gQNV3Vd4drqoea3EFyIX39hGARXQGR+7nUrgO5nYroU37VpO34ehFbgVuA54Aj8CtHqby67p76+nto+fTq1KKR8jL+jlLkKdBwIamoYMX4831qyhJmXa+yMiEgYRWtr+dojj9CnoQFI/8a34ztk/yPHZ7Lngkw9lwAwY/ppp/VavOWuFC0Ql+D3/2s5XusPHO6cOyK5nVDc0CpYn7lQeyx+HEMNfmG2WnKeAq4donv5JKG7QaI2BKL3Qu0mqP0HRG8Fy7XCM/7ftfPyvLYZeJGuQ5dagDu7KZSETTncQGhva8s5gC4B/BN/1rUD7WZM/uIXeTYW475Vq5g0dWpvhCMiIkUy/sQTuWvdOmZcdhlBJEIb/nZl5o2jlNTj7G5NqcSjvn//qpmyNZeij4Fwzt0DYGan5nh5D+DXZtYPWAP8u3Pu99lvMrOvAF8BGDZsGEuXLu29gIugqampSGX4pl+N2jWB1QB1EP8znXsEGlgDRDYDuxrTg8BfSFe/AJ+47A8szVHe7fhF33L1TKzdjTjKQ/GObyjs6AbCwc65Quf03SUDBw+mqaWFNtKD41I6JhU2o++AAfzrTTf1ZigiIlJkA4YO5csLF3Lurbdyx0UX8dLixeBcpysW8Lc0s0dzpp4HOO9LXypCtOWrVxIIM6vF90fJdpxzrrsZsoY551rNLADOAV4wswnOuXcz3+Scuw+4D2DixImusbGxhyIvjaVLl1KyMmxrha2XAjHf8lAzEQY+AsGw3fte9y64B8H9E4KTgZM7ujZ1LW8bPh/8OOtLIvjTYM7uxVJiJT2+ZaYnbiDsrrPOO48Ft93WsWZ6ahWUABg7ciS1kQhHTpnCpdddx96jRvX0Py8iImWgvk8frnn4Ya5etIhVL7/Msqef5v677qItFiPhHK34lobMVolUa8TwESO4rspvMPVKApFMEo7Yhc+1Jv+bABaZ2WxgKn46HukN9bOg7vMQXw02CCIje+Z7bV+w6wt8cw1+vMOVpKtnDb7V4uqeiUeKprdvIOxuC+Rxkyez51570d7W1vGHITBjr7337jQd39p161i7bt1OfXchwt4ipfhLJ8yxi5SrIAg4uLGRgxsbmXbRRfzwllt4Y8UKYvE4q9evp7m9nQDftdUBZ51zDvc++CDRaHVPZFrupY+Qe2FA6UkWheinSxzEOcA+wAJgPXAs8DWghxIaKZrevoHQEy2QBx98MAvnz+e5Z55h2PDhXDFvHieedNJOf8+uCHuLlOIvnTDHLhIGY8aN43sPPdTx+MnHH+f7t97Khr//naOPPZYbvv1tRo0eXcIIy0fZJBBmNglIOOd+l3w8HRgHPFvSwKSIjkluIkAv3kAYOnQot9x2G7fcdltvfL2IiFSAGTNnMmPmzFKHUZbKJoHAr9HxfTMbjh9Vuxk4yTmXawyLiFQQ3UAQEREJj5IlEM65xqzHfwKmlSYaESkx3UAQEREJiXJqgRCRKqEbCCIiIuFVioXkREREREQkpJRAiIiIiIhIwcw5t+N3lTEz2wj0/GTtxTUE+KDUQRSRylv+9nPODS11EDsS0vofxvMhk+IvnWLFXin1P8zHOh+VKRzCXKaC6n/oE4hKYGYrnXMTSx1Hsai8Us3Cfj4o/tIJc+ylUIn7S2UKh0osUzZ1YRIRERERkYIpgRARERERkYIpgSgP95U6gCJTeaWahf18UPylE+bYS6ES95fKFA6VWKZONAZCREREREQKphYIEREREREpmBIIEREREREpmBIIEREREREpmBKIEjGzGjObZ2ZtZnZ21mufNbP/NbM/mNlKMzuiVHH2pEotV6Z8x7Uayi75mdmlZvZ/yWP/BzObk/HaU8nnXsvYBpYy3lzCdg7n2+ch2t+rzGxFRowvJp8P1XEoJTP7tJltNrMbM54L5f7bwW/IeDN7Jfn8KjM7pZSxFiqsxyJbN781oTwuBXPOaSvBBswBrgKWAWdnPD8I2AQcmXzcCLwP9Cl1zLtZ3oosVyHHtVrKri3vOREB5gP9ko9HAq3AyOTj5an/L9ctbOdwd/s8DPs7GfNfgSDMx6HE+28QsBS4G7gxzPtvB+dzAKwFzkq+Ng7YDOxd6rgLOD6hOxY7eWxCd1x2ZlMLRIk45+5xzt0OxLNemgqsds4tT75vKbABOLG4Efa4Si1XJ3mOa1WUXXJzzsWdc/Occ03JpzYBMfwfHoBPAIvN7PXk3fHGUsS5A6E6h3ewz8OwvwH2AH6djPPnZnYIITsOpWJmAfAAcC2wMeOlUO6/HZzPk4AG4OfJ9/4JeBmYWYpYd0Ioj0W2bo7NWMJ5XAoWLXUAlczMavEnTLbjnHOxPB8bDbyd9dzbyefDrFLLVYhqLnvV2In6fiew2Dn3bvLxIc65luR3nAQ8amZTnXMrezfinRL2c7hjn5tZGPY3wDDnXGvyYvgc4AXgPwn3cegx3dU34Ebgeefcq8ljnFLW5/Gu/IaY2dHAX1zyNndS2ZSpG2V9LHbDncBiYC/CeVwKpgSiFyUr/M726TO6tkq0E/7xKpVarkJUc9mrRiH13cy+jW/aPj3jcy0Z//+cmT2Cv0tVThe0oT2Hs/d5SPY3zrnW5H8TwCIzm518KZTHoaflq29mdjqwr3Pu2hwfK+vzeBd/Q/KVqb7HA+xZZX0sdkXWsZlFOI9LwUJ7oCrYe8C+Wc/tm3w+zCq1XIWo5rJLkpnNBz4NnN5NCyT4bglbihNVwUJ5Dhe4z8txf+cSwY+LCN1xKLJpwLjU4HPgYuBiM/sFIT2PU/Kcz2EtU1jjzinHsamo8uWiBKL8/BL4jJkdBGBmhwEHAs+XNKrdV6nlKkQ1l73qmVlgZj8E9gHOyLyQNbNPmtmJGY8PBWaQ7DdbRkJ1Dufb52HZ32Y2KRlb6vF0/CDMpYToOJSCc+5i59yhzrkjnHNHAD8GfuycO4OQnccp3f2GAK8AzsymJd87Gj++4IniR7pTQnkssnVzbMJ6XAqmLkxlxjn3sZmdAfzEzBy+yWu6c+6jEoe2Wyq1XIWo5rILANOBS/FdZP7HzFLPXw+8CXzVzG4HtgMtwBecc++UItB8QngO59vndwOnlfv+BpqA75vZcHycm4GTnHPrQnYcykoIz+OUvL8hzrkXzGwmcLeZ3Zx8/gLn3JoSxFmwEB+LbN39vofuuOwM6zy+Q0REREREJD91YRIRERERkYIpgRARERERkYIpgRARERERkYIpgRARERERkYIpgRARERERkYIpgRARERERkYIpgRARERERkYIpgRARERERkYIpgRARERERkYIpgRARERERkYIpgRARERERkYIpgZAeZWY1ZhYzM5dne6zUMYpI71D9F6leqv/VJVrqAKTi1AJfzvH814EJwFPFDUdEikj1X6R6qf5XEXPOlToGqXBm9h/AN4B5zrnbSx2PiBSP6r9I9VL9r1xqgZBeY2YGLATmAnOdc/eUOCQRKRLVf5Hqpfpf+TQGQnqFmQXAfcAc4OLMHw8zm2tmvzWzbWa2tFQxikjvUP0XqV6q/9VBLRDS48wsAvwUOBs4zzn3cNZbNgC3ApOAI4sbnYj0JtV/keql+l89lEBIjzKzGuAhYAZwlnOuy6wLqefMbN8ihycivUj1X6R6qf5XFyUQ0mPMrA74BTAF+IJz7r9LHJKIFInqv0j1Uv2vPkogpCc9CJyKb74cbGbnZb3+pHNuS9GjEpFiUP0XqV6q/1VGCYT0iOSMC9OSD7+U3DIlgP5FDElEikT1X6R6qf5XJyUQ0iOcX1BkQKnjEJHiU/0XqV6q/9VJCYQUnZlF8edeFAjMrB5IOOdipY1MRHqb6r9I9VL9rxxKIKQUrge+lfG4Ffg10FiSaESkmFT/RaqX6n+FMN/yJCIiIiIismNaiVpERERERAqmBEJERERERAqmBEJERERERAqmBEJERERERAqmBEJERERERAqmBEJERERERAqmBEJERERERAr2/1vC3g4TeqZXAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7fbdeca600b8>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"titles = [\"MDS\", \"Isomap\", \"t-SNE\"]\n",
|
||
"\n",
|
||
"plt.figure(figsize=(11,4))\n",
|
||
"\n",
|
||
"for subplot, title, X_reduced in zip((131, 132, 133), titles,\n",
|
||
" (X_reduced_mds, X_reduced_isomap, X_reduced_tsne)):\n",
|
||
" plt.subplot(subplot)\n",
|
||
" plt.title(title, fontsize=14)\n",
|
||
" plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=plt.cm.hot)\n",
|
||
" plt.xlabel(\"$z_1$\", fontsize=18)\n",
|
||
" if subplot == 131:\n",
|
||
" plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n",
|
||
" plt.grid(True)\n",
|
||
"\n",
|
||
"save_fig(\"other_dim_reduction_plot\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"source": [
|
||
"# Exercise solutions"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 1. to 8."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"See appendix A."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"source": [
|
||
"## 9."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Exercise: Load the MNIST dataset (introduced in chapter 3) and split it into a training set and a test set (take the first 60,000 instances for training, and the remaining 10,000 for testing).*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 72,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.datasets import fetch_mldata\n",
|
||
"mnist = fetch_mldata('MNIST original')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 73,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"X_train = mnist['data'][:60000]\n",
|
||
"y_train = mnist['target'][:60000]\n",
|
||
"\n",
|
||
"X_test = mnist['data'][60000:]\n",
|
||
"y_test = mnist['target'][60000:]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Exercise: Train a Random Forest classifier on the dataset and time how long it takes, then evaluate the resulting model on the test set.*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 74,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.ensemble import RandomForestClassifier\n",
|
||
"\n",
|
||
"rnd_clf = RandomForestClassifier(random_state=42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 75,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"import time\n",
|
||
"\n",
|
||
"t0 = time.time()\n",
|
||
"rnd_clf.fit(X_train, y_train)\n",
|
||
"t1 = time.time()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 76,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Training took 3.01s\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(\"Training took {:.2f}s\".format(t1 - t0))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 77,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.94550000000000001"
|
||
]
|
||
},
|
||
"execution_count": 77,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.metrics import accuracy_score\n",
|
||
"\n",
|
||
"y_pred = rnd_clf.predict(X_test)\n",
|
||
"accuracy_score(y_test, y_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Exercise: Next, use PCA to reduce the dataset's dimensionality, with an explained variance ratio of 95%.*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 78,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.decomposition import PCA\n",
|
||
"\n",
|
||
"pca = PCA(n_components=0.95)\n",
|
||
"X_train_reduced = pca.fit_transform(X_train)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Exercise: Train a new Random Forest classifier on the reduced dataset and see how long it takes. Was training much faster?*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 79,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"rnd_clf2 = RandomForestClassifier(random_state=42)\n",
|
||
"t0 = time.time()\n",
|
||
"rnd_clf2.fit(X_train_reduced, y_train)\n",
|
||
"t1 = time.time()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 80,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Training took 7.83s\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(\"Training took {:.2f}s\".format(t1 - t0))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Oh no! Training is actually more than twice slower now! How can that be? Well, as we saw in this chapter, dimensionality reduction does not always lead to faster training time: it depends on the dataset, the model and the training algorithm. See figure 8-6 (the `manifold_decision_boundary_plot*` plots above). If you try a softmax classifier instead of a random forest classifier, you will find that training time is reduced by a factor of 3 when using PCA. Actually, we will do this in a second, but first let's check the precision of the new random forest classifier."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Exercise: Next evaluate the classifier on the test set: how does it compare to the previous classifier?*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 81,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.89080000000000004"
|
||
]
|
||
},
|
||
"execution_count": 81,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_reduced = pca.transform(X_test)\n",
|
||
"\n",
|
||
"y_pred = rnd_clf2.predict(X_test_reduced)\n",
|
||
"accuracy_score(y_test, y_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"It is common for performance to drop slightly when reducing dimensionality, because we do lose some useful signal in the process. However, the performance drop is rather severe in this case. So PCA really did not help: it slowed down training and reduced performance. :(\n",
|
||
"\n",
|
||
"Let's see if it helps when using softmax regression:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 82,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.linear_model import LogisticRegression\n",
|
||
"\n",
|
||
"log_clf = LogisticRegression(multi_class=\"multinomial\", solver=\"lbfgs\", random_state=42)\n",
|
||
"t0 = time.time()\n",
|
||
"log_clf.fit(X_train, y_train)\n",
|
||
"t1 = time.time()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 83,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Training took 26.30s\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(\"Training took {:.2f}s\".format(t1 - t0))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 84,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.92520000000000002"
|
||
]
|
||
},
|
||
"execution_count": 84,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"y_pred = log_clf.predict(X_test)\n",
|
||
"accuracy_score(y_test, y_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Okay, so softmax regression takes much longer to train on this dataset than the random forest classifier, plus it performs worse on the test set. But that's not what we are interested in right now, we want to see how much PCA can help softmax regression. Let's train the softmax regression model using the reduced dataset:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 85,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"log_clf2 = LogisticRegression(multi_class=\"multinomial\", solver=\"lbfgs\", random_state=42)\n",
|
||
"t0 = time.time()\n",
|
||
"log_clf2.fit(X_train_reduced, y_train)\n",
|
||
"t1 = time.time()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 86,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Training took 7.30s\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(\"Training took {:.2f}s\".format(t1 - t0))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Nice! Reducing dimensionality led to a 4× speedup. :) Let's the model's accuracy:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 87,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.91979999999999995"
|
||
]
|
||
},
|
||
"execution_count": 87,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"y_pred = log_clf2.predict(X_test_reduced)\n",
|
||
"accuracy_score(y_test, y_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"A very slight drop in performance, which might be a reasonable price to pay for a 4× speedup, depending on the application."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"So there you have it: PCA can give you a formidable speedup... but not always!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 10."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Exercise: Use t-SNE to reduce the MNIST dataset down to two dimensions and plot the result using Matplotlib. You can use a scatterplot using 10 different colors to represent each image's target class.*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let's start by loading the MNIST dataset (again):"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 88,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.datasets import fetch_mldata\n",
|
||
"\n",
|
||
"mnist = fetch_mldata('MNIST original')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Dimensionality reduction on the full 60,000 images takes a very long time, so let's only do this on a random subset of 10,000 images:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 89,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"np.random.seed(42)\n",
|
||
"\n",
|
||
"m = 10000\n",
|
||
"idx = np.random.permutation(60000)[:m]\n",
|
||
"\n",
|
||
"X = mnist['data'][idx]\n",
|
||
"y = mnist['target'][idx]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Now let's use t-SNE to reduce dimensionality down to 2D so we can plot the dataset:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 90,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.manifold import TSNE\n",
|
||
"\n",
|
||
"tsne = TSNE(n_components=2, random_state=42)\n",
|
||
"X_reduced = tsne.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Now let's use Matplotlib's `scatter()` function to plot a scatterplot, using a different color for each digit:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 91,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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G2qNFYv9/FlhO0+A2lSJgLBIsjwcOQwLaPkG8rwNPk75ueEkQryeI9zwk+O0PdKM9Oto0\nhFl62eEtbRVFllQW1tL95U8ZfvodeR9OCrXI0sltFsRrf3H232x24biqWlNEPW7qTCHVpuSDMmqO\nyMc5lFKqrQzgdnXMR7t9DdodQqmuz0OgL3AUskDFbOAKYHskyG3pLSQQxHtUhmP/Azgv6eEocEQQ\n77MeAlsCXwDFrRx+y6yVUN6RMXlbiwTy3bu9/Mn5w8648+DCn1Z0y0e6N4u6ieE+a3/KvEkrLDEl\nYZwjXUTmMMg2z3QrpdQGMs4Y+0YH1UP0CeuyyUqpFDwEDLJ88CLgIGQCWMvLAYtaZDW1TC6IHfsK\nJNO7BPhjLADuD5xP6l69rRO/ME8uoUgXAMv2UYy5PYh3TmzBjoNjY83t1LSqRqIWWJj7blkYZGtc\n8Hm7HFsppdrAGHB1VBSZr+nbSTQIVqoLi2VhX0aWAM4m65usANjNQ+Ag4CNgRhBvk9tDsc//Dvzd\nQ8DEn/cQGBXbpzv5rK81pnntb7qa4kgU0xBm6Ln3zvrpzjP+FHvUS+wiYMhmsHQZhNv4BtrCF1fl\n01tqSinV5WhNsFJdVCwD/DKyJHAZrbuodQJ/Ak4FbgeqPASGp9s4KUC+CehBeyxAkc1EunCEPg+8\nzZhR59LvrtfHjTdHxcsx+gJFu0yA3r1yC4BTnTWL6Lab35jB2Z9FKaW6PmPA7eyYj/aiQbBSXdd4\nJAOcz9/jEuCtLLf9VR7PmxtrGXjVE2x+ynQKFq2KP1oU+/ctYwjvvRdsNhjcOU7Ts0DY1bhTFuG4\nIfvyE6WUUu3AGLO5MeZFY8xqY8xSY8y/jDEZk0MaBCvVdfWifRZ+2Dy2El1L6tvh3NmxlkHXBRMf\nmQ8c5DfmUqCkrJR33C7YfowEwYmJZWcL4WrU4eTbvQ+JhFvasFG9z9r2qQlWSqlOKl4T3BEfWboN\n+AUYBIwDJgNnZdpBg2Cluq7/0fKEtNbWqmbztjOjlcduG2shaqneZSRIIF6DZMSnA1cBL1TXsFMk\ngi0qgtNOhpEjwOGQVjtbjsh8eBON1iwes8uDOFzZfu9+bvXXopRSKl+2AB631tZZa5ci5YKjM+2g\nLdKU6sI8BM4Bbib9Be3DsY/7gT6xx7JpguCOHfMM4ESkJdpdwL1BvOHYuQuB74EhLRwr3yuzAVCw\n4Je1Y7c45zbAg6x+1+Qcu+0Kk/eAgoTLhIYQPP4EzPuhxfGGY8dr6WKgAfiXz9o/tbCdUkptVCa4\njJ3Vs2POZVa23CLNGHMGsDvwB+RO6SvAFdbap9Pto5lgpbqwIN5/AZ9l2iSI94Ug3r7AJOCvwLXI\nSnDpSikiSCD4KnADMAFZQONm4InYhDyCeOuBU5BAMJP8T5wDGjbvX1a90xbTkYmBzc4x8wN4/S2o\nrpbk8arV8NQzLQbAxI7lpuUAOL4wyQ05D14ppVQu+hpjZiV8nJ5im3eQzO9a5A7dLOCZTAfVFmlK\ndVIeAkOAacDewI/AtUG876XY9HrgbhonhsVVA1t4CPwfsnDGESm2SRZG3jQOA/akaXBZDPwaCYg/\njD32OvAdsDUd/35SVzxnUTxjm9L/ZslHGmtj+7bUT9giZRcRpPxkZeyx14ArfdYuzm3YSim1EejY\nKcErMmWCjTEOpPxhBrAb0jHpHiTpc3Ha/bQcQqnOxUNgHHAnkoFNVAP8Poj3kaTtHcBjwG+QQDW5\nKZiD7APUxciEgneBrdJscwmS/fw70lqtFAkMe+VwnraqB24db456HXie3LPNYeAfPmun+Y1xIwuB\nXJFh+0uQjPPXwMM+a5e3YsxKKbXRmOA2dlbvjjmX+SVzOYQxpi+wHOhpra2MPXYY8Fdr7Zh0+2km\nWKlOxENgG+C/yFVsshJghoeAHxiMLFU8LYj3XQ+Bo4CJNLYtu5yWs76pvIRkgEdm2MYNzEUmIcT1\no306VaTjcq6uvgX4gNaVW4SAewF81ob8xqxpYfuraCyT+IffmI+BfX2xN1ullNrkZDNrooNYa1cY\nY34AzjTGXI/8DT2JFlbc1JpgpTqXy5FgN50yYBSSfd0VeMVDYFIQrw3i/SCItwIpg2iNKFIrfC+Z\n3xu2pmkAHJevG2PZBNOh4s8WnIasVpetKqQEogY4w2ft1znsW4AEwHE7Acv8xgzM4RhKKaXazxFI\nyd5yZNJ2CLgg0w6dJIZXSsXsQm4XpyXA1cA+AB4CA4HTaV0W2BHbr6V9p7bi2LkIxcaSKcNb1DCs\nbynZB951wKFAIfBfn7VVAH5jdkTKICYiJRK5vCcWAnP9xuzvs/bDFrdWSinVbqy1nyJzaLKmQbBS\nncs3SClCLrf4xwJ4CPQGFiDBWXsqbnmTNilCglYn6W+4VTWMGPA8sB3yptdSv+SnfNa+kfiA3xgP\n8BSZA2mLZMjTbdMNeN1vzI4+a79rYQxKKbXx6ETlEK2l5RBKdS4VQG2O+8yP/XsT6QPgEB1bs9tW\nRUhv498B7yElDHHVSCucN5DyjU9jz2eqzz3Eb8wUvzF9APzGGOAhUge30dg5fkSy3i1dkBQCF7aw\njVJKqU5Gg2ClOpEg3g+BI4GFNK72FgWeRToyJNf71gK+2P/3z3Dol8g9uN6Q6oDvg3gfAvYCTkYa\nn7+BLIN5aBCv9Vm7wmftRKSc4c4Mx+sOBIEVfmNeAYaSuTXaTkjd83M077aRzIW0oFNKqU2Lq4M+\n2nH4SqlOJIj3JQ+B4cjktwbklv9NNK6BHqXxAtYF3OQhsASZDDAozWGXIx0dxtBy6cCGZ210690u\nr/d/cNSs8TIZ8HHg6HTdGHzWfuk3Zp8sj34AmRe4MEitdRnZvUc2IEtYK6WU6kK0T7BSnZiHwCjg\nYyQgznRbvhr4PfBIhucfiR3nSKTTQbssZ5wPA/72dHjA9c+H1u2/fbEJhen+ymd1zqq6pUgJgwWe\n9FnbZKU8vzFfI8snZ2sdqbPBNvacG7n4OBPpgdyM0wmRCHXANj5rf8zh3Eop1aVNKDJ21rCOOZf5\nruVlk1tDyyGU6twuQSaitRSslgLDkNXj0j1/PHBl7HjDgLTrqSeoROqJO4x7/jIKfvjF9cXC6cUL\n7jydHx44h8+W3Vm0+sAdNgcuBS4D3vcbU5G06705nipdltcg5RPFwHnA2+kOsNlgKCriBg2AlVKq\n69EgWKlOykNgGJK1zbYN2P5BvNOQCWWpFCGrvN0CnACci9TGPpdm+ygSCNYDDyMT0Npy62g+shpd\nfaaN3EtXs/Afv8MWF2DLirElhdiSQua/cCn1w/o6ke9HMXCB35jEWtxbke4Y2cqmy0UpsH1JCatN\n0mWI2w27jIdTTmRRDudsNb8xvfzGvOM3Juw3JuI35mO/McM74txKKdVMvDtEF64J1iBYqU7IQ6Ab\nUmeaafJWsnWxfxeSfjLXYUht8ZXAt8BWQbweZAGMlbH94vs6kPrhMuBYYAASCFfFPmpp2rWhJauQ\nCX4Za5Jrxm8JBSne9RyG+Y+en/hIAXB4/BOftTXAaKQ5ekuT2XLR94RjeKBvHwl8CwvB5YLdJ8HW\n2xpeOuaYGz0E7vAQSFkykQ+xbhYLkNX8nMjPZkekT3GmxVWUUkqloUGwUp3TcUjwmW3NbpTG7gj3\nZrFfIZLlfNhDwAWcgUwGC5M+89wPuANZkWdObLuC2LkTWVJnjCcAw1scW4ELHCk2MYaanbfEOte/\nbUVpXqpRCpxP/t7bLDDni6/od/op1J9yIhx5OFz4R5i8B0RClpq/vFnkXF19MvCuh0C+Vs1Ldhap\nV8crAP7aTudUSqn0NoJMsHaHUKpz2hEJ6LIRAv6LBGHXISujZVrgIVEp8BWwVRbbuoDdkLe+8TQP\nNFcj7dqeRmqJpwEXk+viHcl1B0nPWacDE4mCBOxPxJ/yG9MX+A7okdP50ov3Vd555gdMrKqCeT8A\nFkZvC3vsDqtWwZJ3lzP0vHsLFjxwzlDgINKXl7TFfhme26MdzqeUUhs9DYKV6py+QEoNsrnV7QAW\nIUForpnIMrILgOO+QUopUmVauwOvI23Yjgf2JZ+r11lLyax51tEQrkMC8Ut81s5N2OLP5C8AXoCU\nl4yNP/D5l41Pzv4Evvga6uvBEY3Q6/GZLLjv7BIcZnvaJwj+JsNz37fD+ZRSqmXtde+rg2gQrFTn\n9CCSVS2i5Vv7TmSiW3trAO4BrsowjnuRutxss9jZs7ZuwI3P/x1YBjzrs/ZnAL8xRchiGb/N49ni\nNdIpRaJQm7D0iAlHQS5a2mvp5L8gmfXkPzkW+L92OqdSSm3UNAhWqhOJ1eeaIN5KD4GJwG3IrfAI\nEgB15HV3Yh/hOqQ1WSVShpDuvWOXPI8hCrwPvILDMePmx2Yu47HGJ/3GHIkE5gXkL+s8z2dtg9+Y\nrAJ5C6z91RiLw6xFJv7lnc/aGr8xeyEr/8Vrg2uAY33WLmyPcyqlVEbxmuAuTBfLUKoT8BA4Hmnx\nFQ9wZgPeIN4fPATigegpsW3yV2KQXj1wIbANcBqSkQaJ+SqBnh0wBpAOFtsG8TZ7o/IbszXwCdm1\nOsuWBbb2Wfud35gqWshoWwCng68/ue6durHDjgvi/TmPY0kp1hbN6bN2fnufSyml0plQauys7Trm\nXGZW+yyW0cVjeKW6tliA+xawV9JT44HZHgJ7ICvBjQZmIpnW/9G+gXAI2AeYB/yUdC5D/gLgeHeH\nVF9LFPgcOCiI1/qN6YO0aRsCvAe8AJxKfpeAjgL+WADsIsvOHFGX85zHx/7p1jyOIyNdmEMp1Sls\nBJngLj58pbq8/9A8AI7rgSyZ7ECW8J2MLHBxLTI5LRc+ZOGN0TTWGEdJXW8cAqYAS8lvkJnMIn2H\nd0DqjV1Im7eHgaVBvD9Rbg4Phbj50osYunIV0RdexrFoMeuQiWILyG95SBXwr9j/N6flIDhqYK6z\nPjQ9j2NQSinVQTQIVmoD8RAYDvwqwyYOmmZJC2MfuwCPA1PJPgi8GAmk40FvXezzVEqQXru3kH2f\n4ta6A6lzHQjMDeJtXHyj3FxuLX9xuaRr2sABOE49CR5+jG7fz2cM8jXkg0UmwR3ms3ZV7LFVtPy9\nrQGmT96TUsrNLkgg/z4VNp8LdSillGonWhO8sSqPrSJVYXNZ0Ut1IA+Bo4FHW7GrRQK0w4GzgS2Q\nIDKftbGVSNeB28h94YkoEqC21N7NAqOCeOc1e6bcFCGZ2WaBaFUV3HALIG3hNstxbJnGsgDY1mdt\nPYDfmKeRFfYyMgaGDSHiOYSa3r2oAzxU2A/yNC6llOqUJpQZO2tcx5zLvKc1wSqVcjMeWYlrAVIr\nehFwJnIr3VJuZgInU5FiEk25MUiNZTUV6zNgLZ1vEHBF7LMHgA+p0CupVlpK+pKEluwaxPsU8JSH\nQB8kIMynMqRUYzmyXHIuHGTX3/jblAGw2JE0mdjSUgk88/yqM8jFxJVAud+Yfki7s+XISnlpWQs/\n/Yzz7vvpdt5ZdCso4B3KzXJgBXAD8KD+jiilVOejQXBXU26cwElIIDoYCThCyM8y1e3tPYD3KTdb\nNMkKl5t9gIeAvoCh3LwNHE+FXZbh3M8DByc8cibwJuVmfypsJM1eKr3/Ar8gWdxc1AN9Ej7vS/oJ\nZm3xMe3XBaIeOCLD82tp2qJtPWvBWmqAV5COGfl0it+YeUhtcuLFScqxJI6poQHeeAt2m4S7ezcG\nI7+ftyEdNi7L8ziVUmrD2ggmxrUmA6U2FMncvgncjUzcKUBegsWkr+80SFbuyITjjEKyfINjx3Aj\nvWjfjJ0j1bkvomkAHLcP+Q9ENglBvFFgErLiVzSHXR3AFx4C53gIPIwsEpHL/tlw0n4B8NfA/kG8\nc9JuEeQb5lPJe0gTtGp52Fr48msiyOv+d+0wthKkTjn5vbHF2uhwGJ7dewqn/+5a7lw1Op6pLgUu\noNz0zvtIlVJKtUkXj+E3AeWmADgL+YNfCmzZiqOUAedQbn5GApDppP7ZbwXsjJRVJLs8w/EvRDJn\nKkdBvAuAUR4CI5Dv/cO0fHG6CvkZ9UIuYCyymEYdjf18s9Xacoxc1SCr4PmDeJdk3LKvKYxa3rRL\nKHYC1onkpA+EyjKWPPs8/Wi/rhULkQ4aOYuUFVEzfgQ1O27BCzdcQj9/BYe5vgHJeo9GMv9KKbVx\n0EywaldFv0hEAAAgAElEQVSSlX0ZqAC2p3UBcNzOwOtI39fJabZxkj4AyFTjmWvgpZIE8c5HyiKy\n+Z0cCPSnMfsffyuKIkFcLvJSq1pQU48jlNAUIdrksOuAk4J4/9BiAAxUR7kgArs6Y+UdJgImDNEX\nqPznbdwdjWb/tut2gyu3Jmq9Ej8Z4Ybdi2B0QeZWEVG3k1D/7qw5YqJ8XlLI04cfE3+6gPzXbCul\nlGqjLh7Db/T2QYLXbCYZZStd2URcZZrHvwHGpnnujtYPRyXYuY37l5D773Sm2C7SwvMATAp+wKlX\n3M+D5cfw/pSJWGPY5eVZLN+sL3N33iqC1PcGYwuDjEYC7++REpwS4I0g3pXx4zVYLih1NC8/iFi6\nDXOx54IcGpCFQtlvG9MHiLrBcVIP6OsAl4GwhQNL4Z5KWJNQeGINRMuKWT11Ij///XhsQeO3f91W\nQ7CWemOYmXJianuQrhpTga2BL4FnqLANHXJupdSmZSPIBHfx4W/0diO/AXA2/k25eRY4gQqbGEKc\nCnxA80zlcmQGvGq7QXk4Rr7KBCzwNHAAjUs5p9jKcuoV99N/0Ur+dNa/4Kx/rX/q251G2mn/ufot\n4DzgJmT5ZReNk8xCsX+th8C0IN5b6Gt2KzT0TXM2h9vwNenvZORDIfDR5GJ27u8EdywUdxpwWzi8\nDO5dm7C108nnP99OtHvz7nS9Fy/FGF6kfWqXmys3Q5Hf0e5ICdQ64G+Um12psL90yBiUUqoL0XKI\nzm0JUNvB5ywCPCSvSFZhPwImItmlcGxc9wADkoJllcBDoMRDYLiHQEsZeIB3yN8CEG1lgP2CeHsA\nq9NtVFDbQJ+lqZ/e6uPv65Cljl9F6trdseM6Yv/GJ2UWADe/fcYedwGvFpnm70vWQnUU+2OIK2j/\n34l3xxdR407KRTsMbOaCwoTHTTjCgBuew1HV9Mdmauop+fD7cirsEVTYdHdX8m0GMtm1LPZ5N2A4\nepGqlGovzg76aCcaBHduASTgTFYF/IDcro5Pispnd4Bi4DzKTdMa5Ao7iwo7lgrrpsKWUGFP1f6n\nqXkIuD0EbkV6xX4NLPcQOLOF3W5Dfradpd1cmYfAWKQVWUqhIjf1xWk6sxmWAP8kiz7DBTX1THxp\n1qlAiSMhyLRWShFqLTxdxf9i9/XXkKda5jQCRQ7WZbvxoKueYOBfnrDO1dWWaBTXssrqwnnLTrvl\n1HuubscxNlVuHMCvUzzjAI5J8bhSSm3yNAjuzCrsWmBfYD4yu74GWRTjWqRGN0Tj6mH5/ll2A76k\n3LxOuZlLuQlTbtZRbv6eto2aSnQ9cDJyQVGCLF5yvYfA1HQ7BPEuB8YD/0bKTOYhq7adT64XOZEo\nprYB0xBe31g3STiLY7qAz5FJXSkz1Nbh4JmzDqGupGkgXN2tuObEr2YYwEsWr80tv/iBiLP5ZsZA\nZQRuXA0LwwwFLgB6037LOUd81r4PPIJ0dUgUrbd8W2+bXqQYYNB1wffHDvnDIByOgqcG/L7s8bF/\nuqudxtdcuSkD/pRhCyflxtNRw1FKbSLiNcEd8dFOtCa4s6uwH1NuRgKjgAORAPgK2q9FVKIiJAiP\nK0NWpBsH7N8B5++SPASK3D8uP8O9Yl1h7XZDsMXrf1QlyM/uyXT7BvH+hCyGkni8rALJOMfqKraZ\nWI5r1Toqf7MjddsMZt1+20drdhkJxoRjx/oACWz3y+KQ5wM/AiNSPfnYRVNx14eYMuMlCuvq64yl\n3hcon1vZr8cEUgWr1lI681vKZs4lNLAna47YhXW9ynCGUyfAV0TXp8YHx8aS70VBEs2M/etDvjfD\nkQvCKqCuxIEHuYC4BFkE4yPgnz5rF7TjmNIrNyOA95GLrJRqQi5unb3LfZc5r5wcilz1RccNTiml\nOjdj9W5211Bu+iNZ4OYzcDaMEVTYHzb0IDobvzG9o4WuTzFmqC1wQdTy87XHseKsA+ObrAjizbgM\nbzIPge/JpT1e1FL22uds9ZurMbFWZRbqV3t3/eSHxy/cicaL33g5TV4uqFz1IfvUZscNBX7xrHi8\nhlQX2aEwIz3XUvbfbzD1YWyRG+t2Mvf1K7nxyL8wcE0VzoSwucHCY+tgfsdWnf8OmOmCzU/szoCh\nbkYiv3uPs8JWd+hIWlJuXkO6yKS9SJr58xB+9e+TqIu4asE8AZxsrS/fi6sopTYxE3oZO2vflrfL\nB/MUs621E/J9XM0Edx1H0L51kLk6BKn33CT4jdkLuAZp8bUAuNJnbTDFpu+Y+vBQA1AnkduQaQ9R\nv9Ug1u23vUUyh7nqn9PWDkPVPmNYc8REej3xAQDhft0LF1173K7JW8b+rScP2dVwofsHVthYP9xA\nyveWfne8Stk73+CsiVUaVEWwwMiDruHRZVWc0B16OqXNsNPAWzUdHgCDTPg0YeCetUSRhWD+/Oev\nLHzNAGCt3a7DJ6w2V27cwN5kCICrG9xc+c4+1EXcIBfQRyC9xx/uiCEqpVRnpkFwZyP1tvsCv0J+\nPv8DXkOClM5Uw/3jhh5AR/EbszfwAo3t6nYAnvVLaXQU+fmcg5QXbJd8/99ZU8+Q8+5lzhc31uIw\nl6U4fr/YMRf6rP028TkPga2AYqyVAtlsuZ2sOHEvej7xAQaY9/Q0GjZPG0vPQ15fQ2h9MBwFjouN\neQCNbdCa6HvXG40BcIwBXGuqqbIwvRIGOKHEwOII1G+Yy77EcTssnP7FQcccetrRuwwsW76EX3aZ\nED30vANmTtrtu1MvKb5x7gYZobCkuTCOWlhaVca5r/6G1xc0uYlQCvweDYKVUm1laNfODR1Bg+DO\npNy4gGeQ25uJ/YEbkKxrR4cEIVIvrlEDvNTBY9mQriN9v2YHUh/9ITIJLGXwVzxnEdvuePF91362\n4NP4Y35jDDKB7iwkG1vgN2Y24PFZG+879hf3opWOSLcSosVucMd+ZRuD4pTnw1rWHrQTXyyczkB/\ngJqdt8wURG+LZAm/BEam/zakFAG+A44J4v3UQ6AXsshx6pNF07yEE8qylnWW3hgxBszYlx4daGJj\n7PHCzw7zzgt7DJ49eU5gS8+nyJLir3gJdmyJQYUNU25eBH5D09/T8Owlg8y+D5/krGpIuZhjR8wn\nUEqpTq8zZRaVtDLam+YBVwFwJvAUEhB3hDpkctDtNA2+1wKTOqw3cLkZRrm5iXLzHuXmttgkwY6W\nbinpOINMIpxEmvZmxkLJ5z8md4Y4CTgjtm8PJBDdBXhg/RZRu9eoA692bLPjxfS5720K5y6h7NXP\nGXzB/RTMXxbv2ZzihAacDkJD+rDwllNSdYdIHv/ltG6xDicyQexRD4GFwGdA2prnlSdNJlKcIgZL\nFxy3nxCQ9QISJvH7FwVbFWL11d86rGUn4EVgXQDPPnkfZcvOQJZCX4dcSK0DvuxZVD+8NlSwJsX2\n1cD9HTg+pdTGaiPoDqFBcOdyInK7MpUSpEPEueS3J3AqFniBCnsNFfbM2LkPQYK8XlTYz9v5/KLc\njAa+AM5GVs87DfiEcjOxQ87f6OcstilGShpmZtimv9+YxIzdhTT/eRcA+/uN6QVQ8vH8yqIFy+g+\nfxmbn34HY7Y+jy1Omc6yy6fSMLTPGFpeBhuKC7AFrpbyq/shZRHpRJELsHTH2RoppxiaaUzLz/k1\nNeNHECkrkgbXRW6s04Ej1OHp34uRbhMvtrRhyvA8AtXvrExMrpcALwXwbJavAWalwi5FLkKOBS5F\nan7Hj5q+clHEOrzIXZt4e7sq5I7FfR06RqWU6qS0HKJzSZ3Va7QjsqBCe1+8GCQDLCpsHVIT29Fu\nQtpTxUMNF9KmbTqwUweO48/AXWRewjoELAPS9gEGlvhskwx6rzTbRYDu9DU1Vw4dUDmqsAFHIayJ\nwgvV8OYVU4n0KG4sjWg+juZBqDFrgJ6kr+Cah7y23kvzfC3Sw/iLDMdokS10M/ftP9P9P58xeNqD\nlH75M5GSAhz1YeltnMOxIt2LWXjDiaz+7e5Yl5MeL37MXjfdS/2cVVSuhVDmexU/+6yN+I0Jkvru\nCwDRAiemIXWA7h7erFFLAdJZ4q/xBzwEhgJTgK+DeN/K7ivLUYUNA88nP2yt7zVj/COB45EFS14H\nXtHOEEopJbRFWmdSbo5EsjTpssEdKQI8BvyeCltLuZkMTAOGIX9M/06FXdxsL5nYtxeSkaoDHqLC\n5tyb1G/MsF/vz/elpbi3HgXupmGdBQo7crlmvzFnAH9DAsl0UtfnNj73O5+1629F+425E1lQIzma\nXQIMKe/NY8ARroRlhBssnDD7X9Smn+TWQPOazygQRC4q3koxxjAwKYh3lofAKUjAn7hNA7AUud2+\nRYrx5i62gEe35z+mav/tcS1dzfDf3073N76CFANM3BOpLmHO7L9RN3ootjD24ghH6F61lvPPPJdF\nc+r56isIpb+sHImsuvgZMCbVBtUTRrD2wB0o/vRHur/+BY66xpebKXEyNLgzZb9qVvlxp5fg6R4C\nBvk92YfG10UlMD6IN1PGXSmluoQJfYyddXDHnMs82D4t0rQconN5ElkquTNcmTiRW6xPUW5ORG4b\nHwSMRSZyfU65GdJkDwmA70ayxn9Ebvd/SLk5P9uT+o0xfmNeAX58+VXcTz4D194IP/7UZLM6Ws6a\n55XP2juAPsj34JM0m2VKZK5JCoBdwGKa/g5GkNvXp/n60M/A4YkBMEj02WdFZaahOpBscKI6JJvd\nB3iDxtXiwkiAe34Q7yyAIN57kOz7dCQYr0OC6mFIOU5+7h4ZAw4H66aMxxYX4P5lLd3f+ApDdkvB\nVU3ejvpRgxoDYACXkypXEQ/13IOvvs4YAEeR7/WFpAmAAfvdq1d8s/ivxzD/8QtYc+jORAvdREoL\nCfcqpe9tO6YKgBuAN2P/vwkJgEn4knogi5QopZTqBDQI7kwqrAVOQWr32tspwLM0D5iSHYj0SS2h\n8Y95AdAdKE/adi/gKCSTHS+ZLwauodxkO+nqH8ABiQ9EIvDQoxCWoKYWuCf2vepQPmujPmtf8lm7\nExKs5qLQb8wavzH/jfUcfgZZPS7xd9AAx/msfeHreiaFbPOyA4eBg297wWaY6OZCLqJ+QiYxvgFM\nBvzAg0jrPScSsD0JDAzivTXpGBOQSXv9kEl77SdWVDu4/JGs9wCo3W4INsUyy9GyYtaNHp6xFMIa\nQpGSwlrgykzncS9efSNQbUsK+eHR8/l86QzmfHJdaNGyq5f0O2lQ8g/AIl0y4qsBnpbmuH09BNIF\n3kop1XXEW6R1xEc70SC48ykic+1pPixHZojfALxL5oDOkLqlkpukYBWph0019gjSximjWMuwM1I9\nFw7DvPk0AP9Blm7eYPzGOMj9Z1SCZAL3AF5Bvh/JSU8H8KTfmE+eq+YRZ4qUaDgKgx+bGcaYN5s/\nu54T+HcQb48g3l8BfZHgN15mE+9mcSiS9V0vdhs/Xv+ca9a31eUpBYtW5VQPXPTtYkykeWmro6qO\noi9+SrEHhPp049vXr7Afhx4t/LT6wcXfvO3v1rBZ77Tn2GbXy55ESmBqgbWRnqV19aMGvb3CPWhb\nZAW/54FVSEbfD+zqJRjv3pKp33LHTp5TSimVkk6M63zqkT+6Ze10fItM3JmH3B6X+trWWZL0eS1y\nqzn5ui2KfF0tcWUay9vvcsHWAXtbTiNsBz5ro35jvif3nrpxmbKrDmBcnYVZdTC+CAoMLArBo+ug\nSvKP7vHmqB7fzPzr9dWTtjqX5IsUa63751Xd/MOMw2dtFJmYler1FEF6HN+d8FhvpPShNb4BtiOX\n6/ZYv+O1++9A0TeL0wXC62JjXV+P3e3NryhYsJy6rQZBQk2wo7qePg+/m7x/JOpy1H75/S1l0R4l\nJpZ9dlTvuQ1ffX0TOwz4fZN635ha57q6NUG8f/UQuCX2dS0O4o1F2N5K5PuazvdIx4xmXzHw3wz7\nKaVU1xC/39uFaSa4s6mwUWRhjFxvt2crAtwMbI5kAbvTupsNUeDx9Z+Vm/FIQNXsWCGcJSM93/Uw\nX2ee8BfrnJCud6tdspSs75m3J78xxUhg1q7+UwOv18A3dXDX2vUBcNxOW+92+dmOqrpm6VBT2+Aa\nddDVZwHL/cYcgkzISpWljdL862jLcsAuMr+WqonXIocjdaa6DlMXAmtZdrFnfdu0JJ8CE0m6cDDW\nsvVkH70D72PqQzIp7tXP2WbXy3BW1a3fzkL16qkTH/n2v39piPYoabpgiDFEuxXxy9m/TjXWYpys\nnnHvuMkn8GB9EO8HjQFwVk4kdW3/P4N42+t3WymlVA60O0RnJCvH3YD0x+3sixKeiAQq75Omq8Va\nVxm9jlpTFTXOamCi3S79kst+Y6YiXSmSv+6bfNZemKcxt4nfmGuA82nvetksVI8fsfbHO07v3vvB\nd3Cuq6VyygRKZ37LoL8H45vUL7rqaO/SK6Y+htRnJ1qH1AQ3Cco8BB5DSltyee1FocV5bSGk5/It\nwIqxQ8/sP+/h866r2WNrJ8ZQMG8pm017iB6vfk60yB39tuzAN57Y+7Fttgi9233KigtLSuYvdhV9\nl3zzoTHSTDhxGAnIq2rGbb58zkfX9MflTPnadK5cR59732TotIeaP+k2lB0yIDrsqZ1rgGuAa7wE\ns37D9BDYHpiBTL5bDfhiEw/zItb+7Epgd2QZ86ut9b2Wr+MrpVQmE/obOytTU9A8Mre3T3cIDYI7\nq3JzLPDvNhwhimSTi5Ea4IH5GFYKEWSC3WGkubNggXG/+YTPe4+LAK/Z7UiZeovzG3MQMrt+c2AF\nUO6z9r48jrlN/Mb8QoZV0TpY1IIDI33DbOzfJHfPto//F+n4EM8IRwFPEG+zW/MeAj2Q9l7j05yz\nEqlvbg2L1HVPDeKt9tjHQ0injCZWz+/Fu3/dt27MsZ8VDdtrPu6aKmyBk9IPv2fkYdfhXJs6YW2h\nqnb8FvP3Hlc3bK+BK0sKHNGC7zbbkpunnsWSvglzM61ls//7N/1veQnrMDhrmy/E6B5RwpDHx1O0\nUw+kXJ1FwGFegrOStw3g2RZpITgG+Ai43kvwh1Z8f7JijH8rYBZSux2/WKkB/mCt78H2Oq9SSsVp\nEKzah6yI9ibNM3e5ugqp8TyT9s0or0AmX6VkgWu2uZjy8deCBM2Fdru0K491en5jKpEykq7iLZ+1\n+8SC232QtmdvjjdHWSSTfzKyZPIi4FHgIZ+1az0EZtN8UZIGYASyStkfY//flnSVYdZCOCILe0Si\n9Hz6fwy54D5CQ/qsLfn4h19/Uv/wu6S4eIo0OJj73HaMOmQOrsLGl4qpa6DH8x+zpffGlKeLFrrZ\n9e5JkX2++9BZFGosQ68pKOL48rsJu6R+uPf9bzHs7LtxVqcpVXcbRi3YD9eAAkzTLhRrgRFegivj\nDwTwxCc7FiK/ZyHke7ybl+CXqU/QNsb4HwW8NP/erQQGWOvrsr9fSqmuYUJ/Y2cd3THnMv/SPsGb\nkoto+612i6wwdxrtX1KRNgAGuU19zI+Pxj+1dI4+yG3xHB3cp7gNLNImjSDeyiDeZ4J4Xx5vjgoj\ngdutyO30EcCesc9/8BuzJbAzUgawBgnq3kImiG0OPIB0nBhLPABOc0Hd7bUv5Dmng8qDduTnm06m\n7IPvuq85bOe3iURTlk9Eww6G7z2vSQAMYIsKqJwynkhZ81+PqNsZCR24rd137vtNAmCAwlADv3/h\nvvWfD7jx+fQBMNDtoAE4ypzJATBIV5QTkh6bTtOMrBuZiJg6Us+PvUj9/l2MLF+9SfIQcHkIlHsI\nvOUh8ICHwCb7vVBKtayLz+vbaA0nuzUDMjFIj99U7c06XP/65bjqakK7333dF/vc5n/OLxPgbvNZ\n+9GGHlsrXAzsi2SDM032s0jmO95NMa+2H4P9/MsWXydrgZV+YxYhFytLkEUiQsiEs1Svj97A9CDe\nA4DLYh8AeAj0RWrAm3ebiFpI7usWitD/1peJ9OtOzYQtsSWFVB68E0suOZSll091k6LXL4DDHcUZ\nSZPMjFqiZUU4q+oSr6aiq47ZPeq+cj9n+N/XUBhuOg/QaaOM+WHO+s9dKzLPa3SPKMG4U46tGLkI\nACCApxC5MEhmkHZ47WUxkr1P5kDatm1yPAR6If2xE1+bx3sIHBPE+9gGGpZSG692+cvWsTQT3Dkt\nzdNxsgmAQ0h9aEvalPmscxRy7jHj7N7T/dsiq66dZAzvXl1g/tCW424IPmsXA1tvuQX3jhhB2Jn+\nTWAOMIl2yBpvPwZ23YW6FjZ7A7gHye4ORl4Pw4EnkEA4U7nNvn5jUn1l55OmR3Lx7PmYmgYJhgFT\nU0/P52ZT+s43FH7f+JI29SGWXnYE0dLUNzusJbzs84GrjTOaMrns/qUS19I1cixgsxInR3Xj5yML\nI5GB367EHW7+7Y4Yw48DhkJUXuqVvx6HdaUuYXdvW1pTtHOPqClK+XwUcATwxKP9EOnb/2Vc2q+N\nrqZ5B5k6IGCtr907l3RSj9H84swAD8T6XyulVBMaBHc20hmiPTNIydw0vg4s0sYqFSeS/VyR6wks\n0LNhDVdP+a5gyKD1gZexlgJrue2rI8wWuR6zvXkIODwEStP98fRZu+74Y3j5yENTt7IzBotMXHqb\n1vdhTqmwEPbei4ZePfkOqdFN5R3AA5ybani0/BozJJWteAgMRbLCKd83nNV1jDj87/R+6B16PTaT\nEcfewgjvjTjDEWq3H75+u2ihO+Vqb/GnjeHpQTsudrqLw006mhGN4p63lC2OuXl9+nuvIjipKMK2\nboZOfuq9oj/+4XZWre1BQ7Tp8UMOF4E9D42aBgmQl/iPItyzlGhhrJKj8TwXX/Z1VWnPY4b8xhiz\nKvl7EPvaT0F6beMlGEUuNJJn6tUgXTDahbW+p4DLkdUl1yGB+NOkWWxmEzE5zeMFwG75OomHwAAP\ngRM8BNJNHFVq0xDvE9wRH+1Eg+DOZyj5DZpayhYmMqS/vW+RVbG+ynUABnA6JHg7+simzzmdmGiU\nu3I9ZnvxEDAeAtOQYH8NsNhD4MQ0m79VXIxzwo4y7yuRAyL7FTOWdlj9r19fbK+evFxUxL5IbW6q\nAOyvwPak/x13krk2O4osppLoVtKX6URrdtpiddmH34U2P+nW6Ijf/oOez35EtMjN2n1HU7edlGaa\n6rpUi1kkcgBe46C7STqTqQsx5LJHKHt/LiBp7D1KZDERY2Ljqqrn0xkruOXmKNPvhI8/gaXL4OHH\nDUvWFtTZAvlBhYb04esvb2DZn6ZQNXEktdsNCQFTfdZeD+Al+B+k3OCdFN+nUuDCAJ5esc8vAl5A\nftcqY//+G7gu0xfaVtb6bkK6lEwEBlvrO9ZaX1v6PG/MsrnblVHsveEF5E7dA8AsD4HlWnesVNel\nQXDn46DtXSHiIkjg6mntAaIWPm4Yx/BlCxy3Vp+1e8Q6XqYNf1AK3DA4oZKxqBD69E6bwdkQpgE+\noBdy/TkQmO4h0LwRTIWtBk46YH9qJ+9JuFsZOJ0wzI09pTuRPk52bI8B/ryIqP9q/kqFXYn0ko5n\nIuuQWuvTfNa+Gvt/ukDXknmZ4xDw26TH9s6w/ffP9Di5t6uyZqSBAJKdXLb21+Pemf/ERRGsxbG2\nloFXP22HnX6H7XfHq5jqXK7PwJYUsur4vdZ/XgcsSfgKGizMqIRZtVBdC78sh+degjvuhoXfNtT3\nu+PVFY6axsR5eEBPFlccw9w3fDRs3n+Wz9qnEs8XWwK5lNSBfz0wOrZdnZegFxiF/K4N9xI83Uuw\n3Ts0WOurs9Y3x1rfJlkHnOT1NI/XAx/k4fjXIKVcifoid3yU2vR0okywMaYq6SNijPlnS/vpxLjO\n528ZnrPkNmEuDBxC7NZtazgMjHN/xg6uT7l47bWOR2uP3um/fSevQYLEnOvsLOBwwFYj4aBfQ1kp\nOBw4KTdPAMdTYXOLjPLIQ8ABXErzbHgJ0m7uyWY7VdgnHeXmo90ncdzuk+jJ/exHHTsChX3a7xLT\niUx6/MhnbQNwjt+Yi5DevctjSyXjs3ae35i5SDuzZNWx46SrGy8Gtox/4iGwDbLCYDrXxM75E0nB\ns4dAKbDLVvv6DyyZPf9cA8VDpj0EEcuKMw/AOg3OdXVEitzYbpmv/0xDY9RrgZdq4IzYV/BZHVRH\nSdd7r7DPXa/Pqzx4p2HVu21NNNZdwlFVR89n/md7vvDxnWlOOQ9pE5f80yxAFv5Yz0vw5+THVIc6\nGpkY1zPhMQscHcSbj440Z6d5fICHwNZBvN/m4RxKqVaw1q6fD2CMKUPu2ARa2k+D4M6k3BjgUFIH\nl2HkTfiOHI7oRtpftYnDWB7vfRRnVM7gidojvQvCw4/Y3PXj6ZB50YtUbFTKIo48HNzuJk9NQTKa\nx7Z1vG1QQqquB2J4msehwv5ELAjkDhMi9vMrdMCuRfBB68P6EPIzTGaBoX5j3kValC0E/uyz9okU\n2+6D9P9NDuIyBbRxh/uNucAnzcTLWxjnA35jJiFLcm+PBNm3A0+OhwuQLOk4YqU+JhJl6LQH2eyy\nh4n0LMVRWWOXXHWUWfZ/h6U9iaOqjr73vNnksWURCFtwGfghlDG13eCqaXhl6Jl3Lqvab+zRq367\nuzGhCH3ueyvaK/D+t5B2Se7rkddmYllLPTDTS3BB+tOpJpYYB1KvvAPwPyDAIJvXCXxBvOs8BHoD\n5yEXiT8Clwfx5jyPIY1MbSu3BzQIVqpzmIrcCW22GFQyDYLbQ7m5BPnDXwK8B5xKhV3UxqNGgFNz\n3Cdvucgi08At3c/l2ToPVbb0HuB+pE9sqiAtrYICOC51c+0C4HDKTT8q7PI2DzgHsQzwQUiwE19y\nN9mcFI+lUkdCIH1gKQx2wWtV0qssR5m+tyfQWDYzGrjfb0x3n7XJy/JugUyeas3iHkOBW/zGXIh9\nfIcM2z073hy1M7LAS7yevRCZRHcpGe4YOEIRHMvXApjiLxam3shaTG0Dfe57i+4vftL0KWBpGPo6\noV/40FoAACAASURBVCzDq90aGr5YePuk0KBeu/W5763FW5zwrxr3olU1Bh7dsZA7PT04lr7mYKT1\n2HRW2K8BvARnBfAch1x8liHZ85eQBUZUNpaYKcAzNL4fnQHcwhKzG4Ps5/k8VSzj+4/YR759T+q7\nKgBHkEXWSamNTudskXYS8IDNYjU4DYLzrdw8Dxyc8MiBwA+Um2FU2Mytzyqspdw8h9QVJv5sQsgf\nkV/lebQ5KTNV9DMrGOn8vgdwDq14+WdoJwbS6WAIssxzh/AQcALPI90S0mWBQ2TOhCa6BzidhKzR\nEKcUyOZJBJl81Tvp8RLrct7gCT86EpezHngkiHcuuZfQJDLAWcgEsflI1jmVN5AynlQTOrM9t10z\nZfxSEnvfRqK4f1hm+z7w9pJeT3w4qHjOombHssB9a2GkG+rSvN1ZYLV3UmFos95TAMfKU/Zh5Sn7\nVAP/CPY96p/A+0hwE7/oOIu+xs8KexWAl+AzATxB5KKg0ktwTZZfk1pieiLLqif/7EqR8qJRHT6m\n1juZ9LXF6W9hKKXyoa8xJrH+foa1dkbyRsaY4UinmKyShjoxLp/KzXCaBsBxbuTWcDbORm5fr0P+\nfq9D6gzPoxWdGVohXYs0HESZUvQMRY6G9mqR7UayLR1pKpkDYJBxTcuy1+gldVE+ClmojcCX9XBn\nZZuXyLPIZMT4ZLbUpQzRaM+Bf3nyEteyysuBTz0EzgQ+IrcOIckcwJT+/3jhMVL3O25AOiG0qV1U\n1W5b1605alJiLScmHKH7m1+bwX95anBRmgDYOh1EgG9D8GOabswGKFi4MrEVIPw/e+cd5mSV/fHP\nTTKZDgJDCU0QUEAUEFZEsRewZfW3BnWta++u7lqjjqMbe1vXsuta1rIWoq5mFSv2LlgQQQQFVAhl\n6NNT7u+PkzCZ5H2TNzOZgpvv8+SBeet9273nnvM93xNTeFg9sOKPSNnnRK+7DaiiQm25Jg+BqIfA\nsrwBnDWuxXwiNJSgGtyBbWkrPsNc8zs/lubxv4eOTYyr1lpPTPilGMAxnAB8oLVeYuUS8h9ubnEs\n5vaONQUE8RZvD5yGDCCnADvg06uQQgXtXXI4rXTWLd0ua6/z1gK34cstT9ACjia9ASzQev9B5z30\nlyqlzMKhgmpdf/N6vrp3A/r2DfBcTap+mdkZLGyjEA+zIU1CRTWuW15UY0ac7yj5bHExcMccPaM3\ncCRtc0bbBl306NS+N78QUI2hRsQbHUaM6+kT1PQosLYNx9eLZl7xKUq14FzqwgLWHb8n4e4lKaLF\nGtAFDpY+cg6REqfhzdPA5ikjCV5xBKvPM6SvN60a3OcEzCNiN7biWvJoiXQa4FtVAYsY1eJlUg3h\nMBJNakZQ7U5Q3UVQ3UZQ5fWE88ij43AiQte0hDwdIrf4CfOO3boHyaebgBktlnnVOMS9PwM4mGZv\n4FwkKSNXA8oKTAYupcDRPjb4CuBq4JH2OHgG1GGNMqBCfbr9GbioSqnngRPjKgwGmLQxmvXziGLu\nXVcW2geArSEEDSGGHnc33y78awSbOgShI6/EWjKcERzAsQMvf7JxwFVPb1r02lUPbN5vzM+22obn\nx5edeCGSVNaWF2N9tHvJIAyuUYXChAb0xLGxboshHOlWzKYDdmL5HSfRtG1vGrbvz6jdrmyxnwai\n5UUsfeQcmratwKQ8c2Gfn9cYFjuJocsVcdkK8QrmEo3rcOmfLB8pqPohibN9EArOm7hMv8H2wrnA\nbxCOfRnCt98InJ/QzjuB02nm7J9NUN2MS19HUJUj0ac+SCGdz3Al8RaDqgqp6FiCzKE/QTSn30jZ\nNo88OhNxT3AXgVJqd2AAWfDzu1DzfxV4CjHkjGSnWsiUqVMocdJ41gD78j9ta1/W86ySv689qujZ\nv9hviLSkTYhixEu01KfUSMLRA0BfYH4Or6EH0rGbGUxNwPfAmDTrv0aywDOVbW5CJKh2xqdzXlrY\nIh5EkloyFrUI9e8Vv54jgD8AD5lsul0r2mEnVpI3aXmEVlBPCn9cRfE3y+h972u/QWbGbS3a4QSc\nKhwt3X7/6w6s1HpSVZk6C4lOtFXXutC+rub7SM+y7UgyhLXDjnNpS4r4hsMm4NhYR8mni2gaXIFj\n1fqUAyqkuEbFg7NYcdNxRufUwGsaXtLwT4MZhgY+au0F5bEFDwA+UjnsIPkS1hBUByB5EXaEe34u\n8DFBdSryzfzUEQZiAM9yN/7hwFFIQuq3gD+ApyHWzl2QnIDE760EuJyg+hrxUMWvQQO/EFTXIKXM\nQ8BXtOTelyK5IHsATxFUp+YN4TzyMMVJwPNaW48oKwvJc3lkA6/aDcmSL6LZw/gvfPoP8U3UKRQq\nop8U0jC2gRIFUKpqOLfkHm7udsVb+PT+Ccc7CfiXydlGIaHuG3J4BemMrjAwDZ+ehVfNQDwaiUbb\nOqQ86Q9IydjTST/R+ix2vFQrpgPhxv84cHym7eyrNzLWdQYqqgHmVGo9MXmbKqWcCE2gtZ75RiQJ\nrRRYAiwFppOloamBUL/uumDlxojK/WS3ERiMPD9z6TjriNZO2O7H72bf1B8oQWuKv16GfV0NZe/O\nZ8B1zcpvyb1V47YVOH9eiy1q3I/V7LEDCz+43miV8O21Lj7n4gfUAU+943CEWygM1wMTqNZWVUHy\nMIN4P59CjF4bMok+GJdeanF/B7CKVENaI/1VCAgCx+HSuSiKkYoK5QTGI5GjeVQbDJxBVYCUsr6K\n1MlsQ+y3TfJuyPe0FOkz703TilrggHa7xjzyyBITByo920w9O8dQVzJHG4y5bUWeE5xr+PQnyMzf\njXgreiUawDEc4yA0Om4AA9TqMu6uvZDlkf774VWTEra9JM3Z5pJbAxjSG283AbvgVecBl5Kq+tUT\n8WQU4NPnIGV3dwXMjNwRnW0Ax/Aw6aunAaCLnTRs3z/+p5lmaIi28W8LAXul1tsCtyP3L2tPqwIK\nVm5UrTGANYS/nzJt6aY+/dNsQh8SlRzaBlvpnB8H9Hjqg2NLPlv89Zih57HDHlczYpqP/te1lD5W\nSb/CZdWmBrAGGratMDunArqhVMH9t5/uePLSo5oai531yETvA2CvvAGcHm7827jxH+PGf7Qbf3fD\njYKqAtgTyW9w4tJ2XHpUFgZwMXAPxp7keDC2GIm+vBGjTOQWFcqNGOGvI0oii6hQoxLaOJWgWo1E\ntq4xOYodKWZjhEJgSJp94yhGih/lkUceOULeE9wJUKfwDOLda4FytYl/dj+do4tnPIKE6XsCf0M6\nyK6AuKEY19K1YzyRauH5xquaMNe8deDT7V5eNhlu/NsidIbdEE+M0SDbAqq+iTHDz8e5Yn0D4KvU\n2rASX5VSVcgkIZ24fjosROguT9B2GkPWaCgpD93z3/kFk568h8mP34WjqTFxtYRwxQh2kjsuei0S\n8n0D6J2LA2rguw+vp273HazusjKAJ1eG/a8abvxHI9SvMHKrHcBJgeD0/yAV9hSilHMp8n3Zkffm\nIFzaRBA6hqDqheQ/TEQmgf2xpkfeBFTi0umqbmaHCjUcoXclfocaMYoH8Q1jgC/IzXdgVhwnjghw\nFy795xycK4882oyJA5WefUHHnEtd1j6e4DwnuHMQtBMmYnD7+9pWgkh8JHuPOwrpksQKkv41wyFJ\nf3+LVAtLxuJOMoCHAotopn0kl0lORThC8VdLcK5YX4PQFdKJ8V+HGHSt0XVuAOYgknodbgBr0B/+\n4c+Omn4D+eCMK9n+3ZfYZsUyCutqiDgc2h4O1yJazrnO7N+ETPYyK3VYgAbqxwzKxgAGKX+rclRi\n91cLN/6BCEWrxSRvVNN3T0RRm2zoYsS7Ge8n4tuNAF4hqHZCvJqXIv2cPXY8H2Lwfoq8+9lGQJzk\nPpnxNFL7O4W070AkodfsW2iI7WuV0x93Lpgdzw6cS1AtwKXN8hHyyCOPLJA3gjsHD2jUWSQUF1BE\n6aY2sZfzPWif52KUdGWEXBg3yUUTLgJm0nJQq0OSqjoDD5FNspnWYLNRP2GY/uGZi54ddvSdZ87R\nM7Qb/5FIcsz3wAsBPE2xPcYDk1vZtiI6sXS0AtV9lTjqGsu68Y9nv2TkWy8w8KuPcTTWq12f+Xsp\nuTWAw4in8PdISDsn+tMhVw8Wz7wi292W5A1gS/AkLyiN1nLtuhsKbeh0Xnw78r38gHCuR9LcJ3mR\npJZvkOTc1lL1PmzlfmYw80LbkIjFKIN1cRSS3bdixegvAu4hqF7ApdsiS5hHHm1HF1OHaA3ynOBO\ngH6Y+VHsJxRRH+qmNlKqahhm/4G3e+2Drf2UM79FBp6a2K890ZIT69PvIF7RWUgY8V3gEHz65XZu\nhxkmZd4kAUqBTaGdDrVh+uQT5ugZ+yDe4KcQr++DwCI3/jiJ9kxaT4XoVEShLjh6l+a/CwqYP9XD\nrItuZP2gYZBbA1gD84AdKrV+B6gmyzLcJog2Du1THerbPUoq3UsjYfNk1JGef59HM4pJGvp2b/gE\nZT2oMwQYTer4M5Dm5LnWIE7VySVexbi/dADvI8nAZmiv3jwEHNROx84jj/8pbOU2/NYL/TB+dUpx\nYD/nW4ecXXL/4YcUzlxmU3ogEn5r06Ex7nyHIVy9XZGBYlYbz5MOqcluPv0xcMCWv73KhVeNARbi\n0xmT0nKMWlpPNbADAVp6u8sRw+A+RD6tF1vnBFPboHjKg7c0NZWUO785vFkwwx5qYtK//5br8ynE\nGHqxSqmxyL1tq+FQA0wt/2jhxzgLRiIh9/GIhvfXCPXlcGB4wj5rgZMCeDprUra14WXEc7tl/OgX\nDlKYObc0jnTPuC3fTS2Wa9NYxrOIZu8omvuMWmw8zNc8TuvkEHMBo4lcHnl0LPKe4DzaAv0wjS/3\nPOyzw4peftWm9HuIcdVWmA0wJcAf8OnH8Om3aN/yxMsNl3qVDa86E69ahxjinwOr8aqM8mQ5xm1t\n3D+Z7gHSFRzqxm9D9Ey3hkEqjPCP44aDAlSPFUudv736VD3p0TtQkQiub+dw0h/2ZZug9boGWcCJ\nlFxOx4W0ihDwWKXWH1VqrQN4FiBe+iFIgZnLkKIGw5P26wXs1cZz/88ggOdrRP+3llhdkml1s7oC\njaQeke3LHap1E6JucSXCVX4LOJkvmYvw/o3Q3gU8ShGVijzyyKONyKtDdBakCMbNyKAcd6FsQAyT\n9qpUFQJ649Mb8aqRwJfkPmyvkWSRvyKySPGytH5EUeC3pE6+6oADYt7idocbv0I8PP+X40OHgcIJ\naroDMS7NCop0JSxDJkgVJBeqACKOAhzhrB31yfxzKxX52ooIMvmaWKn1GoCYbFc11nwVjQE8WyWF\npd0RVHZEmmsqQmf6l9s14ydgCnDciKZFZbet9R7XiTWQa5B3bhquHPUhQaXSFqUIqnkIv9kI8QS3\n9kII+AcufX7GLfPIox0xcbDSsy/rmHOp89pHHSJvBHcGvGoUUjloAi2NhSjioX0LKd5QACyJRBhh\nt+ckYagWOAqffjXWjt7A2YhM2FyEE9nW6EA9sAPwPEK/iB8vnSGkgefx6aNMj+pVPRAZs2W5qi7n\nxt8PkXmalovjATMDeA4FqFKqEDHAcqJ2kIgCLIgady5qkPe4BCkccwxSZrY97aR1wLhK3Sy/5cZ/\nB5KUaRW2fGJcEoLKCbyJfMulSIQjDEzHFeP0B9X+sW06A2GkQpsfl25brkNQKUSr90okQhFGVFou\nQuTexgGzcOkPCKr5mCfFtarKY5ZYi0ubimDnkUdHIG8E55EdvKon8CTpy4XWApPw6W8B/KNVtymT\n2dCvL0q13YSoQRLUVgF7I1zI17dwcr3q1QxtM0M9Ypdp4HIko9pLdgb15/j0rilLvaoMMVQPjx0/\niujnXoxP17airQC48fdGjPVpsba2FU3A0ACeFfEFVUpVAD+zlSbJGcCSwoi226JAlEg0osRmN9on\nirx/OdEERu7/fXP0jEsQI6QYmUxaTYLcjFTzOhspdLMUuCOAZ2GO2rd1IqjORrTKk426DUAfXDpE\nUJUi96+znME/Acfj0u+36ShBdQvGyZHJRu0qxEju0abztQ3VuNIqceSRR7vj12AEb+WU5i4MryoE\nbPh0fezvciREPiTDnhESvIfzF1CxaDENBx1A8S5jmzeKqXaRpWFch3jlzka8HFGgEa/aH5hP22S9\n4obefbFryMYADiPVmIzwbyQTOpGHewZwBl41CzgQn/WZnBt/AeLdOYnM3hoNfISUgk53pxuBSYkG\nMECl1tVVSpUjGrhZV31rR7SWnvAEcGLaAysgErUpef7p+hcbwmucijHHOitopZzBq393Pi1l97KZ\n4VcBa2hZNOVUN/7TAnj+ZeUAftwFyIRqT0Q2z+shkE49oPNQoaYjyiaDge+AS6jWkiwrHtHfxH7X\nYvydFMfWf4RL1xJUDyJl0jsDg4F3CKo9cemPUtYG1bYI9Wwa4gi4D7gFV0JESSgfZkUokq+/L9m9\nW7lGI/It5pFH5yKfGJdHCrxqBF71IyKUXodXLcerdkFE4a1Uo9IIVzeO5aEQkZdfgdv+Cq+8Du+8\nB0/5IZyeFGBUX74ncCFisJYhIeoK4KXY36011JKr2Wb7WUQQsfyW8CoXYgCbeVLjsmvZ4DqEp2wl\nXKkQqkgmA/gChE6Sgkqtw8BzWbaxvdGaxJ0QYswbDv4a0A4b6Kys692QSY4Rooh3t4H0MlQALL/5\nOFZe9tvkZ5quKfHrqAHOQzivyVUD7cADbvzlmc7vx90f2AhUAvsBZwFr/Lj3y7Rvh6NCnYxEV3ZA\nvvnxwBtUqMsJqkJEFuwt4E6kfzBCIfLux3EenWsY2pBkvZaQss2zgaOQssUDkInK40lb9iG7iWFn\neb1rkUmLcYnloCokqE4hqKoIqsMJqq3cRMkjj/ZF3gjOJbyqO7CAlolt/ZGM5UPJ7PFq0Jo3IxGe\nxqsuxqu2qdS6EfApRUN9Pcz+At7/CH76CRob0x5rN4NlDlKfuUI8G8OxYGy0E+wIRzoZLjKrLOyL\nV2Wu+MaWhLhzyU6LNpOxXAj8Awi58d/vxm+0/Vkkaye3EfERuL8Dfl+OvnAbOKYcXJlN+xCt4ysG\nkQiC4eAfLSpg016jsz1mH6TwQhPxqIRMiOqQezoUkaDqi3hptyDR2oqUFbH6vGnokowO5cTd4tdR\ngEwCzdQhHAh1KBMCpE4i40ohXQcVWxJykyUCFeBjGY8hk8tSMn8niZP1EMKB70xsb7DsLGSCn/jO\nlwBHEFSJ8mY55+63AwLAdOBu4E2C6lOC6qwYbxuC6kTESH4IMZJfAJYRVIM6qb15/NoRd3l1xK+d\nkDeCcwWvsiOVkIwMDDvQDwn7GyIcZtmrb2C/8TZ+95ebOfL+f3Lr0p9YjFf1B27WmvOBZTYb4YED\n0Cf8Hspy120XIoPepZh5+trXx+MAxuFVydnWC7H2+v/G4nkU7TfY2ZEB9xs3/hZtrtS6FjHkHqD5\nHQgjxt4PGpoSb6+m+SGY3XYNDHUQObkb0eEFqG3sMKIATu4Og9PfsdYUo1iFFDIwNZ5tDSFKP2+V\n6l45wq+0Ie9hE3B0pdbnVGq9olLrYMybPhC4EVgaKSz4Mdy3u46UFREpLaR+1ACrL6iRAV+ITMDM\n+kKFeKMzYbzJ8nI/7sEW9u8olJHs8e4FPAx8jY3BTMfaJGkFLp0YURhP28p850JWzGgSvzvGkaRG\nYKeEv4M5akN7oQ7RIL8BMXJ3jf3+ipSinoDIASY+OxviSDByMOSRRx5s9WyOLoXnkOHEDPFKVUb3\nfN1zL9Bz8Y8UxCkOq9dge/IZeh1/DPdUav1/SAf3IF51J+1TbrgJn34Mr9oDKdjRwigIh8HhyJqD\nnA1CCLfv2y1LfLoWr6oCrkcMJTP8YOUEATxRN/5vgJ3b0M5MGAkcS1K4tVLreqSS3JlVSo1HikR8\nV6n1nD/vs+P+2m57vWTOjzYU1OwxkqaBPSlesJzGoX0aKx59dykSum6BaaXYCxKeh03JTZpWCg9s\nNGxb3FLM9in+iBjxplCAfXNDLmLExcig3eJbqtS6Ccnav9KN/y4i0XPK3ptf4Px5LbW7DrfiBU6H\nyUgExyjbP4RUOGwLulL2cbyghFA8uiN+8OyLYfcjqGoQ4+wbYN+sj9ASNsy56nVIJCUdZSGK8JeT\nMR/xbCf3HwXAEoKqD+I1PQKh+3RPc47OxDzgaWBs0nInold8I8YTXAVMIai6AXUteNB55NFWKNpf\nB6WdkTeC2wqhQDxDZlWFDxH93IcQj0kR0vGrzTX0XPQDRJKqjobDMOdLDk9yI32LDGSWKAAWoYFt\n8KqdEc5w3GBrRAYFolFjAzjugMuBcVwCfJWy1Kdvwat+QhJBjD63ZfiaZbEs4DzgDXKQjGUCBfye\nVM7hFlRq/SUJoeTv37n2fcTbaORJW1zx6LuGvMzeJp1PX1keRRIxlyDyVvUI5SVb3ncEeA8LSZM5\ntBx6Vin1m0qtPzdZvyd2W0HNvjmTYQ4hz+xTWhpLGvh9AI8VRbovEcnDZGz2EMjm/WxfVOsoFepm\n4C8AHE1rDGCQvqs09ssV79moFRp5JukmYWHgFoRCk4x7kAiNM2n7TcDJsXVFCefuShOWODSiSZyq\nniMoxJgKEkcB4iW3E1TrETrFEmAeLj0nlw3NI4+tDXk6RFvgVVMRHlwmAzgKXIlP/xcJT01CvBsK\nYP168bImQ2tYvQYHXpWYdf0m0oknmsxtDeNpYCbwBVLyeB4Sfj4UqeqGM40fNkfe4Xfx6aDhGp9+\nGjEQFyWtWYZ5GNoQATzvI/SJN5DJRHugzo3/XDf+ZW78tW7877rxp0i7uPErN/5i5Hk+gLwTLY6D\neMG7GZ2k3ny4Xot4pCdVan10pdYjkCp5ZlSISOw8HxisiyKc2A6tgNfNxo5UqLOpUC9Sof5GhUr0\n0n5PbkPXjwXwfIXwj+9BJmNPAdsG8Dxr8RhuUkv2RpHiMF0NNyCTcmFCd0W/ZzOsJNqehkt7U4pb\nBNUIZDJaREuWkQOhp12ETAoT70Bn343kr1oj32cmp0eYNHQ7mh0IPZDkzb8D7xJU7xBUbaGx5PG/\njDwn+H8YUrzhP1h7PNPwaQlQ+3QE4eRtyTjv1dNY6UEp6C96EnfhVb/Hq15DZvDdae7UQoih2hYP\nho3mwEYRcD+wMz79IRJONDV0szSAIybLQ4h0mzl8ugmf3h7hNO4BDMCnh+DT67NqARDA800Az0HA\n7Vjje2aDBsSDfgtC7yhBTI133Pi3cJ7d+A9FCkpsRlQFGpGM/XrE+N0EXB7A8wzCjU7Bx/VorVsa\nXiGNnlVHN8SQ+6FKqbj3aDzG72oUuAl5fxpJvR8FSJLlL6QfZC1DA6Fe5oILTuDCbbgaMdzdiLdu\nNhXKHdvkVoN2thZfARcDBPAsD+A5P4BnfADP7wN4Ujy4ftw2P+6UftNDYAUyWalEFEvuA3p5CLyd\no3bmDtVaIz7gMMvpmr7P7JDqiQ6qckTecA+kX4sr13R1KKSPvxX5Lq/CWsDZhSSPWn2aRYhhPQnw\nZd/MPPL4dSBPh2g9jrCwTQQ4DJ9+I2n5CBL4b6WlsPMYmPcthBLMjAIH7CEaDyXIoNrd4ByrkPK/\nP5JdiP9zJERm5MV2AM/gVW8h2fu5gh0xuuKDUQi5R2fh02stHUEKZKRqgbYOe5DbQhbxClPxEGsi\nSoB/uvFPRTjJM2imP5Qh5bMfRiSpKoBgQhj+XOB9kiatHzbw5f6lvAWcqzWRMJR9Wo/6qIECxHgd\nCrxZpdR2SLjfCArxiDlIz7vug3irj0+4tnTbmxKQoyWFrDnnQPre/jL2usYW2yvgoFIW2BRDE84T\n9wU8QoXqG6jWX7jxe5Dw98B0bciACPCbAJ6Mxr0f9xjgZWRigx/3D8A0D4Et2YAeAmFEgq/Lwo/b\nadeRq3sun3wOjdq2zecb9Vi9IFMhnpXIxL0RMZza23mymQQngQUkR4igY6oUthaZdLoHA+tw6Zti\n+stWriGu1Z7t9RYhtJBsKivmkUcztnIrMu8Jbj0yMenWA/sklCjujlfdj1d9iYRIW+x72MGwx+5Q\nUixFMAYPgpNPgJ7NedxGBjCIEVCMJEZkE97/DaLBa4beiLco1+9I3OvchLR5FD79WI7PYRXfktsK\nxPci98zIsFaI12UVIl2UHIIsQRIS7QE8PyXyUCu1/gj4HfJOxakwMzXsS7W+BOjzfA3eW9exeVZy\nQF66qN9jblSo2LnTGrTIc3sKOF0rIvU7DnLW7bwtOo31FC1KzaTUQKhfd4KV01nhO4ZIWRHhbsVE\nCwuo33EgUbu6aZdCohjfwwIkoRDgFWTi1xYopEpcWvhxlyGc30R6/jDgWz/uTPetS2FQ/fJZh616\n46o91n/ec4+62bZRO/6gfrQPksKhib+W6I4kvp2NTPLaEw8iE/70ApDNCGGkMS6JpF3p2dQjmtSZ\naAsgzoJTYv+3Gumy0fq+ur3yI/LIo8tjK7fhOxWvISFvI9QjpY/FQ+FVOyA82/j9Hpe8g80Ge0+R\nXyvgQgzKw5HsYavPtTO9JBrYjE8va9XeXlUAhLOpFmeAvwGn0jrZMCNcQPp7akMmLGbJaSFEzP+7\n5BWVWr9QpVQA0Z3eVKn1pi0rq3XNPDE2jQb9YuIVteDgjFdgjjBgr/3NsDt+fOai4nDvbqA1tpoG\ntjv6LsrfX5Cyg60hjHY6oCm85aY0bdub79+8Buw2Vv/xUNaceSBF3y0n3Lc7of49Q8CTqmL6niZt\ncNCstzwJ40S0bNCANSPjLxh/U05EseJaP+5yxEA8DHmODwFXeAh0Gdmt2XVjJ03c+O0URxIraTt+\nlseTZj6DJGb5gYmklhHOBcLIJHIFotZgxTAT2TCX/sVg3QqDZZ2FCEK7+TtCc+hjYZ+hscp9byD9\nSnsZ9FFkQplHHtkjXzHufxhi4N6FdMSJhthqYMoWA1jwIsavSgjr3Eaz7TQifv864iXrzFey+mic\nAAAAIABJREFUAevFAYqQRKTs4FVHxiryNQJr8apL8LYuNS+AZzFCB1lAbviubZ1U2IGfzFZWah2t\n1PqXuAHsxr+PG/9DbvyPLv3HGT3qdhxEtCjFnq9BEt4uom3sT7Xk0XO/WvSqd0DT0D5Ey4qIlhcT\ndvVg8cuXp3B84/FeW1N4y98AkRInke7NcwBd7KR+/FBC/beEPOqQ5LTkqEYEWEC1XhL7eyxtu98a\n8AbwmPHUE7FLmnW7+nEXAcsRj3s3RN7tUloWk+h09G9YdYYyeQUyfEEORFFgFaIes8UANsriasVL\nphEudSUic5YpCSyKJO12x5VCNYtjdfbNyAmMEkjtgAOXfgzrt8eGcJ3fBFPmdhPicGnLd72WPBUi\nj/9hbOU2fCfDp6/Eq14BTkK8iU8Brxl4J1M0XmMoQKRtTiAzlzAdd3V3C63tCBRhjSsNYsQaqRGY\nQ9Q4nqCZStADGTSLEHUDQ1QpNRTYr2GEK7T4v5d917hD/0WIkRUJ4PkQGO3G3x3hfE6mcyaHTcCt\nATzJChGGcOO/FQlPlwBq7en7s+74PVFRTT/fc/S76UWUDJAL/3whC0tK8K5dh1q7VioOLs/eT+Ys\nWrD8PxuOTFVp6jbzC+wbWzY7Od0+bhwVL1jOuD6nsfiFS9h0WIpgxhrgVPeqp1dPnvm5fbu5PzL+\nra8ZtHgFsw8YH7rr3nP7hfA3IEbBQ5gnWmaCBk4P4HnI4vbfAGbe6a+Qd8+IbrKzH/e+XSU5rixc\n02QzENWwMJNwmm0Wf7ZxrHL0pFd4AwXZiXfEk9Z+g3wHmWT8IsDBuPRMw7VSOe1f2TQghzDqO0LA\nxwTV9aTXkk9EBJnouRB5uMT7H0a04puQZ3MYMK0VbY0A03FpmXgHlQ3JT6hJKoSSRx7G+BXoBCvd\nzqXA8gC8KjEZLBlTEAmq67FmfH2HJDwpchsiCyGh5p6ZNswRFiIKFNalt7zqM4yrw20GeuHTKfze\nKqVu0jZ14S+3Hm9fc/bUAiJRrUsL466vMPAscE4AzwY3/kNoVvzoDEP4jwE8f820kRv/SETOztBY\nUHWNuK6ZEe53+3+vPfcMXutdwdtaU6IUNq0l+fLZ/8CiLAu8rbr4sKZfbjy2AGdziQ7H6o3sNORc\nbPXWH6MGsCm+qHscCp0gg7ENiSQkuIk1tmiUkvU11PTqZuSuDCJJhK2hs/wugOd5Kxv6cXdHPGbJ\n3X0YMX6/wnyi+4iHwCkm6zoWQbVXGNvbDqIt3u00WVoNCC0ho50cH0XC2LSDaGtCMzsiz/FDrGmg\nz8Old0pZGlRlwAa6ztAcRfqnlzFOTjW7/ZsR58jfAKOyxz/g0sMJqp4I1Sn1Xlhr2y0IpediRImi\nFFGruQqXNtJdziOPLZg4XOnZt3bMudT/MUdrneI5aSvydIiOQWoRiGacDnxMqkasGTxI0lquOWJ2\nxONlhRaQlZdg0yZ46x14+ln48GP0ps28gHCms9WeHW6yvADxCrdAlVIHAuetvvCQojVnHligi53o\nsiKF5MKr2H4eYJYb/+3IQBUv4dsarKVlGL8OCSFbxV1u/M+48Wc6/1TStFGXFLLithNsX+gZM3tX\ncB1QqpRsrxQ4C+CQTMrWBih/+1unLRRpMWD3ePaTrGOxClBRzRn7nMTTVSdu+MuD14ZG/LwIko16\npYja7dRUdDeL15ch3PwQ8t7+gvXw8JVW2+shsBGJECQ+yxXALh4CDYhWuBE0XYub+r5CvxLBtuUb\nT3OjVgIHYjFBrfmDapUBvAwx+uZi/Xsxi2IeStcxgMNAAIkUmqmz1CBGZ+KjCCPKPS9jbAADDIn9\n+wjmEzCQvtqsv44i386FQBWSJFqATCzvIKiOT3PcVARVd4LqLoJqVex3R6xSXR6/VuR1gvOwiEvS\nrJuEJOfUkDm8Gx9UH7F4XrPOz+g8NqQi0STEmEsHy+/NiiDc+wB89Cks/B7efg9959/Yo+oGU7WL\ndJhvsrwBGTSScSpQsurPh6NLTdkkDkRD9+JWtCcZxQg9IT7w/Ih4+f+TxTHciMJEOtSSebISVz7Y\nHQNPU1kZFGUpDlfy5RK6zfwSW00zPd22oRYVah2d2qkjlDQ1bDNmyfwi30NVylVtXCslDcoRpZVu\nQI8AnkFIcujzZFb9GO/Gb9le8xD43EOgH/J8SzwEBngIfBNbfU2aXW+0eo52h0trO/q3dqJVifJ1\nBjchgmhbf0xqAZD2wCDkW/kOobpYwbBY+D4ZuRwuI6TmfGQDB+JJN60eiUzkJiLUsLhyxCxgj1iJ\nY7P78VPMwJxGeoeIDeO+EZqVYa4l1fteQiJFL6gcBNUkgmqi4X0PKjvyvpyLJP71Ac4B3outyyOP\nLom8EdxeaJms9TXGiW0a6Xy+RCoYxTsLsyS4NxGvwZEWWxH3kCUinUSPQpLVRpJebs3yoPDfmdDU\n1FwSOhLBhlAubrZ6jAR4SR2Ua4Hr8GmjayoGVLhnRsnRXKlklMSOFZcrGoOogjRi3XteRLM8khme\nJ3Obo8BnCM82BToqzyX+p8W2sd0xdzHogkco/WghJbN/0EXzfkaFM19a3z7wmwkwcntRQgHYKSZ2\nZgOKQk1M+SZr+WcN6ACehgCeGoAAnlnIpCMTRaIugCdr48ZDoN5DoD5p2VtIYYNERICjPATaqyph\n6+DSEWBympenCajEpRfFtvViPUrVWtgQg3F7RLvbCgow9q6+Qu6qCUZj7alpwzGmIYauGVbh0otx\n6b2QyVw5Lj0Nl44bv0b3vw64Ahk7rFxrKVJ8J0TLSIkd+BPm8pv9AQiqfRHq0evAW8AvBNWkpG3P\nQsaNxElIISIl2FKKs0INpELtSYWyopKRRx7tinxiXC7hVWVIlasTgcKYisGtSKhvMdLJJ87amzAW\n+y8C/o2E6p1IR/ci4tk8HuuTF40UZTgmYR8H5uHCImAQPl2NV6XzE1oyGpuaYLVxjrYdOMTKMVrA\np9/Fqw5H7vFopGO+DnPP+NPAfiWzfyirnTIy69NZQJTMz8JBpmp4qUi5v278diRRxofcvxuBy2L/\nN+IG+wJ4ahHO350keHpCIfhqLkSbh89GLAadVFRT8cjbVDzydot2JidIbVmu4KgjYfh28v9oVM7/\n6pvgcrXcdurnb+Lf93eZmpCIWSaGrDfDfg3AP7M5USZ4CFzhx30D8n1uBp7sSvJoSTALsQO8j0s3\nVxBz6fsJqnVIf5RLj14Y4/fNRuZiEnGciSTKNsOl1xFUfwLusHiMdKhH+uz7gD/TuuvP1Iart/zP\npVtO8IPKifTJK5Bn5gR+Bq7EpZ+JSaitArbNcI5ipO0PIdUfd7bQLoAgQTUA+C8tPcXlwCyC6gLE\n47sYoRcZHbMMuJ6gWs5OfA88iUg1NgKFVKhHgPOozifibbXYyq3Irbz5XQ4vI3SCuMblcKSqVdxY\niodo42GuFQjX0AjDkA6wHPFG/A2R/cnmmTmBo0g11NJ1gDfjVf8gB1qgdrsYPgUO8QRHW3ZzrfMu\n+fQshL5gBTOAEwde8vhei964uiRaXCCNajs0EgI/BknoySVqSchsd+PfDnmH9qflczsQSY67DtHL\nPQaZUK0GLouVWwYpPjAY+FM4jA0oXLAQ/dqbcqzGwb1+WXP+wS/1/Pf7x5d8tSydx8oQDgcc65Fn\nO28+aC2FXt54CxobYZdxYgA7E6Z+Tif87repx1IajdYR4u94czBlI2JYJk4Yv0OoIy0Q41Nn4ki+\ngnjSDBErizwY2OQhYBZKToGHwGak5HhXx9uYJ1IZtT9XFRpB+pWa2G+AyTZWjVdj48+l7yKoXkV4\nroeTWW3CDN2Qb9GB9NUDs2ibFbyLSz9ouCaoCoDZtCz6UQt8H1v/JFIptAC5p5r0Y4MTqQxnx7oT\nZQBSjc9o+1LEqLaC8cCnnM2H3M/uNFe3A+FL/4CUsM8jjw5HXh0iV/CqcchgkanDjSIZ0HsjM+xD\nTbb7Gp8eh1dNAN4jtcKYFTSQfVlgDUxHjKqs3HJG2LxZ+KcAGzeB/3lYEaQeuLlS6yorx3Dj3wvh\n7PZHDJi7A3gslVmuUsoGTN2435iTVtx47Ji6icOGYbPlolTyOQh3+mGsZbMbwciT3AT0D+BZ68bf\nDRkgehpsF8eZATwPZDyTV5UD233yGTWvvcmwcHkx3/x8/wXR7iUHorUDsNnX1bDDHldRvNA6N/eA\n/WDXCVCQQD4Ih2HhIlGgOOMUcPXLfBwNkYXFw18e8K+Vu9eVFXX/6PDdbOtcPX5YPrz/qdccdNMH\nAG78oxFP1icBPIb88JgRHPdsG2F0AE9qZY8Y/LjdSHnoHoiBEUKS7y71EEgpYrJVIqh6IZPw5IIU\nQWAArtigIMoDT5AhEdMCGpGkRQfSl1UhUZq2ZnqHgD1x6U9Ntwiq85FoSC6++XqEurYj8p1ug1yT\nIru+NgosAUZsudfS1p5IJGEkEgWsSLP/1kdl1MBLiPugJXltOdW6LeXP8+gkTNxe6dn3dMy51NT2\nUYfIG8G5gFf1Qwxbq8UfIojhtA/wqsk2TyDeqr8iM/5MSA4h1gKfx86RDTRCu3gJ8X7kLFqgtfwe\n/Tdv//Qz0yp1ZnUIN/7TkaIkxTQPNmuBcQE8Zln58X1LkAHwZGSAeh8R5H8R43K5iV2zJj2vNEqz\ntzzXA9IXATwT3PjPQjwk6SZAiwJ4ts/2BG78VyOh2OZrjOmnje1zOo6N1hz1l/wRSgxaF4mA7xY4\n6zTo09vCgRp5ln+l8CdDxKX0qq13VG78zyMewMR3VwMzAnhMqSl+3OORBCWj+x0CDvIQeMdqO7o0\ngmoUYojuhNybN4Df49LrErb5FJEkbI33sx75LpYjHOOWtIWgOhKRJ2zLtxMFHsWljTn0QdUb4bye\nTu6kH9cBNyBUjG0QZZDFSJj/cMxVIOKIIv3yA8BbuPTSWFsnIFJnRfyaI7SNSGbLNSSWFamlWmcd\nhcqj8/FrMIK3vtlk18R/aJassYJ47YDXES9TMqKI4bsE6VitIHmgsiHeBDOYJXtEgDfw6TVIZ58z\nKCW/P5xAoUUDuBjh9sUTzkAGiQqsVTl6ATHoSxFjdW9EssiPMYU1AlwUwFMQO0+6ks42xIBsj29o\nFzf+qYiBkikCMNSN/xE3/t3c+I9x4z/SjX9QXPnAjb/Qjb9XjFOciHNJNvJj3JVlD5zRRLM0Vlrj\n024yXCslCXDzviUajqRVPdHABzzKIlKz3AuQ72q3dG0wwNnAUoRC0RT791skeScdLsbcm1cAPOzH\n3ZmlxnMHl16AS49FrtcZS8ZaR1CNIqhOJajORCrltfZ6FeLx3Qw8SFA1ElSvEFRxmcMgFuXX0sAG\n/B9BdTdBNbjFmqCqQBKS/0izARymbdXVQCIENwMjEKnK7YFxiLc8kwFch0jP7YhM7L8jqB6JqS28\njkwAu6IBnDu+biGSDfIJ8dFJI86JPLZG5CXS8sCrhiEJS1bvZRh4PaaR2x0ZCEK07GhsiPHjoHWF\nAEA8p49jLBUVRQzCZL5jBPDh07/E/k4n7dMqxGie4yxuPgaDDtixZlNht5fmTK9SamqVUuOqVKoE\njxv/jgiXOtGoUUg3HOfRJaMQuNmNf78AnigSrs0ktdVeeAzh/GYagByIp/tjpGLh80jp5RVu/CsR\nz3k1UOfGnyjVl6KrDIBSbPjdbqsQA+YDZMIQiB0n5Z4tWpzC9SYahdVrYMQwoi4XCxx25tM86WqI\n/b5GoifHAfugU5JGAVhf0Y2zPrnzMTf+iBt/1I1/bownbYoAnlXAqNixr0SG27EBPBvS7Yfw8NN9\nx4PpuGIyHQOXbsKlIwSVjaB6DJiDRJ/uoG1DTxEyiR6LfFdORCnha4LqbYQW0VqubiK6I5ObuQRV\nYkQkbvwmUj4cyDvcFuM7uUaWHeHOWjGAa5FEsjIk16MQ+XY/omu/V7m1E+IK7VcCE6lHvPV55NEp\n6Iqzzq0NvRBDKVOHHqI5lH96bNlziKHWWkM3Ew7CuAOzIVSLPsAFSPJcELgLn24uZezTi/GqD7Eu\nW2QVxpoRqagm8d5Eowz847/ofc+rKM1wmqkkm6uUOqpS69cT9h2FsRRcEZK8aPbulwD/cePvh+g7\nd5bGZQVSPCBEKnfTCpKZuE7gJjf+tUgYehNmnEO7bf0cPeMp4Ka4+kKVUgOQRJgDCguxRyLC/X19\nFmw7WAq/Va+FV14XbWitoW9vbCOGMRLhg/4V8dD2QJ7/P4H7tpQY/4d6D8ka3+L5DhXYufRVX9mq\nbfskFknZCfjOjb8igGeT2cUH8IQRzr0lxJLhPka8zmbeT0X7y4V1Fk5Gok+5MEzToYTsKVqZUIAY\nlTfRTB2bhvF3U0fuxz0b6bV6VyI5BE+ZnDtZbqwz0PE8YztwDx8zXJvpv+fR1RH3BG/FyHOC2wqv\nKkYG9XScpiDC7VwMvIxPh/GqoUiItr0HnXTYC59OH4ryKhvCdzsqtsRGmhCp1hDCgZ0wduOtIsD5\nSNbxRmD2FkPIAG78HyK8xIKKe19l0IWPYIsYbt4IbF+p9U+x/XZEdHKT6QRxDeZ0SSwaMaDbg++b\nDS5CPF3X5vCY8YlBuq4rXklqBXB8AM9HAAunq1P79uGf5WUoDXy/CAIvyzPffjgsWNisB52I44+l\nYdhQ8cI3OQrYVFLONjUbax3RyPX4tOhFV6huyPfQl9jE593/273p7rvPcYaKDO2LewN4zmvF9afA\nj7sSkVXLNBnd7CGQswpYaj7bISH1uXp0hxSlMEfQtCR5Z6E16jTrcOleBFUhEg0x0qHVsWN31NAd\nQbzSryLRj9YkOFtGLDEknh+yHqEaHEbXjfpuBPbCped2dkPyyB4TRyo9O3Nadk6g9s4nxnVdeNVp\niISZmWG1AOGBHQRcinizihADuDPnUR8ilaEORtpWDTyKTwzJFhDd4NlkkATTGk7c8GjkhcYj7U91\nP6bxsOKZTpplZMNa83o0ykGhMA4FqrGRpg8/4eSDP9dPGR3Pjb8vksi205ih5xYVLl1j1plroCpR\nccKN/3VgT5qfi0Y8oN3IrdRRe+ELmmkr7RUtyIQaYPuAd/qfSApbhsMQXIl++DFqST8J5OKLwH/k\n8cycJPWaHZEw099+Nvr41ON0xO6wAytHfTT/wpvd1+4LHAHUXvXsVbVz99l5Z5NDfhPAY7bOMvy4\nz0O+XSuIANt4CJgWT/Dj7o9MGHshZchf9xBo4bFW8+mLUEx2QiYbduBPejT/yP4KcoSg+gahH7UV\nufIoNtFcRMMqfkKC7FVIknLyNx7PxWgPgzDTdV+BpIO1m9NDA3PLdmj6vnz7Mz0E/gVAUF2I0FLa\n1fhuAzSSRHkELv1GZzcmj+wwcaTSs60K5bURako+Ma7rwqcfBE7AvOxxD6TAwwvAfoj3p5zODyTs\nhHDznkNoEV5gAV51mMG2TVjQxA3hYFl0iL1Gl+Pe8F+9Z/V74xGDYGfgwGiUqXY7BUWFqMJCKCvD\nOXkS//YVqAlGxwvgWRXAsxswzvlTdbrKTYrUwiO/RcLu8ZLUsxBd5u8zXUcGnIZ4SdsbOyM8wivo\nvDB8Yf/qFZdiwNtzOGDgABq3G8LdZOAuP9A4kVcmHUSTs5AmZyF1xaU8dcDRtsJQY9zb12/B7qOf\ndlfPeIRq7aJaD5+7z84vpjnkotZfUgtcn8W2YdLwSf24j0KiPXciBo8fWOvHfbMft1LzUWo+pyH0\nkF0Rg6gbkrh5h5rP3gBUqCIq1N1UqKVUqG+oUL+nQrX3pO0p2saVDSM5BCtz0xycZN8/DkZUdYZh\nPMmNV3NsD9hIX/b+RrI3gGtJ810Zua96Na53Arf5cce/q+l0XQMYmks3/yNW/COPPDoUeSO4tfAq\nO171W7zqE7yqARlEjBBFPEJnkxutykxI1xEnoxDh+xYm/F0CPIFXJcegLYcm66LS12ts9g9Ce3rw\n6XX49LxwmDOUajmw2WxQXIQaOoQ70x0zgGeRiur3Mpy6hSchgKc+gOeCAJ7yAB5HAM+BMY3Yf1u9\nFgNsCuB5KIBnAHKvxiCC79fS9mz3ZGhgpwCe2xHd5vcxL3ndXijoXx1MKUoRh1I4jnTzFRneux96\nDqbR2fL1b3QWUVfYYnxWSHWuOG40Oa4GLs/QbquwSm9oQKrAGSZK+nH3RvqAYlr2qw4k+rNyXOns\n5xFpLCPjrhi4mApVhtCrzkeKQYxB3te2vLPpIfSBM8iOe76S5klBA9K+0zEvwdsWbC3hyrinOVco\nJc0YnWwxKsAVWkO30OZSmnMCMiWDdhUMAKYQVO/GlESqCaoqgqqzHUV5pENeHeJ/EF5lw6vOQ7yL\nL9BcIc6oHLFGPHifdGALrRqrUcwHPUVysoZPhxCOWQoSGTUOIrzbax8mFnwOEsLfohIbDjPIZvDG\naQ0OO1a0bv+I+SCzDpGqs4LpFrczQokbf3fYYmR/G8DzWABPFeIFtIooIh+1CfNraiL2PAN4/gsx\nT2HrEFdlyBbRcYvnpvNC28rKmE2aUsVawaZ9RxuvTHX+bHkPAnjqkUS1xPeuHjgqgCdXnuB0RkIT\nwlmsR6qsnZ9m28dJ01VrTZ+LBt56RA/H2nRJd/2Be5AoUTKOoUINSXP+7BFUKiYt9hyZS+8mox9C\n5XgX6I9Ln4xLNyK87lxja/EQxgtndBoUmh6hDTaav5l7EY/y1oDXEPqaE4ke/hmpeJlHHu2GvBGc\nPe5F5IMyJVbVINXNDkUG2mw8tO2FeFIIpH/2hcB0vOp9vOpFvGqv2PKTjDZOtGNsSlNqq+OW8ktB\n7sHLW06u8TcZqAPb7fDTL3yVqfGVWv+A8JeTvaHrgFGVWluVMxueeRNTNGEuZ3QzqQNOAzATeRfW\nIRXgzkK8yB5EWukSjD28m5FkmkS0xRPcGpWJNft+9X66kqaz8ekllVrfCvyYvFIDkW7F1O050ur5\nWtBMAnhmB/D0BFxImLs0gOd5qwezgJdMlmvkWz8K2MlD4BAPAUNjwo+7AKE5mUIpsKsQB/WYabZJ\nGHlPzHTBFVJNzODYVWVKVf1RqapZSlX9W6mqzLrKQXVd7JzLMK9amQnFSCQpUY/8csh5kl+Etr33\nUdJ7aBP7xa0aCogqNdNDQCauLj0ToedkilJpOk8OshF5RvGCSHGUAEcTVK5OaVUemfEr8ATnQw3Z\nwKsGIlJCmZKU4kqI+wL7Ix14V+BlJWtcmsEJJGbeH45XPYhPn4FXjUVKBceTaAwNqwkFs0EqI20x\ngouLeXDjRq5G0dtZEFOSCMG7H9BUW8vVVi6gUuvXqpTqi2jADkE0NgNZGMAgRUhGZbF9IuqBn03W\nPQEMU9HoFc5wky1is9sHrlm+dOrns04/1P2qEYf4NdiSwHcw4n0vi50jAkyP6RUDEMCj3fhnINSI\ndJJMRiiiZWKgFWwCxpTX16xHEo5GxFdEIhAKs76okClblpUV9bHXNDubNVC3y1AWvXIlkQLLzb3Y\naGEAT5u4pn7cE5Bv8lMPgUSD6GPgWFK/6ShQ4yHwpoXDF2Phu3LawmxbtNRs9SbgboSWYIaUUuFK\nVZUjCasDkT4mChyhVNUFWlcap6xIIQxL35sFlCI0CMkRd+m3CapDES7+sDYeO55s1haZQo1obk/B\nfPLrRmTbLmbr8TqnIMbFiI7fMPc2NqiPkeTA7xCP6v1I9T4zKGAGMilv7T1ojaIHyBhiNklpRKJD\n1mu555FHFsgbwdlhF8QTaIXbW2jy/yayN2A6GkZ0sz/gVbMRg/50fPpLvMqBeLlLkw8Qxb4KmKof\nTvCw+HT9hhPU0EWLeaqiNwfX1uL4ai5LF//AqZVaf261cZVar8N6Rr8RrkQ4jGYTkwhiKCcPmnXA\nBTEN2hQE8Gi8qqmusDi0vKJ/aa9Na+m5ecMQ4AM+VePwaUNd2wCekBv/QYg3cW9gFfB0clnoKqVK\nRo8a8OxP958+uWbKyH7YbXbEUNiEeEozDV4KeXf7IV79YxHP9WRSIwPLkUHxRbdvxoI+61d7zjz2\nvLt6V7B3Uwi++JLIwkUUAydW+njIjb/38N23L+n2+twtjVj1x0NYcdNx6ELDOeMi5P4PiP3dtGpm\n31s/O3Sv/grGaZ05MmAFftzTEJpM/Jtt8uP+g4fAk7G/A4inLLmRjYieshUcgQXDoSlawOL6EUar\n1gGj9WjWIt5no2S9KPCIwfKzgUE0J13FC+38Vamqp7SuNKKypPPstwYt9abFEL4E+BepE672VGgw\nw2GI5vYgUiftXyMT6evZig1gkMYrsBUS+SBhcR9koncE8p6lK8pxGK2/B23lQpudt5DsaGZ5dCTy\nOsH/O1CncNKUgvfufKXnwT3KbK1O1A8j3r8XAJ/W9NnK8mEjyGAcReS7rgKOBE6hpUFZC5yDTz+W\n7mBVSqnKTnoB3finI/SFbZHB4S2E/7kIuC+Ap8aNfwhQifBSlwA3B/C8m3icKqXKEU/L6UDP8WNx\n7jEZ1avlUFMPXINP35awn0Lk6SbEzvlKpdamId8qpU5DDCS7hqh2OjYueeL8+zd4Jn+OGKtWky6b\nkKICV8b+jp9zAWLMrEOKYlyHcFPtAMVfLImM2vWKiIpEkydwDcDQOXrGriWfLX5q+32vLbHXCeel\ncdvefLvgTnRxypyvARgWwLPCjb/7prnde7479sDnQSVWEvwFGKM1Gy1eVwr8uLvHrsfI4BrqIbA0\ntt0ZSDGPuAZ2GLjFQ+Bai+dZCJk57VrDzLWH8UK1h43R7jrWrJeBE/ToGDe5QtmRSn2JlIYoMJ1q\n/VzyMZWq+hjjstIbgcO1rmypAy4lenMd+v8Zl04uW1yCJM8l85vrEclDDx1biCZOiUikVvyMTDwf\nBg7ohPZ05EQggjyPAZk27GJ4Bpc+prMbkYcxJu6o9OwnM2+XC6hx7SORtpXb8B0DdQpn24jc8UFo\nz6KF4ZHsVPANTtUq+pQDKFJBHbARcV9Vev2hfyq73VauRPlrKzCI7TQPFJMRgz6MSI5WmM0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d4WRRKcPZzKTZrUWA4TOzp8p4wCJjPs7PmQg0teMCuoB0wUccpp4K/l9/66nntOBxsLrSFuGrz+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TRDXIVx2b4rzfdjjrxa6Ry1lXbXcO7r2ste6ZR3pSOdeed95hkS1AZa+enIOxkSXMR69e+C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\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f8503f49860>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(13,10))\n",
|
||
"plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=y, cmap=\"jet\")\n",
|
||
"plt.axis('off')\n",
|
||
"plt.colorbar()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Isn't this just beautiful? :) This plot tells us which numbers are easily distinguishable from the others (e.g., 0s, 6s, and most 8s are rather well separated clusters), and it also tells us which numbers are often hard to distinguish (e.g., 4s and 9s, 5s and 3s, and so on)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let's focus on digits 3 and 5, which seem to overlap a lot."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 92,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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z+ImrSSfeLgy8tm3SBpIXvrV+YutBr3+cTs91HmF/L3JNXkSWYDWvYMahuPfI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\nYi84Hd4t96jSCXTa9I99Cq9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XtZzqtGM64Sa8OUUEJz4FKQ0U0eX2HeAU2SpX4mybxwOv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\ngOIIKABAcQQUAKA4AgoAUBwBBQAozv8BfuS/i4PfsTEAAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f8501ecf400>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(9,9))\n",
|
||
"cmap = matplotlib.cm.get_cmap(\"jet\")\n",
|
||
"for digit in (2, 3, 5):\n",
|
||
" plt.scatter(X_reduced[y == digit, 0], X_reduced[y == digit, 1], c=cmap(digit / 9))\n",
|
||
"plt.axis('off')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let's see if we can produce a nicer image by running t-SNE on these 3 digits:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 93,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"idx = (y == 2) | (y == 3) | (y == 5) \n",
|
||
"X_subset = X[idx]\n",
|
||
"y_subset = y[idx]\n",
|
||
"\n",
|
||
"tsne_subset = TSNE(n_components=2, random_state=42)\n",
|
||
"X_subset_reduced = tsne_subset.fit_transform(X_subset)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 94,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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ONUFWUfqHJskqE0VEFXUX/CQ64/2VZO65hnwhqSEBLlm0tn04cf7xF//0yR/8VkVPZVQS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L5ONeh7qnfZLXNea7juv+oeNgPkCDkNJkuS3XVMB2VvyelvHAHwRQwbiqNcplKMtu+PknV/v/bZ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\n//NxaB6U/E7bAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f8501128e80>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(9,9))\n",
|
||
"for digit in (2, 3, 5):\n",
|
||
" plt.scatter(X_subset_reduced[y_subset == digit, 0], X_subset_reduced[y_subset == digit, 1], c=cmap(digit / 9))\n",
|
||
"plt.axis('off')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Much better, now the clusters have far less overlap. But some 3s are all over the place. Plus, there are two distinct clusters of 2s, and also two distinct clusters of 5s. It would be nice if we could visualize a few digits from each cluster, to understand why this is the case. Let's do that now. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"source": [
|
||
"*Exercise: Alternatively, you can write colored digits at the location of each instance, or even plot scaled-down versions of the digit images themselves (if you plot all digits, the visualization will be too cluttered, so you should either draw a random sample or plot an instance only if no other instance has already been plotted at a close distance). You should get a nice visualization with well-separated clusters of digits.*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let's create a `plot_digits()` function that will draw a scatterplot (similar to the above scatterplots) plus write colored digits, with a minimum distance guaranteed between these digits. If the digit images are provided, they are plotted instead. This implementation was inspired from one of Scikit-Learn's excellent examples ([plot_lle_digits](http://scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html), based on a different digit dataset)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 95,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.preprocessing import MinMaxScaler\n",
|
||
"from matplotlib.offsetbox import AnnotationBbox, OffsetImage\n",
|
||
"\n",
|
||
"def plot_digits(X, y, min_distance=0.05, images=None, figsize=(13, 10)):\n",
|
||
" # Let's scale the input features so that they range from 0 to 1\n",
|
||
" X_normalized = MinMaxScaler().fit_transform(X)\n",
|
||
" # Now we create the list of coordinates of the digits plotted so far.\n",
|
||
" # We pretend that one is already plotted far away at the start, to\n",
|
||
" # avoid `if` statements in the loop below\n",
|
||
" neighbors = np.array([[10., 10.]])\n",
|
||
" # The rest should be self-explanatory\n",
|
||
" plt.figure(figsize=figsize)\n",
|
||
" cmap = matplotlib.cm.get_cmap(\"jet\")\n",
|
||
" digits = np.unique(y)\n",
|
||
" for digit in digits:\n",
|
||
" plt.scatter(X_normalized[y == digit, 0], X_normalized[y == digit, 1], c=cmap(digit / 9))\n",
|
||
" plt.axis(\"off\")\n",
|
||
" ax = plt.gcf().gca() # get current axes in current figure\n",
|
||
" for index, image_coord in enumerate(X_normalized):\n",
|
||
" closest_distance = np.linalg.norm(np.array(neighbors) - image_coord, axis=1).min()\n",
|
||
" if closest_distance > min_distance:\n",
|
||
" neighbors = np.r_[neighbors, [image_coord]]\n",
|
||
" if images is None:\n",
|
||
" plt.text(image_coord[0], image_coord[1], str(int(y[index])),\n",
|
||
" color=cmap(y[index] / 9), fontdict={\"weight\": \"bold\", \"size\": 16})\n",
|
||
" else:\n",
|
||
" image = images[index].reshape(28, 28)\n",
|
||
" imagebox = AnnotationBbox(OffsetImage(image, cmap=\"binary\"), image_coord)\n",
|
||
" ax.add_artist(imagebox)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let's try it! First let's just write colored digits:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 96,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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PAfRoffCpC9SD/3IW5RxmDFjbhP7uRPB9Q8cUZI3dPLV8kX7xt169e+3dj9bT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Aa+Fc33RvJagS2WoW+CqVh8aIAOMUCHQEXnbDxifX5rmfuehJ62ydDIoBwEm39t9wQ5D5g5/gfZ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wQxTuDFRjN6LiQFDYbz3Zhr6uiZSSdShKzIwjMWA53wGkECzX5UVBRl3V9VPvX0SYbEEG95Eb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\noyPiAdUSmizdeVvOiqfN8+vXHv8Zt34qz9739XLkvAU8fFlf3GZ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2/cCduGe2ggov72fq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\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f8501105b38>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_digits(X_reduced, y)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Well that's okay, but not that beautiful. Let's try with the digit images:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 97,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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2T3DOqTghL5yu1PLxRTynVtKKVjwDBWOmVLhfJfXG+b7+zW9+o5NPPln/9V//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\nTQJKZnkb63BTBjptv2G2OPVXEyZMwMaNG1FdXY2mpiZPy3jsMb2dyU9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ttttSPaqJkjo7\nO/G///u/yvsHDx6Mww8/HB988AFuu+02nH/++fj617+exxGSVxYBGVnAqRvpPcwBd2WS3ZKNIZfr\nUylYBmcygBxrm51A9uSwvIzBQs63ixG0XQJ5QDDfEycCZwSkzcHyJNs+7cZz085NHASxVYFks1bT\ncoI41wns3CbZCx02QVerAG1paelHnZ2d49yu260bhFELwkYkEtnR8ZPOnyDzPDNHEyWD5uY9gbfz\n49Q++8LVDTi7/tK0suzdkaF48Uc3dk0f9NvM0vhJycxz86SPVU2oWgUGz4mIiIiIiGgAYEl2ov5J\nVdJRJpjMGlXfdPtAwRjF/arbAef9Kony6tVXX8Uzzzwjve+II47AihUr8M4776Ruu+WWW/I1NMoR\nRTngBQAugvcyybZiQiyNCfFZTA82PQTg5VyuzyGrXu+hH4NRUntnFZo049/OgEp+52u71KL/fjcu\nhnwiBGDRp91rOXxJ2fvMc6jM7ao616lwsQ8Fcm6jaI2wKiZEIiZEi7k9gSSIuxbA4pgQic7OznGa\npiEs/4zgffZ5pvPWQl7ONwORy3YVyVYAZx/VtOrMiY+3Txj5QfzNmXO1p6J3xttHfu4TTQjs/UI5\nnoreGf9L1fyLhFAed2SZ5wIs205EREREREQDBAPmRP1RgzSAczf0rMdMwwPqY67KrkooHp+8YKcK\n2KsD+fLXt7CvZBlR/7Vo0SLp7VdddRWeeeYZzJs3D8XFxTj11FMBAG+99Ra2bduWzyFSDsj6+Vr0\n+PUtJsRSAFcCKDZuKgZwOoC1uVifC2GYzORpDEZQcyXSM7TLAKwIIGiel+2i6G2+MAflygvBLhtf\n1afdti+4SjOqG5tRXdmM6iIA82C9Xa0mPzjqVy+ZfBOHvp+sygx025C95rTAZ0yIGuM4sgrpQdwr\nTb+Hkaf30lDICT2e90MrmRNCBhX1lE0Zv3no2Uc1zXv9ZxePvWXvrhE3JBLi9g9bxes/u3isdhQa\noT4e2V0X8D3eVatWQQiBM844A/F4PHX7NddcAyEE/u3f/g09PT1+VjGgRSKRHUIIhOVfJBLZUeht\nQkRERERE5AZLshP1Vw2Sko5RMQfZ5VpLEExvV9XF7CLoF+KCLRUse315cuyxx2L27NmFWDWF2Nq1\na7F+/fqs2ydOnIif/vSnGD9+PABg0KBB+Na3voXnn38e7777LubPn48XX3wx38Olvu0yi9u99jL2\nzWf/3UKPYTEAWali39+R5h7rcFcW3NO6ULhe7blk12rGbdl7V+XwHWxXqxLujkuzJ8txmzKS03qi\nx4SAg33Z7rUly9iPQXgD4244fS/roE+KMX/Ou5GfCT25asvguhVANZobZb3Kjd/t2jn5biMhhMBz\nzz2HhQsXorGxEaWlpRg2bBgGDRqE5cuX49BDD0U0GsWQIarK8aTS0dFxaKHHQERERERE1JcxYE40\nsKjKTrq/AJbdr3wX1L1T66DuOVmwEpleHXLIISgrk71UGug0LbvzwcUXX5wKlsskEqoiDERKxS5v\nzxsf/XcLPQar70HfQaJ+HMjOF7ue4lbZw4H0BbdimhSxWvGQiio01biYJOGnJ7rd5AJAfr7WV7l5\nLzO/pB31Tw9ArvZDT4F4oxd52n5kBNGtPmOAz/EeeeSRqKioQGtrK37/+9/jF7/4BWKxGG688Ua0\ntbXhoYcewk033YQpU6bg3HPP9bMqIiIiIiIiItdYkp1oYAmmHKW8X/lwZJd81zPJG7RGNGiVaNCK\njJ9Oypjms+etpY8//hg333xz6vcjjjiigKOhvqS+vh61tbWFHgb1P6qatQOnlm2ZqEGZaEGZSBg/\n/ZZNt/rOCc33UVD6WuleU7n5uORuq6o1eWsTYIyx1eIhjkqzG/xkJMtec3/h571cDL1ihFmygkSu\n5Wo/DOwc2giim1sCZE4m8D3e4447DieddJL0viVLluDss88GANTV1aWddxMRERERERHlAwPmRANL\nUBfsZJlPJQD2w31f8TD0vLXU09ODPXv2pH5X9ammgW3EiBE45JBDAOhl13/6059i0aJFGDx4cNrj\nWlpa8MADDxRghBQWRv/glpgQCZe9iZOWuby9fymTTtpa7jNoXofsSV8A0IUQfR8FpaOj41BN00RY\n/jkpJWz0FB8LYC4c9mkvQF93q2D1UAAPVaEpUYWmFpvguedAqKkXumxyAYzxqe4Lu6z30sF5ZlKu\nyqI7Zd4v4gAWBtCuItBz6Go0N1ajubIazUUA5iFjWxtBdV9uu+026e0jR45MVW967733sGbNGrS0\ntPhdHREREREREZFjQlY+loj6sexS6nUuLjYml5GAvO+lhgbN/UScIMYkIYTQgjjGbd++PVVS+8gj\nj8RLL72EcePGeRkPNE3Tt1uOXjMFz81+9Pzzz+O2227DV7/6Vfzyl7+UPqa2thZ33nln6vdvf/vb\neOmll9yMp3c/oj7FCIwvQXY55Ha4DJ7EhFgKvWd5MfTM8mX1mlaw/uV5VSZaAFS82Qm80AHsSwAj\ni4BvlSI+9YA21utijQCm+f2JA6jNYXCV+iFjP1KVZjdrhyJ4L+lhDq24qLv13kv377r45DEwzhss\nnis7zgDGPm38P7P8tgbgOQBHAii/IWR/J/r97osJ/bghuau1XtMqvS5XsS7zOd4BAIcg/bzZ9TFf\nxdjf0s4nC3XMcnK+tH//fkyePBltbW0oKytLa3G0fft27Nu3L/X7r3/9ayxYsMDPeHi+RERERERE\nRI6xhznRQBJckDYvPUFtqV5P7+2BGDVqFObOnYvVq1fjggsu8BQsTxMVSwFcgd6Lp3p2ZFTAd9Cc\ngfiCOvXUU3Hqqacq79c0DT096VWzzznnnFwPi0JAFgAzcdqbOMUIjg+MAHm28jc7gScPAp8aN+xL\nAE8fRNmTQtR4DUKxz3juhSm4p+J3jEY/88Ww7yOu/NzXa1pjTAjACHxrAD4bWTo4ERmcjC5WQC/x\nDvPYbI4zAHAw+fkwlp/2Os2fnRuECE+0PBh1yN42gVc0krwHwyUPc33MV+lrx60RI0bg2muvxY9+\n9CPE43HE4+piB7W1tXj77bdx9dVXpyauEhEREREREeVKqDIHiCiHotKLqO2wK2eZHoDdZdw6xviZ\nlS3jIVvdz7hkz1sJYAGAoWKxHqAMCyEEtDrMBbAK8gz9VjT4yHLyui1zpZ8E74OqVAAA27Ztw4QJ\nE9Jue/XVVzFt2jQ342HGVB9kkd2YpNVrHip0DERlouWOPajYl5DeG3i2aFJfCPaGmbH9HkT6hN3P\nAFwYlu1ojFH6PepmjIrlyGjNqJZ+7mXB756hQ9B6379hz9wTkze1NqO60vScFgR0nAnyuy8IQgjc\noJfjVwb57WRkfrt+vsN1tMB+sgTQD4/5TveZJ554Arfeeis2bNgAADjiiCNQXq5Xxn/ppZeyJha+\n/vrrmDJlipfx8HyJiIiIiIiIHOtXf6QTkSVZ3/FkhoucHvBcgd4+sWXGP2H80+Ctj6S/cVk/70rJ\n7WGyGPJgOeC/j6bXbRm83uB9eo/hqK8ew33epk2b0n7//ve/j6997WsFGg3lmd3nuy2A3uZ5VcDx\n1imC5UCO+hGbAqBpxzSbPtSUbhmyq1sNMm4Pi0C+RyW903sUD7WqzJM1luL2boyPPmK+KXN/tz3O\n2NwfdlmfQTfHnXpNa6zXtMp6TSsyfuZioobTY1Bffy88+/73v4+nnnoK999/P+6//3787ne/w3PP\nPYfnnnsO999/f9Z50X333VegkRIREREREdFAwpLsRAOH6gKe1YW9JQBKLO4X8JsV7W1cTu4PK6tx\n+7146nVb5oJV0CEUmYT59vbbb2f14oxGoyguLi7QiCjPVK0sAD2DdS3Ss0mTwSDkKKjjiyT7tQLA\nqpgQM3LeSz2uNQ4WYsmn8h7NuQpCheKYFuYsdwdjk5WmtrrdavkJ6BN/g94Gqu/Liio0tbhZl7lU\ntkXmulU5cOlYhrTtMv+aub/bHWcCLT9upbW1FevXr8fLL7+MNWvW4OOPP8Z5552HZcuWYezYsV4X\nW/DPoAMJAHZf7Bry+F6E0fDhw3HRRRdl3X7hhReipqYGL774Ii688EJ8/PHH+MMf/oB3330XEydO\nLMBIiYiIiIiIaKBghjnRwKEKIlgFF2TBiEz6Bd2oqEFUtCAqEsZPpxk/Xsbl5P6wUo07iIunXrdl\nLoQpeB8Kt956Kw4cOJD6/Qtf+AJ7cg4sddADVpni0DNRZyIsFSKckQWQBYAr8pFp/ilQi+ztmcuA\nYMGPaWHOcs/12CTLL87FemD9fel5XZKM81bYl3mXjqW7PNkVR7q/Wx5n8jX55oILLsC0adNw4YUX\nYs2aNTjvvPNw2WWX4ZVXXsHNN98c9OrCdl5h9/e1BuDuME6ECovBgwfjjDPOwFFHHQUA2Lp1Kx59\n9FEkEurSIkRERERERER+MWBONHDILqIGEVxo81l+2+u4VBeFw042bg3A3dKS9u4mIuTqPfYiTMH7\nUNi6dWva7wsXLsQXvvCFAo2G8s0IjmQGzObWa9pY477AArJWpdIDLKOuGpdAHoL8iu2Zy4BgGI5p\n4Wm7kc3J2FTRLidRMNnyVevxw+7cwvO6mlHd2IzqymZUFxk/7fbVrLEkSodo//j5+cqAu4PjTE7t\n3LkTkyZNwurVqzF37ly89NJL2LFjB+655x5ccskl0DQN69evD3q1YTuvsBpPK4B5Oa/C0U9873vf\nwze+8Q0AQCwWQ1tb2N5qIiIiIiIi6k9Ykp1ooGjQGhEVQEa5VJu+43FYZ5kng7F+S9W2m54fB1Br\n2w+99/U8BHnpy56KMSXFQqjahedfJBLZgYYO5+9DVFryeDmiAtLHe3uPc6UO7svP9mt3zXr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BBhLrsLhNuS3SyG+BcwAfKCZAhjY4kXW9iSL1L9/ujumZ7uqurq6/TMPJ9zdMbu6amu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\nhq1Ehh1AhnHzc2Wo8vyiMhIo4HXPo5/kGiLwYohzbcUxoVYZjHgdM9jE3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1jO78FAIpFI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VZDgXiUQSPHaxZJj+/1WwW/xqcysNshigiea0eV0mxdumzy1J0PIxKLfF2SgOO7khd3pmMW7M\nvd07qvDFNCchyt23xC9Bu8SnXR9YDfYGiybQ101Xo1lZY0lrQO/Q559/jh07dgAAvvvd7/q9HAuS\nFzz7mFx8XyB+bVoikXQ7MmO3qkTig/z8fHzlK19BV1dX4k9VVZx55pmYNGkSJk2ahDfeeAPxeBxH\njx5FY2Nj4vuFCxdazjvvvPPCfwBNiJwFbaHfoBVASaAiZbkyDeVKDOVKXP8kB/wtV2pAt4aMysRB\naDrWr1+PSy+9FBUVFWhqaiKK5Wa6urrw0UcfiUwCoC0+kG6cr5cJG63uzIbmDlDVP2kW46z80wa0\n5UoNypUWlCuq/tdCrTPdhLvvvjsRBmLSpEm4/PLLicc1NzfjxRdfxFlnnYUhQ4Zg6dKlYSYzMpji\naw+DKd6X/r1r3n77bSxcuBCHDh1C7969MWnSJKxfvx7nnnuuwFSLRxdzU9/NpSn/n16P4oGgL6TS\nvi9DMk66QRvo48GotOFUilA3rQh1sSLUxfXPaXqdWQn74nM+gFVe65TEju5C3daXOLhWd1tvzW7c\njfYhH/aNcH0AVAcRvkN4bL8qtRSalQlPHyzhgNJ2Zq2XDIlEkga0hf3VIC/GTwFpblWg1up/hShQ\nc/TP2pRr9ifcrRMEcSEvL2+XoihqVP7y8vJ2ATCEDfLzm5+1WYnpQiQtH6ttx2qf3sduzbYxhCHI\nZO94MJ3PnD357WbDSiZtbslsrG1Di/5nbSdoba6odoV8/eWMMwyxmDa37gHru1KDgN6hPn364MQT\nTyT+9tJLL+Hiiy/GRRddhIsvvjjx99JLL+HAgQNub6VA6wvI/UESlsDthaBj2Eskkm6AdMkuyRpY\nbmheeuklbNu2zfLdxRdfjDFjxjCvmZOTY3HJ3tDQgEmTJvGmJyPdqwLgd7GuCbPzGFeKhmtRivtx\nry7ZzzvvPLzzzjvU3ydPnoyTTz4Zu3btwsaNGzF9+nTceuutOOecc5jXdV1nypUWkK0RNHdPohbe\n2WEBzPckpb0VJKv1DIXX3VVnZyemTJmCTZs2AdDEzlNEPAAAIABJREFUW3P5d3V1Ydu2bfjXv/6F\na6+9Fp9//nnit5KSEqxcuZI3PZnbzqTAcqe7XrnKtXvlF154ATU1NdiwYQPuuOMOVFRUiEgmgOjk\nu2mTAbcrdUrcdJobUVeujEV6CHBxP9Lzt4HcNhp4qlNBEpU6FQZeYpgz3Linolaoao5I15KKoqCi\nogKLFi3ydY3uUr4SiUTCImNd/zrHN/bmPt2lK/Mszj8D8W6Lg45pHEXcPrNIa9ZsyW9ync2+GObN\nyjRlCNaKaFfeeustXH755WhpacGyZctw0003eboOtV1xbkfoZRG0q3btHjUA5iBpaa7CajUeA998\npgtka3XiO+S2X5gxYwZqa2vR2NiI0047LfF9TU0Nbr75ZqiqCkWxZv8VV1yB+fPnc62Hp7hkZ7/3\n2gYqcsg4L31qPqP9ac2g9kcikaSV7unzVdLtMHbG8bJ//37MnTs38f+ePXvi5ptvxtixY4NIXhTh\ndWMzh3GNKLnBLAMhhrlXWlpaqL/16tUL99xzD84++2wcO3YMhw4dwgknnGAbcAqC5o5ZgViXQzwu\nomkPmA/NAh1U0VxkvPqI0NTUlBDLr7zySpx++umJ31555RVs3LgRixcvJp5rnrR0M4TuBr7kkktw\nySWXoKmpCSeddJKPZEWXehTXFqEOcCFS679Zftev4cuVMUG8NjwEIEDRnNZXOS3Gdtsd5mFvaiCh\nxxlHajocLMN5y0xa+ABG/D5rvyrj9kWeOhTZyq0Y9bLcJJIwoQuHpDGHGa/9D61/o83zMhWn/DNg\nuS32Or/tjhaH/M9Mdom8Ug8VwB8T3fnew3RxLLou2u3v/ypo3iPMG42BTHQ3TyJZ9r45evQoJk+e\njNbWVpx44on4zne+I+KyqTi1I6x2wl274mUTSYFaCqCUcQRv6DWaa3chbVY8Hoeqqpg7dy7Wr1+f\n+L60tBSlpaXYunUr/vu//xubNm3Cxx9/DAB45pln8Mwzz+DLL79E//4kpyhUnNJMCxnX5HEjjwzR\nJJFIfCMFc4kkhf379+OGG27AunXrEt8VFhbi17/+dRpTFTq8EyxWjJ7ouBbV4oUC1ni2rWBbIFK5\n4IILcOzYMezevRslJSVYtWpV4re77roLZ599NgBtowXN3ZEgaINLQOQCQDL/aFaoTmhxmcpNcZmM\numH3ZjAMWmz0JcgSy/Sf//znOHz4MJYtW4ZnnnkGr732GuJxcki0wYMH48Ybbww5hZGBPlnyVu8A\nAEOHZvNaGFkA93INt8I7AWpMtgBFc6+F66tOZSqUTQ1rilCXaJvDEs91cdzxXqa45Ty7zjoB9K1U\nXMWcZOLHqjxt5FNiAeYrkKJ5dNHFclu51aHIOEQK6ZKsIDc3d7eiKIPSnQ6D3Nzc3Yn/sGKpsscc\nfhbjaWMSRbdGzFwxzgrPmM3IxzXUa3gTUFhzjGzFzTOTxvC99T/o11mDZuVCXRB0Yi/o6yxm99LB\nxKv3Cvn9LwHZAjk66fYH70YWR1577TXs2bMHAHD//ffjjDPOEHHZVHjaEbcbZGibSMwGN8MArPJd\nZ+3xz+Mgr6nSLMyFtFk5OTlQFAX79u3Dv/71L5x88smW38eNG4dx48bhs88+w5dffom77roLL7/8\nMvbt24d//vOfbkOVOqWZJnA3gNYfs8qgVa1FPiHGvJwDSSQSF8gY5hJJCi0tLRaxHAAqKyvTlJq0\nQR/UWONSd1GO6oqc0Fml1qJKHYgqVdH/bC7uePmf//kfvPnmm/j73/+O3r17J74/6aSTMG8ey0O9\ncMqguXkiIXYBQMu/QgDTYY+BzOP/yRqXKVmPaJO0/JTjMorHHnss8e/NmzfjyiuvxJ133olXXnmF\nKpYDwA033IAhQ4aEkcQoQouvLXcD+4QU5zv1GF0oLYPWdgwFUO0y1jcrJpvnWPQOeGnnjqD71ilS\ne6vA1DZHKb57StxyEp3QNr+p+qcR21yYSxdj/Dd+/HhRlwwD0bEAJeFAK7e1+p8ljqUusEskGUd7\ne/tgVVWVqPy1t7cPNiWPuvkPmghIogtuXPqmxtDVRIHU8a9BpsZ+1rDGLKdNgLpgj3FLG9/thbe4\nvt1xjuHmmXlESAXAXIF1MYrjkuwZP/HH6hays7ylpQWrV68GoFkpX3vttSIuS4Jn7kc7xs33S2D3\nTtlL/94f5vjnwEyQ39PllO+FtFnGGuZrr72GN954g3rcaaedhrPPPhtPP/10wmPAgw8+6OZWvGk2\nP2srgNnQPDt4ex9b1Vq0qoVoVXP0z2itTUskksgjBXOJJIW//e1v6OrqQldXF1RVRVdXF84///x0\nJytsaEKs4erbYDnlfNr3dMqVGpQrx1CuqPpnjetrhMjQoUPxta99DXV1dYnvTjzxxHBdP2ubEpbB\nXlbBLQBo95wNbVHDWNxYBk244MU80GVN0jJzggokdlcDwN13340333zT8vuNN96Ijz/+GD/4wQ8s\n31955ZWhpM8vPAKsW3TBNrVuUWNxRxlC/tSIzi83aQFhcTE1DbzHMWAtYAT1LpMWA1m0AiipR3Gt\nbuGGqPxZLNyCw2lRLGptLsvqpRHArApVHVihqjkADkNQ2BUDs3V5hgnm3dH1bDbgpnyi9q5KJNkC\na/Nff9jnO20AZroSy+1jrRJoloyNlLMy8323PyvJWtLIvxxdQDLykSb2Al4ElALi/DVzY07z4O6Z\neTegpq4F0eANJ+B+XMIvBHshO8ZP5HaGtrHEt5FFPB7H8uXLsWrVKkycOBEPPPAAcnICkxqc5n6s\ndTA3m0hoHhI8eaikQn9PSynfC2mzHnjggcS/n3/+ea5z7r//fre3cU5zsq6a89Vo47PjfZRIJBmJ\ndMkukaSwaNEi9Oihzee6urpw1VVXIT9f7LgoUETEg9ZccNNdoSWPK9Vddc+BNgnuArAcVVyuusxp\nrgFgNs3uAWCeHvfa3bVC5OGHH8bevUljg5KSkvAToZXBawgzBngVwZWulgazy3snjHrk5Bo5IwfE\nd999N1555ZVEzCcAuOaaa7Bw4UL07dsXgwcPxuHDh7Fz587E77/85S9x1llnpSO5rggyVrUI9+Lp\nhpI/5vYtkV86nt2gc8aj5nWV7jdepFNMtmFFqItR0uiJFFfytHZErUexbdUmxaKsu8Djij5KbS4t\nLWqFqhZyHtsd6Y6uZ7MBt6EiZJ2XSMTDeg97Qdt4tws0d+B2d+ENsMY/7gvyWGsKCtRC3RKb5CUl\n8Pf9lltuwbp16xCLxURdkrbprQua4Q7dnbrdbbERO9p5fYJGAV8omLTjzeU8Gf5n5o2rDPDFIeft\nz9yNS1ghE8QIidkyfloO/jmdm7In8t5776GiogIjRozAc8895/UyfNjbBmMxbgCc3hdau5LujTO0\n9zTANqtnz54444wz8OGHH+KJJ55AaWkpRowYwTxn27ZtOPPMM/H1r3+d7yYFtrkaCdr6A8uSP9Pe\nR4lEkoFIC3OJxERLSwuOHj2a+P/48ePxyCOP4IQTTkhjqlxQTtlN6s2tNZ/Loiq1FFVqT93NeU+P\nAvccl99HgqefftryfyN2eegY7tKr1Bz90//AulyZhnIlhnIlrn+y65DZ5b3mtt3YDUtz22/UI6dd\nwhk5IC4sLMTGjRtx55134rHHHsOhQ4ewcuVKDB8+HIMHazrdgQMHEpbnQ4cOxZw5c3DcccelM9m8\nZI+7umDgiQVnTAQ9W3S7sAjndZXuaxe3yUMA7Z0HI42eqUdxbT2KC0G3zIpHyc14mimD5pKeRZTa\nXDeuE4Wne/z48ZlmWW7QHV3PZgNuPWZE6V2VSLIFp/dwQMKVrtUimmbVOS/l/7SNxeaNxCQCfd/f\nfPNNrFixAkuWePQ2TLb6pY0fc4j5l4rZbXHy2LTkT2i4swwWh93KtdXhDHPaaghlz9OfeRmXiJuD\nkutsuOOnIKzlm5UaAP0ov9rfyWTZe+Lw4cP4yU9+gqFDh2LDhg1eL+MOa9swUP9zblPs57KOp70D\nTu9GRtC3b1/Mnz8fp5xyCvbs2YOnnnqKefyGDRswZ84czJ8/H7fddpvIpND6CVqILRXm99H6Dh0L\nyPOERCLphkjBXCLRicVi+PGPf4zPPvss8d2Pf/zjzBHLNdiTCHciKG3C0OBKSOWD5KKN9T0fbkVf\nF3z++eeWHfjHH398Iq5PxmHPpxr42XhhFvDpcZnKEsdqkzTS5COjF/iHDRuG6upqzJo1C3379rW4\nJlNVNREbFwBmzpyJwsLCNKTSE4G6xwrC3XvI8OZDPvwt+vAuGvG6SmcuQrqIg056553SKALa4hxX\nDPUsqHeO6OVzgHFI1NpcNwuXbsVGR8aPH4/NmzdDVUkRaiJMK8W9o4zfF2mKUZ9abiyi9q5KJNlB\nUjxy2vBLgmfDJA3WRuJA3/ejR4/ixhtvxA9/+ENMmTLF62VS540rQRY7AH/idjj5E6zbbxbhbkq2\nxpivhmZtq4mQzv2Qkba5SF0z0EgdhyxF6rhES4ObfBYzB6VtTCCnOxjX/cFtjmAZnJDfPY/P19nZ\nicsuuwwffPABrr/+epx++uleLhNVFsAegqMTwH+nqW0Qzty5c/H73/8eAPDcc8+ho6ODeNyWLVvw\nk5/8BMcddxxuuukm0clw3x8Y9ZUc9iO8jUYSiSSrkYK5RKLz/vvv4+WXX7Z8d+ONN6YpNZ6hTyLc\nWp+TY1WvghZnTYQFuxnaogTLUpGNWGt7Gx0dHTh8+HDi/1deeSX69+8v4tLhQs6nuRA1WSfXo9kW\nK3jDOt1qmW4/LotYt24dHnnkEQDAcccdl2mbLQKz7qBZTfu9bsj4zQdiO54q6NKOI3zvJCQOZRzX\nBqDMTXzzlFj0TvcUhoOFO7H9MucpNDef3Nb+GSyws+JKzhblLl8EFSq5/9C/dzq2e9Oq1qJVLUSr\nmqN/RqZcJXSKUV9bjPrCYtTnQBMXSBwEMFsX2CUSCQk/gqe2GM/e8EvG69gmed00xNq+4447sG3b\nNtx2222JsHQeSJ039mYc2+D1JqHkT7qsvDXCi9nr/Jxu4pqb0cbcdkveUsv/NfjzmZ3/bude9I0J\n/BbIfglqcwTrJRa6sWTXrl149dVXkZubiyuuuML2+7FjxyzeOzMKrdxnwdrW/B7A9UjdHOS3bUjf\nBh1cdtllmDRpErZs2YKpU6eitrYWtbW1WLNmDRYvXoyTTjoJl19+Ofr374//+q//cndxvmehrT/Q\nLPnN7zprk5r0fiiRSHyhZJzVhERCQVEU1U99fvbZZzF58mTLd/F43E96oKoqbWc1H27jkZcrMZDj\nLnWBPnhuRBVXfBnW9Z2vwXoWewxzg6WeY5iz8yIHQJNSjWF+6sxvf/tblJWV4eKLL8avf/1r/ng+\nFITUGbfQ84mEqluNd1v8tjMGY8aMwfbt2wEACxcuxOLFi72mJ/Q6Q4jRDWgTG19im37d1SC0VeuV\nqyJl5cnKd0r+pNKm/5FcczbqLsadrqmCbL1DO5+Yt9AWAMqQbJ/jMMWW1OOEx0Bp+1PvlXJf2nmt\n9SgeSDvPD7r4TXThZo5lzllOxOcrQl0NtI1F5vt0QhOyEjH0nN6HlBj0tnxnnesVr2WZaYhqq0WR\nlv7dJ3r9XIJkO9UKYEGUNlVkO3UoqoFmLdYD2vh1eTHqvY2LJZLugj3OMaCPU12JX25jSTe7mlMZ\ndAGY6SZdIvu3l19+GRdffDGmTp2K+vp6T9dQFAXqF65OaeSMbZse6OUYfLrDvLfTvcjvES8qClLW\nDOzvU19Q5kG2Z9XOpc1jVAAzXL7b1LmCLd1BQU+Dlg6v8bWblWMg51McBSpVTPfSrpxyyilobW3F\n/fffj1tuucXy25IlS3Dvvfeira0NP/rRj3DHHXdg5MiR3NeO5Li5WWkBuc626l4ZvFxTSH/lp18o\nLS3Fn/70J+zZsyfxnaqqUBQFQ4cOxYknnoiamhpcdNFF3Nc09QvOz0LqazXY+cJ+h4Aw32eJRJJ1\nyMZDItF55JFH0KNHD8tfWvFmIc1ySUvDzY5lb7uenZ5FE8WXImkZ2AU/Yjk7TWZXPb742c9+hra2\nNmzYsMG3WJ5G3JR/dsSHSzMPP/xwQizPzc3FxRdfnOYUuSPFgjhh3SFALF8BSlt1wrBBUBQlMn+5\nubm7XeYPyQ3hAvBbL5F2UCuwW9ISz2e4Sm8D8CGs1tU9ALTDKtrS2olhDpbVtJjZ/QK0yOb1gMDj\nOtX23Hq6U8VyQLOmMuKtcVmog+FGLsD8kfGtJY7o9W8VrAuD+QBWZpA3hYynGPWlxajvCc0Dz+cA\n5tahKFaHIlkGEgkd75abdBfVPJamXkKD5ARpPc6ira0NZWVlOOWUU/C73/0uzFuLt5YWS3hW3nbC\nHKOxn5MvtjVNobOOucnW7CTh0Z6u5Ln09Sz371Bg3tIEpAHw59lgOeX7h11eh8n//d//oaOjA9/+\n9rcxd+5cy2/33nsvbrnlFuzevRsHDx7EqlWrcNlll+HTTz8VmYR0QKuztO95CDcMA4Gamho8/fTT\nyM3NtXy/cOFCbNy4Ee+8844rsTyF5LPQLOlJXh1o3kS06xh9tJN1m1y7lEgknumZ7gRIJFFg586d\nqK+vt4jkQ4YMSWOKANAHT6tRrqyB2Urbar29F9rEagC0QYST8u9mINEEstDsdA3WQFCb4GjiuEir\nGVpaJVbc5JN3F3qSBL/4xS8S/77ttttw6aWXpjE13tCFVJELfEzx8uLYQ7SfLFbDXkix8hVi3UvJ\nH1v7VoQ6cN6btUjXyHE+dEtx8/3iAPIAfJdwuLV9ZrcTK4pQB9J99XuaLVQNekOzXA1ikbgM5B3p\nqYuNPAufpL6tGuzd7AapeUi6jpMbOeH5Q6gHgVq0S0yUK9MyKMxINYBehO97I6C6KSGji+PmNm0Y\ngBV1KIJ0yy6REPEmeNot/QzBik+QK1Br0awA1v61AcAU0MdQaVnQb2trw7Rp0/Dqq6/iz3/+MwoL\nC0XfohN0t+xRFzG8rnf4h1yH3FsZAzweEpyfU0tPNeW4LmjibAmcx9w8m1Tt9+c710u58M4VgoSU\nhlTczwcK1FK9Dlm806DAlyGKhSNHjuCZZ57BoUOHcNttt6F3b+1V7+rqwnnnnYft27fjzDPPxAMP\nPICRI0di5MiR+PTTT/HQQw/hgQceEJWMbIG6KV33AuHt/XfJt771LbS1ud3vxc1Q7v6V1W7Zr8Fa\n55abwSUSiS+khblEAnus8jFjxmDDhg1pSk0CHgvpFbo7c/OO3Xxog4gZcH7HO+FuIOF113M6dmp7\n2eXfHSHlE223+JSA05L1xGIxHDt2DABw8skno7TU/9y1UgkvzlWAsNoC3jhWrnETmzsI6lFcW4/i\nwnoU5+iftAkx1RKC8/zE/aC98+1I9iU0zGXCak+ddsHTYmbnB5HPLjwgONUdWt8mwisLz3UC6x9d\n1LuMJTc3d3e6PVGY/4YN6A04ewmKEn7qrkQsabc+kkgyDK/Wo0tA26zOa+VJi9useYmIjHeXRx99\nFPX19SgrK8Nll10m6rJdSI67ZkHzrpQ6p1QR1gZsp7jA9N/T64lHRAxtskX3SjQrLYnn1cqB5zlp\n+TFTF2F5YsrzjhvcbnD1Vi4069UwvT3Y00DD/ZhLa3d6okBV9E+hoVwaGxvxs5/9DH369MFXvvIV\nAMCePXuwcOFCbN++HcOHD8fzzz+Pyy67DP37908YIj3++OPYuXOnyKSIgT+GOG09gvY9Dywraa9e\nBqJGE3jGsuR2y/z8tM0zqXnYirDfZ4lEknVIwVwiAVBZWZn494oVK7BmzRqMGjUqjSkCwCcE9YG2\ne5Q2+HC6xkFX1k5VlMmF8zXCd3tlT2sX+4RuQLlSg3LlGMoVVf+soZQpDblI7pPf/OY36OjoAAD0\n6tULgwYNEnHZbFg0p7UFXXDvvtwNmSJEiFy847XySJSJSYSmwWobWO18IPnMKQg75R0tzIBbryxe\nfnN7H0kK7e3tg1VVVUh/i4DGRQBIf7/qAfw6V/v3g/2BbUWAWoZG2rWof2VoVMsA4y92YycQzbaF\nhp+6KxFLOt0DSySZCP+YyeqCneZWtwf8ihZREOh03nvvPfzqV7/CaaedhmuvvVbkpXNSXOqWAlgG\nqxioACgJXACiCy81pvJek/L7Wj1GMRBmWfGLdW4gjfVTQweVQAu9wn5Op7rLJ/DTxg2tjvd3miN6\nLRcRGxP8Yk4Daw0mYoLpwYMHAQD9+vXDqFGjEI/HsWzZMtx7773o3bs3nnjiiYSQftJJJ+FrX/sa\nAGD//v3429/+lrZ0E3EWac0sgD3U2BH9e/Y96O+4kybTB1rbJKptCBsV2niV5mXFPJZ1WpehjXtT\n85DXm4VEIpFQkYK5RALg/PPPRzwex9GjR3HttddGQSwH+C2kaa5ohsJ5BzfN8o9OlVqLKrUQVWqO\n/skzuQhup3a5Mg3lSgzlSlz/TA4kzWklx+/tPmieCOYhWV96AJiHcuUAtAUDAJiBKrUQ0YjrlXV8\n9NFHqK1Nvi4C495nw6I51XpBFz95rYZRhLppRaiLFaEurn+yJpcZIUQQnr8Lmjv1ag9W2jzPpiKl\nfdbTQFvMYbUNrHY+bfmsPw/NIqCRYXXN2zc79XGs63D3jy7ruy9CuxerXxcDtd51dQHt2p4mfHkA\nqP8zUP+MJ2u4jGhbGJTBvigIuPdMJAFQh6KaOhQdq0ORqn/WuDhdjskkEjfwitN2oYSF/w1PURDo\noFmXt7W1YenSpRgxYoTIS5PapCmw520Ym8dowstcJMubVOb50OoEQikrd2KdG3jGGn0ATGE+pyH0\nmdcKvOUHa8xb5pDPLAv3YN+hYDYzkK8P9AXZ0lyBGy8XIbB27VoAwO7du7Fp0ybU1tZi8eLFAIBf\n/vKXOP/88wEAr7zyCiZPnowtW7YAAL7//e+7CkWnh6QJGv7N81p9K4G1bylh1kPnd5x3LJep1ua0\nttbA/PxOcyfevMqkDcoSiSSiKKrK8v4ikWQOiqKoUarPiqJAVVWeOKd0rLHJafHIuyjfG8IGKz51\nK4DDMMeICSq+pvVZxNyr3BbHBtAmUGSrd+34RDxdpRrIujpDo1w5Bud49lreaaTmq5FRwdaTiOOn\nnVm5ciWuu+46AEDfvn2xZ88e9OnjbwOsoihYBDRWqGqhrwtFABGxxE0u1lPbhFXQFu0s1y5CXQzk\nNrKxHsWFbp8haBjPR7OGJl0jBna/oAJYVo9iUsx1T/cvQl0LyJZbrfUoHsiT7iDw8TzTAKxlXLoV\nwAKnMkmp83FoG1m56z4j/a8AuATJNl91c13KfUix6F3VPUdS+ujU+4jqdyoVJQb2O5CK+za2nHqP\nRn1jWuQhlDtXvZZY0cXxeYSflhaj3tFNKiGGOaC/EzKGuUTig2bXfYGqW4KmFT9zkbq6Olx11VX4\nwQ9+gKeeegpvvvkmXn31VfTr1w8zZsxAXl6el/RA/ULvp+2CaxxksYSdl87xt9nQ78tLo+5KP1jo\nddDf/fnrNr0c7PGCAVDKmS9N7DGes+jovT54QfTz812fhbh7E3DTrrz77rs499xzAWgGAKeccgo2\nbtyIHj16oKGhAXl5eaiursbWrVtx7NgxnHfeeSgvL8fEiRO52xhFUfCkOjX4sY7XNor/+jGw3nH3\n9aAR2iYSy/ugDMHayK1rfuF4mLVOi82rZPmlo/2QSCQZjxTMJVlDVgrmZuji8CpoOx3tg3ltNzAt\nDUegLaL3tp0nYlE6CIHcfo8YvCxIl2sD48JHeqNxb6fQJPkhNzd3d3t7++BALl6u8L4cWt5Zyw+w\n1iNLPVFmwVbW6kqEOwjV07vtPQzdtBnxgweTwlOFKq7e+Wlnjh49ivvuuw8bN25EWVkZJk6cKCI9\nWARMF/mMmQyHGGxwBFq7CfgUoMNEhMBPEVktG2I4xGJXGxv0c1bC2t8AejmkM699PM9q0DchUTcd\niMRFfTcg1m1WHlDqixkxm0s0LyhzQR+zCBOaKxXXi1Nqhepy0YwwZus4rhcemTKr9YVvfEeKzt2I\nOhTRNix2FaO+J+c1bO+oFMv5UXYQxqmjQx6nStKPfdF8KNyJquGIqA74mYtcd911WLlyJb7+9a8j\nLy8Pf/nLXxCPx6EoCh588EEsWMD2LExJD9QvMJ0oQHgRhEUIle43Q6QSzuaIoMQ6fmGJVQ4xiBDz\nm7kMQCLxbllg1yFNtPQjumnu/2lhIGiYhUOhAqCbdmXnzp0YM2YM9u3bxzxu0KBBWL58Ob73ve95\nSQ+eVKcCQGMx6gtdX4CXoDatJK/v/I43M9fd7OcB7UhpH5Uh6BO5tXC6YJ7YyG2ptzxtv73u9wX5\nPWKJ7IFuPpFIJNmBFMwlWUMkBfMy02BAw5+ATBOhSd9r0ATzLgD7QBtc+F2Udmv57f0+9AFoFWOS\nGaTlVxgbBbzAZ2EOpOadQ17pYjmxrEMTzfX6tv099Fn/Z+DoMcuvbQBmixKUI9nOBOWVIM1wiHi2\n34pQ58aixDh2r/7/Aan3iRqM51PrUcy9sCbCmt8tDCvztFnz+xDLeRYhVQAzgsxXl/XdwJLfTlb2\nPB4J3NQ9IlobztrgBzj16y7RRXOSpRMJb148ypVp7b16L+l9pDO/9cR8rJ74U7x0zliAz4tBDYA5\n0PrtLgDLg96AIQmGOhRRBw3FqM/K/jtK6GI5eZwqRfPuA3nRXAV/H9oJYFYUFti9zkXef/99nHvu\nuejsTG4WP/nkk/H9738ff/7zn7Fr1y689dZbOO+889ymhz4X8SJWiBCw/Je3OAGXJW6KFOvs92lA\n0rvWXgD9AfQyneFUDv7FfH7hPhLeGyw4eynwa23P8lRFQ4VWlu6t9B1w2668/PLLWLhwIV577TUc\nO5ZcfOnbty/Ky8vxox/9CMcffzwGD/ZmC2ISzNVi1AdXN4L3JBCDm3c8+R7T5l5E76LKkAh6ziQL\n5uy2ze1mEKfyC3pDhEQiyVq4drVLJBLPGHFJvED7AAAgAElEQVRqVur/NiYpWgyacgUM1+F20VU7\n1n486XtN6CRPcrR43msIvwG02DHuhOBqkGMBLUG5IlJMbgJ5AOQU36YM5IGVv7ic9o0C7HIOl+Ug\nuwRNJTXvnGIJ0cq6GqS6GgzVAPq8sMUmlqcjLRIBEES8YQBWFKEOAC6E1RLV/ButTSBhTL7zQY4Z\nF0W8tnkWdKEu7HdiAOX7tMR0ZtUxB5Gb1OaRUBB82+Omvhuk5jetDV9ThDoeQVlEHOVqOC9iC43X\nrG+iqtWFc9bClAqvY4MqtfbHqKuGPQ+Z/ZIulpv76x4A5ul1U4rmmQctdFJX2AkJG4JlvFnACctS\nPgrjVEn6IdUDBfwi6sEoiOVe2bt3L+666y4cOXIEAHDppZfi6quvxk9/+lMcd9xxeP3111FUVIQ/\n/elPrgVzJppgAVgtjPMAVKNZASVPneaeXu5rtD+pXvlIHAGt3/cv5hhxiI1nF7MmQb5PCdiWmU5W\nySLmHLxj5riLa9IRa3ntNMbm60dIaWLHV24FcBLI4wYF5HG5PS0Bu6EeO3YstmzZgs2bN+Ppp5/G\nQw89BEVRsGTJElx11VU4/vjjRd1K6PjfBrmtsOeV9/x0944X6Ou6dCHYfdyM9NEG+6alobqITc6/\nAsp6Nw3n8vPfn0gkkm5JtHbxSSQ+yM3N3a0oCqLyN2yAxfNsb1h39ALGwLZcmYZyJYZyJa5/1kAb\nHA1DUnBfoYuxbqAPAjTxljb4tH+fFIJ500S7d76La/BQBm1Sa4Y+yTXQnn82NHdaqv4pwvqdtSiX\nXqrUUgBLkVygjQM4mnIUafDuVE+iMAgdCgBfHmD/Lok2RaibVoS6mG41uxq0TTdkt83Ge1YGrR67\nRYGpXdLF1ChCej7/m33Cgb/PCQev7bWb9iTotsdLfefdFEVblDMjqu455VNgdbxCVWt16/HpsOel\nCmCZTw8lXvrIOS6/l0Sb5S6/zwpMsdfN4/55Kf9foR8nFGUHpik7EFN2IA664CHHht0LVnmb54O0\nDZS0TX+R5+jRo/j5z3+OdevWAQAqKipQX1+PmTNn4rjjjgOgxSE+/vjjsWvXLm83aWbM55PCcDs0\nEdB4/9egWakhnCFmvFig1qJALUSBmqN/liI5/2dBrgPNlPUQ49mblWloVmJoVuL6pyGw0ceaBZQ1\nCffCpvOY1p4fiXvk5eXtUhRFtfwNwTBliGa5mvI3zHYs7Y9+jdS/Hubz8vLy3FdEp/JxD88Ym92P\n0NLEPm8BNOMWt+P75DXF5wWVCRMm4IEHHsCtt94KVVVx/fXXY8aMGdi+fbuIy4czx2W8GwD85afX\nd5x2XvrmzV4wp9/YnCa+PrLLL2rrDxKJJEOQgrkka2hvbx+sqqqS9r8yqGoZELuRKzb2UNgHX3Mh\nRnR1Ghy4EV7cCgu8AxDvYnJ5wp1q6kYEPktRzWK/EFVqjv7pfUHc2PQQ9UW5KrUUVWpPVKkKqtQe\nAK6F86YBp3oShUFoEwCc0J/9uyS6mKx9jbaQFj4gH3RLoKG6ZXDq5PKgy+REY5MLAcrzRTLeOoGo\nif1eN/u4aU8CbXso9eF5xiluNkU50QpxdY+VhlaIDudCQBfFU/NyRoWq+rXo9tJH0to/nrAqkohR\njHpjw6LZgu4ggNfSk6LQ4LEsFNLfmgVyZQdaoHn2MsYTNMS2z/lKDfKVY8hXVP2TJARKgoQsWBrQ\n22LzQns05jVC2bp1K/74xz8m/l9WVoa8PKuR4rx589DY2Ij58+d7vY2T+EGz8J9LOC+48aIhrLDX\nC3qD3C7R10PcC6PJ753EOj58bWDv6OgYpKoqovLX0dExyEMeiDVcSAqWLG8wTu0CLU00i/pWvT7w\n3JuVllCNOHr06IH77rsP8Xgc8XgcTz/9NP7t3/5NxKVnh+CFhgd/+en1HSef1wB7+9V20om5X6bb\nYMz8l5ubu9vU3jaBbuwQNFFbf5BIJBmCdMkukYjHjYvUOMiTRxJuRVe2+x8t9jnA52bd7SSMdG8a\n7sVkcox0A2OSG87gWkvLSv2+NKK5yEJz8Z96DLueBOPe3h1lAFZcMp4aw1wOiKMPr8s+Fk2A3d24\nLsY7vaOpRGOTCwFR7tTz8vJ2eVyQEkkfAGsVYG1ubu7u9vZ2b4HuvCEypMcxJK2mDFRoixqBQqoP\nKfGvjbTQYrSXwV0cxUbKdfxAylMVwDLdO0om46WP7LYuvLOY12B1BdwPmnU1IrIY7EiAfcYwQHEd\nFsXoMwgxyp08YwCix4aaOG4Lo4B8BWjN+DYsM9AslW3hejy4vqYd14BmpQXW+tUKYEHUXbXffvvt\nidi2gwcPRq9eyb3me/fuxf3334/HH38cv/3tb3Huued6vY2Te2qWNxvrebwukv3htF5DSi9rPYQm\nqNH6c3FrA+yNCtFcgwgG8V7vtLpIC2MIOPcjtHvnwO6uug2adTnvvc2ktmXOeWF3MR45IjQ+ioJH\nRaPMSmCfb6761752b2ONZiUO9uZCM17jftPzT3PPHlQ7H1x/EnDIA4lEkn4UY/AskWQ0mhtzY3G4\nC8DytC2yksXcTlhjmAPJGDT8A5QqlwMUd3HHWdeJgTyppKfJeu+9AE4G2auFl+eipcdARZUajgeN\nctviSSptCME6LjQIdUppVpH6nboy5LiQerq2vYehmzYjfvAgcoy0+HSna0FRFDVK/aaiKFBVlbcN\niSy6G3an52jT/0jvmwpgBk3E00Vzc3vUD2wBvbEexYUO6clountdJsQwB/T22kkMTqlPRjzCC2EP\nF8B1vXRThDqnfswguPdC1HjFI3osc2J9cOpDSPXBXOZOvxOulyq+GSyVMcwzkzoUxUAZRxejvjDc\n1Hgjqn2GsgMx8G9UTmweUkcLHKfmK8amqVS60KpKA4Wg0Rau14A8jkwu8LMWuJtt81ZAc8NuxL6+\nHuRxYyeAWWEulLt9FxVFQWFhIUaMGIEXXngBP/nJT3DOOedg8+bNePHFFxGPx1FVVYX58+fbLM95\nr69+AQBQUUCZfzcz5+7084KCHB/YjF0Yoj9DI7R6Q6p/KjRX9LaxhbA6Q0+XCmAGz32i2r67OolV\nPt5EPqfrtqJAHeg5TclY5qy42bTzzRwEMMdyrlNeEOq/MgTI+DoQFPbNUma0sgyjD/Bbx0l9oPZ/\nnjGU93aL3UbZ5s26yB1dQZoeX15cuy6RSNKOFMwlmYd9UfVDAN8lHPk8qtRJYSYtAWnhV8PrAEWb\njGvWvuEvKpM3AfAJwWxrcG9icrnjTshWVDlMYERRzrSK0QbQ2SWWe6sHWUJErHITpMEqNxCKUBcD\nuS3sApKbH/TviJaoboSkFAELyECR0y9ZsTjmE7dCpsO1YqAsYkR984WeD6tgD3FiJqvfi0qFvgil\nxzgn4mfjBYsULwFdAJZLsTxzqUMRbdyqFqM+I0KkRbXP0OOU8/QdjepoFAaSmHzGXKA1Igv+2Qyv\nGEsXxUkbKc0L96zrA1YRKvAFfi+CeX5+PmbPno17770XqqpCUbRqOXLkSDzzzDMYMWKEn/QYgjld\nBOTd1BAmzYnwbqlCGFn4YIkk9DUdPmHUD3QLUe6NCFFt312dJFLEsrcV9PaBfR3qBkgUcBj3OG/s\nAMibO9h5QWjTpGDOgC2YA0GLpcn6yO6HWG0LvU6sgtaGseaAXQBmen4+8r1TxXIDo82MriAd1OYc\niUQSKaRgLok2dnG4AVaXhk5Mj7SQxxaTzWgCcJCCpZMQ71Wop1uDawMvsRbvBkcAlIRS9izBvCoi\ng3xRePE0IJFw4EZ0EilyBnG9TCErFsciBMNLglqP4sgLYvp7YF44Pghts55hYZfV70WlQl9wrlDp\nC86ZvFFCEh7Swlw8Li3M2wDMFmpVbkZamKcXtktZqkUlB8a5TpsyNEvekBb43b6LV1xxBTZs2ID5\n8+fjtNNOw6uvvoqRI0di1KhR+NGPfoR+/fr5TQ/ULxLCS+o6jVmkS3Wbb/09XThtdGB7HzBvCEiP\nwCNAvIlq+049gFZmIjatkMvyCIADSC1352vF4FdYcxZLyRsj2B41bG2aFMwZ8LktD0Ysddd30dsc\nZ28HpM1D7Gu6wV4fWV45aCEzgt+AxIOATUoSiST6SMFcEl3I4jBtJxqN6At5ViGa9myai/GgBMtg\nhXj6gMKr23S+jQZiyt7J3T/dJXt4Vu5hEURZSiQ63VW4ThcZtzgWcfwIp7Lupx8fFuYZvVFCEg51\nKKKOsyMUo5NJVPsMQgxzgCBuBCaWA6QY5gZLZQzzEOBxSc3n2th+foGaw2VhrhGKxVkk38UvMB10\nUa8VwGGwBOeo4kYIT5cLYQFiveg69dFHH6G0tBRHjhzBli1bXJ9vmRPY85VkQCNuc4JI61GRwhrd\nytmLO25bmqRgzoCv/whGLHXfd5HrA29dDKsdExfiQgWwjMtjgx+s+RIHeZOktDCXSLIIuZAjiTLV\nsAuibgdNQ50PSTNVai2q1EJdcGykHNWkf9Kex+9zkvK6j/69dzRhO075tYn4bbkyDeVKDOVKXP+c\nZjtGE/Fng55fgIiyL08sgBkDoh4A5unfGyyAtjBn5oj+fbZBLjP69xIJN/Uorq1HcWE9inP0z+gu\noEkkdsqgLdiZaUMylAAATRwvQl2sCHVx/bMG2kLnMGhjnGEAVugiuiQ8uMqPgOwXJY7oorgxblX1\nz4wRy6OMLoSn5m2JOhoD1dHIUUejMFCxHIAuii+FtrEW+qcUy/3QrNSgWTmGZkXVP2sYR5Pab2MR\n3Sh7L/NCox0vg+ZxhUSn/ntQc/TMQMtn2rPmIznGyYe2xjADBWphJMXyZmUampWYLjCtBu8aSYFa\nqz9TTqjPVqAS+5d05e3zzz+PsWPHYu/evXj44Yf9XSy5GcA8Rp6LINatkoh8l8WMEbV86E/4xWh/\neM4356PEHaQ+JpWgxv1u6x3teL66GF47xpp30dIaB1kfmKvX8WCwvz8ksZxnziiRSDIIKZhLooyI\nCaa1s+URY9OL04JtUAuz4if5SStw0oAC0HYH086xCAdU0VyzIKeJ5oqAMp7j+L0m3pdA2z1vcMDH\nPaNcT70KChKJRJLV6Bs8bAuW5o0fptADYS78SRwoQt20t9Qnqz/54/y8I6ee3KWayq9CdVwokv2i\nhIti1NcWo76wGPU5+mf0hKIMRR2NWl0YD0cgJ9GqlqJV7YlWVdE/IyWWK0rlNEWpjClKZVz/jMrc\nwk6z8hxIG5ZpojlZMJyRYnHmdq6c2o4fJBzTCmCWfn+5eYr/WdM7xjEL4trnNMtvzsIIELWNEOkS\n61N47733cPXVV+PIkSNYsmQJRo0a5feSbgxoRJWJyHdZ1BixGuQY0wc5y5qUj2a6GL9J7H1Mqil+\nJ4C+xDbFP7R6Rysz2vHRmq+wN/rQ0krTrxSw+hRWm88H7f3pIqRdIpFkCdIluyS60N2Pp7plbwPw\nTwBjUo6zuhT36nbca+xur7DuJ8p1uv0efUFz8URza+4c8zwGJ/d1qdf24nLe2T27lj8afOWYfDZ6\n+s3xyUW6tC9nxHcLIya7E2G/DxKJJBAi6dIzKq73AoLhtp2EdOkdAqZNDOb+uxOaOMIVv1261Jd0\nB2Sfkbno4jhxnqKqFdFqq7SF7LWUX7tQ4DEmvHMcWHKMYl53180Mt/yCXcVG9l10F2tXnPti7b7m\n+LutABZQ4viyy5Pf/XHS3X8WIKJOffLJJ/j2t7+N9vZ2NDQ04KKLLvKTHsPN/xrwW0SLcYcsOh69\nmLjq3l27s9vUxHWUIdHSBiLdx1vLdC8063/zhgb/IQKs9wDsa4Or4DY0QbrCRniBlFb2+iz5XRDx\nPsuY5RJJtyRSnaJEYoEuQq4CMAWpgp13AdetGJte8dKrYFnOHHR16v83D/SMxoGUl875Qo93nbx+\natxrrzGynQXuVj2tzuXIFx+9C1WmBRtRseW1e9MmhmJiskskkuzA5+aVyC64Zim6qOq0YGXGMfa5\nxD+cmxjakOItQCLpbsg+I3NRlMoYKPMUVa0oDDc1DjgJlgU+ytwucgBOsbR54xmLjHvsQKTfRbt4\nHQfZKlCkuLkKduvbTiSt/83Hx8AqJ7owQsL5GbzUuTQgok4tWrQIlZWVmDNnjm9X7LpgbngR5DWg\ncS9Q0gREN8JiGGXstX3h38TSqAzBsMi2K7ykQxAOou0nl5tq+jTa1IPQ2jr++pZJonkqzQ5rpeTY\n7TH4LZ8Q+3eJRBIdpGAuiTYirVm9iLGihNB0wycCtwI4DPouRrMYHoNTvpQrLSBbrduPTabT+bos\nnEV6P2kwsxRVJmsBr0J/Kux7u7uWRCLJXgRs5or0gmuGwGtZTLFiNkNc+OvOAm2lYh//cbhHd00R\n6njHDXIDg6RbI/uMzEVRKqnzFFWtiNbcgi1Yercwt96jBlp4rR7QXKoup1qBs9OjImn5RlvEF26B\nFul3kU+go3t/cy94xkCfO9vFDCdLQX4L8+Q59LTxecGLgFjlt0698cYbGDt2LC655BI8+eST6N+f\nFG7bVXqgfqFb8fMa0HgTy/1anoZTxl7Tylef2wDMzjs994GOjo5BvtIpkGGn9UasqYO/j29meGkM\n8h0LwvqYXm6p80VA845SwvWMUfSe4P6e7sqZt3xYzyI63yQSSUYQrQmSRJKKEae6Ss3RP926t07G\ngtZ2OJNosh2bjBstPrZ3eqDFXTEzQBeP98I+qEiNNcaTL70Z96LFy/EbW8dtbCnSc7DKtgupYjn7\nviLS4/VaEokkeyG16WmJCVlTUwNFURJ/ffr0wcaNG8NORuhQ4pGv0L9PhdUHtwFYBkbs8+6GLpbb\n8lb/XjS8fWumjfskFOpQVFOHomN1KFL1T3JcZIkke8ik+NqsNC33dEVr/NIDcBMfnZ2eRP+EpGWp\nm/OzEdp4xxrrVcPWz3uILcvqm0m/Ob0LpLUImpLsVLZO6y/pjeUuiAMHDqC8vBzHjh3DDTfc4Fss\nN9HEiHNcKiBmO20utcTnNVKv57+M2fGeWbDeD8t12tvbB6uqqqhfoFH9AiD8qZTv29QvMF1VVSXx\n9wWm69+nHtvOe93Ym52ahwGe+NPad6kiKhDOOxZE/0orN5Lw2wu0Z0zNO61ui1k/aCbP1bjacC1d\nLWhWVP2vhbvt1za3zQD/u+BcPk7P4v39k0gkGYwUzCXZS7mt4+tBOKoNQINuDb0WqZ1k9kx+eRZ6\nm/Q8o1mFD7UcS7tGkn6Me5GtIKsogxH+jRJuJrkA+Tloz9aIKrUnQSyn3deN0O90b9XDtSQSSfaS\n9s1cTU1NmD9/Pm699VYoioL+/fvjzDPPREdHB9audeN5PGNxs2mBVS6z61FcWo/iwnoU5+ifGTsB\nL0LdtCLUxYpQF9c/vYjcYW4IIfXfJDJt3CchoIvjNrFMiubh0dXVhc7OznQno7shap4SBrQ2+XlP\nscDtC+G0+ekcl+kxY/RXmZLHQUIb7+SkiJui+nlW30z6jf0ukIWRZcxz6PCMye3H8AiEEWLNmjV4\n8cUXcemll+LKK68UeelkmfgVx8l5SiuffBd57q2Mw4O+rkXPT1Z6jffCugHGfg3aRoJehO8U2Nfr\ntPeLX5StBt0TSND5H0T/6t/ohpx3POu8vHhrw5NhNMxpyQew0oVo7qZN4Ckf52cR0Q5JJJKMQgrm\nkuhAtvD2fg1gNZx3OK8CUALy4CGbJr9Ogy7jmVgDHPM1/A0MWQK4H68CdsGd5LbIKb3un82/0M+6\ntwpgGfe1RLxHEokk6qTVWqy9vR0//OEPsXTpUsTjcVx44YV4++238cQTTyR+jwKVijKtUlFilYoS\n1z9FtoduNi1QF6yCFMcFideu7gd+q3sWoW0I0fPf3H+3QnNvaCbS4z5FwTRFQYuiQNX/WhQFsu8n\nQxPFaN9LBLJt2zaMHj0a/fv3x8cff5zu5HQbVLWCOE/Rv48WZMFyOgrUSR6vyONlDSBvrCelh8YA\n2PuSNgBrMkH0FAjv+FRUP18Ge58NaHF97f02j6WgXRgpTTmnC0AegCW6ZSRN2OYZk1uP8WO1mQYa\nGxuxcOFCjBo1Cg8++CAURWiUjGohz03LU/b7zLtxw30Ze8F7vfCyZkfzymnOr88BzGAIh7T3mNzO\napDeSV5RNn1eGoOxPubdzGtAekbevo92Phlj8wnd1b9TG14N8saJ3ghiYzRf+aTdEEEikUQPGcNc\nkhaUWbDECHm0//UNs/s+VgIf8Vg543QD5ljQzvGqjdhJ1ngmXuOopwty3hgvf/KZ2DHAp1ue2ym+\nPD2GeSuq1IEen4Qfdtk2glWOTs8WJH7uLSCusUQiSQ+uYjanOYZ5SUkJHn/8cZx88sm46667cMst\ntwAA3n33XZx77rkAgHictt5CTY/QeLQmt962PBIRC7sIdTGQ+xhbrGtKDPNA45Sn454nDB3UdeCz\nPZHZjJubm7u7vb19sNvzeGPTRwFdGF8JexicIwBKVBWRTHe6qEMRtdErRr2Mh83Ab4zbt956Cxdd\ndBHy8vKwePFizJgxAyeeeKLtuEOHDuG1117DJ598gh07dmD//v1YvXo1KT0yhrnEGXYMcjN88dHp\nQkEyXnbA8U4zMIa5/dl58pEX7Z5LkFx3aAWwQLgFoNt41V7iW4vMFxd4rVMVFRVYvHgx7rjjDtxz\nzz0i0wP1CwAi3ht3cekN+OJPa2XMcqslKoZ5DF7rBW+c6eRxvHnFihtNS28XyKI5+Tmc4k87p1lb\nyy1Qa13H205HfG76/fcCOBEAqY8ixzDn7/v466hzm2agrbW6iykO+In77gd2fc1BOspfIpGkHSmY\nS0JHF8stHW3jwKHq0J6fkTrORj2utjPO4rf9mmyB2N39ow6PEOtHZCbfbxWsOwi1AV0Y4i29bJMb\nJrIJLb9Xg75z1135SSSSwCCI4w0ArodV9OoEMMtBNPe8scfr4lhNTQ3mz58PAJg3bx5qapKejJct\nW4Z58+bh1FNPxeeff+7qugEI5rRNW40Vqv9+3a0gHbQIm3L9OBh9QaqgL4pIL+JnKYqCGBjjNlVF\nYXipiT51KDoG8rvRVYx6Z7GsG+P1/e7q6sILL7yAa665Brt27cI3v/nNxMYqVVWhKAo+/PBDNDZq\n4Urb2tqwf/9+jBw5EjfddBO+//3vo6CggJSerH+/JQLgF8uWcrl8JwsGmjcw4/yARc+8vLxdHR0d\ng/xeRxS2zWk8QlPAmwpcwS8oxuBcl6xlbBe9AM0bgf0+zYoRMoREoEKSl/Z9x44dOOuss3DmmWfi\n7bffRm5ursj0GII54Pe94RcOzfDfs5k63+gCMFNIfXYSjv1fn1cITYUmdNPeb8O7J997z2pLNSts\nVpqT7bLb9iYq7ZPzhoA4gKtd5l0rgMPwshHA3eYTcn6xr+E9bV6wts8Au51IT/8kkUjShhTMJaGj\nzLIv7nUNzkGOQqyL/OKms/gNpFrgsQXiwC1zUy3tAZSpK9NoDeRspe/F6p9lhR6cJTe9bI0BdmZ7\nDTDD710hWX7ptKKXSLoxFMtnGq0VajAeObwsjr333nu49NJLsWfPHnzzm99EQ0MDBgwYAADYsmUL\npk6diqNHj2LZsmWYNWuW2/QIEz/0PKZZfKgVqphFR14RPCSxnLdOqfUoDmTRVQrm4aMoYFpqqKoM\nv2XGFMM8laXFqHcfH9ndvW3tQDHqM2bc5fX9/t3vfocFCxbgpJNOwr59+4jHjBgxAqeeeiomTJiA\ncePGYeTIkTj11FOd0oMn1anTkcF5KgkAu/jZALtAkwqfWJ68Rw2AubC2vcnF9KDFrbBwek7yOfxW\nmem24EymgU8Y4xNeVWjP4u6Z2GI5ELClo5f23dgkW15ejv/4j/+w/NbZ2YnnnnsOf/rTn5Cfn4+Z\nM2finHPOcZMes2Du771hC4f9QPHQ40JEDF5cDdrzgDcrfIBVNrT3230bQRPe58DJUCTp7SEGN/nH\ne7yfNszpXL5NDE75765eOqfJ7eYTe/4mY5j3Sjn2KLT20/x9cCI1ffMbQN94HqinD4lEEi2kYC4J\nHWWWfXHv04GFKOzZSDpchIW5dYJhF2xJAxHNlVfwYjlxEONJNBclgCavM6zwkd5o3Nvp+hJBkdjB\nzmct735na9QFY9pz83tXAOg7cjMjDySh4Mo9uOT/s3fu8VFU5///nICQoIhKQKNIorVVKYqX1lIU\npaLgda1KvAS0hZYWkRa09ZaoMbWk9uvPVhQoFQsVQ77WtVYiLVZrwUuprV8vKFJRSzcKrEiwIBIS\nIJnfHzOzO5dzzpwzl93ZzXm/XryWzO7MnDlz7p/zPI8UDURuUaI+IsHPz+LY8ccfj/Xr12P48OF4\n4YUXcPDBBwPQY5bPmTMHtbW1qKqqwoYNG/ykJ0zBPAXO7vUoNiGwRPFcuEbnuIenoSzMA2K8U5f7\n13y4bVcW5vIYorm50NoFYEGOxHJqO1AoAq/f+v39738fDz30EJYsWYITTjgBgwcPzmy0+vTTT3HI\nIYegd+/e6NWLF9qUmh48rl3cjhDyNB9lQhEBfHElPMtdLzElT261Q0XPyybQxRFZq9L4WuXJuOL1\nJyqKPX+asLyf+L+mBLLtezqdxnHHHYfDDjsMb775JsrKygAAHR0deOihh/CrX/0K7777bub3p5xy\nClauXIkDDzxQND1hWpizy6VOcHf+UW/+YG+okNvsw74+TwhtBbA/GF67Im/T3F4a+kLf6MDC3abL\nbmIS+T2/v7kIfCHcWuas504VEPmt8PM/nM0Jsmmywspf2jwKyGUZ43svGIpi2PSmUCgCoQRzRc6h\nWZhfXboUDw+YqvUr2e3ewRx1/OY8WdrS8sGgVVskucAZVuxqe14Q0qibJ8UFQgi0WkyE17Pan6Mb\n1gkv262R2wVQnMRj3jtmL2jQMHe+0weIxRKCQOGbqGM/FzsNhLgW3uu17GJGA5HbnR0XwdyMP9vZ\n2Ynf/va3uPbaawHoYvmNN96IBQsWgGg12tgAACAASURBVBCC+fPnY9q0aX7SQxU3/Wze8Mjj0AVz\nnigOdp8TmnCdQFIqTl1Uwm5PEMyNd02zjOgEMCXXormKYV4YJJFIgdEOVKOlKrep8Yff+j1mzBi8\n8MILmb+PPfZYzJ8/H2effXbQ9OBx7WLaV1J5mk+vA4qQ4S+Ag/mdzGI8P2axNa5ufIRjP2IeXxhh\niSCsc+K7UUDMYtIqrobnttqeDtnGNdQ8lW3f165dixNOOAGjR4/Giy++CAD4xz/+gcmTJ+Nf//oX\nSkpKMHbsWIwYMQL/+Mc/8NJLL2HDhg046qijRNMTXgxzIB7eDIKQPwtzcxNQ/ts0mfjZbqvmFMK2\nMBcXj63eR7yewXp9r7Yp914M/LnuF9uEkmvPLLz78dZK49qXKRSK0FG7YxT5oBZ6B5/hfzsmti/d\nXTMf+oRWMz7lxF79t1OlrzFba8ZsrQqztRLjM1eD56HM43WkBnUkhTrSbXzWeFyrEe6BSz/juBhZ\nQbYS8nGecgn/Wd3P0QvAbmQFcFa+l1vOqQSwUCDfcwnvuT+UuI7pJo4G67iiZxG8PemhGGL59cha\nifQCcL1x3ESmvrZ5/yQ3PPTQQ+jo6MDll1+eEcsBoK6uDgsWLAAAjBgxwpdYzsKyecPWNhvHefDy\neGBIybPCqzO5aG9Fy5QvsTyBZE0CyVQCyW7jM059Y65phFssB3TBOudtpCGIT4G9rWiDEsvjRo8d\ndy1cuBC/+tWv8MYbb+CNN97AsGHD8O1vfxs7d+6M6payecrqtMLrzBS5glfPXOsPxt+1wlfPigUs\n9L64grEmkT+x3DWOMo7z4NUj1pijENs5kfGTPp5zv9duwXuIPH+X4LVkrhkZzzzzDABg3LhxaG9v\nx5w5c3DGGWfgX//6F84//3y88cYbePbZZ3Hvvfdi1KhRKC0tRZ8+tKETF3u9SZMapMlWpIlm/Nsq\nUI51KrRmVGhVqNBKjM9CGx9FXbdo7aMGPaRFXNo02lzLCatNl23/RX4vmvfWNRSvZ7Bek9c2sfNf\nrycppEm38Sk6Z/MuY9lyILM+UQ5gqUB9ZT2vzLoJH2veZN2v0+7n+f7V3FihKH6UYK7IOYa7cdeA\na+r9D88ILFznT/z2A7Xzn1z2m22gTWxN8ZYupocxiBYZhMYBr2f1EvtEB11xEwhlF4E6oVuYWTEH\netEPSBWFTCEueMUFkYV3Wn3dA2Af5djMkNIVmIceegiEENx0002ZYw888ADmzZsHQvQ9VqaL9hDx\nu3mjFvyJcNjw6kwu2ltamXLS6lcsB2VM0oMXBnjtYF7aSE1Ds6ZhkKaBGP8GKbE8dvTYcdcXv/hF\nTJs2DSeddBJOOukknHLKKUin09i8ebP3yf6QzVOWG2Q5H/GKOMCuZ+EIPry5sl1MiVKgkxNE/I6j\nWHmpgS0y5a6ds+fBPh/ikMlysMeLVvT+3fpexQ0MRJ5/AeM4a2dRuCKST4YPH4558+Zh1qxZOOCA\nA/Dwww/jT3/6E0488UTs3bsX06dPx5w5c1BfX48jjjhC7uLWepONe2x12VwOYFGQ9BcQ0dYtPZ8X\nw14XCIDJmfzN/6YDrzF2F1htumz7L/Z7mbwf6vhkYb0mS7SdyMx//xuknPdmH9fLwSCItZtWyj3S\nEnxTGw933tC0sH3Qww80GfduA+X9q7mxQtEzUIK5Ii9oi9CsLUKVtgglxmdPXNijDgoeOHAmwJrY\nuq2nK8F3x+1nIBd3vAZzXmKfiLDgPEcMec8AMng9t/WZ2qBbnE0G3eNCtANSRU5oIKSmgZBUAyHd\nxmdY5a3HLuyHgOfCu+FO3DkJnwzgW85jcXSBv2vXLjQ1NeGkk07CTTfdhL1792a+u+yyy8K+ndTm\nDbNOQO8XP4d7Mh9VO8erM5G3t4YQbi1TTlz3k9gZrzxO2OG1g8JtpLJM6HFQ24HnFw5cTkhDipCG\nbuOzR5QDc5NVCITRtrIsO2UtPhX5h9/f+hV8THGW7343GmtLtzg+F3KCiN9NsCyL0/mc58zN/NIt\nfPSCvDhkXmcyxIRvWv8u0ufzNhhk0eNQz0O23eky/p4GVp76tyTN4u01gcuSJUtQV1eHgw46CE8/\n/TS+853vAADWrFmDCRMm4Fe/+hWuueYa3HjjjX5vYRIr7z55IBd16yK460Kcxvu8+tYO4FpuGyzb\n/nv/XibvP3R80nBvupLf5BVkziZbxvysC7HTErYXA2f7qMdM9zIO6wVd2CfGZzmAbXCHcFBzY4Wi\nB6AEc0W8iVaAzCssS/sDSnax3MUOBb1zZk3yZAfRhSKGeQ3m+GKf23U/D/E8oW9mCNOtO+u5lxv3\nte641ssIy+OC3/AFitjAcFW9tIGQrSEI52pDhX+EFt7rNa25XtOq6jWtxPhsph3LQXqlGTt2LK69\n9lqsWbMGI0aMyLhjP+KII3DNNdeEfbttjOPEuUmEUif6A9gLx+7wiPKVWWcoYnYrIogj3oLq5hZU\nV7WgugTARN79GDvjmxJIznVfWXmccFALt/cWQPfqItRGilgmKEG9uKhGi6sdeH7hwMW//l7VZDjK\nQTGL5t3d3XjvvfdQXl6OY489NoxLutpWI69lYFl2so7nBLIONWQdUmQduo3Poi0XoeFjwZ2Qhhru\nphW7OMuiNTKx3N1XTIfcQr2/TbD0vJxkCLsy50SxkYBn6d8PwBxBIZl1HdHNliKb8HkbDOxUaDNQ\nofVGhUaMzxnMPNXxa0lqxZeHwQsvvBAA8Ic//AF79+5FIpHAcccdh0cffRSnnnoqRo4ciTfeeAP3\n3Xcf5s2b58cdu5Pcevfx2owQxmYFmbTo76kM+nwyqroV9/E+q761IR8hL/T7ibgmt7Yfcs8gv8nL\n/zuUb79ljJDE0hKWFwN631nOPUeHtq5Os4yPe11RKBQhQDRN1pOGQpEjsgKkdRDfjmIX9uqYO9hb\noXfCIrugW5GN2S16X1d+k0YgTm0EIQSaphEjrY3IurvNPqtsuWHntwZgknAe8t7bbK1K6Bre93A/\nt/53tPdV5BRD+LO9Z6fIZ1jRshbv2hFQGBRJg8KNJYa5k3n1GmeRMQ8QQjSZ9v21117DhAkT8PHH\nH+Oss87C17/+ddx8882YN28ebrrpJowbNw5//vOfg6RHb98NjDK4CLr1CItMWefUidZ6Lfq20BA0\nbXVGRBT3e17AtKbA6fcc4jrrt60tqK6yHpAtU1HjLFNhYbyzOcguvrQBmCn63jh52gZgF7ILLta0\ntyOCjRaK/EFIQwqMuqVp9VW5TY03svV7z5496OrqQllZWebYCy+8gDFjxmDx4sX49re/HTQ9odXv\nJBJzoVty9oIuSCyoRkve+mxDHKfNZRYDuBKOtkcb1iM9tQXGEMepc0ZNqzddQafAF8v1OWY0grnX\nva1ohptw5zV4ZekiWOeUhRLXWY8/K1P36e+IfR0N+oZNWz3juEBeyrgv/Z2wSLvmXsvBekfsstGK\nCokxr5EH5HC5NZ+uri7ccccd+NnPfgYA2G+//dC3b198/vnnAIArrrgCs2bNwte//nXha1pxte/8\nuiD3zF7Q64zpXWEGp06F3w7k9l4phFGmosRdR/LbbtHfTyf0UAoDQUtj2M9gv1436N7uonmH9DbL\nOkahEX15kus7RcmkW2ZurFAoChclmCviSy4EyDjCE3zZ4qgVDbMlJmfue2cGPaQRlXFqI4QXx3iC\nOv239EkRsFriOuxJt+j7kEm33/v6uYciZ1isZF313ypYNxDPxaKMSKjE79xiiOa2hfe4ieWAP3Fz\n586d6OjowKBBgzLHampq8Nhjj+HWW29FY6N/T2Rm+24pr6IT3dZ6Tavi1AmtXvPZJ0aMxdLYVd/D\nEEZZYnwCSV770daC6kGOawilsacI5kHxyH8eaiGmiCCkgdlmaVp97Nosmfo9evRorFmzBscccwz+\n/e9/Y8qUKbjiiitw+eWX48ADD8Srr76K/v37B00PHtcunghHG+fDwjx2kHVIQbwP7AQwRYnm8ght\nWuGLs13QPTaGJ9zYBQiZfoItQtBFjcnIhQgXBf7EEHf+sK+zE/oYXix/whAa6cKbk2waeGK/nEif\nAlApK5gDuseQefPmYcWKFXj//fdx0EEHYcKECRg1ahRGjRqFXr1YUaq8IYRA24yJlBjmTlP1TgBT\nfJVblnDJfp+6MQXPWCFsITCXInbY4nzcxO2oyOdzyrYbuUJPl3VjcW7TIr+pCtDrN++cTNsa9fxd\noVDEAyWYK+JLGAJkocISNenirpPQNhTEcfH7o1uO6FrRcd6Cqfc/HJ4AVecWuKCL5WFYqou9Dz0N\n02Ev87pwP5sjtsnct6d6bSggRK1kPSzMgeyknjlZUaJ5zyaM9v2TTz7BKaecgs2bN+PVV1/Fqaee\nGiQ9uEt3Je7VxznR6jWtJN8W5n6Icoc6ZzK/GO6+xkYLqm3fiVrBh1GmXn75ZXz3u9/F+vXrAQCX\nXXYZHnnkERxwwAHS14qxYJ6CP8sHzXC5rygCitnC/Mwzz8TLL7+cEWAGDBiAPXv24Nhjj8Wzzz5r\n23QVID14XLu4HZQxbaGL5mQdZBd7W7VhqIooOUWL0KYVcXF2D4DJIVgKioyBnAv7ciIE+5msXk7i\nK3CJ55MVt5CcFvJkZIUuUoYhNIqXMz0N4VmY1wBYSA5Hv7it+WibHc/iFuHYlv9e8N4Z0AR2+8vz\n+Ci3WUGEsDZGiN8vHPE3l5bxPRl2O8DezJVLgT9fmwlkvbOwN5JZ6UKF1tv8Ix8e4hQKRW7p7f0T\nhSJvfAh6R1cosbb9o4uX7g5XF82BbOcMuCfMRR1neEivTb1qypqvXzgLkBLN+ZsQJiPrvqiX8feV\nYMeIow2GakGfGHi/Dz0NNAGDAJhuvHOne6M2AL8DsD/liqz7NkLumRS5RzQmEq28WdnG+V69c0Uo\nrF69Gps3b8a5554bSCy3sAR0V3I8zDGB/zY4f0QZA43V3k+D5K57YwEg8vZi7dq1OO+887Br167M\nsSeffBI//OEPcdZZZ0V9+1wufni13yyKf/zbsyjENkuIF198EU888QTmzp0LAPjGN76BSy+9FCee\neGLYtyrWMS1rDswi/3EzC9OaUGStgVZPaZZofaCLeUGemdZvOwnDnTqrvJQjO9c0Y2Ijdu9RtwIG\n7G6ITXFof9DdAbv7T/06cyAumNPzzZ2eMN8J63fh9B/ZtLPcyueTSkP4qjViG4c5FuWtifDa36Gc\n76MYo+V2PTS8PFZrTrmB1W6UMDYIOQ0pKgE0IU1GocKHNzyvfj/cOiuD6DzLuSlnNdhtoS0/czU3\nVigU+UNZKSjiTC30gb+VolhI8qSO1KCOpFBHulFH9hmfKdSRGszWmjFbqzKs7CdB3+mqGZ89wlJ4\n/5LdOL/0mWnCJ2QtqyuhL3DoiwBZEZ02oGfF3qEPTPV8nwp/76MRbAFDF83d6SmHHivZebyNc98o\nxRlFOLAmwLbjhnX4VOjv24nZbvImCbF+5w2E1DQQkmogpNv4rPF1oXJSg3KSQjnpNj79XUdB5W9/\n+xs0TfMdo5CCrFieGRNY6oStDY65J4VuyeMysOq4Vx5n2pQEkjUJJFMJJLuNz8jqT0dHB6qrq7Fr\n1y5UV1fjuuuuAwAMHz48rM0YXCwW+bZxQhTPbCyyOMsqrS230jPGvz0II0ayq83KxE4ucCZMmIBV\nq1Zh1apVqK+vj0IsZxHr8Y0gtDkwz/wzv5tp0ox5Vjr2Yy7vtYYK6tiCNWfjxW0VgVd2s3PLCm0G\nKrQqVGglxqdsmyFaXkyBK3+kSQ3SJIU06TY+9TKlC6hmHvTO5AUwE3LrRwMlUsPON3t6onwnH2bu\nR1t38LO5IW4bIuxE1Zaw6lol5zvAFAVzt0ZZqOuhRbPmVFZW9jEhRIvLv7Kyso8tyRNaN7L00bQ+\nSl9rlK1j9H6/CWky1/YbWvsdNe72sQ16+AYr7nqkn9fKuKratKxQ9DCUhbkivritqXtGvGW322xz\ncdsUeZHJA6cluim0h5Ffdd4Dmt/85jfYtm2b63hjYyN27NjheYtBgwbhk08+8ZW8w0s2ywgrvF2u\nsgN39mCJ5RnAG680yFgD7uK8857rtaFwELYYMITAZlqMcuju5HjE9p0bMcCtHhcqATQ1EDJKKhZ4\nuast1dvQcgK0FXk/kiO2b98OQggOPvjgfCUhI4jT6kHMxXKAvXFVaEOrh0U0q73vAls03wN9sZnm\n0t0UkBGF1fWtt96Kd999FyNHjsTixYtx/vnnAwCOPvpoX+7YfZBTaxinZQLDhb4pkClXf0WKIY6r\n9xousR3fiKINQzNZB8Add3oq6DF88y2eFKQ1oabVNxPSADj6UdemFaeVXJqE77taFxK6Qe+fxdxs\ni1v514IeD5pG7gUu+3MA9vkA3+pd3tqbNVaiub0Xq2f+vC3UwtvKm7aZI7b1K0SiaEt4VuSsdRc9\n//UyNgr2cH6LI9l4EI73gnxQNGtOHR0dh8YsXMGhlj9F1428vJcQyNcx2jVN8X218bd7HSZXXkvc\n/TZtvcx03249Rusf9yD/4yyFQpFjVAxzhcIvLBffwa+bAt8NHz0mtld8atn01pEUaUQlq4047rjj\nsGHDBuzbt4/7OGPGjEFVVTa5ra2tWLlyJQBg8ODB+PjjjxlnuiGEQDOGKhu7jugacs9GsU0/dZz4\nT+wBfRv0vIw+3rf3O5dBM7wP0O6jYpgXAGEIfx4xzmMbw9x4dlbsOA3AJOF0l2fz4O0O4PndwI5u\noD9B104N18bx+XNJ0HjTnZ2dqKysxHHHHYenn34a/fv3D5oe3CV3ijU+myvuWHdZHy310Pfx30mj\nYys2BolhzhFY57egeoZHDHNajLY2ADPNfPKTNr9lqqurC0cffTQ6OjqwatUqlJSUYMSIEejs7MT3\nvvc9/PrXv5a+ppEe4RjmCSSZ44RcxQ1X8fAUcSZonxE2Rgxz52EzBi3gqEtmXPMkEq56Vigxz8k6\nUGP4asPyLJrlOs5uvkmTraBb6nUDuEZaDODH5BaL+ysbM5j9DE40AJNyJtCJxSeXi9Mtfz//bu+D\nxG7mv5NW4TT4II7tu7bZdijctkSsnAG0WNAqPrc3RZRHsawb1rmNXQg2LZkGwl5mWX20Fbk6xr+m\naaVNnUdS2+9ch3Whl1Fzo5Rzw1QngCmFVnYVCkUwim8Coyh87O7IUyKWzjmH7uK7CXUWFzT+8drJ\nzfqevbuf75LcVzruvPNOnH/++bj44osz/x544AGsW7fO9u+pp57CokWLMv++8Y1veDyeN7u6y7Ci\n47wFEqfw3BWxXF3NhH8X67LQ0uAXLwt47jPF3O1Uj6Be05rrNa2qXtNKjE8/ZY5VptoQU7HcoBH8\n8AQyriGHArpY/vQuXSwHgJ0aegFY6NvNuwIA8N5776F3796YNm1aYLHcJ72Q7c+mw9H/lezeQ464\n/X8jda0dAkFcLc4BY2d/AskahtvvqS2onkE5PrEF1YMc4mzO3Ck2NDQgnU7juuuuw/HHH48f/OAH\n6OzUPedNnTrV4+zQEHNrGCEtqG42NiPMBzAEwNIEkvsSSIYxtlQoipUuWMe0Ootgn/MsSiJRY4jl\nrvmQcTz2aMPQrA3DIG0YiPFvUN7Fcp28t585Zibc7l0BfW3Nj/tolvVfF8QFJp6VPw1RV+SyY286\numverUgTzfi3lZFPXpaQQJjjELZrc79u72XfgxWWO/mJPt28FxPutkTU3TPtd+73zqKEUgaCvONo\nyZcLbGca9Lwog7N/7tllOBrMcBB6qE4zrKTVRXo3xEJ9yfbXvN8Phcw8Mj9hXVgW8tZPk76IQ/1W\nKBQ5RVmYK+KFLuAugt4pmeg7uuJkAcu2CNZ3YQdJq38Lcz9W1PRrGengWZj7YdmyZbj66qvR0dEB\nAPjKV76Cf/7zn8LnE0Lw0S1HdK3oOG/B1PsfFnfNHLb1fRTY08ByyedFYGvx2O+iVQgTBxfVsmlo\nIJ47oLV6TXD3s2Fhfv9/s2K5g9Z6LSQLlQIkjnX9Lv2/nbCPAZzwXIrb0AjB692/M//0tNrOB36s\nio1zeK47Az9rrizM29vbMWrUKKRSKWzfvh1LlizBt7/9bWiahqqqKmzYsAGE+OsCJC3MmeOEXFp5\nG+L49ZSv5hmbHRSKvBDHPsOwMNeq0ZIZFySRYFlptgHYBUa7Vo2WqijS2SMoImtCYfRnXoIgLtSz\n1wpuoS97jbSUd7Ng1r16XtFcwLut9sQsIcOzMJdBxAIy6LvMtZWlQRzbd4uFuWnxfyWybftuAKVw\nu82f6ihPYm0Tuz64y1pcPWrEoR3mpUGn0FzLx7Nu0OY2cm26E/lykuZ6BZSzMJepf2Eh1tdY8Ve/\nRTwAKBSKWKIszBVxYw7cC+V9jeNxgrVjLoxd2DxrY57lGW93vx9LsdDjtLz99tsZsbxPnz645ZZb\npK8x5J6NvaXEcsDbsnq21ozZWhVmayXGZ+4HLvY09AZ/tzOgL/zNQ24s4BUFSEiW6r4xxHLXbmEP\ny26v3c0yu59rAbQzxHIAGNpASKqBkG7jsyAszIqcVgBToLdvrO+Fx657htoMqHIfh9MggWRNAsmt\nCSQ1499W0+LdEGNrke2rGwWs4b3GGWE8q5T1u18L/hUrVmDNmjU46qij8L3vfQ/Tp0+HdWHKr1gu\nC8ciP9d96jTJ4wpFT2eb42+WS+NyROw5g5CGGkIaUoQ0dBufPWNcwbbSLd45if5srPGIbHkKw0Jf\n9hq0Pp419wzqKaAR9HjpfQEscVgRet1LPJZ4mIhbQAZ7l6a1qLxlezFitiWLAXwX9ra9DG6xi2bl\nLWoNLjPmjatHjThYvrPSMAfu+rPI8DQRnTV8HCzuc4dIv2Na/LcZ//z31/rv58Pdb5j1hl2n7O9l\nK9hCf5Rzd9n6KmKlb8fdb5SD5gGg+MumQlGQKMFcETd4ixxxwssFjX/c4q7dlRFbEOUN9OUH9iEL\nr52dnbj33nszf3/5y1/G5ZdfHuYt+MRBFJeD9W5aMVsjmK0NwmxtRoE9k6Jn4Wfi7nfDkJs2vS3t\nT9DF+ZWQmN9ASI0S16PHsrGD5ZaS15/ZJuxd/fpg0+yrrYfyspBlCMmLYB/HlANYbAjp1EVYDwHa\na5wR+Fl9CMi+FuTOPfdcHH/88XjzzTexcOFCdHV14eKL9bjEX/va1/xc0jemS/QWVJcYn7m0LK8x\nrPpZ3hP8eJ1RKHoC/SVcqjvFdZPAbaYhjrva8h4lmvc8oS8s4SxIeBZ/16BvcphPuUYngP2Zi/pi\nghRvzNILunBmnuf1zNFvxKA/UxTCq4KH2ZboseR5nqesOMua2CYpuU0//t9xtAJu9KGUvNPPulc5\n3PWnL+ziYbguuPPj5jufiPQ7ZoiBQca/YP11hTYDuit4d71h1Skdp4gc5Jn8IhsS04925hVihMAu\nnqsQXApFjOid7wQoFAVKLdguaFiLMeLowqfcwEV3LQ7QXIvrx2nukdwDe7tr8FDYt28fzj//fOzc\nuTNzrKGhIazLFyu1EH1nCkU8kZ6412tacwOxtWPd0Cco/lzKt2nNOwm1/dPAtkyw3cNiKW+eb4rr\niHEs+IKGUg4y77+B/j5Nd40XacDQPUcOxKaf1ZD/Thxt/T5fbWcj6At9fZBdaGUtwrLKFyvMChDi\nsxqCsWgZ9zVmOPDAA3HXXXehq6sL7e3tOPnkk0EIwdNPP43zzjvPzyULDoY7eCe8jT+KIsMQgG3t\nXzVaVH9Dx4wtaeZPG9gLsAfCHfYjrDaTJ6ipd1echDNXq9CakabM4WVEDD/XqKCsN6TJatjdxx6I\nbH0yBSfzftTxceb7LLwxC5D1JthsXHcO6HW4NSdiOe2ZdItmGm7hNei7VDiRGV86BTZW2XMLcbT6\nQMPvO3aHJqgEsJhSX/wi/qx+EKvvXnWdR9j9ZU/rk2n9kZPwBWhevaH3MSnw02gS7dzdXY8Bvot2\nP3kn03YRANONPtiaLtWHKBR5QgnmirjRVvXrvuWt2zrd3zSSvASPKS0t3bJ79+7D8nFvYdwxuO1x\n1Hliuvs6XgMtaV544QWsWrUq8/ett96KCy64IMxbFB+i70yhiC++Ju6GCO27nNPipkPf0Ww9JiPm\n97QJdyxglQOemA5gBuAvLniE8CbLvO8qE0jWMNLNWhRpAzAzT8/qe5HsiiuusP39/e9/HwBsm+yK\nHC8LBABYkIuEKPKPIZa7FqWTSECJ5kysbelM0OMlwzjWBuBjhL8ZIXrrPkW8CFMcFRXrcnkNXdhw\nCtfW8a/o+LgW7DppUm7crxZ6Hfa3ESF4DHDWM3WB7unFv/AaI0pLS7cQQg7NdzpMSktLt1j+FB1f\nanCXkeUApsMuhGkAhmbKW+7q6xy460AfmJtFghO1sYVIfRcRbXmE2V/y++TgbYUnqVQKW7ZsyY3H\nLG8BOFwB2n/+ib7j6L2J2Ps7p9FYGHknOzcm0NuDfvDeiKZQKCKGWOMEKhR5p47UkEYsjVO5JIRA\n07RshykmKk+MTNh0i+PrAZwLd6cuH8+6jqRg6dRJIxD0XbS3t+Pyyy/Hn//858yxV155Baeddpr0\ntVzvIiYQAteAUdMCTHzc7zhnQjkhRIt1/VMI0UDIXOgxb3tBX+RZUK9pM0K+Rw30Qb25mNYGYKZp\ndU2xzAaMtikqy2zRezYQe1tnobVe06oc1+wGfcexVq9pBRvaRtX13JBAch/Y7rRbjU+etTjVDXrM\nNgUggWTN0+SKUMZvX/jCF7Bhwwbs2LEDBx54oO/rFEKZMt7jUs5PugAsaEF1qO23Ir4kkUiB0T9V\no6Uqt6nJEsc+43HtYvPPtmq0DDL/MDYdsOqVVo2W0PtuQhpSYLw3TauvCvt+CkXkpNnjX1RoJZ7f\n26/lnDOw0NcwdPxY8FLnAMJCA/uZAGAP7IKn3LULjbAFRd3dsFO89s5DPR2L4O2WfSeAaZlr0cuD\nE/l36Ddf0hzjn4qQxqpRisCi8ld7zgAAIABJREFU9d2eBtnnajXc8AcnzZ7rg725wFUWgox9ampq\n8M4772DNmjW+zqfhmtuw3nm0ZcHpLQHQ28fJAu10Ct4icnjlwA9h5Z1YGyRKfvNEoeiBFOxCr6JI\nKQzrWRFLoIWG6BkuWbHeGotnHNiuhWUJ3QrilVdesYnl55xzDoYPHx72bfKGIZZTYhbC3/unv+No\nypOiKDHE8uuRFel6AbjeOB7WPcyJkjMu8yIzvrchULtiV0Xsxpy3+90KLW6VBt0SwUlYMSpjxQGl\npTsIIYjLP4c1STHBG2vXGv/2ML5n9uX5jLfNSk8Y1/nPf/6DTz75BCNGjEBZGcsDanFgccXOorUF\n1b2VWN7jiKWlsmGBmPe+wvx3aOUAa/IOtMYxNyzGW10PoRNV361iFyuKDa/xr/j4WI9pOwj65loe\n+rhH/32VZIxd0TkAD177oEFPv1eM68In7PjP+nlOsRwQeT96Hk+Bvezshv4erPR3pFFkzU6ufOQr\nLrZo7HN/9UYUsfpuTQO7H+6Ge+4Tdn/J65PDaCuY7N27F2eccQYee+yxMC7Hhlceoy0LPG8JXnjF\nDs/PuMlax/RyUBtCjHfnWlgbsn2ILMpbkUKRY5RLdoVCHpHOKip3vSIDfxOxTtVuzdwNtiWcLx5+\n+OHM/wcNGoTa2lr06xeqx/d8I+qOLl/XE0eJ8rnHUv9efxPbnnkO2LsXA+E3ZrfONM7xsISXRtBd\nK9piiQZ1r+4DVrtXaViKW2Nhj4J98YYAmNxAyGpHvkft4i4v/LijYzuAAYyvW+G//CnssNyxtbWg\nutkQTXkT5x41QX7mmWfw+eefY9iwYdhvv/3ynZyo4Y3pCr6NUfgm2jikPgk7PFUSCaa1mtMCnPNb\nkz6gu4Fm9t1hx4nXtPpmQhrgvKam1at+VFGoeI1//YyPeSETTPyOe8LYbMRzKd0XwMeG8F/sRLG+\nwWrDvd+P23XyQsb1rGkUfe8y5YOVL0sEXCa3ge5hgb+JRCx2eC7wU99pLvH9e5GQgRcyI02aGGcF\nnnPt3bsXN954I1avXh30UiKwyuNSpIkp+kZRRlieQrw8iNDeyzbjm8z6V843IkVZx1jhG9geN9pB\nz8eCNtRQKAoRJZgrFPKIxiKJYpFb5prenarbvXyoYnkqlcLf//73zN9TpkzBmDFjwrxFHAjbEiif\nlkWh7KpVCGKpf2+vBZ55FuV792W+rQSwsIEQ+BAtWfU4zPrtNy5z1PDaZ3Pn9dIGQuZYjllxLQZ5\nxMwuZLjxs8Epf7Q48UWQH4HguEhnLTDNNP7fCL6byR41QX711VcB6G4MewC8Okh1xa/oETAXpf2I\nvH6F4bAFZQqs/poYbumt9xOZew2lpHkxgIvgeAZGnPimJBJNCPCshjiu6q2iOPCK0S4bwz3r5nY/\nsGOCA/7HPayN/93CV8g+EyukQ0/ZxJir9Q1A/n17GZCY9xJds5O5P+s5esFbYJsJt2v5TmTnAyyC\nbV4Iy720v/o+Ge748Yst50TbX7JjzUe2MfGVV17BvHnzAAC9e/fGbbfdFvSSPDzn8pkymYOY7cKw\n30tuyeYJrSxEa7BUoc1AmqyG853oFJ2hhkJRiCiX7AqFPLUQc6MSxSK36DU1iHWqrAlHF/y5irHx\nyCOPoLVV98TUu3dv1NYWZT8ftrvmfLp/Dm0R4LXXXsMvf/lLzJo1CyUlJbjsssvCunQxkal/z68C\nLGK5iV/XYF2Sx/3AK4/5FPi83HyZlIO9C9pVD+o1rble06rqNa3E+Mz/JC84Xu+pH4DGBkJqGghJ\nNRDSbXzOBcX9m+mKXwTKNQtaHbW41rblSQLJGkP0dIUmsIihvHY3dhPkBJI1CSRTCSS7jc9Q390L\nL7yAgw46CCNHjgzzsnGFVQdblVjeczGEWlebYXztamesrsidWIRh4XOCnCdJLXSxgIbzfiJ9+za4\n0zwZuvhdUo2WKosITpv/EMt5TUkkupNIpEJ+ZoWisGC59TXd1wKmpeYkrutat+vgXtBdMjvbgCDj\nHtbaptyap/4MYiEdRF1lFwrZ98qyBt/GOO4Fa7wjumZlxWu9wryXSL8hW954cyf+vD3rWt7at08R\nEC39b16gu+xuMqxb5ZFz883qZy/yde9wiSSEyptvvolEIpH5e8mSJbjqqquCXNILobl8BKEEWF4R\nvEJuxAd7nrCIdoMUrT653bgXd/gPhSLGKMFcoZBFj7M+H3xBOapFbpGBvwZgvmA8eNYgoASztUDt\nw4YNG9DUpM+he/fujRUrVqB///5BLhlXwh5w5zMGYiChc9u2bVi4cCEqKytxzjnn4Mc//jEefPBB\nEEKwbNky/OQnPwkrnbHDpwCYqX87PvP+jQQLJI/7gRV3uRN5FPgocdP90FMsekX6E31hxT7Bno4A\ncd+MuhFIcI8hLOuPOYBnvHFWeetCzKyMeRsDwrj+66+/jlQqhbPPPhvl5d5e/YoAFfNYQaUaLc2G\nwGsVepmuN5NIbE0i8VkSCc34t9VibS3cXieRqDGsu5fKnOcH45lo4wjX/SibCJz9e7vlHOo1HHiN\nraziedgbBRQK3xDSUENIQ4qQhm7j03/Z9Cv20sWXxUiTrZxr0dqiPgB2IjxhIMxN5+z+2R7r1jlG\njj6edVSICUh+oeWnvmYl/755on12DEUXnuYhWHnzmjvx+xZ/caWDlGuWaD09B+U0n14T+UQgSn7+\n+edoaGjAjh07AAADBgzAuHHjhM795JNP8P777/u5rchcfijCj9k+E+7NTiLeEuKEl6cKIF9rQtHG\nn1coFIIowVyh8MNsbQaAScgOstqMf9kBl5hgLXtfkYH/JCN9IrBclIm7LmPw73//G//+978BAL16\n9cLYsWODXjKWaBqoA27juJ06UoM6kkId6TY+3RMV+juOpjy58bVIf88992DUqFE4++yzMW3aNGzc\nuBE7duxAeXk5Ro0alRE+zAlEsRFAAMwMwgcc6P0bUeo1bQb0dsG0KO8CMM84LoTXBgBDmJ4M+07i\nNgBT8m19bbUGB9tChEWkYlWcLKsdmwt4OK1M/Mcg1Al70h4HWM9eLiAmsxZlr42TWG7AFOwSSKaC\nXvydd95Bd3c3zjnnnKCXKggEvA8oFFZ4bWw5gP6OvxdxznEdd1iV+0mDH7x20mbuZ91EAPsczLTA\nH+h1DQsyY6tC758URYIhjrvmG75E82AWhyzxu5xzLVbbMTBEYUBM5HYK+rTvWIKajjXfWKGd4kGa\nzEWa7EOaaMYnz7JYREBitbPO+9rzVMeZn5NQIT43FaAbTtHTLTzNCFTesuWC5bUtCoEtyOZKVr0j\nMMtpdF4S8uk10ZuQRclbb70Vy5YtAwAcfPDBeOKJJ3DIIYcwf59MJjF27FiMHTsWp59+Ok499VSM\nHTtWLvZ5hdBc/kOEvXnBv7cEacrKyj4mhGih/zscleRwwONfpfO8srKyj8N+RoVCEU9UDHOFwi+z\n8xR7hX5f78lGHSVuTViuyzw48cQTw7ycOLRnjkB4NsRx/nXd8eL1xYQ6Alea8lm2GgkrZhuVRx55\nBLW1tSB6jGeUl5ejX79+uPfeezFkyBCMHDkSV155JZ544olIkhwTeAIg7z1m4pSOHQM8/SeXW3bf\n4q0hjvtahLBsALCVVWc8a+P/eRd2POJp02LBWmkDsItxbhTpdObrYiOe+sCo70/DfIeUtPmBuwBi\neU8sMSb/Fgf+4cVJFIl/1o5s3rcBmEkTTR1x0ruh99XWeOlR4xUrLxAvvvgiAOCEE04IeilfcOLQ\nR4Zx/by3o4rc4yNGuGg8VpO+YMcJprXXga1teM9E+87jXsz7Gde05VUSCVb/QruG19jASej9Uw5i\nxCuKD7/zjfCupYtpIu1QPwBLkCZN0Mv3NtBDIYUnnrFiLOu45+DpjNZN/44WZ1cXf73ajXiMZ3Vx\n/HrLkV4ArjeejTZHFEm39/tKM9Y8dDG7SuAeXrBEe5ITS8xsOctNnGF3uTYt7JuQJo3gx6LmjRuG\nMt8VPxa7KLR+tii9KO3YsSMzhwGAK6+8kmss9Nhjj2HixInQNLuznJUrVyKZTGLUqFHiNzfbKfe7\nBLL5LTM+krtvxHR0dBzqzKd8Qgg5NN9pUCgUuUFZmCsUPYGsWGvfRc52aRVo8vrJJ5/gZz/7Webv\nSZMmBbmcP+rIXNDcpNGsunNDMVpVoqqqCr/4xS8wYMAAzJw5Ey+//DL+85//YMKECRg5ciRSqRTe\neuutfCczavzt2rV4EzhhOLTzxqFtv/3sniryZK1dMGXVy7rfYkVNi6nVDmBmDmOTC1nk5MPqXMLa\n3ITmDpe5AOJ4TyziYXHgD97iD7MdMATaxbAvIlP9TVDcofdCBG7RPYj0HVVWVuKkk07CV7/61Shv\nQyVqd/MKhRWfMcJFXG86KaGcw2qvvcQSbjvPeybju8WO7xZDd8fs637mPY04490A9ofbxTv1GgIu\n3p2E2vblKEa8ovgI00pQ/lpZQUYU6zjlQIQbr5wO3WqUN6+RnfOI5XU83LJPkzzu1c7R35fbmnwO\neHka3KI5/5bLMi69w7DgNsu17l2lH/jeHKzUgt2/fYgo5/w9KBbzk08+ibfffhuapuGYY47B/Pnz\nqb/bu3cvmpqacPXVV6O7uxuaprn+LV682F8i+PmtQkApFAqFJMrCXKHoGbAGw+2wW7YBIQye/vKX\nv2DVqlUAdIvjiy++OMjl5NFF8elgu0nLx0A9vnGcAnDWWWfhrLPOwqxZs6jfp9NprF+/HgBw3333\n5TJpkdBAyFzoCw1Wiy0ZCy47Fm8Cpxj/YkAhlVVPCxmHFbXL6qSBkBRyYGEOsfzLWxtlyacU+MJ2\nO3Sh4yKI55uX5WJBT9pbUN2cQHIO5K2n5kDfNGGlj3HcmZ+8PMxVuZG1ypTi9ttvx+233x7FpUUI\n03JPofBCurxVo6U5iYR5rqiludnXiVgy8yzRWjnnmfCeaX/Q27pO419fyvW4mwMsorN5z3LjWm2w\neG2xWLhbx29dABZUo6XKci0zjwD7/CFQ/8SwrFftjcIPrDrqRyj0cy0RLxQs+kCvmx/Daf2dto/D\nIxDU/MxrWN+JePow3V17P0eaMjcJ7/lpc1P9uB5/3Xk/rzGeu02mWyizCMuiOR6WyyIWtuFbcMv1\nHbp1+ii418XM/Gpi3CecOX+OrJDzzdNPP53xtnjnnXdSf/Pyyy9j2bJluO+++0AIQZ8+fTB69GgA\nQCqVyoSynDx5sv+EsPKb5X2jCDcvKBQKRVgowVxRVKxatQqrV68GIQTPPvss3nnnHWzdutX2m0su\nuQS33HILvv71r+cplXmBHTdM36lqHzwFdFs+cuRIHHfccXj33XdRWlqKqqqqIJfzQyOCxNmNxpV7\nmIscBcPdd9+dmUAUOoZYfj3lK9qCRCELgLEvq37ceztdyDNcpDc1EDJKJN47zxU8Q5wXdacb2sYE\n1iYBVroNaAtRpnWC6ZVkunHuJOu5nDzhPVMrJQ15I4Bb7pngLODRrgu6wA7Gca9yEfmGFmNjAKAL\n+qy0FyqFtFFIUfj4Km+mK3KKWEyjE1nBWKQNY4kQUwVdhfOeiTUQ7A9gIuhidTl0q2sw7k8TDvoC\n+LgaLYOsBw2x3OWa2Lj2DGsehekqnfKeTA9fZYxTVHsjSFlZ2ccdHR2xcY1aWlq6Zffu3YdFfJsw\nhUI/1wpaPgdCHyuZ9WsO9DbA3DATpjtoK17zGpk5j+jGQe+8EhFTaYK6jojwxdrQDditk00LZprr\nb+v7KXelT24ThZdFs9g79xL/eJsQwt6g4H29sDdHyY8dKrQZSJPV1HTqLt3pc9M0qVGCqhh/+MMf\nMutdl112mev75cuXY8qUKdi6dSsIITj22GORTCYxePBg/L//9/+wdu1aALqnrWnTWA4gAtJDNi8o\nFApFWCjBXFGQNDU1Yfv27di0aZPN5c2ePXvQ0dFhE+icYl1LSwsA4KmnnspNYuMBe6IYQbzso48+\nGnPmzMH48eNx4YUXhnlpXcz2Fq95k1S+6CcTa1yOeOyGziHPP/88Vq9ene9khInXDKYLlpjCcREA\nfRDrsioYb1tE3KctYhAA0xsIWe18fw4xeBt095KmxVwmzrsBbYF8MYDJHukWTbsnjA0Bi6A/ozXd\nrjjq0F260RbomLHtGfcz84TVB7XWa6HEMwyFBJJzYbfCMN1yw0s0t4jJLrHd4u7bWSZk8NpwkcsN\nLZFYmOeZ2G8UUhQVgcqbw9rc7JP6Qhc3AN2Sc6aM0Eu5pqxYzHsmkc1iNFGdJyzICAc818S2DXIS\nGwyoOAT3brgFq34I4plIAaBnxjXVtPpmQhoARx3VtHr58urP4lC0LneDHvpxG9xeIZzodT5ca0iv\neY34nMedb7Q6Dvifh/QD8Cgnvvpi6JtYRTYZLAB9o7fzftk21iqq6Zb/znfkbJNFN1F4WTRXSgm0\nLPGPtwlBR36DAitNYtbjYW/G9Dd2YIul5jtx9r/iXhIUKCsrQ0dHBwCgpqYGixYtwiGHHAIAWLt2\nLS699FJ0dXUBAE4//XQ0NzfjwQcfxIMPPojOzk4QQjBs2DA89dRTOOaYY/L2HJGQJi7vPsYmjii9\naygUCkVgSJwmGgoFABBCNFq5fPvtt3HJJZdgz5492Lp1K/bu3Us9X9M0l0g+btw49OvXzyaSd3d3\ni6YHmqYVtomsWwQGDKsRngjMehf5ghACrdY73agjKdAnExqAST7PbcXsgMJONJbroeL3nbe3t2Pb\nNt34dNmyZXjppZewadMm/P3vf8/8xpwoSKYnNvWvgRCvjNHqNY22QFRw8KynY5Ae1uKUSTsE4r83\nENINttWbTcgVFOkBXaQ4mJG+Vthd4zotN4TTLoKAa3UW1DRwrtdar2lVvO/BsVyMy8YSQ9SmLRoB\nQGsLqqsCXDsFyXfRgmpbOiiiuxW9X9TxYx0vTALJraAvcnc9Ta7oFbsxg2D/wcnfNgAzw85HRc+G\nYSEuY80tcx/f1tIy5zOeSbN80sZHO6H3l7y+VTPubUtDEokUGH2O6WrdkjZmw1SNFlcb4TffBC3/\nAf2ZdiPi91/MxHKOGpP5SmS4BUInbdAtyEH5nRkGTsQ7DbN+eIiXbPElKqtjep6400q3FGeNOQHd\nQ8hOiHvzaTViXDvTRwsl5kRDBWX+mmbOk7K/TzPH/m0AdsFt0cz6PeD1jkVgX7/V+KR/V6FVCb3L\ntNB8NPsueOmhvS8vRMub3DW933OuiZGYKtLXPPPMM7jgggsyf5eXl+Occ87BSSedhFWrVuGZZ54B\nYF+nPu2003DBBRfgS1/6Enr37o0JEyaIpqdw+po00zvjswDOgEA5Vn29QqHIF0owV8QOVqc4ePBg\ntLW1uY5/+ctfxjvvvIMRI0bgqKOOwllnnYXzzjvP9pshQ4bgww8/xJe//OXMsR4lmAO+xNpYDlD0\n/d588Zq+QUADMB+zPVwt13EmDbOLQwzl4eed33jjjfjggw/wxz/+MXPMOiE46KCDcMcddzDjnHuk\nJzb1r4GQfeAvOMTKWrZYkBCrAQn33h6Csm3zQwDxmXlN47qRbUzw2BDghassc66n1WtaicD3sdqE\n4cRD1NZaUO27/U8gKfsu2lpQPch50OHW3bTgYnkAAIzFh7DEXuP+Sxlfa0+TK2I1r5DtP4znW4Cs\nla5JqPmoUADhuv7mXN+3KC9zPsWq2mwvefVvH4Dt8BaENMd1rBuERNPHGr91VaOlt+O3vvONI+I7\ncW6gC/39FzuxnKPGZL4SKaJClrxAbIXlgYElCssKneEKcGJifZANBCJ4i5uy4q3I72UFXO9NF/6E\n5Oz12es4Omxh2Ot5vdNuv56enigE7rDdyqcQpqgflCjyLAAifU1HRwdmz56NuXPnYseOHczfaZqG\n0047DQ888AC+8pWvoFcv3rISMz2F09ekPdfOnFjrWiOAoeRwf5rVLbfcgv/5n//B7bffjrvvvlv6\nfBYFlf8KhSIQyiW7omAYMGAA2traMHr0aPTt2xfXXXcdhgwZgiFDhmDjxo2orKzE4MGD853M+BKB\n6/U8wndjNVtrRh3FlZuYNbdyyyrJhg0bsHz5ctsx68D2gAMO8CWWxxCea7vYuCwvQmguC2nIbljg\nLd4563sYcUVdbYgzrnrIiLrOpEF7Xq+2kft9xM8aBv5DeXjDyps22F37A8AeZC20bBiCLTUPDcE/\nzDiJNBo5331YWlpamgu3tKKUlpZu8XHaAZRjYeejQhHY9bcAtL5TpiwLnU8RmHvBLXLT6IIeCoQH\n7Tr9ADRWo6VKwoU8a/y2gHIsSL6JjBXaIRdbXmFSbhOKFPlANA4u7Xe8eMlZ2gGUMb5jvXd+naW7\nzm5CmoxChcdGehG884SVvvbA984iMk6VDbnl/XtZ1/7Z37M2X4rGfmfdL0i8ei/36aLz0ey7kMkf\nUSE8/FjUcQvFNgdhzmdyYK1eWlqKu+++G+eeey7uuusu/N///R92795N9a64Y8cOHHPMMb7E8gJE\n9iGHSmxMYbJz506sWLECgB4//vbbb0ffvn09zlIoFAo7SjBXFAzPPfccNmzYgNNPP93V4VVUVHie\nv3Hjxsz/v/vd74aePkVOiVK8Xg57DFtAiaFcWltbkUgkUFZWhoMOOgi33347Fi5cmNnNeeedd+Y5\nheFQr2kzjHjMTtd2wlbNCl8IL0DLXNSIuz0KYvU9iPjsK300JK20aQsgnbDHMGdBa2Np19sDYH/D\nunyb8bf12oXUdrLesYbgz8BajDKFcds79WnJHHacRNlr1e7evTv8NpDuMcZK8HApWRrBFvmUQKMo\nNIK2CaLn00QEEeubvmBbkgL62IqVhsokEt0QtMyuRssMQ1y3xdGsRgtNLBPON4qXgG1ghKyAxSOI\nsiT3QXnwRXRF3mGNIz+DvnnGtERnCeus+b8foZMAmI40WZ0Dq1Vq+jSgfA/ZD301ephB6Jsq+8Gd\nX9YY5oDoWNu/uM3/vayAq19X9h3reMcNDxKv3kts9zcfFckfsXjo0SBbLqJEzweW1wX5cXiO8/XM\nM8/EX//6VwBAS0sLtm7dira2NjQ3N2P9+vU45JBDcOaZZ2LgQK+9gkUDb4xH40OIb0xhMmHCBLz9\n9tsAgM2bN2Pfvn1KMFcoFNIowVxRMFRVVaGqqsrXue+//z4mT54MAOjVqxe++tWvhpiyiCiAeNd5\nwntS6F5g1wfHdQQe8ctrAEyGfaFPA7BY5T2bP/3pTxg4cCD69MnqZI888ggA4OKLL8Y3v/nNfCUt\ndOo1bQaA4NYIOSZO7rB9pIW1gGFbgBZ0w26N5dcF3bpskkB6WOLzfqDHZXWmM3Csbopr+koACxsI\nAe3axoYAwO0S03qMFUfd1cZSrmeeay5slEPPkzZYFj4LaCMJ7R1rAOYHdcXdgurmBJIAWxgPI49Y\n9WSbYX0eRlxzpqV8ZO7Ksx5j5sC9iBb2hgzeYpxYHB+FImIkXLkH9Zgken6QzSQl0Osx1f25h4tz\nYny3MIkERERziI3fhJ47icRc2DfcVULvA2kbx1Rs8uAEXkRX5BlRYU7/jYzFq1+hkyA33mOo6Wsv\nKcPb/Y/DV3e8iV4Zj+EZOsHYVEk9Jir++RG3o8kfv1bNfG8CXmWMX/680iQ0HzXuk2Lcw99zRU10\n71mWRs53fgxm8paviUQi8/9bbrkFq1evxpFHHokjjzwyytvGDZZ3H1YMc9P7n29WrlyJlStXZv4e\nM2YM9t9//yCXVCgUPZRYxRpUKIBoYpL95S9/wbhx4wBk45lLpAdaLTTkUrSmW1TpsXtyKNyWlZV9\n3NHRERv3qkceUtr94bSOazzzoI6kwIrFxI997u+8IiJo/du3bx8WLFiAH/7whyCEYPXq1fja174W\nJD0qTpAHFAF6OYCLHH9PBqU9ybWYyYhHzk2Ln3MY15kL+qRtnrERQiTtzkUrr3iMoeUzJ456xhW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BUKF0kk5iaR2Ad2fxKJu2FG2Z1cjZZBYM9pTIG6FkCjgOt4kf5um/dPiscVuelqGbqLdrPt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\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07whkQBV8UmPJReqPUkUhiDcWrtTLgOU1SsUmpXE22NeVZ60Lds39M+Z///d/efLJJzng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r8zMzM57bTTmDZtGq1ataJly5aoqsr+/fvZs2cPQ4cOpba2lu+//973m927d9OqVSsz5XF8vPLz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\nhryJsBob2cWAl/1WdbzlZO4gOzeu86uhQ4ciNzcXZ5xxhu25x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hyrMcxURMcjjcABzEuy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IvT4S7iI0VHMr6Ph6x1qFj0ZR/nJV7RlJ2nbliCh3NBJns/YnFP9r7bYYlOaaG+Fw4BQosQ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\nEZsYvi4/zhGxlVK4sHkDEG4e8KTdSSSSOLNT8H7AEM0FYi4QWW8qr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keJwlI7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\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N6ESYi3A1wtwLW3wjpwM4PLdx+2mE2KVB27Z8dcgg0g+KMCcIgiCI1IMEc4IgAACMCQdK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\n4tlnn03U71FHHeVHspUAGoXAc9CE8vi5uSFRbyoX9QAWwJ2Qni9x+wj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6WDLAuGAscCvo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\noewwoXmXoLd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|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f85010a2ba8>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_digits(X_reduced, y, images=X, figsize=(35, 25))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 98,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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nzp01btw4NW/eXIZhBP345JNP1LNnT3344Yd2D9fJIl1jbqKkA0G2H1Ti1kZz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NQH6rq2HRcXV+ByuRwjAjdvXd/9Yl7fiu0/4PkO9RiESijtVOf2Synz2KuMO5msoKIsPMUzfCdh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EVyVi9s8A2BGzXPBkMwTWcZDuOcRMe6xbt84uet96662Ij4/H77//jl27dmHfvn0oKCjA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3FZ5MTugggFBQXq2LFuhpSamqpRo0bpjjvuUGZmptq1axdpPXGZ5D/ahTO8spCElxm5qlBlN2tt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\nTNEN3Bic2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|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f8503f6b160>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_digits(X_subset_reduced, y_subset, images=X_subset, figsize=(22, 22))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"*Exercise: Try using other dimensionality reduction algorithms such as PCA, LLE, or MDS and compare the resulting visualizations.*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let's start with PCA. We will also time how long it takes:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 99,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"PCA took 0.5s.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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Qk8pY4TZW3AtfPd2DvK+SEbFgb9z//N/1B/81Wf2jlSopNyw6+8+a0yyULsinxHpOF02F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\noZu3htpGVTi4NCr2xNyYF5AsIxpxIo6tQxKjDD3Zj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746oOgA4mMwqwkA+DnT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fSvNJCQ2N6ZoDkDvKP48IGOQMOSm3uTIpu3dlg18WFSlh17vw+ftgTncIPCS1V2Sx5Z8X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\n83w+1y+hOHMO2b1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GXInaW2gDPtz6+KIhtwsnaAFeyZHTefrYC7ky82GSlVb8mfaUm3gw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URUs7E+4FEk5/ruCOUYrJaNXDPvO+uTN6+9UQTqHeIcs25MOd8DrkJL0Anw8JJsTEklhrj6te/d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\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f85001daeb8>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.decomposition import PCA\n",
|
||
"import time\n",
|
||
"\n",
|
||
"t0 = time.time()\n",
|
||
"X_pca_reduced = PCA(n_components=2, random_state=42).fit_transform(X)\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"PCA took {:.1f}s.\".format(t1 - t0))\n",
|
||
"plot_digits(X_pca_reduced, y)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Wow, PCA is blazingly fast! But although we do see a few clusters, there's way too much overlap. Let's try LLE:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 100,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"LLE took 118.7s.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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z9sf5x4zj2DdhEsX+ISbs7mTm88/w3p/eyZTOf4Ydo7w8fV8rF4gTMEZw64EO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\nJEnKmP8PqCAMcA+ADF4AAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f85000160f0>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.manifold import LocallyLinearEmbedding\n",
|
||
"\n",
|
||
"t0 = time.time()\n",
|
||
"X_lle_reduced = LocallyLinearEmbedding(n_components=2, random_state=42).fit_transform(X)\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"LLE took {:.1f}s.\".format(t1 - t0))\n",
|
||
"plot_digits(X_lle_reduced, y)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"That took a while, and the result does not look too good. Let's see what happens if we apply PCA first, preserving 95% of the variance:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 101,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"PCA+LLE took 35.2s.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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sqZCKPKl78ieo6HvnvYo8jzC+Ik9YAAClS0p+yXd+In0ZRERERGqGcgLKJyjZFmCmdzoQ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\n1miglsS60qb0HpAxutKaSgB1VNuevFVvX8bP376KVW9fRml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H/KLgUHrPvxYejUrgxXcE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\nAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f850110ec88>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.pipeline import Pipeline\n",
|
||
"\n",
|
||
"pca_lle = Pipeline([\n",
|
||
" (\"pca\", PCA(n_components=0.95, random_state=42)),\n",
|
||
" (\"lle\", LocallyLinearEmbedding(n_components=2, random_state=42)),\n",
|
||
"])\n",
|
||
"t0 = time.time()\n",
|
||
"X_pca_lle_reduced = pca_lle.fit_transform(X)\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"PCA+LLE took {:.1f}s.\".format(t1 - t0))\n",
|
||
"plot_digits(X_pca_lle_reduced, y)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The result is more or less the same, but this time it was almost 4× faster."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let's try MDS. It's much too long if we run it on 10,000 instances, so let's just try 2,000 for now:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 102,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"MDS took 93.9s (on just 2,000 MNIST images instead of 10,000).\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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Dm6iaR1RFiKo3iKp+ouotoupxourcDLYWlPCeswROvRbH8pfm8nzi9ViqiCkFiTid16TE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\nAARQ8HtsGYTsuCgsG4F2swZ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Cs0WmFMOy8GeMJM+9wCPA2dTp9SNr1emOuOZRQSgAduuH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\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f850015c908>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.manifold import MDS\n",
|
||
"\n",
|
||
"m = 2000\n",
|
||
"t0 = time.time()\n",
|
||
"X_mds_reduced = MDS(n_components=2, random_state=42).fit_transform(X[:m])\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"MDS took {:.1f}s (on just 2,000 MNIST images instead of 10,000).\".format(t1 - t0))\n",
|
||
"plot_digits(X_mds_reduced, y[:m])\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Meh. This does not look great, all clusters overlap too much. Let's try with PCA first, perhaps it will be faster?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 103,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"PCA+MDS took 94.7s (on 2,000 MNIST images).\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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buZKtb4HbeoWo1V/Uhl+ViJ0T8L1rqDcZAg0NjH36EwSwz0WlJAUbacvwTBRI7mz9Ceyc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\ni9QpIqHG1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9CbaUBK/2xaJnYjYL/hlINu14sTOZaOrBSlmHNuiM3q1UzX/0Hl4hwErqn5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\nZl3np8A/A2/B5R0DYcNm8u/y0L4ZfP8fL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klgmPtHFT2ciBCclEv4VVomyjLWzf1iwm2k\nZVFRzVcLKkrAsYjCTTbDONXrFUAXKt7tIZTV8ygwk7QcmoCWxoacQKP5ScoObwHOb76Am6CIsngF\nyjfwmRNgj3V3uz+G30zIFeByix0tuo9TIDbQmzrb3UO4InJO5JQKNyVgDv77wV7Ey9TGUApeqeGM\nq75kzf0NwjQ21hfHoOcU5+/e9TckhHadj7+QVwkEKxOc73P0uSlMEWPmE+Am6uV19i8mQ+x6uXMC\nIORzxx1b3e8yVuplp5dA6fs+bohZYS1nXpphrkng9gkTaj0UN7HTZR9fGFNkinncgMpfmYl6J7uA\ne1D9FSqM63hARQk41qCf+G44LrTcqJ4AP5VejcddAHwaeA3Qj4q6H+dc8hQgHVZj12RUD2HaT0Lv\nIcYtdV8E7gJ+CyzwOK+gHbofvHIV0G9IQZQWiWI+8lKGTAl92mvmlBqXDXozxRWaS7Nx+4AloBUp\nXRfc9IisOzikTwLUewJagU233XRlsmyegAjW26CCqfN9jvZNYUq1UgL6a+bxxKxzmD42OHze/v+Q\nCWQtav6cTL18SR3kYoWOG2rdtr/TNLAqJ3BaikDh3CqRAhAIhUJybuzF43U2VKoeSNTywEnv6/1Q\nwwN11YMZnSEgeNJrGd91qbyE2iT/bk19j4lNwnU1AkywJ2DikqUnMSo5AcceTImmwygtN4OK2fwV\ncC3wyfI1raSIGn/rN+628D4XAH8PnIyaLadYf19QcL5rDoEjLt0053Lt0D1nDn4Yfeyu+hxHvV8F\nQKJYfvQ/uuRbGJKyb6e4MrF7A8avud9wSC5MSUehajrerY0rUMXDypmYaYQtVKNI+Nnx/tPEWHXC\n+ZzGOZDLQerqviw9PFLj/LlUOQymedboltwZhq7T+T5ffuXEPCXsn5KN8mhiau8rU2ddmSCfC1AF\nnAnYrdCF8eb9JaBWVM+7meLCdB25vpAL6ZQLaZILSVifk0UBKGVstXasJLNDAI2/+aczTshWiVHH\nz77GrT35tO1/79o3Jqs2U453TTw5cE4Yc+KaJaRlE2mZsD4ndtx4V1guRz7VpCMxmMyoeAKONZTD\nRTpJEYXu0K8nwDp2/D4PIzhZc9ZzwPsBs3Vea1H30w7b/eMIrwmKWC3gLmE9OuS8Ia1AByrXxY5R\nYLmBQWk7Ia35k4nyM0ffuGBwL2ccfpZkdojBRC07TjiNPcn5LHhqr3xb1+9yzCa+q5+WLezFXzxu\nUXhQaNrKQgvvMOP1Gi6mXv7QOuY+4GLr+3dQL39hskIDvdTHbC1075PJa50sdWy1uycAgKYtfem3\nfOrpAWzjtiu9GFzGsjO8aveMJpqqetEg/nddIpSMXnwCUBav12SjKZ3EqCgBxwhym/gFZz/SWLdX\nG94/eTcTHyj1whAmVlMIethBo1YMzAJnMIgSOnwLkEHaESHZNh9WY7unTqg2hetkULSl0S1Y/p/B\nT35BWkrmutwrlBs+iIJYanTRnF0wuFece/AZqm21zsao4smZZ7InOX9Cefk94T9csWC96qLZqIgZ\n8xb0MeU5PAgsBV4L/ARFofwKKhxomH4XY0p9vMYUmRJZQy6Hut9kNd6UOrZa8/5s4zz3VcH795PU\n7Aw5ycxKGHNi4n7XpULUnLhjBuUM0asAqIQDHROwu8p3XH8aY7VFhufyu7r6RSv9ood+kbU+Q7tW\ny0EbFqSGQEGF337DBV8iY13PxIaxX1drIGAtA9O1vTR3QXEoi3MDcbrZ7agCtrjVSQgAt2dIo+8D\nU0jJHLcbRXDDTyb3cd8Zh58tUAAAqslwxuFn5QS1yT+KwwFMcL7jMHSNptBIgA+iBNUnUQqABD5F\nvRwGGBNVbuFmsaGL5tbBU1yLScdO5RgjD7upbb2k5RzSspq0nEFavpW03Bg4ubJ+fKxIlAfAoQDo\n2qB7587QvYKx1Zc1MmnG1/fR6xkAuNXCmbjaJOVCOUP0KsijogQcG8gvfHsumc+TXz+Tgfm1SCXW\nOWPuSo8YJqt9seMwd1OGmGw/QqKDi18lATsdL8NIXpO3lOsEyBFUbL42TyCAsGoSTm9nnDLUBPvO\nt4FifvypjBf+0UE42+6niJoGpvj926VkrqEPyrrhBVTMSo3VVkx0EZLZISaYl98f0rIzH6dsHqfO\ndxlGETNJdxJlnR5FJco/DCyiXt4NSjD/zYwzZ445ovjGqOJPtQ3GnJiQ2LDjy6eJzFStQX2EmJW6\nmA0q2nfyo2XnbW+mq6eZrqz1GV5Iq5ed1Mume+sXL33gpPcNOhQA3fv3k9tVMLZWD63Hyd2PCh17\ngX7xAv1ilH7xEv3iJ/SLvw78DPHUM/CqhTOZDBWlgh8Fr4KYUVECjg0ULHx7LpnPA0+9j3v3LZZ+\nkoG8Ku2GQKTJWrTYTTcmvE5E1cPCZ3sAuAGVA5AFnkeyndtzoUoGAfIwxUJ34MXMRTi9xgpTWYqP\nhFjM/ZjAX+XgJIrZxHcRNZs3ZQvjRcdyz7BMStxih8u+4ZUimS8MWujuzIgqLbuK8KsE+bVKxujN\nc4GvdxmyGJlZWayXC6mXNdTLmdTL91MvH7X9vqEvOX/KkzPPZCBRi90K/ZtZZ10U5OF8oGHPJfP5\n9a1nM3LiFCTq4YZnTwFoK4HxJj5BSpPk+aNl522+7earluNYByIpAgR6/34MBAVjbtvRpVw1+C8j\nR2Rdbg1Ko9bntwInAVOAucB7gXeGaH5cfW68TokKjU42lLtoXgVUcgKOCYROmqNA4C6OQQ+7gESM\np80lOS3Zu5UNu9bQMNxH37wGVq9cz7ZFS+2HRqYNM8WJu3zvFgfbi4848zgSTf3Gt1tFwK523M9Z\nJKsHd378ewhvEDAlVkfiyvZBRxo7Bd+kgRd/uhv88vRHuUdQlCpJL+QzuOQfQMy1E6Ks3WEQOw+7\nI0b7lhlX1T1ad56WtrOblqbA13fCY6z4LXRmzDHrF68DnkHlR+1BrZ0/t/4+F8hqKkt7tTkWso7J\nFvcfhYgjFMqZrF9BHhVPwLGBKJbRWF1soo3WvQdP0YaR7D14Stanl6Fhyd6tbHp6JU1Dvcr0+mIv\nm25ayZKHt+aOiWz5dYT22K3XGw3ft+ISB5uzEAvBXCG4RQieEIIRIZDWv5x1O1I4i0u7i/rWsqgv\nwz2UxTh+rONe9tMuA/JWGpv1fysRx5zJMh+kb0Ijpvje0Kg30Oz5E879zvfyud7t4UFx0hiG7ye3\neeg6R0PE25fbqxVfKJ0m7PMThzpS7x58XHd0dGutj7Aavx4DF8rVTzJOkLCcermdenmIermPevlg\nYAVAIXSfF4TFmsMzyx737xGaVCq8GkKeJh0qnoBjBGEp/uK0LuQWhiVnbU1uungldVPH5+vAaJIV\n/3YH255e6ullEG307H64qbFpqDhcuPekBpq6epXFPSI7kIsF3EjriVpwXK3YQnA28DvN+fYKvaEt\n4aVgq/GwrHsx+EgUb7/WAmij9fRihfHlCfFoaw+lZPLRWNJfys4dXHz4/sd/NfbW2aiKqblQr2ul\nZGPke8YJg1VSClT4YG7t6L/fVEF6QhlTykFlat3DSEFrul/Yyr5g2CWZAAAgAElEQVTlrEqsbeNR\nJLu4XV7mGoJXDINl9qVEio+fdLvz6+iegHIUeeoXu4DTUDUNbgZaUFVg/gTcBtxGfUChKGSVbIOX\n3oloXvuQmDBK0go7UNlRUQKOc8Q5me3XWnLWVjYsWkPDrD76DjSw+uH1bHs6H8rjem3RRmumO7E1\noQ9nj40yLwTFppSShFe4iRA0oSxKT6DiSK+yfsoLhVFCVsrNW+9RpViiEpF/gYti43GNHNKoYkLG\nPvFSoEreNxpB5Kmxszjn4FO6oyeVEtAuROsJgrsPS6pmJuD8WjhjmvptYH4tDzz1vtyhgx964YHB\nammoxjpBrne/oR4x3quogq9rhWKLevIdM35K67x7mDMlzf6jKbr2XZb+ySmL5tIvzgWuA94FnAgc\nAP4b+Ar18qE42+8G8V020sTVnIDgEPA48GwIYdIQ9pkFLq7/V/tXg8CKblqiKULlqIHTLwZwF7pv\nol5eF/i6IULeXPbmDCpKo/QhOAZMttCkCkqHihJwnCPOnACXhcEJz4XiyEnT903PDMRTEt6AMJ6A\noNZkIVgHrLX+jEUoDGvtDqJ4OI7dj2IzciYzp4FVfmLxfShcoyiFwm59LfKOeD17yftGI4j0ZBq5\ndfiTvLX6CR49ev7YppGV1QB8jpdZzmzsMccThHZRbI2cAiyug9NnV/Hk189kzyXjzCtNA33ptxx6\nOonOenkG4EegSYlmlDJ8Dooz/gjwFLCRtLw36DOUO34+KMROsu+Y8VPxiZNvY1pivBD2cLaGdx56\n4l9OHdqzEv26sp56eX3Z2hmX4cfgCRgSNemPvOaeAmXehwLgrdyVxxMwipoaoK8lkUHVknjJeWrc\nHp3JLGgfT8XJKnBHRaM7zhGUVUC0cZFo427Rxi7RxiuijSOijd+LNm4E9vq8rWcM4/TMwCoc8X8D\nVUnazrqzLsa4Q1OM4TcN30+W2MPAsZGGWPktVv6D17Ep1NhwclOmUBZNwJNBx+2dp4FqisMvdDHo\nXgwRcfWNKY+g6Dmaqnr5Wt1n+UjNv3Jy4vnq/A9TObHgekFoGOPPOyiK8T8KPDIqihQAgJ66hjnY\n14UfkOYvGOQMtqAYndzpDlPiI8APgfNRY6QKpQi8B+giJT4W4hkmOztIX+u8ewoUAIBUdj8NQ8/9\nLaoP9gCLUX0xD7gAZYsvJxpAeWt3f66JzD8k2P25JlrP2hK0H7VzrVaOrOqmpambloT16SUIe+ef\n9ItW2qljWtG5gdblLppbu2ju6aI5a30655Wdeetb1MtXqJe/AXLsUVXAmbrrollDNNcPgsnM/V+J\nz3+VoKIEvAogO+iUHTTJDhLWp9uifQ1wOSpuchZQB7wB5eauwZtS0t9CYdHPHamqS2cR9NQ2suKs\nO9jceGWKmBKQ3Cg2Dd+XJk7XB7++/RjU5rjZ1r4MqjLxBpcEWN1GK4CrNefojq2x7hEWpk3jNute\nprUmUNGokJz+QZJgdc/hB/6TamPiFXdAK+AdGpNFCoCFvhxHO2ewjLUkGSLFeH0IO3TPttz2/3Wo\ndcIec34VwTGZhSKA1akpxeyt/2dgN1XjOZ1xJZtGQd+Ss7ay6eKVNM3uJSEkTbN72fShlQSigY2W\noG6Hu3KXS0D+MCnWAfWoEVhLmgA1cHwK6r/xcSnd/C9FIv2kFbRfJZSkFVBRAiooxggqBvzNKKHw\nbYx7AOYBP6BwYbiNsAtFWnaecOGRgarmLKcu6mHb/HxOQZIB7o6jYq3Jel0uXng/VmjDMcuB7Sjr\nfJXuXIfiYIrH11UPdrMIXobylASCSTgHLsI9Bjdw0agQ786/hbmQGz0o/FpaSyFQaAVlkaxK4y1o\n6NrjhPPZxmz//x5pOQjj72Fk1pSTPSyyOngLRRPI3CQX0jkia4q0gHkj+a+OAh+gX+ymX4zQL3bR\nL66hX/jOS4pa06WL5ta7b7+0btNlKwqIGwCSU4Z0a4E7copivUxYCiMh+t9LuRsffxcCP0aReP6K\ngYBMUtp51TTQd0u+HoaqDZDDJ+gXs+kXb0Z5tABeAX6ruXbsXqpSC9pRx1JA46G5HaL9RCHabxai\nvVeI9hEh2p8Xor1DiPYFYa5XQbyoKAEVOLFMdvB3soPfyg6GZQdPoBLochhwLAzXRFwo9ItoUi/4\nhkHISrdxwY/AZzrmKtO5GsXBDX6t7b1S8j3gRecPfvowJ5yjKEthPKzEhCKrl4syQYR3GMzCnKO0\nVPHCBZJUhqqjIe7jRCnCXrQCtBzIrMKbUtHPfZ3PdgfjlIaXkRJJGH8nPcsaXkPA0AlP+sfSeFAC\nYVpiuCiM0VbheQrweaAJlV9zGvAN4EY/145Ky5izhE+bNpwyVZ0myhgL3/9eyl1c86Ho+AWDeznn\n0O9TjLd5LsqzCvBBFD3yk6h8AAl8ino5rLl2oDXEIYCPmQTxuARt3f0pP8VncTtE+0zgP4FVqPcz\nFeXrWQ48IUS7cX8IQcdbQQhUlIAKCiA7OKz52h6puSfmW+oX14GCv8LXNSgHr3wOb+VWzULvZ4Mz\nHeNWSdmP9TaHwNZ2O4L0YQDlJIMhjMdp6be+jvIOw7ndNRVTf3H0L+83HB3Eje9boPAR4wzAWqkP\n3VgrZWcL3Z0tdDe10J2wPp197qW8FD9bWnYDzajq2GtRM3YjMPS/yxsP7Vhz2hTHNXzNYY+2eivU\nJfYU6BSVKpnJ2A55EJUjcS7k19LP0i/m+bh8VA9R/vzBhDGyL0poVaj2+eD2Dx8GZnvfF57xcHbB\nvYVpa2ccfpZqMs6zqlAW/10owoJDwMPAIurl3YY7+V5DNAJ4oUGrPIJ4KbyNYXADShkGuAmYgyIT\nAKUM/LPuJBvVbeGaX1EEYkeFHagCV4g26lGc+CehFr3TZMe4ImCvKrj8TXftv/WiVUyvGZiDT45f\nLXvRGPAfwO6CQ0NRQMbBK69hllkDqDjfeWzmJS4CVADV6wAYZJpy6/q5v096TTvSqMXUT5iBtj6B\nB9PPOmyMR8DnvJ7Bdt0ew7GebTKhRO/QL3OSuW/CsgOlROtYompzdTaTZ2MaS1SNVmczy8NUR40M\nPc95bmPQswOlxLuB+1GsUnZk+8+bm/jN185kaH6RjhqtGq8XhWRIvnYTfLPB9IvnUQINwMXUyx9a\n398HXGx9v4h6+Yjb/aKyxdgrIS8Y3Mu5B58pEICziNHfzDjzkJUUHpzdplQUnmGrV2ve91htIRPW\nJf33mxbJwPUw/I4HF2adHErOsDMZmIfEjmwr7/zqPRwaTjCtWvKTz3xUvq32HgAh2v+IYmUaA+ZJ\nufaVgnN3uqz5CyvsRHGi4gmowAjRxgLgMZQCkAU+qlEANgGNS87aKr6x+JOp6TUDueRC5Sr2SEQr\nioscIKNRACC8BSuSq9lkBQf2AfvyCgColLNtwLYCi4sfC1LQZNQTULSeOqTxkTQbMK4+SB+69WvY\nJGzj/d3ClJrpam2mq6eZruxi2bVhsexa7fW8Ll6PlUKQwi6o/BM38Qbm8QbODUIPKn4uWf6lDtlz\nUqNq9EmNLP9ShxQ/LzLIlMeap/F4AMs8KvzewrgCcIXVrvOBsfrH9vGOy3+tu1PUBF//seXjCNVf\nnkmm/aLVFmc+y8cl/czvqInR+eP2JOfz5MwzGUjUIoExUZX+9cyzZE9dQ8H6HJDdpjSJ2+ETkIve\nd/VQhjPbd2Vy18mIquJM7pBt9uFRy8FrbykH21W878o+3tWn67gRO2nluQN3cmhYyZgNcwQzar9p\ns+T/t/VZjaIYdmKyM4UdN6j2PqSCVyNEG6ehUrQWoLT1j8oOnNzf+UV4w6I1RYlojG/Arou5pQjk\nLK0mq1BYxoQ+DFYZIWj1IYzqBAs/LDoNoIRtKy3QaIV2HOPHI1CDCjUYpLifVgUUsP3A1Ie6DcV0\nbKiKvtZ4yKIPjdpP4VjJCewsll3ofmumCw9KQ5Mg+S3rnx03Mh7vbfbKOKpgLp96Z93mD1xZs+UD\nV9iPqqF4rpRvI1SCvvu4KSyIlHveIdLyHuv/j5ESfwDeOHvHIabuH2F0Tp4VNg7Wk9W4rw1x9pdZ\noegXONphXw8+Qb/4OcrK6ZVs6kT++ezFGAdHk3X0D7T6EIoL+mdPcj57kvOVRV09j7Mui6/12XR9\nC/Gw2dT7GH/F0L7XZP9wIu9xkkYvQykZeIx7ju33UqPgXS3Zu5Ubd31JLhja00CKHnwUM8uj2FOT\nM/DhMiY38PLA+Lw4oQYgyWHuFm1soWnhID07c7/qQuWC7DkVREDFE1CBjkXgeyhNfQHKovI1Q8JS\nfhFumGWcm4E24JAUkG5YzXhogx1+mTJM7ZfAIC2oFCfnP9ti5cfqbkuq9ctKU8jzHrCfAiZLG70Z\nzuugGI1iob2zKYQ6BSB3D5Pl19Uq7JJ0Fq+APb6B5i3K30h+MrVkylbd0YHoUqMiUOJdcVJoDrWk\nxOWkxDRS4q+wAuKkIJOprerDnIwcHHqPhT3UJ87+clMo3PJxgiSbKlhWVrlebDl8w/TBTRe3HbbT\ne1reVU+vqkfsfXQFybv/vRHQoux6bq3RGzr+vuOjOQ0CN89uWShA7R721r1b5J1PrZANQ3uECJdQ\nH8bDph9X0638iERVncc9Jy196vGGSk7AqxyGisJOaCsM22Mfd3+uiabZWvm1l/qYqj2GhEc1217c\n48N7cKs6fCrwTpw+tVAVma37+XkfENKy7nKPQeDTKArYL6BYTgC+CNwFfBi1AI9XkVXQXWczihrU\nM/7eo509mPv+ChT7kDbu1fIEaH+7f2fLMkO7V/AGozcmXH8bqq72ZBo59VBP8T1s8a5dNLee/O/9\nHX9+V0/NrB0HmXJojLG6KjLJ6l21LwzfEKYqbw62xLviSuK60CZzNVcTbiMtr/E+LEbEmBPgWr24\n/367J8QOCTwL/BkwDDwBfIV6+WjBUYWeof2owmJTHNfRXd/3WqqJX6+j2BOgnqdc1ZjDxv6bzr2f\nEb6MIFNQ6Tx0DkicsOfKoTyZCXJrYQedjt/z34e6mcPTiDMXzzB3e09qoKmrV+1/buGM/S65IIa8\nCrGTHva80shf36q+eN08uO9v4SDqLT6yDfb8IXf4+VKufUxzjeI+msCq7McrKkrAqxw+kpic+Jns\n4L3WufmFOVecxhES5G+BLzF8JKsaE1VdBOZacgvjqSgukDoUR8p0lkahenMkpu5HWRTt1XZ9Jdaa\nElxDJCIDIGXhRhBHwq4bXJQ3KSUJt/tbSoD2t/t3thh/4w3GkIdw3ijDBpqVgqoDWftXxQK4qsr7\nXZerLyctvx24TYRIvDMnhYKyfM9EPcMu4B7gdtIyazi+dEhpBKLwScH6pOz++42KoqeQrheE/cJX\nMquh7aMo5aJoHYk1ydwNBoUYf/2mP/cHpFnLABHfdzlhMLyFMxz5UawMczcrBFU/y47f2yRgh3hv\nYietSLmJd341yYEhmFYNj38RHqtSavK9t8LhV0AkQGZPlHLtK7EqRhX4RiUcqIJYip1se3qpvPb+\nW9NHRurSlM/t6hdeibdG16YLb/24y3k30AV8G+iiN+rC5Qgfmgu0Oe/vUwEw0WrGFfJS6ph1r/AO\nN5ex22/GdpcgHE37DIMkixO4izfh5bb/r6O4Ku+aCHSYQd+dsbYEaTmHtKwmLWeQlm8lLTdOiAIA\n4zUe3JOaPeERWhMlVMEtlMgLfsOadPeYisojcqsXYUY81KtR1gv9MR9mThzvOzCihDXFm/Dv51ra\ncdM3L9+lXvf2T48q2luFaO/hDe1b+HL3IO9fqApWDI/B5x6Dp4dg5xNKAQCY/+eDNgVgwusavBpR\n8QS8yhHAE1ByWrNI8LAA2qzipmcNREHq4iGIIjDGBjcrufUZ2YJfBk+AZx+70Xk201X0WzctnWWl\nn4sSApES21E1VAFOJy2fJSVmoyzvUBw24jsUIoQnIFb6TT8wUjJ6hT+UA2HbYA6t8IJvr6qdKtSB\ncBStcb37UngCJiLcNMqcBpbesiW7ftH1omFWH30HGlj98Hq2Pb0UwtB3+gnV0by/gZokK75wB9sW\nLc0fLxe63NvHeBei3dQvB4CTi65ZWyd558Wfkj/+81td5JDJLXccB6goAa9yRMkJmDQIsEnFKbgG\n4Z4vN9xCaVAVfSMrMOVQhErRx4Hj4aMirMCYEs3AfSiPbTuq2M5yVFEuE3qtaseuCNUHMYXa+IEp\nHOfNB57e/NqhvuW6dvsUkP1x/5cKZmHWicMoZS+wouOaz+A3/r/wXZvYuXyNtTzizgkoZ7hpv8/+\n8BEONni0dktyylB+bR4YTbLi3+5g29NLgwu8fpUj631mhWjsm9fA6pXr7QoAxGAAEaJd35ZT37if\nabUz6ftDNUOHoSYJp/wZvOHt35H/dtLHYHLUNXi1oqIEVOBMYupDMbwUJna6KABREnhEGxcBlwJv\nAV6DSpDrsdpwk+zIWz3NMCctFm1Sk92CHxdclZ3nxeojA3W3JGsHU3ueW0D7129Ib/7ulaGoRSez\nIuQG3Zi1fvIcx2VNWEuJC1HVJ06wfTuEmabWd+Emt+cI8oyBBWsfyoRJkL3wxYczyexwKAGsbMXX\n3OAvJ2AUWB5WuI38nHqjig7msWZSfKN4cSbKA+Q/j8M7Z8MgtPcdWCAbv9q3LI6cgB/uah5Z8+P1\nv/7vl96YwrmnfpQ/MpebKYEBRIh2vSDfsgqma0tp5JWeiidg4lBRAiqIhKhWVdHGQ8AHDD/vBs6R\nHRx0vUjASpabpn984wenPHTVyYnnq57Pnpx58Ohff3PFkTvLy2RSYpiUnTu++vHNK5beFdqSWk6U\nU8HwO47L6kVwqcoLjKBXBIJZZzUI8oyBBU43r53CBqBhYH6t2HH9afnKrzlEqQAbi4XcL9wE1n6x\nEbiawjWrsEJzxLkYyePhnwlKP9Ym2mpvRxzeK//eGz+eAO1eJSVSnByy6rJjrDV+tedg34HGMw1H\n76aN9ZzIl4nZiGH0BHzsBhDaWZu38seaLF1BIFSUgBLh1ZLpHjW+WrTxQ2AvioZyJ3AWcC+Q2/0/\nKzv4mutFAngCJiK2OYdyjwmtEP28MOVFTDiVqx1C0MoZ3MVKpvE64ESUPWuMA9TyU+AmuZBfxnY/\nn+O4rPkEKfE74GzrrytQ8+LtwIOoRM8c9WAOsYzjIM8YWLA2z9U0ak7m5+VYbRVPfv3MAkUgoicg\n3lh5E7yE4ImOb/emlPSTt2AeaxP9fDnEl8vgvz+8w5p60PTN3oOnZBbctPeKULTSxftKGkVPG35P\nDQErJ6CYttmHJwBePTLTZENFCYgIQzjLK8BJFHI/e2q1Ex6vGgJip0ssn1uiUe78Nk6QHRx2fPc5\n4KvWn9+SHVzlepEgi30QhSFGTBpLRwjO54mAEPRwMY2sdz3sBrmQ/xvL/XyO46jj3RPmqrxJ2zE7\ngDdaf+1Bbe7BrJwugmCQZwwsWPsTMPMYmF/LA0+9L/en/5wAjQW4K73YqADH6gnwEoJLMAeFaD8R\nuAH4EGof2g88BKyVcu0eW9v8UEqOoY95V230GmtuzwffB96FUusPoIpSfoV6+VDuoNj2wbjWet37\n/AmwFcmzCA4DCQYZ49fARtf6HZr+t+UEBN4P/O4rgffUkNCGBJ36RnjnYqieav+2YuWfJJg0m/4x\njGuAy4HTgFkoGr/5FCoA4EHDZXOrF1BkWd9PZkSq0ulUACxMs/1/j+b3QgSrZBkfrWUw2rwNxEcL\nFwUlrUIbIxroBa4HFqFKlhXXXL3BtcptMPjtl9L1X8CqvMBR4PWB6RE1VYwprEgb5BmD9kegfko+\nNwS2Of3aWb3X4FUBtrgfG4FNb/7U07FVs/aA1xoT6xgSon0m8J/AKuseU4F6VBL5E0K02wVYP+uQ\nSS6QPsea6TkEcAnjBrK5wHtR5RaB2PfBuNb6QorMh4BPAk8gOIjyx42RBN4DdJESHzNeyapgvH9w\nVlZKkBIGj+aj+sLsB373lWB7angUv/vdv4dfPlhMiVxRACYFKkpAdIwAtwNvRsXovs3lWLfFZ7II\nif5gCcDZd4uG3ksa5JKHt9p/Db2xijbqGedCHwTu9nWif37weDZgg6DhogiUmlPfL6JwnJcTffwO\nxY3zPHAthduYQjXxzQ+//RK8//xziuvWgBzuRiUEPwb5Cql3kJZDxvualVTzWpMSrYffP70u854E\nu1uasM1r0zMG7Q/T8WndwULS20J3ooXuprw1WAlSq1FztgHY4OhT7fO9dkvfRZi5/+NElPoWYXAD\nyggFikFqDkpMBaUM/LPtWD/rUNQ1Uvd8OewBFqOKy80DLgAet/0e5z4Yz1pf7zAy/WuBOWIdxfU7\nPK3s06pHE0KoUPm5dfvZdPFKlpy1FYLvB+b3ac3/5085OTt35KV263v/e2o46Mf2/z61SnbQJDtI\nWJ8VBWCSoKIERMcy2cHfyQ5+KzsYlh08gQoH0sFt8ZksQqI3bAKwANHw0h5x51dWyNYfb3ErfOQJ\n0cYClJBzEsq+8lHZEbvVIq4NOOhmNTks8M4NbXIVdbOj8D3VG4+LZX5Y47W4SJhjHPs9Lg9vq7vf\nZ3kZyIyKKUO/nXnO6LVvvFVWLR67yFhMx11J1d9nOw3ApunDA6mElDS92Mumm1ay/N/vSpue0aOo\nVjFMXjtlxfY3L1XfdTiercPWp8a1tIXuTkuhKFQs4oX7GhPjHBSiXQAftd3jy1KufVnKtd8A/mR9\n/zdCtM+2+idruJR9HYq2RhY/n93bu5x6uZ16eYh6uY96+SD18ke236Pvgzml+x9poCafcJ1DOGWr\nXnZSL5uolwl+zaO2X75HWg5CwdzwYhHaUDe1sHvrpg6yYdEaCL4faI9f3nvXfmDTnmnzG8//y0fF\nvpp5iYTMcPXu2zY591TRRqtoo0e0kbU+Q3tXpVyrXx/V9xVMQlRyAkoA0ca/Ai2Or11j4MrKXBEV\nJYirF22cBvwYWACMoRQAz4UjFF1jHIwRARmJJk1OwCSE6R3mE5t/TCOnGE+PPyE3TgRJkvSYV4HG\nkNu1doD2t/PJ8FIMfPBh4Xde9ot9QEpzhTT1cu5E5f3YY9mbBvr2n3P491TLzBxKSGcpRPtrgT9a\nfz4j5dqzbL91o6zurPvsT9av/ezPPo1eQPWVUxE64bxf7EJ5Ko4CN6P2xpNRSsptwG3UK0Ek8j7o\njLn/d+BmJC9A5OfIQVO/496RhbddUrPzYwA3D7310KcHP/i3RsHXkDORlYKq67NL48gJOPzv0wf3\n1s5Pvf9tP2ZPsoHq7FG+87uP0vrctoI5MKH7UhnrjlRgRkUJiBlWOMvvUNbsAto3H0nBE8th7RcB\nBWA7dAwAwB9QjCcp1DO3yA4e8GpG2Ys+2RFC0Jgo9oPJzLrg5x26sNUMAR8v+buOgiBJoB4J7oG4\ntN3m6A5DsbgzqDWe45jXE0pi0C/Mm1a9FBNY3bjs67cQ7W8HfmH9+biUa99t++0eVGFANn/9vvTH\nPvK0TnHKAFeU1BPYLwZwt47fRL28Dgr7ccG9eznjH54l+dwQmdqqdPVgZpXn+ysXM5GmfsegrOab\nw+dy3eAixqiyas9oFAFDG4+M1KWnNx2ZG7Qp1vp+C+OKcfpXP3vLnAve9oBI18wlOTZA15MtXPDS\ng+CYyxPGzz+BLH0VFKISDhQjNOEsl/qNgQvsVp9YhAptsVkd7G78u4Cfoxaw/cD5fhQACxOZRxHY\nZS476Iw9LjIlmkmJR0iJ/aTEGClxgJT4KSlxCRj7fFMUl2/M8HyHlqV/KvA5Cvt8Z2wKQLAk70K4\nx/z7nyveCe5BQiXM9zWFo/hs66QnMQhGFBAXJmNOV16hq6nJzDEckyhDKKCdJONBFDPQuYyHCX2W\nfjEPxvfBpi196XM//Qx1e4cQEqoHMyncc65yKH1Yrarf0UlhAT9qyHB6VZr6xGFwf/favWN6zcCq\nCK2yj73Uee94TKRr5jJnJM2jvzw/pwBA8RwP31/+c510mIzz5VWJiicgJoQNZ5kIRK54GlKLd7E6\nuOFnslvc4WwvadkZiK6xFK7HiXZnpsRHgO+6HLFcNMt1TOJKjEEpN8VOzkZ52gCelQs5PXIjolil\nvDnhYyucFNATEPyZfBbyGqyfln1m7elVzkJeuIVsGOZKKI+CVziQA+XwWpStBoEDjnCgHVKuPdP2\nWz4c6IEtW1784Hn/e5LmEqXn7u8XzzOe1XMx9fKH1vf3ARdb3y+iXj6SPydsSFc5PAGO+h3J/Wu+\n87bqPeLBGVupERl+N/Ya3nTwKgAp5Vo/FZX3W9+GCh0Lsa/+THbwXo9z3feHqOtahGiCCuJFpbMD\nQpdEI9o4F8VwsAA1Ef5mkisAm4DGJQ9vFbtbmhoz70lsPTJ/+j7f1s/wlrbA1piTh56bhznB0Z+V\nNTiTjz/4ZyQqFZbb/r8OPUvFZE84N9IJip0cFDv5Z7GTBWInU8VOXgtcZzvmj4ZzgyKKVcr9XLPV\nnRBWNP/epzBz1Jy0C7b5k+wfrjr308+w4N69zivox5Rh/v3pU40bdd/78CisAkYd341a3xegjF6L\nsiX+C9HeKkR7j8XJ/hhwxPrpz4Von2o79A3W51jDKQe/TDlZwexWYkWd7QVn28KuW6Vh77J7CscV\ngCHS8p4hpvT9ZOy1/MFytpxT/QJzxAC4vftcorEK10qilFp34gCztzLKWh42CTyqJX9yEGVUUPEE\nBIEhiWYYtWHWojT6i2QH/zUBzfOFXHz1koe3summldSNFMz/ksbkhbE6HJk/fd/04QGd1a9X/Fyu\nxk9OwAQlCpYcKbEduND663TS8llSYjaKSQZgh2iWM5jcngDdnPKDAeCv5EJ+HbkRUaxSYQo/RbCi\nTUh+h2H+OAp5QcAqwYP10zL/vmORNhHZMwnUq+qthXIRLpQrJ8Cqyuq8zxiKLhcUReiNKOHyVuu7\n70u59hK/fRYZ+vGdw4PAUuC1qJJbJ6DY9E6mXo5Tb0ZZs02UiUYAACAASURBVA3PqfUI9d+Ppq3O\n4mluz3PFvJc/nzij6sVvPjBj67QakWFUJpj18pcGh5jizYrj13Ph4qUTzXKD6Rp+1vhQa0rUgneV\nnIBJg2rvQyqwQaf92tnL5wC/FG0Fv+ddb2ER88bfALDhjjVOBQDGNflSTUKT0K61OoidtGZGBnUK\nAECDXEin2Al4hzZNdmt4WNwBfBDl0buMlLgJCmL9HwCewavPyyUcaOB4hyaXdhaVwDhmte+nwD/L\nhfxPTM3oM9zbj1UqzLluVjTXfrfmvf4YP+8x3LvWzhOrkFcObtZD7fm1LwybqtJ6z0vVZj9jtCxz\nv4Xuzi6aofTJ0rqxU41i3pkCfMH6l8MLwGeBIH0WFbo25vBBxo0UoAxonypQABQC7RUF0DynRklr\nBDaNiarBapnxmotuz3P3Syd+tfCLkbMODzHlKp+0mH7Hp9uaEb6vADa3F3/XsdbrrFBrpmjjIuBS\nmuVbpmZHZHV2TJ46uFu8L/3Iobbejs+dufuZigJQZlQ8AQEg2ozxy26IpATETeGV8wRk3pMgoX/3\nJY3JC6LQiJ307G5pamx6sVf3s38r/vHqCQAtSwWKNeebwHWk5VHXPo8xZj0qguYHxIZS5gToz4lm\nRQvbjrDv2t2Sn8BL4C2FJ8AndJ6A+gdf4PW3/XF47n+9PIgqWnUEeArYSFreG8d9SwUrBEg/duAb\nqBj7epRX+iHgBinXlrJCbDHcxjc8C/wZSqkXQA0mZTTGnCuTR+iS/vtNG/r4XDR7CkEpNDNR82gX\ncA9wO2lpqsdQCP+eAFdvZVhDocGzZGY2Gm93qLVEtPEQ8AHDz7uBc2QHB73aXUF8qCgBATARdFpx\n3zMXfrG7pSkZWbguMcROskse3iqcYUsDNUnqRgaX+t4QjkHXo69kRsVScT8ww3F6FpWk/gnS0t2a\nXS5KPR9woQKNtRaAdsPsFji/8z02glrXS9Hnfq4Z9r5R54/h/D8ta9j8m5vPWq67blwWdKcFeP59\nz/H2Fb91O2U5afntOO5dCgjR3oNpjsi1TaGvG6e32WucTYDhwZS4fcGLj1CX1RbdHp8TpTQi+e2L\nErUh0ngK4VUUbfwQ2ItiBdwJnAXcC+RYBj4rO/ia/yeoICoqicHBEDaJJgpidWfnKp7+/ce+nB6o\nKfJwlvpZEDtpFTvpETvJWp9uCXp92xYtZcUX7qDnpEayQtBzUiPXfurW9P9j78zj46rq/v8+k6VN\nulE6bU3bJAUFIUApAgKCirL4iCW4EJVQkRYKPIAsiiIVSPMgFXjkBxVQoJIqlFRNH5RQFpEHER9U\nFmUPyJqkaUPppIW2WZplzu+Peye5M3PuvecuM5O083m98prMnbuce9bv93u+38/Xk/CeG8pA3/AQ\nzLiCEQXgDIyF5DgMt5n/AO7XeNxocpXK+PiypUytltgGebvQsCZlEzU+3fpVJt5Tpx39tXXQ8WNz\n/d43t12oOh6mC00q9fJHf91mdTtZhjqYftQhMW/yytUV/OliyUkHWn8O1HcyQCPs1r+DBpX6gdIY\n0jJx3xjuYzFz85J+9uhMlcH//O993gNYKBu4QDbwL9lAn2zgaYx1LIF9Ne6RR4jI7wR4hB+LSRAr\ni9+dAK1nZpni0mtyL+v5p/3pXpbf+SMq3m+nZ1xpbGJft3vimDEK7WDGqOjD2E7vJSZLLcdfBhJS\nwnRiMmb7sFG0EwAh0Ne63d/reNKgYfVlOQ47DiOTOwG7EjSC6YnJeeqLcwPlvNk3ILm6GR58xRgj\nev7n6vtnYofbqX9nwh3OBY6B20ZwsPNYzDUddIbKkKmdJU9lWMyVwDXm1ytlA9dm47l5GMgrARlG\nUJ9+P9fnNBW4A/y4e4gWahc9eNeKW26+KJpNJqOw4EeodeQcjz6w0HK/IUaC+88AmoCjMHyBizGC\nBZdgpLZXLxxZ3JrPtICvVQb7uB4pGxQ7o1Fh9WFdBvw3BjXrreaxp4nJI8MvqUdkMiZgV0JUVAO/\nx9gFr8dg07G25/XE5A9zVDolMu0m53lMBEWOlNGcZrkepfAdExDW8xdThpH3Zab53P1kA9mNYdnN\nkVcCMowwrCxedxJylgp85PnK8voO/Byjgb1edz4SsNsJmLu6PXb4JS+Wkr6VbodHgWNUz1coAsGt\n0g6WKr91ETZ87ASMHctx5tiBdi1oBNO7XJ9Zq3DK/U+/8p6KxhMXZixgPuvrRV4ZdUS2lRVTEUhe\nr7OjAJRjrFH7YcSxfUM2MKoD83dF5JWADCPrVpYcPdPybPsJ/jJbGkhni9YYzS7o14Jnt3X9lYqH\negp7hlSUqX0YdZzKUnGZ3fNDV55cgkezFfTrBs+7ZGPJcmyU9SLgEPyy3owhJcGXsBQ0mD7TJAOK\n+/cUl8izL18p1pxweurZYe0EeN9tDio4jqF+lk34yTeRKyF++Pn+XKT3wxhv5RgxbN82fwonOD0P\nbeSVgAxjV2AUCuvZXGbLZ+xsDR67OwG+KS9VAs6p0QdWC8X9JEihUoayqTy5tFGAXaDw/WDNReuY\nI56oOL3m1/E9p3ZFhHAQIoNajlOgaNt1wAKCWP7CiF0YQxZa38m5ouJ5RjK+noHBTHIURhKrYuAF\nYvIQh+tbcZuLgvRZm/u3zyiXlWvbrePH9y6aSmhkUR3AcqSsoGd7nGf/FOFddbxB1l1IdiOFwWty\nu1HgzuOqQCqUhJXAJRhZknuAGoys0qPOhXl3QF4JyDBy4Z+fy5gAt10IX37hY5DiE8L35e3Yb87g\nnNiGNF71jujsoTmvd6Qn/gtReXJtNzceaz91kcF21xYiw6BhdX9uKrzTZIYRuzCaAocVgl9T2clY\njsUB7zkGggbTuynWwelUlfeXICNPynYS9bH2n+uoW5ekOOoIfU5Co/m/q0CZ1WDSMaSYhgHHeDCa\n04wluQ7sdTM42sgiCXQBC2QD/8i1C/PujFHrSrGrwBS60yjAMimM5+KZFtgJRO1gUJTKKubKKiLm\np3uZ0ikGh4ASYLm56I5WONK6eaRL5fLzrouk0rp2jyvl8vOusxvHodDKWfz5kykEk8vr2O4+y7Kc\nzFEJ6t47DBrWpOeWr+0oPWn+Y5w6/QFOmv8Y5Ws7Us/x846Dlv9/S0z2kJw1VSeOZHTQxY4IfsP9\nLY5YVdGzvsFyTD/bcFTUEhWtpoCduK6EqPgWUTGeqPgcI9SEA0C3Q+nc+nnQPqu8v4D2xLzJAfVL\nqVu3iNTxaAj4bnAqn27Zs9lPMjIHiMXUisW0isXEzc+srSNNVNc2Ud3aRHXc/PQyj6Yi12PW7fmq\n9ktgGvB3sRiJfbb4XFBV71bIKwFZgGygUTYwVzYQMT8zLozn4pkmMsNnbCgCSzHcMAqwLH6ZUgS8\nCumpSORkIFUZq6JRU7BOQuOJC9tTcyYs+cGdNJ64UL1AhJcfQWchdmx3p7pweG4mFzjde+9vfvYS\nk/cQk73E5OPAG+bx+USFKk5DifK1HRWHXfoSEzp6ERImdPRy2KUvpSkC5Ws7KoYFV+PTre/diWEd\nB/gmUVEKSX3pIY3ieRVAMoW0/hZBFh+4/d/jNK5NLms0TaGw7pjdjTGfPI7hCgRwJzGpzB7VRHXt\nszcfPGGwJE3/sM5v3vtsp6ilU7TSKeLUM4EC+h3uD8EEY6fy6Zbdfz+xKmR6/Tr0OcB3XgRrOxmf\nntcduxwwb1z10Z8SFY99ddaD0742cx2n7P0wn63+G7ObN4Lz+pnrMev2/KBzdbbnnt0OeSUgj2GE\nYR3J8C5EJi3DSfAjpKvgsPPh512Wrjnh9J69mlop+EucvZpaWXPC6c4KVkw22ibB0of7QqyhcPjY\nBcrkAmd/73Atx0mYV/9avLB3KOlYYe8QB/349eHv5Ws7OOySFyGl7zkKTDHZDFQD24E6s0y3Ygi5\nNwFXaRQvUwmJvELZ30rVmV2tUJXVzhLZh8HwNIRRZ88A38EIrE5DQnhrXVgRfe6meXTPKUEKGCwt\niJHcz7312dRdj68S5RokJcSwV9yDCMZO5dMtu79+kq6Q6RhxMjEHeJ97FbtTwEofikDas+f8fkPp\nvr9453vAcQX98YmRIUnxtkFm/K2LTy3+J4df8Pw9Dq6BuR6zbs+3a6c22YBI/AGnu9wnjwwhrwTk\nAYSbNTKDuxBjfhvaAs/v4tOaHgb0FuJwFA4rMrnAKe996CUvriMky7EKJZ19yjm3dMPILQ665nVZ\n2BdP9Qt27ntG7EIjycHLYPi/7w+UuRZON3tpCBZRFyj7W0+kRHV4yFpWhbBkN57GEZPTiMlCYnIy\nMXkEMXkrMRm3OX94Plh/6hweeuF41m4+md+3n9Sd0s+99tn0eeZkxvEM3Q7jKIhg7FQ+rbKb8QHp\n85B7TIIvw4dOmTzCzzoS1npQUb62A6s74P43vWn9fRkpWazn/rZjPjbw1BYp43Zl89m3ZsHop9en\ncuvCvFsjHxicB5D73AJayCJLUBBmH837tzIKKDN1kFOO/wxysispJqMPLEfdLnY0rD93EBzTYdOH\ne8rGDz348gkRoP3U6AMVKhYonFidgrLe6CJooKZ+LoOkZ8QR/c9OOVi2l5ZbXYJ02IBaCWHO8BSw\n6aXP+sieG5QRxolSMqN0k37ZykJmB/K11oWU5fjZ1fM3H3LFK1HrbmA8ApGRGSQzuUgUY6q7v4Ql\nf1jJmheHqWczQh7ih0JU+945pkfdFZBXAvIAcpdbwBNbUBZZgjKepXOUJM/SxWjI9psV2AsqAKcH\n7mc6fdiP4BqU9UYXQRiEvCgQ7uxAunkBQpkz7Kgb+3ZEYt+a+IfpuvdJg8/6HJPCj12//giSP7Ew\nW2w/vtjzQmLOGqwo3KzK9SIZnnQyk4vEpvyDQwWc8T+/tioCo8fo54Jc06PuKsgrAXkA4e4E6Gr+\nvgThTGfrdC4bGO4H7wNPAzfIKv7u+ebmO0io2BCdHb/8vOsiZnDvUg4A0hb3HAjbWapnrxAtHA5c\nCcwDpmNYuWMEaQ8r7AVwcBAelbsKnQ+Qeowy2ehat7qCa/J9hhhxXToDaMLYCXgEo44GgCleXJeU\nCGIRzRUFqY++nCpkn3tn67pjF3UtKSgcdgOjr1uw8rzKnX9dPW2xb6Fjd6LAjIpaxrGanZb+Mx7D\nAeZL2aWh9WydDqudnHZDjOR+oeQiSYP9uKW7v5Qlf7gzoQhkPKFoWMg1PequgrwSoIlqmtImjWZq\ndplJOqzcAl7uM9pdYkxF4GcYVGYqDAJHyyqe0b6pg4AnuiR2v2VVERjFeRlEC2cCq2x+9t4eqVC/\nuxVp1ngV939Fz/qdh3/4ooggiy2n6gsN/hQFJ9xGTF7ofpoLgu0EOO2ybAL2BD4AXgWup0w+4ruc\nAWBnYfzsGbGhr9d3TppW0U9XezGNS2fx1JppEFToCODukvMdAa9lXyni/AzBe8BHgIuBLwEe3Wpy\ngjDckuyNDJbNgGH4ykWihP24BaB1ayV7/bQVxtZOgL33gqwb3X1pFCGvBGjAVACUQtEuqAgE8t3z\nsqOQab/7MCBaOBr4OEYwaCewN0aA6GHmKStkFZdo39BmEdhRMCE26f0d3arfgDYpszgxj+IMzaG3\nhwqGgH2vza9p/ssqV5GTNj3GBDWbTTCLZ0IQOZFKOpVnhBO74Px8fxZRF0EkBddSJq/0U8SgcLAw\n2iEnQkfO3SH89IVM7QaN0p3LNKiV9zgjJC2ZiedRt9VIAaSg4Mr4mMrQm98JCAfpWUbzUMGJGWBM\nDBgdmIM/6Pt4YV5oRz2IRw03sKziKeApy6HXREuS0Ol1m1ZNfzjUE2UvpvGu/jUZRNYT0LgqoBYX\nKvP3PnORD9oe6YjJRqLCLkBY1TfT6sWBztJ/HVoX8vdszxpHTCppdEJBmWykUwAsl5KKDdtmxy//\n43UljS8uXA7Dc4gdlqIWRLqAM4EnMeIaDmMk50Eu4LWN0vqE0j3MSwZo0BFsc70uaT9fiPramuJX\nb7q6fPqMA+KbEd3mmR8HTgNOZAKdotaXC1S6YJ2gHmXUKQLG3AJGEsJEbEBCATBykRh4nKh4AyOe\nx8hFEiSeZ2Tc3o0i0d7GbbOGGEMKgAnVfJKnFfWIUWFtHQPIdVa+sQQ7AV4oaMiywnEcVnZI0UKh\naKEKw1oDBr+4nWuKHZT1015SAYfbCj7hKEX6iXo8UxAGSazmSk9rwy++Y87EhSG0hx289M20erGh\ns1Se6wEjQtdHbM8J6jbgTv9ZJhvFj+TSyJWyt/yGjoLGFxfqUQonU5Ba8Q3K5DrK5DbK5GbK5MOU\nyT8Geo9gsKvDGBp9wi4hVEpmWGfoceq7r0vek3N5gda6KER97WnFLzf8blLTjAM/2IzYxkh2hueA\n7wF/IIo/3n0ISt+ZecpbFVQW+VBykdjCGH9noOjDc6ZsOGOMKQBBqGrzsCCvBOgh11n5Rg00hL2l\nkJbxMoEkQSEbvPdh5T8w4xcGMPyVD8NwRTleVtHisUhLuwuS5//uglKW7n8tlBIhDKVItfB7S9Tj\nSTkLIbGa2yKe9vvc375bOunRHfcQvD3U8JZtOa2+Xpn08Z1xROo4MOrQv9AxIlxdjBFUqbq/E5ye\n7S0hkj/Bq0w2mm4fiexoA8AX6BTv0il20ileo1NcSKewix3IBuz6/8XoCR3BhFL9ezivS/6Sc3mB\n7rq4/IxxLwxTu9b1HEvbfZOTe2oTYHk/j4Yb/0a68JKAeYGqbRMInIvEEbq5QMYIpKxrlLJurpR1\nEfNzTL5HLpGPCdDA7hIT4AZdNh+xmM2MbHWqkLXgo7BYj2yCmLuAz8sqXjLP0aLRXHzcXZuvfuOa\naEVvO+0lFSzd/1rWzDkdoI1VLE27hxkUrHV/+6DeHtRtovbz9+BjGzTA25WeVsGoMfe379JWlnbr\npPbIGjpF7aAoWFEgh6I9kRJaJu4ba51QcbGSHchAOD71D2I4FbwHSNpw84N28+H24K8dmFK4c9gh\nxA43UCYvd72PDbTccRwCPYME3HrKKWAHDU5915iATMf2aMYECFEff2DSvWJBsZEUa7+tF9DSfhuR\n7cAx5kn7APcZ7yd+JBfavpfKWh3kPcOIUfAaj+BMQ7yFTMXzZBk5D1pXl2lP4GrgKxj7qV0YDGp1\nUtatz2XZcoW8EqCJXZ0dSAe6wp6DgJBA1mjIwsx/IFoowghE/TFwqnm4WVZxiraC1EIt/aygiCjb\ngL+SsIk6BmVp06k6U1yq4JyoRwNBA7zF/2MzRxFlMqTUiaGo2bxTf2FR27jH+7+Aoj18vYgfeA2O\nzBbPvvp652d7oP8MrFx3in6gyPz2MHA6xtj6MwZN4hAwizL5fuISXT97FVsTqYnFdOvSR8CpXU4B\noK2G5rlO11qea3sPq2DrKGj5Tc7lBRqMOULUt55c9Hrl7yf9lgIhWdbzWRY98jyVz20b2ddYDFxq\nvJ/4kQQvfSsIm1lqn/eqWPt59igmXggLOQ9aV5dpCvAPYD/Fz53AUVLWpboq7vLIuwNpopmaxmZq\n5jZTEzE/dzkFQGMLVnfb1c1NKptuVKG5cskqBmQV/wautRxO+G26bt8PC/LFRBEY9p4vAAcSwz0o\nS9fFIHBQow/4rmPRQi0nMpkpkFQn+7MT03K+8ktnrespLkm1VvQUDw4sdWiPbMGr64frGKoXorZe\niNZ6IeLmpzEOg2/luz3bSzsGjeexBjneQZncSpn8J/C/5rECjFwQgGc/e502cT/HvztNGLFOWvdw\ncYfwNi79uKkl3LvKZMT8VLrLPTCwX0/19tPYFi9mWelfqPyqqQCMB74FXJj0ft7ce7y57qVipC4e\nxMhZ0GneRa+9/bh+ZSUWLscIwyUubFzNiAJwAwb190Xm9zLgxlwUKtfIKwF5ANq+87qLimqSS0AC\nFUECdFVwUGA8+7enxDw8JFo4RbRQLlooFi3sDVjdFN42P3UWrvSJsQj4D7o1grIc758od9vMCrsd\nGK2gxjQ4BBYmnmmWIU1Id723geVERhIwAUadnMB22UCjaKH2nMt/uejsy1eK1pmVXHLhTfzyS2fJ\nujPrmsSTcq1De2QLXv2RHceQKfCnjcMkRcBd6LKD2/jVHitmf033j3dLuJQQMmEPjfJay+JFqNBp\nE3/jVUOQMXcb0urGEztQMME2Af25L4O+8VLWNV5R8tcb10xaKydHksNkZD/Id2DD22Vy5bNnrTL7\ns3ejQkw2EpNzicmI+albTyN1tAKDYDcZbu3tPR4hnLYd7RhVZCpC1Avg2+bXHuAqKeu2SFl3C/CO\nefwUIeqn5qJ8uUTeHSgPIHl7/9DZz3H5p6/n03P/yp6lWyguGNgMvPqT3h8+vbTvJ99BI8NvCuVj\nHMOyl5oQJRReYrcEZQEzGKuSuCTQDXxOVvGsjquUo9vMZ8TC1DJaFwWn+2OhSjvtT/ey8oZzmLAz\nae3vAZas/NJZn/ri04+cN6trY8HGabOGHj7iP25f8utfJieQSnZ/6MJwzRiXei/xpDKxWWIysY2H\nSIWbK5HDe6sw3B6a5weHV/ceFzeUemF/vzoZ0FVAxwUmjIRI+s9OQOUOtBXDHagPHP3sweh3w+5B\nWu44Ou2WDXeaTEPXnSnT2Zyj4nlgPsCSg++MrZ6zMHrUlr/z8NNfZFy8n+cnz+cTxz7fJhuYG1bi\nSm0k+vw8KtNMGQbs23s3cO3xg9HG4S9E/d6MGIhekrLuYMtvzcDJ5tfjpKx7PNvlyyXyeQLySKAC\nYOH8e1j11UUUFgxZf5sOHHtFyXVPLe37yRJSF5WfgmDYImwVskeEWLUPcemitrtWED3bk8+tAk4W\nu0YP+Q9U9xHATuBDYCpGVtp24AngRlnFm+Z5w4K45dpUq5syL8KiB+/qSrlWxXPtdP/hcq854XTj\nRe78ERXvtxORsg1YagrtixjhiC4AFp3Twt+GhfV0/1ZVILFRr29QwlsmX303hpo3GUEl2ziIa5nO\nctHCatwVArdcEU6WowHs2yM8OAvGOu0+AgvPvs39MmdBc392wuUoExZJ1dhK4IsYAZEJSOCShAJg\nwq6fQLJ7EOi1ie/xylhihYtpt2f4/S5ZAUkoU72/rFwyDeDP0z/PGxP25aDtr3DItheI7txcAdMx\nDTegYbgJBYk+L20Feqf29jb+c4QwEoF6xGirl5mW/z9M+c36fUYWyjKqMDasGXlkA+37THuDlV9e\nQmHBEO0flLPg7gfY45qt7RgD4yTgr7KKRlnFXFlFRFYxl58CehScaYvJaR33cssrF0VTr/VBYee8\ngOlzZdvdp1hWMVNWUSyrKJVV7CerOE9W8abFJWY1xiQXw57uVLk9/7MVF4OL24ELnWpSudeccDp7\nNbVS8Je4tGyN+/WTVqGCl5hBC4bothNDHO8C/sVkfs8d7NSmC3VzWbBbgNtU7aFRdm9wc5Pw46fv\n7NLjP4ZFp58HcycKAruxJTFYUPoxwsL/BJxAmbw75TwnF8MErP3Zem6MVHccvXYL5rudWY7+sBEu\nDXZ6PEUCJWe3rewaN9THsbE/s2/3GwD0iyJ6CkqH2VlkA42ygbmygYj5GV4/TYl9eOeDylubqG79\nx+2HVAyOj3hzaxwDrj1+abJ959eJilo5bdny+J7LStbvceNQbfGLo53DP5d0xDlHXgnII4Gllx59\n0+D4op0ALPqfVTz47wU9H/btcYVLAh9dv9m0xWT5az9iwlDauu4neMh+AfMW3OdpIVTw40cxyr/Q\nVJSSJjzz+yoM5hPMz1UT+7qn2Tw3SXBKVcAs99cpdxA/adV9e5mPEdR3CYYzxyTz120IXk4637ZN\nNXJFpAliC/94987tJ06ckCXhyr1/hytYKwXPQ05jnWPQZuY54YPCvo+WySrK5DjK5BTK5ImUyf9N\nPUnhZ2+HCox6sO5iqRVbt3YLIuCF2B4auVnCQNjBqrYGhZUvnhPte7CEP//t84yLGzECd1WeNdhT\nOOEKn8/Sh0Kpr+jdcEF5T0fl+lPniOduPlh0zy6R0kt7+49HyBY8x7b4zq9j6fdCIOYUbC+4d9Lv\ne+W0ZbmmB91k+T81Hmmy5f/32c2QjwnIYxhb35m6YWrJB7P6B4u4/dnzti36xKqdk8btmIIROHMb\ncBtlyR1Gl4JT5ec51Bwhol7PPfncOvqQNovlaPpsatNwjpzfandvFT++3f23nzixZ2Jftz6Hv+Z9\nreXWKqsevagRE9Asx7MHtyQ98xn6edIM8j0YOMFylQRuNOIXvFr1rPkRFj14V9ed/33u5ML4UHFq\nmTKy+HqgzQwLZhDw8Nb9IaexrvpGFuHky59J32QfNJlp8EBvqsMv7uD3P8SIy5sV+vScHtBE9Zk4\nZKn+wpF/ZvJbO5LK4aU9vM5JgRBmPIgLF34csUd3wQTRMqlKNM2q2fKzvS+6qP9Xxff6epYX2MQ+\ndEdKeGjm8dZDGekvuYAfmmzfFMCjNEbCDAzejMEI1AvsIWVdv/nb2xjxSIPADCnrtuaqnLlAficg\nj2FMLflgD4DiwgEuOuqWyZPG7ZiOkbVwP+AW4DrFZVrWcxWbSE9BaUx1ocM9lXBhKtH2dfWRwdj+\n3mpXAKVF5qKLV0AAK5xmuXUsfapz+klxcSImG+WnaEh7Zhv3D181KeUu2wCf2ZqtOyAN15/dnaIA\nQGap57KeLbxOysY6KefWSRmpk3Ju9Y0swN2Sl5lYgrAs2gcBn6SHecCJwH2Gi44ZpzDsnrHjreLN\nC7/6QkPq80zFwAq7/my3puWElUQBr+XwbMX1jbB2tIy+Ebf5tY2YnBaJxQsmbdoeOeKtp8VPf/v9\n7/T/ZNy1PjJo+4Gy/kvjaQl5tdqpieraJqpbm6iOm5+jZefNCj9zmN/5ZNSwAglRXytEfasQ9XHg\nXeBp86cS4Boh6qcKUf8dDAUA4P7dTQGA/E5AHlb4SOATiMlBnWhFYmRIHGatES0cDlxJP0chiBJB\n0McQ/TzPVC6SVfzd4RmtZMgyYWddX/TgXbGG688u/olQJgAAIABJREFUJaVOTr/ynpLGExf6YgcK\nA0I/47DncojFlAHPAzMpxEj+k9hkHQD+SCIBGATJGJ1txhaFBXvnHyPyzR9PE7O3bI9PEX1EBNuB\nF4Bbicm1GSiD+25ESP18eKwZHP3Tiwb7J0Q/iHFEy9P8YM0NHPXqP7zf1ymhkuE2lvRbd08RSy47\nmTV/mGe9SxqriCp5mPk9WKIuD7DuBNTQPNJG4bWHI3uWh6JmB+q2TiB9xy5oAjyvCHEnQCsp3SiA\nH/Y8HMbRWNgJSCQrm3Xa5NL9l8+gpKKI7S198qlj2j4Y/DCuogF9Dzgynywsj90dnhL4gE++8OGn\nyYSPvFUTFcCiFEvjAUA1xUynCEEBMIECpnIYkr+KFj7p8JSwfV1d720X6Hv97T+0s461Z8Ov1CGm\nYAQ+yiEWUw48jsHAEOdAVjCZNiQG70KyAgDBrELZtcxbAkilhN6Hixh3WVwc+MFmpkb6IhFBBCPF\n2WeBJqLiTOV9/CRiGoHOO6f1xcGSAp69+eAJHq2TxliDucCEgcJiOqOz+MNnvsJnbnmSZ/Y/PHGe\nlzZ0sman/TahdIDlV6SFBaQ9r4bmxhqa59bQHDE/Gxk9iZjCKkfWd6LsoGn1tosFGELtspe9nQ4D\n6eOEAl6elJREVtlOQtTvKUT9zULUtwlRv3PJzHl3/3xxZWlsfZH1tFwnxEqD0xpt5/sPrMNLfh0z\niPj0T9xT0RNJT+xod10GsXzWaZNLD145i9K5xYiIYPKBJeLYVz66xx6fHP9HjPEzgCH8/wr45O6o\nAEB+JyAPKzrFA8AC89uXKZP3m8d/D3zZPH40ZfJvoT1Tw3IgWjiax7ifd5hGN4bIdRLwkeFzV8gq\nLnF4RnCfZhsoreufEatRWO8kyMiTspeA/r1aFv0sQSxmP+BRoBzDp/LbCQXQt1+pE5ysyhkMyGui\nunZnj1h9/Jl/Fx95fDMAL176cb770ueY3/zOlhsnPLqneerTxOSRSRcHtXbqXh8VtYOlBSsKeoei\nPbNLePnK/Vh/6pzhc3Wsk6KFo4GPYyh1nS+eOe+dsy6/a9ZzpvB/cdPN3HzLpeBtJ8B+J8PYCUj7\nLR6HgjnLrIe0+cVVOwSZssymxARswvA57gKeOPyC5/8197cd5xNg3rHGBBw9+QlqZ9xDtCjGTjku\nNj7Sd7F5WsbfVdvq7XWnLgcxN6mxD++UVKz75x4HL8ChDoWonwL8g5GMs8OYWtbPj//+b6ZX9g+X\nvYbmMWFgdZqjGdkRcM6vk7LTcFrHvVz32hWyvHc9IkO72m4Qoj5+3LsfE6VzUz1HAWhrpmZuNssz\nmpFXAnZ3JE+IMYycAKCRwCcUaC4aacFNhwDHDX/7qazi+6GVKSgcFBvxpEyfWL0rANkJFEx9dvq2\n8UoMbqCoWYYa2cBDKeeHnvRn5bfPvtU16VnISASiHn3a08z6k+EN98jfj+WdomlcuffH5JY9r0/0\nzZeJyaTdslASMVnG6Q45oeuinhWs6j9rGil9SCtRlhdERe2Kmot+fcl3VhQCXLbmv/nvO3/QzxCL\nhhd2t4BSJ0XfUALSfmtdP4W9jrg08dXoM6OQXtAlMLgX+GwNzYGS14kWao+d8qcVi8vujI6P7LT+\n1I9h2U1L5he2IqDdr7y6g2Q6SVlIEKL+RuC75tcbgOsX3tDx5uofzNkT4IivbeV7a99JnD5mgor9\nBA0r7tFK2MaegBCivnXB0P6VIqKMTZfN1IwJJS0byFfE7ox0urTpjNBXJhL4PIehAKgS+IQB3e1u\n47vAsLUdYB7tR+LAzuEFIVLx2boCaLnkOCPb2+eALWXcjzEUgC7gOKsCAAFdxezK0ULtOZf/clH5\nfR0FBX+JU35fR8E5l/9ykWNbhcPXXgHwzhmVJFTT8vs2MiPaw6Jxz1uDyR6yu9btuKO7hRm0KbbK\nhZM+2FG6qv+sKOo8DKEF5okWClc/d/rse878VgHApO5tLHp2FVwzbMF3z6NgwMk1Jt09Y1D0/9dN\nn03OtzEKFQATbwH/CeyDEXC4L4YBBfP7T4I+QFbReP7sW7pTFAAwSBvGpRzL1Fyg26+8ukGNFvct\nW5jMMt82v+4EvgHEOl4bH5+xl9Emz92/Bzu2FkCi7FnKEZHqoiRE/UYh6huEqC/XvEUY7majJhjY\ngqW9HQN2Fu6xk+wvC8jvBOzOsLfCbMXwlfso0IcRVX+9ir87MDTdO8RiajmH1Uy2WC12IHmGOnkh\n1wQtRugW9gy5IOUqUNDB2mOHv8gGjlX+4oGKUOH6NAF1JmMlLWtY7kNWS+hHHt3Ekef8i6Idg9ZT\neoHbgcuJyYGkizWsnbruFm5Ur2HtBKQ+p0xs5A8Tv8wnC4eN2kbZdS25TuPBIzVlNt19/KCJ6tlA\nh/m1u4bmiSHc04lyMxV67ige6t1Tv3JoayX968Zl6JYjFxCifm/gbfNrHIvxdM/Z/fEtG4ojAFc8\n9OamQ7647bs10QcgCy6LTi5KQCdwlJufe5Dd2uG2rLm4komp1PtADncCAA5eeeetc06fcn5BadJ2\nQA+wpJmaUdO/co28EpABuHFHA/vX0Py6w+/ZQS78MVXQFJjFC2ymOE0A7AI+L6t4KUgRvHL+5wq5\nKqfDtrEd1EqAF754tWJmB7USFBJbRUJIj/6tq/SY05+haPtg6ilxjNiIc4nJZEuTxjvrClluSmBY\njCWqfjZNxHh84ueZV/gyJOaILM8ho42RpYnqSA3N8ZRjs4AN5tcdNTSnEub6eU4r3pRwcFpnPMap\nhFHvCcYW1T1G8U4PQtQfBejEwZ0mZd1vssWQo3JRwnDh/Zl57H+krDvV9T4KdiBNBcBoy70OhGNO\nhsIk//vAbp9hoJqmtHfLKwDJKMx1AfLIKdpRT1bZ3S4zBH7XgSnnM120UIQRp/Bj4FQM56BrgFMC\nlmI0bmmqsBT1Qprp7XO7vuLV2uPkzqTDHOJUPhWU7SehYq0hWGlZk2tobmyimk/84OVVRdsHiwHe\nPa38F3utWf894CgMF5D/AO7HiFgZgcGFn3gfpbWzfG1HxUE/fp3SDb2kBPWmlt9xzCbKmfosrwKy\nrGKuaKHo5ckHvlvfWzd77UANXTLKVX3XcP/ELw8/z608GYCX/jMMnQRkOlDsQnzQRPUa4PcwrDit\nsFzyV6/PsIFq3A/ifw33VI8h9StfbTcGobWWBOmTKS5KPcBVZvKrW4SovwRjjTxFiPqpdtz3iucv\n9DAmRtry3VeMI4cdBxOmgBC+kkJmAqbAn/NyjGbklYAMI4k7evQhVwKlK+wYcGQVA8C/RQvXYigB\nYPjhBkUgYcYPY4+fa2QVjaIFvF4XAsLqK16ULV0FzKkcynbtmV2C5XglsLKJapRCjblTVWOUJzGe\n5V5r1p+HwVO1FHgDOBCYT1REicnkRHhlDopuVNQeNj5CYZ9hUJ7Q0cthlxobW+tPnZPa/1zbwXwH\nr8Hm6rHW+eoPrhj/k7vWDtSMB3hjaN/U52V7DvGsrCss0JUsmNcgnutfQWlxWnC1HRTW8EoMVqyD\nUSdS3ArhEBbYCOGPAOeap0i8Ceae69FrvwrjmaMEmzTPS+TPcV1LlH3SSIqHpiC+F4YBDOCtRPZb\nE69iKAGFGAaJx1MvDuH5yW327isJZUDqsnjlMTqQVwJ2Z2hYKBPws2XoFwk3kKMnP1FaO+Me1m05\npbK8uG11zfvTTlwbqz0HmANcbrnkbfWdbKByPzJYe3wJMwq3lUSwJnaChes1Dv665j2zat0wOaVJ\nLZOPPuBF2bI7NwZ0o6cEpbXr4PiIfPmq/VKVc7VF0j75UeL6SuAuRubSAbNsXrC8sC+eVJ7C3iEO\nuuZ1uf7UOUn9L2wl0KYfNogW9gTuBPmP/SKvPY+x28GcSEcvVpcRD3NIAgF9+tvLezoqD9r+OqXx\nXnoiJbw8aT/Wl6YpS1YkW6BPOhCWfWkcJcWJoFrX8aq8j4EIRntvAMowAnU3YLiGLa+h2bZcXi3B\nqUK46XZ6rvmbs+tV+nzShTq2JpO7wFndNQoaO5LSPkmxABZIjLlgECNZIugpxkF3RWZa/v8w5Tfr\n9xk213t6vqKv5qL/5JEB5JWADKOJ6vewcEcDP66h+ZWcFsoKhYVSIfCvAxaRKrAuHmaACRvLj578\nROm5s25jfGQnz20/gocHqhPbn99OObcbqHe6mfV9FrXd1XWnKJhcKIcSDoyVwEr5GbFEPCmX4E+4\n8jOh219jCFVpCgKdAq8Bc4FyCqQoS9KI1Zjr5fkKeFG27M69WPsdYrKRaLKQ+tzNB1eYrjapUFkk\ndVySxlv+v5OY7NUqm/NzKd3Qq9yZCFkJVL3fOOAW84/X4/snjnc/NnjC5yiTz/oNfLexptvvwqTg\n0A9eXFfRu+GCQpPEbEK8l8M+fIkZ/V3rUMYmAqn1e8lxUFKceo6OAJZ0n/KeDkxlZIIw6uw83fHp\nyxKbIshXTpn/SFupQQLjuM6k+/9XYtCL7iSdXjSTu8BZ2zUK2s8U7WNV0rcxQpmdyA9y/7DbjWLO\nIX18ZHJXRMf7QPv5Nn3VU/8Jyx0vj/CRpwjNPGZiKFszMajFnmmi+nDnS3IHGyrI88kuLWVF7Yx7\nSFDiHT/1j3y8pIUpBR9QwCAYTCz/Bu4ArgKa7Gg9U9/n6jeuiVoUgKR3CUDf6WdCd7rGSanQhsXK\nm0TfqEV9OmIBT6Z+DEp1Z8nAi4UCUiU8mfWfTjHq1eqdkgVZ4WKTgOq4l0X5O8BFnspm/1wj0U5A\nqkEN2tu094tufZ/pW9+naKCfkr4ePt72Omc/sHJw7ZVfu0pW8WzAvhGob+/d276gcJjF2EAhQ+zd\n277A5hJIrd+yKXbnubX18H3Kezo47MOXmBDvTUhcKmpUJ3irBwUV6/T+rkWWM5zWGdWzioHtaIxD\nO2hmEB6GKfSlj+fMCINB51An5X8yRhskFID3gO8lneGQed0UiJOCyS3QtaRbXZRS1d/Jlv/fRw0v\nc6Bz/5mzj+TYU7upvfwDFtXdJhazQyzmFbGY68Ri9rQoEcnrkHE8jxwjvxOQGSS4ox/DoIorxwgW\n+yIj3NHH56x0zlANeDvLQqVYTG0GdgPapxXFhreNvxJdy1eiaxNfZQ3NpaDthpP0PhW9tnNsEAuM\nn21up2vCshIF2XIOul1tDyf/+BRkyPXJi0XSrp1S0UZM3hpyedah2hGKCnSs7prjI+39nj3nk8zd\nlMYsWAhcDNxEsL4RtG/7uT65fjs/hNnKbQM3AWz4Pgdtf51UZQRv48Pre6TV+aTB7uKDP3xly4tT\nDjwC53XG7p7TKJPTbX5zhF9LuynwZ8MCnKl+BkY/KcPYdXkEuFrKuvU6N7UIxAWKnx13RRTW9B3A\nROBjQtQXW+ICEll0rC5KqfAyB9r2HynrpovFPAJ8AYO+OYEDzL+vUzy+gP6+3SEgfEwivxOQAdTQ\n/H81NN9eQ/NbNTT31dD8JoYFJIEjc1U2DXgVNFea1vYwsbRrYJpOog8da0/S+7SX2L5eEF/Gpbgk\nvKmmaVI1TeuraZLVNMkT970/7nBNGAlcINhCOFaD+FxhCilpFkkb4UXVtqkI5tIQs9kdgQWEb81M\nvT7t/Sred1WUg/SNoH3b8/VpFuhf/CXGYLw/5TTXNrT2m9K4rcdXBZ2ilk7RSqeIm5+q+dGuvHEh\n6uNC1LemWErTd2wGtrBvz7tTNdaZsOYTK2z7VohJFw3o1WcqMtXP2qSsq5SyrljKujIp6xbpKgAm\n7HYYhnDYFbGxpifcEEuAa4SonypE/XcwgoLB6qKUAo+7Mm51uRP4OXCoWZYjGcmTsRf7zLdLXDbm\n15JdAXklIANootougEj1/2iD3YC3K3PobkGyisaXug/5+c54ceozUxdqHWEk6X2W7n8t3QVpc3Ag\nIU7TbeUnGAHNAIwr7N/icI2rUqGJIAthJgSH3EDhUlNDc2MNzXNraI6Yn2qLlFpAv41UgT1oEiC1\n+0DGreaqvtszrjRmc117yqfd704I2rd9XS9lXaOUdXOlrIvI+06ZTmFkET7czBL9RhjXqNCFewZl\nu/cAw0KscplIq1tpPW4Kygs2Pbo+/ZTQ5hMr1NS7kgr8uiCqoJeRWoWc9DMN2I3JiItblEp5KMQg\nIgD4AbCFkRwB6S5KKUgaE8an3fPd6mKhbOAC2cC/ZAN9soGnsdLkTp1pR5Qw9taSXRB5JSAkWP0j\ngR1NVK9ponrfJqqLm6jeB/il5fSwuKMzAbsB/3OHa0LX6G+f+p0Lx0X6F+JsrdURRpLeZ82c0zlv\n3i927iiYEEMhxPm1YjnFE1TTdCSGe1i31jUe/OZdEGQhy9QimF2EEduQLqBfaOfvGzKyYjWXU0XS\n38STun+Lc9v77hsed2HSEdLYCBD/k4BdHYDG7o3CEpvmW5RyXdrz/jr1CP6856c2rt8667tDiJXb\nCyZUPjfl4GHXzdLBHoM1Lbz5xIr28p4OTtr0GKd2PsBJmx6jvKeDLYPT4oQbP+bLtz9oP8tg/ILf\nMW23xhZiCP7tGArBe8CvgE+6ZQsGY4fB3HVS7T4B7nUhG9iuuPUIWULppIfYFdaSXRT5jMEhwCab\noh22Ap+uofnVzJbKP+zoQMVih2y1OUgPbpNR1shUaFnUdelNde/nBdU0FQH/wuCQvxTDpxrgn83U\nHObnnjpIYQVK0NsFYgfCgQEmEAtRJpGl7J0ZgZqe1Mjq6i8mYPj64baxyxxbxyruYwF2be+THWiX\ngorGF1bjI4OyEPVxu+ukrIsAvPNB5a0zd24+vzTeK3oiJfxp+mcYiBQr71cU7+fYrr9v3GP6h7O9\nvZQe3vmg8lYrSxPAIAVcG79cLvvwWtuM1p4fZJOR+oHXF8jqex5YDRwOfAQomtq/ZesZHXdPvurf\n10yaNrBlVPZJv1mThahvxW7tdePlt6GbzlQGZ7GYMoxYhJnm/fZjVf2nU8uQZwcaHcgrASHAIaX7\nIAaTjTZ39GiGhWknfdLIUXbAMIVP0eKg5FT5U3KqafoRRnbj+zC2Z981f8qYEmAj/EkMWrcIBs/+\n08ANsoq/Z+h5vpQn0cLhwJXAPGA6BgvFcHkxkuTot3dULUQAkpi9UDZqEFDYdh0fnQ5KUtkoV5JC\nQFAu+TT4rE8dIc9unZk4uIO+yDjiIkLJUB8zd25m/x1vURrvdVQ8AsHmPTvis4fKP+xQBb36m0Nt\nnvP5X/5v35/f/fz49Atgr+53eP4vhzBlcJu2wpxN+KHL9C2w2yn5sETMWrYcv4qFXTkXU44h5+yH\nYXz6hmxgrfNVeeQSeSUgBJguQEpBwzWJS6YQFdUYdIWHAFMwmAReAG4lJn0PymwmDXMtS0AFIFUA\n+FnHdyv+b9uxoVmxqmnaB3gJI3BqfwxlMBtKQCt6jDaDwNGyimcy9DzPC79o4Uxglc3PQxhb3tbF\nP33nx9Iv1n91TnxObINSKBn1OwHZgI2lFRfL9ViDSvD6nfwn2AhI2opAupU1NafK8D2d3G90hDy7\ndeakTY8xQR2onDlFzqbfSImMfCB7CWs31UaI/eiNb732zpaPPo2RqK/lyf/79Du1hzaWdZQYMag3\nvvJdvvvOTbALjXNd5cF63vrnbozPmbVdOf+JWcsqcNl98lS+xeyHoQCUY6wt386VbJCHPnaZST7H\nGF1BlFHxDeB+4DgMLuMCDEXgs0ATUXGm31vLBhplA3NlAxHzM5cKgO8ANIsL1/D15866laMnP6E6\n3W873oEhsP6gmZpOn/fwAzv/UQlUAc+Z3wshFGanMJmE3gTOwrD4jye5vAUkKwCQ4h+c2i9+8J/X\nF3SPK0l9Rt4fdQSja+7KAOx4yvt2RFYQxH9dHbS6CEOJ9eR/r+mDrmyTlon7xsi+z7U6t4WgnTBy\neyRgE8/wzpaPfs4ajPrpLf/3kYvfGYlFfWPivol/dxkGGp1A3kRfP+3LL1W++/RNYnaZUgGAEUVC\nBdexLxZTKxbTKhYTNz9/hBHrWI7R907JKwBjA/k8AeHAC+duNmBNIrMM+G/zWILH/DyM4KGxDLuA\nsRWiRWt3IO36cZF+UTvjbvlU8m6Ar3aspuk44HPAG8Cz1TTNB2ZZTikxj7U3U7PF6/1dYJuDQFbx\nmmjhbiCxCzGgOC+s58VFC7VeBABZxVPAUzCyU/PwlgUVq947x+ky60Kf1K5rTjgdgBt+cfnQnNiG\n4biI0eYikEOMtrkrFKRYTeOk87KXjiuN28Vw6QqOdnPQAj8WeA0OfWVbtU6ouPjwbS8mypPk9+21\nDKBtcbbtN7KKRjPreeIey+nENtu56+6yIq+IbEi7TXtfZPzwHFTeO0ySNGaU2ZCy6i4/7csvla78\n6QNMKHWc2hMxLJ7HvsItuBLD5RUMdqwFsoF/eCx3HjlC3h0oJITuWxoEUbEO+JL5bX9i8nWiYioG\nhRjAy8TkvGwWKez6ES3YuTGkQrkVbbe1LiXyG681JxJ2Jbb3kwIk7YTaapqs7xjD8Gl3w6Jman6l\ncZ42HHz0z8UIUv41hhKwHThSVtGSgedZn+vZEthEde2QjKzs7J9detuGS3i7bx/GR3rYv+QVnu/+\nZOrpw25HDv3CX2Di7gCbwMHcFso/bFxr0nBb68tMr0xNFwBAWw3Nc10flAFXKrd5MtPrjCffc7t+\n4+CHntqvwooz++u+nz7/1MPW3vr++JmidLCb1x/fj/K+jlEZE5BAitDfBUzCcBlNwHOQrhD18Xef\nvknMLf/Q6bThtvAVn2BPEGKHv8gGjvVwfh5ZRF4J2BVhxAP8HsPdqx4joNK6E3A9MfnDbBXHhj3J\nm++tCYu/t5dJKM033SGYe1gA8BLwaioAugxRVgRXAszgUQkVvWXj4y/V7R9586sf62roXMITH54w\nDWNynwBELVd1Al8OGg+QgFlXd6POhOk5NmDaG7HBLYPR4XtNLezi++XLmVKwVV7wVkPqTs1we2Qi\nuNuKsIWwUWU82EXgEGSbhGMXxWLnN7SVojEvKYWljfaBlX52AsKcJ/0iEAtNAh6Co8NgnLMGo0bk\nEL957puypnPtqNrxU/QfVeyICp6CdIWobx3qWFYZsVdB2wio5IvF2ga4BPJKwChG3jK2KyImm4Fq\nDEtvHQY//a0YTEU3AVdluUR22+Z6vrcmUvy9vUC1va/Dde6l3KpzAdqaqRHN1AgMP/cE/mke/5VT\nwV1h4cEXIEo7+woOu/Qlsc99b0XPn31L6e+qqheawm9qwpYy4CHRQig7QqYQbjefePbLLRBDScrE\n1sFp/KS9ju6hieDgb3zn9Wevazu1Qg59NsK7NXM57U/3QkjuLao4EmCleTzn99NF6BldRx90+lvP\nE6uiF6PBJW8XU7Dy3k+sQzGHvFNSsS6RM8b81K3fUObJgLCN7xGi/mYh6tuEqN8pRP1GIeobhKhX\nZYP1EiMUKJ7IDEZ9CoONZjAuCk7/+uFNC0W1RFTL1aa/ek77t03/OR89g5HXuXNpx8bJSsvuju6i\nGGVybgi7fPbZlBsQir9jAz4vjwwirwTsioiKz2D4UE5K+WUcBktNWZZLZL+wpAcYOU3YdoI2GAu4\nW6bTYWgmk8naYhYAaXVS2DvEQT9+HSwChKkIFGMslgl2qGnANU439ygwhhZkets+S9oa9/8KN3/0\nPzly0lMAbB+azL3vn9lnm+QpKmqXPHjXoor314uIlMzd1MYvr18i77z+7FUh5SwIW0jLutAXNKB+\njMCuvw2REnSrmTk6rZ1OLnq99OPXxM7iE8SZD3wKWATxRxCbi/c8G3+KXfbmEDPDMJ0ibn4mymdX\nd4PAxWZZijHWkEXA00LUpxplvMwDWuemrRO/4VbxJzZSwmtAOYKdwCnm6en9O4OKgMYaphrnupZ0\nT3OnlHWNf/zLx37e05sc7tndU8R/Xv6lSapkYD7gO1mgHXSSluWRGeSVgF0TK4DJ5v9nYExAx2FM\n5P+BwRyUNfTtiHQpj/eN78LbhG3LemMKuRfjYXLSEAD0FqgWansHSuJu5zZT05rYFQiRHlRZJ6Ub\nDMpAKUd+l1UMyCr+DVxrOXVfbOBDYPS1ONgoGksLxVDPrHEb+Or03w2f+2bvvlsdbpW22Jb294ol\nD961wOn5HqCsaymp8GlZz4XiOBqszZmGXT88w4lZxQFJ7fH14ldonvwbPlPUPp4BJjKEsef6HES+\nT8lhv35xXHlPh/US3frNDlOTmtVopXlcVXeDQJH5/w0YxoOLzO9lwI0p53uZB1zPtcQNGOXdj0om\ncgH/Qxm9QAnwTSSXsQdZ7t9pZVOvYX7Hsy/Besll/7zwwh+dFGtdP4V4HFrXT2HJZSez+r754/BQ\nD3bKjRmrkc4A5ZMNyG6nLa8IZAd5JWBXQVTUEhWtZnKk+ebRXmLyHmKyl5h8HIOpBmA+URFV3yhc\nCFFfu/I/Kyb1dScbPoYG6W9oXALeJmzHRdK09oZHT6ezQJmCcsumgwoG42nu8P6sI9a2jIrN5l/c\nPJY6MSrrpGe2QYt5+8YLhWjhRtFCuWihWLSwN3C55dS3HUriaUH1U/82ikbD11ua9+wemnDexp2z\nNvwh9rWR94pPfN6hvJkWqpV1HRuIgj/Lei7oOXO1Y5U1aNJtekFSeywaZ+mCZ/EBz5A0yguaJAdt\nfz31Hjr1q5pv+oEJPlyLnGA7rm3qrs88pwe4Ssq6LVLW3QK8Yx4/RYj6qcN3sqH1VLmhaAqUyeX9\nNPAMRs2A4eS6hvH8lHuxdxXNVP/WmSPtxnOq204/xm524D676jefmLbXEZdSMGcZex1xKWv+MOz1\nqetm5ajchEwVvjsYJkYt8hShuwJG/MJTB1IJUfEtoAk4ihGr7wDpPuKZwvK/rp42Lj4Etcs3Mq2i\nn672Ypr+q2zbE5wwzeYau4nKldLMFDhDCQaTVTQKgzcnOSCwKn2B2rjNWHv2n/EKJUU99A2WDJUU\n9S5ppiatLI5JztLb0qqsGRa7qMAS8JZWJ4O/QwuAAAAgAElEQVQlBbx85X70xcfxt22fAfiu+ZeK\nbozAcTt4Fhh91L9qARgH3LLo32tSz3Urry01qofyOCGtrnfGi2Xj+2ekbu0nFjC3esgFPWem6yjn\naKK69ncy1GDrpHYatNrOqplCCXASIyJLL5SmJ+9yrd8amhubqIZ0xpjEHJBwLSLg+ziOaytVqRD1\nezNiKHhLyjorndKrwN4YcsQhwOPDvyhoPe1gCpBO5yaXd7LNWc7IVP/WmSPtxvkqUpnn/CuqqQg6\nzp0Ec29kHu4MRLu8YWI0I68E7Bpw8pW/2/yz4k5iUpliMgOoAHhqzTSeWpMk809jkbeJSlMoDxUa\nQu3wRLVxWyUJZQCIqMqlYBxKWI4Tz3JqS0idiGOykajByR0XonLHrFJevfLjPF89n8aN32KnHM6t\nFcfY+ZPAe0AzcKOs4k2HZ2VDYHSa6AcwXBHagSdwL29GhWqFkNZ+x8YLK57adqzqdNcFTHU/Ms8O\nNCryAgTN9m0HBcNOYMFZyrpGIepJlPfunfM3n1T05vSIQHA/2ziPKTxkueDT0BNJSlCnXb9mGRvN\nd2kl2QgAPgWxFHgZ1zMt/6fyTlq/zwhQHjckl3cb8E3FWRs+gHP/F445GQqLrb9ksn+71mVq/yFZ\nEL4wQ+UKOs5DEcwVlLMJVx8sisAub5gYzcgrAbsGnAbmFoxswT3Aa8A9wM+zUSgTTgPc80TlJJRn\nSrBwgdcJzM3CojPJJp9j7Ao0FljpMd9KOkMy4vonMPrDky4CNWRHYLSrP++UnhaFCCt3eYg0gVYh\nDeDr22wpDtt1+mPq/Vxh0P9ehGF5nQLsAF4AbiUm1zpdCrlRpFOhoQgHQWALpjJ5VWoir6j4ErCG\nBqaQSFw1HqiB+IX0t0zcdxuG73wQxc6zIKZJORvWuPZCExkEyeX9K/AFRqIUAHr74eb/hXdfMb4f\ndhxMmALdH8LEPXz7q2uXbWdvKS/8Bdpeh94dIMQUsWqwAaiTsm69RiK4UOGieOggLMFcZzyOCsPE\n7op8TMCuAVvKLmJyGjFZSExOJiaPICZvJSbtglgzAVu/+jADjGx8y+8VLWzWDtS0Z8xwgtdgWLeF\nXWeStTtHVRZJ+mI97G/pxP6TgRgL3TL7XwBispGYnEtMRsSTcql4Ui7PMBWmXfnXETYLT1R8AyOo\n/zhgT4ycDFOAzwJNRMWZOreRVTTaMiyFAfdxlEkf4KCUk+6Bnnbsa/3Av+mNPMtlh094YboL45AO\nPMWMaFPOevDZBzZZ/t8j5TerY877NmUNjLR14nXaeI3bsJb/2odjPGQqAO++Ak0r4Ff/BU0r2jKo\nABhl+zB2EQ/8coCWpw2lIz4EQ4N7YM+e5A8e1ycp6xrNIHg/wfBhzcuu4zEDMTx5eEA+WdiuAHVM\nwKjJlhhSOnTnZ9gniQKdrLUeslwqnq29A+GazMo+vgOAwUhBf2F8aJFduyrKUoFdVlNYqHiWrwy/\nQZCJHRwvid6CQlV+7BPa+U9aFhWPYNhAAZYB/40lCeCmqTPe+sj9m4pwqMeM75ZpjCOhyOp89OQn\nqJ1xD9OLN0sCWM91kgA6QSt5VVQ8zwj5whkYlLtHAQ9j0Ge+QEwe4q3kljKY8+UxtV0V565sY1yp\nTEuOp6qboO+uygAsZi1bA2zG2NXoBfZIxAUIUf82RkzAIDBDyjon5q6MwlOm4/CffSMjMVc3ANcD\npwM/M4/9j5R1pwZ6SID1yQ7KHS+LwuT2u9Yzwkg+l0dGkVcCdhVEFSncR4ECkC2oBIsUDAtfooXD\ngSuBecB0oHiG2BT5VOHfCn4w/gaOKvxH0nV+sn86lNNdOLVkAO6atCcyIsS0bVton1HBVWf/187V\nXzhjsa7g5qR0mJ8Zy66bS7gqW5l/vl1/lLLK5w5sVKwDvmR+25+YfJ2omIrh8sfLex0o5/36Zads\nyplXjDSyxaa2zdGTn+DcWbcxPrLTer6vTLlBs+7aZUOt7Vgt7/3Xt1KV6l5icuQ5UfEycKD5bTox\naZe3xP75KcLs0ad1UXvdBhktH0AIZ+WoiWrbPldDs3OfUwiZPb2FcsllJ9P4+4O3M2L1vwG4DsOA\nEJ6QGwKyYWxSPFMwoiT1AFMzoiR5yMKsA8uOV/pcEOLOSS6Vszz0kFcC8tgl4LITABbhS7RwJgYz\nQxoKGeCpSUfzycJnh6+jTA4voGFYUnXvEYYg6yT4AasJW1AdJciIEO7t+a2EvxNQDfwew42zHkMg\nG94JuK72cq447zrb52VFMeoUtvWeGEepffK2j53F9OLNqrvpWbBToOkXr4RqJ+C0jnv55QtLZGm8\nV/VeZzDCvvYIxk7AADDFD/lCEMtpoJ0AGyGzdf0U9jriUlC7FYJBMnCklHVtit/0oNiBCCGrbVaQ\nwp70EsYuQOJd+jCyGAAcJzcu+wh+31NjXHkqt86OV0jIhXKWhz7ygcF57CpQBRdZYfWjfRM4C4PS\nrhPY++CCF154cWh+8SBFNPbXWpWA4evCCmj0QKMZmKHBKRBUtNi6rOwKrAy5ZpwIP9gtJptNRWAN\nUGf+AfT+v69fWnLV2crkzxU2/6vPCb6j6M6WktIno0Wb7XbwfFEEeg62TkZau1332hV2CgCEz74W\nZMwH6XPK+1fMHiYAEhgp0bZiJAjrwlB6rpaybr3G/dVI34FIJC5jjCgCVvakeSQbVoYpos5Z+NxX\ngMU4vKeLsBz2fJY1Ws5sB0Xn4Q15JSCPXQIWwWIF6bR6qbkEngKesvz+2tfefHvNi0Pzvw1QxIDy\nOkLkTtZEKBO/VelI7EKIFlZjLOT9GNbLBDwLqjliZXKDlkDURPWZ2OwKmdj/6y3Nn8Dj+2WEhccu\nIBXGzX/rhd6yrs6S9TPT1vD2lP/t+1N6PIoqL4UbtOrd2iebsGdY0nwmxn387wAMl6uBRrEYrPcp\n712vz752PK9xIwvoFOfjz6rte8wHpJxVPrd9wxTr14lS1vlj6beHck7tiYy/+0GqV5Md2twgOCHl\nu1JZPOrQ9d/EYe3QoNIM26iQayNJHqMEY3rLP488rDBZT6ZjBGVpMdqIFgpFC1X3DXztAICJbJdn\njvuVHWNGONaT5IzAqizACYTKnKNgUIpi1FFylkoPgqoNK1MwFpwQEBazkZS03PaxxauPnvyE+v0c\n2jIDLDwrGPHNPgNDIDgOGPz8v/5c0vzD6lTWr9S+ss7mvonj3ll7Ut//IECfeSaBpUBP2cPv8Zmv\n/p3qfR7hazPX8bWyddOJiieICld/c21mHA2kZkMVuuxrL7OCm6ghklwGTZaxBAKN+RqaG01GIq/M\nRGnP7e4pYulPjrMeyoSAqJw7S+J9BQRsxyzhHJ2Tymdvc0uM6Tz2vDE66SBcVrY8xizyMQF57LZQ\n+Eh3Al+WVTyjeX4C+j7VHpmcwrSyZ8InXBXkWTvjHqJFmxGCNka3FS9pJ6CGZmEeS2ujvvg47th4\nAZbEYG3yM8LOOhceK1eye45rQOrMP7y3/v09Z85B0Vc0mKns/Y5jCr/jEFnJ3v7e3J999Ndt33E4\nZREx+Su7HwMz4zhB9z1DCt7MmQ+16ZsvJRXrN0zmh8uPF2v+MC/xa2aCOW3qrDtSwkMzj7ceCt6O\nISGlfbRyJWx+5fr10T17yxU/tVEm5wpRbx/DJOsyYqwNg/0nj7GPvBKQx24LG6GoC/i8rOIlxfnB\n2VWiDoJCbERQcHNt8KMcZCJY1npPPywvuXYlslECWlG00eb+6Vzw1l2Jr1J+RtgmOrO2pW8408V6\nDkh1bX/Nvmkpn6fzHYVbF/pT4Gli8kjVe0FAZhwd6MRK6ARvjpEg2KwpIgpWokEKeG7KPNaXzrGe\nGU47BoQN240bnpEbl61QXDdM8Zmn0swjV8j5oMojj2xAiPpaIepbhaiPm5+1pvW7GNgPg+sbDKo3\nZYRlSC4mri5Fbq4Nji44zq5GnpIPaWL42toZ96QqAODgTjLaXImaqH6vieoBbFimphUlMT4m6CJV\nCCu4TuUikMDdGLztjzMS0+EWkOrW/mEnvhuGRXhKbmvjOBg0ign8lpjsITnOxk3oai/v6eCkTY9x\naucDnLTpMcp7OiAsFxZLEjrzUzXmnet3ROAN4i6UFQRMNAU4JyIcRoqbS09k/JBCAYDR46vuNCZV\n+AD4uoY7j/bYWznx0Fs7pk4ejE8TsmPq5MGVEw+9NfWcPPLQRV4JyGOXhxD1tSyY18CjF1fy8tWC\nRy+uZMG8BlMRGJBV/Bv4V+L8j3a8WS1t/PVD8PPWEcTdfLOVvy968K6EtSlZyBh5h0z4gQ7fM0VI\ntsJOWLR7z7tzpAjMxIEsoWtgON48UWeBlSoXQcktIHUIg7HlGeA7wEUuj3Nu/5iNoGLv2uPl/d36\n9J1AIqbhm0RFKSTVxUM2zwLg0A9eXHfYhy8xId6LACbEeznsw5c49IMX7eIgMgG38eU95sInmqiu\nbaK6tYnquPmZNp5UhpGwnu9JwS+TjZTJuZTJyIMzTzhjfekc33NUJt/JhJuCP2T+vQf8Cpg3TJ9q\neU/zc3hc6WbNXTnx0Ftrx710wZyC7QURAXMKthfUjnvpgrwikIdf5N2B8tjlIb56/2Z+9MUoJRYS\nnJ0DcMuft3DZiWXA+cBPgQKAL/1tHet+eHLizEz4eDv6F7u5Nti5dbTWVFK5SSmXDbtnZCg7763A\nebd97KwCL3zvLgnespK5uInqYzD86R8DOoByDDebg63n7YwXyzs2Xsj/bTt2pM4C+sQ7uJetAha0\n1lRW2rRnDOjGB42n1/Z3dEvz8P5OPs+/k/9cCCwve3RTxRFL/klR95D1vF7gduByYnJAcb2BkJMp\n+YaTu0/IXO920EmYlukkTkHij/yyPGUjMVWu3XY6pk4enFOwvSDt+NCkoTlbt4XG9pjn9t99kFcC\n8tjlIR77QDJrD61zJ/Ts4M+XfI7DX3/OejgcH+8EXPyL3YIc7RbYoc9GiKjHszqwMwRYBVmvMQEa\nCd5ykrm4ierZGArBcDmwE0QC8Oo7vL8ExGl/upeVN5zDhJ1JhtGdGIKkRaMNWVE1oZV9N/n9u8xz\nppFSF3bC07GLYrHzG9pKo3/rKj3m9Gco2j6YekoceBQ4l5i032HJkoAdCFlSVHSCpDMtzOYiWV82\nBPRcZ8CNTxMyoqjVuIRIl9QKUnZDrt8xj+xidEyOeeSRSXxkivq4ITAPWxfPuf8Onj/7kFQFAMJO\noOLuX+zmVqD8vWdcaZI/zrP7HcYpy/9ARVObFC3sEC30ixY2ihZ+L1o4KqS3GXZxeGrbsdyx8QI2\n9083q9bY0naw4qnew4pA9W7naqPhKjGsSQkZ76vpfICazgdW0yla0/y39XzF7WD3fgJgzQmns+QH\nd9I6s5K4EGDU53aSFQBQuJRo+WO7w919JfH+sND8LYoHV7TFP1sPUDr/R68MKwBP/3w+97V/sR2T\n/hT4D+B+l7JmIt7FGzpFrdlH4sq+kj1aRp1YjUzHs+SiPUJ/p1T3IvOwq9tOprAxPmnIy3GfyJrb\nWh65R14JyGPXR9+A2lm9dyAmqyjGmMi5YvVP2KfjLdWZWQ1KM4XmtIUmIUzbBShP7Ou+eDBS0J+4\nz6tzD6D5mFNYP7MiAkwAijCyfX4ZeFK08EndMjkIlUkL7FPbjuWCt+7iG681Szeecst72C1gynrX\nEXDtfJLP23rLrYrjv2qi+rtNVBc3Ub0P8MvEfWbsjBWl3iPEQE7XfrXmhNPZq6mVgr/EpSlsu/GN\nhxlw7UWochQcVD7Pd05oXvXVYx6Nnjr9AfZ4eRsAgyUR2r9ezlBpYTkx+Tjwhnmv+URFahJAK3LL\ne64T9Bs+17sddATwTAvpvtojoE9/qO9kF8wOEDRo2i8eHtjn9m6Z7PXTLQt5eGCf20N8TNayCeeR\ne+SVgDx2fZQWX8xgvD/p2GC8n9Lii81vS4GepedcS/e4NOKHnCRQcUv6owxQjsnGc75/x7aE5Xhi\nz3Y++erfE5e0AVVAYpujEGvgpQOrkItQ6XvhtfinR7BY300o692DgKsUSudP/Nd5iuNFwI0YrjZv\nAF8EKIoPxA/e/mqq/22YFjGVoGTnn9me8mn3O4RnyfPStq6CQxLjzLRlS5eM/9eiCR29CDniN1LY\nG6fid+sp6B1aT1R8DtjX/GkAIw5CjewJ2HbQq3OH4NAQoSOAZ1Rp8sOkpsEg5Yaw30l7HGUhIBmA\nJTv+eWHjznm3dQxNGopLIxagcee825bs+OeFIT4m97tqeWQN+ZiAPHYLuAVEJn6vfXR1xfW3/zA+\nO7YhIjz4eOea795SDkdfXNHCd4Cfmcd+Kqv4vluAp1OQH/bp7J0XfHVQbGIysq0/3YBDu3r4zf6n\nEBHpc56UIATbgXHABuDRkzY9ds6EeG9G/cwV/WYdBj++uj4VbTUYKeg/5/t3bFv1pbMSvvh2SYw8\n+WNrxQQkylBRuLmwZyjNUj9YWhArbB+cnnZz+xwDdriNmAxT0AkXYcckeMwnkJr46dxv37Ju9uHr\nv9oc+1rZu317D24dnDoUpzCCEVT+NHADB9TvlfoMpVU7QNyLbXlF/Z7A1cBXgI9gxJNMAiYqTtf2\n6VcFtJo/eQ5y1U3g5epDPwZyQ6S0xywMkgzru+djAnZR5JWAPPKwQnPBSxHeuoDJKII1s60IuAjs\nJwG/Bg7D8C0/UlbR4pb0SUOx8KwA+WUP0Q04tLv/L/ZZNDStqCuNXWNze5G8oHLewqRFLkeMM671\naemjO8ZP6PrP7/180uovnDHOcguJuo48B1rrMrU8u3r+5kOueCVa2Dvi2TVYUsDzPzkwdvjCF1RK\ngLIdJRAvjuwo6I+XYIyh14B7gJ8Tk/HU87MN2/oIs68oEmiRnFgquQyfWrCOjx+arjh+kXs4gHNt\nnjIIHG2XHX0YIWaFTkCI+inAPzDys+jAd9bcIEGuuoHGjudtXGZrJHFTBLLF0KPRHh3A5apn51mE\nxj7y7kB5ZA0hBStmDiMLnh3PPqB0SYmiEayZJdi5mFQCr2IoAJ3A8bKKFvN3N1cOx+1hn7kT/Pqd\n6m5VK10DXtjxidt39iRvBfR1Cxp/OFuQ3l5Z8zO3jg2zHEtt69MSjDzp0R3dKQoAGH1Sy73KDVa3\ntK+LQ5d+XRy6XOXy0LqwYtpzN82je04JUkD3nBKeu2keQ+Mj02zczNTxHtBWsHFoEjFZSExOJiaP\nICZvHUUKgF0SvzD7iq0bitJlZvZHz1ee/wqnAGdx3r0Xc8iP2zj5Nsnr7yXcIpPdAX2URf910nA1\nIwLnDRhxLk45LoK4oQQpv26bOs1lvp4fgmuUF7i1x9MOCkC2yphHhpBXAvLICkIMVswkdCds1Xkq\nZD2QysYXtyvltDLgIdHCPPN72JlkdeDX71SrLHY+ybdP/c6FdyypZHNrMfE4bG4t5o4llTy1Zhqk\ntleW/MwDjg2nPhYks3VyGd0X/Pb1p87hoReOZ+3mk3noheMBOOySF0m9xlQEchvI6w/280O4fcWb\nUDlhipoacj0zOaC+j7++9RP6hyp5Jyb4n+etxgr7vAt6ZfEMIeoF8G3zaw9wlZR1W6SsuwV4X3FJ\n0D7hu/y6Cbxwnsv8Pj8rDD0u7fGOefwUIeqn5qqMeWQWeSUgj2xhLEwYuhO27gKoZcEKe4dEYZmf\njrFTsR+w1jxtGnCN+b+jQOYnyE8DvoRAL2Wx26H4v8Zp7RfsdRDfLDiUC/Y6KKEAgKq9shPIGWRs\n2AogATNbp8KtjGntedA1r8vCvniqgGpc4z078WiA8/zgoa+40NR6Eyq7P7R7TDuJdisQ8NEonGLq\n/d07JUZSOjeEHSS6FyMMV29JWWclbHja8n9Y9JuByp8IZsegwAVYrQj8dZrL/D4/Www9Tu3xqvlZ\nCBzioSx5FqExhLwSkEe24DphjAJ3Id0JW2cB0bJghb1DYleHsooBWcW/gWstpxvMKxoCmU+XH1vo\nCPMO7xK0LKPNCh1kMbVz/6oQybkRzmyiWjr8uflnO5ZRRWtbuqHX+V7BcizkAknjvryng5M2Pcap\nnQ8Im7wASri4FYFXofK5/4XBATv3rwoevRheuhqaL4ADZ8P72+Gsu7G4Azoh7LEy0/J/qvZi/V4b\nEv1m4PK77YK57Bj4fX62GHp022OGh7LkWYTGEPJKQB7ZguOEMUrchXQnbNV5OzGYN7xaykPbIbGp\nwwbRwoWihWLRwt7A5ZZL3h7+LwcCmZMwn8n+4GGb3xEpSspm88+PAut7MVUoU4mg4LDHkGsZU2lt\nxa4nJAyP+/KeDg778CUmxHsT0c1eckg4j3ln16L0uefdV3p4+6Wfp54vG2hEVdczJsEdC6XFHdAe\n2d2xCSXjrRU6Y12D3tN1jpayrlFuXLZUblzWLjcuq5Ably2nU9QGcBMbDYYKt/YYDWXMIyAK3U/J\nI49QYMeSYKVws5to0yZMXdYST4jJRqIiURZbdiBZRaNoIe08n9bxMLdUVXU4DrjF/LOiG6hPvUFG\n6tWERxYhT/3BK0whwL+PfDrFqZUeMyF8o9kn3MaGI8xn2FG5JupsWeJADc3pi3unqAXxCPY0hn7K\nGOi9MtkX/aCG5sYmqgGWH7T99crC9Bx3uv3TfcwbdZ/u4ibrGoWoh9Rx9NShjYCKQnUpJ65YSWGk\nlDlT4aLPwRcOgCklEQx3wFNcyppQBMKq902W//dI+W2y5X9VfIAvOI11BXtQwsqPRVFwb690RqeE\nUmjblg7lSbRtF8Z4SVD/BmbeUbD53Gz52VN72PbFPDvQmEKeIjQPJfzQPga5py71I3jjLx8tsHt3\nv1SZNs+wq0MwggAHzWc/Adwoq3jTekIm61UhNINDXgDt/pABDnMdOLSbFdptGMZ4c6qz31VVL8b0\nAU9TAlwoKYfv74cO0Gf7eO2LqTz5wFLTEh4uRjjf7dreNS9AE9WtNte31dA8N0jxVP2IAyyC2oGz\n3uO3S8rM01+XVewf5Hmey2cEom7GEGx7gT0SfuhC1L8N7I0xT82Qsm5rFsqzmWQFPoFhGlAtqtAQ\nKGKD0JkGuL/E2MUezyhojzyyj/xOQB5pUAhsXi2bSiQsljY/t6OeRFWuAxm1EocNp/okoLU0BXZ1\nqCuM2tXrCoLXq+reCWE0qX+JFg4H+oASxX1GLInpHOYJ9hmyoAjo7NRo7+a4jA1daI2hJqrfwxDC\nuoAnji+c/Ompg9tcx5Ov3RP/VmTtMW4qAOnjazGEqgiolaVU6Lg6hTnmh2EzzzTwat1lGPE/czBi\ngr5p/v522k0yAIXy+DRGzpIS4Boh6q/DCLzd27zkfq8Cpx8F1bxGpQBA8tjVaa8wdnQzva7ZzcHj\nzf9Da488xg7yMQF5qBDIT91nCnUv/oWeJ9wcBx3b1mfIzDtBfTTt6i+awl7iB26LobV/HYBaAQCY\nLlr4pPl/aPEUPqAj7GXb9123/WdiGIBmAt/4c/SYWVuKpqjul0uWDy9jPFv9QPUcK7TGmiqImoC7\nbULU1/LetrsV5Uu4A+7EEPoTCoDSHTAMJM21z/VvZsG8BpJje44FNpqn/wDYwkgW8/eA73l6nn++\neqf+sSHxj2YMkXKst62fIjysgZlm23G6T4IuNnB75DG2kN8JyEMF35ORpo9lGjz62XvZNcjYzoYH\n/P/2zj4+jrLc+987adL0nTZpMdiXwEHEgCgWFA4oKIdzfKlRn0NQQgEbrHiEAh4RnlMfWfcoVVGO\nFhCBelIFDGrwcAiI7whCFVQUKwRUkLSUBmja0pambV72fv6Y2WR2957ZmdmZfcle388nn83Ozsu9\nM7O793Xfv+t3eZ7PiEaBo8hVcDuv6X0W0kavfadJn6e/AecDM4F/t5ePYNmc1mIVOfotPu/TmLTl\nptFBJ0VPkPO6/j1wMvBvwM+xKoAuwprhedeYquXPs17HKTsezt5lKRN4g3zGi2VVmK8mQ3YehSv2\n/RdNrk36O3fBrJxK2A7yygEjaUv2d+30+iY++x5IpeDex9OrTceahboWeD9W3ZLtwI+BK7VOPBfw\nsGFH0L2u50ylkku0TmwCX7NgOd8He4fq+I8vnAY+fwMJ+LuWJsAsiNd38BSiux5CBSFBgGAi1JeR\nTegpzQCd4aDT6aWWDxVyPgNRYECxGviOy2sZVq4EDzTydZphogLxBmCDvexa+5irmBidGnGs73le\nDdrytB0j2YFAwGDhb8CTwBuY+B5NYc2uvgB8MuOcTGjJ3RJvI8Ht+rfT+xDwkLP9PbStxAoI2F6X\nUwuo1C4fxs/40kv/dA+3qX6c57FNF+vz5Sq386v7jgnr+21gF7w6O7cTgE0clVxtr3cElvzjV+hE\n5EEApu/aafVw6WnOIABgodaJS4BLIjhm2CBwD5nJr04OAq4BzvDVgmbdzYBlKpFKsWTz83NY/YXT\nuP1/xw2Y/PzeBJaJBRx0Ww3chjlvaHOE10OoIEQOJJgoRFYS+6hciOn0Uhc1qQgrNfv8Dbq8XJCV\nq4uVZTYzsvej+pii+mgFzrUX7WGiyFHOeR1tqNEP33jsYkcBJrcA8BZnoSYf3u3ZHAUsJXMgJf19\n2gQ8Pb50QkueWTnXp698WPIUpALHNUipmv3EXBk5CKbP+NJL/7T+sNs2ryDrPN782EfuoTifr3L9\nHFvfY1/7Bewbzn5tiDsevYdwcpnwbcmmOUduFmWAFtiK1k5QNvV/hphwwnGrlGvGLhZXu/Cz+tC3\nfMIZAKRZ7CWTDWld7FsKZ+/nBnK/e8vhHhZKhLgDCUaCjPZmrPvC7hTX/Kw2a9QHnE4KRSZKB54C\n2hC521Ic5HNliepc2udjLbmJeZYbhtk5aQB4v27lt+NLbPcZDYuHXj2NP3/mSPXcGQud+5pGfr/r\nIfvP6BKSdmzJuoYvAr3AF+x2HQbcAhxnb7dWt3Kp1erCnUOC4nIdR4D/C1xvt2ct8C77tR+10/vu\nONpSCM7Zmfe8/mep6QP7TZKXTapNp5cNVG8AACAASURBVEe6i+UOFOuMThAy3GvefbQ16t48B17a\nM8arZp/LUck1uH1mI/5Odv1+eP5l+Oe1nPX+jXxx9c/1olfvRqlozl8YVx2lkocxkRg9ghXMW+2x\n8ibea792mtaJ+1yOaZTgeLgJpWt4+GqjH5RKuruo6YRxkDeUy5cwaZEgQCgIo/XjvmG48m6493He\nW/cUl057OHXSlOeGpqqxacArwGPA9QzqO0rWRkdn08e2Bo11fulIFFr0fMFDHHp3r30GsXLNR76A\nwuX17cA7dCsbs9rstq8xrDyCsOh2emv83ENZkqWv6FY+BcCAcj1n+ewkw+JxPkzsBN7aTu8TcbQl\nLNmBzBnz70aZf640gwWcxxLZzEZFvk5wmI5i6LaYPiejqeFzf/SJA195z7pZTfP2oTJbkmNFG+q4\nATu2SiVPBH5tP31Q68TbHK/diuWOA3CW1onvGo7ldb7drDhN16CgQMyXfakgeCByIKFQzBrQT54+\n9sH6x3Xv7O/yjrr+mqlqbCZWZ2wOcArQQ5P6cDEaGNSBx+lugaWhzJhG/9jO664nj3QkhLzE2A7T\nPtKSmbDHyOeUlF35NSuocJtiT4VwXMqXMN2ClQx8JJAOGBuxihz53VcNuRKOIKR6aEt94zUrbjlp\n9v3Gafc8kiWIuXKuixuXl9RtDzAMPAvcBLyx3AIAm4zvlqFXuxlGFXAem1ykWk3xSrWixIeMJIxc\nxuzwNqA6GFD9DKiU/ZgpaTF81948+6Prvn3utbXzG3MCADBJV/Icw+0caJ1o0TpRYz8WElTkmzn0\nlOC4XA83CpWklqtETagQZCZAKAjPkeG3qZ8C/2I//yzwZWAFlhwB4BEG9QmxNzIALiO+GXzjNSvG\nGuu2G2UJaelIFAWB8o2UhzlGIbMiHtsH3o+9r37M7R/UrczPWveNwB/tpzlFjrzOBdYPYnqUMIV5\nZmAQ6z25Xvf9qanctPVCNuw+1W0VMEmWfBbjCoPbqOQte/441DAz5SlvKnd6aMv4bll0xxaO+8RG\npuzLqNRrnUeXkXvVyTLgTOB44FVAHdAP3ANcrXvVH3C7bwZLmuwbGUHlMm7r3/zl3vUrz/7DCtN+\nPO9jdzlcmokZsQI/K35ll1lyoD9rnTjG8VovE3IgTa7cJ4wEp5+YRuxF3iMUgswECIXiNco06nj+\nPQb1EJnuCF5OMaXCNMqTwdwpO9zkJYtd/ndbJx/59hHmGL4TyUw4RvrGDC8H9WZfjTUinc1c1cc1\nqo9Fqo961cdhwBWO101FjlxHxJwzG1ij9W4zA+uZGL3LeX8NNQfoWHBr9uLs9ZqBe1UfE1mBVucl\nZ6TWbwCQZ+bGeD27Ll4ElT9CmPHd8twZC/n9V49hqLlhDOd59JbuXAScgzWbdBAwAyup+wrg9y9P\nmVNq04DYCZFwaryn3vX2v33MtJz8n/l859J5nUN/PwU0LXgWS1oIcLhSyXrHa29x7nZ8PxOJvGFm\n9mIbsY94FkSoMiQIEArF68vtZqyRV4AP0aSmQ8YX8r3xNy8weX/8d47OM3WAIfNHIAoJSL59hDlG\nwZ0eOxBw++4Iup/dhpdqseoDbMZnkSO/jlGO9bJdkJqwZqlW28GC8f011mVsNoQVVOSXLNnOITTr\nGvvRdwCAd8fGeL7vX9/USEQFqXy4DEWyjYGc75bnzlg49MM/n34ug7qGQd3iQ7t/AMsRZSlWkvgJ\n2LaowKFfP/TCl122K1qNBKWS85RKfk2p5CalkgeUSm5VKtmlVHJRVMcI2FE03lOHvGqPn8EPE17n\nMsrKu54BhFPihBUEPGKvk66UO1ep5CpggWHfzkAkcIc+pPOPIMSOyIGEgvGcgm1S7wFuB2Y5NtkH\n3AhcwaAeoYzwkKikGbqg+br1p839mXFa3HbQ6Th1zs/Wdjbf3NRQcwDTOj7b4indMTnAjOma4Zu2\nXrj7/l2nN2KYDg/r7pOdLHzD86tm3L/rdKPcJKBLkNvUOlhWfXOJochRtnxo0dAWXr/nKaan9qFg\n0+9mv2FG/4zFOe9v2/B8Lnz6v8EKIi7JOreekqUw5E2ejjkxMJ9bVFTb5Dl+6MR31cks3cUe5/5+\ncPeZ13/vzuVzAd5We/8TD9z59kOdbR2qn6ZXXn4z3f+8PHYXL6WSc4CHsYLIDOYsGBlb88hTNfNb\nhqMqcOe3Tf0Y7qnnfn/N2MJDjIGAt8uVWeID9mcoIyAuwEnLS5rKUcnlhjYMzVH7D+zSDX5tQMfl\nPiLBESYLMhMgFIxupVu30qJbqbEf0wHA27DkP7OyNpkKvA5LOlFumEZ50r72m4CVN85ddREuo6zp\njvv9u05vumnrhWwbno/Wiv2phkEcnSA/I6X5EpqzR7/3pxoGb9h6ibY7527T4YFHsUwJyBcc8vXZ\nb53zywNZq4aZ3nYbJdykWzlYt1KvW5muWzlSt/KxCKucjo8sLhrawnG7NjLDCgAAlizdvXH24qHn\nMt7f/tRUul86J/30IGBpQMlSQe10WR53YmAYeUZBkjMneZLU85IdAGDdx+Odvle99/kj/r588Xpg\nkwa9ecEi/ZEr1qnuf17uuwZGgVzJRABwNdD45v+z89sAu16qq73lsoWhTAUKxHhP/eiXr7nRtJx8\n95pZDnc2zXq+YUaskPvZa2Y05548q37j9MfnXH/QxQ0Ps7jmZeoY42C1Rx9WsyP7ey1n/yLBESYL\nMhMgxEeT+iPwRvvZuVhyiROBH2FJKB5jUB8bxaFUp2E2IqRPeCGe/n5G2qMcKQ16bHu9QO/PLel2\nf6ph8Nynvr/XtB/fCXoFJiqHxfme3v3iz5mR2pezzqiqHbzzVe/eqzVLBkfm0/3SOfmSgtPsBd6u\nW/ldoe30c03jHJXMTs5No1PwwdqlOUmTXttg260GOX6U9TV6aOvf+fLcJZd/9mvs2j2XqfX7+eqa\nj9M0b3BTO71ulrQQUz0Ru2DVNiz52BAwV+vEcA9t/av+4eglL/59KrVTNOte+hMz545BEZO6Xe+p\nYtRJCHkMr+8SjkrmVMp99qCv0lK7K2c/r+i6wVk7Pp1tElCwp78glCNT8q8iCAHI9NxOf+nuY1Cn\nMyrvo0n9FTgaeCNNqolB7Val1hd2AJBbOr0TwgQCttSmHitRdAnwnR74TtZqr2un9ynD5n40rV4j\npYX8yPjS09qdqCDHMe63oWZ/o25lvqOjdpvqYw2W84pTLpUeUSW7A2cXBYPiF1JbjX3PTDcEAABT\n9FhjO73z1ZOlkSxlt9OxLGNk1O6YxHW+NmPoGA9urofMpEl0piWlqTMdSGdv6NS53kd+GNzetPiq\n/0qya/dclBrjwo98jaZ5g1BYon0hHIoVAAA8rXUinSS/eOFR+3jx71MZG1X0/3E6R79jT5ztyMH1\nnrI64/F+NkMew+u7RFnLMu7JxTW5AQDATDXSiFUnQOQ+wqRHggAhOppctZ/TaFLnAD1YMwFH2MtH\nsEZNCyWuTnUY/HSA4upsRNL5CrJfl47ax8ntNLtej3xBSRwF0drp7e6hDWDNUM20JaaZADITsEtS\ncbqEQVKanCBk/15F9+pDnOtkX9u8gYtPIvtcq06OnHvQl1M7X26sra0d5cLzv8YJx/06/XK+6xxX\nkvDBjv+dPdLN0+eMjbfjyPdv5N2HPUPfZUdsHy9hJRjx+C7JuSe3pGbrxbW7TcH95pgDa0EoGyQn\nQIgS0492mluwEoLvw5ICAdzMoDYPwwYj1hG8dnqV4c80CwD+NK1xFY+KSx/utV/TNXcbNQ98PaIo\nuuZGWm8+I7XvbLzPW0kL8rjm3BSB7LyTbZvquWnlEjbc3pi96mK3bQjvTBTqc6066VCd9KtOUvbj\np4EHd77cWDu1fj+fWnUVJ5/wq/Tq5XKd3+ooyrV62rNDaVc1lIYZW/ax9JMbZ1dSEbM4cC1ilgeT\nO89PRg6/gcq30RWEgpCZACFKvH6cd2BVCx4CngRuxbLui4Jij+C54mfk9hc7T7/n5DkPfHxqzbCz\ns1zwj09co8bOUXNyR+NvC7CrMNcj/lmeZt3NgEofy02HPORoR44z0GTGvs5WrkeLqxtRxrV1blMA\ngT/XLtLAz9v/b//gB2679k3HPNqJYVapBLMub8l6vgRYd6ZauvKdDU+PYg+WLKixJktrxnQ901jL\ngAquly9jN5s2emYBfcBCe9GjvbQfl72eoYiZSYrmSu7ofgKa1K/J/tznt50VhEmDBAFClLjKJmKu\nvhmV/MBID20vYGl3t2Npvj/fTu/jbusbOhNr0jpmSz6zasXje1+vOhbcSmPdINtHGvXGvceuv3Hu\nqoJ/fELo/X3h0alzu+aazBmBsNejODptFx2yS7Jh0YvcRZn4XiCxftYiOJbXbGTjLd/7SPKW730k\n/XwJ8FHnedStdNOUERCuAQjbMczT+b7UsMl0YM1fh+fVA0xhjGNrByZe3U8TVk2LdPvXMaDwCgRc\nO88nPfqPvHbpMkp/T32BiQDAi+gHBAaLkOMgCGWMuAMJ0WHOCbDcGewf0Tj03RB9J6mHtg9jJQab\n2Aec0k6v0f3F06XCkKBmE7u+PAoMbi3ZScBgvdf1QGYHI8SIqpszEUVySim2Y4yxDbmj25B2KylB\np62Yo8pB3YFUp2cSt4kHdBenjj/z8R3mF0PnG6wK2buxBhXc2jkeQP9rfR93zPr+xCvNwE9z1vf0\n0Df6/h96NJzcpplSN9GGVGqYDXfv5unHJmqMxDxb0EbPCcAGrO/UGfZit5kAV9eptH+/IAjBkJkA\nIToGdfYoWsb0qsEaM63vptBAwO4MRfmD9TTwb8DPsSqMLgLWAu/CqjD5BeCfXLb1GrEqtgNJZLgk\nAa/AvcN/UQSHLebIs4lIrleBVpfG++n0U390bQ/fyHatcuLmYFUQRU2a/IphWZfnFu5J3F2+grYo\nR5tN+6pnYiTfDQVwsNqjr5n+k4lObwNwiXH9fPdi7uvHnUZGAABQU1PPsac08fRjEFBqE4Y2euqw\nPts1T/7Hi8Ov+8LBMwAObBudx3zjJmUj+xSEyYJEz0K0DOpuBnULg7rGfnT+gHj9wJYV7fQ+1E7v\nje30Pt1O7/52ev+GNZKf5gSPzb06jnElBRcDt+u3LK7EVTs4XA+M2YvGgPWxVk8dUB0MqH4GVOq5\nOQtTZ9UZ+9m+r5cjeMpIbg5QhMp4P42M1M3z24ZKxDEDknneOjPPW1KpjqRS/UmlUqtvnTnjmKdv\nKaSIXZRBetjA/mXgW7fNvPPiJbW7JpKr/4NB3mNcP9+9mPv6jDnmNTOXx/3dfDlw9MCdu8eev333\neAG3fZtHlrgk/EaauB02yVgQJhMyEyB4EvHUf1mMgvuRJPXQVtNObyprU+3yfzZeI1alHtkuhKJf\nP/tarQBq7UW1wIoe2n4dSyAwkCkHWVjzfO26GSthL9w+cnZ6raDXq9DRZeP9VFc3sgPbZ76d3iAS\nmEoh73lLqszrVT+6t+n9D3UO16ZGBv94xPkTshb/sqnQo82G78rt5B/1T2MovJYAuH58jQFXqVK+\nezH3O2fvLs3Mg3Lvmb053vmxfLbb6HkN8P9Gdo3pP3/8hdqaqY6maGowfDa0TnQrlYQIfo/CJhmX\nc4K1IIRBggDBlULdGAyUfDrXQ5L0j2RKWl7uoe124E4Y14WvdezqQY/DuHb0y8D3vRDiu37uVULj\ndwfKJOd4M9Q+rp5+xdjtu86uIdz1KjR4Mt5PR/zDU3cAFwRohy/KqKMTqvBejR6rf9+Gj+z9w0Pn\nm0Ul3oQK0l2+K4eBA8DUPMfcpHWiJW/L/LlY5WDsPD//zD28dmlmLs/oMPz+F9mbx/XdfBPQ0Hf5\ni/rAC6NMW1KX/brx2kcoRQv8vRLD76EglBwJAgQvou6AlcMouNt7cha4WoKVA/AG4IuGfewEPuV2\ngHwd/bgcfIpAPNcvd4TT4Xry3mLPPhj3u7Dm+RrdGlo+WVDwpLvoVp1A1v10ykm/rMcOAoI6WLlR\nZh2d4hfey5PX5MQ5o/iN5+pSt13+6tqs+gn1WHayL9j72g7MIjMoCPb5CVtN19B5Vp38Ot1+Roa3\n8+sfzuLZx8O3zSdt9JwGvB346+7H9s+a/YapzQ2HTAQBtdMUBx3f8EIbPfPuVn3vJJ6ANMx9U9QB\nCaWS84ArgQ8Ar8K6f34MJLROPBf18YTqRNyBBFficGOIyx0owPF9u4eM6ZoD20YW1M6u3TWlTo0w\nqutemla7705gTTu9laDhj5wCE1zNDKh+XJI5e5rfi9trsbgDebTFy4HFCy+3qELOXSEOVm4YnWQs\n8o5WR/3Z9uOKlFTu1yuh47MlNswosn+vMhVSy/iuzJpl2W4vjt2Nx8/sTpwzQG30OPc9CC6pvw6e\n+/bLNz324a3nYLr+BbYrzH1eTHcipZJzgIeBIw0vDwAnap3YFOUxhepEZgIELyKXf0RURKgQ3N5T\nDjXoqRc/fbNz0UzgV7q1IpJ4Y6GQWQzVx/HA/wOOweoE1AOD76/7n+bLG67mxCkPZ2+yGFhOVmdr\nTNcM37T1whln7iJF9HKqyGc7YpSAFeJg5UaokfUwzl9KJTtOv2DbtStv3JxTfhjg+13wtRsvu+zX\nv33bKtytf/Ner5hqLOSMCjfM0HSs2ZodBGR8V6RH5Is54+L3WHG5PtkBgPP4vmRaO3+z7wziG3kP\n8zkvppz1SiYCgKuBLwFnA9diGcVeA5wRw3GFKkPcgQQvInVjKBNM78k4HTY4kpPTV5ZORpXCuT/+\n9vlAG9CC5QleBzT/78gHeNueX/Hb0eOzN9lsdyBXApsAvT/VMHjD1kv0/btObyKc0443ltxi/Hj2\n40o/VVm90K10R+2gVKCDlRth3asCOX+lO6bD+5UxABjn/h+gu2jRXdTYjxnnLaHN18te7tthKATG\noKhx8bDzqdd3ZaDzVSDFPJbf4wNs6qVd9dKugEMdyx/tpV1tummnm/tVwVJAO+DJuW/yBGBF+T1U\nKqmA8xz7/4zWiR1aJ64D/m4vf59SybnGHQhCAGQmQHAlSjeGOAkiUWmnt7uHNrLWzyl4tT81le6X\nzjHtouz9/MuSJtXxkWNOPu+Uxx7gHX+4j+btAzz96sP3vX3tLwe2zV1w2Ch1dA938OYp4+qV8R9X\n5+yReop+ch1XotXlhtRdh6EQCU2BDlY5qE46WP4fM5hSZ7nE/P4X8Ozj4K+jE3QGIadjeKZaalpv\nFd/lGq8D2x1+t3MWl47bOCq8c2vdGNbgWr7vymLmuiwGOOms7XSs2Urj4mG2b67n9k8fUqzvsrDv\nNdaR96AzH0X8PTwU2/ULeFrrhDOyfAI4DKvvdixwX8THFqoMCQIET4paGCgELgWs1qm+celKDiZJ\nUg9tE0lysLlr4KMzNuw+1WTvV7VSoAJZ89aNDzW8deND4wuO6u+b9qnbv3zQ5R//MgBj1O7GSpz0\ncj0pC5vZKAgjockKGvb30HYXlpdkP8EcrDIYHzGvq7faMvMgOPm9UDtlkKcfu8RHRydoh83v9Sr0\nusZ1vxjlJI0LR/zq1YspLdl80lnbl1ywbhMNM6y4cH7LMBes20QPbR1FyMnK+157ae8nV29fVCMJ\nr0Rc4K1kdv6XxzgYdrDj/2zPVufzBTEdX6giRA4kVDqRTHW309vdTm9LO7017fS23L/r9EuYfFKo\nUpLR6RqtraVvyev4/jvOTE/577n+wKoTadY1NOsWD/lNpMXWVCcdqpN+1UnKfsyRiag+OlQf/aqP\nlP3oKSUJsH6ge9cRNKSlLdOADwF/wbKi/CtWPgDkcbDy1ZYp9fDW9+312dkJKpXIuV43D/yJ7uFH\nuXngT1xy+99ZdNQ+43oBMW//ysuqkAJR2TI1+3FlgA51MaWWqzu++LxOBwBppk7XiuJIgnLe69hQ\nSm9at/Mer41CSnZCYSfibsCqybwYK1+pGWuGeCPwTbIlZaUpLjYZ64EIJURmAoRKJ5aRvkrw8w8q\nJSmxM9P4aGDL955lU3OL87UB4P26lT4f+wk9Opj9/n/xwOn3wCqnDCytFyetPQ860xRw/YIlNDaj\nWG5AU4HngZ8S3MGqoM+Ri8zO6/7KuY4HvWp0/PGkD+3kuLaX+c4VC7/pr/mu5N4vE374BSXjFmJy\nUEyppdaJ7u/rtttcXo59Bq2X9u43rLv5H+f/y4yPT1tYp/ZtHuHJ1S+prbfvXqE+mvy113su4ky0\nVyLuQYb1Y7EGtQOLqx2LWrJWme34/6Uojy1UJ2IRKlQ0qm9cBpHNJt2a8wU6aTBZFGLb55k6XkHX\nD4trfkbTRC0AQxAA1tT7O3QrG0MfwwPT+z8wXK9vXH+R2vDIqdmrb9Jd1r2T7/7KDixueH7VDDtp\n2bh+Vptc922yP/Wwt9Xt9BY0q6s66T/pLfcv6fjXW2lsHGT7gSa6t53Dhq2njjGLc/0Gv0GujVLJ\njqPfsfua5iMOHPzE/TO37ni+/u7GhcPvPfcrW1597Lt3p1f7RTu9QR2Ost+b1Satl2TlOqTxV6zL\nptQ2x2EIeq9FjYcl5yCwlxLmnNmJuNuwdPhDwNy0Dl+p5DNYGnwTkVqDKpW8nsx6NWnO1Tpxa1Z7\nRoEFWid2RnV8oTqRmQChIhn3tH7P0Yv5zzZNQ53zi7MaZDtBEx7jSpAcx3MU3FGEqf+Dhy4enlK3\n+c63fuC6DyW/dwKW1V0j8DngffmOE9KmNOf9T60fVh3/eiuGIGCxy/8Z6zgDi6f3Hc7/bPvgkv4D\nh1LDGClqvfaZJuisxnZyk6LTyz3J1zm/4Lzr7jn5hAcunDrVykGc37CNC179dVDUbth9qmeOTdYx\nfM+aZIzyNqkO6lnDSxyyd/W0Lfe++58W2quFcTjKPI41q9Ot1H+6BVG+R8PD5HGUCaUu1Oh2jpuY\nuKdLVZjOTyKuicjyN+zfM1MAAHC9Usl7sOyS0225SwIAIQokJ0CoOBy+10v44eOKz/Qqtr6ssaa1\nLN1oGcl2YiKofKMYCbXeGvdB3c2gbmFQ19S/MNzywZ7vXQNc5Vj3iAjbko3Z0rFx0LR4s8v/2euM\nv98tBxbz+1fewuDIAlMAAFbV2Awi0JX7wtE5z9Q0O3IVTjvlZ8vSAUCahpoDdCy4Ffzn2ATOz+mh\nrcYxS7QEUDWjqYWOVaKcqo4in6TUdpvuDKgOBlQ/AyplP45f32Ldax74PcelOJd+E3GdRB1ArcFd\n7z8b2IElTQLru+STER5bqGJkJkCoRDJ/iO99HO59XBFwWr/CMTpu7E81bLdtNLNHfIvhRuIWUCxR\nfaSAPVgJdl8DXgQWAlc41nsmwrZkY3z/23c0ajJ/fLN/3L1GUMd11q+qH+Bjzddy9IyNHFS7k+V/\n+UH2of5kalRAXbmbp763176/WSBzkFQ3HiT5CRZ9BZrZDkePX3FEaskdz0+fsXmIvYum89hVRzlX\n9+1w5IMoRsMjCaYjr847oHJnKO6mi8+pteyzKhK3w2oG46uinAfTuXejnJy+nN8Ng8RX3dnrPY8B\nKSbciq7UOvFchMcWqhgJAoRKZNLYRBZAzo/qmK4ZXjfwb7PInl7vgwuaT7/n5DkPXDi1ZmK090Cq\nnod2nXJPe3QlZ7yqMSusEa1/t/+yOQC8yQ4W4kjCNnYANz5+7HpgGS7VZL0SxHusZUsAjpz+JEdO\nfxKA/akGp8453YnIEKGHJGwg5+fzYg6SJgrm+QkW87bPIKeZ9uSnXsuTn3ptzkZ1O4cZmVsfxOHI\nk4iScQsOpr0q+NqEaV9moPdD4D+Zyn6mOo9Bk7Jm5IqMy7mfgVne5nkuIw+grAGJNNlJwM5E3A9q\nnYjLl9/tvtJYOQG5JgTRnwehChE5kFCJRGoTWSxUH8erPu5SfTyr+nhF9TGs+tiq+rhT9XFikH2Z\npvdv2nrh7gd3vX1q1qrTgTU3DaxaduPWi9g2PJ+UVmwbns+NWy/ipoFVy6J5d4DZ9tBEChjBcrT5\nC/ALe1kzcVQBJvN8aY3evqNx7Nqb/n3aTd9etQyr42+sSAue1X5dbB71J4B3A4/ay/YA6yN4G2Ft\nJf18XnL27SiY53e03E/7cmYlXn33ADOffoUpe0aoOTDGjP69HPatfv7pnx7c0k7vEz6O6xutE91a\nJ1q0TtTYj0E7TVFYe7rNzKzFJNvyZ0WZGeitBfbnrFNS2VL2ucey4wx0LjOkoNHZdT7LRF7N4Uol\n6x2vpaelRoE/FnCMfLhVsr/BIwCI+jwIVYi4AwkVh2EkDWynmyhHQsK40HhxyvP33firXe+4wOXl\nUeAk3cpvw+7fHkU3usekVzG9plujGQywz9dazKN7rscspsPTeFEs071jCADyke0Uc+5T35uxPzXN\n+f7T9qehr6vX8TA40+SMECaX3cMZSzMqYpN+z477Ob1vrVm8Y7Qx9Z0Xz6t5aPepge571UcHQ8Nr\naahr4oVdcMMDg9w5UWzM5HC06I4tHPeJjUzZN+ZcPASsLMWodT4KdQdSKun2OXUjv8xxQPXj/Awd\ng1s2hWZQl83gX9DRbA+XocBS0Kxj72Fi1P9q4ItYibhpHf4PtE6cEWT/QQlyLqI8D0J1I0GAUJHE\nPRVqcDoBQ8fJLz20dTy5t/W/B4YPaTh6xkbmTtnBCyPN+5L9awZ2j81JOz6s1a1cWkCb+3H5YbAf\nY+tou5yvbL298ZhewUtUAcr4sTo9Ao6uSM6Daf++7U8LPr5bgJxctp4zlmbKnmJIns8XoLtZVbbc\ntnnw+Ev/lGEVmR0AhPrMW0nHGduUOrDw6MC54WpFqTpZBpx5UMPO04BDRlJ1tBzUz7I/3cPlj13N\nvJEcA5lNJcwLKBiPACqQXafLfer2ffUCcILWiU2G10pCVOdBEORmESqSCKb18xG1C8ia183oa3jH\n3J+zoP4l6mpGWTT1uWltjf/j1KCOhNx3Gi+pgqeMIWhVXAOm86XIHY80Tff7lnf10NbRQ1t/D20p\n+zFoO2PNJ7GDm3qswkN32IvT3D9aSwAAIABJREFU9qfFwHzfJu5Z5iJpKs7xJz43xvuwf/niS9LO\nUfajKQAIJn/Ich1iQhdfasmE22fRaFUFpDze50XAOS/vn3vIy/vnsnd4Jk+8dDRfav6/HHfK79k1\nxSlpnxTWyVFJQd2+r/bY+xrB6vx/C3hzOQUANhUpiRXKDwkCBMFM1J3FjO3GdA1bDizi17tPnmcv\nKlg3bnfscmwA7ZfXANOwnCYyrFT9WEj6wOu8ZLTH0AH1pbN2JJVmtDNgIBD4x9MtQHJbrlsZ0a38\nhQD2pxEEYWlKnTTvefwCrCrDBOVlaedpD1iYPqcmjTxALe4BzwHgBmAp1uf7BGALwLPTD+P6Qy/a\nmXGMMpRXBSSKnAxwv09nap1YonWiXutEs9aJFWXqxBPVeRCqHJEDCYKBqHXqThnEhX9bx7YRpzV1\ntLpxJ35kTVG810L34Sf/Ioqqp0FzAjzO33ogW2d/ALgMuBnL/vQq4EP2az/UrRiTsKOUnsWlFfar\ng4/r+KHkD03KPUfGRRdf6mrAdkf/FjAWm8g5h6qTWbqLPVnLLgO+bD+9SXfxsTjaWiqikIJOBk29\nuAMJUSAWoYJgJuoKm14+2c3AvaovFt14aI94j+UmCjpfPqsAF9xO3UW36gSyfzzdk4Ldzt/HyO2o\nTQWus/+c7AWSuOPnGvkl8sqwAavkxlWZNow1Z6BtyqEasG2leZvLyzn3eXYAYNPg+L8cR7ELIqPS\ndHjy3qd+O9ml6oxHdB6EKkfkQIJgwE1aE1ZL7ZRBfP01K3X36z6w6dJXX30Z8evG/XrEm5hY3qQ6\naFL9NKmU/ZghTYj6fOVtj7/lRnQX3bYdqKstqAO382csC2zjtD+9CThWt/K7EMdYElQe5CY1KbBT\n4ltWE9PxIZz8Ieg25SIfCn2fq06asfIEwHqvt0TVqGKiVLJDqWS/UsmU/RhpHke++9RvDopYdQqV\njswECIILPkenPcmUufROyFwUnDUHvvY8bwTS1nOeuvGQ+BkN9R4Vm0iwzBghzS48FMX5ysN4Oxfd\nsYXXf/4ppj+/j7FptTMYUh0x6Z3dzt8YjkDgpNn307HgVprqtqEUWwkmI8lXZG286JufoCqGEcJg\nMzArEhEe2iJUoa9B3U2TytnG4z4pdT5FmlCzKaqTRcBPgYOx6m6cp7vKYyZAqeQ84ErgA8CrmKh+\nm8jW3HsVU4tyhP37+lGvl/3OzkU5iycIRUdmAgQhJlwSbrtUHxepPupVH4cBVzg2eaaQY7kkluYd\nDfUxil8WI6Tp2ZSW2zYPHveJjczYsg+lYcrQWBPxub64nb8b08tPmn0/FxzydebXb0NZCvSgCct+\niqyVMqHV98i0I+cic2S0s/DCb6EcwQZ1t5frUBZl4bgSZjZFdXIksAHLlWoUOEd3jc8ylhSlknOw\n2nYJVkBVjyWBXAE8olQyOwCO/fvGh8mA34CwXAJHQQiFBAGCEB+mH7O0bvwAVqc/nTiaoxv36xjj\n5e7jV6bjURUXyuiHrp3e7uMv/dPerMJSEFMn2eP8XZRe3rHgVhpqDoRuj+EYbgQ636qTDtVJv+ok\nZT+G7YgHkdWURcAYkrJxXAkS8KhOjgMeBBZhtfd9YQrfxciVWMEJWIW4GoGL7efNwDVZ6xfj+ybf\nfeo3ICyLwFEQwiLuQIIQEx5FsMDSjY9i/VjcD1yjW/mbY1vfjjGxV9xtUq77L0nhoRCuL3FiqoKb\nbk87vYHbE4lbU8SVkT+2bsX1b3zX7o/NPWSkdufWurHHfjT7xhtXrr8oez3VabjnjwTeCsxBk+X8\nVGo3nmy82lNqNxb7mqaPn8IaxHsJq9LtNCyJzTLdxcPFalM+lEoqYBtWx38ImKt1Yth+7RngMKzv\nwQVaJ3bay/uJ2bkn32fWb1X6YlWvF4S4kCBAECIky+oyhZvVXystXraYQTqCsVfczc0JAPuHriS+\n42UWlERhXeokCsvQdGXkU076BReev9Zr1cva6c0eic3cV56OTkbn+MxPpJgxe+KePxL4F6AuY5dD\nwMrvt7bhtl8/gUAxA4hSd/Zcgjo/PKC7ONW4zyIENUolD2NC5rhR68QbHK/1Au+1n56mdeI+R7ti\nPdd+PrPl7g4kCFEgicGCEBGGzpspABgCVhvWzU7+DDIlHsY+0T/BEyxj5br/c9E3f3r8P3/28cOO\nrt02Zz7DdfU07t6uZ+zbu+2ZPk7UrfymyE2K1BbTLuAGeeom5MGvdOJzPbQN5Ok8u0on7GTd8fd+\n1obP1K7hf1m8/zk2T1vM6tdcxe11Z2fvzym7CJVUWQI7z1IngJqOH5piJd9iJSmn2ZX1mvP5gvQ/\noZLAg5P3M+s3wV6sOoVKRoIAQYgOtx/qMayp+/HOnD3S79WpCNKxj8ubfQKrw18WP3QXX3rdFrIC\nrBcamxVwHPAr1cdJcRRec6Od3u4e2iDCUem005JDAnKbsh69aho4ybl/tg3OZ37Ttuz1ppG/I+sV\nkI7f82fVb2TdvruZoUYAaNm3iXXXfxSmw+2n5wQCXkGKnwCm2J3yUufF5DuO1l2BZv1KHdRA5uzl\ndUol0997q+PuWMfxmRWESkSCAEGIDrcf6hqDLCdfp8J3xz6ikeNK4m/A+cB9WNWWD8PyQz8O6zut\nA2Krvmw8x3bnIVopRa4EJO20g49AIOf+aWocdFs3XwfTKyAd33bN9F+MBwBpZhwYYs3NnzYFAelg\nNuwMVrE75W7n4BWlkpvIY3sZ4/GdrwehWOfvRcf/B2W9Ntvxf5P9GNeMRA5xfGYFodIQdyBBiI4g\nThGe6wYtvpXH3WdSoVvZoFvp0q3061YO6FaeJLMo0ojbtmHxcmCK+lgOQjvt2EHCyvq64e2OpW4J\nYPk6kF6uOePbLq7JVnvYy1/K2X1620LceAK7shRYgMrUVg3Mwp/tZaG428imUsMEn/WLzdXGeZ6x\nAvVX7JcOVypZ71j1KJddVIqblCBUPBIECEJ0BOnU+PLvr5aOfVhUH1NUH63AufaiPcD6GA5VCuvL\ngkZrdRfdK8/9xmXp50oZk8f3k6cDmce3fvw+3pyaY9x+aOr0QYYZRGOpwH/MEF/JrKLt3K9PSUag\nAKKQyq6OxM9pWNI+DexmQs7ix/ayINJBHSPDg2gNqTErpnvlZXjwLs36ZN59ZBGLHarLeW6wX54G\nfE6p5FylkquwZvDcCD0jEXe1YUGYTIg7kCBEiJdkpJB1hVwMDkoDwPvjyAcI4sAU1XVNO/wYXtqk\nu/xZhfbQdjJwNPBzYAvwb8BVWB0ygMfb6X190LZltNPuJHfU/2nxupl3M12NOs/T0LrF56//6Bu/\nuYKI7ErTBHEHCms76eFUkwJm4tP2MiqitM+039taJqQ4g8AlhchwPNo3QrZHlEVG5W0HoexAS+3i\nJAiVhuQECEKEpBM6o15X8EUzcK/q4x26lY0R79tXorYP16cgFJzw3U7vQ8BDjkVf7aHt+1gBAcCh\nAduUQ0YSp2Unm9Ex/+gbvxlLEmpATXfYWRW3tqd5Oh0A2DyBFQRMAY7FksNESdRafud7aaJwPb5b\nO6YA1wLvx/qcpvMnHgW+RHSmBm7Xay1xf9ca7v1SOagJgl9EDiQIQkVi10uox3Kjv8Ne3Ah8LobD\n+ZVPFCwbSleK5jJu42KGOJpBnDKcAKPnPbSZvuO1y/+FM6i7GdQtDOoa+zGo3W1chNXA52ujL9vL\nCIlSyx+HxM21fVonLtE6sUTrRL3WiWatEyu0TlyPu9QsDG7XqylWWdBELZUMuZm9XBDKFpkJEASh\nYtGtjAB/UX1cBZxhLz4ihuP4dWAqqMObM5NQTxPvZIh3stzPTIJBIvNyD223A3fCuLzIWT3sQT/t\nKpB461j4I+ysSj5XnmzcKoRHRZR2wL7u1YDFsAK3L2I7UK/rFaf9aTlYrgpCYGQmQBDKiPQosOoj\nZT9W7khSk+qgSfXTpFL2Y+j3knVedqk+rlF9LFJ91Ks+DgOucKz+jNt+DPvqt5/nP+9HJXP/cil0\npDb06KyjgJZzNPL1wBeBvwAHgL8C77I32Ql8yme7CsF3EmpcSZ15kpu9MLV9n+N/L9vLl0I01ZMC\n3oeJvPdq0ITqiNsXBq9gKM6Zp3KY7RKEwEhisCAUGbfEUYOeHNJJbZWWMDwxPZ7zXoLqZF3Oixt7\ngbfrVn4XYF/DWB2WqdltTZ93vwmHhV7DIAnI2fTQ1o95FHQv8DyWFnuq/f9PgTXt9BZlNN5R9Gzi\nns+SNZVrUqdpJBxL396IFRAcVKzE4Cjxc76jTEQuFkoltzGR7OwkvjY3qX5czhODOp5jCkIESBAg\nCEXEq5OI1dEw/+C2+nODKRsi/FE0uAClSWG5i4xidc7uB67RrfwtxL5MjJ/37M7Qe+ue4uKGR1g6\nZSA1t2a/xvJCfwy4Xv1K1+Me5HnKiTzal/ce6KHNNYBop7fsZ32DdjiVSs4DrgQ+QPzFurKDgT1M\njPpfjTXbshwrOAD4gdaJM3J2Umbkk/rYXv/moFQnyvKeKkkwGeGghyAUEwkCBKGIeHXysH6IQ40C\nlx1NyrXzwKAO9F4KGR0PsC8T4/t3dobOrH+c7826w2u7FQzqb2Ud19cMgcd664FleAQQHjMBm9rp\nbfFqcDkQpMOpVHIO8DBWUng2A8CJWic2Rdg203XRmNv7AnBClMcvFTFYknoFHEFyDwo6ViyIO5BQ\ngVRWx0IQKh8v7WhsVTzjQHXSoTrpV52k7EenTjjK9+K2jQqRNxHk+JtN/6+Y+sfxhV/cd/LLwAzg\nIse6HzPsy5fW36VS9HqsSrT5qhXHUgCqiAS5Z65kIgCIvVgX5uunsGYENmP54L8AfAt4cxwBQImK\nYLndU/cEaUu+3IJCirmZ0DrRrXWiRetEjf0Yf2fc7IwlCGWNBAGCUFy8OjoV04mzO/y5P9oTgUCU\n78W0rzRuHeIg+xrGSpp1kt3W8e1GHV+bj40e/HkG9RCZDiCm3AXfiYPZlaKxZgDyBhAFVuAtB3zd\nM0olFXCe4/XPaJ3YoXXiOuDv9vL3KZWcG2Hb3K7fTIPtZVxSpMg6yX5xSfQ1B6XebckXBJeiIrcg\nVD0SBAhCcVm9/Ce3HHi2vYWxU2p4tr2F5T+55QAT8o5cZ43yTAr2/tG2RsFy3kuY0bGs82LCd2fB\n5RyvADqz2+o8787O0Lr9S/WYtlQg3531g1k0qemQEYTcazh0ITMjvgOIdnq72+ltaae3xn4sx3vH\nSABnmUOxRv7BXKwLJop1RUWpZ+lK1knOHlXHZ1CaRb57WNx1BKEESJ0AQSgi+m2K0ZpaNSU1BkDL\ni5tY/4VOdetV58Ggjq2KsJ+kVCcGv/nVWR3K/D/aVoc/kveSPi8emn7fnQWPc+zZ1szKuN99D3A7\nkLD/wHKKuRH4jGHzQvzdy8Fnvyj49Iw/2PF/sYp1RenPH4Zy6iSHaUu+e7hq7nFBKCdkJkAQisua\nKamxeucC+3lsI3qOZNN8mnLA1W9+nb08TalGRks9IgtN6m1YHdVZWa9MBV6HpUnPoMBZnoqRiZUB\nkRXrcua8sCKxhn9ctp6I/e8D6PxLf98zLktKhWhLvntY7nFBKAESBAhCcSnFiF5QKYGf9Uv1o10O\nnYW1TNhDnot1bk7Dsip9J3CXaaNsrb9fmVeFycSKwYuO/2Mp1mXMeXnt0hWsSKyOKtk0oM6/5Pe9\no721hpf9VAV2lXqVQZExQahKxCJUEIpJCYrKBLXY9Os3n1MAaseLV3HXjUcRh2+7w37vlYYZ2y++\nZC3r33N+I9FIm4K2ZT/WqP8+BvV0x/I/A0fbz+YzqAdDH0NwxU4M3kaMxbpUp0e9hq5oanaEqItg\ntL0slh2mR3vHgHOlwy4IlYcEAYJQTGIqKuNVOIknEg8SoABVGL/5WH3bCzhnDmlTzraBAoFMD/Ax\nJvKpzgV6gBOxznc9ll3kHAb1Pt/7j4IYfMojD6BCYujoPgG8G+BdF7+4uz0xMOu+/27aedvlC+fZ\nmxRUrEt1egTOXdHMoEdRiKuYhbEqsXCYIAjeyAdXEIpJhK45aewO+AbgEqxOUj2WLn0F8AgPPf1f\nBJMShJEexOnbXogzSuGuKhNBSFq24TRUuAVrNPo+rPMOcHOJAoAcaYm9PBQ+c0Nix0U2c+r0OaM7\nAX507cGzOxvfqNIBQP201MvAJ932VUYa/CiOUUzXoLLISxAEITokCBCEYhN9URnvDvgF33kbATTl\nQf3mi+DbXkgeRRQ5GKaOFsB+YAfWzMAe4LfAKibOfTGJozNYLt7txnb854N/mf2ui1+kafEBautS\nHPSqEU798CD/9cQTr5hmncpQgx/FMYqZY1TyvAQnSiXnKZX8mlLJTUolDyiV3KpUskup5KJStEcQ\nKhGRAwlCBZOljx4C5katj/bRhsOAZ+ynG7VOvMHxWi/wXvvpaVon7gt8gALyKMJImwzHd5VBMKiL\nPpBi1IA3fvY2fLQxiH7cb25I3LjJUL479ig15lbktM9+37dgTmo1a/Czc15gte6KNhm7UD1/0LyC\nAPt1kxf+AbgsbHtd+bRBynaV++BIrPJDQagipE6AIFQ2+QonHcZE4aTgHXB/xO3bXohHexT+7mXj\nYW7QgC8B1r2i67bPVCNNhk0259tWqSQuHblyed/GduzcWjfWuHDE1KnPaF8eVxtwGTW3O/yx5j/4\nrIvgReT1CxzyQmcHOy0vfCdRd7A/nZPzY0nZPq3wCASyZz+/BJwNXMuE/DB0ToggVAsiBxKEyqYU\nhZOCULhvewF5FEGlTS6UkwzCKI25eO+7IH8bg8p7yuV9G9vx2I9m32haTm773ORcaUqiaQ+Qn+BK\nTNaaceb3mAh0XxZBfigIVYMEAYIweYmscFIe/Pq2d4ft7ITJo0h3ss5US287Uy3lTLV0eTu9LYHd\nbWJI5i4A46j1+gNvaiR/GwPpxyMKoArGraN748r1F/lsn5c+viTBXMD8BE+0TnTbdQsKrl9Qog52\n0LyGfLOfMDH7KQiCByIHEoTKJvbCSSYMWuZXgJnA4Uol6x0/zG9xbkZ+CUqU7QsiffHG6kyXgw+6\nu0QnfxsDy3vsDrWXNrsoHvVuspl87bNxe99jlK4gldfodynvs1LIC4Pel+U++ykIFYPMBAhCheGU\nEWD9EL9iv3S4Usl6x6pH2Y+jwB+jPD65o5gN9svTgM8plZyrVHIV5h/iYjjMlIuzTdQUItGJVN4T\n5Wh2WHxKatzedykLXJWicrgfStHBjvK+LNbspyBMCmQmQBAqCJcR7lH7/3QH/IvAcqxRO4C7InYG\nMnWwp2AVyaoDLrf/vIi7s1OunayCsCvEQojR90K2dcEcaC153VdVJ+8EjsdylqkD+oF7gKt1FztM\nOwtamMzvbE8M7zsvPmZIyiXpOgjxdLCv0t18WoF/d6CSzH4KwmREggBBqCyCdsBfwKVwUgG4daSn\nYLlzvB8rgXA7lkRopmHduDs7kXayimEXCaD6DMfJqudQiKNMBG40Tsz3wRFvWgCck7X0KPvvTNXJ\nsborc5TZUNk5XZgMj0DAt6Qm4vftic/gJHJXn4goTQf7qkByu2exvlsayZUfxjL7KQiTFZEDCUJl\nka8DvhkrIHgB+Bbw5hj8sl0rh2qduETrxBKtE/VaJ5qBCyiNw0xkEgM7AMiVvVjLrXX66FB99Ks+\nUvZjYEmMvU3ucULsq0i43Qf7gBuApVizUycAW+zXDgXON2wTRr5VrrM9ed9LTK4+oSi1vDBEG58F\nHrFfypYfxjX7KQiTEpkJEITKwnWEW+vEJcAlRWiD71HMUkgxYjiu54izo/OeOfLbB25VmcMcJ3Cr\n48d8H/zmh6v0nku6HMseUZ2sBb5sPz/CsK8wHfpyldT4ei/FnJ1wo0zkhWHaOB/YChxCcWY/BWFS\nIkGAIFQWJZcRBO1gF7uzozpZBpzJisTxwBys8/MKcIzq5MdumnQPHXe+Tl1UnfdyHdk24nof7LnE\n9J4bHP8/Z3g9TIe+5J8FF8o1ODFRDvLCfLh9vraTKz/8MXCl1gnTPVY0NytBqBSU1rrUbRAEIQDy\nQ+aN6uTHwL+4vPws5GrSDaONYHUoV7IisYasTt1Jb7mf5e3fHmuct71m2/B81f3SOWzYfWr2sbRu\n9S+5VH30Zx/HZpNupcXvfsoN1UkzlnzkYKxzeqTuygwEDDkB2Ot61iUI+1mI8zPkdS+V2+fUlteY\nEn41cB0BOthx4dVGrRP+P18VdF0EoVhIECAIwqRCdXIXlgb9v4E+4A3AHcBCe5VP6i7+K2MblezH\npQPOikTGiPNJb7mfj334eqZOnbBQ35+ayk1bL8wOBAJ13g2yIkh3UoLJiiKj0M6y6mQR8FOsCrQp\n4IO6iztM6wZ1BwpLMTqDlRKoe933WidaitsaM1G1sRLeqyAUG5EDCYIw2Viuu9jjeF6QJl130a06\nAbtTt7z926mpU4drnSs11BygY8GtziAgsCxFt9Kt+iaOg4s7ULEotOCa6uRIrABgEZbO/Dy3AAB8\nF/6KgthzL8pB7++TcpVUOYmqjRUltxOEYiBBgCAIk4qsACBNQZp02w60G6CH7SnTcZvqtoElowjd\nebe3KZfOY+jOsurkOOBHQBNWh61dd3FvIY2JcHTdtTOoVHIecCXwAawaB2kZTKLYMphiUKrE/SBE\n2MZKytUQhKIgQYAgCJMaW5N+kf10CLjFsFqQ0UZjZ0KpytbuG/A9cppVR+ElLE/5aVid6GW6i4cL\naUihsxJZuHUGnwM2YEmX0jQDK4B3KpU8MQa73ZJTCbMWEbWxEmY9BKGoSJ0AQRAmLbYm/T6spNQU\nliQlZ0Q3oG97ZDUIyhzXehDOJ4Y6CgdjBQBgFXT6jepEO/7uD9GWMHUE3HC7fo8zEQBcjdX2i+3n\nzcA1IY4llAnlVJtBEMoFSQwWBGFS4qJJj+QHv1hJrKXEbwKt6nR1NXLjAd3FqQHbEolDjGN/OdcP\ny26yEes9zk1XoVUq+QyWR/4osECKUAmCMFkQOZAgCBVPlhxlM1bn9VIi1KQ7KWIS6zjFdpwJoMV2\nkw1p3RXZbHOkeu5seYlSycOwAgCAp9MBgM0TWEHAFOBYrJklI5XiCiQIggASBAiCUOE45ChOvfjn\n7f8j0aSXmog18b7xqcWOrIPu0YmOW899sOP/XVmvOZ8vcNtB0GskAYMgCKVGggBBEGKjSB0dk148\nTVqT7iSwHKUM8HTqGa+SDMdjudrUAf3APcDVblWSIyKSDnq+TnQJXWxMMiQTvt2UShXUCYIgOJEg\nQBCEWChiR6cafL7zOfVcRG6V5KPsv0+qTmpJd5wjyotIk11HoYDjeHaiY3axedHx/0FZr812/P+S\nxz6C+NDHXqtAEAQhHxIECIIQF8Xq6LjJUTbprvyWnRWS5JtPcnMAuIHMKsn3AvOY+J63grDO8boH\nkeGso1AARS/mlDVTlcJyzDtcqWS9Iy/gKPtxFPijx+6CyKKkcJUgCCVHggBBEOIidEcnoIwotBzF\nDgByZit6aKPMAoF879FUJdkkYynn0eaiFnMyzFSlz9c04HNKJb8ILMdKCga4K48zUMG1JihS4SrJ\nRxAEAaROgCAI8eHLZz4bR+cs7TuflhF1mNa3R6Fz/b/9jXZH6T8fG/k8zl2qJGfLWtKU62hzsesv\neOWSXA7swLINBXgB+KTXziql1kTQz5cgCJMXqRMgCEIs+PWZN2zXj5u8RydaomxjD22u/vPt9MY2\nSJJUKmckNqF1ZCOxdpXkLZgHenzJpEpBMUeoPWoPYB+7Gctd6sfAlVoncorMFXj8kozGF/PzJQhC\neSNyIEEQYqEAR5di6qWLLsuwA4AcCVJSKaIIBOwqyT/FHACUdWXjmJN/s3HPJSlCZ7jI79VJxecj\nKJWcB1wJfADLDSsdrCWiDtYEYTIjQYAgCLERsqNTzI553P7zJmJLmDZUSb4JWEZhrj2TlVJc+3Kg\npPkIhaJUcg6wATjSsbgZWAG8U6nkiVonNpWkcYJQYUhOgCAI5UbR9NJ28m+OjjvmpOCCR2JVJx2q\nk37VScp+7FCdHAc8iBUADAHv011cpLto0V3U2I8SANjYAep6YMxeNAasr4IE2ZLlI0TElUwEAFdj\n1QK52H7eDFxTikYJQiUiOQGCIJQdk9m9JKlUPy4ylITWLfm2N1RIBtiPFcRMY5JUSY6bsDkrk4FK\n/XwplVTANqyO/xAwN23lqlTyGSwnp1FgQR4nJ0EQEDmQIAhlSAn10sWgUBmKSU7U4PjfV5XkSu0I\nRkjVFuyq4M/XoVj3N8DTjloOAE9gBQFTgGOB+4rcNkGoOEQOJAiCUETs5N8cCVKApOCCEzjFJhKo\nsARZpZIdSiX7lUqm7MdqulZpDnb8vyvrNefzBUVoiyBUPDITIAiCUGTsDn/YkdiCKiTbVO0ouIOK\nSZDNkS4tfM0SDjv62+rs/V9masN0oA7oB+4BrtZd7ChVW0uIm92rIAguyEyAIAhCZRFFYmdFjYLH\nhOk8DgMzynC0PTNoe92b4R+OmcLUhkOwisLNAI4CrgB+rzqZU5JWxs+Ljv+zi+HNdvz/UhHaIggV\njwQBgiAIFUSBFZLThKrmPJkwVPgdtB+bKD+JVGZwlhqFJ38HvTelk8FPwCoOB5Zu/vziNi9e0lIo\n4GkgZS8+XKlkvWO1o+zHUeCPRWyeIFQsIgcSBEGoMOwOfyGynWr1yM/AmSBrdzKbslYpF4lUpnTp\ngTthdBhgs+5iP/CI6mQt8GV7jSOK3sKoaMqspr1u/5vugbYVTNyradnPNOBzSiW/CCzHSgoGuEuc\ngQTBHxIECIIgVBkFVHMuGUWoElvOEqnMoM0KALKDNqdDVGVWzW3KraZ99tSNH//lSIu6ffgY0xaX\n239pXgA+GW8jBWHyIHUCBEEQhLLGrhL7MJlVYtMMAAVXibVnAswJ1zrRUsi+o8DL0lV10owlgTkY\nKzg4UndVYCDQZK6h0T+2NSyYAAAFJklEQVQ2h0Nf/oRpi81YBcLSAeGVEQWEglAVyEyAIAiCUO5k\nV4n9EnA2cC0TVWLPKPAYZS2RcvP2V50sAn6KFQCkgPMqMgCwMM66LK7JdgMFyiQ4E4RKRhKDBUEQ\nhLLFrhJ7nv10CPiM1okdWieuA/5uL3+fUsm5hRzHkChsJVyXs0SqkyOBDVgB0ihwju7ijtK2qiCM\nielbUrOzJQtlE5wJQiUjMwGCIAhCOVO0KrHlXElXdZItB1oHXIqVzDwEtOsu7i1dCyPBOBvzk5HD\n1wPLqJD8FUGoFCQIEARBEMqZqq8SawcAGQmzwOft/7cDy3QXD5eibZEyqLtpUpCV+7DylUe7V8JF\nJW2bIExCJAgQBEEQKpVqqRJrqvCcphH4jerMWPaA7uLUmNsUD4MFVdMWBCEAkhMgCIIglCU9tHV8\n7S+P96Sfz5w32pK1SrVUiS0Hm1JBECYZMhMgCIIglB09tHUA65pfc2D6rMZR9myfwvC+mkXf2vmB\ncz48985b7dWqpUpsZrGwCTbpLlqK3BZBECYJMhMgCIIglBVKJTu2b6m7BZiuFJxy3nYAhvfV8P3P\nNl+vVHKuUslVRFAlVqlkh1LJfqWSKfuxI5p3ESmrsZJ/nYhDjiAIBSHFwgRBEISywe6Er/vu2KPT\na+xhqqFdNXz6hCN5/qlppk1eAE4IUywsfSxyawOUnTWowR1ote4S7bwgCOGRIEAQBEEoG9KVe7/+\n7J+Z3zLhBvrKjlp6ks088oO5Yzuer08RQZXYcq8SLAiCECcSBAiCIAhlg1LJFKBOOms7F6zbRMOM\njN+oIWBlO72RjICnj2V4SWudELmsIAiTGvmSEwRBEMqJzQAbbm/kppVL2NZfTyoF27fUjRFhAOA8\nVoDlgiAIkwZxBxIEQRDKifGqsRtub2TD7Y0Qn07fWKEWSbgVBKEKkJkAQRAEoWywO/orgU2Ath9j\nSdQt5rEEQRDKDckJEARBEARBEIQqQ2YCBEEQBEEQBKHKkCBAEARBEARBEKoMCQIEQRAEQRAEocqQ\nIEAQBEEQBEEQqgwJAgRBEARBEAShypAgQBAEQRAEQRCqDAkCBEEQBEEQBKHKkCBAEARBEARBEKoM\nCQIEQRAEQRAEocqQIEAQBEEQBEEQqgwJAgRBEARBEAShypAgQBAEQRAEQRCqDAkCBEEQBEEQBKHK\nkCBAEARBEARBEKoMCQIEQRAEQRAEocqQIEAQBEEQBEEQqgwJAgRBEARBEAShypAgQBAEQRAEQRCq\nDAkCBEEQBEEQBKHKkCBAEARBEARBEKoMCQIEQRAEQRAEocqQIEAQBEEQBEEQqgwJAgRBEARBEASh\nypAgQBAEQRAEQRCqDAkCBEEQBEEQBKHKkCBAEARBEARBEKoMCQIEQRAEQRAEocqQIEAQBEEQBEEQ\nqgwJAgRBEARBEAShypAgQBAEQRAEQRCqDAkCBEEQBEEQBKHKkCBAEARBEARBEKoMCQIEQRAEQRAE\nocqQIEAQBEEQBEEQqgwJAgRBEARBEAShypAgQBAEQRAEQRCqDAkCBEEQBEEQBKHKkCBAEARBEARB\nEKoMCQIEQRAEQRAEocqQIEAQBEEQBEEQqgwJAgRBEARBEAShypAgQBAEQRAEQRCqDAkCBEEQBEEQ\nBKHKkCBAEARBEARBEKoMCQIEQRAEQRAEocqQIEAQBEEQBEEQqgwJAgRBEARBEAShypAgQBAEQRAE\nQRCqDAkCBEEQBEEQBKHKkCBAEARBEARBEKqM/w8ZH/CdS+c7cgAAAABJRU5ErkJggg==\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f84f8b15048>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.pipeline import Pipeline\n",
|
||
"\n",
|
||
"pca_mds = Pipeline([\n",
|
||
" (\"pca\", PCA(n_components=0.95, random_state=42)),\n",
|
||
" (\"mds\", MDS(n_components=2, random_state=42)),\n",
|
||
"])\n",
|
||
"t0 = time.time()\n",
|
||
"X_pca_mds_reduced = pca_mds.fit_transform(X[:2000])\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"PCA+MDS took {:.1f}s (on 2,000 MNIST images).\".format(t1 - t0))\n",
|
||
"plot_digits(X_pca_mds_reduced, y[:2000])\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Same result, and no speedup: PCA did not help (or hurt)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Let's try LDA:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 104,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/home/ageron/.virtualenvs/ml/lib/python3.5/site-packages/sklearn/discriminant_analysis.py:388: UserWarning: Variables are collinear.\n",
|
||
" warnings.warn(\"Variables are collinear.\")\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"LDA took 1.5s.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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jHcf++OUNKJHyCyHEQiVBshCLUK0C2XJKFyo8dt2DbydQzl2Hffzyg8Dy+V7fIlGs3ML2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CTNUBjGGQLBFd//j6kWWh868rBJKp9J4iBArkZqpSyxSVmSL0RCqYqGSu01BreQ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\nZAAAqAjJAABQEZIBAKAiJAMAQOX/Aa/Qyrk2iMemAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f8500122588>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
|
||
"\n",
|
||
"t0 = time.time()\n",
|
||
"X_lda_reduced = LinearDiscriminantAnalysis(n_components=2).fit_transform(X, y)\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"LDA took {:.1f}s.\".format(t1 - t0))\n",
|
||
"plot_digits(X_lda_reduced, y, figsize=(12,12))\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"This one is very fast, and it looks nice at first, until you realize that several clusters overlap severely."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Well, it's pretty clear that t-SNE won this little competition, wouldn't you agree? We did not time it, so let's do that now:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 105,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"t-SNE took 205.6s.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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PAfRoffCpC9SD/3IW5RxmDFjbhP7uRPB9Q8cUZI3dPLV8kX7xt169e+3dj9bT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Aa+Fc33RvJagS2WoW+CqVh8aIAOMUCHQEXnbDxifX5rmfuehJ62ydDIoBwEm39t9wQ5D5g5/gfZ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wQxTuDFRjN6LiQFDYbz3Zhr6uiZSSdShKzIwjMWA53wGkECzX5UVBRl3V9VPvX0SYbEEG95Eb\nQavSy4uDhNwFLEFNMG2o8pFNqPv0FeCf9XpdJOQ8HVVu0ettt2Yz1DKbESx9PisUEnV/wxq9zjYJ\n1DNeKCtVP6qB9iHKY5xX44Ry1lYSzjkyPY9RBKo848CaP965qePM1u3/9s6/aew48zpxwczH4+Q2\n/9fgIhA+PBq+BzJlucxPHrmIew+u5dDIPFJScGhkHve/vIafD/yZbVcqCvsBAQZjFyAtWmZ/350e\nqVBigM9+9h2M1Xpf8V3di3jkZzmaay/a9nk0ObP2iSMXORdBGealcQRs4mqBomvYnx9nee6YnEqN\n8NPv+zmf2ajG++yaxnknY7KBwgkojGO3NtzDMGT16fU34TXC3dkIt6MRRkBUwemxmD5bpcumz4rx\n1rPXsvAs04tlmk9Nz3cdcLn+exD4ZynbXpey7U7gD3r53wjRflLo8zyBUekJqMAXtnp/gCXsXD50\noPahaacPVQ311fH8+rM4uKM8snBSZgYPE2f+BCCnLl9fWwOLgbHBVzKTGFOAP5IxXd+nt1LNwaEy\nL8k5MWLm/sKcumIA0W13lnJqlvNFXHwAVc+ZHXpMAc+iIj3zCRbUydBHKgcgmx3JgZdnPoK4VEhk\nrmU4ph2HladY7BvF6FMoZq+DuWfDn8/f+DzqCL/T/+MPZSgba/uPpaZy78G1PHnkIuvmF8x8nBtO\n72BaLGP32HoCvvf6B53m4HzxXdnsKu0L0//g99wmpNAiYX5EDA6G33vLL+9LTo1d/Yv/cbafA2ql\nuU1Jwcee/3bOueY0NxcIP3YfN5ONz/bu5ycJ3OOpe281aEJsa4doFKGexl6f2vdi8vr3onQMsgW/\ngtCBykgEkVREF+Qqbo+FCc9I2XaO848Q7bsAh37rYinbvl+MgxzPqDgBFVjh12R6pdxJ9mdjA1X8\nctV7y8ER8FBxCkEk4aBxgKOkamZBUQg34cwlw/8TEvtnN9FU1Wv6yGiojZMT0EOukXwMlVLOPsYw\nKtJtuz7OdbRdwxRwVZbAWLEHQofO0j3x78bujDoizPbgngAAIABJREFUYMfjgJzD0e1yvvwc9CCF\n6B78Hau0sWxrkj00Mo+1v7vf9+QvmPk4y09+mJDsQJAfW9IA8FeymZ+klwQY+GHWEd0s/7d3LumM\n+b+lynFWsDnNDo4BrxLhWhZtjNDwae41UkYW+dhhDWAjxafBGahnYiiw3eiNcB7O9w93T6/9HDkN\nNKC85h98sxiMSz+Ssu0Dzj9CtD+MKvsFWCZlmx/jXAWML+9tBZMNZ7KR86ijHlx0lO7UoycKW12f\n5J0bnisHJyA75VtODgCowdZk+NShDNfwdJNhHACXONqynZ3U33sUOZozNo9LQ58HwRFdk9AZKMfA\nr9G3Dv/oZ8zQQ1AsmktQ1/IFvJG1RvyzUWGOHTrbM05IoEaGINaRajIGhtN/4pR2rSMu3kYuxW+Y\n5zGoFNE9DhjXnTsluCrpySMX5WQLnjxykS3qH0U3YQhlCD4O/C/ZzG+zPrc9k+4SNpti+R5H5OzR\n1z/I5XP+w2SLdSxlVzoCrh2loNIUgXJmPRSOw6mpdL12lWfFlafczaI5j7KTlERH3N3HKwD3YH6X\nopSK5YsgQUCwPLsGDv9GVECjFJo0URAkCuhGtDFy4E1zJkAIVSYE+TgCx7DPDRWWtogoh1rRCsoQ\nopXl/DlxpqNeq+koesqFADRIaZ5UaxuySx/HFRLFDpQ90fjVcybIr3nThCh1ozbEiWbojeF3/lcA\nnwfmw7J9nWy5bzXzxg5nGwT9uEtjcrEn4vJgZCLA5eKgFTp5OEw7SVRJ06KI+3TqrG33MkEmS2RD\nsbMIfv0SElV21YQ69yjf1VvDnJCXkcvm5S7VcjNZjaUZrfxd4GzdAGMdu6Hmv5BrqM5bZTzCYAD4\nvGxmjcEBcD63baegrl32e7hHL98A1G179eN87/UPkpQxpISkqrDKdgCWE476UaIymO77LZ8bOOsZ\nt6O08pS7uXzOf1Al0o9QFbB2J0sK7hHQpTvu5mgbk00psB5zj4/EQwJhpO40kWhMBY7gffY7ina2\n4RAxlxwBT++DMUtLVHWNEmWLhl7gM67/sz2Mma6/X4u68xMRlXKgCnIgBMv5CA9RbzDQjgI7SVzc\n8914XWOuwT/YU8e+hR8ah7M04nXgpmwWHp+egFHgWgpXeh1GsbBAcDq92HgQZQSYVSL3oCrpgf1L\nm2h61VgGpBRvfRh2RDeP4o047pHNaV7/6PCvBQ+L/CPjTjlF5nx6yP8ZcATrLiU/Z8IthpV9nR10\n6Ki57Tx7UY3o4+VUuXse8qlrlsCH8SpED6OMIuc7pIDHUOEH030e1sd1v2/eXg8NbeR63pHhVA33\nHFzn2xMQAb2yWWmA+CgMm6B6hQwaBTIuUsKkOgyI7OfXANGN331pkc106esSqdbdss/ej3Tv2o3O\n7O1454fdDoAbyaXsmtQVCPkq0vqUEuUIg4XgybepVeeDftS7VJqypIVnwV/+v/ayoAc+H3ZPbu2E\nuajQ5BAwW8q2EQAh2n8PvAUVHDtZyrY/Fnz+xzkqmYAKPEj3AdRZBhhFUznr+c+cxdiAd5WxgSqe\nX39WqU/RD3OATiE4or8HADoz0IE3stkPXKsdhkIZjvpdjsd4R7af1sdehSlye1rmz4bXrEQhAjsz\nEACymctkM8L1E+wAeCO4h/SPE8Ut9Do5kfH8sjjq3A6ludXVsxOW9WJIH9eJ3G0jeuTfQZKMA7Ac\n5UiY8FH926aVUM/4Pnt9lr/DIgF8G9XEOAd17nV4v0MMdV1tjl52FDUBDErYfuAdC8Zavro9Jbo5\nIrpJfqR7V+fXDvz9tP6xGf163d57D65LWRyAqJGx7PKP3RG2tbJyvRSfb7Si+05pcKhOrdCsPH7P\n45Y1f7zT0XKJYvzZ9tkgm1knm6mWzQiLAwDlk/nLG1K2dWlKTaF/5oUR7cL+nhw1LDMxCrlRzOs4\nA/gZ4VnMomH/c3aK1WjUq262IqccqBb4ghDtJwnRfhPKAQD4dsUBCIeKE1BBNlTK0p6ITgFTDu5o\n5Jer3stgTx0ypTIAE9AUbJtpZgDbhGCTEPQIQQpFKXqVlAj9M9NluOdjxLjhpP83MEGTnP4uV5E9\nkL+S+bPvZF9fp7hUr8qgdWsRxPHysReCMRwGoISchyoliVqKlc2d7cjXO0ai3/5qUcbbCl0O81Gf\ndYPgfl424E85C4r209QPMZ7NhcN4jd4gg8WEl11/30b+7+BcfQ9WoO5JXIBYkHipavOXbxDL9nbO\nQM9zTxy5KHbdbzpnfKR7111L2dXkorPMhiCYC90p/1LlH95I/mLzJlYY371Pr/lSbGCq1/8ZmFrH\nZ1ZvgACnnWC6zLpzp/9sDcXrMcm+f1Y+/iIdbzJiPV5RRAcztOiZdMS/tFPhpoguNS5Fjdduh7pY\nZbLmsqCxEbU8GKZ5vpqMvsKnUFUAX9P/vwL8Q17neQKi4gSc4GgXYnm7ED3tQqTaheg5m+1qQnqa\n3OFqDHg688wc3NHIvoUfYnfVUvYt/NB4OQAJTf/Zgv/zW4MqAcpWMjZF0Gx1nm70Y5/AnAlwokSp\ngLQjsBJ3felTdKANtPWrbydlDw4W6ghlw1T/GgZBvP0J4BpPuYf6+2qiG6ImTEcZlEH7c0dwCzXA\ntxIXRwhyjpRjdWMe+y+2EeF9iNT1dxssYbQX3LW7XwfOyPNcnOc253mrHx5kw+ZbTds4BrKfQRqk\n0xCTzcRkM02GUp6o44DQ4mRJN69+16IVfY7qcEoIek5pZNWnNrPj0hbPMbLUvMd0GVBgMOKk6teL\nFbAwNcIG8fGfcNCGfZDNFQe2C9G+Sa+/HpV5LDUE6r1oAPo2f3nX1+XB2waSB25j/4+/wrIPP1PY\n3vc/B098R1GDSql+P/GdsE3BtmtWjTL8+1AOwSsoAdE/lbLNWPdaQS4qPQEnMNqFyKmTHaVW7mKL\neJYW1QR8PmSxA0VFMWsXHfSjjHw/hhgbeqXUtbu5PP1+UHXzFspUKekSIl2z6Ht8FHOMqe47LNx1\nuTdJ6S/I41ZJ3fKl1qPXPbJtRpYrYKyjLgj51YmDurdOO3o2nHvwfrJ4vnW9vJt+L5QhZIGiEFV4\nyGc/Dre/3yAqUY13UylMAMxh4gnytB0jPHNtFIqtk+FmBvLSfjrwp/90zlUA7SjnNarx7O6lMD5v\nKSGo+oHRJ2lBXZt874kEVphq+SP2BJjQIZtZp99bG3e78y4AbCWPsfDut61Mzp1y2Phsp6QYA1kd\nQC0K6hm72qROrJuAPe9pkdiBJi38NA4MKKZOR2gs+/AzbPmf36G+LiNkPDA4hVX/eCU7vvXu8T4d\nPxhpWCuIhooTcAKjXZibDN+gka/SU6zD9OM/0aZQlF/jRX3oTJ5RmuFAOw9+4mlChI64DqLqyD8a\n8Rwc/BzVTAnw34H7AaQMmb71GstmA65QFNZo6wfb85TNBuN8z3wNvRGUw+dnxDrc/jaBL+d5cKge\nD1vWC8IYcA3BYj5g4tZX1+E+coXYSgWn0XAuqt7Zdv1TKEciyv1xjP1svYEeDM9bzymNLNzZY9pH\nMcacdDOwGw41J3YNkCAigrTAls4M2HUU8ueZH7zhtDu3XXzS3mytEoDEXS/dxJrTN8UtooKACugK\nQUu2A2BoNk4AN5schcmKIMExyzZhhdsKhUS9H3PIY+zb/+Ov0HRGbq1+z4uzWPhnn4xyDlEdmFHM\nqsEm6OBbqF6MCnxQcQJOYLQLc/RMImgPldEvChyjvKiD4+LkTiwqxgmi8PAr5Kj9mhDBCQA1gUMR\nDWW3SvKEI56bZSoxUiRkJqpZnOOHmch6CebJj7pPN/qBNTra3YP/85Kb0VHXwRQpHkOVGRSSnZgI\nmLNWhvs9MLXOXT7jxhDFcYikbDZn/kQ3y8/75v0b//Kuz8dnvfIio9PqEjVDAze3SXXeAcw9aYGt\nACcgyrMkUQ7ZdDJOad8Np925++KT9i7GFRBYyq4u0U2q48zrxLyaQ/YdGpwAHf03ne8w0Ho8OALa\nATB9x2eAd2FwDAwaAblY8DZY+C6Inw610yFWpcpmXvwNPPskjBwLc3oJKdvm+RwzkMkseeA2Yoan\nOpWCqgW3hTmH9LkQfa61VQ7kZB4rDkBxUHECTmCMUyYgCAkpmRfRgA6EVjRGpmD/XW/hVze91/ko\nKDMBmUhKTrTfD0JgiwjbjlFUo72snADIzjg4XNSOamzxlTLdtImly0QEwXmOi3Uv3CUvy1E1r1MM\n6zkq1B6DDv+os+PAlMNzMwh8BfgnVKmfH+WpWUlYP28SGl6Kz099es2XYl2LVhxFPWsxlIGxj+il\neFZaTHJVodcDnPfN+zd+8PZPxGuOedpKBoFVbVJ2BZQMJWUz1QHlQBCt1DKBuSRNAnfJZq+2iuim\n54KZjzfecHoH02K+pFnZ18DvWepdyq6mkOdbtvBRLDZBOfFhaKgvbYEFZ1r28kf49r0wmr4Xtns/\nAqx0DGSDQvF6Kdu6hGi3zlW2TMCBgzOSZ5z/D1FKLJ0An3sOCCqLlCgn3VByWzH6S4GKE3ACw9QT\nMEId32Ezz5ITPSsVRlD1wGFKHfww/MH+b/ZXT0/mqv+k4Gcr/jRK43K6byAKtB6BR0mzBGgJ45CU\nPZTBVug998JxAtS+xyPtbsIoZiO9ECRRjcpg/14JMgxHDoZRBrXtGjvObhRnqZASlDD77geCeIYz\nGgURkWe9fhKVOXFfW6ek7/qs5WNA8pZLmqbOfjm3N/GN0xr46mO9kGmeNn0Ppy+mkL6WKMjpb3BK\nmi6Y+XjdylO3MKOq30jzjtlosx5nKbsmPRlJxLp+UM9KLfbeDlUyd/FHYaAffvszeOMQnHQq/PVS\nqJ+l1vyvR+FX/zfKca1lSj6aBcaegMGharnqH6+k63+fk2+f10OoeT7oOTE61hUHoHSoOAEnOLQj\nsEEiGt+kgX3cPp4OgINilMaMLE7tnCKEeWCLKGIW2dBO6yt4BzkJ7MUudpQPElIyr0j7mlj4Nw87\n/Q1RMiugok3ZxnCx0cv4ZxkG9U9U49sp/TDBmXDDlk05PRClKvVyqFmDxKTMmQALdEmNU7/thzGf\nY2cLKiVQzpCxrKjtrBjCMLdKIWh/zlNq6XfM8UROf4ObUOC+P2kRM6tzWVOTMmYTBTMe4wTMBDiw\nvYe9UrY1CdGepLomlkOjedafw/t04urXT8P/+W70EzaoKQeJkS378DNs+Mw+Gua/Sd9Ls1h/x8Xs\n+Na7S92oPAy0Vgz+8cWk98orKAxtUna1SdnUTqr3q/SkHYBlzZ3sX9tE8jMx9q9tYlmzOQAZdr0A\nNGAXQQqLmmMv1Vpno9qGdFo+hT/14548I+0mSkwBvJ0MfWIxELfQnE5G2GhJJXAzGf2FMBBk9AhK\n5QAMAi1RDNAioo78ou8xzO/VCJnGWje9px8veZV23DagouDFpuETBBvEaTrKbHpjHdDw7lApXa8l\n2GiT+M+HM/C+33F8+grePNVMdGRYXg4OABiYmWQzXZoCNTazur+FrHHzWGoqInzvWLa2xGRGPjSn\ntmerQRvkj+U4AABVrsdj4EgehwXg44ZlvtoeO771bhb+2SepWnAbC//skw4rkKB0mgUJKg7AhKDi\nBFTgIG2EL2vuZMsVq2ma1UtMSJpm9bLlitU5Br5pvfs+tEquOvfeqJzzfdrwDhLoAR8jpfvTZ8ey\nPzup80ec1XQj763+KLfQxNlsFyijx8YR/vYI5+2Gjd6wQX+3Yk6AW48TR8A0EUngLm2chnmOonaw\n5zOJObSbdUCnZgMqxWRYqgm2Fa/wTz9KaXe77p2AhGwiIWPawfG77o7mxkrU/WuhVEqjZqwiIbu0\nwf8AXh2QB9yOgI5kh63/FwTPh6EzH/tuuZ2Rad7VR6bVse+W28PuIgoSeJ24Dtf/YcW5fN813dC7\nClUqyaGRedx7cC2HR0MlJfs5TpqCAXRUvYPMtU2S/zvgPLu5SuG10+Edf6r+Hh2B3/8yz0PkPtcu\nMbKogmDZmYBCx6zeiKrLFRQZlXKgCoB0Ocs2oGb/2iaaZuUG+XrebGRhR0/6f9t6vW820NQROkjo\n5tkP4pZ3aDp7MKcye6+UO3ej6/JP6vwRjavvpWowMz6H6HmQUkZzjoVgHvB7zA1PUUsuwiKvvoWy\ngx9daSn6BvLDhPB1FwkJrarsXE8bNW4CR4U5fLmPKsvx328xkS4DahfiCOb3rb9NyplQFL7+gnD2\n7k4u/uqtzHqljzdPbWDfLbfz7OKil1oaG3sdBLEQaagx2KB5ELTPC2Y+TnbzcEpCTKT7TdYfL8a/\nH/LoE/BH/UxYtAJmz1O0PI9/A3qfz3t3UrblPANCtD9KYXo1haLS8FsGqDgBFQDgNqyTn4lh4odO\nSUHVHZnAa9j1DHBYSbJ59tPnYIDbWbDycEtJ1xJ2Lh87WrXx3HfdEJ/alxvoCGA/imxcC8G5KO7+\nbLh54ovd4BfZWRkXFKpBkLv9m0BZKdRMMrREMOydLMw6LfQVVEefadC1ayUUEy3Os9Qu7AT2bVI6\n9Jr5CtZlYwx4g9J/v3xhdQQCHKG0oZ7tAGT1UagGU73/7H1eMPNxlp/8MHOnJDg8GmfnoY8l/nP+\npcdH31JIFNUJmDUXFl0F02dBKgk/+hb8IZSyrg39Ura5Fbr9aE7HC71UGn7LAuVSj1jBxCNdztJ3\npMEY4e870pDzf5j1spDwMbJtEfMEcLPjLGhHALzqsLXABiFAyqVdTKfrtr6/NRoBs+yZ73S9cUR8\nAFVeMTNruXPsUjB8RC25Kj1yDc1GYAtxgdURyKURnYlitHG2ryB/dLiuu6lnJRsCuJG4uA6YFmL/\n6hlU97DUBvKePATt/JiPwjLwqAyJQjlkpUwQwI2im6cM0XzTmOob+TdoE1QBa0U3aEdgPS7tiSeP\nXMSTRy5y1h0GbmZ+YV/ohMXc02BRC0yrVyVAj++EA78rZI9jKGcuG6Zl44aK0m/5oPwiiRWUBEKw\nXAh6hCClf2fXlKeNyvX/eTsDI157YWC0ln/98d8/g6sG0LTe4GitXP+f1rrXUTITag60kZ/dpNgi\nJfOym3VddfajqEnKqa3c5nw3YTGUp4sYyTkx9s9uYlmNp89hENhuuT5G6PXuINcBKCXKtcnOZGjW\n6eW5yDgNTl13nIwDcDwilNpPEZBARc3dkWFfz9wFQTgHQJJ5Bs33145hYA+59cSDqFprd29QCuXM\nXJa1ri3V6F6+HnOtdhJYo4W+/ObAFtnMPN0g2wXc5bNuIRgqwj4EqiTLA33e2WNqUOmPqZE0vVxv\nm91nAk5zZ8iyouMMYXsvMlh4Fiy9Ga79nPp93l/B5dcoB+DYIDz6UKEOAMA1lmj7eFDPVjAJUHEC\nTgC4ymfcTXTbsxyC3ehJeUd3C6se2Uzvmw2kpODAkfnJrueWd3ztJ584ByX+0QvIHd0tiRsf7eh3\n1js6Up/Y8NRn9u7objGlRiUq87TBz8CWki4paZKSmP7tN6FsJNdorCEzGeY0nlYDl9UlVSNzVS9b\npq92HAGJMkKd67MlpCMQJsIaGctqOtk/u4nknBh9s89IuZwVzaJQlhOttTnasrwk166MMRq8St7o\nJSGF/plniJoXM3Pkbt6G8A6Gg6moBvz0WKJ/ryIh15GQM13fpSrLmXFwt2Xf6eXaGDVRqlSRcVxs\n16Uf2CC6SYluekQ3y3UUvIPiNnCnUFoDfnAafHOOu2xvJ/uXNpH8yxj7lzbFt1xz/aacjV0sP/p3\n0Nhhswtiopv9opujqKbsUeBbwPtlM8JxmAL2fbwiGmPQwrPgwith+mwQQv0+50Ko0cRm0+pg8fWw\nsi3zc/k1Uc+p16fcJrrTUjxEbUauoISo9AScAAiotXeQ3fyo6kwl67Qx7G78c9RJw4h/+MFT5hMV\nfirDjnpuRgeBhumiSlxWl+TsrDhnb7KBpjeMjcz9wOv4KAeHaGbOObWg9ZfVdLJl+mrqRa7aaB4l\nEeMHu0qvTeG1WDXbxwPCNh/vQTGJuNe1PxvecitCHsMPqtHdfSz7fU+gaF7NIkluwa88eknahdiU\nEuJGIaVIxar46dJV8pHP3e2pjffpC5CymZgjioV3HBvW27gDDOoaK9xDsOp4FCTwKaeSzZnzd3+f\nZXs72fIvq6kfzowTgzW1sm5kaEUh44TojuzkjAEXyGb+K99jHg/QdfZOH4X/+7z0ZmX4R8HLPfC9\nB8OurRx1r4L4buCjBJfuFYsIoR/1DmULGFaoQMsIFSfgeEDABJqHoerAYbbZRm7EvVgDhR4UojsC\nfk4ABsEvOVekTGJiKSmoej0U0+QYcI17v0KQT0Ok77XbP7uJpiqjUxJJJGncYW4+9TNQe8iv7n8y\ns/Vk4whKYdjKOe9CCrhK/x1sMJvvh/PO9AEvkOtQ2CABs3Hpd9/Vefo7hnGxfCxWta06lUyPMWOx\nqpHqVHKlZxzrzglGDGG+bh22JtYsuOv93fu1CTuV8rmzOQIJ2ZwRB3R/n/1Lm2h6tfjjhOjGxrx0\nDHgn8DLwFpQK7Pn6s42ymVvyPWY5I8u4t6rwutYPbsK/9nMYJZilhAc+H+q8Llh2mOUbDjK3YYTD\nfTV0rT+dJ3ekpVWS+idseWWS4pcIOcFCtyNSaQYuM1TKgSY74mL5mKzahqvUZ0xWbdMTs4N8SwEa\nUJO4aSAp1mQ4FXjIp1fBD36We06dshDm63AwdXrY1Gg1Ou3r9FiQX0OkYCGwFLhW/16Y+bAhZr1d\nUcsuxhdm4Sm/7IWvYI0Pyt0BiMIbPpNwDgCo8XoL4OX1t19fm4Bdn97uMrwlOQmUo5uN7PIfL/zv\nu+keexrwj06r3+h2AACqU8mao9Pq0zXu2gF4EO/7Zrtu7qZHPxHCOCrA8X6818k2L5byubuZ3Gs/\ndsNpd359J0t6drIktZMlPTecdudu9PVseC3cOCG62SS6GRPdSP07p2QoC2vILV0bBa6TzfTIZoZl\nM8+jnAD358cdXCw6joGsmqTVchuCyxwH3oy2PAsXLDvMDVt6mdc0QiwG85pGuGFLLxcsO+ysUkV4\nB6AX+IuQ60ZBHFUtsBtlgzQAG7STVEGZoOIETHIclfUbq0XWBCqSNUdlvbtJbD3myT0IKcbH8HQ3\n9nYKgdQ/QY6B36RsOm+jQfIfo5dHqeecoTMrneTLXrMQuBDFTSL07wtJOwI+Tkn5MQJlIyG7Qhqo\n2cbj8YQqVHS/FHAEy4IMOQjTo+HcL1U6cBK5jHH9KNamG4mLnqzgQga2+x7CMawbHjQ60lnLNxrO\nzYYqbfBKlNPuF+GsQRm9E9mb4tRIe977C2c+Li6c9YO1uAI8F5+0d+UNp925DUj0nWwdmtPjhIvp\nx2vE+jgCuq7/Wrz37Fqn3l90Uy26aQau1pv0o5yp4xE2Fh0/dp3gOfPpfeQoBI+NqOX+SAGjyzcc\nZFq9NxE+rV6yfMPBwEMbUMo5vg71/Ln7EbdVHIHyQcUJmOSowzKBepdfQ350sDFKZXhegapuflb/\nvsK4VlCTrt+55X5mMUhWD9z3VIQzd84rf5xP7t2oxkmstyyoeulqAqKnZYe4WK6NxBRxMaZ/241G\nBxkjdLLUJY5gZrbJRqmzFWutjoBzL+zn4H031H7chqKDPXqZu2G+k7iQ+ucYcfELfb+l/v2o6zlQ\n9z/AMbQZs1nL86UgnUHw2DeRTCnDwM9QQQV37TTLTn64amosJ6FUd/FJexfLZubtPf+SjsGaWhPD\nknucyMeItTYT63KkUeBXqBHrZeAS2Uy33/4mMWzPht8zc9iyPJO53v8cPPEdOPqGKgGCXn7/bAf7\nnwtqmo0Bb8YbzInGuZblAegDXs1nwzzhJu+oYIJRcQImOfpSlgk01YAQbNLGc76qgKreOH9JdDOu\nAD4PzEc9gfP1/2ZHAOw0k34Zjt3GpWaDJCrFYWGoty6XUtKVR1kNoJSLhWCjEPxYCIZdGRVr/WpR\nkEv16c7sbAl0BBSK6Wz2U7ryhGFXGc1EI0PlGBeb0sa4f5bK5EzaDMJF+EfIpwLn4I0yL8Ib9Qu8\n/+tX387A1CxK4ql1rF9tpRouNsaDKcXmNL6AZXyeO8VqDzYArHrwvnV1I0MmhiX3OBHKiBXdLNcs\nSGk2JNvBs3Aa8IjoPm4F/WzPRj7PjMA9l+5/DnZuVD0A29rhqd1PSdk2T6v7+jkD8cSBKcbn6XBf\nXgzLu4H9IdZzWKrQv5/J52Aa5Sq8d8Kh4gRMAuxkyXJ3XehOlqQH6PWDtzMgsyZQWcf6wdtBRfei\nUZdlMEiGDWcl3kGp37xJSNxCbjVvrV5uR463o8/tDcv6iyOc0fjW2g9Ylrt7FqKU1WQwH/gE8KeM\nL9++Xw2sXSfAi3z7A0xwor/FpnNU+46LMVR2LVQ3eYHwO39HrdcWyc+GzZksZSQ88P7vuLQlsepT\nm+k5pVHV/53SyKpPbWbHpS0Jxzgt4fkBBNZghEASe0DCj5jBajwfHrXaSVHGiUAjVhv8W/E6b1t1\nL4HHMZDNNKHGlncA39C7mAt8wXaykxy2+dNvXp1rWZ7NOOWGLoVtP6JLZW7GZzzs+u/zxfCgVzX7\n2ICga/3pPqdlxVrgNeBQwHqjwAHUmPRHoDmfg1VQXqg4AWUObfBnc/xvcRyBHSMtiVVHN9OTbCQl\nBT3JRlYd3cyOkRZnF/lQ2SlBGZdCrxbsEvqnMGGs0y2GzWm+W9kixbYBtzFMk7EQbGK8G02fRlKa\ncp8PYDZEzjcsKyaCnKhgJyuT/ShWVFap39pT84XAiXiXy/gZRv1T+jiTpY6EB93/m3dc2jKycGcP\nVT9IsXBnDzsubQFVJuOMfSZIlKNXaE/J2wnmLvdzxlIoo8hWdpTXc9L12lUcS3kqhBhO1SiRNm/5\nnV/ZXRgjdiNZpUj6/xvJmne0IzAqm3kBcKdq/iTct5pc0CxAHXgj4B02dqAi1LrPQDXAgxoPjc/l\nkzvmcs/1jeJQbw0yBf2Jqv57VzW62YGiIk5rGiHAAAAgAElEQVRwdL4Gr7BjPiXGDipaAWWCCkVo\nmWMnS3qwUOwtZVeTNnRNFJ75Ioda04QAek5/7CPJqYbo40vYCpeUzL3hvIRgDHsk07OdvlZuasXd\nqIluvNlmJCtZkXUu6+XWwoR23HoQZ5zVw4vPNQGw8mv38sGbvpsC7l7KruKXBgVTfYanLCy+dkAC\nmEXpGnXDYgwCFWpN6AXmYHbm+0nImboEKHg/tnuQySRkYw+qZb3QptnA+68bVbPfRT9Kzl5gvWym\ny8L1HwWK/tS+j1HgTSaghOGCmY+z/OSHmTslweHRuXLfG5ftnf7w0J/f9a9rZ7j1AfCh4tXX1ktx\n6dVSiDKWHwDeCixAOQEf08u/K5sjZV+PSwjR3kO+hBFeOPSaYecnZ9wsd+Y0qGgFlBUqTkCZYydL\nrGI3HxG73IZksV7+XilpClpJCAbId9L9EJINjFLtclyGgM8Bj+Ss7SsoFkIDoVdKHGepEEOhmAh1\njaPCuRYXLHucU976Mt/84jIAWu+8l8vXfddZraPojoCZJ95BNJGz/LUDbHDqWAuJWhUDw8APiNaf\n4xaoehDvd1AlSQnZpcuT/Ep6hlElfHPJ9PmA1wl9AbgYl6FIQq4rgthYqPsfwOdvgseY1Y6ATZMg\nCM4Ychi7uFk5oB+o3b+0qbqY+gB5iINlYwD4K9nMTwrcz6SHEO0VAcRgtFQcgPJBuaSzK7AjXQYz\nSjX/zv/Lw1zFw1wl/uInjzkNgMUcdMLWx38v7yN8lxS3cYSXUNPvS9gcgBZdhuQ3YAQ1lDrfJ5i7\nuTQIYu8oJvoAlm94mJjdJAxTOhINuY3MSSI0NGeh2NdGMPEOAKjyivcQsp9mLFbFlg9dt03XfHeh\nehDcDaDXuK6rX31ygkz63inr2I5yKtylHhcCV5OQgoSsJiGVo6iOcbU+76jK2FHuf9S+HA/VpcNm\nQ349IDG816hc0I+XlGEGUG3TB5DQmGdzb9TSjFFU2OYF4F7gvIoDkEb50zhHRzEjxYmKA1BeqDgB\n5Y90w+TPOY9BK7VM0ZAziIlWlotWekQrKf17OYrcM1/E+N/MZRFwNio2musA9PoZ/y6xrgb8Bymh\n6/4nQmhrEMW/7mHvyEcdOSTWA4NzG3zn9NI0gXobFKuNjYpxsYS4eFbXMTs0kyPExVc9+5k8dKFR\nEQf+DyEaoGMyxepP35cpr/BrAFUGe07dMgkpUFHa7FJBk2Pk18C7EdJ9QFfrdS+2nbsUsDNx5YoI\nDe2Qv/G01jF4tdE7Hs3apUSvbEbIZgTwOoYyTxulau8pjWCo4fc7WARHwYGUzdTIZupkM++QzayR\nzfw24j6OZxST4KAc4JfZcDKMYTFCRqG7gjJBxQkocyxlVxew6lVOfuU3/AlVjJXSQPJEqYVguXgb\nhxjDnXFQtH+ncbZru6jn1If/pO8bLXeV9jjnFBS9WwscDXluElULXSgtqmPwr5OSJimJ6d8li4Lo\nfa/648E5fo2e40GHmIu4+CjwbeAsvPdrCnAzceGOZpeimbdccCmqh8fXU9OGXoNuAD3kcpqk/t9r\nvCXkOu18qUg+PJVHaZXXuszoDZyrl4yQkA+TkEMk5PdRRqoHEvjdtY3gIi8IiUKMp0bUNd3KxHL+\nF4phYL2LEcl47yJQqlodO838k0TRyUbpdTicZ7bhhICOcheT4KAQ9FN4QMXPRmyVsm2mpjT1O44T\nAFtZyQKUHypOwCTAw1y1cw+XJSQxklT/fRF33Y8yRpyXdBuwQSv1HgG2cx7xdMxQAseAY9Qxm0tc\n+7HRdOZgRc1Dw/1zpten5oiG3tkNcllNZ/YqCYKi5WeykWXUcS1K13IZabVdH0wPe44otpAtZCL4\nUQfSllIb/DZISdcv/uM996Ts8dB8KWOjIZu9JLjMZ2V6OwpknypvCGAxCTkPaAES2Q+XY9Ct/O79\nh1GGbbaRFge2WRlh1PJtRK+P70tvHxdHyNUbqCEu7iIuphEXf4V+p5wXJFUl+N3KRn7x5XdDeGpY\nIK1SW4jxVEMuw81kQj/Qqv/2Y0Rix6UtWChVTavnpA1EN4+iAiNR5/8xYDbZ6q9ZjkABmgNlCdHK\nYtHKQ6KV50UrfxStHBWtPCda+ZJoZU72+trQNQk+muCUThYbw6j3oVTlbUlguxDtPUK0jz/DXgVF\nQ6UxeBJgCTtvBb4IfBP4B7Swh5Qw1FvH8+vP4uCOaPO9lN6X1to4ey2Z17ufDDN0hEOhG+5WTr3/\n8Ob6G2ZWi2Q6xT0oa+Wqo5vpGlmhGHICDGfRynKSdObE+5LAjwgneRL+vO+SknVZrEJOlNoWPUtI\nybyinYUPdJmTh/UDJeDylfnv6Kt76ddq/l9+xwP81XWPyeGj07auXXjf9SU/Mf9GYTsSUpSgMbhY\neAZ4G7kKF4UgAdy85UPXvf+yn+y5ccGhA6Lv5AbWr76dHZe2DPYvmj44/diAX5TW3AgaF4eIzmQj\nXb8jGYe/u66Jn/+Ps00fyaXsMu5LCJbz39jIjcTP/mknl3zlM3LmawfEm6eewb5bbpfPLl7hHp8G\ngSfIX/QwKvpRWY7xeA77gTVZirzFPG6v7pVA7385yrmLihQqOzrN8JkEVvgwNSmWtubxD4oUA6KV\n7wGXWT7eD5wnt/JmznaKLtSZN45iZvjqQGnaFHLPUze1/t/nPnXjk+86/dT+qoOvzEiuv+PikYf/\n/dxijlXFgJ5TzfSqFUwMKk5AmWMJO9/GWPJXsYHh6ne98xbG5kz/4/PP/asn+jA2UMUvV703iiOQ\nY6gKgdlwWEomhp6fE5CSUpvsdgPPymqRQ+u5gnqmWAyco8DOyOcXBIlD4elyUCxOk5XKtNjQDoCJ\n1tEX2c5fSZCfIX+EhJxVAorQYsGPrrIQDAOt4ocSsiljPyC2BxxTkpC5RnY4ylBQTohDLB7luyVR\nz/rzwMM7X138j1QJK41x9kIhWM5itnIbU8/e18mVbaupOZYJmo5Mq+M77ffKZxevAC+b0T3kp3sS\nFUOoXorxoARNyuZMf4boDmQ7i4K0ce7afw+lcW6GUZkMG0OTxxmZTBCtfBtFjXo/qovtDryqNv8g\nt/KvgftREXMvVatsW6edBdNcsg2VUXCe+RTwGCpTnRknDt5G9vYDg1NY9Y9XsuNbZSfkrJ7JSllQ\n2aDiBJQ5/vbAPb8aXTC3uWH1vczbso/hxnk819ORs95gTx37Fn4ozC71S5hj0JqjQwtRvCHeNkJF\n+7cNUEwjvpNW2vC0G3hGY8ZoaF/rczQJPOB3JgUhx8A36A4EZjKMuFXk7IfbAygV/fURrBgnJyCq\nIZMEvo9qNp2sJYqFOAm2iH4P+egvhHMC1DsX3WHLOaZL0DDHIdY9TR4IQQ97aGQ+3HJJE7NfzqW7\nfOO0Rr76WE+vbKYppA7AGMpIGk+l7CAkUSJivs6EbgIG8jLSHT756/GWQ6moq0sPQO+/lE52L3a6\naimbJ+e7LVqZIbfSrwkxTM/hPrnVUx4b/RjerIGeS0Iayi+b3+GeF2ex8M8+WchplQq9UrY1TfRJ\nVKAwKV/KEwVL2Hnx6IK5zVNfOEj9T37P4DmNHGteYFy3tiF0T50AOoVA6tp/iV96eD8qEX8UNa2M\n6pp9JWy1geAJJSUEPUKQOpCcb6tUtzUJ59J6Dvgcye+zwpFT46yVlAtr+r1VLB+TVU79tgAax2TV\nNu0Y+CGqA9A7Lg6AQlSml0FUw+xkHo+Okj8zjY25aj0qwmrCCPY+izCUj849isKaJU3HdMgLyGLB\nMjkA6WPqOOqsV8yPil4eRO/rvt5v4O3jcRMBDJHpfUpgVtUuBaoIziYkIVNHT3QWszhKUCpbDG8U\neCq7Ph+fpvtlezvZv7SJ5F/G2L+0iWV7I1cNOQasCZOWOlNuTTPg2J7D9xZ8DNnWJWVbk5RtMdQ7\ntlGIdql/DgUoERufmYb5ORVK5YKJYOqrwIJKJqAMse76izfN+t4v1gy8761Vf/jf/xRqm6G+WvlY\n4+JSGnnpGnlnQQihLlCTXBXAsppOtkxfTb3IOCwDspYbj97V/9DItdPJiqYb978Q+AtyTeDi9wSY\nIKUsrqF69DPTD02P5dZ9H03VJ6bfcdTaW+CTCUih2rfruBSY796IPXKrtba1eFA9AfnUHZczwkT6\n3aJcKcI7an5qvstRFJ3uZyQB3Gyl31TbbMXeKJsR8AqfCZDAXWn9gAKQRyYgbPR6ELgBVarxRVRW\nQAKfls18OX18lVnIvqbFQHqsi4AO4ClKI2SY0Pt079conrfyu/cn7vzqJ+JuFeKBqXV+Dccm9KPK\nXY6bngAd/Q8S5JRya3HmBW3sm97dEWzsOqXLBIwARyi+gF4lE1BGmMyRt+MS666/eNOcrifW1rz0\nelXYyt63974wtv3u68aSn4mxf20Ty5qLZn+lyET2VrgdAA2/6E4KFYFLT4o7RlpYdXQzPclGUlLQ\nk2xk1dEtPDRy7Qzc3NYizSaRu//9wI+QHCNDS3KM8XAAoATUlXVi0GiI2Ja7YGP5uRtYxeUMMZ8M\ngaoawheJVh7N81TDQxmnUQWIyhl7CKeL4UzcI4Q3BofxY05S+gDzNPWn8zPPl39ffdZKJiqewMsC\n5hbwCkPNmQBW5OMAWJhi1vM1hhmCfbfczsg0r+07Mq2OfTd/YQyo1w5A2AxLHfAw8C9kyoIEcJub\noUYLi81DGeDFQpJo82mKjAPwEKURMowb9utoRLjH9pavbbwZtwMAUD88yIbNt0Y5ntM9lpMVmsQO\nwFaCBTmLmeXYgNl5r8HOtpXzDg8MVrP+jhwpj2Mhju/QiiZR2aUBYAXFfVdKJZZZQR6oZALKDLcu\nmDtW89LrVgMiuyfg4qe/n1j3rc0zq2QqXQs7MFLHqkc2s6M7dATHhJzIfzYszbES2ItSR8030tYr\nJU0++y80KpFPxA7UxHlVMRt/ez/dKBurc+eQnrFGFh7q6ZBbfa+/odFMrS9a7bRzcuu49AXk1bhc\nphhEsQIVct1U9D6/qL57G//1wyLu6UNxnFsngxHD6U0p4DhazfdGvNdNZSHeBTZ2oP9c197/yw9f\nWwrKz15gfYmYePxYXhIoYypT721n0hlPpCP0qXkxGTPYAikhqPpBpCq3SdsAnA3RaiHL8EJdw63F\nmROEaPfLekldLpSLl719ZVs637N79T8tcTcVOxjDX0HdlD1S7yy8n8x8ky9SUrZNZi2P4w4VJ6DM\ncFssJoXhnmjLVx576ykHf/W7O50ij5/uuvUjcUypwDcbWdjRU+jpBLLdGJpjd5PbpBYV6bIbw/79\n0rLjAefm5N8I7ELr2vsP3TnzE/H6mCsNn6pj1Zub2XGsBcDXEbDBzwnQUE5DHvsOhDIwH8R/sjnx\noChQ/ZhAFuNuDlfYRm6zq2JiyddAt5/DqoKdCw1t4NpIA3wNxRIy2IDL8A1ZZtSPut5zUc7STHLv\nxxCKOvMwyuhyj305pTDaOSrUmArCMCojFcSm1Cubaep9V6NsfNUQjDilkYU7e6Icd9I2ALuhswB+\nKfUMa1yRHAAAIdp7sD/7octodFlRIGlHBCSkbMtiFPQ91yHMdModFYrQ8sKkf1mPN4yefpJRLGd0\n/pxkm5SxO373yoJdLBX653xsTUEzi5KhrAMecpXnAFpJWDf7ogz09U5zLMqQKTSClz55d/MtyjDK\nt/myWHCKaxpZzFbxc46IbqT+ORRVGGfb0HU3r3nz7uGeMV0iNdbodgBAGQulQBWwVrRyRE94xcQG\nTkwHwNbE64apubAOlTXxqnKrDICJ7WYqEYS4IpxDIfs0HcNmgAQ1BpaycdD9PYMGyRbZzExUBucw\nKipcQ6aUJoEytJ0sUVz/9pReGRyAtZRe2bg/eBVAX+v2az+XCKlCHIRJ2wDsQLSyCWVAWyG3EpNb\naSqmA6BhIwPwIwLwQDsAD1HcYFlcNyintEDYcuwOgJSyrQ6VHXPsmSQVB6AsUckElAGWsDMd7Z7z\nwONHG268b0bV0Ej682RtDa8vv7Bj0337cl+gWy1NQcXJBDgIiiqlMwYhm4X9YMw+WMXMJgpXALdj\nMtGGgdYoNbBBUad8ynd07X9YcaWiprQngOs/KMVdDPiVoTlRwXp8RORIyHlFvDZmjYAwG8ZFShjO\nQYIUee4zGwFR9onMBKTPgeCsot86ThO46X5bv5/ozo/aNw/IZXs7xYbNt9LwWh8uEbrs9dI0rC2P\nPvzAF+/75ykB6/shcgPwH25p3HTqvtfW1L5yrGro1GnJVy4++Z63fLV3wgxF7QBELWP8gdzKRUU7\nB2Vg55QAhqEMtWgOZCNBbsYqKvxKaiuNv5MIFSdggqEdAM9LO+fhH47NX78jNuWl12Ojp5+UfPPy\nc+8xOgDgcMx7hUKi9wQ4RkwhE69Tx9+Tx34CS2zy3G/psAcv844XketiRavVOEjKrfkZuBEdgV65\ntcBaXjOTTalhq7UvJpxynRvIdTY60g2z/gZ+S0Q2niD0okrvvIrRIZp3D7xjwdiCxEs5z9qB+Pzk\ngl8fCP2sZZW1qPIyzUsfYMg73Pae8idXrX55OfzRYS2JEd2BZXpFEaVbvmd7avOXb4gFsP14jHbR\nHaoGPgjKYA3hCPzhlsZNDf/+0trqoUzye6y2ir6/nd8xEY6ADsbkU0JTVCegEASU6IDWCdJ/P0xp\nqkFaKmJgkweVcqCJR05q/vWrPlD97It3v3hbKiVuP3C42uoAAFpUahXKCJc9bzbm0xTs1CCHFhsw\nwEnh+3GbO9iDlz1iRQiu/fLiFj7N99N8ztXG9mNbHgYPEv6eFnZ9M7SU4+kADJNpki2lSsQT2ri+\n1/DZWuLCYVyylUIkIrLxZLZTGbhsDAMv4C0rqdLnsilop59e86WYqfTj02u+FHo+MJS1qPIytRz8\nv2ccQ/mTU0qnDUiHYWYywq9k0Vju6UJRMmgbttwaC2D7MbH2zKVwxIGtYcoiT9332hq3AwBQPZTk\n1H2vlaoEMghBujdJoEVuRWT9XDQ+p+ePgBIdSJN9tHVpI70k2dqKAzC5UHECJh424yuSUXZ0pL5e\nIvJ9qV/QxvcqgicpG1KgavhR9IR+FJHvCSuypfsPDjGxzcBKn2ApSrF4KUEEmJHrYnWDbm4NZWGN\nuzZxGxMKreW1UduVCkngPpdxXaiT6BehddRAP2r5fJE2vk2G7+CWhuu+LlrpEa2kxBK5YUvDddsI\nZ+DeDKzE+7QlUO9XDv+fRqAB1bVoRd+qT22m55RGpeR3SiOrPrWZrkUrojwDtuOsgbwM+Tpgg0s0\nazuqvGoypqr95tVCnPrQOOO1F43LG17rA/UMNaCvt+vjYtXzh+pZqX3lmLGcxLZ8HOA3hkjg6hL0\nABQF4oKfbmLpzdu59nOw9GZYeFb2KklgRVZN/qTv36igcFTKgSYYS9jZg9l7793F0qbAHdwqlo+l\nqrZVx5KFUIRKVDS+q4Da+xwhLa1GbFk52KjX52JiRxlfKIGyFFWu7/c2JIuRnmUKkXsCSgXRGklk\nqbCegPHvAwA3S05cHCGYCcUPLfixgShmH7/BMklCVmdRb/Ztabhu9+pz71sJ1C070MnGZ28mPqoY\nOUVQn4Fffb7fuSSk732wlNtEqucOKGtx6oVViVIuTagNEsUqMlnLgBwktA5BGvqaB4lO5YMx1HVz\nKwYP71/aNLXp1Vz/y8L2s0c2c5k+x2KNt4EsQYNn147VvZxr8A+eNi1Z9+zQuBMLiFbfErZCAzIl\ng2hlOWOj26meknmuxkbgie/A/ucgPb97I/Q6cxDmfvfrdcIEeew0phWUJSo3a+JhjB4SXlBjg9sB\nAKivGWTDX0USeRHARiGYB/wZ8HKUjTUiRRWyGYf0sk1CkBQCqR2I7eQ/IY0Rjq3FiGU1neyf3URy\nToye4UaWvdzpfVd+i2Avr2OI0paDA6BhL0/JFvMpPMI1EVGlqUCnjsLXF7ivC30/Vca9H5Qxo8S9\nmkjIGAnZtPrc+xajHYCtP1/JvNHDLu02X2NQEBfX+nxuy9gFZvKyovT5Cjr5HcdbohTe6E1RfAdg\nlNJmE0z7jrvKohwHIIzoVL7Hz95n1frVtxOB7WeR6OZRff+PRDi23zMQOB68cvHJ94zVen2Asdoq\nXrn45HHJlhhgmoslZewAaGzwOAAA1TVwfiZZaCrR0cuyM43o/1ukbBP6ZyZe8cFewzYOKtmFSYZK\nJqAM4GYHQtfn72JpuAn5VnMENiUFVXdEZtM8D/h51I2wM/r4NZr1akpRZ91iiku5m58iyycvq+lk\ny/TV1AtXU11VHavO2cyOBZ7sStHk4ksB3ehmjvgWO62d6QkYz5Kg8cIxgg1UlQnIgpON2b+3iaah\nyCXuPyYh/x/jJ3Yxto58lH2jwtUTUCwMoxz+YhvJHUycaF2L1iMoRsNtZCzb20kIdiA3Eqi+gLBZ\nmxX46FiEbQ4uM3agnLm4XEuAHFgzvlLCA5+HErD1WFiItB1Q6QmYTKg4AZMdxaUIXQh8AvgxSvDr\nEst6EjiKkol3q4162H10tN9OfekqCRKiuNR5zr7zYRXaP7uJpipDKr22kYWX9rgXFc6oU2KM66Rm\nVrf1MyocVqrdqMj0xJZ9mTEGvEGwEaeM76xyoNZz7qvf1nhdPLkrRix6QPpZEvLdgO3a/gzVGxCJ\nHciBH7tPntsX8v6OoKLQxTSWe/GnbS01ErKZeSEYgcoJYdmJksDV+u9cOsvyyYYe97CWMR19A3Zu\nHAFWlsIw146Ad26pOACTDhUnYLLD0BOQkoK7nl7DTXvvirKnhJSZOlYhuA1o0/9m1BFd0X5Lzb4e\ndNKOQBJ72VmLa72iPoguJyBqj8Nwck5sasxQcp1CULUknV0pTUQ9BDSX9cfJXNd+YE1ZRqzslJi9\nJGSTa72JoBcNgxaCaQP3kJCXmZR4JXB4ylwpQcwbPWzdgQU/IyHfq/dbVOVg0W2lj+0I4wiIbt4H\nfBZ4NzBPn9sU342CkUBdu2KUBEngLoKzACnM41MxaJORzYiIToAzXgbpTuSDdFbkgpmPs/zkh5k7\nJcHh0Thdr13Fk0cuSp82UXqJKgb/hMKY8R0bgace6ef3v1xTMcwr8EPZljJUEBK3y67qWHKL25eL\nCcnKcx5kWbMxCG+akEZQTCQ2fMLC4mNSNK3By4DhN5l06vr/Q5bzyhfS6TlwsR459Yx+6ABaD6ZO\nN9a6Hpx2epLi1tFHhkvMxv3uzgAeLIHybzEQrudF1dLP002t+TwLSdT9i1oD5yi/mtCrDeygOtc/\nJy7GUFkvjwErgPjoYTFr7Agj0Yfb9+iynw0UUTlY16jb9CPC0jO+C1gCNKGM1UIdAFBZI/e7OhR1\nB2fv7uSWS5poOysmbrmkae3ZuwOrAf3Gp7B9WUEIo947gnoOY3r9fwfaKd642Os4dxfMfJwbTu9g\nXs0hYkIyr+YQN5zewQUzH3ev789/pqAU5btJiW56oqqlV1Ac6HnI2+NTXdMif/fhmRUHoIIgVDIB\nxwPClwR1SMk6bSBnpfHSzEDO8iPALL3dTVKSwz8eEL13jmU8t3GAp+fAgY+icYbdyBDRRUe98om6\nFhM+omIOyq+JLatEBljvex3zE9RS0Xi1fViRNCda/BR+99v8POSDUaIby05kOD8WIQOCFHllcwjm\nrm4uAN6OKgn8e9S9HcXrrDjsQG8jvGhduiwppLpuOmp99u5OrmxbTc2xjM85Mq2O77Rv5tnFxlr4\nJHAA87UoRlbCEbJ7gNz7ngJeRzk+hylcwdUPih1G9SeMdZx5XdW8mkM5Kx0Zm8H1v+kEl4ow0RiN\nKpmBCiqYZKhkAo4PGPmNG2amA5iKc14q41BKurJ5+l1lMw6DxSzTPiPgRr3PYkXTosLG+WyL6maW\nJ2RuZKUMHACNIKNorVYKLh9kMeaEuI75CNdd6GLweY/Peu5szgoScl3g/c58XijyiZZX4Z+JyIeN\nw48PPZROiGzmSVTD9B3/P3vvHmdXWd59f+89k9OEBCQT5ZgZfK3CqFhP1Qe1YlHg1Yj2gMpMgGZD\nIiZgfFurbWIfSm1SS20fo0wIBHbkkKDF91OLVCSWisfKo62t0gFrfTITEITsIGTIJJnM3vfzx32v\n2Wuvfd/rsA8ze2au7+czn5lZex3utfbaa1/Xff2u66LyzAg7AJ/WfXTa2efbqG165ptACDcdS5Nj\nUMIY2/odf/vxUtgBAJh/ZIzzPuOtlLYdf6QKGnMAJqh0sna974dsGdFVwAtobUL910OG+X8um+ee\n5F/SMcqbl37jGPaZbbfZSPreMV3UEZkSBGH6ECdgduA0BHJKj2iN0prOwAGIIUtjqQBvyPiSvl3q\nsatPu11vVHeOrF+hPdKkVuIzjrLIU7IYrqlReVaqPLerPI+oPL9SeZ5XeR5WeT6l8pyYsHmaL+Tz\n21QalI5qozwtXcBWG0Xw66iLutP5nobfb3MvbKFblelWw3Sr/ilwAONKfm7E3zm4Hic7znHIUp7R\n98zQmByGQHp0G7VyJkW8TOYq0t3rnRiDOrf0qV84v8+O/2XN6ZaxuQ+ecqnfoTEtfhm4ye7bt58l\nobr8rW6O9bLQ3y8/cMw9JKXgkhfeGXVYtmOucVp61BDPqyHG1RBPqCH+Xg3xPzKOVxCEKUKcgNlB\no70GoL6OqxtwzOhd0reLHe9cy2lLf9EBqBXHP6Z2vGuNL0ehFXjP3ZEjYPT9MV2LW8DVwKXAmcAJ\nGE31y4GPAz9U+dgoTFojrf1m5LrVDXSrCbqVtr9rJGaTBEZ5NkegmyQZkTHsJ6oM/OrXoxGxHmBH\n7Fibw5Bn+Q7rgETreY/anzud5xGPL9KyJ0t1IGKeGbpv8ny24Dci4yYdOkh/rwfjcDo3z500OcwR\nTNnOjvB56j526z56bXOre0kvXfKRA1an0MhvZ2oqYvWENPsdu5++FJ8K2EYJdqkhJmw0pp4GfEGO\nyMnAe4FvqSF+o66RC4LQUsQJmA1s9rfbnB8AACAASURBVMgZNsfPXipFv1IMW518XELlp5WirBT7\nlOJ+pZiw+QC3Az+JrrzlbZtYPL/axlg87zB/9Vt/XMYvA3DNdLoYwSSABrOEJWAPGYx6lxwq5bG9\nqDz9Ks+wylNWeSbs72HPjPxRjBb9tRhDIDzjeQZwhXfsRu+fJgG2HqeudVTq2lc3kko2ruuRBsWh\n7LHDBn74PXLNbndhqjG1klc6lv2EojbHrU6cHsCcQzeV89hFt9qfxhnwzH4P6D4uyDhmX0RBqyHO\ntn/H3YdBaVEXJWuoD8asM4k1cDdOzJs/EV4+vrCLBz6yGczMf6/Vxfdbo9iV0Jo2MTqJQBoTl2Db\nSIfrrJh7HcrfPXguoyX3oUNRgqDRWxaCAhMLgT7gh3Z5J8zgyKQgzGIkMXiOYptzraM5zXl+jDFi\nFEDpT3I4S2yaBmZHqdW/jmK+fJNKRDqbkk03nqZcAaZxTqiSkMqzRBcYDVX6ifKfusArUhw3rmFT\ne/UwMNVzXLIHZ5OtyLb9GIezVbKJSrnSbnfzvQQGaV69/IBngA9T1LXhs/jE6ZYksEeSRPcBP8X0\nEfFNJN2j+3hPQhJykDjsbHoWzNanbEw2ovvovU6p/rHjT9y+6OCvljx30goe2PAX5Z+8e9WNoX0F\n8qTwPTcBXG4dhKZWKcPfUGu6OAwsCioELcxVmqofKS/gpifWh0uFZqGmz4Qa4hrgs/bfT+s+/qj+\nYQuC0ArECZiD2ITdpNrnWQgax2wBVjx29WllKwWqIqaB2YjW9Hr6DoCnT0G74G3WUqGoC5UeDKHt\nfIZx6k7ENgk4Kl+Yth4GXrodXmGAmd32cp1S/fNg6zHoPj4H5y2CVy5s6uhMhZ16nY3w+M0+mqV7\nG9vxrit2rv34LSsJV/L6TZX02a3uwVAndVSHCfMr3ceJHqM7YNBWAYo2HXsAo2MPzvl0kqPW2sp5\nYlFDHMQ9Az+q+1iasiJRWoJmYc28J5rBHuC8Ny19sCOmV0A9GAcU/g54KeZ9fx1mkueNIYmYIAht\ngsiB5hjW0L6D5jkAAB1hic19P79w+6Hx6knxQ+NdbPzGZt/2gWTgHKqNhVFMQ7GmyXZaRJL0xhfd\n8BkbKm1iry5wAUYeUi2HaicHwBCX+OrlOmU0+sfsNXyuDF85BD850tSx7bPGewH3ezKGP4k1KvfY\nGnOcrHXvuy74wZ51RPITnl+4OKnrWMNSMGu4hnMjsnICTEqPLqf6+pUxhuhKNUQZWAlcZkuTXga8\nlepzTvM9lbZKkk+Cs8SOJa30rJhi3SVqiH57DbLktoC5Xmklkll5me6j8zunnavW//etAx945B9G\n1v/3rY06AGD7BmBKxf4nxgF4Eni7OACC0J6IEzDLCev+bVOu22j++z5pyClF/9r7brlqzVdvZvi5\nHspaMfxcD2u+ejN3DTlrdQPsU4r/wN0E65yatZ9U/TyphnlSle3v6dab1lOmEeIN4NSJvbrAbl2g\nVxfI2d8NOQCR/AZfXkNWfEmeScmfNRr9Y8AD1eb0OEZ2VQ9BEvlW3GUay5jZzauoNcqqm+wZR8Ln\n8GmM7CQTp+1/PGqAd314w9Zg3D7qvR/D1FMtLMzkuG3i7VLdh7KG/o3AO4g4N9bx8L0PcRwBimqI\np63OX9vE1h+EK9OkSNRVWCfhTUsfZPAlV/CFs97D4EuuiDbSCt73NcR/hsPN3O7NdkosoXUSokkn\nMUiKxkjamkHUiT4Z+GooR0QQhDZC5ECzmFDt/0abHCURbkKWVf86hinJ56vIUdI6FB14MqaR18nT\nU8ffGslJEo2BqHGu8tyJmcX3MQJsnMpZfU9+Q3PkRSYJOCz72E5Rx1ajuU75NfrXLqvIxOyiW4BF\njlVHMTOUgaymjHE2K43L0siV4pqemdfuwO9gF6mj7OTwi3o44+7h6GKtf1Otwp1D05ScADsr3ki0\nsKT7zOc2IivS+K/RCNmbxBUxxrZvhr8MPAWcZP9OlPok6OWLwIag7n6K66R1H7mkBm1TzIg1/KtQ\nQ05pYeZ9Y5rDvRj4C+D37PJ7dB/vaXDfgiA0GXECZjEt6tb7Y0w5y0lDLuhBYCMNWQ2dARJ02FqH\nvmSf9CZFjnBy4zroeklI0g0IG63/BdxHuutVyYlosUMQk99QxshZhjGzmtfrAs+0ciwA1yn/+32t\nDr3f8Vr8NMnHdecspOwonNkJKKNY9ad3cNc7avzEihGXtRtzSppgtAZ6/ywTEZPdfz0EzluQUAzN\nK24wyeBLrsDVURcYuZh7esMLUlynoPtuo05VsxgHVru6+jbhPZ9MsLb7+3XgR/a1R3UfZzWwb0EQ\nWoDIgWY3WbXBGmOsuPTPgSF6NhWD/YFIE7KsDsCI1fnHzc5Fw+2+c5rukpjfI1mSEkgfbgW+hble\nz2PkDGm229GINCelzMd3HXNk62fQLNL2wIiTT6VJ9PSXckwuu5lGOrMs5jWnA6LQ3PWOgfhzb11T\nu6ylWYNzMN3JK1ViYq/NK+/dxUfe3su1r8jxkbf3qlfeG5s/O4GZNLgMeD/G6W66Ye3rqKt15bMR\nlBmlEt1wEX6vmiHRapQiIQcgWiqVxp+hncD5aoj5aogXY54TAT9vcN+CILQAcQJmCNcpdcN1Sk1c\np5S2v9M0L8ryxVO0CbjLtWYptcmmP6H2S+J8pbg/wzHChL8g43S1Uc2475ym+0t2C+m1zAupyFaO\ns/+nIag9npmQzCesw77TRjCCdW7Ab1TtA94IPG7/j+1n0Cyu1e4eGHZ5mDgDJk3n2Q0xryVd8yTj\nqYj//vS+poJ+H9Gkb8csbrMJ9RKIq3OPfX1A95Gzmv/OSMMx77V55b27ePe1aznhyRGU1pzw5Ajv\nvnYtMY7AfIwEageNdfSNxddR95mJZWWYlM3sovJZUlQ7Qa73aiN+ZyErST1Cooza92Z52AGg9nnQ\nDC7HTIb8HPiAXXYIuK5J+xcEoYmIEzADsAZ/TaOlFI5Altm8KiMo2lALvIld5wfJxymPExCu9+9L\nDh0H1tnmZGWlGN6x64p7abw7ciuYqkhEvcdxzcgqYJ2NEPRjpBUuNPAnusBDVFe/eWmdY8nEtVrv\nvlbr3mu1ztnfLiM4zglM7jxrZtB9RlrSNY87dpBE6otoxL22MdzNNmh2lTAWE7kwXYTdXZFTYo+9\nnOoJgbABWqWP9+C9Nud9ZhPzj1Sf9vwjY5z3mU1xw+qmxTlOu5++lCPlan/+SHkBu566PGfLmbp0\n8woj/el0vVdNdNzGMInVWda/Cqpn/jFOjOt5kMglX9/F3ot7Kb01x96Le7nk6zVO2zGMdPCnwE3A\nq3UfP8gwZkEQpghxAmYGvi6Wsd0trZGdZjZPa81upbgh6AZsf8q2slCSERHMKKVlT7jcp5UUhTuD\nBsbYfCIdXtf+0S2rd+y6YifR7sjTlBQcImskYkQXUOEfjLGVNFtYb8TDZ8gqjEGwixgjIJSLEI5a\nPFbnWFqBz+HdU5V8HG8g1xtl8h27CKy2kh13V++k17JSyU+oqrxTryMAVRVkVmEMvMmjAYWEqjve\niYjjf+m+rL7lU8AAMPLdg+dy0xPr2T++nLJW7B9fzk1PrOc7B8/dR/wztxFnMQ1FTHThakyJVRfh\n7uklTMRxi3VeGin5ChgHYMf1a+l9asTMDj01wo7r14YdgZLuY77uo0v3cabu4yrdx8/qPZ4gCK1F\nEoNnANcpf9LitTohadFiDXlfAu4IJtnTl9g6RvNn38wsYqT2v+1knNwdVGfvhmuvQVUSZbN6D6Ss\nEBTgrbbjaf6VuF2K8Q1Tf8h/RBfoVXlOxiT6vciO5UxdaCNHIClJ1p3AW6mmk/R6I8eeKvzdhDM3\nEHM08RrHXX2pDFzqm+2OVAearMy08XXHLZ5/+FCN9ubZk3v4zD8Nu5KEJ+y2rZi8ilYzct8H8U2/\ngiRg1/keIL6KURKjwFUROc/20P7KwI0xydhJSdep2HtxL71P1bY8CFWxGozIwQRBaGPECZgBXKeU\nr4tl6VqdUPUkhKdk6BimrGeS4X0YtwHQyJdL8MUK2TqTaq2zGQKec9fAtkhyc90kVAgKqoPEVvlJ\nqM5zab3VgTI6KVEGgBOBvwXm2WVbdYGP1DOWaSONgdwuxny9dHtLqpquyCmxDkDSMyGMcVAzyF6u\nU6q/3NGxM1cqTZYUHl/YxVf+7KbST969Kkf1eYxiIoNZewikpcp4jRjy5jPbx+6EjsKDmAIBrSrL\nHHxZP4/JJQpfn6NA3o5xmPoc/sRneemtOXIOm6GsFB3fLIsDIAgzDJEDzQzqbbRURUgeFJYd7ASu\nTNq2/7fvXPjkv590pPR4jr0P9XLJe3eBCT03EuLuwtRW30m2MHU5g1QpwK+JT7+PWHSBqzEGc1h+\nZRInC3SkbOYVV52ntnFa+rHtBraRPTlxFNPw57NUHACAD4eTimcIyZWlWldtZ6poVuJ8rNTQgTdp\nPVqFJpAPXav17lyptHp80eKiVopnT17Bvf/zxsM/efeqQP4XpRUOQAlT9vgq22RMW838FozhH9X3\nxz1zr8TkzLQqZyFIQl5C7fVZQCVfp568oRLm+XAsbqXHXni6c3lO6xFxAARh5iGRgBmCTQKuarR0\nrY5vtJSGNLX9L3nvLnZ8ei2LuyrS3qPj8yc+9Mfbnt35hSuC0ofhL6VjVBuMrcTMQCbIepSKrdNd\nl7yoFSTIdjSwKikaYGf9q2cx7Tah19LOFH4f+A3cEwapxtM2NFEq07Y0ImkKoYbqqmSjdV/1fRIn\nrfHUqo+baa8Hjb9BWdBvIE4GuQbjfIefvf+Jv1DCtKL7UHVGAgZsFCGu34a++a+u3Dbw9d3rusYP\nTz5LDy3o4pqPfLa4811XJCWJC4LQZogTMIexM+CxhbkB9j7US+/pDh3oYz2c8Ybh4N/gRgqaYYX1\nqs2ihCenIcmIT2icllle1CqskR6vOy74zzVtx1/PevUQO562okkGctvTBElTncZ4TSdaNeSdZPB1\nrW3GF1KW3AHfMyVglOY/x1pJkN+1mtr7XOGWdB7GlPEM3qcgj6Fm37qPXrpV//MLF2/tOjrWve+F\nK9i4dnPQ0M7IKyUiIAgzhrYwfISpQymWK8VWpfglKRwAgBWnupUEkeUK2GfLirbCoCrhv1/ThL8n\nS4heMn8Xe0/opXRijr0n9HLJ/F2qWZKgRrGGelw1p6RzdcmeaqQa9jhryF5zPOt42odmVuFpZ4p6\n9453XXHv492nlstK9TzefertOy6/Mqt0yyd72YP7/qwp02vzCnxRxhV2nWjDKt/9WCa53LHG6PI7\naY4DAG3oACSU6OzByJJqK6j5+5Esovp9cl27yvtb1LuX7Hn+UMc3y5xx93C4o7WRV8ZXixIEoY0Q\nJ2DucSXwYUyFl1Ts+4XbznMsN1/sxqBu9pdnjgb0zoFjcsn8Xew4bi29HSPklKa3Y4Qdx61l9YJb\ntybtYwrZgF+7n3SuqTsqW0fgUhJ0wAlMd5O2bEyB5t+ngZ8qdlx+5Q39/7R7/WnFX3TktOa04i86\n+v9p9/osjoCdzQ2X7Q06AV/g6B1Q08TMnnNcYvE+u044H6gH/31/I8aQjWv8dgB/rwsX2xP213YE\nJTr3v2A5v73573nbZ7/BPW9+D7ly1WksAD5EJKmZ7J9VX+MziC85XFdDQ0EQph6RA80hrHF+C+6Q\nsBdXTsChsS7WfPRm7vryQHjVEa3pTZDe1MsIZibKLXVJEX1Qiom9J/R29HbUSptGSivo+dVIwyX0\nmoVNul1HdR5DYonQmJwCp2zHyoJ2YiqvxDHoGM84pipJ4PCZsq8zJUegBagh+imzk1zoepYZJ8fq\nqdJLP37maROnFX9RM8P9ePeppdMefTx1NbFGSKFLH8AksroiBYcx9+Nk/lMgMYmpWnQUcz+mmXyY\n3GdCFaQxzOx520yWBSU6P3/h5aze+Pm0m4WrsGWpEFaV4xEpGZt6O0EQ2hf5oM4ttpDRAQC468sD\nrPnozQw/1kO5rBh+rMflAITlAM2WiIT3HZYEmOY5yxQpO6RuX5FzT4adnnsMutVFdKt/olsdoFtN\n0K2epVs9SLf6veadSjpspaFVRGdbkw1sb/dZz/pbSXYARh3jKWKeH2GjqxvYpfLst87FnELl6ecg\nd1Q5AAA55nOQO6bqmpxy4AmnkeZb3iKcz4CQlGXX3ot7ux3dZgEW2c67yv4OHIB+jNY9yiiQp47o\noyPiAdUSmizdeVvOiqfN8+vXHv8Zt34qz9739XLkvAU8fFlf3GZ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2/cCduGe2ggov72fq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\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f84f8b96240>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.manifold import TSNE\n",
|
||
"\n",
|
||
"t0 = time.time()\n",
|
||
"X_tsne_reduced = TSNE(n_components=2, random_state=42).fit_transform(X)\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"t-SNE took {:.1f}s.\".format(t1 - t0))\n",
|
||
"plot_digits(X_tsne_reduced, y)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"It's twice slower than LLE, but still much faster than MDS, and the result looks great. Let's see if a bit of PCA can speed it up:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 106,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"PCA+t-SNE took 148.3s.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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CcLIihcGCUGcitN4nSNbNtRRy9s8ZABjvaufpA9u9p6Uo98Sp9LgIauNXA+e4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\nreaqkQzaJmB3kn4HZWE6Hkd93s24031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yU41roDcTW62iTT+jMQpAm4i+znuO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2/X3YE67qlDR8sXR66psACl869oMSozsNe/0iQ5uW/BGSYqmxtxxkKSoF6axoHVZ2U1yxF1XAtm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TmGIgLLI4ucoFyrDQLYR/H+HTFZSiEG36wXlt4hRaKicpp8hjPzuldpTidOFU3Y71qk/xZUtT\nUmfURCn2bCe/jqNh0Gn/Ry4UrXk1p9ioofs04s5QNKKvuQh6P9IALcm7AYak5z0cPn7Gc/VPjmxz\nZAC0RqP4CzRf8lz2993nHvtMurZiFvrv6QzMeOmItXUaBwCgWo7PJKcqZddsLA+l/uhhov0VpVFk\nFFgR9exzL0Tn36LoI07ELSqOgwRm4zjWOuChO1lrk8oY2N8zwKGRKInwT6CKoPei6HzX8dxLX+HN\nx66g1pEMGRmDXzxrU3qjUqWC5hJf9kiITkHO2B8G/knKjjEhOt8f4VxRcEQqBJUzAWVMGWx+PmoS\n2otK2xXbMR3BUAh3GltZyLXMZoD9NPAQqzm1GTaedyX11TnnYGisjuX3bWB7b5v3ENI6flyDdhA4\niohOgegNTF9KYMmk1QT4ucVlmJCSahGLHrFWXHCdcR3Oby8Egyi5wjBnw64z0EZzLccl7oLSH6Is\n5IfbOYL4jkdQhDGF6sbrjNTb3zeS8yoBYd37//ujs156wx39xx795H6qDkwwUV/BvlNn89wVTbyw\naF6+41zXkrxbx1t2Ygeqa3Dgcyfr4ZU3H03/RfP507ImSIhB/FKw2cyCJqvRDnSd99KDjbpMwFCi\nlvuO+5B3czj/34TJUwcywmM8v4qiQYLS67/M+n/cOdJeE8KeZQk8gKq18teGRef964Jjzuctnyh8\n7rosOuMgn/1APcfNSvDyYJpfPLteXve2lb791HnyCfq1eb+rEJ1vINeo9AkpO86wtueTnTzEa6Qm\noOwElDElMEXopwMWN2+l6wPX0jBrgIEDDbT/dLXOAYDg1GxUhFKGQpyAdbI5UtS0OCicghG2uBSC\nUh47FqyBpFCc/L1ES4EPA78B1pKSP/AYuwMoYyNIq98+X2muQc6pMRkQN5Mz0KJgDFgaoY9EDjm5\n0kK+o+m9TaE6W2uL963/R8nM2IXJFwPfN+306++cSf/iE4PG2Y+iCrmM3hZ6VkZ8D4Pfh4th6Dqt\nke5ECljlpOvo6E0nDu+6+qz9T4hKh7jMBBU8//B80heCcwAAIABJREFU5v3Ly9S9MMLwCbU8+bWT\n2XnhfHfR8mGCECqQDbuoGxS1Lc73tOtC7DnD9C73YzlfmClmgQ2yCiz+TQOXOo8vRKfpvUwBqzz7\neoN/putpen5TUnbM9W70ZGV+LmXH+6ztfcT7rnZxsDZLcqSh7ASUMflIitZd6RPunJfYXTGQaaB9\neDXbx7RG9nRHsYzOfilzCkZeiF5jjYSrFkCnqCRlkR2E+JxvG4WoW0TFIRxKJ9MMcR3Gp4BTY+yv\nOPoqHV4qud42K9rfh/4e2lFK3fm9GTllcMdzAFpRhf2FvnMS5YB46y3GUAa/ztHK1XiosQS9B/Z1\nytbL/OHLb+KPK/+Kpu07eetXlF763rcdzcP3v9c5Jl9k18iVj/YeBio7yRnw3Dcb+X3b6YHHcEbt\nAxTOHjlxeNc5pw0+I+oyIwwnatn94LEs+MddVI44HIPaCn739VNTb1/ye58RN51hiJz7MTsJH2hJ\n8+LzCf7rJ/k8p9mIcxAVx8lNN4wtMHJdhLoFe8GO4hQ7v5NurBPoGABvOC3N2z5YQf1sGNoPjz0E\nzz8FKlJ/i5QdrrXN6wSg1ps4dEprzeyY1MzSVKPsBJQxudBEEYdkHcsPbiilI1CqCHEU+cQokFKa\nI0aiF/NiYDkBDkUlL9YV1RFIij3El5y0HYA4UeLDBYMSZkZ8uAZRz73pGjwKvK+Asayj8Ch5EOwI\nt9GAkH7ZzYyAW4pC2YiXhUqhut5q5SjJRzrVzoSEjyUNrB89pupjNa+MNwEMH1fDE53N/OVDx/KJ\nk+4HYF/zTB549P2Qy6K4IrmBxbLRrsU6QihkQ/Nrue/3gZkA2UJPwhH9N51zEOUMZK/peWc+SP0u\nP0Vooq4iVTkwcbg5AX3kM9fX1sOcE2BXUAsMH/ql7GgKOKeLihOwn51ZSDp+X2UZ46bPREUKNZdF\nzeSHfSc3FpwK77kAKh2Mqokx+MXdtiMAsEPKjmwtoocOtBeVOY1Cr7r5tWb4O1F2AsooOZzc/51H\nz8/Mr3jBZwT1pRtZsK9v0sdWAGyVm2JQmsIyAX2YFoNm9TkhMCpnSFnEOov8nIAjGXGcAElKJgJV\nTgpzkkpPh0pJEdUYT1cLHltzRizdfMDL+XfWG0SNXjopGSYN/vgZBTcdKowWQgZkwnGOiRkJdn5i\nHgu+vwuAZz57Ek9edwp4Nf2jILwfww7gvYQ0BpMCfrDngrCzpVDZkVhKVRfOvRtDhYh6Dw4jRIqc\nn3QmvPg8jAxCTR2ccBK85f2AhO7IqrFgRfoDsg82bQ3yU/CByVcfs79TtHe4ZRUcdbR/+8F9KiNw\n1kKonw0T4ymqqlfJTdhZhigUrJ3AfI5wmk9UlNWByigphHArCc1L7NYaOQ2Jw67wvgKlTDKImpQL\nMYydvQy8fMl6zqOWG/Au5151hMnS0I7Sor5QjANVk3CeYmDmqzNflzlm8NUoRo39kBdyr4IM/dLX\nQyjjs50IRnTFmOTMr/2hZuCiE7sgYuG6n/OvFGWSAoJVV+x6iJzToI4HeofCZDyZGoilrONFrmVK\neK5P5aEMC76/i4naBH/+dBNPffXN9p8GHMf2j9UBq9N5F9BQBXs/Us/wW2f4uOM7SMkPRynSHnn9\nDJtqGHQv85rbhk+o1WYCODxVVsIVf96zCITmMsYPtA6oj3VsE6IT/A5nElV4LMnfiJ+JouEENcwr\nJoQQndEvRP1s83ZnhqCqOsnE+Bbxhp4t9nnCDi1lR4MakKpNEKJzCzlJwOwc8lpxDg4rb7yMwwsW\nRcXFDx7I6NUSHdu9E8UoagG2m4JEnUgKbUIVFTMpzAGQwBarudhalIFhN0RLArXcB1wHvICasvcx\niL9LsKnde3HawOcwWuTj6XC4OAAA/On1Cx6M8FA6ZSeD7knYoW6ONqpAFJL+3egYR+hxql8Zh6gS\nqcoINslldqFvYiRRDcvmkpIJUrLJZTin5DZrm/dvpqZVt+BvgDSGO/JaUOavYjTDzGcHmfHSIfvY\n7Q7nwtkMcaO1HYBOIbLNDgExDsm7h5jZuZclpKRw/Iss11z34qH1Vhai2PMET37tZCZq3X7txIwE\nT/3jm//YzaK+bhZlrJ++xovTEOENtIb267dPjKeI3szQFdyxDNEhzX7FiOJXolTBph8dxHQtZcZN\nEQKorBKctdDbsNGEtBCdGSE696AcKedam8Tx7llOwhGPshNQRinxGe+G9uHVDEn3Gjok62gfXu3c\n5OqoKyVzpSRhUWaCokjO7oH5RMCnYjK0Jy9bL1xvYNyHcqdOA95NnUYS1KSVXWwN7elaeDtVGHz7\ns799T4TVZ9BhgAbdk6BDPWFx6wt9ToPOEdZdWBnkahz+hhp6RI38dmEeWyMq8zYD5eBLcobr+U5j\n2YekaCUp+kiKjPXzflQDLftds+eN5db3Wop7DsoqGMl4PR98GElWk6lMcPxDe3hP668ngKUWVUrn\nXGS7lFoZAJ2DVEN4H5EgnN/NorWUwBbYeeF8Hvv26QzNr0UKVX/w2JozePqLbzoXt7OzpZtFB6az\nU2AZ48sJevd+90gKnWNZVb1Kyo65UnYIKTvCpgpdMW/cZy5O9/Q5RHToJxWPPaRqAJyYGANheExN\nmQM/KsgZ/UESrkdsh2AvyjUBZZQMQugnljclnqFWHOLp9CmM+YMZPn68hiKj46daRU9sE8LIoQ/C\nGCoSVyot9qJCSr+xVHJ1IGVolaI50+GKCWAf0TJBbh60u7bCfk/CDASbz14IDzhIYnQY+A9yWudB\niFR/IIEfpC5oi9gRNo5iiZcy5qwD8Eonervx6rAuSvHyrpPnT8xP+WuaomBiRkIOXDj/5jdsGTgb\nS/npR388V47NqRm4MHl3gzA1ZUrJRKcIrsPokNL/WeXsBCpFSeC/1r+F0258xivjGeObFR3BykhT\nCCuCbHrf17G0wy8tuckdsBGiM6B+q8NH0Y5ZxJtP0bskf71+E4atf/lnyRecmuP+2+pAZy001wrE\nq7uIgiOyQ7AXZSfgCIeTQ4o1KXVIvSyfWEYr49xEJUmGgN+R4jllWOdzbpMTEII25/kM/QRMUn75\nFv31YzXtsgzpUiqsFAPFLfaNguLosx9psBfzKNfE3RQrKQ6hHNkx6ziRVTaI3yk3J28ZrZnXCPAz\nlAFZUE1JujoxWLE7Pcs6dzDnvfAeFLoC1qjF0mlSMvSdaluzJbPlxk/pmN9RxvZFYEAm2CEyVGaq\nBP/554+Sqa3gvDMelPUvjOg14VOyqVMEO0g+J8DdVMuI0WOqqBjJ+GQ8H/v26VPtCOTfUKyECCls\n9TXQMhzDpOSWbcZnZwMsSsp6gp13G/b6N9WBGls0oxhyvm5EUw0qFiLdz8MdR7yX81qG5QD4eKbW\ndhfEMlrJsJkqkghU78K/Jckb2GQZ4ghBq8VdzwjBASFIC4EUggnLePYiNi9f43Do0uTVmm2QS+FF\npR8Mo5yOJvu8VuR8CfFSqpONYlN8gmHmar/WUUm0NHqO923TUnKGqulZNsE2kuM8n6sc/4/yuRkU\nwQEAJirGMqMWDWcPSl/eyHknCu86GEn8GcKoz2yk77rt3CUDqdl51cYnge8CD4uMcuD/fGkjGYsz\n/+Q/nSwmZiS8z5KTHx40p7nvaa67dNh3GpYSlwMA6vfTbnwm5KMlR0G0qxIi6D5EGrMlR7kOfx2G\ni4/uUAeK4gCkmT4dbRPWOMKou/Hx/FPK4D+4TxVcH9xXKgfAK7xxxKLsBBzZCOSZ+vZNeDhylcDb\nqAG6HBF5exGfSe75qQBWaByBOwsavYJpYjUtcA3ojInzUKJ5T6LaGX2SFIZOvVKyTUrmMo14kour\nt9J3dCOZYwRyjgjmQBcfQVztYsDJ7z7ckCDYcB1E0VHA/f4Ugo3AXUR7PqVHYeauCJ8RxHcAJKpZ\nmxMV5IrtdAa6ey5S49wc87zFQtTnr/0LK//X6FBN7NrgV6xzDO5969H89hun8ruv53rB7bxwPo+t\nOQPctQjLPYXMuqL8CdxOHqgMgA4Z7/Fr9o1rd6x7QavqExc2zSQfTFcFoXbM3ynymKXsWGlRf/o1\nf65D1Xk461bCUAHcJETngahjKCEGLAemPmCfKPr9ejz/lKL+fPcG9TN/B8ApOpLCLUAyXRyqkqMs\nEXpkw2RA67br963P/i2KKsYKITgfi1qDan5TKMKl2dwQqEh5blH/GJJORFZicx5wI3XcmPe5vU1Y\nSopra/95x/W1ne+vFGnbSWuckBWbK5MCr4RgiVDqqJwAdhFRetKAQjX2C4HN028gJ7nnlarso/B+\nEjbqgItRBX1hGRqvYVKMd1KHm/FTHKLcR++zdXHE8xX7fj/k3SCW4aMvyU1sE1xK1cT4TR3fvSF5\n4ss7GausHpwxPnoU5u+bJiWz6YOHWdSHZl7ZeeH8gXde+Nsm3QE6pNzWqUhITrnIFLBKQ+80XZeE\ni5IGjL2xen3Nq+O+SPPwCYHtBaJCoGo3BPFsjWkbhbVkO9+F/73Ld8ymuTWftSXoM0XtIbL4E0/Q\n9dWHaDhhPwMvzKb96wvZ/sPT7fM0UCAVyOopUMqeNBYF+LVh6AehnAk4smGKTOi26/cdyv4tqiHY\nCNwhBAeIz+/VKZPkQxGYiTOFusrhAOQQpfrfJCO4ylIsmgx6jPzH2m++1eEAAFAp0tUHZX3RK6EM\nmIyonKKHRFec8SIfgzBMCScKnS3lkaGs1EpVFt+RSqIMkb3kIlhBdBKb1lWMDtdeZNAogUWE99kK\nW/TTqJzeRJ7nM0X83+z8xXIAfFRKsYxW2cy2TV+6fG7jH/pFYk9GzHjx0CyCpVu99D3fvJKWibGb\nX7imXvSSEb30iV58mb4OKbc1ywtWNcsL+pvlBbJZXjDULLWNviLLBde8On5Vukq4ruVEbQVPfu3k\ngK8DqHseJV1QZe1nZyBM75St+NTPNC0KtmHReZbgyarkaVBOxtyaJp4CkFci14XFn3iCjf96N00n\n7ieRgKYT97PxX++m9ZOP245GVLnOMKyiMHqgCeuk7GgqOwAKZSfgyIbJiNVFLNrJMDbvHf0s/Na9\nnH97Nwu/dS8nzO8ft/aPM1lVEo3H6MUt3g1WRmE5+rRpNBxv/EugYeY5tz3Zb0bRozKWClGp+xEM\n1DGsNYzqGE7a9RolRqFc7aiwI+WTcS5QC1UQDSTsGdZRMUzI17kJgk2zqUMZJT7DxJGJaKV0VJsE\n+a0l8aKnSgO/EmWw56uRbhqndy6IQ6XEUhZqwz0fZNCoDlkGbnZeOZSZkbp59yr5s/3nuHXKPY6A\nJZ3pc0w0kpq+miEJrPv4VQnRixS9TIhei7qZktsqxuWn7bEMHz8jHVAU3A+0tdAjWuipaKGnjhzV\nLQgzW+hpsvoRvKLbYXBiJhf19mQu6u1pvKi3587s+KYppOzYZhmSiSCD0uL291na9H229rwQnWst\nlaBSOOVeJIBfoZ/r0uTomDlJ3ID1tuurD1Ff56aR1deNs/ofHy5WUCwFWVnWX8T43ATB63Ea5QAU\nTzHvCEBZHegIR5A6kEd6c+CNt/b+8Y2ffubcihqHUsRQBU9e/dbBXXc2QX6GfVQ8KiVnB+0gBHEk\nBHPYAZyg/Uu/bHbLkYacvxVV3Og0QPJJd8dBW9/RjVsbK/w+WF+6kQX7+saApfkqOEWGW9ml1BmQ\ndSjaiv3Mlmqh7EdJSOYrCytRETbnWH1dXh0GeJAudaHo91I9PGPoY3IMjjA4aQkZ4BaXkZwUw3h7\nYysMoji8hdIDTDQi1/UTy4xzjZSbihs8E71GSWM1P1nvnhQ06iQ894zNZcVzt4MtC9zMSqc6UFoI\necvHrxLXfMGXrFgnm90SwrajceaXnqg76Y7+bK5MJhhJZLjC+2x3s+gyIjiXLfQIa3/tdc1IwSVP\n/yh0fIcTLIPfu16MAo9glm4NoppmULn5uOvwIPrmYtba4XdgHEXJPgpjetf1JDRvQCYDFfOvjzk0\nH1xjCpBTBXUtB3F2CjfLJ78mlH7yQTkTcISjQ8ptHVI2dUiZsH46HQCXWkfDh/98jtMBAKisT/Pm\nzj+46TXFgzMN3R1h//xSp2vwJ64PIYnP4bwJ/0Rqp7uLUknnwaCUbLtuuHMwoMFaNfA9OzNRssyA\nk/JijhLF6YwZhCtQxrTNYS7FtR22zmErdYRRg3QQKAfCGZndrCna7qK0DgCE043C/j4Zalhp3AZg\nAlhhGay2qo3OAcigFIuKwQ/WGRQS5Qw6oZ1rzm556OD68aUTd8mPy/XjSyeuevU7eUWsRS+tFu0n\ng9k5a3B2EhYS6neNcNbnn+DEH+zK7jSnKnvrlEBDL2tJyZUWNU1UPpLJaBwA0BQQt9CzbeEHH/3F\nSZv7EZkcryORoRb4bp6CBM5Io/a67h3X3lpTgfPhAt16UUNw74Y6YLfhb4L8OvwepRkHqDlpqxCd\nE5ZsaRaO5mh2ZjFrGAy8oG/MZdoeE97i9yCa5zKrCZszGxOnDrIMyk7Aaxm+Car2RK1ONbUNJWNn\nOKPn9UKQFILbHNKj0pIitRcek0JGMO4DrgNeQJkTLwAbeEDTdRchWGtJnuqkT01GyEzCjbxhzKlK\n3aQ+BlwlBK13jl1Wu/zgBvrSjWSkoC/dyPKDG9g+1mbvm8DRffNrdf98v6dDarEdA2OtBPoW93FR\ng5vSkC/1wwSJW3nlV/iVbfJFNf4OrpOxAPmdmKRYS1JMWL0BwrI3dZSW2tYfMIarPD+9SOBuDFZs\nCGBpmFzpe/7up+NXfPiWmXOq9lYkhGRO1d6K98x+ZEVcR8Ci+URRihpAQ0vySnhqDGjvdTQZUtrt\nxzyxf6FhUFXk10XVeTjfdT2UqWHby5+KPL7DCPk4rXXA6Ya/2XN83Exs2P6Wup/fEbApTyjdfwDa\nv76QoWH36zg0XEX71xfGHJYWM4HNNm2KgPoWAwUrTh1kGZSdgNcyfBPUyIBevMS0vcj4BrAHuBz3\nczkTVWjcalFeluGOWqYIKWQClCNwLnCa9fNWznZGza0eCAdw62ubpE91CFqwXgU+j2oW5HViRlFc\n7jbc36sSpbBwJ1C5fayNBfv6qHglw4J9fU4HwIXF1VvFV2u/cS7BeuyFQRnP3loJ26gulsE70zJi\nW4k2Tw3iziwFRcuEh9ZwE8VT7gH/uzUZC1AFSbHH+pchKbzPchjqiO5g24XI0aEyOqb7WOH5GRcp\noI2UFORfO+Ti+1tdXl3PeOu536uoSbinmprEGGce9dvQiHU3i1q7WdTXzaLMLW9ceue7Z/0s7Hmz\n6yW075Mt4WkwoL3XMWtILX5gK8+3NJE+O0FfSyOGeSHoPnjH8xyqKPwLAZ8BslSjLlS2J8tB37B7\nReaXB97v2vfds37GupMup5tFGeu6TaYk8msVxuJ+y+AeBNj+w9NZ/sUL6Ns5m0wG+nbOZvkXL7DV\ngYoBZyDF1BPHtD1OHWQZlGsCphyL6J4J9AI2yfO/e2g5q9Tn1XXznbe4nzM2/jeV9e6agMeXv43d\n26ecTtwvpZ6/bxnzdxCfl98vJU2GrsROpKWkUgiKIVnWhld2UHUq9o1hcfVWuuqupSExwECmgfbh\n1Ubj38bzRzfRVOG3g/rTDTTt6892Ri7wO5hRXO65nYYufr1FyuqwmhT3E5yezxdtnqLcoOdrukCi\nCpiDnnG7K+m7iFNLkZKCpDDxe1W3XvPfw6BqM1LS5sLnX+Oh6G5a3CU/LhOahssZKbhY/CgbbbWK\nWu1uvem/S9710CXHbn0Pjvt/KFPDrbtX8MsD72fpcbdw7jH3kyBDhgQPvnrO2O1/WbFUNrPN9D4N\nza/ljl8vZtvLn8JrQFtQ73oz26zxrFj8wFY2futK6kdzNtJEomKsMpNe6uncHHQftLUn3QbZUwfa\n8L8Dw8Dyi3p7XM/Su2f9jM/Mu4nqhCsIPAosm86qQV4ESFwWVa6zmJCyI/ccq2i8c626B/Xul5ra\n6BqLEJ3eOXqHlB0fNn1OM+6yFGgAyk7AFGMR3d5Fq2hOgLfwF/USX0zAIj9vcT+ndD1FbcMwIwN1\nPN1+6mQ4ACkpmatzTByQUpojwp7vGmbIOGHrugdCSoQQFMNgdLSGzxr/vmKmxdVb2XjUldSL3II9\nJOu8NCAf0sckMBkqFbMzcBaq98MQ8D/skL/HOJnmBWXwTnXb+jBkSMmKEjoAYBvLbkfA2UtgOlId\nUihKl9dYs42WNM4eCMoRiNJJepCUnBVgoK8rigGvirSXkr+zFVhcvX586cScqr2++7Z3fE76qqrN\nlZB1AFzfYd1JlzO3eo/veHvG5vLY4Fl85JgfIxxXUEr47cG3PfGNmR1n6BzIoZo6ln95A9vPCQ4I\nYD2DtiPQ19K4ovElf1IqNeuYweSf987KbjDfh3Hgsu7UBeAxsgjXhe/HULDZQk+T03G67U1tzKrU\nMtNSLfTMDTjHtIJljHoFAcaYJCM6TziDVODvhfAcZrpSUSFlhzAUKKvnumzYFwVlJ2AKsYjudwK/\nRBU+2t31iuIERIhuTyeMomg+dxIQgTJlAnSwKDz5GhTFRD9qkdRNZJsxGC2miL6lCGQ8mfFzopEF\nH+1zx9QngCdK4ggETSopJqnJWgDWoeoA8nFWnIoUYcav08G0DWzyPO9kII16Lp0iALY15hUGsDMC\n4Ha+X4f+Hba//7twRMmB9R51oLUoWkI+VNVCGoi5nTYNrnr1O2vfM/uRFU5K0Gimml/sP3vdrS9e\n8ysMyiTfP+XjRsdcIqgQ/nKOtEyw+OkftlnZgFagKyNE48CxDbRfuTqKA2Ajq4CWmZuQCc16nxGC\nikcyba4aKf99GASushwA71w2DhxE3XsdgiLf0pIOzaKbRcb5w1YZOlygi0oTvM5NJQ6h5qzpYDOk\npOyYK0RnH2W1n5Ki7ARMERbRXQX8FjgVxRf/tvWnYjkBfUwPScCoCJNrdEXQoxywSJH7QmAbSibZ\nMiMCI/qvmIVsjBmEv97A9pM0hsNBkP9R5NR0UpjS4IOoBTBK9LgUyBmd+dGWMsCnHNH9uJPnhDWG\nQgqdp4MTZcMfOTffe4hgaFvH6GNy5q5+LONs48cuv+fKr9xmS71KPM6bbSBf9ep31p551G+vel3l\nKxWvThyT/v3Bt663HABjwMWUCdg7Pid9TOXeCqF5E6SEi5/uyUbyAURvXnREKZvVd+n/60apywT0\nHdfIgu6+SHLJEWg/cdHfQo/rvEeSE6CDEJ35SV2XFhPAPqbH3DKKUv7ZFnCtvNRF9Z6WswOxUS4M\nnjp8GeUA/B/ghyU4/uEmidUgJUFyjbkmOv6C3j0ONSFp/d6KpwvoJMPqIklexbIDGf1HTNttbB9r\nQ6sk9FeGyGG9fnOBWIW/WHsM5QAsxT2pB3URzRe6zrnrgF3A1ZaRGfeejOF0ABTiympWUpgDYCsw\nRcU4uXepFNEe3TWcE7B/lC7dpuNGQVDjNxOWiEdl+5VfuW0puWJ657qYBDZZkp6tt754zfmfeXZz\n4pKnf9T/mWc3X7r+ddesRN9YLIttL3+KQxn3bR/NVDOnau+lGcMSbG2Per2CIEQvfwPQedl1qaEa\nj9RwTR3tV66G6Nc8aL8RKZUDExGmgk3TezUZMraTgXyFAuyuysVGCvg0we/uZGIQ2GJlAQ4G7Jf0\n/N+pKlRGRJSdgCnAIrrfCHwN2A8la4YymZJYKQo35AYApGSllFRIiUnpI7swOnodeKMXSWt7IY5Q\nIQuOlJImB+c/9sTdPryagN4AgdAqCZmEO4sh6OmFMpSX4r6GB1D1KF5jSaB3RSSqzduE5m9BsLnh\nTuWiX6CyD07FpKBIXBrlNDiPsVQTwdY5O8WGs5OnHUUPezbt/S8jJSusIuhSzAe6Y4adR72TSdEa\nIGMb1F25H3VvdI7eevTdpk3vXyOwcem9t4epQ9Wg1Eq83Xq3WFz2wHnmlwfez627V7BnbC4ZKdgz\nNpf1u1dyUW8PD7xybsZrNEsJO17JMvScx87XSGsF2Pyxy1dd+aVbZd9xjaqpyHGNztqCqM+Hab/+\ni3p7rrj46Z5hGT3IvdxQ6GsKIsRxgKcz4ndgf8Ppo7R8rp7LrhO0rIIFpxZzPPazH9bVfJTS9Gzx\nwtk529SfSPeQVVO40/yaQ9kJmBrcimp+8+UeWl4s0TniTzT5YwjF883XIHJFhKzofh9BTXQUujBH\nVmvIrwGUjbsK+OwAuOoyYr9nxoh+iDqQEQ/jN6cngP9hR34HjASnYZXEnGr2Xp8USjb1DuJFd3Mq\nMbnGZu3AOURPv48Al7qOoX76jRW9s1NMDFtj8Y5hFWbDtp+UTIhHZbt4VHaJXjKilz5Z/MygKYob\nNu8MWAa/q1EhsMUhCWvqOjRBrsHbErwStarOw3vuMce+OtR1fPeGKBSIJHoH9moiOPm/PPB+Vjx3\nO5c8/SNWPHe7rehz06aXrk785JWPkpYJpFS1AD955aNsfimr1ug0uvN15Mbt/2w7d8nBBd19VDyS\nYUF3n+0A6JqlZSF6WSt6mRC9yJt2faHRm9Ug9yx0AXWGxl9e9OscAIeMaBVuB3jp4aQMFARNI65+\nguaQk85M8d6PC46anUAIOOpoeM8FxXQEomacxlCNHOMGZiYThxsDYspRrgmYZCyieyHwIPA/wCWo\nSWAecK+1Sy+qQn+gh5ZXCjmXZYRORhGSlJKEdb64RY8Wly8bNb+JcF6iLe0Zxq0sRIotkmqQBpZy\nAdumXV3GAkqvDmSjMF634poHH2MQ1QnTx9/2yB1GGUe23iSUr+5EUiwCVqNofYUiDTyEorDZRbag\nor/+sanCTW9txTCwfOPHLn/Xh3+z4+r5e3YJu5D0G7d+VTa8vLNYPGT/dXZCGfK699iukTG942ES\npUplyHzOTeiDApeiOpIPo5kPJLDuE5/B0FV3KuGtCchX7ODLqBaJQUIRY6hsXfZ5c8qLOnd896yf\n0Xrs90hWpRiVNakZiUOrWujZZnU/Fu+e9TOAJgHCAAAgAElEQVQ+e8L/QlfrYMEn92kZ/7rn4rCT\nBs0HQSo4LO3Q15Qd3Afd3r6EJYcdhcpHiW8ykAYuLdcGREfZCZhkLKL7E8B/Rth1aQ8t3y3kXDqj\nfHHzVro+cC0NswYYONBA+09Xs703z+hyDmkple5MTMM3K/sZQ81oOhjZ4+g7mFoTkLVohzspYSiF\nnnT2XpUUSVHId1d67eHHSKHSxU7DzyvNGWUcSsEpngNwMfD9gD3yuXdOxR3du5ABbsmq6bhlR23l\nEYara7fUjeW6fw/V1LH5o59m2X3flc7t5BSqwrS/7WtoywxfSi5NnxuTfzz3AOfjHF9KbsujoDoH\nu7+DF8EFyaEIcQRsRajJNHayOv/2BtGb93xnZ0HifNZWbPsewcGQbEGxc3wBMp+gHI6l1v9NcpRO\nHFbSoPnCpG8vlhnWESnhuzfEOcWw9a+Q5zglZYfrXgjReQAzbWcqUJYQjYGyEzAJWER365zbH77p\n+Bt+kBx+6wL+/J9fivKxgpwAbfOp5q1sPO9K6qsdyjFjdSy/b0OhjkA+xrz1QayGIJEWOFezK0dN\nQCHFlnExiKI+mb5jGlgvJSunXSZAYZ1VgF1amCPwKVQeIui62JH5wjIJwePwIli5xm/g7idEL3vX\njBPS8w7trlBCkJGRRnWYDlqo17lkNd3j7EPzffuOa+Ta5TfKrTd+agCP00C4oWc7Za3Ad9E7wDsA\nV0MsnPQs9xhL4QQEHfMVFMVoDDVXaL/rRKKCqp/5mA5OaVeTFn4h2u/D6DTQm/0KaHakPY9z2Ncm\n7mejZEOz6kOiNzf3v3vWz/iHeeuYkTA2oU6hvnekdeJIUAXKF2KZYR05uI93V15Ha9du5jSMsXeg\nmm3t8/jldm3pSBrlvEOB0uGehmJRslOjqGdvMvsjlCVEI6LsBJQYi+huPebORzY1fGZjTcVwjjIv\nKxJjIp1Z2iHltkV0NwHPW38qmUTo8yuaaJqt0ZDf38iCdX3Z3/PIFrg0/E0NsHRwOAGhC5zU2FIx\nKETFgpP6ZBuFunHbWvTTqVfDE1JyxqScSdPk6PFDjN47xOA4zJkpyJxTR8VpM0py9lzn13jdejMo\ng9FNwcmv4++4WCQrAfH8A000jZgo6XlBddjVwZD5sLTg3TKQekqRDilScm6eFC8JLPFQmYKi9inM\nPRjUOHQIcgKcjkNAMzsJJB51HUZJFeboOHEjnmnZTGWAtKftYLijvxoHwDp/H/k5xqXsUOt6pixH\noAtoeO/shw+tnLem1iSBGkAX8uE17gT455+Jcd59zBr+YfUvmFGfe2YPDQluXd6ocwTa7Mi4lXHI\ne810dPJtxewYO7OH7cBJQKf1t1HgNkIalxYIKWVHueY1AsoXqfTomnfdXS4HAECkM9XA1k4h+k46\n7+uLSnBeX4FMwyx9XZlzu50taJrdT0JImmb3s/G8K1ncHEj1dxUISsm2iI29nPni0KI3hwToqBA8\nJwSjqAU9CVwjJULnKBQZtoqR/R1NxccrUIvhZnIFYCmmtqjqNKe8alGhijonSApJUkygmkJli99+\ne4jUj4YQ45byw6Ck4u4hePJQSUaTe5aU8WmPIwwJ3MoUWy2DNUw9Zlyz7Sf2ONpPWc0hoQue542g\nGh/te7Rr7nyJ8z1VxnDUfg2zrP3zKboTwHqXEpAqute9B6Moo1jHyQlTh4kmK6meB22xeTrhu6y2\nKpCNowLOr4N9wFWo7+bEKFb/AdlMk2wmYf0MojCYiq7HUN9Toi9SLuWc6J77Hd/n0RM+WCdEpPcu\nDEeKNGhekJvwFxJXVrWtWvPzfqcDADCjXtLatdt/DD81xlR8HwbnvejC/GwJKTsSUnY0Wed+wPG3\nGtTck68DIAlXKZJludBoKDsBpUdD9UCg8lbj7B//7utvExe19dAiTFkAWzFHCKXuZv3u3bbW/h2N\ncTpwwKA979je9YFrXXQhgPrqYbo+cK1p/Cld866Ixuadjv/HUTOqBv4KTXqxQCM3LC02hkfFiPOo\nYAfwJIoQcZ5r/0YU97VdShJSMhelxzxVi5qgFBJqKqK8gpzRU2H9/i5bYefuIYak536NAw8VX3DO\nr1qjDL928pOxDVI1AvXMVHl+/zHw90D7kp13jnY9fS3VcpwMZistJoIUk9rxqHSNVVZx/9vPvdlj\nYAYt4F7Y0nv5qtPMxK0EtBSlkOZ8D1LAMlJym0UfaiNcotWJOLKS670bJLB+0ZW64zrvfZiEohdp\nUIYxil/v/D7Lggx+pyKP9XOttf8vNLtXA0cDn0XNLy/EHGe+SIU4LaCZ1w9lahhMR06oHEnSoLEg\nROdaITonhOiUbO68k82d98hNJOQmmizHQLugz2nwifR554ub0FP6wuC9F0FBASFEp7TGvxZ4h/fv\neZzf+dnakH0SlPsGRELZCSg9BsYaQuWdAyW6HDx7t6SeioI7t61w/O4La7X/dDVDYx7t+bE62n+a\n056Pki1wIKh5URRj83z7P1Ky7fQNj23+0M570uenu1n4/L3MWxwaRNIZdWHnlZij94JcRE2HbDRP\nCNbyMbZwA3AC6k06AbgBryPgurdWBmGulbFYR26CTqPciFLz80ohoXZVhO3a8+4vRMRVYYLcPXNq\n6eeQU44pRfGadzGzqRfHyx7B5t8vE00j/SRQj4jQfCAP+IzYoDFVT4yPL7/39l959on7HDSgDDpd\n1iMu6oDzScm5pKSw/s3VGPn1eLMy7n4COeTkWsMdB+VkuN69iOpAptZ6pmuSvU+miH+nEK2dQvR1\nCpGxfrY6FHlcTrW1faHhXJXAd1CBlRPCvkhM6JpURWpcZ6n6LAf67R4Jt+5ewea/LPc1UMvkznBE\nSoPGgYNr734G1HYb2kV574AvNuadL/KJwKeBpVYX31YhOvcQbSqzA0KxKpiLhHLfgAgovUpIGe27\nb7jYVxOgQdCirOtIGdeWkNt72x6YUXnorR3vvSF54qydWr7/7sF56fmzXvA5EJosQlba03C+KEZG\ndp9FdLc2Lmcp1qRX1zTMW7f+mte9K8Ufrnmb6fM6oy7ovE5pUROGMBeuzkR1LH4XcDWrEL54RC3w\nOeA+19ZGIdhj/T8nwaeKh39FjhP8ZlROIbDgtECUommUiZ7i3K4t9K2KVigchAxBcpUKQf0kSoGP\nAD8CXlcp08UshksD612FtioLcxXqWqdR0TpvlK8KFf1zXqMM8aSDB6z6CFBGRaEOVSNJ0aq9b8rQ\nvwP/+pQENpMUGIz7baIXyL1PXfRmI/HefVcCKx0cdtPzl4Es190UfaxCORXO+7BeNgcX4HcKX61J\nI7DxtHu21D55/hLdRz5DeOBuHOUY7wOOD9k3HIq8bzvzobULzpqA3H4924Bt4ml/TUPrsd9jTlWK\nveNJuvdckvrpCecc8SpAEREUWLGfq3Y8tQLjo2Ji+7Xz7JiDJVLRUQwhiITlAOQrU5vPfGGrpcWV\nHXei3DcgBOXC4EmAUx2oeiBlkJeoT3VxcAiXPFjRpCZtZAt4Tcdsbd4iN37sSuqqclKCw+O1XHHv\nRttZSKE4vS7pP68zEFXtxx7PIrq1+8sM/HbJ37B7u/ZQ+8lxG6+RUtGhDOeVwJII0qJRlDTSQAVP\nol+SM8BpAZ9WsOUZlzJ5hcMSuEpKNhT1qKoGQGdQZgtYNQYPWJN8xxzeRfDCMgHZYLoOOTUg/fiK\n9f7ERbELMt1SpjkaVjS4C2SDrolWscaQYTEVBkaB6bhhcp/a++1Up/GeI8BgDVMXU4XNIf1WZLP+\nGljRe61z0Cn0hdb7jm9kzYN9plOlg8aB/YxEFGYIhZRw6g1tUeQWrevpdd4mgE9bPQeCrrerCPu1\nDiE6jYaZU53H0VwtuxaHZU6sKH7cbID9XBXyvueDfmA++fc6KqsEhaBMB5oE9NCybfPlt8zt6t8j\nhOK6ujiSGSrG7uFmL292o837p3gUkQawqCyGF3lb7xKuuHej6Ntvdard3+h0AEBNHk7aUXasnkOF\ncfy93G2txy4ScErXU7o/TaCaK3mhO68EbnY4Ku2Yr+kA4dFyNSGZej2H9YBeALRQx2WsoIU6FoTs\nXzwIFBe72DDRU7LbO6SrQDdL3bG2m6JeWPt9muCFJyzaU8zsR9QOxuPAziIftxHY6KDEBF03P9xU\nGtM1UZQqbzdevQMQp65AhzrchbfZo4d8znS/dRnTIKrlesIzRAdRhk+QEaKt8Qmi9Yhe1kohtEb6\n7L8EPq66Oc8J9YwUKwK6ez9Ep1Ssx5+9qbS2O2sjvNcrRdkB8MI0H7i2t9CzrYWephZ6EtbPKNdQ\nVz8TBLujdKHvuwkHMa/HDYTTH01w1fCVoUc5EzAFsKKiWe/9R9xW/zsu1y18I6iXo1iR4n7Uy2yK\nHhYSuUxZha9ZeGQ0fR1QndkDUyYAVDbgnooW5yZbq/9NQIe17RopWWud1xl9c0b2nRr+OnlEZ9dM\nMF8LFY07D8V0dJIERoDr8NKBcliAUlP3xsp+QU4ktsQoiYKSn5bipq0Ef1Y7Cf3m5LP4mw2/6QFO\nrx8+2DRWVU1yf4p39P4XX97+Lf72D//P3jUsExAW8ZUoo72Y1J0ngb8mWqBlDGW4Rc0K2R2V407e\nzv4JpiyCuQeBjfiSqRMYqKcSuO1jl69bfsdtTopT2PcyZQJM2Y2slr1j3yjdzW1qVdj7sg5vUzQF\n0/ElID73oSaOftFf9xSSCSgF1Ps6MraCWscrMDIG190N9z0VSW5R9JqDVaZMSRl6BNBu1hWD3mMd\nP6o6mI2SNK9EzZES/VyZAn4LnBvhWM7xWXTlcsOwMJQzAVOA65Guf7/jclPlcC3FcwBGUYtTvOhh\ndCQtwzoLW0bTVsax/iWsbd6X0xidHxlwXwIpmWX993OOzWdB1vHI1hbgrsW0iqu4H6Xh71T7kCgj\nMOn4jG48w6jIxDD3oQz+F1AUoBcIdgDsUepiZQV3hoiEtpJJqKbkSlKy0iryrIzsAChoo15PLTg1\nAywCmobqjmK8qpoXk/P44fs+yfu+8yi/PuXt9q7+aE9StGZlKZUjehtmdSCBej/s6HchSAOPoghh\n3vl1RDOGFKqAdSUqAh9FOcqO8kbNSng/B0qjWwfTdid0EXcT7EyOtspfAB/+zY6rLaPcRtA1CIru\nmULouu1h0e1+VEAg6H2RqGL+pbgzo5tRTdVMEAAPfW41YzPcl3FsRh0PfW619kMlwjBwqWxmJat/\nnOKFfapC94V9tgMApakjKiMAlqHvFY4IdQCcikIOZR4dzie+QV+KtaPCOq7JFp1FNAegH1giZYew\n/s0tOwDRUM4ETDLidtQtElLA14BmlIxcqZDl3efz4UV0r33dlp9ffcLXtovqgb2MNcxh53VtPPzg\n5501AaoLqT9qareij8qFHSVasahduGpH+e4hF/UzRS/MuAxDrJJgs6Fw+DI10waGqPT3P3jx/158\n/ffvAx4eWTjjiefnLZh5afudPGYZ/6u617DmO58/RErWao7njXKFF5nZnPlwTroJEyiD18QfNzf5\nciJHtQl6jtvAWEtxCNC1YXNmAoIm/jbcPGPnM7+XaNdGAvcD/0BKDgQ16fI1MjNnblQG0FAEHqcm\nIKT7bko2MzdkH7sDa0Hc+9Pu2crCNdcy+y8D7H99Aw99bjVPnl9Q9/Y4yAC32DUKlpyi/vpFqwmw\no7q+88jmvDndZUREnOyBEJ1TVSdVCpR5/wWgnAmYfMSJohWKYVT0dy7wX5TWAQA1qdzp7GUQ58Nv\nExf9asFl68Zr+lMIKanpT9F45QbmbHdJYwvUROe9htXAN4jOhY2qFpMEjiEX5buaXNQv/vszFLi9\nHxX9yUfP3sYofr5nJDm/KYNGshFYd8l/fP9C2cwm2UzfjPHRq07pf2bi0vtzrSUq0xMZ4HLXscxN\nsAJleD24K/6XAJQiC0RTS3LD2WxNORH3oIxxE24yXTfgdsNn7gk4nhNeOWJnDVCYAyCBH6LoVbZK\nkq3mo43wDxzbAM73Vu3r1dVvIyVnBalAWYZ+tp5h6b23pwbPPWpYvk9ssbJCUWoiIPeumPaRqOi5\nUas9BFkH7Mnz21jzYB+dT2VY82DfZDoAoOavFaKXPaKXVsvQ99WDxIio3hJzexnFRRSpZhtHSnbH\n3xemjFgoOwGTBKuR1wTFUGyIBglsdkTl9wHfRkXnSgk7vdcIbHV0+ZVCsCfEMeiyOilnUZUeYSHG\nRmVenEhpohtOebPCjv8Yul6pwxxFm6PLciHyi8vw66Uvzzc7M2kIoROJR+V/bDmnrf32j10+BnDU\n8KA889nf/6PGKAwqXmsgWmfZSw37hKVNkygD2iRBq6fvBDVbCz6X/7opmpvJGDjf8X/TdchQWJBC\nAG8B/sf6/UySwnYcVg1X17qu4WhVNfUjB0mfnRAuQ101DWsiJRPWz0jPr63Hf+0d//zAd9Z8NnnU\noSFnB2hnUbVJQGAH0GVlAerxd/pVIgM5tZu4nS7GcXdPnQ5IAltEL2ul7NhmdXl1dnt1QfTSKnrp\nE71krJ+tAFZGwU9hCZFKLaNoiBN8KFbPj6lEXCe1DA3KdKBJgMWVz0dbt1D0OwzLLITg18Db/btP\nCpQUnMYo7RRm2cJ/OkYwkGngs0NruHv8E2Hn8EocTi+8gRHO5mWcEqub2GY5SGESbHbKXbdPWsoj\nr/eH6PVJur4IfEI282vfzsHSl7bM3WbcRcCKSqZ08O/HzEGNWhg3iN6R0xfdBkmsBmUPnJKf6jhh\nVENJSiYc++quQ5RC2DA4C63Hgdmk5AjAxk9fsfbDv9lx9fw9u8TeWccw8+ABZqRdtoheNjQGRC9r\nn29pWtH0krYMIUuJ0mja34OeZmiLBWT18Q3Uo6gwPR9TDUXnDO5krKNq+eQ9RS9vR1FQTwfmop6F\nFCoj/S3ZzP8t/vBf2xCi0ziPSNnhWxcs+tdthHffNSEFvM5wznzgfdeCAqY7pOz4cJHO+5pGORMw\nOShVMW4YTKnqoNLVqIhblGijBjMtQ5uinJ2AhJA0VfSzfWYbi6u11GKb+iRwp7RHNPuO4Y/wTR7+\nzAyr9buzBTyES7D1W0a+qbVpvlJqCs5iWj99YjrheOA+0attqhaU5r4nsLOs+r5BRWgDqEhxGI7C\nHxF9AriKpJAW7cdZsBcUwQvPXNhUIsW5DzJKc9fGdB2KQxMQ5JyLDbYDALD8jttWNv5gYEnFI5n+\n4Rn1XgcAoC4165jCnmO4quFl49fIzomW0dqO+s4NqHlaRzMc8nb6RUmb5htoCHIAih2Vk45/YRCE\nU+Zuwk+lrMEv9frXWEX9qIxKFeq9/QTwqOjlbyKMp4x4CJVqdsLK+tShaIfOeWAdBnnvxZ94guf/\n69ukd13P4LOraf3k48WyIVOojsRz7SwUZhtDlh2A4qHsBEwOpqooKt8FPcrCUYGaLOzJI05a3OSc\n+FL0VcBCR5yiXgzTVeejB7koLx5VIt0ktxQ357gQDr4OaYKNRWGomwjiF0ss7qOUhrS7LCDtnosi\nu/o/TAdHwCoYrQZOBn5gbZ4D/LNm96AeEIoOY6aahBlA7aiuzmEYcNF01CJ8Ol66T84RCNIEX4Xf\nYR3F5q37qUQm+Lmz+usQ1t8jCkaAXwPXoKlDsik7jS8NaO/TMYOvzrQ09vNFhVVnoMMAZCkte1CO\nk/3Mm66h62BWNDyfwvEoKDadcRzV7GwJ8ZSnTDB9b+/2Z1H1OgtQRerNKDIkKD20KZ9XjjTkqyik\noYDZSmUux2DpJb9NbfzXu2k6cT+JBBxVP57c8C/3iMWfeCLvIVvHbjOo+ZicGlMQrIw8UKYDTQKs\nWoDsAjNvcT+ndD1FbcMwIwN1PN1+qqkjblRkUIogGlUHTadMwfXk9PXDOlAGoV9KmixD1kstCP2c\n7g/OHgqzE4iFtXCaR+ckIwUVr2Qg4DvGhfUdbkevqpIPxoh2PbLfQQijugYUauSHIanvXkqYBv8k\nQ/RyJvA769dnZDOn+HYyU4JydBgdgqlEGVKyIkL3YT+dJayjcphmf04tKKdDn+sabDq2+zxwaWSK\njf98TnWgwEyVa2zh5+lD88z1HdfIgu6+tGzOj9omekkvfmBrYuO3rqR+NOfPDNXUUT863CYelRCP\nypOSzTllLQ09bTKRz3ydVV6yHJibMBvzOZUmDQrpBSB6uQb4d+vXf5XNfClo/zImF5a6kLu7tdOB\neNHwvu6czYJ3fD7u6ex51OoZpOf1h46pjIJRdgImAc6agHmL+zlj439TWZ8L/k0MVfD48rcV4gjY\nspmel0VvNHqcgDuA9xO+wGvPKyUJIWItisaaAB8MRkJ/uoGmff39eBqO6eBpHBZ4Xaz9wxbJUsB2\npgJaxZdYzi1fw7lIEMus634ySd6LUofOMEIFtwBrgJdQ7eNXA5dYH7tXNruKXRXydWjMn4OcQR60\nj94IDpLjzMmS5tdsLbyxVsEc+8jn89YohB+rdaimbqvXUF/+5Q1sP6cN3FKlB1G0kgT2e6wpOLWM\n3DuAysUPbKVrw7U0vDzAwLEN3Hb+5Ttu/OY/fTgPI35QNmd7k4TJi5Yagyj6TZzGdrpmaUYZ3ZCa\nAJN8rstR8nymEtXY8Q5UR5RB4J2ymd4Y36GMEiKSvOiL+jUik4GK+dcXcvrIMrRlFB9lOtAkwEnf\nOKXrKZcDAFBZn+aUrqcKOcVe3A2yKoClNtVELKNVLKNPLCMjltHH8Zzm+OxjVlQ+PnXok+wVvfTx\nJI3sAM4L/cQgUR0ABR01YbixYiCrpGNRarSSpA7ny0XDEILHTSe0qERzLaN7sjzkfGQGi404jZaK\nCssB2MTJJPkwMBubnFELfMEawyjwJ3IOwBDQaTik9rkhXErORIXZ4TDITcduC1CxCaL7KOTfbC2o\nNqefYjoAuWPG2a6F6KVVPCpvWv7lDfQd16he4OManQ5ABjc9bSa59Uq9x3rKUBdWO77t57SxoLuP\nikcyLOjuG7zxm/9k84jjvm9eDn8h70QKRY2JQp/U7TMTNS9FofbY8I1XNrNywzevuHnn381Pp89O\nsPPv5qc3fPOKzUEOgIVV+CWIxzBIEFsO1zjwB5QD8CLwobIDMO0QRV5U+9zv2j2r0HUyjnxzGUVG\n2QmYJEjJSimprGsa1r4wtQ1503DtD3pT23XAVvEGJBNsRdLIIQSHaOQYLnDsVy8ESeIujOcB1zML\naCQBnADcgMkRSKOKdmcFOQC2jGpWUnSv3No2+L0Z/ekGMlJwUNansIwaR9M1F4fd4wiYJrbTvd2N\nfUiK1p1Hz8+kj0nw/NFNpmJk0Al+xoc9uUaRrywV8jWci4EuoIb3oopA/MigDIkR4I/ArcBbZDO/\n0e6tjF6f3nmoMaz/XBsp+eGQfcKOHatgLyZMx1hndEoKKwCP/ZwIQav4O/aIB5HiKaT4HQdQCjNJ\nj6FuOwCgnLwwuo7u/TbNY0eJXtaKXibIM4rv+HwhVKAkSkI1ytpr2qcGGNrwzSvW9V/YINNnJ3i+\npYnFD2jnKAk0OKU81ShE6/J7b186P/VCRUJK5qdeqFh+7+1Lw54Fy0nwFZTbzoNXPhSVvXEiqKi/\njKlDFHlR7bt//yMnFYOjPx0CYa9JlOlAk4xFdPdhLSLv+/3PufSB7ST37WXPUUk+v+XbbO+N3CxG\nYvODg2QlW1BaJYPkSiqLgQfJcLxmkXoBr75KJN5+RBnVUdQ3mYO5W2+/I0sQ9HCb5TQ1UotDso7l\nBzewfazozXycNQEm2calk6LzH8Q9LyHEMote8f9hIiRJ+deHecAiKt0nn3sQh0qklxGNRxmKMUYh\naOV8NnE9NdTG6pAbSY7Vy0MPoKuMkL8U4iCqgVvQ/JQhelCtkLEA0Lpji9x646dGcM5RNXVc+aVb\n5bZzlzjH4qX7bAYufr6lKRkmoRoXAR2br0IVit8IXGht75HNfDzgOK7nK0KG4rCDWMb5wEUoue7X\no0IgfaganG/JTbwyaWOJKi/6oubdP15uE6Kzj8Kc43LX3ylC2QmYZCyiuxXY+L7f/7xu5Q9vZcZ4\nLrM6NFbH8vs2xHEEIExz+jLUMlBcJ2CYp6hFaBbpDHBatsDVKvoJn8C9xdMFQEqpFsCwYxp59qaC\nxXQjC/b1FWGI6vRoro/lCLgXwOne6KtAiGUWR3s5igrkxSBp+Y4jr/+BD2bt/qVF5PT3MYkF4ELQ\nxw4aOUE5ABd0XEn1oVwwcWxGHXd3bvA6ArZ1GmZUZIuHHbr05xM/w23PV6bAwgjqnuiNpGYqLcM1\nrMdHFNgLcuBx+loaaXxJy87oF4/KdpTTYpz70mcnSGjW/owQVDySAZV9XKUzvk1GuujlAPq1qF82\n0xSlqD/AkQisVTgcIZbxE8Akdfk88Ba5if2TMpYoNQHBny+kb4bqT1GuCZgSHN7RtcMQPbRsA5Zf\ndv/WtNMBAKivHqbrA5G749oIbjoz5Nhrqetfv5QIyxBuw8x/l7ilQPuB5Uvvu33v8y1N+FLRCaVl\nb8lzNkXIALQKwR6KJ6MqHPUBQXSLIC61NjXZkCgaPb7fdH088qah1+8IQTswys/x97AcBx55zcxT\nN+Ev+KzGr8FeCExp91Kl4xs4Xv1n4ZprXQ4AQPWhYRaucc15w6hIqJdGooPz/bZ16fN5Vi61CmdN\nhnctAXQJh1FcDIwToRbpxJd3ardLdR83EjKfmiRUHduTwCYXhQiXke6kYW4RvTyOeS1qEL3sIucA\ngKrv0aELPbX1SOSMj6K6R7+IuucvQjb6vwAlsTopyFde1PF5J00y1qmBm8sOwNThtbK4Tiv00LIt\neeAV7bVvmFXkOszH0LHWsxxey1jehHkBFFY9Q84wnSPY8C//MKvppX614aV+Nn7rSpbcf+coGm6w\nrcktepHWvz2il1bHuYutxNOI0v9+I6pJkw5BDoL2JuzMnJj7ZT7wXuCTKMXrJag2OG8jim7HPaF7\nvIZgNUtbxjNkuB/Yj1oa9gP3A8+Uvr/v6AkAACAASURBVDh5miCqBnshmOwC8AFeVP+Z/Rf9KRzb\nU6hMyHL833mEXKGsMlDc6kC2Ln0+FIqNlnGb7zVw9hqAXI+VlPUvV18SXt9TTYR12WTEv5A8IUOE\naGz7lasZqnHvNlRTR/uVq52bdI0ddUa6gECOv0BVjTnx/wz7TraTOpX4EfBuVJ2EsH4e5fj7myZz\nMFJ2rJSyo1LKDmH9jCXFafcbQD3nYUWO9juxpCz5ObUoOwFTB+2CM3CgyHPd88AvgINIZC6S7+lS\n6+0AGYauykzaZerWjw5zy79dPehN2TrazDsX9SSwmU9qu08WE+cCPyegsZaVibAVhiaEILPs4G31\nE7LClaYZlrXyq8OO9fAU4CTgaOsbVKEaqJ+OikfqC1xt+GUtJxGe79wnBK3dLLq/m0XS8e/+yRyT\n9Tx+imcYZiPwb6h44zOTVpz8WsFkF4C38++MMgL7X6+f2waPnaeEA5TE5MXo3egh2UwFysB4FaUO\nlA0oyGZ+KZvZhFl1J6iAvw6VbYmSfYgCgVJsG0LVL9m1W6BmjIKhM+KB4a9c9Y1Ia/r2c9oIUGZy\nwnvTirVAfVkXHEJdNx2OxEDAdeg7VNvQp3umOUKyAoOo5mB2Y7JyBmCKUa4JmCpcqyk+za8mQIcJ\nVOTMTs8qfqe+cViY5nVKSo/+cwxN+UBNbn8RsQ5xCu50UI2SNDx7h8KQbzVtq/7e+Nfr2itOSLyQ\n2J2Zl/7K8DcS28aW5L7zQtQS/yywD+UAfJCcGfFrlCieHtm6hcmG7jt/7YFr06ctfLJC+O/ojhZ6\nJrU9uyUX6r5Xm14TlChICqMGOymp1WDP8zwFF4DHKd4UglY+yU2nvXlr8oI1V3opQcPA8g4pt1nH\nNMpwoRyATfgDBxPApy1eunluUr1UwsQHSoVxlAF0TLEO6OyDkJCyH2gXj8r1hFFE48HVPKzIjdJ0\nxd82HcppDB9xNQHWPBf0rA8DJ8tNh6cjUMbhg7ITMJW4VrTuOnDCnfNm7q4YONBA+09XF8MBAJ3h\nbkCERl9t/z977x4fx1nf+7+fla9y7KSJnKsjKfygCSqBUkIDpBzS5kZpGjinNcGSk+BNnBjbkJxT\nCkWBH3BoBA2ljakVjB02N0tpauhpjbnEgZ6ES9pwLaRVoRQsKU5C4nVILFu2LrvP+eN5Znd29nnm\nsjsrreTn/Xr5tdbu7MzszOzs9/r5VjkPCZoLQwfrqCbiMPpJ50d7HJMaijJiavtBW0B1bPEVKJ0H\ngJ8A/2x9t3VicqMxne8Hi1dhcAAAWM3u2RqKdPyhjPOgkTsBZGdCpSkuluZNVdtrGODlxz8RHO08\n+ByAqMbCEezf1zxKq95mWHnNqcMh65ireJ8treZkDzXY0Wd8N2AbJvKoEMu8VAcqzUUJz4KvlrlU\n9fwcDiPOCZhldGQ27Ztq7Eizry7fdEP6MarhrnLabgKZwToyAbEkAutghNqmJNt5FfBb+v/fx96N\noLBmZxqJKfNjcwKkhLcL5wTMKLMk05qEkO+0UvlIoCgTY50e3nUbdj0GnX0/fyu7WBPT2Zhr9Ogs\nyDDpOThh6kCmacNpUjXheD4hslYZW49+mQt3ph2OtJi3X7RmZ8dbbti6/92rpgsfyAyMbGpnTVdY\nZtCKrcnMr5ATijZCs4F15YG9qAr34LTdreKgJHv4rnFviFe+ePJY9vBd4+Kg3GnYbi9FQz3uNESY\nv402PjuAw6mtbSlwnv7/FHbtizJKfSPGOUqZRLW1s7B/DUVk2SqyTIssUj+GD42bafJyUA/5yoRM\nIA5FDPFaMcQ/iiH2iSEOiyEmxRBPiyH+jxji9Snspa0uXAADXp2+b3/Mg/0qlWeias0F0ddumGG/\nWvcOmIa9pTmML84k4DTJ+wz1tOr1R2QXK23Rd53tSWNAlI35WP8PlLIAYQ7A7c4BcMwkzgmYBXa8\n5Yat3a8Y3LRqxVMtGSFpP/FJseMtNyZ1BMZQ6W9bF743QXerEBwoTeEVHNJ/l5pCtSzlSp9cKNhj\n9BuBHXdPXN/W+cIILc8XWfmrg8vvnri+DcPkXtnFIHt5gXHKmhnjwFcpy5fWxlhd71YsJ4YcXyTL\ngDejTJAiqhU53mczqW80mqrG0Ce+fn4hmBCUEn6095Uwj6T5tMG/iaBj22yOQP14cpmdqKtzIUp5\n5G3AN8QQv217Y3Dia1AiUhNlpLUBd/veG0f2MWqdo9SnqtUCbNHR8p36ubW63j3sPpqEKeCaFNYT\nl3HUvntEHcO4Tk972HWg//+umvY4GqPC3HzAVwZkReZ4/wztjsMBuHKgWWH/u1dNr1rxVJWO8/CL\nHZzTPxx3NRIlTAn11LZXT6yNqlWMS3lyb9bSFyCBe2pa9xjKiEhrtkDtnIhyl06g7AD8ovRqnJKm\nhjYJG6dSTvAr/osV/CvLmVSlGbc+9MGdr7zsx6V9/dHeV9L35j9v+P6lSVRTschah8cVZG7+DCMT\nQ1wEnAv8E0p7/CWo4VEX6EW2yC5uMbwv1qCmBHXhXq26tVnXK/uIWKfX1LueOAK88Sl9Nl3iUm//\n0STq+M1E8/EYsCFwXqI+gzcU7SAqAGK7z+dR10BVzwfwGHAvNOT7Yi1BMvGLWzq2nv715zYs/eWx\nlqOnLyn88pJTt73kjpGmjaKLrHWYmo1HZY6LG7Q7DgfgnIBZodibkRlhmNYoBS0fT5RNLhva0So/\nkeuJ0SSchPLk3qxlvYeBXSltbTY4BeUALEHFAB8B9lcs0Y8azRba7NjIJuG4UylDzv2sNTEnIaTZ\nThkWOQZF1p71kbmGl5/NKmKIdwOf1n/+peziTw3L2GqVKxRi9LJx6sKl7CIjhkrGZ5Cilv2MWucY\nKkKc9jwRKDsqSQ20NPEU0AooxyTOfpSmJXuEnD8TnkNsOn82RTaJums34jjZrrEN+HvSdOP5L27p\n2Nr+hac2LThanvk4vbSF0T86q78ZHYEYakAmnBPgaDhzIsI333h67EzjtNoaZgT431BPHWV74DEN\nyvvzU/ZUdQVMowaZzSXOAVYD7wTeAbwF5QAcQw21qnQARvQsgvXY0+8zkfqeQEXwXoPqXHgd5T31\nT6U06ccD/LTB+5cWtpkTbcAO/SNc8b1bs3+AfQ93UtidUYpXqil3XiGGWCCG6ELJ5IIyqO82LBdW\nq1x1X9DG2FrCJ2979wDb70zF8751Br8vy0P2rV46tLEZ17BNO2omZRctsguhjfoNqO9sFKaMVpJj\ntAC7A2c7X4LGOUoV15gvq1FZuqee5/SvP7fB7wAALDha4PSvP7ehQftXL1FllT0yhwj8u3gmdsxx\nfOOcgFngKz9/87YjU0srnitKwZ7/fEvSVfnTBjYjLg6jgcc0WFZqKn2Ma/XAsnIs6VuoOPRc4Rzg\nd1BlPwJlTntxuCWo8V/rfP/ers6F129B9bTQPJCdAXWgtTLHJpnjBzLHMZnjcZTB7PHr3n6izkqQ\ny4WYEzXzYQaQV39emhK9Zv8AO350I51HR8gou64D2DGfHAFd/z6FmlhxAao06FLZxZBh8TAjxXhf\n0GUb12I2WiepwcHV66yvWyg5GxMsWyCekR6XimOrP3+cfqcCKGNZDDEthlJ3Tmaa4DVmM+Y3ACz9\n5TFjKajt+SYgLMCWP25moTiaDucEzALrv3zX5qEDL99blOVATEZI1r3q3qTNwaXzp40425S+MPzT\nQnsJj+x5y++lOiIW/LsN2KnLlJazD1X6c49+TN8BKBI+FbQ+LiBZFewynvP/6W++1v9WzoQ8qMwZ\nDYolvv/7h9FcYllNQ6JrIsuVIst9Ist/iCy/ElkOiyz/JrJ8QmSrhyoFlH28f8M6yh9Fu1bd6AcK\nW35yM8sKVT5zsFl1vnEG8GUxxCsNr4UZKVZjXhutJnWxdb7ablsmrOJ53Yx6iJnX8U9SCrYAZaSn\noShkc5ROifHebYZo+WwTS6yhe+9OuW91J4U3Zdi3upO1D91nyojaPlMLwNHTlxh/p2zPNwFhAbab\nQ15zOBqK6wmYLW41D9wyNAePAc+blsVSrx02CddAaRiYjviGNZaVtO31NvxNmMuoLWWfR/3oBX+I\nJ4GvA/8FvDvk/f6+CP8+HaYct6+fd1rWJJHy7tl3prXCTWX9rEFqTmQ5A/ghcBqBqZRChNTMy/Rr\n5uP2K+hlw67NcdRnDitVGJE5/V25VWzls9Z1VU29DuxzdaM1DKOUa26XOZ4P2YcZRwyxENUY/OfA\nH+und8su3hpYbhjzPSYvu+INHgzZh25UCZK/qXcSn6Ogl2lUw2naJKmNn0DdOYINzRWNvYE5CkXs\nRnCpNl4MWRvdZ4NpYpy7NQ8PsOP2G1k2UXbApzMtkwuKhXV+OdyQz1aQXSyYoz0B5gF7ThLUMYvM\nuvFyHGOMvLWvqAgYTKMMO1Opjz+CX0EgKxDm5Y0EotFhEd8ef/RaR7Y7pSSjjfA40avqXVWlMmup\nTrEvBH4hJe8hvMypVHYU2KcVRNcsx6XIhCXKJWZf0zpE+vKhwHJnoxRjTkMZGtcFxtLbjlWjomtx\n+xUg/Nos/bCuWTLAc6e2UTxdUDxd8Nypbaxd4os03iq6gY2cYF1X1PncjJKBPA84CeX8/gbwfuB7\nIsuJEe+fUWQXU7KLnwK3+Z7+dagqJTkbVToUpE0vU3NJmDZ011Gpzb8uoALTR30OwBiNzARWErc2\nPg88ivlzLQfu1xKcB1BOkjdHwWT8jqOGgi3wTWUOcwBSi+6teXgAf+R+zcMV2WpPcjTWuevbfmuF\nAwCwoFhYRHUGbhtmtgG85I6RzaN/dFb/+BlLClLA+BlLCs3qAADocp/gfIq1zgFwzDbOCZg9jMaG\nbhr2bhLXacPWdANZH1ZO4jeIUfXocZwI649KjNKVWoxhb+BMH9VNnQLYqA38r4asQzV+GoZa6X2u\n9xrvl5IWlrCBBI7YDGMzkC/3SmVElvOAb6OM12ngGsNY+tAf3gYQq19BExXxXL5myQC5E9exsuUg\nQoAQsLLlIPectK5FnlFKZPQBgt+m2mxRf0edzySOy4zhldKIIaTv35gY4hoxxEugQn/854ZSkgzK\n8R6j2oCsaMqsBdnFoOyiU3aR0Y/B+0k9ogQ9sosVwHXocsjz9wxwy6WdfPgVGW65tJPz99Q0jLFW\n8qh77oMo/bCwxmiBuoeZpE/9vwXrDcfM5pyn6gDsuP1GOp8dUdGeZ0fYcfuNniPgKfrEDgC1P2f9\nmag4/9rR6af8GQtAv88B4iV3jGxufeLoAnFAitYnji5oVgfAQ+YYlDk6ZY6MfnR9AI5Zx5UDzRYq\nImnU5Oa25FNCgxjKdfag2lfLGuo+w14vb/ulLEgZHulJWIIEyrjerN8bJm+aR/0YfDhifbbSqGFq\nrzGu0MiP0qGfLcKkL1EGwYeAW1DGxjiwWub4snFdwlBWJGcuWiWyfBD4mP7zgzKnItghGv8l9q3s\npHOBtSVmhNtkJ7eK8rX2M+A7lAvHXkOeL8jQ0heRZXmwz0JkeS/wSf3nZ2WuMT0U1n1SpST3oIz4\nOHwI+AiWcgv9aHrNG/fnfSeqtOrjEih/qaecENlVee/4b+/52ENv3PGJyxcdK/vsk0ta+eJHt/PE\nlT1V70+ZktRlCuU6pTkKJlKabRDKvtWddD5b/Z0aPq2Dc3YN9+uypGFi3mNH/rhdtj/3ZNW9/vCS\nZfkT9h+uq+zM4XAkx2UCZgtl6FdF91N0AHZQTi93oBQw9njlOwYHYEfIKiMjwYZsRZRheqU3tThi\n2Tbg/MB7TbQLQXdgOvIBlPMTpeZhi6hVKnc0byQnrFxHoOrB21BDgi6xOQAAUrJZShbo5uUFYQ6A\nyNKtG3OLCRp07Tuq+hW87Y2jBlx5hF2D40C+vSU0GdUusnQfLvp81Jeh4rU3geyGntPuPyXqcyRs\ntJ4p+ojvAAB8kPDGS9trgsrfjOXAgBjigGWysHklQ8b7U60SoFXn4/X33fF6vwMAsOjYOJf+9Qei\n7kv1IqnMJNVbrx81NOYxKj9/kXQmqZewRe7181fqP+Mq001+6Pr/ffjI4so40ZHFrbzn5i2Wtzgc\njkbiMgHzkJDotwTWBkt7tLFs+xHuTxIJDmQgbNH9OJN0/bwIkbXWeVSNdjBjMQHcBVyN+TOOo+px\ng0O9SpOUE+znrBDRNBtFTQNpLI1uflSUOKajpPsV9qLKlYrA1cFypUDzs8cI2vAaWdm+s31BdZQR\n4HBxWX75s4dbp09vaW0R1bZVUQpafll6Xp37GPse1mg9U4RM5J1JqiYL20gSOY6gAPwKVY6iMnNd\nDH4kk5HC8LsmheAjxaJIcftBSuUq2tGptwbJmgmwDFYbR5WopXYtRGQCghOfg5ln/z03j1LB2bnm\n4QHRt/1W2p8bZfTUdnpvvI0HLusJzXo4HI7G4JyAeUhEec2Ybpr1lg37saooh9HLbwXeRbAkoKwY\nFFUSlNQBSAObglCpLMr2/AzvZ83oJuDLa3hrrU7AMNGG1DSqThtCyqh0v8JeVHPqNKphOfGx33HL\nDVuvXXrfxsWZqSqlqewLdx26++j1bcXTBcJw9UkJmV9W3Au9KbfWsq84jstMUKNR24jvYdXUVxMp\nOC0SldVaQWUtvQTuvOXSzk0nPVNtuL5wRgd//fSw0Abrzjr3wUSP7GLQl+mIWxoZxgjaufGeiNj/\nAikqBpnUfI4sbmX9+7bzwGU9VVOLo4hS/alzdx0OR0KcEzAPiVEH75cFDVu2os4+REJ0CiWi2Rex\nXe9im2knoMqZmY+IbMlwNVGWyExnW3ENuTzKGKrOsuQYFFkuAL5CjH6FWKhemy0EIpDiGbkTEFOn\nL2CBqK6empYtLPylVVymKjOQluOSBjX0BIAyLvdQ6dCHEcdpiBXNrTMSPyK76AxZhzx/z07+8MM3\nieqegM/KH79vrRe5tt3LJlCBjVrKk6L2rVaUlGQ5yxC2fgkcpVqKMq6kaRVrHh7AELmHGOdbX5v+\n76MNlwlwOGYB5wTMQyKi+1AZGQ+7AHoCvQNhjW4jhJcAeaQaqYqJsWl4vhFSFjQFvDNNI1VkOUSN\nRoWPZ1HR3KWoyO6VMse/1LtvJrzMxd8s38imZZ+pyAZICf1H3sW7x+60vd3DK2n4T9J0XFJAG1vb\nqDwnR1GOgalELquj1sNEG6wSpYgUVXJWkQkQQ7wW1X/wSmAlKmqfB54CXkFlL4Vpm0FjtlRyFJVN\nOH/PAJfccSsn/nKUF09v5+u33MYTV/aMaRUhb/+MDiO1Zwmk7CLTwPIsrxE3bP1eeVxl5k0ds2tQ\nsxjC9i1JhshzeqqzqOWMyD3Ec06fAb5L9bXyOHC77OKfY+6Tw+FIgHMC5ilChBppEqWhHxq59wZE\n+UploqL8fuWQsOVmMhNg7IOYr2hHoLpcK10HoFHlFEFqKlUy4e9h+JvlG9mwbDstFCgi5Pbx9dMb\nD302SRTdo6GOSxrYDF3fkKo4Bqtn7Jnq0D1KjoVv2+9E9duYKFDdaFyxTSqN2cMoBaGMfu84yZ1Q\nY7Q5gVJRHjhCWOa0MZkAPz3Y78XefR3MynBR9++kAxY9qSWzyl28DIC3/P3ATZbXp4GLZBffiblf\nDocjJs4JmKdEZAPyqB/QoDZ/BVIiEkh/zkatfxQqjT6DEpfHAzH7ATyK1K5ClpoTAHaJ18DzYdNa\n45DqPjeaGAZrhXGvB1uZDLuKKLte9iLgXNSAumdQk4vvAy7Qi3wVuJSQTIVeT1pSmFU9C5b6fduU\n372yiyss7/FnKdLsCQjiOUfG6bMoxaAcEfd2A/0kP8Z7UefXOM3e8rxpuV79GHatbJFd3JJw/xwO\nRwTOCZjH6Bp+k4JEgegoWkFKFtSpsz+bOAegQSToB4B4fSBS5pqjHjiG6lEUTekE7Ljuhq2///hX\nN5x58OmWp085s/CVC9+8bf29d22OMFgrsgYAerqwkaBevwkxxLuBT+s/vwRcSKVTYdqmrQwxSeDB\nqF4U4gQdRZWpBfFKcowlMHqdwWxcmnglR7YSnDClt0ZQT/CniJLUrTqGAGKI/0A13XvslV1cUeuO\nOhyOapwTMM8xqd5Qv3RdLdQTEa6V46IXYKZJmAmIYySk2rRcL9oRuI8YGQGZa7rsVxU7rrtha/fX\nBjctmzhaeu7I4qUMXtrd73MEjAZtkCROgKEU6Vf630tQRjZUG9r+aHuU1DAopyHK6C0A15Y+U5vo\nBvoktI+c1iF8ja5xCFWxmYEBXqEKTGHnp0GkeV/3yoj+DngEuMiwjHMEHI4UcU7AcUhEM/B84rhQ\nBZppEkTL4zgAsTX5ZxL9Ge+muiSkgrngBOw/b9X0qvxTVQ7N/razCqt+sj+pxKO1HAh4nso69PWY\nj98LKCfgDMtm9gK/Q7zrK6oPqbJXoa16UrtP8jJicyW8unxTFqDeKcFhKBWqkFkMs+AEgPoOp1X6\nFCkcESfj5HA44uGcgBnio0L4Bx0VgG0flnJGSlV0WZB/21OEK3M0O1OoAWLekKDKRr4LUUlkgTIR\nfsYYj6lZBjO/q/MTU329fsn/XNTAOKsGfzOgP2NQccdPUeZmXOkqMcWVGZkx3OeLQpA5UExkUOkI\nfdA58qRpm804qyotok0MY8hi6eFX3p8TwMKLVjyS6T71fk5ZmOfgVBuDz13Dtw9dDNXOrb8foFE/\nqKrBv7LkyF/q6fUE2IYi1s1FKx7BcjzCmpVTxzkBDkd6OCdgBtAOgClF3F+PIxBnwFWItv9slOek\nQRG4JiBdWo7uXQi8nMqfaAn8hCn+hXc6R2DmCCkbaqrynyhCBrH1y1zz95ykmQkAqxzpTBOWZSpN\n7q16U5soCsP7ikLQ8mhpYnT+f7Q9+IO3tX3+8iWZidIyx4qL+ezTmzzDN4inDJTWD+oksM4U9Y8o\nOdoLXExEBispF614hJvO7Cd4PD73zIaxR866ZIXerzT6EUaAl6E+vxHnBDgc6TEXjcC5yIaEz0fi\nM3w7UD9qHcAO/TxC0K2besPqU0dQP6beY7MzTsABANB/rwdGShkAPwI4l4Uoh8kxc/SizpmfccpZ\ngzmBzHEFSj3FmzJWYI44AABfufDN244sriy9P7J4KV+58M3balzlG5hdBwDCsw4btaNS+YYhukdP\nbTe+IfD8Ke84deBcv8ELsCQzQfep99u26a0gzn1UUr6WbBwKKfsJ+924BFiHCpakRvep92M6Htee\nlgNKjskpdW5mEnVvWI39+OytcxsOh8OHcwJmBlvJQD2lBH1U12G2An0BB8FGRko6pVSPqExCGNbI\nzAyy3hbJl5JBKem0XtHKZDBbAI6GoMt8lHNWdjabrv4/DjLHZpljgcwh9OOccAAA1t971+bBS7v7\n97edVSgKwf62swpeU3CNq6w5eEGlcXrAssxe6gtKCAIOv3YK7v/ATX3iyOLK2+aRxa303nhbxeJS\nmu+dpyzMW7eplYYOxti/UVQmJewzhhnUYb8bLSgnLdVoue1zn9AytjxifkQSMsDJqHNn+oxHXVOw\nw5EuiVPBjpqwNTtFRYMqEIKVqAmcr8Nu4LejFDmiGrWC2zZpT4P6oXoYZl/2MGYpj/lYq5/bKEfH\nkTLa4J9zRv98Qxv8mwFWoTyzOqgneOG56UeAPwCuI9ArpSU4owzLMcKzESWH3yeDmvGaf/u230r7\nc6OMntqOSR0oP7WSlYuqfZSDU6HVLh2oYMkEdp3+ScpN02FGs/FeZcpwBCiSjkHuRx6cahOm4yGB\n31nxyMZvHbo4je0tAP4m5PW53MfmcDQlLhMwM9jS7knT8WcB7wF+O2QZQby6zIptV5TUlNPVXvPm\nbxGvxrTekqJJ1I+7CWsILsC2qr2QwE+ZYo6VoTgcTUqi4EWAnwKfBV4tu/iu7GKz7GKB7ELox80A\nsovNb9z2sYdvubSDD78iwy2XdnL+npKy8TjKcQgrDRkVQ3Tr6PwAvuDGA5f1cM6uYVoeLXLOrmGj\nKtDgc9dwrFhpxx8rLmbwuWuiPt8i1D3Mu4/6Mx95VKnO1YTfTycw3Ku0A3BfxPYF6Tdoi8HnrsHU\nPpgRsObU+2eqRt8FcRyOlHGNwTNELepAQlQ1JH4D+D7wOHADatpmUgooB+Axyk3FB1EKO6bhOCXW\ndA3Q97u30r5ilNFD7fT+39t4YKjiB3REP8ZRiZhGyQR60bw8cLP+f3DipZL5i9nUK7JsRephPU4d\nqKkwTOfN+B6bWi3IoahDCz9U497PVX98w9bzvzS4adGx8myDySWtfOlD/WM/ets7w1RyQDkJd6MM\n7jjSlXlU+U2FMRuihhMlfStllz3AFqN5OC+7WKmX9b4vsz6w8W9ffhUZw6cuSsE7/uMf09qMbSKy\ncdibw+GoD+cENCkGB8Bjr5RcIQQfAT6ccLU9UjKoewYiNdD9rOkaYMdbbmTZonKf55HJVtZ/ebvn\nCHiDXsBeVuT9hCjpPotRHkf1yFEfFmO8oUZ4gvkC6vo4jp2BZv8OaOPbC2p4E6TDDONERtyfnL5q\nesWz1YpGh047q/CpX1YqGpmGnRHfcA4GI9Kg3oFe/qnA9UyvTpPx/pde32oqCTowuZJN//W5eiYH\ne6gp7xETmR0OR3o4J6BJCRvoJSVCCL4A/I8EqxyTkhV63Yml3PZt6qTzxJGq50debKezf2QEn5HS\n7AbMfMKk128zngPLgvlHu2HDuxJOGlbZnzr3I8nxaRYqJG/LqPPSpN+jCIO1VOsfd30fyWSkMPw2\nSSH46L8Vw4Z1JYmcS9TMkVTlNIGeiIFeUfdfT250mPQyAFE9FFH0XHziw1uyZ2xvC8qE7nhm48Q3\nX/zdu4ArKQcV6ukbqZ7v4HA4GoJzApqUiKm+PcA9wMIEq1S60yoTkPikFz6QISOMb5PcJl1vySxg\niax7jdznUi71grLaSJxoXUN0/EW2FDGOy5jMKce1xu11Yysta2JHQEv7mucryOadrxCI3kL1tI47\n4zoCtkzAi6evKv711588RvU1LJOEGwAAIABJREFUfyeqxHG2I+d7bQo2+vhsIdwB8A8eS/p9sTGG\nuu5r1fAvlSft4qruY8UlWxaLY235qZXsOvCO/CMvXlZhsKe03678x+GYAZwT0KTUYqjHYERKOmtZ\nty0TAIxwm+yse88ciUkYWU+ClLn0RQNq3F+v6SRxNF9krRHXvMwpoyYOIls1cXtbIyVChbAaUVLK\n5hdzCIlgS2BtHMPO3BOwlC996M6xH73tnaaItkQ5vGlPy01S5nJUdlU6IBGOkYd3voNZjWHq/35P\n6HXXmu2wDi2zkWIGI3YPicPhqI2m/0E5jmnEUJR2HWVMTO//vY0jk1UBtjk3+Gme0ai5BzWrcIgs\nW0WWaZFF6setIku3dgBq2d8tmIbiZSOlEsFuEMY2FLUDsIlyeUMLsEk/3yhsx79p1VG0Es8BXe9u\nMwAFcJ8YoiiGGA6Tu9z9+bs2P/EH3f0vnr6qKIXghTM6PAfghJB1h53XWoMqUzGXm0CJNZR3SPVN\n7KR87dqciSd1I3Ev0OcdH5SUaHDYXhIKqCxAUgegiDpeeeAQsDPqfAXYQzrDJ91cF4ejwbhMQJOi\n64LvIkKxJyFJm7f6UXWeHVCpDvT02JmFr/z8zdtu/Mpd/jrQcnNpk9YuzycalAmouSfAZzAHSaNp\nMEipZMlW9y+yoYbIUVSZUIaQ6L7IMo1lxofMNWbOylzrCdDGYSKhAc0EKtJcoRAWqO83lbslvZY8\nxZmoiHytqJ6oypKYbpQDEGc7EliLuZRpDKXc1oiAXR5YQeV5CxN4iCzRSdrMvObhgbCZDS4T4HA0\nGOcENCEWI2C2yKN+pP111ePAt4DLCGsubUKDZT6hjd+4hoYJz6AqkII6UIjB3AikzJEJ6YvwHpMY\nT/1BRyDMkZC51B2b8nbnUHN9yg2sqmdD1cQnXW8edR1YDdcYTblJ6ff3OQRUk+ISJa3sfa/SvN68\nuSttgedujjj2UcpHtvdVsebhAXbcfiPLJnyKc4tbWf++7TxwWY/rCXA4ZgDnBDQhIY2Bs4U3BdOL\n2B0jenpjUzcxzkUCEW9/w28txoFq1Eyhtt23XzN5zY7IHJ0pZ0OqovuzkQmYa6TYwOrhqeMY19u9\nd6fs23GrOPu5J/3R44Je1nP6vEGHwQh9LI3+GMZsleJRjfMTJlHzDOpx5tPC74BZ+1JQWQubOlPs\na2Hf6k46n63uM9vfdlbh7L/ff61zAByOxuN6ApqTZquFXESlvFyc8e2pfAYh6BaCYSEo6se4danz\nCl1q468vbtP/vB9cqf+NoMq4RnzPGVeJKvWqd7+8SPxMOgD+XpQ0vysmYz+tad/zmbBeBW/yeJIp\nw+26rKTKmFzz8ADbP3mT6Hh2lIyUdD47wo7bb2TNwwMtVP6eCWBPDYbkD7x9CFlG+qcb+9iQcFt5\nyk23zdDvsRhl3IN9fwRqAnNlj065XyD252h/zrzoqvxTGecAOBwzg3MCmpOkPwh51CAwgVJTsRl+\nwecbmQaq+0dNG/w5Kn9wcseTI6Cbag+gIoxhETaB6stoRxn3vVrhZ23Ie2Ib0CHOWB/RZWvT1lcu\nAP4EVYV8Xty9UTXLOguQZvS0KLIMi2zpsVtnSvopG7EFDGVDHl4TtH8dKe5fs9KLimgHmQCu1U2v\n1xK/yXWUsjFaQd/2WyvKRwCWTYzTt/1W0+IboNS0PKyj1MWIbV8uhriH8PuX7bWoEiCJqvH37rtt\nqEbprahj2Axpee+e0Ev889VK+XzFft/oqdbbTzM4RA7HcYErB2pCtIGVND08AWQJL8sYRf3QeGnc\nPahUdNq9B6n0BIQMNctLGV/ica6SYMKuiVKDb0jJTKx5AGGNqqyLvE73Aj8DNlYttwB1xXqTAKaA\nh4CfhO5OP/AyzNO0bZjqn01M673yCM5ciDOMzdxM2cRzCdLAoIFfNfApIJd5EDgJqkqqvPuY8boq\nvClDxvCbVRSClkeN9n0P6fZXWSUzxVBoT0wRdX3ZmqfrHeaVJhfKLr6jz9d9xOtvkNrZ887zQNQb\nTD0BePeVvJzX3xeHo1lwmYAmRBvPd5IsMrQY9SMcVpbRDvxUSpVJl5LNqKiqVzrilZLUQ570moKt\nEo/HSTYgTpTdRivQpw3TZYbXk8i7mvbDi/5FRe3ORWUmKg06Afw+VIwCWwi8MXRd3rWZxAEYB27W\ncwH6MX+niigjLGiQCr2tUHlSnwTqAPbjNK+RXQzKLlbKLoT+tzJoKOtlOmUXGT186jrKDhr6/9mw\n8hhb9NjyfAH7dyiqPMn2+o6QUpWwErEM4epJzeIAAOr61p8zro1Q9EqC9PvyEcsXHrisp3/ZxHjP\n4SXL8kUhGDmtnez77xoX33CBSYdjpnCZgCYmoBCSZtlDT5iRLkRJLaYWUmsIjhhqNg1c16yKKWlQ\nw4TdIBIlhRk0glSUNmZ0Omx4FetYS4yoXxVvAbqMa4RPGd/hNQInUSAqANf6P2eInGiSY+3tS5wJ\nsFDr8LU2UTWkjLxs2JCyZsImO9q9d2dxxydvzLROlIeI+RRlgqvpx5SBUnj9MqbzUgSOYDbMS9Nz\nLft9yPK+Zucw4M1g+EvghyRv9vc3FtuyuBUD40JkYGNPl3Y4HLXjMgFNjJQM6oh95trV94zte7yT\nwv4M+x7vZM3bkttdPioik8F6b+ozPDtSbOKtiCatWTTAvpM6KZycYd9JnQuuXXTPfG/OjFsba6tz\nLmKOgh5JWJ5iHV6l15N8sN1ZlucPWd+xTBvdSaQXM8HPKXMMyhydMkfGN2dgmGTXfLuv9CeO3GTy\nGmflAFQNKdPPzzv8dftamQdUqaL/HiAHL1+bueF9Oxg+rUPdZE7rYMN7t009cFnPUd9yRcrSnbZj\nfxBl6JvwK6EFiTrfG6iuiR8nuhdhRljz8AD7VndSeFOGfas7ufprpa+HV4Q3BryecvNvErxsNCjV\nMhOCyt8fU6ZGABsTDCdzOBw14jIBc4FnRPeR8daBZa0+PeXxVta/dzsP/ENV9CsOUkoy2kg3RTLT\nGu5UV2+A3r8BUA7AjhNuZJnwHQPZyjIx3jNf60cT9ATY9NGXYomCJolMxxleJbL8CHhl3HVyHnAF\nqgTII7onYBylTBV33/0Dxaqj6vAYtdWLF4jvjNTWE9AmrNKk5OW8kiaNGDCVBx4kWe/SFPBOHZG2\nDTKb0M8lvs/JrvD3BHofRlFld7MuARqswe98cB8jZ3T6F3kGNf9ldchqvCxx2GfpIfzz+vsHwjJw\noVkXh8NRP84JmAs8I4YxRGWGn+zgnAuHa1mjv9yn0T9MdZUHec3B+07qpLOlWlMaGCEva15/sxOz\n5MSo3Y09nR+rIbhiP0KGV9XVwHwGqgL5EPBNopqCwd5AGTTM/Y3RNv32RjdjqkmytTQFtwn7jTkv\nZ1tPPlViaPLXGpQYQYkfvAuz45jEmfOoMkxNRn+wbyDlgWo1EdTlNzgBkXgOUMS8hajjWho4FnVc\nohwuh8NRH84JmAs8I4zRkmJR0LJqVrPM9wJ/QISBKmXtZWeeUlLh5IzImO0iSV7O67K2mAOxeoLG\n5kyp1aQ8sCsKiWqaN0X1q2r99f7N5CTj0n7W1AfgcXxlAtIeNhYXW89M2PJrfRkGm3NeNe02Itsx\nI5iUlaZaFvDzM/8/+fKBn3wB+OMYq+mJqPmPIjjBOVRJyDkBDkdjcU7AXCD9TEBaeBdP2I26KhNg\na860rUAItu47qXPT8ZgJgNgNwsbovsjSvWDp1Mcv/thD7UtPLpVNf383qy+Y4f1Li+RZjGxq+uuJ\nItIyV8cxKfcEBOmfb83BsxglH6GcMYsjvtAvu9gcUmJUsW4v2u0RyBgUmWHH1DahFxgR35BvQzUD\nR+FNc45zDIKoRv3qLImtmdqVAzkcDWZeR1DnEb3jR5dWGDJHxlvp/fhtSdYRd/ALKC3sOCkGQfQP\n5zJ/g7B2AKoHgIUMVZKSzQ9PXdo/LpcGjbkkMpdzmTiNpUaNRJlj8Pf7/+GLPgcgNXzSmOk4AFPk\nUYZZGInOt8hyJXap3SKqNjwuB5Nsuy6UoV81pGy+OQCaJIOp0sSbKLwnxrLSp1bTR7Tx2w5Vg8r6\nUKVCGer97Q13a42v9t54G0cWt/I/N/8V//g7V/HkqauYWLBofPcb/vAO4P0xt9yunbadqCK+PGV5\n6bC9GsfgAGg2UD1sbhK4OeY+ORyOGnGZgDnCjr+8Yevlb3p449lnPilGn2qn9+O3JW0K7sccWQyS\nVlOwn1ITqZ5+ax4AlouI+rSJ6oa7edoU7Cdmzb0xQn4Vu14HfBtV9uDNC6grE6D3Zxtp1tN7t6EC\nYyywrzdpdF1k+SqqBdnEIVQTqU3JxE/cgWOl5SOv5wDaYXk78FrgdFTb9DDKSL1d5ng+yfrmEhHl\nNY3CywTEbdr1SmFiZeb0us1D9pLLb5aJvkNLlMNadSzXPDzAN171Jp46dVVNmzZsvVTeE5HR6Q+T\n/IzTV+FwONLHOQFNjkHBp54mubMJj0AFJ6amyYiUdIaVZtRVPjHPCZRQBY+Tsc7/KnYtBH4AvAL4\nn8Bf65dqdgJ8mZzFIYsViRvpNBeU2a7xWgzrfwT2o74/f0R1CUac79MUsJ14TrS3zjtlLpnOeYTD\nsg94tczxYpJ1zjXEkLWJ24RnaF9HsgFyfpI0B3ulMMOEG/BRhr7XsBz3c1YSfcWa1MLSwLZlf4mQ\nrb6/qjzK4XDMPq4cqInRDsC9VEZ0BCpV2k+yFHo78Bmo0ttnzaIBUIZbIxsOzaM+HbHw69ujJPj8\nU55tjb7vQzkAfw/8Q0q70ke4AyBljhbiTLueRhXjVJsVwvD+CWorD1grc2ySOa6WORZoR/NPfa/b\ntOI98igHYF2CbQpgXViJm4UJVNPza1Dyrq9DOTAA5wDXJ1zfXOTqmMtJPX14UHZxBZXfiYLvMYok\ndfnePayX6vIVDzUxXUWxbfe8duJ/zgrWPDzAvreXdf7XPFxlc4+jvp+JHYCLVjxC/0uv529f/lb6\nX3o9v7PiEX+ZT1iZXpx7u7v/OxxNiHMCmpstmA3zRcCVqGiT/yYdNrRpVEo2v3vJp3+844Qb6WwZ\nISMknS0j7DjhRtYsGmj0tSCEYJgCY8ZXj1FMYbjYcUFw4JXJAbiKXS8DPgi8CKlO3oz6Mff6F8J7\nSo5R5FuEuxOV13a2FkUjmTNeb0t8//8y4T0DbaiIbVKjqpXAUL4YeA7LD2SOYzLH45SHLwH8esL1\nhSKybBVZpkUWqR+bYRBZ3HKgij4ZbXT36uc9HfvUG2/FEN16W8FBZnlUudBKn3qQLV4viJb8rcLT\n+e98doSMlHQ+O8KO22/0OwJ5VLNu4jK9i1Y8wk1n9rNy0QEyQrJy0QFuPLNf/F3XVb2yi4yO4luH\nBurHsOt95vppHA5HbJwT0NyE/VB0APfpxyIqvXwvqvY7SKmB9tPLbj7RP3ALYJkYp6/11jT2N4oO\nvsUiJNMVzxaAfyEDDAjRFIbIfOCzKGP3fbtZ/UyK6w1rUpaUG3fD7i09PMA17GM8JA4/GuXo1ILI\ncgZlp2gceC8q+m4yvOq9PyaKfsZwWJ70mrFFlqJ+rMlx9s1OqJhI3CSOQBT+6wzaRPfhVSccKLwp\nM7BvdWfHmocHxPl7Brjl0k4+/IoMt1zayfl76pqw7lGadqszECtlF0L/WxmoYd9iXkXs7VTRt/3W\n0qAvj2UT4/RtvxVUZmQlKjiUmO5T72dJprJHXv/tN+xtDdztuozLRfsdjjmG6wloYoRILG1oqm/N\nAzeXpva2WWYOSEHL84lnDhxFZSoWRi1YwUvJ82pOZhkZjgDfQ1U8l9krpbU22hHBVey6BPga8J/A\nO1BG05nAl/QiQ6jyidHdrE7UbBrRE9Dv1cGHzA4oT/EVdPNStvB62gL5rqoeh6SyspZ9PxuVLTsP\n5ThfLXN83rD+tOQbE8uZ+tEOyw+B01DH5P3AX5DC3IeQ2QkFmWtoWWAoMfTnVb+F12SqxAIqmm+/\nW1jIniOCzFS5YmdySStf/Oh2nriypgnrwe1fiMqyvRJYicrM5oHHgdtlF/8cY5jWr0jYBG3S+Qco\nCkHLo0WvLr8mud6/fflbsc1hWc3ukjMc0bMRNnyvNCXY4XA0D+5LOb8wGi4lB0BhjOSOFkODODbv\nYNGaRQMLDf0F4fwXp7CLDPcAuwg6AACXBzMCQrBSCLYIweNCMCEEUv+bj5KJ9eL9EP86qjH4h5Qd\nAIAu/dxVSVesjc0s1aUQ/cCVXoQalZkKRg0rJF2lZFD+jJUsCO9x8Kkj+WVldySJgoss56FUks5D\ndSNc4zkA3ufy9VykdV+sWb5WOyz/hHIAiqjm1/dSXZbUCgyILAf0v7gZApuTM6Pa9VpC84AYQmrD\nOcwwPooa1uX/zvcROCbfPjRV4QAALDo2ziV3pJLtPAj8Buq704lS3FqImn39NuAbYojfjljHNuDB\npBsePdV8j35y5dlQvtai5IQlhmj+wSnrYQ+uLyzTsAx7aV0cmWOHwzHDOCeguUlD3L1NCIaFoCgE\nB64Zu++MI7LSjjgiW+kdt84cyGOJLK1ZNNBi6S+I2qc4PwgbAn+fBbwH+G2SDag5briKXd1XsWsY\n1Qgci1rKS7TBvFLmELrR9mZUjbTfSF+Hqk/2G/d3A326Bt37Nw28AWXEHNTv9Yxab1+qDD0sNfem\nOneR5QLgmyh1rHHgrRGR8zTSo/laS5i0w/JDlMPi8XeEK9K06X9xnSRb02ycZtpU0HXzOeJFxI+g\nznefGKKotfe7MZSgvGgJWZz4y1Ts0OUo4/96VLP2EpRT/T39+gKgm0on2c9R7cRcm3TDns6/nyOL\nW9nxhzfs9ZUiRTmeo1T2kuWBicHnruFYsSq5Z5rDEhYtymAurTte5rk4HHMO5wQ0N+Ftk/HxjLO2\nnZPXLFp/eDvDhQ6KUjBc6GD94e08MGlNk5+CxWj/eGsvNfQXeD8IUQ5OixAc8DULv4CSuHwHKpLm\n8HEVu7ovHn80d9ezGzv+4ZmrxV3PbuTi8UcngJ7drBYog8Xj+7tZLb6YXT1JnRF2zRbMRvqVvuh6\nL2VHwU8LqrzgfiqNwTbKQ+TCVFZK2Orcgcf0+g4Cl8gcX474PPXeF2tVMkI7LN+hcnaB1+iahKjG\nZNt3aCa/W1FKUwA/RfW3fAj4AIFr9fCSZVUNpydazt6Lp6dSsr4YdU39/8Av9P69GtWf5TGFOv/B\nQXQTwA36/4mbdx+4rIf179vO8GkdFIVg+LQO1r9vO7dd96FzvWW0M2BzQCQqWr9T/71W9xFkv33o\n4pHtT2+SB6dOKUhZzsitZnfQkQ3zpArawVlLMLPnNP8djqbE9QQ0MTX0BDSCAipqVTX0pniyaBUG\n0yTQXzCJGsrkORO9UjIoBAXiGVuTwDp/SZMQfAT4sP7z3VLOiWbGhrLlyLsO3HQo17bEp1x4jEX0\nt9449icn/s2Kq9jVSbnw6vu7WX1BSN3+mMyxIs52tZFuS/1I7QCE9QhE4UkThvYX6G3Evab8PCpz\nXOx/ImyWRQDTADHVgxMjC6CPnX8GyIuoLNfSmNuPonT8Ldvfisq4taC+59uSzjaohzj167JLvW7T\n5l/3pc/lc39xQ4UmvqknYGrxUnb/7+3yiSvXptXvUbGbwAHgVFRd/OtkF0NhA7AiegYSb99fb6+3\naxouaJoDs1dLrMZCr/tew3ogYiCYw+FoPpwT0MQIYW3em2m8NEHlD9opwjgMZ7jQwTkvDEOwKdlH\nQgcnL2V5SJRzAqp57tmV8tRidQDwuUwbp33gQI/JKBXZUCOsP45BGGHcl5uAw7cVhkRFFoNGjXf9\nlJqEExjvfkxOQFRzamm/6ij56UaVRzWytK2uxuRGE2Polt8JsF0/Uv43sZbAvemjKj9Q8dyHpfQM\n8G7iTwlOwgvAFbKL70QtKIYiHdY8qm/gXRHLgQ7U+KPtBgdkGfZrOuk03z2owJCXzSgCn3EOgMMx\n95g1FQhHLLahlRhaTpjid4ceYunZqormhe/9Gt987aUztR87UAZLkF4Cxlmgv6BstCkVj9IPSfei\n++Xg5Nq4P8JtQtBtciYcipUGBwCgrXgQ1HGvPnZTHGSh1TDYQGC+gEFBJ6pMxV8HPEptmYBRbeDj\n2za+7XYAO0WWN4StJOE06puJNtBFnbKlfRHrr5e5UIfdS/j0af9Fbbt+RsnLQagygP0ZlmVQjhpo\nJqiUX02Dk4AviyF+T3bx44hlP0P4xOCb9byBjTG22wLsEEOlciDv0X9MwqTf3oVlloghq+D1+7gS\nH4djHuB6ApoYKdmMUl2RL//4EyUHYBZoBTZSWY87IA7Kge6xna0h/QWqLrks41d6//YTbhKxlITK\nJB28dFxxTCw2egFPj58Jhpp6IejmMZaHxM4rMlAGhZ4Wwh2AYGOsTWPcw2SkTOj3ldR7UMZgcLsC\ndX3aviDmAXUW9H6vI3xKar2EF6ifh2rf/BP9eF7o0kHU1NqUZis0Cm1EZjGfn0kq+ypM10+Vo2Np\nNm4D7tZKRF45Sy0OgLTsq59TgI+JIbaKIaa16tG0ltYsr0hFzcNu6Dv0vsbtZo7qAQlbT5Ud4O0/\nqtQvVlO+w+GYezgnoMmRks0nv/HAs53v+jnTh1OpDKrVkzAafA9M9nDOC8O0PF/knBeGTQ3GHSOF\n9qofkhoGlLlBNCEslRM3Hy1U2jXj00t5356/ALMB0McvWBziBARVYkwKPTbGCTTGaoPUUyUJbqcf\nuIZq2dHSlGBPxQh7NkGgap6nDa9NxG129m3Ha560GX225suqdVmUl+xG2XnAFcCJqE91ov67izGq\nm01BOVBeE2aPVm5qagfAQw/dWgFVMrHr/JFm/f/ghHRTNNrWbLwIlR24n9oz4IJ4Db1vxDSIbaiq\nbPEGzOcT1HdtC3Bygv0Lu0fGzgr5ZgGE/eC4+7HDMQ9wPQFNzlXsWnjoiRWTK84/xL/d8ipecceP\ngJrLgfJSsnKmG44LJ2eMg2gSDigr9QW4ngAzO3bfsPWKl+3duOrE/WL0hXZ6H76NB37UYxwmJYSu\nsb4QeDkmF6+iJyBhTX8/Sk/cONgrUFbkqbucYlrWt7yp0dG27auprn+uOA6m4WN6ueB2JlDG0ILA\nc9kwQ9tS86+a3FV5k70nYD3K8A8ySZ5Pc3Nwv+eKwT8T1Dosa4YoyK5KB0RH+1MZZwyMyC57D4gY\nYhxz0/mYdsS85eL0ooVuy+FwzA1cT0Dz874V5x/imS+cxS//4aySE1AD/uhsnmTTKiV1/LCOFtvp\nbKmurIgYUBZkuRDciNLA9xtpy4RQn0XK6OjsfGb9VXdtFlkeI56RqGqsH9d/nYc6wxLIGJuC49b0\n51ERTi8a24GS+sRi/PqvQ0+ilMA+J8lCXInSlA9e363ANpHlPqoNnA6UIWa6zhfrz3SEZIb3FqoN\n/EWoGQh9lCVT7yeYkbXpMqn+jS3EVB86Tqm192QmqCyxKzfcpoUx2i+GeC1qwvFhqp2AAtUzWaIc\ngLnQb+JwOGLgMgFNzFXsehnw4+KkKH6t8w9EZlFx6aXDSuL8he+fJL95wWUF4jlyFSo9Wns/rCHP\nzwhKDeJG1GTMxKxZNMCOE26smClwRLZGzSdIjJRNGwFsOvQ1UCX7Cqw3qjllYymqSJShYSqZyMsc\nK2Mq7wSlP5NEd70bWprXQqjUpokYSkXjqJg/BM+DLRPwol4ykNVwlPH1BKQ1YyVNSpkAXXKzkfSu\nU69UzPtuqXu+ai5+J2ZhB1BOwBv8ikYRmYARfFKnDodjbuN6ApqbzwJLMovk/5x4ZukNYoF8ynth\nafv4MHAd5obKULSRl6VcXxu2bKduUE7akFAK/T8w2UPEgLLxqP1wpIu+BqprrGVl2Y5X046KWD5M\n+HkKq5luCzyGUUoRaecjyTU+SvxmyiTrTJtWoC/QK6HOwwj9TAWWnkLNPPa9t56N77jlhq37/2zV\ndLE3I/f/2arpHbfcMKdL6gKNrAup7H3KE6OHYwb4dyg5Kmk6ABOoCH/1sD21rZ9hn3DcAlX9MraB\ncf2yi07nADgc8weXCWhSrmLXJcDXgP9ETcmVwJnAl/QiQ0DPI6+87LVjT5x0B9HlEqqOOaFmvxdd\nT6rrjyo9Ckaa/YPDPIlJrx7bOHMgwIiUrg61Xgz18HsI1PDrRU3a/A8Dl1DD/AqZQ8TU8veX30Cy\nLMCdmHsCaqWmqHvM7IVEfQ+qhnWJv+IAr6eNFahvzDeBn1S9X0VlE+7bjltu2Nq9dHDTskzZTj5S\nXMrg0e7+9XfcNee03n2NrEFK+vcp197XSkF2sSDOfIQEmAbW+THW7osh3g18Wv/5l7KLPw28Xj1I\nzs0BcDjmHc4JaFKuYtfbgP8TY9F1XxSrJ6nUb7emcj0jWpeDeO9RleDV+Jtx414opQm/eht+vW7j\n8DDDciaspSqO+CQYUmXrA/EM7XXEr9OHsmMYVVI0qV+vqfQMdZ0k2S8T3iAna/1/RHPzHsI14MPo\nlzk262m+caLF46jzaW3EDrL/z1ZNr2p5quoesb9wVmHVJ/bPuT6xkPKVikZcMRSrFK2hyC5EHc3L\nR1HOcbmJXpX7hK0vOE14AfDrKJnUC9ATjoHfxDLd2OFwzF+cE9BEXMUuf/TFi5RHsW43q+/x/iip\nvtiRKKNlOeF1syVjPsF61Y9HZe9BaN25ZRko17iWf/CcA1AX2nCtbkRNzggqWxA3sjqJchqisj0S\nOIZZwSQOBeqfsF1S8LEtEMNAr6eRvoCaxhpXDcm0vdDsRbE3I21qXZm+4pzrqxFDIZnMrvJxMQy+\nmmm8TEC9zkj+pjP+5sFLfu3hK4H2A5MrxeBz1/DtQxdXLHTRikdYd/oOlrcolduNP/ucPDi90n9+\nnwHeBrwU233aOQIOx7zG9QQ0CdoB8Gsze+emfzerxW5WC1RNp8f39fP3BFYVVb8sUD9AJgeggF+n\nu9JQD6vL7peSjO4fiFKdBClLAAAgAElEQVR1CdYz25RfWlFZA9N6HQnxyWym8Z3vQJ03W531GOU5\nAwVghzZIo+SgBPEdgOA8gHHq/2xjRDsAceq56zGkW0imhmTaXmjPwNPFM4MzIEKfnwPY9rvied+s\ngbDlpe8xcb9VBFM6al9XNuKiFY+0XXTiNzahB/etXHSAm87s56IVj/iXYeOZn2bFgjGEACEgI6oc\nvDOALwOfxHyfHhBDHNDOk8PhmIc4J6B5CMq0RT1voxcVzayFTNDo9kXqTRFWiXIAbLWiNqOvPcYy\nLcAOvX0jQrBVCKaFQOrHOd3c2GCSGpZRdGA2ZqaBE6gclHSDNp7TbLDNUG6mzaOcgFqNbwnsBZ4H\ndhoGe/npq2M7cUljEJN1HV859uZtR4qVvtaR4lK+cuzNtobQZse231XPa0fgWszTh7ehSm68adhR\nv4/edReXJcTrEwml+9T7WZKpnDG2JDNB96n3VyyzMFPpJ/e/bD2DL//vfOolm58CPq+fPgXVa2aj\nNG05ar8cDsfcwzkBzYOtjKH0/G5WD3tZgd2svsC0sDbe11GbGkbJSPMMbMxj40FFy9aGOAAV6wt5\nPswwtEY0tcFfPZXTOQI2ZmLCp6RsQPlZjOr56CXayIkbfc1oGdG1qOuknuiqAC5DR1YpzyswGT4z\ncRzTcDKs36v1d9y1efBod//+wlmFohTsL5xVmKtNwQC6YbWfyuxTv62R1TZ9GNVXkdRRvpv0lIfy\nqH6b0PWdstD8sv952zILRIGzl4yeCdzmezqoRRVkEenOM3A4HE2CcwKah1gp7ThIyaCUrJQSkUA7\nvzQAxmBgm8jEKNHpxRwpW+aL8NuW8bAZXWllTuYtAYnPWhkjvpEjsBuwbbrM5k7sjsA48JmY2/K+\nF2llOOKW1DRCLrQRhA5zWn/HXZtXfWL/gkxfUaz6xP4FNx666zHvWonIhDQNYohuXa4iKd+v8qiI\n/tViCKn/lUpatJRoERXc8PpT9mjHIKmD14YqDUtrJoG3vgeBHizfu4NTZn/3V9Mne2VM0r/MPb+8\nnu+OXUh+qo1puYCnJ858Gni/763/RnRGYyacX4fDMcM4J6B5iJ3SroEoI65ApfJOHEP6YNiLPsUf\nk4GmUsyCAyi1mLA5AUIIDglBUQiGfc5DZObkeMbXA+BFt2uNLi8HTkprv7QE5lrKUVh/H8p6/fpY\njFV534s4xok/4pskatvhN4j147IE7581ksiG+hSj/JmQe0WWA83qFGij/m6qM0BtKIfApJn/kH7N\n/10QwCYtiVmLgxc2G6MWBMoRAKUEVMXgc9dwrFjld4yfsvDgtajPIAafu4apohJG+u7Y6/jkk7ey\n8Wc5uv/j77nl59vOQslOe9u4ifBeCZg7zq/D4UiAUwdqIgLqQAVg225W152i14bzPZhlFydQg8Og\nLBEXx2CcBq6zzB2oZWpnXEUVb9KqTeWmKKVzBEQ2VS3yNMjLnJKbjSJCY79STz/6cxZkzicTma1Z\nIWYKNZ3btF95Zll6MojMxXf6Yk5xDlUcElmuBN4OvBY4HXWvGUbJpd4uczwfd3/ikLLWPqjr6uvA\n5Smusx5Cla4uWvEI3afeJ9sW5hFCqaetZneFXKinDvS1X13BDw9fwNOTZ3G4sBypbpvPALuBT8ku\nfgah05aVYpZTCnI45h3OCThOsGjxe9rtUJthVJojENjWMI01QEeAkzFH4MakZEUqW7lVBIdq9XKb\nnBM/hDGHVc0UymGMGZ0OMexHdB+Af9koo77fcxgC74kznC4OnqTnfdSWhao09s4D3ggRQ8LiUJbs\njTjuMQe4geH4+9bxVeAKy/v2Aa+WOV6MuZ1I6tDar4cx4kf965GJjYMaFBcwzBM4R7YhYubZLs4B\ncDjmJa4c6Dgh2Ceg/63Ukfxa66rbAiU6Ho2uH21HKdCYsD2fDOUA+MtpOoAd+vm5QDOl72M7AJpe\nVIbKzwSGOne9Xq/J049qDs1VN4fKHIPamA2+pxZaUNfJ1xO+r4Cq+74Wrxn6PJQZfSLqijtR/31e\nTfsV1eBcC2Hf6wlUv8drUDKvrwP269fOAa5PaR88Zvr6llRfk2HLPtHA/eiXXXRaDPM4zfdgOZey\ni0HZxUrZhdD/VjoHwOGYv8y56ZCOhlCP0d4BDAjBACpq9CDhU4vDiBs98wwAU8QrLeMgbMbBXPhR\n7KWxg5Hinqs8lKL7sSbaakwKQztFtjSgTEUolUE/SG3nJK1j1Aqci5IZjVtO0oLqhxlFZUoW8Uaq\nC/YWojIDtWUDvH2LumbjljOFfbfWylxFL8fjIssWlAY9qCm1adJLvMnXHhPAo9Re7uPNV5kiepq1\nAF5Z43bi7MdNYojHTMa5niD8BqJnWTRTkMDhcMwSLhPggPR+ELymvFocgHFUJDHOcr2YVYVKCkcp\nEGfGQdMSiJBLlP553aul3Mzr/R1FG2UllrjR6T7Mxp3fqFHN5RFRbpFlq8gyLbJI/ViSkDUco3zM\nz2SiHfidhO/xjof6rLYitvqL29rBfCz08Tg5xjokId+tgAPgscT3/ycT7XHUznQlkkLOA1nZZS1X\nSoLnAMzmYLUFhAhGaGnUtdiPjTGr5nA4jj+cE+CA+CnkNPEbXSOoqN6VEe9RCjKqtMmo9Z3iZOE4\nMw6aGq/sRebIyBytqPKT/VHvC8Ezwr1ZALXWPIdOtCW+oxWqX64N3OpZEgFHwDdvwCvEqYUi9WYU\nDiV8Pj6jtmOh/8X5HTicZIMiyxlQKsUaR/VMpIq/dAV7addIoKTFtlzS+99siw+E9iZ4x4ZqqVHP\nIZoL2UyHw9FgnBPgIEXDOQnf1D0JGZSCyCbCG9r6pVSNbLoPoYgyAHuDU45TotGZhtngmyQ05gyk\n1ewYZugncbTC1pNklsQ2wss8xggfZFb/vfSbVI9tmtLP18445e9XPSwHcnFkQ0WWs4F/Ak5DHbPr\nZK62TIB/1kWEVGno91XPFBhGXS8mgz/Jdf0r4Hu+v6cDr4+jSsOS4gUz+ikHN6zEmeLravwdDkcY\nzglweMx0hHsXlFSLNoYspxo8JZv1slXNunq68bBhlkDtKBWg6qmic0QdKIjIch7wbVSbaYHwJseZ\nyAodDDHu9iRYz2iIoZhkloQ1sipzCJljBXAN9qFK9TtHPwEeAl5EnYEXgS9QTz9AAfgW4d+vJCxG\nlWF5370qpyBwnU0D18gcn69lY4ZZF9ZSMtsUYF0jb5qZUc81vgz4d9/fDxm2ewWVU4zjsFav2wuI\nHIzYz7vjOAIOh8Nhw0mEOoCSMZ6k0a5e3g08T7S0Yg9lmU5bw3GwSVVpmuvMgP5sFVKfs5T9mBF8\nEpje590B3IIy4MaB1agBYAO2dTSYacolRR4lHfoEMw4mUZ/tBiq1zb3ZF7Zrq2J2AMSWyZxEGXVL\nYyyblKOoGvo0ZSW9zzRTUppTwDGUQzUOrJY5vlzrypJIxVrXMVQqgzIRqsUfwSTqXjkGvE52MRTY\nbvA7uAflpNjur2P6taBGf9Q+5nXZj8PhcCTGOQGOEpZZAo3iXpQxGlVHPR5jGRMjUtLpyx7411Hh\nJMx1Akb/YZRMqsnwOwhcKXP8i37fMGYjq8jsZAlHZI7OmDMOvBkXtuvVU6oyGYCm2QEFZj8zOk65\nNyatGQazUbtecZ3VSsh1IGUu+lzpCcGNHP71DPA22cV3Ats13XMmUc6pKeM0gXICbPfd0PkEuifC\n4XA4EuOcAIeVBjsFzxOtSlKPMSqlJBMyuGzE6zGYy9QxAdcjeIxrdbrSQMocmYTDwsJuYD3AGyhP\n4S6ijDFPtaYkM+prnJ1t8sAR6ncCxlEZiygD8Sgq+pyhPDX3XMq9FmkZmI/KHBcneUM9mYCIDIBH\nGk7SQ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NzIbSp5kqh+j4ybHuxwOBxzA6cO5EgVXT9fLcsYMNL0cklURmqlICULdDnPu6jT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\nTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0x7f850044c0b8>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"pca_tsne = Pipeline([\n",
|
||
" (\"pca\", PCA(n_components=0.95, random_state=42)),\n",
|
||
" (\"tsne\", TSNE(n_components=2, random_state=42)),\n",
|
||
"])\n",
|
||
"t0 = time.time()\n",
|
||
"X_pca_tsne_reduced = pca_tsne.fit_transform(X)\n",
|
||
"t1 = time.time()\n",
|
||
"print(\"PCA+t-SNE took {:.1f}s.\".format(t1 - t0))\n",
|
||
"plot_digits(X_pca_tsne_reduced, y)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Yes, PCA roughly gave us a 25% speedup, without damaging the result. We have a winner!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.5.5"
|
||
},
|
||
"nav_menu": {
|
||
"height": "352px",
|
||
"width": "458px"
|
||
},
|
||
"toc": {
|
||
"navigate_menu": true,
|
||
"number_sections": true,
|
||
"sideBar": true,
|
||
"threshold": 6,
|
||
"toc_cell": false,
|
||
"toc_section_display": "block",
|
||
"toc_window_display": false
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 1
|
||
}
|