From b52e7096bb13e34e2edd39a35ffd4ff86cedb5dd Mon Sep 17 00:00:00 2001 From: Iacopo Masi Date: Thu, 21 Mar 2024 13:31:10 +0100 Subject: [PATCH] removing noise and adding lecture04 --- ...math_recap_linear_algebra_BACKUP_801.ipynb | 3088 ----------------- ...2_math_recap_linear_algebra_BASE_801.ipynb | 3036 ---------------- ..._math_recap_linear_algebra_LOCAL_801.ipynb | 3036 ---------------- ...math_recap_linear_algebra_REMOTE_801.ipynb | 3047 ---------------- .../04_pca_svd_high_dim.css | 87 + .../04_pca_svd_high_dim.ipynb | 2229 ++++++++++++ .../figs/compression_net.png | Bin 0 -> 159091 bytes .../figs/definitiviness.png | Bin 0 -> 198172 bytes .../figs/distribution_distances.png | Bin 0 -> 61624 bytes .../04_pca_svd_high_dim/figs/gradients.png | Bin 0 -> 53556 bytes .../04_pca_svd_high_dim/figs/hyper-cube.png | Bin 0 -> 63480 bytes 11 files changed, 2316 insertions(+), 12207 deletions(-) delete mode 100644 AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra_BACKUP_801.ipynb delete mode 100644 AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra_BASE_801.ipynb delete mode 100644 AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra_LOCAL_801.ipynb delete mode 100644 AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra_REMOTE_801.ipynb create mode 100644 AA2324/course/04_pca_svd_high_dim/04_pca_svd_high_dim.css create mode 100644 AA2324/course/04_pca_svd_high_dim/04_pca_svd_high_dim.ipynb create mode 100644 AA2324/course/04_pca_svd_high_dim/figs/compression_net.png create mode 100644 AA2324/course/04_pca_svd_high_dim/figs/definitiviness.png create mode 100644 AA2324/course/04_pca_svd_high_dim/figs/distribution_distances.png create mode 100644 AA2324/course/04_pca_svd_high_dim/figs/gradients.png create mode 100644 AA2324/course/04_pca_svd_high_dim/figs/hyper-cube.png diff --git a/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra_BACKUP_801.ipynb b/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra_BACKUP_801.ipynb deleted file mode 100644 index 2ee351c..0000000 --- a/AA2324/course/02_math_recap_linear_algebra/02_math_recap_linear_algebra_BACKUP_801.ipynb +++ /dev/null @@ -1,3088 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Artificial Intelligence and Machine Learning \n", - "\n", - "\n", - "## Unit II \n", - "### The geometry of linear maps\n", - "**Iacopo Masi**\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## 📚 Textbooks \n", - "\n", - "\n", - "- The course is inspired and follows [CS229 by Stanford](http://cs229.stanford.edu/syllabus-summer2020.html) while other material is inspired from other courses \n", - "\n", - "There is not a single textbook but suggested are:\n", - "\n", - "| Topic | Authors | Book |\n", - "| :-------------: |:-------------:|:-------------:|\n", - "| Generic ML | H. Daumé III | \"A Course in Machine Learning\", [download the book](http://ciml.info/) |\n", - "| Generic ML | Christopher M. Bishop | “Pattern Recognition and Machine Learning” [download the book](https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf) |\n", - "| Generic ML | Kevin P. Murphy | “Probabilistic Machine Learning: An introduction\", MIT Press, 2021 |\n", - "| Deep Learning | Ian Goodfellow and Yoshua Bengio and Aaron Courville | “Deep Learning”, MIT Press 2016 |\n", - "| Deep Learning | Ston Zhang, Zack C. Lipton, Mu Li, Alex J. Smola | **[“Dive into Deep Learning”](https://d2l.ai/)** |\n", - "\n", - "**You can find online most of these or part of them.**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Recap on Linear Algebra\n", - "\n", - "- [This pdf covers this part](http://cs229.stanford.edu/summer2019/cs229-linalg.pdf)\n", - "- [Illustrations and some math part are taken from d2l.ai, linear algebra](https://d2l.ai/chapter_preliminaries/linear-algebra.html)\n", - "- [and from from d2l.ai, geometric linear algebra](https://d2l.ai/chapter_appendix-mathematics-for-deep-learning/geometry-linear-algebraic-ops.html)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Training set\n", - "\n", - "\\begin{equation}\n", - " \\underbrace{\\{\\mathbf{x}_i,y_i\\}_{i=1}^N}_{\\text{known}} \\sim \\underbrace{\\mathcal{D}}_{\\text{unknown}}\n", - "\\end{equation}" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## $\\mathbf{x}$ as a high-dimensional point in a vector space\n", - "\n", - "- $\\mathbf{x} \\in \\mathbb{R}^D$ is a vector in D-dimensional real-space.\n", - "- All the vectors are identified by using another point that functions as **origin**, i.e. in $\\mathbf{O}=(0, 0, 0)$ in $\\mathbb{R}^3$.\n", - "- Moreover, for this to work you need an **orthonormal set of basis vectors** on which you can express your vector.\n", - "- $\\mathbf{\\vec{x}}$ is bold because it means it's a vector; we drop $\\vec{}$ for clarity.\n", - "- $y$ is a scalar value (it is not bold)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Vectors are written column-wise\n", - "\n", - "$$\\mathbf{x} = \n", - "\\begin{bmatrix}\n", - "x_0, \\\\\n", - "x_1, \\\\\n", - "\\ldots, \\\\\n", - "x_{D-1} \\\\\n", - "\\end{bmatrix} $$\n", - "\n", - "### To make it row-wise just transpose it\n", - "\n", - "$$\\mathbf{x}^{T} = \\begin{bmatrix}\n", - "x_0, & x_1, & \\ldots, x_{D-1} \\\\\n", - "\\end{bmatrix} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Numpy\n", - "\n", - "NumPy is a library for the Python programming language, adding support for large, multi-dimensional arrays and matrices, along with a large collection of high-level mathematical functions to operate on these arrays\n", - "\n", - "\n", - "\n", - "## During the course, we will learn how to \"vectorize\" the code (i.e. avoiding for loop)." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 2.5 3.2]\n", - " [ 0. 1. ]\n", - " [ 2. -3. ]]\n", - "Shape (3, 2)\n", - "Number of dimension: 2\n", - "Number of elements: 6\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "x = np.array([[2.5, 3.2], [0, 1], [2, -3]], dtype=np.float32)\n", - "print(x)\n", - "print(f\"Shape {x.shape}\") # the shape is...\n", - "print(f\"Number of dimension: {x.ndim}\") # is a matrix (2 axis)\n", - "print(f\"Number of elements: {x.size}\") # with 6 elements\n", - "\n", - "v = np.array([2.5, 3.2]) # used later " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Let's try to plot the vector\n", - "\n", - "$$\\mathbf{x}^{T} = \\begin{bmatrix} 2.5, 3.2 \\\\\\end{bmatrix} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "```python\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "v = np.array([2.5, 3.2])\n", - "# all the X first, then all the Y\n", - "# [X1 X2] [Y1 Y2]\n", - "plt.plot([0, v[0]], [0, v[1]], \n", - " marker='x', color='red', lw=4,\n", - " markersize=6)\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "hide_input": true, - "scrolled": false, - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "%matplotlib inline\n", - "plt.style.use('seaborn-v0_8-white')\n", - "font = {'family': 'sans-serif',\n", - " 'weight': 'bold',\n", - " 'size': 22}\n", - "matplotlib.rc('font', **font)\n", - "\n", - "# Plotting\n", - "plt.figure(figsize=(10, 10))\n", - "plt.plot(v[0], v[1], marker='x', color='red', lw=4, markersize=6)\n", - "# all the X first, then all the Y\n", - "plt.plot([0, v[0]], [0, v[1]], marker='x', color='red', lw=4, markersize=6)\n", - "# Eyecandy\n", - "plt.axis('equal')\n", - "plt.xlabel('x-axis')\n", - "plt.ylabel('y-axis')\n", - "plt.axhline(0, color='black')\n", - "plt.axvline(0, color='black')\n", - "plt.title(\"Vector\")\n", - "plt.annotate('(0, 0)', xy=(0, 0), xytext=(.1, -.3))\n", - "plt.annotate(f'({v[0]},{v[1]})', xy=(v[0], v[1]), xytext=(v[0], v[1]))\n", - "plt.axis([-5, 5, -5, 5])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Vectors: Geometric Interpretation 1 \n", - "## Point in space\n", - "\n", - "- Given a vector, the first interpretation\n", - "that we should give it is as a **point in space.**\n", - "\n", - "- In two or three dimensions, we can visualize these points\n", - "by using the components of the vectors to define\n", - "the location of the points in space compared\n", - "to a fixed reference called the *origin*.\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "##### Formalizing the problems\n", - "This geometric point of view allows us to consider the problem on a more abstract level.\n", - "No longer faced with some insurmountable seeming problem\n", - "like classifying pictures as either cats or dogs but separate points in space.\n", - "\n", - "`Problem -> Formalization -> Math -> Computational System`\n", - "\n", - "Taken from [d2l.ai](https://d2l.ai)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Vectors: Geometric Interpretation 2 \n", - "## Direction in space\n", - "\n", - "In parallel, there is a second point of view\n", - "that people often take of vectors: as directions in space.\n", - "Not only can we think of the vector $\\mathbf{v} = [3,2]^\\top$\n", - "as the location $3$ units to the right and $2$ units up from the origin,\n", - "We can also think of it as the direction itself\n", - "to take $3$ steps to the right and $2$ steps up.\n", - "In this way, we consider all the vectors in the figure the same.\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Direction in space\n", - "\n", - "One of the benefits of this shift is that\n", - "We can make visual sense of the act of vector addition.\n", - "In particular, we follow the directions given by one vector,\n", - "and then follow the directions given by the other, as is seen below (rule of the parallelogram).\n", - "\n", - "\n", - "\n", - "Difference is just $\\mathbf{A}-\\mathbf{B}=\\mathbf{A}+(-\\mathbf{B})$\n", - "\n", - "Taken from [d2l.ai]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Matrix\n", - "\n", - "$$ \\mathbf{A} \\in \\mathbb{R}^{m\\times n}$$ \n", - "\n", - "$$\\mathbf{A} = \n", - "\\begin{bmatrix}\n", - "x_{11} & \\ldots & x_{1n} \\\\\n", - "\\ldots & & \\ldots \\\\\n", - "x_{m1}& \\ldots& x_{mn} \\\\\n", - "\\end{bmatrix}$$\n", - "\n", - "## Interpretation\n", - "\n", - "- $n$ column vectors in a real-valued M-dimensional space: $\\{\\mathbf{a}_i\\}_{i=1}^n$ $\\in \\mathbb{R}^m$\n", - "- $m$ row vectors in a real-valued N-dimensional space: $\\{\\mathbf{a}^{T}_i\\}_{i=1}^m$ $\\in \\mathbb{R}^n$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_style": "center", - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Identity Matrix , Diagonal Matrix\n", - "\n", - "$\n", - "\\mathbf{I}_3 = \n", - "\\begin{bmatrix}\n", - "1 & 0 & 0 \\\\\n", - "0 & 1 & 0 \\\\\n", - "0 & 0 & 1 \\\\\n", - "\\end{bmatrix}\n", - "$\n", - "\n", - "$\\mathbf{I}_3 = \\text{diag}(1) $" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "cell_style": "center", - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1. 0. 0.]\n", - " [0. 1. 0.]\n", - " [0. 0. 1.]]\n" - ] - } - ], - "source": [ - "#help(np.diag)\n", - "A = np.diag(np.ones(3)) #firstly create a vector [1,1,1] and then makes it a diagonal matrix\n", - "print(A)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Symmetric Matrix\n", - "\n", - "## What does the transpose operation do?\n", - "\n", - "$$ \\mathbf{A} = \\mathbf{A}^{\\top} $$\n", - "\n", - "or else:\n", - "\n", - "$$(A^{\\top})_{ij} = A_{ji}$$\n", - "\n", - "### Properties of transposing\n", - "\n", - " - $(\\mathbf{A}^T)^T = \\mathbf{A}$\n", - " - $(\\mathbf{A}\\mathbf{B})^T = \\mathbf{B}^T\\mathbf{A}^T$\n", - " - $(\\mathbf{A}+\\mathbf{B})^T = \\mathbf{A}^T+\\mathbf{B}^T$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Trace of a Matrix\n", - "\n", - "Trace is the sum of the diagonal elements\n", - "\n", - "$$ \\text{trace}(\\mathbf{A}) = \\sum_i A_{ii}$$" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 4, -======= - "execution_count": 3, ->>>>>>> upstream/main - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, -<<<<<<< HEAD - "execution_count": 4, -======= - "execution_count": 3, ->>>>>>> upstream/main - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# is ID symmetric?\n", - "ID = np.diag(np.ones(3))\n", - "np.all(ID == ID.T) # == does the comparison element-wise" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "slideshow": { - "slide_type": "subslide" - }, - "variables": { - "A = np.arange(9).reshape(3,3)": {} - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A is \n", - " [[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "The transpose of A is \n", - " [[0 3 6]\n", - " [1 4 7]\n", - " [2 5 8]]\n", - "\n", - "A is if type int32\n" - ] - } - ], - "source": [ - "# Generate array from 0 to 8 of int64\n", - "# reshape it in a 3x3 matrix\n", - "A = np.arange(9).reshape(3, 3)\n", - "print(f'A is \\n {A}', end='\\n'*2)\n", - "print(f'The transpose of A is \\n {A.T}', end='\\n'*2)\n", - "print(f'A is if type {A.dtype}')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Reduction operations (sum across rows)\n", - "\n", - "Sum all the values **across rows** (rows will disappear)\n", - "Sum all values across axis 0.\n", - "```\n", - "[ a11 a12 a13\n", - " a21 a22 a23 ]\n", - "```\n", - "\n", - "```\n", - "⬇️ ⬇️ ⬇️\n", - "⬇️ ⬇️ ⬇️\n", - "```\n", - "$R=2, C=3$\n", - "\n", - "\n", - "$\\mathbf{s}_c = \\sum_{r=1}^R \\mathbf{A}_{rc}, \\forall c \\in C $ \n", - "\n", - "$\\mathbf{s}$ is $1 \\times C = 1 \\times 3= 3.$" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "[ 9 12 15]\n" - ] - } - ], - "source": [ - "print(A,end='\\n\\n')\n", - "# Possible to do a reduction on the matrix (sum along rows)\n", - "A_c = A.sum(axis=0, keepdims=False) # 3 (rows are canceled out)\n", - "A_c.shape\n", - "print(A_c)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([3., 4., 5.])" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Works for other operations too like mean (average)\n", - "A.mean(axis=0, keepdims=False) # 3 (rows are cancelled out)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Generally operations are element-wise\n", - "\n", - "$$ C_{ij} = A_{ij} + B_{ij} $$" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "C\n", - "\n", - "[[1 2 3]\n", - " [4 5 6]\n", - " [7 8 9]]\n", - "\n", - "A\n", - "\n", - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "B\n", - "\n", - "[[1 1 1]\n", - " [1 1 1]\n", - " [1 1 1]]\n" - ] - }, - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.arange(9).reshape(3, 3)\n", - "B = np.ones_like(A)\n", - "C = A + B # if now you have all 1 you can also get the same with A + 1 and will do\n", - "print('C', C, 'A', A, 'B', B, sep='\\n\\n')\n", - "np.allclose(C, A+1) # you can sum matrix + scalar, numpy will broadcast" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 9, -======= - "execution_count": 5, ->>>>>>> upstream/main - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "C\n", - "\n", - "[[0 0 0]\n", - " [0 0 0]\n", - " [0 0 0]]\n", - "\n", - "A\n", - "\n", - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "B\n", - "\n", - "[[0 0 0]\n", - " [0 0 0]\n", - " [0 0 0]]\n" - ] - }, - { - "data": { - "text/plain": [ - "True" - ] - }, -<<<<<<< HEAD - "execution_count": 9, -======= - "execution_count": 5, ->>>>>>> upstream/main - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.arange(9).reshape(3,3)\n", - "B = np.zeros_like(A) #np.ones_like(A)*1.5\n", - "C = A * B # Hadamard product (multply element-wise)\n", - "print('C',C,'A',A,'B',B,sep='\\n\\n')\n", - "np.allclose(C, A*0)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Reduction operations (sum across cols)\n", - "\n", - "Sum all the values **across cols** (cols will disappear)\n", - "Sum all values across axis 1.\n", - "```\n", - "a11 a12 a13\n", - "a21 a22 a23\n", - "```\n", - "\n", - "```\n", - "➡️ ➡️ ➡️\n", - "➡️ ➡️ ➡️\n", - "```\n", - "$R=2, C=3$\n", - "\n", - "\n", - "$\\mathbf{s}_r = \\sum_{c=1}^C \\mathbf{A}_{rc}, \\forall r \\in R $ \n", - "\n", - "$\\mathbf{s}$ is $R \\times 1 = 2 \\times 1= 2$" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 10, -======= - "execution_count": 11, ->>>>>>> upstream/main - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n" - ] - }, - { - "data": { - "text/plain": [ - "36" - ] - }, -<<<<<<< HEAD - "execution_count": 10, -======= - "execution_count": 11, ->>>>>>> upstream/main - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Sum all the values across cols (cols will disappear)\n", - "# Sum all values across axis 1.\n", - "print(A)\n", - "A.sum(axis=(0,1), keepdims=False) #3 (cols are cancelled out)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Non-reduction operations (sum)\n", - "\n", - "- Sum all the values across row-wise (rows will disappear)\n", - "- **but unlike before keep the shape of the vector**.\n", - "```\n", - "a11 a12 a13\n", - "a21 a22 a23\n", - "```\n", - "$R=2, C=3$\n", - "\n", - "\n", - "$ \\mathbf{s}_c= \\sum_{r=1}^R \\mathbf{A}_{rc}, \\forall c \\in C $ \n", - "\n", - "$\\mathbf{s}$ is $1 \\times C = 1 \\times 3$" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[3., 4., 5.]])" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Works for other operations too like mean (average)\n", - "A.mean(axis=0, keepdims=True) #1x3 (rows are cancelled out but row axis is NOT dropped)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Vector to Vector Operation" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Inner Product (Dot Product)\n", - "\n", - "\\begin{equation} \\mathbf{x}, \\mathbf{y} \\in \\mathbb{R}^D ~~~~~~~~~\\quad \n", - "\\mathbf{x}^T \\mathbf{y} = \\left\\langle\\mathbf{x}, \\mathbf{y}\\right\\rangle = \\sum_i^D \\mathbf{x}_i \\cdot \\mathbf{y}_i\n", - "\\end{equation}\n", - "\n", - "```\n", - "x1 x2 x3 x4 \n", - " y1\n", - " y2 = result (dot_product)\n", - " y3\n", - " y4\n", - "\n", - "\n", - "dot_product = x1y1 + x2y2 + x3y3 + x4y4\n", - "```\n", - "\n", - "- The result is a **scalar** (not a vector anymore).\n", - "- Must be in the same dimension\n", - "- It is **commutative**\n", - "- The data is **paired**: just multiply elementwise and sum across the axis." - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 12, -======= - "execution_count": 13, ->>>>>>> upstream/main - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, -<<<<<<< HEAD - "execution_count": 12, -======= - "execution_count": 13, ->>>>>>> upstream/main - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x = np.array([1, 2, 3])\n", - "y = np.array([1, 0, 1])\n", - "np.dot(x, y) == np.sum(x*y)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Inner product: Geometric Interpretation\n", - "\n", - "The dot product also admits a geometric interpretation: **it is closely related to the angle between two vectors.** \n", - "\n", - "\n", - "\n", - "$$\n", - "\\mathbf{v}^{\\top}\\cdot\\mathbf{w} = \\|\\mathbf{v}\\|\\|\\mathbf{w}\\|\\cos(\\theta).\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "With some simple algebraic manipulation, we can rearrange terms to obtain\n", - "\n", - "$$\n", - "\\theta = \\arccos\\left(\\frac{\\mathbf{v}^T\\cdot\\mathbf{w}}{\\|\\mathbf{v}\\|\\|\\mathbf{w}\\|}\\right).\n", - "$$\n", - "\n", - "\n", - "This is a nice result since nothing in the computation references two-dimensions.\n", - "\n", - "**Indeed, we can use this in three or three million dimensions without issue.**" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.4189900840328574" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def angle(v, w):\n", - " return np.arccos(v.dot(w) / (np.linalg.norm(v) * np.linalg.norm(w)))\n", - "\n", - "angle(np.array([0, 1, 2]), np.array([2, 3, 4])) # the result is in radians" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Cosine Similarity\n", - "In ML contexts where the **angle is employed\n", - "to measure the closeness of two vectors**,\n", - "practitioners adopt the term **cosine similarity**\n", - "to refer to the portion\n", - "$$\n", - "\\cos(\\theta) = \\underbrace{\\frac{\\mathbf{v}^T\\cdot\\mathbf{w}}{\\|\\mathbf{v}\\|\\|\\mathbf{w}\\|}}_{\\text{cosine similarity}}.\n", - "$$\n", - "\n", - "- What happens if cosine similarity is 1?\n", - "- Notice any similarity with some concept we saw in the previous lecture?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Outer Product\n", - "\n", - "$$ \\mathbf{x} \\in \\mathbb{R}^D, \\mathbf{y} \\in \\mathbb{R}^P $$\n", - "\n", - "\\begin{equation}\n", - "\\mathbf{x} \\mathbf{y}^T \\neq \\mathbf{y} \\mathbf{x}^T\n", - "\\end{equation}\n", - "\n", - "\n", - "```\n", - " P ____________________\n", - " y1 y2 y3 y4 | x1 * yi for each Y |\n", - " x1 | |\n", - "D x2 = | |\n", - " x3 |___________________ |\n", - "```\n", - "\n", - "\n", - "\n", - "- The result is a **matrix** (not a vector anymore).\n", - "- Input can have different dimensions. The output is $D \\times P$ dimensional.\n", - "- It is **NOT commutative**.\n", - "- The data is not paired $\\rightarrow$ compute all combinations.\n", - "- Very Important to build matrices from the ground-up: a complex matrix is the **sum of outer products (sum of rank-1 matrices).**" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 1, 0, 1, -1],\n", - " [ 2, 0, 2, -2],\n", - " [ 3, 0, 3, -3]])" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x = np.array([1, 2, 3])\n", - "y = np.array([1, 0, 1, -1])\n", - "np.outer(x,y)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Matrix to Vector Operation\n", - "\n", - "$\\mathbf{A} \\in \\mathbb{R}^{m \\times n} ~~$ \n", - "$\\mathbf{x} \\in \\mathbb{R}^{n \\times 1}$ \n", - "\n", - "$\\mathbf{A}\\mathbf{x} =\\mathbf{b}$\n", - "\n", - "$$\n", - "\\mathbf{A} = \n", - "\\begin{bmatrix}\n", - "a_{11} & \\ldots & a_{1n} \\\\\n", - "\\ldots & & \\ldots \\\\\n", - "a_{m1}& \\ldots& a_{mn} \\\\\n", - "\\end{bmatrix}~~\n", - "\\mathbf{x} = \n", - "\\begin{bmatrix}\n", - "x_{11} \\\\\n", - "\\ldots \\\\\n", - "x_{n1} \\\\\n", - "\\end{bmatrix}\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Two interpretations\n", - "1. Take each row of A, that is $\\mathbf{a}_r^T$, then do inner product with $\\mathbf{x}$\n", - "$$\n", - "\\mathbf{b} = \n", - "\\begin{bmatrix}\n", - "\\mathbf{a}_1^T\\mathbf{x} \\\\\n", - "\\ldots \\\\\n", - "\\mathbf{a}_m^T\\mathbf{x} \\\\\n", - "\\end{bmatrix}\n", - "$$\n", - "\n", - "2. Take each value of $\\mathbf{x}$, scale each column of A; sum across cols (axis=1).\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Applications (moving points in space)\n", - "\n", - "For example, we can represent rotations as multiplications by a square matrix and rotate points." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A\n", - "\n", - "[[ 0 1 2 3 4 5 6 7 8]\n", - " [ 9 10 11 12 13 14 15 16 17]\n", - " [18 19 20 21 22 23 24 25 26]]\n", - "\n", - "x\n", - "\n", - "[[1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]]\n", - "\n", - "b\n", - "\n", - "[[ 36.]\n", - " [117.]\n", - " [198.]]\n", - "\n", - "bb\n", - "\n", - "[[ 36.]\n", - " [117.]\n", - " [198.]]\n", - "\n", - "bbb\n", - "\n", - "[[ 36.]\n", - " [117.]\n", - " [198.]]\n" - ] - } - ], - "source": [ - "A = np.arange(27).reshape(3, 9)\n", - "x = np.ones((9, 1))\n", - "b = A @ x # 3x9 @ 9x1 = 3x1\n", - "bb = np.matmul(A, x)\n", - "bbb = np.dot(A,x)\n", - "print('A', A, 'x', x, 'b', b, 'bb', bb,'bbb', bbb, sep='\\n\\n')\n", - "\n", - "# Questions for you: A*B does elementwise multiplcation # will it work?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Matrix-Matrix Multiplication\n", - "\n", - "We have two matrices \n", - "$\\mathbf{A} \\in \\mathbb{R}^{n \\times k}$ \n", - "and $\\mathbf{B} \\in \\mathbb{R}^{k \\times m}$:\n", - "\n", - "- Note number of **columns** in $\\mathbf{A}$ must match number of **rows** in $\\mathbf{B}$. \n", - "\n", - "$$\\mathbf{A}=\\begin{bmatrix}\n", - " a_{11} & a_{12} & \\cdots & a_{1k} \\\\\n", - " a_{21} & a_{22} & \\cdots & a_{2k} \\\\\n", - "\\vdots & \\vdots & \\ddots & \\vdots \\\\\n", - " a_{n1} & a_{n2} & \\cdots & a_{nk} \\\\\n", - "\\end{bmatrix},\\quad\n", - "\\mathbf{B}=\\begin{bmatrix}\n", - " b_{11} & b_{12} & \\cdots & b_{1m} \\\\\n", - " b_{21} & b_{22} & \\cdots & b_{2m} \\\\\n", - "\\vdots & \\vdots & \\ddots & \\vdots \\\\\n", - " b_{k1} & b_{k2} & \\cdots & b_{km} \\\\\n", - "\\end{bmatrix}.$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "Let $\\mathbf{a}^\\top_{i} \\in \\mathbb{R}^k$ denote \n", - "the row vector representing the $i^\\mathrm{th}$ row \n", - "of the matrix $\\mathbf{A}$\n", - "and let $\\mathbf{b}_{j} \\in \\mathbb{R}^k$ denote \n", - "the column vector from the $j^\\mathrm{th}$ column \n", - "of the matrix $\\mathbf{B}$:\n", - "\n", - "$$\\mathbf{A}=\n", - "\\begin{bmatrix}\n", - "\\mathbf{a}^\\top_{1} \\\\\n", - "\\mathbf{a}^\\top_{2} \\\\\n", - "\\vdots \\\\\n", - "\\mathbf{a}^\\top_n \\\\\n", - "\\end{bmatrix},\n", - "\\quad \\mathbf{B}=\\begin{bmatrix}\n", - " \\mathbf{b}_{1} & \\mathbf{b}_{2} & \\cdots & \\mathbf{b}_{m} \\\\\n", - "\\end{bmatrix}.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "To form the matrix product $\\mathbf{C} \\in \\mathbb{R}^{n \\times m}$,\n", - "we simply compute each element $c_{ij}$\n", - "as the **dot product** between \n", - "the $i^{\\mathrm{th}}$ row of $\\mathbf{A}$\n", - "and the $j^{\\mathrm{th}}$ row of $\\mathbf{B}$,\n", - "i.e., $\\mathbf{a}^\\top_i \\mathbf{b}_j$:\n", - "\n", - "$$\\mathbf{C} = \\mathbf{AB} = \\begin{bmatrix}\n", - "\\mathbf{a}^\\top_{1} \\\\\n", - "\\mathbf{a}^\\top_{2} \\\\\n", - "\\vdots \\\\\n", - "\\mathbf{a}^\\top_n \\\\\n", - "\\end{bmatrix}\n", - "\\begin{bmatrix}\n", - " \\mathbf{b}_{1} & \\mathbf{b}_{2} & \\cdots & \\mathbf{b}_{m} \\\\\n", - "\\end{bmatrix}\n", - "= \\begin{bmatrix}\n", - "\\mathbf{a}^\\top_{1} \\mathbf{b}_1 & \\mathbf{a}^\\top_{1}\\mathbf{b}_2& \\cdots & \\mathbf{a}^\\top_{1} \\mathbf{b}_m \\\\\n", - " \\mathbf{a}^\\top_{2}\\mathbf{b}_1 & \\mathbf{a}^\\top_{2} \\mathbf{b}_2 & \\cdots & \\mathbf{a}^\\top_{2} \\mathbf{b}_m \\\\\n", - " \\vdots & \\vdots & \\ddots &\\vdots\\\\\n", - "\\mathbf{a}^\\top_{n} \\mathbf{b}_1 & \\mathbf{a}^\\top_{n}\\mathbf{b}_2& \\cdots& \\mathbf{a}^\\top_{n} \\mathbf{b}_m\n", - "\\end{bmatrix}.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "**We can think of the matrix-matrix multiplication $\\mathbf{AB}$\n", - "as performing $m$ matrix-vector products \n", - "or $m \\times n$ dot products \n", - "and stitching the results together \n", - "to form an $n \\times m$ matrix.**\n", - "\n", - "\n", - "The term *matrix-matrix multiplication* is \n", - "often simplified to *matrix multiplication*,\n", - "and should not be confused with the Hadamard product (element-wise product).\n", - "\n", - "Taken from [d2l.ai](https://d2l.ai/chapter_preliminaries/linear-algebra.html#matrices)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A\n", - "\n", - "[[0.88293285 0.49354113 0.30629781 0.3556637 0.67690511]\n", - " [0.77664725 0.28633532 0.53568891 0.37229647 0.88640715]\n", - " [0.41680365 0.60487857 0.06594562 0.67707524 0.56802995]]\n", - "\n", - "B\n", - "\n", - "[[0.63354128 0.89373399]\n", - " [0.97635758 0.43448927]\n", - " [0.79468401 0.13991755]\n", - " [0.47535485 0.05872623]\n", - " [0.34561969 0.17261141]]\n", - "\n", - "C\n", - "\n", - "[[1.6876752 1.1841302 ]\n", - " [1.68063986 1.06834551]\n", - " [1.42521936 0.78236232]]\n" - ] - } - ], - "source": [ - "A = np.random.rand(3, 5)\n", - "B = np.random.rand(5, 2)\n", - "# 3x2 = 3x5 @ 5x2\n", - "C = A @ B\n", - "print('A', A, 'B', B, 'C', C, sep='\\n\\n')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# All the operations in \"one fell swoop\"" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "## Ladies and gentlemen welcome to...." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "### Einsum \n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum = Einstein summation\n", - "\n", - "A is $i\\times k$ and B is $k \\times j$.\n", - "\n", - "$$ (A\\cdot B)_{ij} = \\sum_{k=1}^K A_{ik}\\cdot B_{kj}$$\n", - "\n", - "Sums take space, so let's remove them using einsum becomes:\n", - "\n", - "$$ (A\\cdot B)_{ij} = A_{ik}B_{kj}$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "#### Indexes (or variables):\n", - "- **Free indexes** are $i,j$ if you see the are specified in the output. They are in the input but they are let \"free\" in the output\n", - "- **Summation indexes** are all those that are not preserved in the output, $k$ in this case." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum = Einstein summation\n", - "\n", - "A is $i\\times k$ and B is $k \\times j$.\n", - "\n", - "$$ (A\\cdot B)_{ij} = \\sum_{k=1}^K A_{ik}\\cdot B_{kj} \\quad \\rightarrow \\quad (A\\cdot B)_{ij} = A_{ik}B_{kj}$$\n", - "\n", - "### The computer science way\n", - "\n", - "- `matmul` takes as input two variables A, B of shape: $i\\times k$, $~~~~k \\times j$\n", - "- `matmul` returns as output a shape as ij" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "$$ i\\times k, ~~~~k \\times j \\quad \\rightarrow \\quad i\\times j$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum \n", - "\n", - "$$ i\\times k, ~~~~k \\times j \\quad \\rightarrow \\quad i\\times j$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum \n", - "\n", - "Usual way:\n", - "```python\n", - "C = A @ B\n", - "```\n", - "
\n", - "\n", - "Einsum way:\n", - "```python\n", - "C = np.einsum('ik,kj -> ij', A, B)\n", - "```\n", - "\n", - "The usual way seems shorter." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum\n", - "\n", - "Let's now say you have:\n", - "\n", - "```python\n", - "A = np.array([0, 1, 2]) #1x3\n", - "\n", - "B = np.array([[ 0, 1, 2, 3],\n", - " [ 4, 5, 6, 7],\n", - " [ 8, 9, 10, 11]]) #3x4\n", - "# we wanna do 3x1 X 3x4 but cannot do it but we can do 3x3 X 3x4\n", - "```\n", - "\n", - "\n", - "Suppose we have two arrays, A and B. Now suppose that we want to:\n", - "\n", - "- **multiply** **A** with **B** in a particular way to create a new array of products, and then maybe\n", - "- **sum** this new array along particular axes, and/or\n", - "\n", - "Taken from https://ajcr.net/Basic-guide-to-einsum/" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([20, 23, 26, 29])" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.array([0, 1, 2])\n", - "\n", - "B = np.array([[ 0, 1, 2, 3],\n", - " [ 4, 5, 6, 7],\n", - " [ 8, 9, 10, 11]])\n", - "A@B # we do NOT wanna do this\n", - "# 0*0\n", - "# 4*1\n", - "# 8*2" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 0, 0, 0, 0],\n", - " [ 4, 5, 6, 7],\n", - " [16, 18, 20, 22]])" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.array([0, 1, 2]) #1x3 3x4\n", - "B = np.array([[ 0, 1, 2, 3], # 0\n", - " [ 4, 5, 6, 7], # 1\n", - " [ 8, 9, 10, 11]]) # 2\n", - "A[:, np.newaxis] * B # we wanna do this np.newaxis is broad cast and tells \n", - " # numpy to put A as col vector " - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 0, 0, 0, 0],\n", - " [ 4, 5, 6, 7],\n", - " [16, 18, 20, 22]])" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A[:, np.newaxis] * B # same as below\n", - "np.repeat(A.reshape(-1, 1), 4, axis=1)*B" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 0, 22, 76])" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(A[:, np.newaxis] * B ).sum(axis=1)# ----> horizontal" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Comparison with Einsum\n", - "\n", - "```python\n", - "(A[:, np.newaxis] * B ).sum(axis=1)\n", - "array([ 0, 22, 76])\n", - "```\n", - "
\n", - "\n", - "\n", - "```python\n", - "np.einsum('i,ij->i', A, B)\n", - "array([ 0, 22, 76])\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "```python\n", - "np.einsum('i,ij->i', A, B) #3 X 3x4 --> 3\n", - "\n", - "```\n", - "- we do not need to reshape A at all and, \n", - "- most importantly, the multiplication did not create a temporary array like `A[:, np.newaxis] * B` did. Instead, einsum simply summed the products along the rows as it went. Even for this tiny example, I timed einsum to be about three times faster.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: Multiply two matrices\n", - "```python\n", - "A = np.array([[1, 1, 1],\n", - " [2, 2, 2],\n", - " [5, 5, 5]])\n", - "\n", - "B = np.array([[0, 1, 0],\n", - " [1, 1, 0],\n", - " [1, 1, 1]])\n", - "\n", - "np.einsum('ij,jk->ik', A, B)\n", - "```\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: Rules\n", - "\n", - "`np.einsum('ij,jk->ik', A, B)`\n", - "1. **Repeating** letters between input arrays means that values along those axes will be **multiplied** together. The products make up the values for the output array. `j`\n", - "2. **Omitting** a letter from the output means that values along that axis will be **summed**. `j`\n", - "3. We can return the **unsummed axes** in any **order** we like. `ik`\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: Multiply two matrices without reduction (tensor)\n", - "```python\n", - "A = np.array([[1, 1, 1],\n", - " [2, 2, 2],\n", - " [5, 5, 5]])\n", - "\n", - "B = np.array([[0, 1, 0],\n", - " [1, 1, 0],\n", - " [1, 1, 1]])\n", - "\n", - "np.einsum('ij,jk->ijk', A, B)\n", - "```\n", - "" - ] - }, - { - "cell_type": "code", -<<<<<<< HEAD - "execution_count": 21, -======= - "execution_count": 16, ->>>>>>> upstream/main - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[[0 1 0]\n", - " [1 1 0]\n", - " [1 1 1]]\n", - "\n", - " [[0 2 0]\n", - " [2 2 0]\n", - " [2 2 2]]\n", - "\n", - " [[0 5 0]\n", - " [5 5 0]\n", - " [5 5 5]]]\n", - "(3, 3, 3)\n" - ] - } - ], - "source": [ - "A = np.array([[1, 1, 1],\n", - " [2, 2, 2],\n", - " [5, 5, 5]])\n", - "\n", - "B = np.array([[0, 1, 0],\n", - " [1, 1, 0],\n", - " [1, 1, 1]])\n", - "C = np.einsum('ij,jk->ijk', A, B)\n", - "print(C, C.shape, sep='\\n')\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "# C.sum(axis=1) # what happens if we do?" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "# np.einsum('ij,jk->ik', A, B)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: CheatSheet 1D\n", - "\n", - "A is $d\\times 1$ and B is also $d\\times 1$\n", - "\n", - "
\n", - "\n", - "| Call signature | NumPy equivalent | Description |\n", - "|----------------|------------------|-------------------------------------------------|\n", - "| ('i', A) | A | returns a view of A |\n", - "| ('i->', A) | sum(A) | sums the values of A |\n", - "| ('i,i->i', A, B) | A * B | element-wise multiplication of A and B |\n", - "| ('i,i', A, B) | inner(A, B) | inner product of A and B |\n", - "| ('i,j->ij', A, B) | outer(A, B) | outer product of A and B |\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: CheatSheet 2 D\n", - "\n", - "A is $i\\times k$ and B is also $k\\times j$\n", - "\n", - "
\n", - "\n", - "| Call signature | NumPy equivalent | Description |\n", - "|----------------|------------------|--------------------------------------------------|\n", - "| ('ij', A) | A | returns a view of A |\n", - "| ('ji', A) | A.T | view transpose of A |\n", - "| ('ii->i', A) | diag(A) | view main diagonal of A |\n", - "| ('ii', A) | trace(A) | sums main diagonal of A |\n", - "| ('ij->', A) | sum(A) | sums the values of A |\n", - "| ('ij->j', A) | sum(A, axis=0) | sum down the columns of A (across rows) |\n", - "| ('ij->i', A) | sum(A, axis=1) | sum horizontally along the rows of A |\n", - "| ('ij,ij->ij', A, B) | A * B | element-wise multiplication of A and B |\n", - "| ('ij,ji->ij', A, B) | A * B.T | element-wise multiplication of A and B.T |\n", - "| ('ij,jk', A, B) | dot(A, B) | matrix multiplication of A and B |\n", - "| ('ij,kj->ik', A, B) | inner(A, B) | inner product of A and B |\n", - "| ('ij,kj->ikj', A, B) | A[:, None] * B | each row of A multiplied by B |\n", - "| ('ij,kl->ijkl', A, B) | A[:, :, None, None] * B | each value of A multiplied by B |\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(3, 3, 3, 3)" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "C = np.einsum('ij,kl->ijkl', A, B)\n", - "C.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# A final note on [computational] matrix order\n", - "\n", - "$$ \\underbrace{A}_{m\\times n}~\\big(\\underbrace{B}_{n\\times p}~\\underbrace{C}_{p\\times q}\\big) \\doteq \\big(\\underbrace{A}_{m\\times n}~\\underbrace{B}_{n\\times p}\\big)~\\underbrace{C}_{p\\times q} $$\n", - "\n", - "Who thinks the computational time of this inside the machines is the same?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "### Complexity\n", - "- Case 1: $npq$ + $mnq$\n", - "- Case 2: $mnp$ + $mpq$ \n", - "\n", - "**No, it is not the same.** So let's say C is a column vector, which one is faster?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Why Matrices?\n", - "\n", - "Matrices are useful data structures: they allow us to organize data that have different modalities of variation. \n", - "For example:\n", - "- **rows** in our matrix might correspond to **different houses (data examples)**, `apartment 1`\n", - "- while **columns** might correspond to **different attributes (features)** `size, cost, energy consumption`" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 1. Good to model linear transformations in space" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "### 2. Good to model the data. Design matrix ( `num of samples x features`)\n", - "\n", - "$$\\mathbf{X} ~~~ \\text{3 points} \\in \\mathbb{R}^2$$\n", - "\n", - "| Attribute 1 | Attribute 2 |\n", - "| ------------- |:-------------:|\n", - "| Example 1 | Example 1 |\n", - "| Example 2 | Example 2 |\n", - "| Example 3 | Example 3 |\n", - "\n", - "$$\\mathbf{y}$$\n", - "\n", - "| Labels \n", - "| ------------- |\n", - "| Label for Ex 1 |\n", - "| Label for Ex 2 | \n", - "| Label for Ex 3 | " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 3. Express variations in data (covariance matrix is a symmetric matrix)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 4. Give the direction where to move to minimize loss (Gradients, Deep Learning)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Norms\n", - "\n", - "Some of the most useful operators in linear algebra are *norms*.\n", - "Informally, the norm of a vector tells us how **big** it is. \n", - "\n", - "For instance, the $\\ell_2$ norm measures\n", - "the (Euclidean) **length of a vector.**\n", - "\n", - "Here, we are employing a notion of **size** that concerns the **magnitude** a vector's components **(not its dimensionality).**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "A norm is a function $\\| \\cdot \\|$ that maps a vector\n", - "to a scalar and satisfies the following three properties:\n", - "\n", - "1. Given any vector $\\mathbf{x}$, if we scale (all elements of) the vector \n", - " by a scalar $\\alpha \\in \\mathbb{R}$, its norm scales accordingly:\n", - " $$\\|\\alpha \\mathbf{x}\\| = |\\alpha| \\|\\mathbf{x}\\|.$$\n", - "2. For any vectors $\\mathbf{x}$ and $\\mathbf{y}$:\n", - " norms satisfy the triangle inequality:\n", - " $$\\|\\mathbf{x} + \\mathbf{y}\\| \\leq \\|\\mathbf{x}\\| + \\|\\mathbf{y}\\|.$$\n", - "3. The norm of a vector is nonnegative and it only vanishes if the vector is zero:\n", - " $$\\|\\mathbf{x}\\| > 0 \\text{ for all } \\mathbf{x} \\neq 0.$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## $\\ell_2$ norm\n", - "Many functions are valid norms and different norms \n", - "encode different notions of size. \n", - "The Euclidean norm that we all learned in elementary school geometry\n", - "when calculating the hypotenuse of right triangle\n", - "is the square root of the sum of squares of a vector's elements.\n", - "Formally, this is called **the $\\ell_2$ *norm*** and expressed as\n", - "\n", - "**$$\\|\\mathbf{x}\\|_2 = \\sqrt{\\sum_{i=1}^n x_i^2}.$$**\n", - "\n", - "The method `norm` calculates the $\\ell_2$ norm.\n", - "\n", - "```python\n", - "u = np.array([3, -4])\n", - "np.linalg.norm(u)\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## $\\ell_1$ norm\n", - "\n", - "**The $\\ell_1$ norm** is also popular \n", - "and the associated metric is called the Manhattan distance. \n", - "By definition, the $\\ell_1$ norm sums \n", - "the absolute values of a vector's elements:\n", - "\n", - "**$$\\|\\mathbf{x}\\|_1 = \\sum_{i=1}^n \\left|x_i \\right|.$$**\n", - "\n", - "Compared to the $\\ell_2$ norm, it is less sensitive to outliers.\n", - "To compute the $\\ell_1$ norm, \n", - "we compose the absolute value\n", - "with the sum operation.\n", - "\n", - "```python\n", - "np.abs(u).sum()\n", - "np.linalg.norm(u,1)\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# L1 norm\n", - "x = np.array([1, 2, 3, 4])\n", - "n1 = np.linalg.norm(x, ord=1)\n", - "n1b = np.abs(x).sum()\n", - "assert n1 == n1b" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## $\\ell_p$ norm\n", - "\n", - "Both the $\\ell_2$ and $\\ell_1$ norms are special cases\n", - "of the more general $\\ell_p$ *norms*:\n", - "\n", - "$$\\|\\mathbf{x}\\|_p = \\left(\\sum_{i=1}^n \\left|x_i \\right|^p \\right)^{1/p}.$$\n", - "\n", - "## Why norms?\n", - "- You can measure the distance between points!\n", - "- Application: You can compare two images in the pixel space (or better in a feature space)!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Matrices as a linear map between spaces\n", - "\n", - "- Do **NOT** think of a matrix as a bunch of random points.\n", - "- We have to start thinking **matrices as linear functions that map a space into another space**.\n", - "\n", - "$$\\mathbf{A} \\in \\mathbb{R}^{m \\times n} ~~,\\mathbf{x} \\in \\mathbb{R}^{n \\times 1}$$ \n", - "\n", - "$$\\underbrace{\\mathbf{A}}_{\\text{map}}\\underbrace{\\mathbf{x}}_{~~~\\text{input}} =\\underbrace{\\mathbf{b}}_{\\text{output}}$$\n", - "\n", - "- You can think of having a function $f(\\cdot;\\mathbf{A})$ that is parametrized by the matrix $\\mathbf{A}$.\n", - "- This means that $f$ is implemented with a linear map coded in the values of $\\mathbf{A}$.\n", - "- $\\mathbf{b} = f(\\mathbf{x};\\mathbf{A})$ is implemented as $\\mathbf{A}\\mathbf{x}=\\mathbf{b}$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Geometry of Linear Transformations of Basis Vector\n", - "\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "a & b \\\\ c & d\n", - "\\end{bmatrix}\n", - "$$\n", - "\n", - "If we want to apply this to an arbitrary vector\n", - "$\\mathbf{v} = [x, y]^\\top$,\n", - "we multiply and see that\n", - "\n", - "$$\n", - "\\begin{aligned}\n", - "\\mathbf{A}\\mathbf{v} & = \\begin{bmatrix}a & b \\\\ c & d\\end{bmatrix}\\begin{bmatrix}x \\\\ y\\end{bmatrix} \\\\\n", - "& = \\begin{bmatrix}ax+by\\\\ cx+dy\\end{bmatrix} \\\\\n", - "& = x\\begin{bmatrix}a \\\\ c\\end{bmatrix} + y\\begin{bmatrix}b \\\\d\\end{bmatrix} \\\\\n", - "& = x\\left\\{\\mathbf{A}\\begin{bmatrix}1\\\\0\\end{bmatrix}\\right\\} + y\\left\\{\\mathbf{A}\\begin{bmatrix}0\\\\1\\end{bmatrix}\\right\\}.\n", - "\\end{aligned}\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "$$\n", - "\\begin{aligned}\n", - "\\mathbf{A}\\mathbf{v} & = x\\left\\{\\mathbf{A}\\begin{bmatrix}1\\\\0\\end{bmatrix}\\right\\} + y\\left\\{\\mathbf{A}\\begin{bmatrix}0\\\\1\\end{bmatrix}\\right\\}.\n", - "\\end{aligned}\n", - "$$\n", - "\n", - "This may seem like an odd computation,\n", - "where something clear became somewhat impenetrable.\n", - "However, it tells us that we can write the way\n", - "that a matrix transforms *any* vector\n", - "in terms of how it transforms *two specific vectors*:\n", - "$[1,0]^\\top$ and $[0,1]^\\top$.\n", - "\n", - "**This is worth considering for a moment.\n", - "We have essentially reduced an infinite problem\n", - "(what happens to any pair of real numbers)\n", - "to a finite one (what happens to these specific vectors).**\n", - "\n", - "#### These vectors are an example of a *basis*, where we can write any vector in our space as a **weighted sum of these basis vectors**." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Let's draw what happens when we use the specific matrix\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "1 & 2 \\\\\n", - "-1 & 3\n", - "\\end{bmatrix}.\n", - "$$\n", - "- $\\text{Map}~ [1,0]~ \\text{with}~ \\mathbf{A}[1,0]^T = [1,-1]^T$\n", - "- $\\text{Map} ~[0,1]~ \\text{with} ~\\mathbf{A}[0,1]^T = [2,3]^T$\n", - "\n", - "The matrix $\\mathbf{A}$ acting on the given basis vectors. Notice how the entire grid is transported along with it.\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "- **This is the most important intuitive point\n", - "to internalize about linear transformations represented by matrices.**\n", - "- Matrices are incapable of distorting some parts of space differently than others.\n", - "- All they can do is take the original coordinates on our space and **skew, rotate, and scale them.**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Demo" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "def plot_grid(Xs, Ys, axs=None):\n", - " ''' Aux function to plot a grid'''\n", - " t = np.arange(Xs.size) # define progression of int for indexing colormap\n", - " if axs:\n", - " axs.plot(0, 0, marker='*', markersize=7, color='r', linestyle='none') #plot origin\n", - " axs.scatter(Xs,Ys, c=t, cmap='jet', marker='o') # scatter x vs y\n", - " axs.axis('scaled') # axis scaled\n", - " else:\n", - " plt.plot(0, 0, marker='*', color='r',markersize=7, linestyle='none') #plot origin\n", - " plt.scatter(Xs,Ys, c=t, cmap='jet', marker='o') # scatter x vs y\n", - " plt.axis('scaled') # axis scaled\n", - "\n", - "# let's see it with numpy\n", - "nX, nY, res = 10, 10, 21 # boundary of our space + resolution\n", - "X = np.linspace(-nX, +nX, res) # give me 21 points linear space from -10, +10 \n", - "Y = np.linspace(-nX, +nX, res) # give me 21 points linear space from -10, +10\n", - "# meshgrid is very useful to evaluate functions on a grid\n", - "# z = f(X,Y)\n", - "# please see https://numpy.org/doc/stable/reference/generated/numpy.meshgrid.html\n", - "Xs, Ys = np.meshgrid(X, Y) #NxN, NxN\n", - "plot_grid(Xs, Ys)\n", - "#plt.imshow(Ys, cmap='jet')" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Transformation\n", - "# 2x2\n", - "A = np.array([[1,2],[-1,3]])\n", - "# axis 0 1 2\n", - "# [NxN,NxN] -> NxNx2 # add 3-rd axis, like adding another layer\n", - "src = np.stack((Xs,Ys), axis=2)\n", - "# flatten first two dimension\n", - "# (NN)x2\n", - "src_r = src.reshape(-1,src.shape[-1]) #ask reshape to keep last dimension and adjust the rest\n", - "# 2x2 @ 2x(NN)\n", - "dst = A @ src_r.T # 2xNN\n", - "#(NN)x2 and then reshape as NxNx2\n", - "dst = (dst.T).reshape(src.shape)\n", - "# Access X and Y\n", - "Xd, Yd = dst[:,:,0], dst[:,:,1]\n", - "plot_grid(Xd, Yd) # plot" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Try to see what happens if you change A\n", - "\n", - "# Try with identity matrix and then change values in the diagonal; then change other values\n", - "# A = np.array([[1.5,0], \n", - "# [0,0.5]])\n", - "\n", - "# which kind of map does A = np.array([[-1, 0], [0, -1]]) ?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Linear Map _could_ induce _Severe_ Distortion of the space" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 1 2]\n", - " [-1 3]]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def linear_map(A, Xs, Ys):\n", - " '''Map src points with A'''\n", - " # [NxN,NxN] -> NxNx2 # add 3-rd axis, like adding another layer\n", - " src = np.stack((Xs, Ys), axis=2)\n", - " # flatten first two dimension\n", - " # (NN)x2\n", - " # ask to reshape to keep the last dimension and adjust the rest\n", - " src_r = src.reshape(-1, src.shape[-1])\n", - " # 2x2 @ 2x(NN)\n", - " dst = A @ src_r.T # 2xNN\n", - " # (NN)x2 and then reshape as NxNx2\n", - " dst = (dst.T).reshape(src.shape)\n", - " # Access X and Y\n", - " return dst[:, :, 0], dst[:, :, 1]\n", - "\n", - "\n", - "A = np.array([[1, 2], [-1, 3]])\n", - "print(A)\n", - "Xd, Yd = linear_map(A, Xs, Ys)\n", - "fig, axs = plt.subplots(1, 2)\n", - "fig.suptitle('Linear map')\n", - "plot_grid(Xs, Ys, axs[0])\n", - "plot_grid(Xd, Yd, axs[1])\n", - "# In case we want to zoom on the center\n", - "# plt.xlim(-20,20)\n", - "# plt.ylim(-20,20)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 2 -1]\n", - " [ 4 -2]]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "A = np.array([[2, -1], \n", - " [4, -2]])\n", - "print(A)\n", - "Xd, Yd = linear_map(A, Xs, Ys)\n", - "fig, axs = plt.subplots(1,2)\n", - "fig.suptitle('Severe Deformations')\n", - "plot_grid(Xs,Ys,axs[0])\n", - "plot_grid(Xd,Yd,axs[1])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Severe distortion\n", - "\n", - "$$\n", - "\\mathbf{B} = \\begin{bmatrix}\n", - "2 & -1 \\\\ 4 & -2\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "Severe distortion happens when we have a linear map that is not full rank. \n", - "This means that the columns are not linearly independent. \n", - "\n", - "We can see how $\\mathbf{B}$ compresses the entire two-dimensional plane down to a **single line**. \n", - "\n", - "\n", - "The result from **first** matrix $\\mathbf{A}$ can be \"bent back\" to the original grid. \n", - "The results from matrix $\\mathbf{B}$ cannot because we will never know where the vector $[1,2]^\\top$ came from---was it $[1,1]^\\top$ or $[0, -1]^\\top$?\n", - "- Maps plane to line or maps line to points (one dimension is always lost)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Higher Dimensions\n", - "\n", - "- While this picture was for a $2\\times2$ matrix,\n", - "nothing prevents us from taking the lessons learned into **higher dimensions.**\n", - "\n", - "- If we take similar basis vectors like $[1,0, \\ldots,0]$\n", - "and see where our matrix sends them,\n", - "we can start to get a feeling for how the matrix multiplication\n", - "distorts the entire space in whatever dimension space we are dealing with." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Linear Map Properties:\n", - "\n", - "$\\def\\mbf#1{\\mathbf{#1}}$\n", - "\n", - "**(Linearity)**. Suppose $\\mathcal{V}$ and $\\mathcal{V}^{\\prime}$ are vector spaces. \n", - "Then, $F : \\mathcal{V} \\mapsto \\mathcal{V}^{\\prime}$ is linear if it satisfies the following two criteria:\n", - "\n", - "1. **[Sum Preservation]** $F(\\mbf{v_1}+\\mbf{v_2}) = F(\\mbf{v_1})+F(\\mbf{v_2})$\n", - "1. **[Scalar Product Preservation]** $F(\\alpha\\mbf{v}) = \\alpha F(\\mbf{v})$ " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Linear Independent\n", - "\n", - "Consider again the matrix\n", - "\n", - "$$\n", - "\\mathbf{B} = \\begin{bmatrix}\n", - "2 & -1 \\\\ 4 & -2\n", - "\\end{bmatrix}.\n", - "$$\n", - "\n", - "This compresses the entire plane down to live on the single line $y = 2x$.\n", - "The question now arises: is there some way we can detect this\n", - "just by looking at the matrix itself?\n", - "The answer is that indeed we can.\n", - "Let's take $\\mathbf{b}_1 = [2,4]^\\top$ and $\\mathbf{b}_2 = [-1, -2]^\\top$\n", - "be the two columns of $\\mathbf{B}$.\n", - "Remember that we can write everything transformed by the matrix $\\mathbf{B}$\n", - "as a weighted sum of the columns of the matrix:\n", - "like $a_1\\mathbf{b}_1 + a_2\\mathbf{b}_2$.\n", - "We call this a *linear combination*.\n", - "The fact that $\\mathbf{b}_1 = -2\\cdot\\mathbf{b}_2$\n", - "means that we can write any linear combination of those two columns\n", - "entirely in terms of say $\\mathbf{b}_2$ since\n", - "\n", - "$$\n", - "a_1\\mathbf{b}_1 + a_2\\mathbf{b}_2 = -2a_1\\mathbf{b}_2 + a_2\\mathbf{b}_2 = (a_2-2a_1)\\mathbf{b}_2.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "This means that one of the columns is, in a sense, redundant\n", - "because it does not define a unique direction in space.\n", - "This should not surprise us too much\n", - "since we already saw that this matrix\n", - "collapses the entire plane down into a single line.\n", - "Moreover, we see that the linear dependence\n", - "$\\mathbf{b}_1 = -2\\cdot\\mathbf{b}_2$ captures this.\n", - "To make this more symmetrical between the two vectors, we will write this as\n", - "\n", - "$$\n", - "\\mathbf{b}_1 + 2\\cdot\\mathbf{b}_2 = 0\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "In general, we will say that a collection of vectors\n", - "$\\mathbf{v}_1, \\ldots, \\mathbf{v}_k$ are *linearly dependent*\n", - "if there exist coefficients $a_1, \\ldots, a_k$ *not all equal to zero* so that\n", - "\n", - "$$\n", - "\\sum_{i=1}^k a_i\\mathbf{v_i} = 0\n", - "$$\n", - "\n", - "\n", - "- Thus, a linear dependence in the columns of a matrix\n", - "is a witness to the fact that our matrix\n", - "is **compressing the space down to some lower dimension.**\n", - "- If there is no linear dependence we say the vectors are *linearly independent*.\n", - "If the columns of a matrix $\\mathbf{X}$ are linearly independent,\n", - "no compression occurs and the **operation can be undone.** This means that there exists the inverse matrix $\\mathbf{X}^{-1}$." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Rank\n", - "\n", - "**If we have a general $n\\times m$ matrix,\n", - "it is reasonable to ask what dimension space the matrix maps into.**\n", - "\n", - "A concept known as the *rank* will be our answer.\n", - "\n", - "In the previous section, we noted that a linear dependence\n", - "bears witness to compression of space into a lower dimension\n", - "and so we will be able to use this to define the notion of rank.\n", - "In particular, the rank of a matrix $\\mathbf{A}$\n", - "is the largest number of linearly independent columns\n", - "amongst all subsets of columns. For example, the matrix\n", - "\n", - "$$\n", - "\\mathbf{B} = \\begin{bmatrix}\n", - "2 & 4 \\\\ -1 & -2\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "has $\\mathrm{rank}(B)=1$, since the two columns are linearly dependent,\n", - "but either column by itself is not linearly dependent.\n", - "\n", - "- $\\mathbf{B}$ is rank deficient while $\\mathbf{A}$ is full rank." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "For a more challenging example, we can consider\n", - "\n", - "$$\n", - "\\mathbf{C} = \\begin{bmatrix}\n", - "1& 3 & 0 & -1 & 0 \\\\\n", - "-1 & 0 & 1 & 1 & -1 \\\\\n", - "0 & 3 & 1 & 0 & -1 \\\\\n", - "2 & 3 & -1 & -2 & 1\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "and show that $\\mathbf{C}$ has rank two $\\mathrm{rank}(C)=2$ since, for instance,\n", - "the first two columns are linearly independent,\n", - "However any of the four collections of three columns are dependent." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Invertibility\n", - "\n", - "We have seen above that multiplication by a matrix with linearly dependent columns\n", - "cannot be undone, i.e., there is no inverse operation that can always recover the input. However, multiplication by a full-rank matrix\n", - "(i.e., some $\\mathbf{A}$ that is $n \\times n$ matrix with rank $n$),\n", - "We should always be able to undo it. Consider the matrix\n", - "\n", - "$$\n", - "\\mathbf{I} = \\begin{bmatrix}\n", - "1 & 0 & \\cdots & 0 \\\\\n", - "0 & 1 & \\cdots & 0 \\\\\n", - "\\vdots & \\vdots & \\ddots & \\vdots \\\\\n", - "0 & 0 & \\cdots & 1\n", - "\\end{bmatrix}.\n", - "$$\n", - "\n", - "which is the matrix with ones along the diagonal, and zeros elsewhere.\n", - "We call this the *identity* matrix.\n", - "It is the matrix which leaves our data unchanged when applied.\n", - "To find a matrix which undoes what our matrix $\\mathbf{A}$ has done,\n", - "We want to find a matrix $\\mathbf{A}^{-1}$ such that\n", - "\n", - "$$\n", - "\\mathbf{A}^{-1}\\mathbf{A} = \\mathbf{A}\\mathbf{A}^{-1} = \\mathbf{I}.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "If we look at this as a system, we have $n \\times n$ unknowns\n", - "(the entries of $\\mathbf{A}^{-1}$) and $n \\times n$ equations\n", - "(the equality that needs to hold between every entry of the product $\\mathbf{A}^{-1}\\mathbf{A}$ and every entry of $\\mathbf{I}$)\n", - "so we should generically expect a solution to exist." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 1 2]\n", - " [-1 3]]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "A = np.array([[1, 2], [-1, 3]])\n", - "print(A)\n", - "Xd, Yd = linear_map(A, Xs, Ys)\n", - "fig, axs = plt.subplots(1,2)\n", - "fig.suptitle('Linear map')\n", - "plot_grid(Xs,Ys,axs[0])\n", - "plot_grid(Xd,Yd,axs[1])" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0.6 -0.4]\n", - " [ 0.2 0.2]]\n", - "Matrix rank is 2\n" - ] - }, - { - "data": { - "image/png": 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sUbduXSpWrMjUqVPJyMjgzp07Fm0KFizId999R/Xq1f+GdyQQ/HcRZkggEDhN9erV2b59Ozt37mT//v1cvnyZmJgY0tPTyZ07NyVLlqRevXp06tTJ7tIVbm5uzJo1i71797Jp0yauXLlCTEwMkiSRO3duChcuTIUKFWjTpg2vv/46AI0bN2bRokWAnCPTq1ev/4+3/K/SpUsXqlevzvLlyzl58iSPHz8mNTUVT09PAgICKF26NPXr16d169a4urqSN29ekxm6evUqt2/ftrvsRq9evahRowaLFi3ixIkTREVF4enpSdmyZWnVqhUdOnRwONNPIHgVUEmipKhAIBDkCEaOHGlKtO7YsSPffvvtv6xIIPhvIBKoBQKBQCAQ5GiEGRIIBAKBQJCjEWZIIBAIBAJBjkaYIYFAIBAIBDkaYYYEAoFAIBDkaIQZEggEAoFAkKMRU+sFAoFAIBDkaETPkEAgEAgEghyNMEMCgUAgEAhyNMIMCQQCgUAgyNEIMyQQCAQCgSBHI8yQQCAQCASCHI0wQwKBQCAQCHI0wgwJBAKBQCDI0QgzJBAIBAKBIEcjzJBAIBAIBIIcjTBDAoFAIBAIcjTCDAkEAoFAIMjRCDMkEAgEAoEgRyPMkEAgEAgEghyNMEMCgUAgEAhyNMIMCQQCgUAgyNEIMyQQCAQCgSBHI8yQQCAQCASCHI0wQwKBQCAQCHI0wgwJBAKBQCDI0QgzJBAIBAKBIEcjzJBAIBAIBIIcjTBDAoFAIBAIcjTCDAkEAoFAIMjRCDMkEAgEAoEgRyPMkEAgEAgEghyNMEMCgUAgEAhyNMIMCQQCgUAgyNEIMyQQCAQCgSBHI8yQQCAQCASCHI0wQwKBQCAQCHI0wgwJBAKBQCDI0QgzJBAIBAKBIEcjzJBAIBAIBIIcjTBDAoFAIBAIcjTCDAkEAoFAIMjRCDMkEAgEAoEgRyPMkEAgEAgEghyNMEMCgUAgEAhyNMIMCQQCgUAgyNEIMyQQCAQCgSBHI8yQQCAQCASCHI0wQwKBQCAQCHI0wgwJBAKBQCDI0QgzJBAIBAKBIEcjzJBAIBAIBIIcjTBDAoFAIBAIcjTaf1vAf4Xq1auTnp6Ov7//vy1FIMiRREdH4+rqytmzZ/9tKQKBIIchzJBCWloaer3+35YhEORYdDodkiT92zIEAkEORJghhYCAAAD27dv3LysRCHImTZs2/bclCASCHIrIGRIIBAKBQJCjEWZIIBAIBAJBjkaYIYFAIBAIBDkaYYYEAoFAIBDkaIQZEggEAoFAkKMRZkggEAgEAkGORkytFwj+JpLu3ePRH3+QfP8+rnnzEtyzJ7516qBSqf5taQKBQCCwgzBDAsFfRJIkbo0Zw53Jk1FpNEiASqUi5Lff8H/rLaqvX4/W0/PflikQCAQCG4hhMoHgL/Jw9mzuTJ4MgKTXg16PpNMBEL1vH5feeefflCcQCAQCBwgzJBD8BSS93mSErKLX82T1auKvXPn/EyUQCASCF0KYIYHgL/D86lVSHz922O5ItWpc++wz9Ckp/w+qBAKBQPAiCDMkEPwFDE6aGykjg/s//cSpli0xZGT8w6oEAoFA8CIIMyQQ/AU8S5dG5eLiXGODgZhDhwhbvvyfFSUQCASCF0KYIYHgL+Dq60twjx6oNBqbbSTAAOiADODSsGE8XrMGg5JkLRAIBIJ/F2GGBIK/SLlp0/AoVsyqIZKQTZBeeQyQHh/P6W7dONqsGbrk5P9HpQKBQCCwhjBDAsFfxM3fn3qnT1NixAhUWvPSXXo7r3t6+DBXPv/8nxUnEAgEAocIMyQQvACSJJF+8iTJc+aQsmQJhuhoQB4uKztlChV//z2zLZm9QRZxAIPBwP1584i/du0f1y0QCAQC2wgzJBA4ScalS8RWqsSz2rVJGDKE5337Eh0UxPMPP0RKTwegYK9eeJUpg0qrtWqEJOS8IePQmU6nY2fFipzs0wddUtL/35sRCAQCgQlhhgQCJ9DdvcuzBg3Q3biR7QkdKbNmEd+vHwAad3dqHzhA3nr1LGIY84csn5B4tGIFRzp0QDIY/nbtAoFAILCPMEMCgRMkTZ2KlJwMeitZQAYDaStXknHhAgC5ChSgzoED1Ny0ybyZnfiSXk/U3r1E7tv3N6oWCAQCgTMIMyQQOEDS6UhdtgwcTIV/9tZbJM+bJ69PBgS2a0fAW2+Zkqqd6fM51rkzt3/+GX1a2l+VLRAIBAInEWZIIHCAlJQETpgT6elTEgYPJr5LF9NCrdUXLcKzeHFQqZw6li4hgQuffMKht95Cn5r6l3QLBAKBwDmEGRIIHKDy9kbl5eV0+7RNm0j57TdAHjJrcu4clX/+GbWzlaolieijR7k+ZcqfkSsQCASCF0SYIYHAASq1GveBA8FOlWnIrDStlySejx9PupJsrfXyosTQoZQbOxbU9r9yphgGA9enTSPmzJm/5T0IBAKBwDbCDAkETuDx5Zeo8+eHbEUVjRiQp8obkA2N/tkzosuVI7ZPH9O0+5JDh+JVooRFYUZbMXQpKeysWZOD7duLafcCgUDwDyLMkEDgBJrAQPKeOIFr8+YWzxmwnRydsnw5cR9+CICrjw9Njx2jYKdOLxTjybZtHOvV60/pFggEAoFjhBkSCKyh08Gju/D4vmk6vaZwYXy3bsV71ixTM+Owlk0MBpLnz0cXEgJALn9/6qxaRd0NG8yb2Qkh6fU83rSJmPPn/9RbEQgEAoF9hBkSCLKSkQHzp0DzYGhfEtqWgNbFYPlPoBREdB84EE2JEjaHzCyQJKIqVSJhyhTTLLPg9u3xrV7dZqVqa+yuW5eLX38tZpkJBALB34wwQwKBEb0eRnSFmaMhNipzf2Qo/O8TmPguSBIqrRaf3btRFyzodGgpIYHno0cT27Urkl6PSqWi/ubNeJcu7XQMQ2oq1779lv3Nm4s6RAKBQPA3IsyQQGBk3zo4uAkkG301G+fD2YMAaIsXx+/mTbx/+83pGkJIEqkbN5Kybh0A7oGBNL9wgVrLlqFyMFPNhMFA1JEj3Js/37n2AoFAIHCIMEMCgZE1v4M6mykxLj1vnOY1biBcOgmAys0Nz/ffJ1eXLnaHzIx5RTrlX+zHH5Ny8CCSJKF2caFoz568NmSIXUNkFkOSOPvVVzzesUOsZSYQCAR/A8IMCQRGHtwEQ5a1x4wOxJBl+/ED6FMbvnnXlEOU54cfUPv7WzVERh+lJ9NX6SIjiWzcmOiuXU3T7itPmIBXsWJWDZG1GOnPn7O3VSt2N29Ohph2LxAIBH8JYYYEAiOe3ubb9jpd1s2FhdMA0BYqRMCZM3gMGGAxZGY0MNZIXr+eZ6NHA+CWLx/NT56k1IcfWhR3NNYdskbE/v2cVKbuCwQCgeDPIcyQQGCkZc/MCtH2pngZe4zmTIb4OAA0wcH4zplD7mnTTIbI2ItjM4QkEf/zz2SEhQGyIar+00/UWbDA4lC2YugNBu4uWcKza9eceYcCgUAgsIJKkmxli+YsmjZtCsC+ffv+ZSWCf42YSOhcDhLiQae3dDLG8aqs5PKAgSPg/TGgVmNISCCqfHn04eEYdDqL5sYQZqFdXfH56CP8pk5F5eKCPj2dHVWq8Pz2bfQ2YmTvLVJpNJR65x1qz5iB1sPjz73/f5mX8TtYvXp10tPT8ff3/7elCAQ5lujoaFxdXTl79uyfjiF6hgQCI/nyw7xDUKCQ5XPWjBBAajLM/AYmykNVam9v/A4dQmtlyryEnABtcfeRnk7c9OlE9OyJJEloXF1pum8featWtSnDwqfp9dyeP59dbdpgUGoZ5TSmTp1K6dKlTf8eP35st71er2fNmjX07duXWrVqUaFCBRo0aMCwYcM4ceKEU8dMS0tDl0PPt0DwX0Gn05H2F8uNiJ4hhZfxrlTwD6HXw8Lv4adRWfZhf+gMYMt1KFEWAEmSSJw/n5jBg81COJr7VfDwYdzr1zfFCN20if0dO5qet7dsh5E316+naJbXvCz8le9gSEgI7du3JzVLQcp9+/ZR0EYtqLi4OAYPHszly5dtxuzRowfjxo1DZad0gvjdEAj+ff6O76HoGRLkTMKuw4L34ONg+NAfpreFK7vl5zQaeGckFC0tP7aX/JOVIS1h70a5MKNKhfegQbjVq2eaZebMJPjwLl1IWLHCVJixcIcOFO7Y0bS4qzMxDg8YwK0//kCvzFR71YmLi2Po0KFmRsgekiTx4Ycf2jVCACtWrODnn3/+OyQKBIL/OMIMCXIe5zbB6MpwaD7EPYGEp3B5B/yvOaz6Ui66qFLB9HXglSczqdoR4Y/g444wdrBp2r3fkiVoAgIsZojZQh8VRUTPnoR36YKUkQFA7Vmz8C5WzGkd6fHxHBk4kB1vvYUuJcU57S8pd+/epUePHty5c8fp12zYsMEst0ClUtGtWzfGjh1L7dq1zdrOnTuXEGVdOYFA8OoizJAgZxEXATO7yUNhhiy5Hsb6Qtu+hwtb5MevlYe1l6HvZ87FNo44r5sPG+QZYS5FixJ08SJ5Ro923lQBSZs28Wz6dADcAwJoc+YMVSdPRu3i4nSMyCNHODdmjNPtXybS09OZN28eHTt25P79+y/02mXLlpltDxo0iIkTJ9KrVy/mzZtHhQoVTM9lZGSwZs2av0WzQCD47+LkSpMCwSvC4fmgt5LGbBwKU6lg+XAoWRe880H+YPj8f/D8Oaz/Q3mtDbIOp80YDfVbQUAgGn9/fMePR5+RwbPvvpONmKMQksTTKVPw6tYN12LFcM2Th0ojR6LOlYuTn31me8mQLDEkg4HLv/zCa337kq9SJcfn5iVh165dTJw4kejo6Bd+bWhoKFevXjXb16dPH9NjrVZLr169+Oqrr0z7duzYwfDhw/+03oz4eMLXriU1LAzX/PkJ6toV17x5LdoZdDoit24l4coVNB4e5G/XDq+SJS3aSZLEs1OniD5wAEmS8Ktfn3z16lnNbUp88ICwjRvRJSaSu2xZgtq1Q+PqatEuPT6e0DVrSH3yhFwFClCwSxfcrGnMyCBs61birl5F6+FBwfbt8X7tNasan548SeTBgyBJBDRogH/dulY1Jjx4wKMNG9AlJZGnbFkK2dCYFhfHg7VrSX7yBI8CBSjWtStuvr5WNT7csoW4a9fQenpSuF078tjQGHniBE8OHUKSJIIaNqRAnTpWNT6/f58HGzeSkZSEb7lyFG3XDo2VG5O0uDjurFlDcng4HoGBvNalC7msaNRnZPBgyxZir13DxdOT4h06kKd4casanxw/TtjhwwAEN2hAkA2Nz+7d4+6mTWQkJeFXvjwl2ra1qjH12TNurV1LYng4XoGBlO7alVw+PpYa09O5s2UL0dev4+rpSakOHfC1ofHx8eM8OnQIVCqKNGxIcO3aVjXG3rvHrU2bSE9KIqB8eUrZ0Jjy7BnX16whMSIC76AgynXpYlXj34lIoFYQiZA5hGmt5CGxrFjLSta4QMcx0HG0bJDCQqBzVUh6bt3MWIuh1kC/j2HE/0CjQRcVxaMqVdBHRYGVGUhWk6NVKvK88w6Bv/2GytWV9IQENlWvzvP795FsxLBmtYp36UKThQtx8fS08ux/A2e/g5MnT2bx4sWmbeMw16pVq8zaWUug3rZtG599ltnTFxgYyMGDB83ahIaG8uabb5rtO378OPny5Xthzfd/+okbI0diSEtDpdUi6XSoXFwoNXYsJUeNMl0wnh48yPkePUiLiJDbGQxgMBDYtSuvL1iAVvnckkNDOdmpE3Fnz5qqlUt6PbkrVqTWhg14lSgBgD41lbNDhhCyZAmoVKjUaiSdDjc/P95YvJjAli1NGm/9+COXR40y06h2caH8+PGUHTnSpDHiwAGO9ehBamSknMNmMCAZDBTu1o3aCxaYSjokPXrE4U6diD13zkyjT6VKNNiwAW/lgqpLTeX44MHcX7ZMPkYWjQ2WLiW4eXOTxivTp3P266/RZ9Xo6kq18eOp9OWXJo1h+/ZxoGdPUqOizDQW796dBvPnmzQmPHzIzk6deHr+vJnGfJUr02LDBnIXKyZrTEnhwKBB3F2xwkxjLn9/3ly6lEJvvSW/VpK48MMPnBw9Gn16OmqtFoNOh8bVlTcmTKDq8OEmjY/27GF3796kREWhVj5rSZIo2b07b86fj9bdHYD4kBC2dOpE1IULZhoDqlSh7fr15ClaFICMlBR2DhzIjZUrUSmftUGnwyMggDZLl1K0WTOTxtPTpnF0zBhzjW5u1J84kRqff27SeH/3bjb17k1ydLSZxvI9etB63jxcFI1xDx6wtlMnIi9eNNNYoGpVuqxfT54iRWSNyclsGjiQaytXolKrTRo9AwLotHw5xZXvkSRJHPv+ew6OG2emUevmRpPJk6n9mfVeepFALRC8KGoNkOWOxdb0LH0GrB0LW76Xt4OLwrJjULaKZVtbMQx6WDAD/vclANqAAAodP4573boWTW0WV5Qk4hcs4MmgQQC4envT+vBhgpUf4ewxbPU5PdiwgV1du/Kq3fvkz5+f2bNn8+677zrVPntuUVBQkEWbwMBA1NmGNF8kJ8nIw7lzufbJJxhSU0GS5BwwSUJKT+fW6NHcV4ZB4y9d4lSLFqRFRQHIJlfJOQtfv55z3bohSRK6xEQON2xI/MWLcju9Hkkx5gnXr3O4QQPSY2MBONW/PyFLl8o9iAaDyTinxcZypF07niqlA+7Ons3Fzz6z0GhIT+fKqFHcnjEDgNgLFzjQogWpSm+cpNOZ1sULXbeOo927A5CRkMCehg15dumShcb469fZ27Ahac+eAXC0b1/uL18uHzebxr1t2hB96hQA13//nVOff44+u8a0NM589RXXlCT3p+fPs6tVK1KfPrXQ+GD1avb37AnIS9lsbNCAGCWBPqvG2GvX2NSwIWlxcQDs69OHeytXWmhMffqU7a1bE3XmDABXfvuNY8OHo09Lk7UpGvVpaRz/8ksu//orAJFnz7KldWtSFI0Go0ZJ4u6qVezq1Us+B/HxrG7QgOgrVyw0Rl+5wuqGDUmLjwdga69e3Fy1yqTRWFoj5elT1rZuTbiSH3f+1185NGKEpcbUVA4OH86F334D4MmZM6xq3ZpkKxqvr1zJZqUnNTUujsUNGhCl9LRm1Rh5+TJLGjYk7flzANb26MH11avldlk0Jj99yvJWrQg/f17+u/35Z/aNHGmhUZeayu7PP+fM77/zTyHMkCBnUT7LHb+98s5G1k+EVGXtrxJlYfUZGDb5BWJIsGgGPI0EwKVIEQoePEjA3LlmrWwPnAEGA8+XLCHt9m0APPLnp8W2bTTbuNHpGJJeT+iOHUSePGnvSC8Nvr6+fPTRR2zfvp2GDRs6/bonT56YbefJk8eijVarxSNb4crsr3OEISODm8pSK7a4PWEC+pQU7kyebGaAzNDridq+nbgzZ3i0ZAnJISFWewQlvZ7UiAhC5s8n/to1Qletsh5PuahdmzABQ0YGVx3klF375ht0KSlcnTxZvtBZiSnp9YRt2ULM2bPcX7yYpIcPrWvU6Uh+8oT7f/zBsytXCFmzxq7GixMmoE9Pd5j3dn78eHSpqVyYONG2RoOBR5s28fT8eW4uXEhiaKhNjYmPH3NzwQKeXrrE/XXrrC+GLElIksTZCRPQp6VxcuxYuxpPjRuHPi2NMxMnmnr9rGm8v2ED0Rcvcm3BAhIeP7apMSE0lGsLFxJ54QJ3NmywqlFSesVOTJqELi2NY+PG2dV4dOxY9OnpHJkwQb5psnLjJBkM3Fy3jsjLl7n0xx8khIXZ1Bj/6BGXFy3iyblz3N682aZGg17P4UmT0KWmctCBxoOKxn8CYYYEOYt6/cA9N6ic/NNPT4IRFeDY8swfhwGfg3+g0zPE0OuhXWVYNdcUI/c77+BStixotU7N2gcIeeMNYmfMMP34FGnfnvz168vDBjg3+3/Lm29ybsoUdE5OQ/8v0rt3bw4fPszQoUPx8vJ6odcmZVvUNrvpMeKuDAPYep0jYo8dI13p6bGF7vlzIrdtI2L9etMdtTVUWi1hK1bwaOlS+wc1GHi0ZAmPVq0ylWKwhqTXE7FrF0+2byfNQd5VRnw8T7ZvJ3TDBocaQ1as4IETGu8vWcIDJzSG7dhB6PbtpMXE2A2ZHhdH6PbtPNq82aHGeytWcMeRRuD2kiXcdULjw+3bCdm+nTSlR84Wac+e8WD7dh5s3epQ4+0VK7hu7NWzeXCJ60uWcHPVKtQONN7dsoV727eTqvTI2SI1NpZ727dzd/t2uxrVWi3XV67kiiONwJUlS7jmhMZbmzZxZ/t2U2+XLZKfPiXk0CG7bf4swgwJchaePvDFdnDzxGy4zB5PH8LMXrBSSap1dYO5uyC3ZWKk7RiRMOZdGD1YrkOkVhO8dSvawECnQxji4oj87DMed+li+rFquno1eawk2dpCl5zMmTFj2Nq8+UtriIoUKYKrlQRbZ0jJVmpAY8PQZt+fnJz8QsfJcHDhMZIWEWH3wmNEFxdHekyMw4tPemws6c+eWSwYbIEkkeJkb1daZKT1HpxsZLygRnvFLE0aw8Od0pgSEWG9Byf7sePiSI2NdWg00mJjSXNGo8FAckSE0xodnUeVSkVaXBypDgwgyMOJqc581gYDSU6ex8TwcMeftUpF6rNnpDjSKEmkxsaS4sAogtxDlOjkeUxVhjD/boQZEuQ8StaBafeg+TAnX6D8cG75Du4ow0ylKsKOOzB0/Isde818OLAVAJfixSly/Tr+M2Y4/kEzSZFI3LSJeCWB2KNAATqcP0+DP/6we/dlFsJgIPzoUa6IgoI2L3bZc4ZeFE8lkdkR3hUqoLUyVJcVSZLwKF4cr1KlTEmq1lBpNHiVLIlXiRIODZYmVy58X3/dKY25y5fHJXdu+40kCa/ixfF2oBGNBu+SJfEuUQKDI40eHvhWruyURt+KFXHx9rbfyGDAu3hx8jhxHvOULEkeJ86j1tPT6Zma+SpVwsVBT6ak15OneHF8ndDoU7IkPk5odPHyIsBJjQGVKzucZCHp9fiWKEE+JzTmLVWKvK+95tCounp7E1CxolMarc1o+zsQZkjw6iIZ4MFu2DkYNneHo+Pg+SP5udz+0PtHKFEDVHZ+vI3jT3rAoILZgyFcSabN7QMfjoNGrR0PmZlWV1XBNx/BLTnpUO3lhe+wYeTp189UqdpeCD3y+mbhX35JspIYqc2Vi9IDBlDps8/sX4iyxNAbDJyeMIGww4dfuaRqe2Qf/rK1rliGUvDSiK3hNFvkrlSJ3FWq2K4tpVbjUaIE+Ro2pMjgwfY/N0miUP/+FBsyxO6FT9LrKTZkCEV797Z/kdJqKdqvH/lq1cKncmW7Gr1KliSgQQNKDBpkN6YkSRQfMICSDjSi11NyyBCKO6GxZP/+5K9dG9+KFVHZ0ZindGkK1KtH6YED7Z9HlYpS/ftT3onzWG7IEEr16WO3NphKo6HMgAEE1qlD3vLlbWpUqdX4li1LYJ06lHvnHfsa1WrK9OtHpffec6ix0pAhlO/b16HGSu+8Q3DduuQrW9auxnzlyhFcuzaVBwyw/9mo1VTs25cqTpzHKu++S+V+/eze7Kk0GqoMHEjhevVkg2VHY0CFCgRaWbPx70CYIcGrSUoMLK0Na5rD1YVwaw2cmAyzisHpHzLbDfgdXFyVWWbZMDkH5bFBgkdXYVgpWPF1Zlf7V9PBw9u6ITIZqSwxHj+EVhVhzHumLmn/SZPQ+vtbNUTGBV51WcJkREdzt0YNHnbvjkFJKKzy5ZfkLlbM6g9Z9rciAelJSaxv2JDNLVqQ8YI5MS8r2c2QrSU8sg+Lef6JkgSVZ89G7eZm+Xeh0aDSaKg8dy4qlYrXRo7EvWhRm/kpZSZPxr1QIQq0bElQ587WLyxqNflbtiS4Sxfc/Pyo8uOP8v5sbVVaLbkKFKD8+PGoVCqqz56N2tXV8m9GrUal0VBD0Vhh1Cg8ixSxbKfEf33qVDyCgghu3ZpCnTrZ1BjUujWFOnfGPSCAmj/8YFOjR2AglceORaVSUW/2bFQuLhbHVmk0qLVa6isaX//6a7wKF7Y8j0r8Gt9+i0dgIEXbtqVohw42NRZp25ZiHTvikT8/daZNs6nRMziYamPGoFKpaDJnDmobGlVaLU0UjTVGj8arUCGbGut+9x2eBQpQol07SrRrZ12jSkWJdu14rUMHvAoUoNH339vU6F2wILVHj0alUtF87lzUWq318+jiQgtFY70xY/AODrbsaVbiN/3f//AMCKB0x46UbNvWpsZSHTpQql07vAMDefPbb21qzFO4MPWVMhNt582zq7HNnDmOhy7/JMIMCV49JAk2dIaIc/K2QSf3EkmKKzn4BdxUqgoXrwbfnIDyTS3j2OvZ3TAF9sySHxcrBetOyz1ELxJj+WyYKc9McwkOpujp0+Tu0sVqCFt9N/Fr1hD++ecA5Mqbl44nTlDayt2ivQTr0H372DdwoB2hrw7Zp9I/V6b+ZiUjI8PCDAUHB7/wsXxq1KDesWP4NW5stj9v3brUOXTItN81Xz7qnThBwd69UWXJhfIoUYLXFy2i5MiRgHxnXHPlSsp+8w2uWWoeueTJQ+mvvqL2xo2mC1jJDz+k9qpVeJcqZWqn0mop/PbbNDt1CvcCBQDI98YbND12DP9Gjcw0+tevT5PDhwlQZuq55ctH85MnKdanD+osGr2KF6f24sWUHzHCpLHeqlVUGj/erLCki48PFUaNosH69aiVC13Zjz6iwYoV5M6msVj37rQ+dQr3/PkByF+7Nu2OHSMw26zB/PXq0ebwYQooCxvn8vOj7YkTvNazp1ml9twlStBwyRIqffGFSeNbq1dTfdw4s6KNrj4+VPv6a5qvW2fSWGnYMN5cvtwsL0/t4kLJHj3ofOoUHgEBAATWqUPno0cJatDATGNQ/fp0PnKEIKWchru/P91OnqR0No15XnuNt5Yto4pSR0et0dBm7VpqjRljptHN15daY8bQZu1aUw9KjU8/pc2yZfhmKSypdnGhXM+e9Dl1Cg9/fwAK1q1Lz6NHKaicLyOFGjSg59GjBNepA4BnQAADTp2ifI8eZhrzlixJh+XLqfnJJyaNndeto97o0WYFEXP5+lJ/3Dg6rV5t0ljniy/ouGQJebMMH2tcXanUuzeDTp7EU9FYpH59Bhw5QpFsGos2bMg7x45RKNtyOX8nouiigii6+AoRfhqWvGH9OeNfu29JGHTDvEdowVDY+7tinLA9V90YI3cAzHoELm6Zz/08HmZOkA2ZvWn3xhjunnAiDHJn5o3EzpxJ5NChpmZ2al7LaDSUCQnBNUuBwburV7Pn7bdNMRyn6EKPK1fwy7IUxf83f+U7+PjxY9PrjVgrurhhwwZGKuYCZJOzf/9+szaPHj2imVKozsiJEyfIa6Uis7OaE48dI+XaNXKVKoV3NuORlbQ7d0g4dAiNjw95OnSwmQemi4vjmTJd2bdNG1z8/Ky2M+j1PNu8GV1MDLnr1MG9XDmbx35+9ChJ16/jUbo0eeyUK0i+c4e4Q4fQ+vri1769TY0ZcXE83bwZDAb82rbFxUrRSqPG6E2byIiNxbdePTzLlLF57LgjR0i4cQPP0qXJa0dj0u3bxB4+jNbXl/z2NMbGErF1KxgMFGjXDhcrnzEo1cE3byY9NpZ89erhZUfj0yNHeH7jBrnLlsUv20U9K4m3bhF95Aiuvr4E2tGYFhvLk61ynmFQmzZWK4MbNYZt2kTas2cE1K9P7tKlbR476sgR4m/cIE/ZsgTY0Rh/8yYRR4+SK29eCrVrZ1fjo82bUanVFHKg8aGiMbBBA/JkMcLZCT90iLhbt/AtW9ZkeG0hii4KBNa4uwXU2b60WYerDEDMHfitKFxZktmm7Qhw85Cn3Vu7RcgeIy4K3i0IO2ZmDpn1/Rh88skmy14M47/EJKhdGH7/zjRk5vPOO7gUKeL8tHu9nlulShExerRpcdfinTuTr1Ilu1ODs7OqWjWOfPrpK724a8VsSZphYWGEZ5tpc1EpamikYMGCVo2QM6SfPElMnTok1auHYcgQkhs3JqZaNdKzVb3Wh4cT9/bbxJUti37wYNK7diWmSBGSZ80yy+mS0tOJHzmSqMKFSe/Xj4wBA4guUoS4Tz9Fyva5JS1cSFTx4qR26oRu8GBiK1YkpkMHdI8embVLPXGC8Nq1ia1fn7QhQ3jWqBFPqlcnNdsUZt2TJ4R360ZY2bIkDR5MfJcuhBQtSvzs2RYan375JQ8LFSKxXz8SBwzgYeHCRBuLO2YhbsEC7hUvTmznziQMHsyj8uUJ7diRjGwak48f50GtWoQ3aEDikCFENmrEgxo1SFaWqTCSERbGw65duVe2LM8GDya6SxduFi1KzJw5ZhoNaWmEjxjBrSJFeNavH88GDOBW4cI8+fxzC41P58/nWvHihHfuTMzgwdwuX577nTqRHhpq1i7h6FGuvvEG9xo0IHrIEO41aMDVmjV5fuSIWbu0x4+53aUL18qVI2rwYB536cKlYsWImjfPrJ0hLY0Hw4dzvnBhnvTrx5N+/ThfpAgPhg/HkJZm1jZi3jzOFSvGoy5diBw8mCvlynGzSxfSHj82P99HjnCuZk2uN2hA2JAhXG/QgHNvvEH8sWNm7VJDQ7nUqRNnypcndPBg7nTuzLHixQmbP9+snT41ldtffMHxwoV5OGAAIf36cbxIEe6MGGGmUZIkHs2Zw8GiRbnZpQsPBg/meLlynO/aldSwMLOYsYcPc7xmTS42akTIkCFcaNCA47Vq8ez4cf5J/hM9QzExMaxevZrDhw9z//59EhMT8fLyokiRItSvX59evXrZ/DGKjY21WGnaHn/1Dk/wEnBgOJz7CQxKEqyjwohNf4San8iPb5+AaW3heYz5axzF6Pw19JwkP751BQa1hPAwc0PkqIumx2D4dg4A6ffv86h5c9Lu3nWqVwcAlYrcHTpQROlCTwoPZ3urVkRfvOh0DJVaTVD9+rTfs8fqmkH/JP8fPUMAzZs3N1uJfuDAgYxQhnkMBgO9e/fm3LlzpucHDx7MF8oQy4toTj96lGdNm8pLr2SdTaNWg0qFz7ZtuDVvjiEqipgaNTCEhVld6sVz7Fi8vvkGSa8npn170nbssJz+rFbj2qABfrt3o3JxIWHaNJ5bW09No0Ht50fA2bNoChYk9cgRIpo2VRYuzqZRrSb/9u24N2uGLjKS0Bo10D15YlVj3m++Id/YsUh6PU/atSN5506rGt0bNSJ41y5UWi0x339P1JdfWtWo8fen2NmzuAQHk3ToEI+aNbOpsfDOnXg2bUpGRAR3qldHFxlpdbmb/BMnkn/0aCS9ngdt2pC4e7dVjV5NmlBsxw5UWi0R337Lkyzr1JnQanHx96f02bO4BgXx/OBBbjZrZllQUdFYZtcu8jRpQnp4OFerVyfDxpI8BSdNIvjrr5F0Oq63bk3c3r1WNfq8+Sbltm1DpdUSOmUKj77+2qpG14AAKp89i2tgIM/27+dy8+ZWNarUairt2YNvo0akPXnCqerVyYiOtlpQscSUKRT76isMOh0XW7Ykdv9+qxrzvvUWVbZuRaXRcHfiRO5YKUyp0mpxzZ+fumfP4lagAE/37uVsy5bWNWo01Nizh3xWegRfiZ6hzZs389ZbbzFjxgzOnz9PXFwcOp2OuLg4Ll26xK+//kqzZs1svskbN278PysW/OcJqJxphMBxlekDIyBZLj1Pqdrwayi0zrYGjqNbhnVTIEJZPb10Rdh3Hz6f8mIxVsyFS3J5f9fixSlx8yaBc+Y4eFHW+BLPN2wgYdcuADwDA+ly7hzN16yxPRsnewiDgbBDh7izcqXzx33J6KUseWBkwYIFjB07lmXLljF48GAzI+Ti4kLXrl1f+BiSJJHwwQeWRgjkbYOB50OGIBkMJE2datMIASRNnIg+JITUrVtJ27bNZtXm9IMHSVm1Cn1kJM+tXcAB9HoMMTE8HzcOSZKIef99S5Nh1KjXE6NofDZlik0jBBA7fjwZjx6RtHkzydu329SYsn8/CatXo4uIIGrUKJsa9U+f8lSphBzx3nu2NRoMhA8ZgiRJRE2ejC4iwqrJAIgcN470x4+J37CBRGtmTYmZuHcv8WvXkv7kCU9sVRHX6ciIjiZi4kQkSeLBe+9Zryyt7At57z0kSSJs0iSbRgjg8dixpIeFEbN+PXHWzJoSM273bmLWryctLIxHtip063SkR0UROmkSkiRx245GyWDgtnIe70+caNMIAdwbM4a08HCi1q4l1ppZU2LG7txJ1IYNpDx+zJ3x463GknQ60iMjuTd5MpIkcVX5e7OqUa/nmnIe/wn+VTO0d+9eRowYQWJiot12iYmJDBs2jNOnT1s8J8yQwILSXcDNF7Ax3JUdQwasbgPhykXQ1R16fQ9+hTOHuxzGkeDbdnBT6W52dYX3v4LyVTJnEzmuCQcfdoMje+TCjBoNeQcPxqt5c7tT942dVsYZZw8HDCBOySdRqdWU6NKFUr162Z8anSVGBrDvo4+4tXq1aQ2hV4mePXuaDZcZDAZWrVrFhAkTOHr0qFnbd999lyLKYpMvgu7iRXRXrtguYCdJGB4+JP3AAVLmz7dpMgBQq0lZuJCkuXPtl3BQq0maM4fkpUvtF87T6Uhetoy048fJuHbNrkbdgwekHjxI/B9/ONT4fOFC4p3Q+HzOHOKXLLFf+FCnI37xYpKPHiX95k3bGg0GMu7dI/nQIWIdaVSpeLZwIbFz5jjUGDNnDrFOaIxZtIiEI0dIvXXLrsbUO3dIOHyYpwsW2DRCRo3RixYR4UijRkPEnDlEL15sv0aZTkfUwoXEHT5Myp07djWm3L5N3JEjhC9aZNMIASBJhC9eTNicOXan9aPREDZnDmGLFtnVKOl0PF6wgNhDh0i5f9+uxqSbN4lX1oP7u3E+oeBvJj09nW+++cbM5Xl7e9OtWzeCg4O5desW69evN9X7yMjIYOzYsWzbts2sOmx2M/TFF19YXV3ayIuW7xe8hGhzQbuVsK6tvFiqM4NE4adhYXVo/D3UGi6boE9Xw4QmIKUpcRzw+Dp8XQ86fAm9p8o/AD8shW71ICnB/o+gkdCH0PsteHugPGSmVlNwzhzu1q4td/9n+7G3NvKWERnJ/fbt8enYkWKrVqFycaH+Dz8QceIEzx88sKgNYi1JOy0+nm1vv03BRo3ouG0bLi9YZ+e/jFarZd68ebz//vucVxaItEb37t356KOP/tQx9FmG4ey2u34dKSHBfiOVCn1ICPq7d+1f7A0GdPfvy8fWaOwborQ00pWFSh2RceMGkoMbVlQqdCEhZDihMeP+fbROaJRSU0lTFip1RNq1a0iOqoSrVKSHhJB+/75Djen37uHijMaUFFKUhUodkXztGgYH+XgqtZq0kBBS792zr1GvJ/XePVJLlEClVtut92NITibZSY1JV6861qjRkPLgASn37tn/G9PrSbl3D5fChVGpVHbvJ/VJSSReu+aUxpSQEHxq1nSq7Yvwr5mhI0eOEJVl7R53d3fWrVtndhfWqFEj3n//fdP2gwcPuHDhAtWrVzftu3nzpumxRqOhX79+f7pUv+AVothb0OcUHJsAtzY48QLlq3pgBOSvAsXehJJvwHfnYcNU2L/IiRBKjI3fQbHXoV53KFkOtl6AOd/Dwt+c17FqPpR7HfoPxbVwYUqeO0f0tGk8/fFH0w+QoxSkuI0bCZ80iaBvvpGn9J4+zYVp0zj3/fdmd372YoQdPszhL76g6W/OaH958PHxYdmyZWzevJlNmzZx8+ZNEhIS8PX1pUqVKvTo0eOFchGzo7ZzQ2bWLjgYXFwgW5FHa/HU/v5w+7bt3gqVCrWfn3xsR0sqqNVoreRTWUMTFCTXv3Jg5tX58qHx95cNkZ0eFY2fHxonNbo4qVEbHCwbF0cVo/PlQ+vvLxsiO+dR6++PNl8+h0uLvIhG1+BguSfFnrmSJLT58uHi70/aw4d2Nbr4++OSL5/jYSONBjcnNboVLOhQI5KEi58fLv7+pIaGOtToamOmo1lTjQY3J8tX2JqV+Ff514bJsg95NWzY0KI7ukmTJhb1PbL2BKWlpfHgwQPTdlBQkDBCORF9CkSsh4e/Q+RmMCirGud/HTqtl42RvSrTkDlOZFDBvhGQodwdBZWGDxdCg97WCzPairF0FCQrd/zBReCbmTDoU+crVRuAH7+BWHn9H5cCBQiaNo38kybZ75rOEkIvSURMm0aaMusll68vtSdPplEWY2NvBFBCrlR9ae5cop28a/u3KFiwILdu3TL7Zy15OitqtZoOHTqwYMECTpw4wdWrVzly5Ag///zzXzJCAC5166LOVtMoOyofH9xatcKtSxf71cd1OnL16oVH374Oj+vZrx/uPXrYNwUaDblatcK9ZUs0Sr0hW6h9ffFo1Qqvzp0daszdqxe5HWlUqfDu14/cTmj0atMGr5Yt0Si1fGxqzJsX71atyNOpk/3vl06HT69e+PTpY18j4NuvH749etg3gBoNedq1w6dlS7lgqh20fn74tGyJb8eODjX69epFgBOfdUC/fvg5oTFfx47kbdlSNnd2cPH3J1/Llvi3a2d/WF6no0DPngQ6oTGoXz8Ce/SwO+ym0mrJ37kz/i1b2ixtYMQ1IMBuSYW/wr9mhkqWLEmbNm2oWbMmRYsWpbSNmgg+WYo5gflCi7du3UKf5QtVrFixf0Sr4D/Mo1mwPxAudIbrH8L59rA/CJ4sz2zTYKI8Xd7WSvUGskyZlyD8AvwYCOdmZbbp/LVcT8iWIbKI8QD6F4C132beOQ36DLxy2/6hyT51/+lTqBoEU0eZLhz5hgyRF3e1Me3eOORlDJORnMzFYsV48MEHpkrVpXv1wrdMGdNq945i6HQ6FlSsyNY+fUjPIZWq/yoqjQYvY9VdG3hNnIgqVy68vv5a7h2yZnLVatw6dcKlalXce/VCW7KkdVOi1aIpXBiPd97BpXRp3G0tgaBWy+uDjRuHSqvF14FGn8mTUbm5kXf0aFR2NHp16YLb66/j3bs3Lq+9ZlOjtmhRcg8YgFvZsuS2tdyFWo1Kq8Vv3DhULi4EONAYMGUKKldXAsaMsasxT7duuFeqhG/fvriWKGFTo2uxYvj27497+fL49uxpV2PguHGoXVwoNHWqXY2FpkxB7epKsAON+bp3x6NCBQL69ydX8eI2NeYqXhz/vn3xrFgRv+7dbWt0caHQ6NGoXV0p7kBj8alTUbu4UFz527AVM3/PnniVK0dQ//64FytmtXyHSqvFvUQJCvTpQ+7KlSnQrZvd81ji66/RuLlRasoUyzZZKP3tt06vwfii/GtmqEuXLvzwww8sWbKEXbt28cEHH1i0SU9PN5sCC5hNi886RAZyaf3PPvuMhg0bUrFiRRo1asSXX37J9evX/5H3IPiXeTQHrr0Punhlh3Jpz4iBS70gXKkyHVQTum0HTyt3wUbjkZ20eNj+fqYhKlgGxu+Xk6qdjpEMS76C1cqU+8CCsPYIFLdi/G2NeWWkw8xvYfynAGjz5uW1I0dwt7LIps0CjXo9UbNnc79fPwBcPDzoeOAAQfXqOS0DSeLG8uVs6NAhR61l9ldw79MH7zlzUBkXEDWaYA8PvKZPx/3DDwHQli+P7759qAsXzmynUoFaTa4+fcizbBkAag8P/A4dwlWpZmyctg3gUq0afocPo1YWffWdOxeP997LjKUcWx0YiN/OnbgqqQZe/fqRb9YsC40qDw/yzphBbiVNwa1CBYL37kVbqJCFxtz9+5N/iVyvS+3pScFDh8ilVDPOqjFXjRoUPHQIjbLoa9C8efi8+66FRm1QEIV27sRdWYPKZ8AACvz+OypjvqdRo6cn+X/6Cd8hQ+TzXbEixffsyRy2yqLRd8AACimLG2u8vChx6BAext6/LBo9atSg+KFDaJTzUWTBAvINGmQqh2A8tktQEK/t3o2H8j0MGDiQojNnos6mUe3pSZFffiFg8GAAPCtXpszu3fKQWTaN/gMHUnzhQpPGCocO4V2rloVG71q1qHDoEFpFY8mFC8k/cKCFRtfgYMrv3o2nstht0ODBlPz1V9TGpWWUdhovL0rOnEmgUoXe+/XXqbp7N27Gns0sn0/woEGUX7BA/pxy56baoUPkNubvZNGYp3Ztqh86hFY5H5UWL6bggAEWGnMVLEiNPXvIrSwkW3jIEMr+/DMaKxrL//67HOMf4j9RZ8gWy5cv55tvvjHbt337dkooJb3Hjx/PihUrHMZRq9V8+OGHDFWq+lpD1Bl6ydCnwf4CoIuz3catMDR+kNkjZNDB9sFwZREgOVea2S0PfBYhJ2WDPJa++AvY8mNmG0d50VpXWBQBXkpZfUmC376F77NMLXZm0tapECiYOZT8dP58Hg0aZBbC0Ze5woULeGYxUvc3b2Zj+/ambePaZfbotmcPRd980wnBL8bL+B10RrOUnEzqpk0YHj9GHRiIW/v2qK2ssC4ZDKTv3YvuyhVUHh64tW2LxsZQX8bly6Tt3w+ShGuDBrhWq2a1nT48nNTNmzEkJOBSrhxuzZtbnVVoSE4medMm9I8fowkMxKNDh8wLezaNyXv3kn7lCipPTzzbtLGZM5N26RLJBw6AJOHesCG5bCywmfHkCYlbtmBISMCtXDk8bWlMSiJh0yZ0YWFog4Lwbt/epsbEPXtIvXoVtacn3m3amFVnz0rKxYskHTyIJEl4NWqEe5UqVtulP3lCvKIxV/ny5H7rLasa9UlJPNu0iYywMFyCgvDt0CHzwp5Vo15P/J49pFy9Ki/W3LZtpkHKRuKFC8QrBTDzNGyIlw2NaWFhxG7ZgiEpCY/y5fFp1symxqcbN5L25AluwcH4tW9vU2PM7t0kXruG1tsb/7ZtMw1SNp5fuMCzgwdBpSJvo0Z4W7lZA0gNCyNqyxZ0SUl4V6iAX7NmVst+6BITidy0ibQnT8gVHExA+/Zo7awP+Hf8dvxrCdSOuHfvHtOnTzfbV758eZMRAsueIVsYDAZ++eUXXFxcGKLcRQhecp7utm+EANIewamGUGoq5K0nV6Vu8j3cWAW6VJyad58WD3/UhqbfQYm35DubHpPgwCJIinOcBAqgS4cvakK/76F2R/nO6L0RsHQWRIaBzsmSiO3rwqhvoVMvUKnI9847RP/6KylXryLpdE5VEbjZrBmFJk/GX1nhu3i7dhRu1ozQAwecjrGxUyfqTZzI6++9h9bNzfELcjLPnqJaPgP39fMgNhLy5IOnl6H3Z+CXpadSp0O1fh5uy3/B7cFNcHWDh0eh/3Ao87p5zCM7cVnwAy5nDgISXKgL/T6Dpu3N2925hmbBNDx3roa0FCj8GsQMhbeHyPGNxD5FvWgGXqvnQkwU+PpB+BXo/yn4Z9GYkYFqzTw8l/yC5/1bcoy7R2HgcChb2fzYB7bj9sd03E4dkjWeqQfvfAZvtjNvd+sqLrOn4bttNaSlQtGSEDkUeg2Ry1MYiYlGPX8GeVbOkzXm9YPQKzDwU/DPb65x2Vy8F/yC973b4OYG147Ce8OhfDaN+7bjPnsa7ieVCtHH68Hgz+Cttubtrl/B9bf/4b91LaSmQvFS8GQo9HnXXGN0FJo5M/BbNg9ioiGfPzy4CkM+Bf8seU/p6aiWzMVn3q/43L0FuXLB5ePw4RdQvpLZoQ27tpHrl2m4nZRLPqj21sMw9HPULdqYtZOuXkbz6zT8NikaXyuNIXQo6n6Dzda7k6KiMMz8kdyL5sPTaPDzx3D7KuoPP0WVJe9JSk9H/8ccvGb/iufd27LGs8cxDPsCdQXzKu4Z27ag+Xk6vsdljeq69ckY9jkuLc3XatRfvoRhxjR8Nq6DtDTUJUuREfIRLu8MlocOje85MpL0n37EY8F83J8+ReUfQPqNa6g//kSeRPAP8Z/sGXr06BG9e/cmMjLSbP/vv/9OkyZNADnrvmrVqmYLKvr7+9O+fXuCgoK4f/8+a9euNVuVWqPRsHXrVooXL25xzJfxrjRHE/oHXHVmcVE1IEGFeVDoHXnXvZ2wrgPoMkDvhJlRqeX1yt78H9RWKhHfOgETmkNqEuiciaGSe4Q6fQn9lByIm1ege2OIi4UMJ76Gxhjd34Fp80ClIu3BA243aEB6WBg6Z7/KKhU+7dpRau1aVFotSRERrG7YkGd37rxQjIL169Nt1y60uXI59xoHvIzfQbuao8KgXx35/6ylGdQa2XAsPA4Fi8szyYZ1gKM7QEVmjplGK2//uAEaKhe/OVNhxig5hjGm8fG7o+ATeeFfTuyD91vLuWZ6pdvRmENUoyHM3gFuuSDiMbxdByKfmGvUaCCvP6w8DoWKyRrfbw+Hd1rXOHMjNFYufr9NgR++Np/dZXw8dAx8OkHed3Qv9G+tFHjMprFWI1i0QzYzT0KhUx2ICjdPutZoIF8ArD8OhYpCejr0bwuH98jPZ9WoVsEfm6BJS3nfjEnwvzHWNX42Dj4fL+87uBt6t7WusV4TWLZN1vj4EbSpA1ERlhr988PW41CoiKyxR2s4vM+6xqWboWkLAPTfTcAwdZxVjeqvvkHzpVzR2bBvF/rubeVcxWwaVQ2bolm9DZWrK4ZHD0lrWgeiIi015i+A277jqAsVRkpLI71zawyH9ptrVPKIXNdsQdP0LQBSJ40nffI3VjW6jZuI20i5aGXGzu2kdOsgx9KZa9Q0bYbHui2oXF3Rh4TwvEEdpKgoC42qwEByHz6OxjhUm4VXogJ1du7fv2/VCLVu3dpkhACSk5Pp0qULjRo1olixYjRu3JidO3cyfPhwevXqxZgxY1i9erXZ7DK9Xs9iZdxY8JLjbvmFsI6y5vvVwZAcIu8q0QIGX4PyPZ0LISlmZ+9wiLgoPy5dG36+Di0/dDKG8oOy/ju4uFd+XKYi7L0OH9qoxGsrxso/YPMqANyKFaPslSsEf/utw1lmWePEbd5M5Cw5H8qzQAF6nTtHk19+MVul2lGMsKNHOekgKTNHM2kIRGczGSBvx8XAaGU2zvKf4dgO5KHbLGZUr5MvCMPfhoR4uHpWNkLGGFnjAcyZAqcPQmoKfNpVNjD6LOOvkhL/7GGYqxjy0e/KJiO7Rr0eYp/Cl3KeGYtmwJGdtjV++jYkJsCl07IRMsbIGg/g14lw+jCkJMN7XeQLozWNpw7BrO/lfV8OsjQZxpgx0fB5f3l77o9weG9mjKwadTp4rxskJcK5k7IRsqVx+jdw+igkJcGgrsp7tKLx2AH4bZq879OBlibDGDM6EoYpuS6//QBH9lvXqNfDwG6QlITh9AnZCNnQaJg6DsOp40iJiej7dbV5HqXD+zH8+gMAGe+/A9lNhjFmZKT8PKD7aRqGwwcsNerk85jeuytSUhK6Y0dlI2RDY9o3Y9CdOomUkEBKn7dNr8+uUb9vL+k/y2kHSQP7I0VHW9UoRUSQ9K4zN8B/jv+UGbp586ZVI1SiRAmL3CFPT0++/vprZs+ezc6dO5k1a5ZFQcXSpUvTrVs3s33H/+HF3gT/T+RrAm5ByLeldjDmBekluDIE0p/J+31LQLvF4F/B9iyz7DEMKtj6HiQq9bHyFYRBP0OlJi827X72x/BUWUDRLwCGT4L23eW7Q6diABNGQIi8/IfWx4cCI0aQf+hQh1P3s067fzR2LEnK5AJXLy9e//BD6owZY7dStTGGHtAZDJz43/948g9VhH2pefIQjm43v0BlRa+DS8fgzhVY9rPtWi2SJA9xbVsKK2ba/xvRaGH5TNi5Gp4/yzTx2TEY5Fghd2SDY0/j2SNw5xosdqAxJRk2L4UlTmhcMhO2rJINnj2Ni36F+7fh8G77Gk8dgtvX4Y9fbMeTJNncrF8Gi5zQuHAmbFwJCc/tVkRm/i9w56Zswmxq1MvG6c5NmPuL/XiJCbBuOYY5v9ovZaDRYpg7E2ndCkhMtP3ZGAwYZv+C/tZNuafHznk0HNyH/tZNdLMcaEx4jn7dKtJnOdCo1ZI+eyYZq5bLC1Lb/PsxkP77L+iuX0d3+JDtUgE6Hbq9e9Dfu2f7mH+B/4wZunr1Kv369SMmJsZsf6FChfjjjz/wtpJw6AzWVqkWvAKoNFDeWC/HiiHKOj9cQv4iRu2GPYEQulB5mQpa/mp72r3JSCmPDRKEnoIfguHEjMx2A36Qk6StGaKsMYzT7h/dgP5FYMnYzB+I4RPBy9u6mbGIATwOhVqvwaiPTHdRQSNH4hIQYNMQZZ39LwEZz55xsXx5bvfubZp2X/Wjj/ApXtymITIu2WGUkZ6SwoKaNVndtq2Ydp+VWxcdF+wDOH8EIh7Zb6PWwPVzcOmU7YsZyM9dPgXXz4PWQQ/fs6dw6oBzGs8ekYfTHGm8eg4uOqHx4km46oTGmCg4ccCxPoDTRyDCwW+7VgNXzsF5JzSePwlXnNAYHQknDjmn8fghiAx3oNEFLp1DOnvSfv0gvQ7p7EmkS+ftGxKAyHCko85pNBw9LPdw2cPFBcP5s+jPnLKvUafDcPoU+gvn5HNvB+lJGLojh53SqL94wal2L8p/wgzdvHmTAQMGEBcXZ7a/aNGiLFmyhAIOCoPZwz9bwpVOpyNd+eEXvOTkbw/VtoBnKcvnbOUkG9Lg4gCI3CFvF2kIvfdBQEUrbbGeY23Qwc5P4dJSebv46zD1CJS0UiLeVgzJACsnwqaf5O1ir8Hm41DLSkExyVYMCf6YCd/JuQOugYGUP3kSn5YtrcqwldkUvWIF95WZlrl8fOh17Bilu3SxqFNjNFPWuLtjB5t697bxbA7Excnir+5OLnPi4mae9GzvuC6uzpmcXE4e2932LB4TKmR9zmh0y6WcHyc0OnNscP48/hManT2PHs68F0nOQXJmYoJJoxM4eX5Unk60k2SNKmc05nLyfCOXc3CKf2jSxr9uhkJDQ3nnnXd4/vy52f6SJUuydOlSAgMDrb4uIyOD8PBwLl26xJ49e8xWms5KfHy82baXl5eoUv2yYoiHjOugz3J3FdAa6t8Av+aAcvdh7/dLAiQV3Pg6c1+RBvDuRajQM7OHyJYBycreUZndya9Vg++PQ5uPMk2EMzGWfwPpaUqMMrB6H3wxwVyvvfxsSYLfp8GzWADcChem9JYtFP39d6dDYDAQOW8eKUpNLw9/f9qtXEn7tWvNmtmb8ybp9dzeuJGIC//MXdtLR5V64OZuv41GC/Vay23t5XvpdVC/FTRp73BhTJp2gAat7Pd8qNRQpjI0bSdfUO2hdYGGraBKHfvH1umgUWto1t7+kLFGA2+2h8at7PcqqNVQoSq82daxRhdXaNoaqtZyrLFpa2juhMbm7eFNJzS+XgOat3V8wXd1g2atoWpNxxqbtUbduoPDhVrVrdujequVPBHEnsZqb6Bp2caxRrdcaFq0QVWlukONmhat0bZp71Cjtk17tC0cn0fNG7VxadVaLj7qQKO2fgP7bf4k/6oZSkpK4r333rMYGitTpgyLFy+26NXJyo8//kijRo3o1q0bQ4cOZaqNRM6zZ8+abVeqVMlqO8F/GN1DiOkFYX4QUR6eBEFkA0hVun5VKig1Cfmyr7J+5c861KSX4NkF2Pc6RGzPbNNgPKhd5BjOTKp6Hgq/lIarqzL3dRkFubyUGWhOxEiKg4HFYdf8zLv5wZ/I03I1GudipKdD7ZIwe4bJnPkPHIibrQq21pAkLlasSOjkyabS+aU6diR/tWo2K1VbY1GdOhwYNYoMB4s9vvJ4ekOPjyx610yo1dBhoDxja9BXtnM0NFooWlo2Q93elQ2WtQuVSgUaF+jxAdRsBGWr2M6LkQwweJRcDb33UNsaVWroNgh888F7DjSWKAv1m0OPIfI0bKsa1fJwcu8PoG4Tee09WxoNBnliQe480OcD+xp7DgafvPCRA42lykHDt6DPe3Lvgo2KyLi4Qt/3oX5TKFfJvsaPR0IeH+j/nn2Nfd8FH1/4xIHGshWg4Zuo33lfnrZvS6OrK+oB76Fq3Ex+jR2Nmk9HovL1RTPwXdsmR6VCM2gIKh8fXL6wo1GrRVWhEuqGTXB99wP7Gt3ccB30HtpmzVGXLWdXo+sXI1Hny4fbYPsac73/gamw6N/Nv2qGvvvuO+7evWu2LygoiAULFphVmrZG9rWDrly5wsaNG8323bp1i3Xr1pnta9PGvD6D4D+OLgQia0DyaswqE6Yfg+gmkLJZ3s5THV5fASorXzijEcp+RX9+BU60hofKIqz5SsLbm0DrjsPEbCOx92BNdziu1MTyLQDjd4FHbmffIcQ+gZ8HwWKlt8rLG1btk2upOMuzWBj7KXz+LkgSahcXyuzZg5uVaai2MCQm8mjMGG527Yqk16NSqei8ZQv5bCyVYw1daionvvuOlS1bos/pw9EfTIIWPeTHxguB8f96rWH4DPlx/Vbw1S/yRdPYY2G8IAQXhVm7ZGMcEARzdoKHl3zhzfovlzv8thkKFZe3Z22DYsrnZoxprCT82bfQUplY8tkUaPW2dY1N2sIoeZYPjdvA6J+sayxUDObvlOMXCIY/dljX6O4Oc7dAwaLy9sJtUKykdY1ffQ+tOsv7Rn4LrbtZ1/hWO/j6h8zH43+UNRp7LIxxixSHpTtlzUEFYcl2edjK2nlcvE0ubqpWw/Lt8hC2UVtWjeP+B607yfvGfA9tusiPtdk0tuoA46ZlPp7wg1kVZpPGYiVg1Q55iYqChdCs3i4Pb1mcRw80q7ejKlQYlVqNdu0OKF7C6nlUT/oBdZsOALhMnoa6XUdzjcr/6g5dcJkoz97TtO+EdvL/zDUaq34Xfw239dtRqdWoixTBY8M28LCi0dMTj007UBcsiEqtxmPTTtTGkjZm51GN2/c/4tJGrj/l8f0PuLRrb1WjS5duuE+xvzTLX+FfqzP08OFDWrRogSGbA+3WrRtVbFTYBChbtixly5bFYDDQunVr7t+/b3pOpVLRunVrqlatSnh4OCtWrCAxMdH0fIkSJdi4caPVYbKXscZJjuBpZ8XwWOtmVYHaF4LCQaV8pmkRcOV9CN+Y2cxRWWW1O7QKBxfljiM5BnZ/DhcWOa9TpYZPH0IepdJt8nNYPh42/Oh8DICZl6Gokr+UnARzZsDU0S8WY/0BqNsIAENaGlF//MG9Dz90Lo9EofSaNfh1kX/c9RkZ3Fq7lo19+iA5WBXchEpFi5kzqaYs5+AML+N30KFmSYKrp2HTArnekF8BaNNXHhrL3pMQFgLr5sLdq/JFuUlHaNrRMi8kIR42LYbTSgJ0tfrQob/cO5KVjAw4uAV2r5WnlJcoC10GQ5HXLDVeOgXrF8pFQP0KQMd+UK2upcbQB7B6rjzDzN0D3uwAzTqaFx8EeB4H6xfDqYNy/JoNoFM/6xr3bIYd6yA5EV4rCz0GQ1ErGs+fhLUL5ZpIAYHQuS9Ut6Lx4X1YPleeYebuAS06QosOlhrj42DtYjihaKzVELr2k3twsmvcuQm2rZfPY6ly0GcwFC1h3k6S4OwJWLlQTpTOHwhv94MadSw1htyHJXPh5jXZlLXpJBulbMNEUtwzDMsXIR2Xk4tVdRqg7tkfVbY1O6WMDKRtGzFsWQ/JyajKlJMLLhY1r6knSRKGk8fRL1uEFBGOqkAgmt79Ub9RG1X2HMH799AvnIvhxnVUXl5o2nVC3aa9WYFEAOnZM9KXLkJ/5JDcw1S/Ia69+1lqTE9Ht3kjGZs3QHIy6nLlcX1nMOqixSw06o4dI33pYgzh4aiDgnDt2x9trVoWGo281BWo58+fb2GEAFavXs3q1attvm7o0KGULVsWtVrN1KlT6du3L2lpcs6FJEls3bqVrVu3WrzO29ub6dOni3yhlwl9FKRsxHbGiwSGWHkIzWcGaIPBrQC8vgSiCoA+Wall4eA4hhQ41Q2q/A6excEjH7SdB7d3QnK0nem6ZCbkqAywsit0/AMCyso9QwN/gDM74Mlt293OUpZ/KuDbnvDFYnitivwj+cnXcGAXnDlue5Vv4/szKDGGvQO/L4PqtVC7uVHg/feJ27+fmI0bbY7dZ30rALeHDkWTNy8+jRujcXGhXI8ePDxyhAtz5tg0RFnfiiRJ7B05ktxFivBaixZWS+7nGFQJkC8RiAcfD9AkyH+X2X/YpSTIkwh+ceCmA7cE0GdYmiFDGngnQv7ngATeCSClYoGkA5cEyJcAHs8hT4J8DIt2kqzRN0HOy8vrCWpbGpPBJxH84yCXotGQAVjR6JkIfs/lOB4J8r7sGJQYAc8hJQF8E4Fky3YmjYmgjwdfT3nbnsaAOHDXKxp11jV6JJhr1Fs5jwbjeXwut/FJBION80gC5E2Uz6Ovp7xtTaMhCXIngl88uBvk+PoMCzOk0qeh8UqUzw+AV6JVjSp9BiptAuq8CZArQY6tt9SokiQ0qkQ0eRPkNR3zetvUqDYkoTZq9DBq1FnRmIqbu3J+VCrwSJSXS8p+bIMOF5cEXIwavRNAZ12jiyoRF5/nkB4PPrY1/p38az1D9erVIzo6+oVfN3ToUD766CPT9okTJxg+fLjdWAULFmT69OlUVhass8bLeFf6ypN2CqJqOdFQBWgh30rwULqtn6yFc0r3vzMVolHJ/6rMhaLGStV7YWkrpSBdthjGoTeLGBK0+B/UN1aqPg1fNZLvLg3ZjIjVzGYlRreRMGCK/OW/cxNa15FrkGRPjLWXHd1nMPwwC9Rq0kJDufTGG2RER1sYIlujiAB+nTtTbsUK1C4uJMfEsLBWLeIePLAwRFZPh0KxN9+k+8aNuNpZWwhezu+gXc0ZafBrN7iwObNKtPH/ck3g083gppyTzd/BypHykjEGXWa18bwF4ev9EKgMJ13ZCz+0h4zUTJOu0shDMsNWQzVluYvohzChKUTey6ygbozdaTS8PUE+RkYa/K8LnNtqqbHim/DVJnBTZvmsnwrLRllqzFcIvtkPgUpvzoXdMKWDHNukUS0nY3+5FmooqQqRITCmCUQ+sNT49ljoqdSWS0+FKV3gzDZLjVWawZhNmcnqKyfDktHy+dBn0ehfGKbuh0ClN+fsLpjQ0VyjWg0aVxizDmq2kveFP4AvmshajRqNsfuOh77jMjWO6yTf/GTXWL05fLMhU+PiifDH2Cwalbj5i8CP+yFI6c05tQPGdJIXa856Hl1cYeJ6eEOZNRp2H4Y1gYiHlhoHTYD+SoHJ1BT4qhOc3JlZMdr4f+2WMHV9ZrL6/G9g3nhLjYFF4df9EKT05hzbDiM6y0sOGbKcRxc3+N8GqN1c3vf4HrzfRC4jYfxMjLHfmwgDld7vlGT4rAOc3GOpsX5r+N9aqwn1L20F6rCwsD9lhKxRu3ZtduzYwZdffkmNGjXw8fHBxcUFPz8/atSowejRo9myZYtdIyT4j6J2NlFOAnQQ87Y82wwgqAvU3ge+te2+0jyGAS4MghilMGeJN2HQMXituWVTq1d+xU7sHA43tsiPS9eE6aehdgerh7MZY/W3sGeh/LhkGdh9Bjr1sGxuz+ctmQsz5XwKt0KFqHz2LPnfecfi7sreKOLT9et58LWcy+SRLx/9T56k+tChFnWI7MkI2b+f7XYWSX5lWfUlXFR6qY0Vno3/3zgIi5Tq5Wc2yEYIMg2z8R41Lhy+bS7PGIoJhWntzI0QgKSXL0YzukC40gs5tbVsiCCzrTH2+klwRCkLsegLOL/dusZrB2Cu8rmdWCcbIWsanz2Bic3lC1vUQ5jc3opGg3xR/7YzhN+VNU5oBdGh1jWumgAHl8mP530OZ3dY13hpn1zEFODIGtkIQeZNg1FjTBiMaSFfVCNC4BsrGg0G0KXJJunJPbntqJYQ/dhcozH24vGwX1ko/PdPZYNlTeO5PfDbJ/Lj/atkI2SmUYn7NAxGtJSPG/4ARmcza6bzmCY/9+S+3PaLlhAdZl3jvLGwT5ngMeMTOL1beV5v/v/JXfDTp/Lj3StkI2RNY9Rj+LSlfK4e34PhikZDtvOYngqft4cnIfIxPm4hV2PP+pkYY88aA3vXyI+//xhO77Ou8dgOmP45/xT/ybXJ/g1exrvSVx5JgohyoLuF3bEu41OSGtzbgf968wv+oboQexK7l2xTeDXkqwcN9st33EaWd4DbW+ULj62iPVlj5C8HQ8/LM3yM/DQI9i6UfyTt9egY4/gVhD9um0/RnvQVzPxe/sGxE8NUST9PHlQXQszG78OmTyfkiy9Akky1KW3JkAC1qyu17t8nV5ZVtS8vWcKWvn1N7RxlEqnUat67fJmA8uVttnkZv4M2NSfHw0cF5AuuLdQamPEYfugA98/YHo4F+GQdPDgHW76zXDrDFE8LzT6A11vD5ObW24D83QguC98cgUFBsgGwqVELcx/DlLZw/5x9jV9uhJsnYcP/7GtsPRSqNodvLOthZWpUQ+FyMOkg9AmSzZ4tNFpY8kQ2O/cv2tc4djNcPQrrfrCjUQMdhkHlpvB1a+ttjBqLVYD/7YO3g+xPcddoYXU4fN4M7l22r3HqVrh4ENb8aF9j10+hUkP4sq19jSUrw/Td0CbQfskFrQtseQIfNYV7V+1rnL5d7r1Z+bN9jb0/h0p14Yv29jWWqQoztsFbwfY1urjCnnDIY5579tL2DAkETqFSQR7jlHkbGCsB6pENQtJGeFwSkndmtimXZdq9NYymwqDEiD4M24vC4zWZbRqNVSpV25h2nz1G+FWYEgyn52W26ToSXHPJPxK2YhirZuuByMfQLRDWTs+8m3p3mDyV18a0e+M6iDo96A2gfxaPrmwQ+qnjkZS7t/yDBuFasCDYmDKfVYYB0KWnc6xYMW5//rmpUnX5t9/Gr2xZp6fdSwYDsypXZsu775KRbCUn5FXjzjH7Rgjki8jF7XDvlP0Lj0YLl3fBhW22Lzwg96pc2AqXdttfbkKS4PF1eWjMnhEyxdwB9xyYNY0WLuyEs1sdazy7VR5K07jYbicZ4OFVOL3VvhEC+eJ5ejvcO+9Y47mdcMqRRr3c5pwTGu9fhlPb7Bsho8aT2+DuRQcaXeD0TjjhhMYTW+GMExpvX4BjW+2bDJDfw7HtcNeBWdO4yENtRx39PerhyFa518leiQ/JADfO2l++xkhGuly1/R9AmCHBfxuPzuA7F1RWCtjZ6qHR3YfI1pmGyL8x1FwNWi/LtrZ6V1Iew8lu8EjpBg+qCr23QS5fy7a2YiRFw/rBcPxXJcZrMHkv+ARYj2HtdyUpHmZ9DouV/ImAArDhEAQXtgwhySbIwpykpGD4fgL64fKQhzZ3bioeOoS7lSnztmRIGRk8+vFHrvbujSRJaFxd6bV/P4HVqllpbR1Jr+fC/Pksb9MGg7Oz0l5WHP2om9o5UX5AQjYRegcXXJAvaAYdTpWGcGSEjGQ4WSLBoLNfXM+IPsP58+PICJnaOflesi+6arPdC2h09vw4206vc2yuQG6j0zlXBcTZYztzHlUod1xOaHT2fMOLnZ9/AGGGBP99vAbJ0+fdGmH65tsbZjIO8MR8ktmjEtwFWoZDYHsnYyhc+kSZLQOUaAZfPIGq/c3bOIqx40tIU0o8lKkFCx5Cp2xj3468wbJJEBshPy5bAU7ega+nmMuwp0OSkOb/jnT7JgC5ihWjypUrvDZ3rvNvRZKIWrOGeGWxY68CBeh/4gTdstX3shvCYCDkwAFuW5nx+UpRtKpzM1/KNISA4ti9ohn0UKImlK4nDzPZQq2F0nXhtZqOjZNPAajUzDmN5RuCf1H7GvU6KPkGlKvreBHUMnWhlBMa8wbJQ1XOXO0rNYaAIvbb6HVQ+g0oV8exxnJ15Xw/Rxr9guH1Js5pfL0xBDio+6XPgLJvQMV6jjVWrAflajo2JQGFoFoTx/pQye38C9pvpsuA8m9AZSc+68p1oMIbjk1ygSJQvbETElVQrrrjdn8CYYYE/wkkJJLYQThdeUg5HlGVGEaTwQO5gToP+M7M+gKHEdHdgsiOkH5V3qX1hMozrRdmtEVaFBx5C2KVSuZaN2g1A1w9cbrKdEYyzGkMD5TuXa0L9J8i9xDZGjLLjkEPnzeGM0qSpkYDw0ZCiVKg0SBJYHAijq5zCwxbNiBJEiqVisBBg8hdt66pG9sZKZc6dSJ82TJTYcbS7dtTpkMHh6vdG1FpNFyYP9+pti8teQtC1Q62l31Qa6FsYzl3p+UntuOo1HJF87q95Hyg7DMSs2LQQfOP4I3OkNsfq4sPG2O2+AgCikL1dvY1VmwKwaWhjQONHnmgXg9o9aHjRVDbfAR1uoB3PjsaVdDmYwgsDjXb2DaBaq08oyy4JLQbZtvcqdTg6QMNukO7oY41thsKDbuCd167FZHpOAyCS8AbrWwbA7VWnlFW8DXobEejWg1evtDkbejohMaOH0KTbuDta/88dh0GhV6DWi1ta9Ro5RllBUtAt4/ta8ydF5p2g25OaOw6FN7qDl4+9jX2GAZFSkKtZvY11msNQQ5M759EmCHBv46ExFM+J4qBpHISA3HoieA5iwijKSkclRu6lANf40r1Tv7ppmyFsCqQtEHedg+G6kuU5GgnY0Qfhv014cEf8nauPNBznfwjp3LOAPDkPMxuAIeVSrQurjB2Y2YOkTM8vgVftYC5yswjlQoWrZeXLNA4+V4eP0LfpxP6jwdjnDtRdulSXO2sdp+djKgorvXuzeUuXTAod3xtZs/Gt3hxp+oJSXo9z0NDndP7MjNgFvgXt7wIqNTgEwjvKkU9m30ANTtnPmdErZXzMz5dLxuiIpWh70+Zz5naKZ/b21OgVB15WvMXG5S/rSztjLFfbwHthsuP35sNAcWsa8wbBB8pGlsOhVqdrGvUusKI9ZDLE4pXgUEzrGhUHvf9FkrXkrWN2mhbY7XW0P4z+fFHc+Rp59Y0+heETxfK2+0+glodLDVqtPL37ev18qKqJavBu9MtNRovwgO/hzJvyBMXvtkgn0+NFY1vtIEuygysz+dBQGFLjWq13DMzfIG83XkY1GlnXaPWDSYpU/DLVIf3p5nryvr4gx+gTA35/Uyxo7FeO9kMAYyaB/kLWZo7lRryF4avlRuU7p9A3TY2zqMbfLtBnt5e4Q34+HvbGj+dDmWryRr/t17+DKxpbNgBuinlcr5ZCPkLWmpUqyGwCIybxz+FmE2m8DLOZHlVSGA5T/nCxrNqVHhQmPOoUXJ+0o7DsxGQcszJI6gAFygUAlpl4d+483BtNITveAGlanjrGuQuI29G3YD9E+DiyheIAbx/DIrUkR+H34c138Pm2S8WY+JmqK3MIgkPQ5r9E7oZ/3uhEJpf5qPuI9dUSn/6lCczZ3J3wgQH421ZUKl47dtvKTpiBACp8fGcnTWLA2PGYMiw3XWv0mh4rUULemYbKnsZv4MONSfHw/5ZcHAuxD2B3AHQYCA0/UDuGTFi0MPxFbDrF3h8DVxywRtdocUwCC5jHvPmEdj+I1zbK3fllW0ALT+FCk3N20Xcg+0/wfGVkJokx2n+ITTsa35RSoqH3bNgz1x5mnyeAHhzEDT/QO4ZMaLXw5HlsPNXeHQNXN2hdhe51yg4W/7ZtcOwaTpc3i9rrNAQ2n8KlbIN14TfhS0/wZFVkJYEBctAq6HQuI+5xsQ42D4Lds2F2HDwzQ9vDYLW71tqPLgMtvwKj67LxqJeV+jwCQSXMj/25UNyhfiL++XtSo2g4yfKsFcWHt+BDT/BwdXyeSxSFtoPhTd7W2rc/DvsmJepsdVgaPu+3HuTVeOepbDhVwi5LpuFxm9Dl2FQsKT5sS8chLU/woUD8naVxrIBq9LIvF3oHVjzkzyNPi0FipaFzkPhrd7mNznPn8H632HzXIiNhHyB0G4QdHofvH0y2+l0sGsprP0VQm7IRrdpN3j7E7mXKStnD8DyH+HcQXm7emPo+RlUa2je7uFtWPkT7F0t1zwqXk7uXWrRy1Lj6t9gwzyIiQS/QOg4CLpl05iFv+O3Q5ghhZfxh/hV4TGNyeA2loM0EiplFpgXvcnHFFQoMyekdHgUDIan9oMb54ejAs8uELAY1ErRLkmCnaUg6Z6VY9uIkf9NqLtBHnIz8lsdCHUwIyhrjILVYfAecM+T+fzY9vJsE3uzM7LGKFQSfjoGPn6mp3XDBiMtXWi369o45V4CVPkDcT1yDlWBQNPzd0eNIuT7721Xu84iQ0JOxq51/jyeJTKXJjgxfTq7lan7tui6di3lOnc22/cyfged0pwaB7fWQEIYeOaHMt3APZ9lO30G3N0CUVfAxQNKtod8pSzbSRKEnYCHBwAJCtWHQg2sD208uw83N0B6IviVhdLt5R6I7KQ8gxtrIOEJeBWAsl3lSuzWNN7aDJFXZY1l2oOfDY2hx+HBQVljkQZQpL51jTH34PoGSE+Sq7eX7SD3NmUn+RlcWQPPn4B3AajUDTzyWrbTpcONzRB5TR7OLtce/EpatpMkCDkG9w7JGos3hGL1rGt8eheubpQ15i8H5dvb1nhhNTwPh9yB8HpX8LSh8cpmCL8mF96s1AH8X7NsJ0lw7yjcOyxvl2gAJWxojLoDlzbJpjKoPFRqZ11jUiycXwPx4ZAnEKp2A08rE0N06XBxEzy5Lmus0gECbGi8cxRuy8txUKohvGZlmRSAiDtwQdEYXB6q2NCYGAunV0NcBPgGQc2u1jUqCDP0N/Iy/hC/ChhI4SElsu2VUGMw1mIG5L4dNf74MZtc1JV3JiyBp32tB7aVHK32hYAF4NVe3g7fBsfaZnmRlRjZvyFaL6j2GxTrI2+HHIM5jWQzlN0Q2YyRC1p/B/WVgnH3r8BHb8gzKqwZImsz57Qu0Gc09B0DKhVSyAN0japBwnOrZsZgsNLpo9Ggee8jXKZMQ6XRkB4VxckqVciIjLS67IaxkoEZKhUFBwyg/O+/o3Z1JS0hgbnVq/Ps/n3TMJqpqUZDwVq16H/wIOps021fxu+gQ81nfoTDo+TlCYzVldVaqDMGao/OvGA8PAAbu0NylPy8JMk1rUp3hjYLwVXpFY1/BOs6QuR5ZYhWBZIO/MpD542QV7lY6VJh62C4skw+hkotH9s9L7RfAiVbZWo88QMc+Fqe2ZZVY4NxUG9Upsb7+2BtT0jKprFcF+i4UDYeAHEPYWVHCL8ga1Sp5JgBFaDHRsirfN8zUmDDILi0wlyjRz7osgRKK3WIJAmO/AC7Rptr1LjAm+Og0VeZGu/sgZW95JmcWTVW7AZdF4CrUk07NgQWdoQnF5VhRkVjgYowYCPkK56pcdU7cu+vSp2p0dMPeiyBMi0yNe7/H+wYK5uIrBpbfgNNv8zUeGM3LOoFSU8VjcrvRtW3odcfmRqfPoB5HSHsUuZQqEEPwZVh0AbwU6pApyfD4nfg3CpzjV5+MGAZlHsrU+Pu72HLWNnUGitAa12h7QRoNjxT49VdML8XJMbI7QyKxhrdof8fcq8gQPR9+K0jPL6sDDlKssZCr8MHG8CvqNwuLRnmD4Azq2V9arV8bG9/GLIMyjfL1Lj1W9gwXtZoOo+u0GUStPzcqskSdYYELz0qiz9B2QhlPp85T8NADFF0J51r8g7vPuC/BNRWpqrb6qQxxEFEZ0hR7rQCW0OdjeBuZQaFNRMDoEuEU33h8SZ5u2hdGLgb8ha3bGvqzckeIxU2DYPTSh5S8Yow/TAULmtdh9USAhmwYByslIfHVEWLod11DCpXtQxhzQgB6PXof/uJjLFyHpJrQAA1jh/Hp359qzKsF96WeLxwIVfffRcAN29v+h8+TInmzc1+uFQaDRW6d6f3zp0WRuiV5OIcOPCZspaUpMxKVP4/OhZOKzkhkRdhVQtIUXo5DTr5Ag5weyNs6CZfJNISYFlDiLosPyfpZSMEEHMLljWAlFh5e1M/uLpcPp5kyEy8TnkGq9vLvTYA52bB3i+UtaSyaTw4Gk79KLd7cl5emibZisYb62G1svRNWgL80RAir2RqNB776U35uZRn8vaavnB5paXG5FhY2g4enZS3T/4O24dbatSnw66v4ZiSR/X4HCxsLS+0nF3j1XWworv8OPU5/NYAIpSJFYYsGqNuwG8NISVO3l7eGy4pa2Vm1/hHW3h0Wt4+OhO2fKlMTc+mcetXcPgXud3DMzC7TTaNyhfzwhpY2FP5nOLhpwZyz5FJo/Jewq/Bzw3lNgB/9JJ7erJrTIqBma0h5Iy8feAX2DhSKecgKTPlJFnzhi/hkDJB5cFp+KUNJCmfkz6LxrOrYV4v5RzEwfcN5J4j43sxagy7Cv9rCCnP5e3fu8PZdZkajb3XiTHwY2sIOSdv7/oJ1oySDaWkaJQUjSuHw77f+acQZkjwr6LCDTeqk/VPMasBMkcP6IhneuYur95Q+DG41c6MYbevU3EnMWMydwW1g1YPoEAb8xiO+kwvjcwcCirRGL64DVX6ZCYG2uqdysr2UZk/IKWrw9zL0PlTXmj6/6IJkCIveKgqXRaX/adRj55selqSHE+71//6I4aoKADcixSh2oEDlH2RafcGA2GLFpF45w4AXvnz03PrVj6+e5dOy5fTeeVKPg0NpdPSpbh6Wan39Kqhz4CjY+y3OTFJnml4bHLmnXd2JD3c3wFPTsPVJRD/MNMAmbXTQVIkXJoHUVfh+mobw7bKOOnhCbLGgw40Hv5G7h05PEkxX9Y0GuDONgg7AxcXyb1X1ma9GXSQGA7n50PEZbi21r7GAxPki+KesfY17h0vF7jcP9H+ebyxRTZMZxZA3GPbGuPD5JuUsItwZb3t9yxJsGeCfKHe4UDjznFyu50TM19rLeaVTRB6AU78IeuwpTHuMZxcAI/Ow6WNNjQqP2I7JsnnZ+s4+xq3jpOX1tgyAZNBtabxwgYIvQRH58tDbbY0xobC8YXw4Cxc2pJpTLPHkwywZRKkp8g9QvZYP9b52lMviDBDgn+dPHyA8VKrQrLiQSRUGFBjQEMGaWwihn6ko9x9qlwg73emGI7nhxsg9TCENYOUE0oMDVScmtmT4czgccJN2FMLIvYqMVTQfLLcpYuNStXZSYyEHyrB1U2ZMXqPAc/czk/dT02CAeVhzzLTj6x66GdQINDpGWLo9aTVqoTujzmmWWZB77yDR5kypirTzkg5UbMmD3780TQ85lu8OBV79KDC22/jHRjo4NWvEI+PykNe9kh/Dve2we0N1g2OEbUWbqyEa8vsx5MMsmG6tsp+PSJJD/d3w93tmT09tkh7Lre7ucl+PptaC1dWwuWljjVeWgqXndB4eyfc3JbZi2KL1Hi4tU02O9YuuFk1Xl4J55Zi/69ZkttcckLjje1wbZucK2SPlDi4prR1dB7Pr4SzS+3m3CFJcGapPDRmT6NBD1e2wtXtmb1dtkiKlTVe2e5Y45mVcHKpDTNrEim3Oe2Exgub5Wrsxt4uWyTGwM1D9tv8SYQZEvzreNICX5Tp4hZ9Qsb8Icn0jApIZSfRNCfNOO0+V33I9zv2+pUsSDkAYfUhcaO8nacC1Fym1CFyMkbsWTj4FtxfIG/7FII+G+QkVWcK2gFE3YSFHeCgMmzi7QtTtoO7l/MxIh7B5N4w5ysAVLlyoV23C3ytJG/a1BFJxsdDyPhwkFyHSK3m9W3bcAsKcjqELi6Om59/zoUuXazmHOUY0uKca5cUaf8CDvJ1OzUOUmJwaElTninHdvR3I8nJ0s6QGOngoqeQGicPHznUGCu3dUZjYoRTEklwUmNKXOYwnd12sYp5cOY8RjqOB/A8wgmNKvm4SbGO4yXHykNVjn4jJIN8bGeIj8Dh56dSycd1RmOSotERkgGeO3kenYn3JxBmSPCfwIePCWIPblQy+/lRmXqMsiMPmcUyBMm41Gju9yD4BuRq6ORR9YABIvuAQR5motDb0OI2BLW1+8pMlMSiM0MgVekJKN0CRtyTh8ycwfgDuXUERMvDTJSvA4vvQqdhTupQfsBWfAfXTwGgKl8R7dnbqL8a72QMGf3iPzDs3AaAR/Hi1L5+nVI//eS8MZMkojZtImzJkhc67iuFT/ZJATbwqwBuPg4aSeBbAvKVtl/XSqWBvKXkto4MltYdAi1zy6wSUAHccjuQKMmJ0X5OaPQrJbd1pNHFA4KqOKcxsBK4eTvQaIB8JcDfCY3+peS2jjS6ekLw685pDK4Mbg6GiCU9+JWA/GUcawwoBf4l7PfigHzMgk5qLPR6ZiK8LQx6+bj5S9mvkabWQP7SEFDCsQnMlRsKVnROY4CT360XRJghwf8rOpJ4yAYuMpFLTCSUbehIAcCN8vjzB5nWR3LQz2PAQCRxjMCAkqjnWhoKbABVLvtCjLk4eklOiI4YAHqlO96zGNReDa6+do+eGQM5mfl4H0gOl5/LHQTdFoBvUduVV7PHMADL+kLsQ/k5H3/48Ec5l8jej45ZDBV8Owge3QZA5eODduQ41M1b2R0yM1aw1htAZ4DUTz9Cf1UehtR4elLk448J7tcPlbOJz2o1D3/91bm2ryIBlSB/VdsXNJUafF6Dwg3h9cEOindKULE/vD7E/sVZ0kOVIVCxt4MLqRYq94PgNyD/63YqA6tlc1W4PlRzpBF4vT9Ud0Jj9SFKbp2DC2nVAVDoDShQyb5G/zJQpC7UGORAowqq9oPaTmisNQSq9bX/3VVroOY7ULQWBFawrzF/OShWG2oPtP9dVqmhZj+o64TGukOgVj/HGusMhOK1IbCcfY1BFaBYLaj3jgOTo4bafaHhe44Xam34LtTtZ/9GSq2Ra2+VrgeBpe1rLFQJijhpkF8QYYYE/2/EcJEDdOMGPxPBQcI5yDWmcYjuxCOvmaUlmDyMUl6hcmqwKpnFRFCRNJQZYhof8PvF9gskMs2HMRnm+Rq4GwwJG5QYblDDWO3UigprMZ7sgQ2F4Z4yZKZWQ7f5mdNdHcUwSBByEiYWhwM/ZLb7bJZcvdXaD5S1GPevQs/SMPtrU96By7c/gpe3VUMkKSZIb5BfLkmgfxhCUo1KpHz0nmm1+1KTJuHq7++cITIYSLx+3XG7V5m3Zsv5Y9kv0CqN/K/FPPkiUXsk+BS3ciFX/u4aTYXcBaFEC7lGkbW/R5UaSrSCMl3Aww+a/2Qew9ROC96B0GC8vN16tvy3bk2jWgttFY31vwLfYlZyP5T4zb6VbwBKtpKn2lv95qqgVFso2wk8/aH1j9Y1qrXy+20yVj52pzm2z6NaC50VjY2/Bt8iVr4nSvxW38u1f8q2gYqdrGtUqaBcO6jQAbwDoN108xhZNeYpBE2V8ghvz5Wn0VvTqHGB7nOVnMLR4FvYtsYO/4Pc+aFiO7n2kK3zWKkDVGwvt+08zYZGjXysll/Lx+6laMx+bJVGPr+9FI1txoBvIdufddcf5OKhVTrA6+2t/7apVFC1E1RqK1db7/a9DY1ayFcE2iglHN6ZJ0/lz65RrZFLALwzx/ke6hdEmCHB/wvJRHCOkeiVXqCs88UzSOQMw0lDHsvPw8fk5Rc0OJ+rIpHCU3qiM65llmcQFFgPLqWzN7S9KKqUDmHdIPWCvF2oEzTaBb7ZhhNsxpDkRNgTAyFiv7yrZBP44JBczM1pHQbY9AVcXCtvl64GM09A9WaWbe31kC+ZApvkytbqkqVwO3Qadcs2liEMtrMEMubNJv07eWZaruBgap8+TYGuXe0cNBONu7tT7V5ZAqtDr+NQ5E3MLgIF60PPw3KvEMi1f/oeh4r9ZGNixPc1aLsEaskVvlGpof0yaDAR3DOLbZLLB2qPgs4bMi8i1d+HzmvAL0v1arULVOgB75wCr/zyvuCa0P8YFMtWvbpIA+h3RO4VArn2z6DjULmvMkFAIe9r0Hkp1FUqyKvV0GUFNJlgXlgyly80HAPd12VqrPUhdF8l9+xk1Vi5F7x3EryUkhmF35CrtpdobK6xWAN476hc2gLAMx98cAKqZtPoVxK6L4P6n2Vq7L0Kmn9jXljSIy+8ORb6rc3UWO8j6L0SArL8jmhcoWpv+PikbJhA7h0adgxKZtP4WiP4+CgUUyrOe/nB5yehRh9zjQGloP8KaPxJpsZ3VkPLceaFJT3yyvveWZ25ZEWTYfDOcnnYKqvGN/rAiJNyLR+AEnXgi6NQMlsaQenG8v7iteRtb38YdRJq9TbXWKA0vLsSmn6saNTAkDWyefLIUhDRMx+0+wbeXZWpsfln8O4yyJ+l+KXWFer0gdEnwFv5ey5dD0YflRcwzkrZxjDmGJR4g38KUXRR4WUs+PYycZNZhLAGywnaxj8/FUXpRhneNz1jQE8kVTDgKNHTGEONO2+TlyzDM5IEoZUh/Zp8bFs1e4xhJDV4t4KCm83vQPY3gajDgN5xDNTgVxNaHDePsfhtuLJOmaKMHTOE/Dr/kvDVDfN1emZ8CJtnKVOIHcQA8A2AdY/ALfMimzFpHLrvJoIkySU8HOV0enjidT8MdZ48pl0hv/zCjY8/tvkSlVZLwYEDqTBrloPgmbyM30GnNUcdg2fXIE8pKNDIdrvndyD8ELj6QOH28p28NdLi4NFm2TgXbgO5/Ky3M+jg4RZIjYECdcC3nO1jRxyF2OvgWxoC7eTdxd2GJ4flXKdiHWzPFEp7Bg+2AAYo0sbcwGVFr4OQzXLScnBd8LVSa8tI2BGIuSHnTwXb0fjsNjw+LJuw4u1tL/6Z8gzubZHP42vtZGNqS+M9RWPBepCvjPV2AI8OQ8xNuU3hBrbbxdyCR0fA3VeuNm5TYyzc2So/LtnGvsZbm+T3VKSB9crgRkIOy3Wf/MvIbW0RfRNCjsomrEw72xqTY+HmZtmwl2krvydbGq8rGos70Hj/EETdggJloahl3bOsiArUfyMv4w/xy8QhepJCeLa9BlOlaSO+VKE0w/BWqlInsZI4htqJbBnDhep4MxVXasg7krZCuJIQbW0GszVT4VYJAn8Arzfl7ehjsK+B3FgvWXalWIvhXRKqfwdFOsrb4VdhRjX5AqWz0h1jzP3Jik9BaDsFairJ2JGPoH95uaKrzmDdW2bfl8cPBo6DLh+CSoUUE0Nq1TIQ9wxDhh69M78A3t64DR+F6+cjUKnV6FNSOFy2LGlhYUjZqkyjVqN2daXuhQt4lbFz0cjGy/gddKj52XG48RnEn8rc5/06lP0B8jXJ3Jf6BK4Pg8j1mD5At0AoMRoKv59pqvVpcGsMhPwO+kR5n9odigyGst+CJktvXMgfcHM8pIQqO1RyLa1KP4Nn0cx2Mcfg8qcQdyZzX54qUPEH8M/S05ESBheHQdiGTI25AqHsGCj+nrnGa6Ph3u+gVyYmaDyg2GC5fEVWjffmw9XxkPI4U2NwW6j6M3gWyWwXfRQufAaxWTT6VoHXp0P+Rpn7kh7D2Y8hdFOmRvcgqDgGSg4x13j+a7g1C3RZNJZ+F6pOlSvEg3wzdWceXPwGksOUg6ihcFuo+TN4Fc48dsQROPUZPD2buS9fVXhjurm5TAyFkx9nmlkAj2CoMhZKD87UqEuFM1/D9VmgS5b3aT2g3HtQY7K5xmtz4OxESFI0qtRQtB3U/xm8C2Ue+8lhOPopRJ/P3OdfHepNh6AshiPhERz6WDazRo2ewfDGOKgwOLOdLhWOj4Krs7No9ISK70HtyZlLv0gSXJ4NJydC0pNMjSXaQ+OfwTtL0dvQQ3DoM4jKojF/DWg0HYKz9bArCDP0N/Iy/hC/TBygK2lk1jQx1g2SyD6KrEaDKzWYZTJECfzMcyZheZU3mKpVZ48BWvKyGVeUrt/4ORA9VE50zorN3hUldbvIZvBuLe96tBpO9pMLmGX91tiNIUH9xVBCMTO3dsPiLpCcYBnDXg9Npx8zu9CvnYBRbeFZjPlrHMXo/zUMmQSA4eoV0jq1xPA4zDkzpOAy8F3cf5WH3pLv3+dMixYk37ljyiOSdDq0uXNTZf16/Jo2tRfKgpfxO2hXc+wRON1USYTN+sGoARVU3wr+LSAtEo7XgLQn1pNmS4yBUhPk5063g6idWH7QashbD2rvlYeabn8P1760jKXSgGs+aHQWPArB00Nw9E3lgpdNo0oFtbdB/uaQGgH7asj/W6uJVHYclB8vazzaBiJ3W9fo3wDq75Y1Xv8WLn9lRaMW3PLBW2fBoyBEHoSDzWxoVEPD7VCgmTx5YUd1eVanNY2VvoFKY+Wbkb2t4cleS40qtdxz12yXUpdoimyarGnM5Qdtzsom4cl+2NnctsYWOyGoqWwENlWH1GjrGqtOhCqjZY3bW8pxs8/EUqkhqAm02iFrPDsJTlkpnqnSgrs/dDsLnkEQug+2tLCuUa2GtrugYBNIDIOV1eWK6NY01p4MNUbJGjc2h7CD1jUWehPabZM1npgAJ8ZZ1+gRAL3OglcgPNwD61tZajTmXXbeA4UaWYQRy3EIXhryUAoVxqQ4uYiipRECeXAsndtkJkB78zEFuIQLlbO8QrJhhOQYoOM5n2eWcMzzLhQLA48m5q+wmXOjZEWHZZnVUbgbdAiHgh3Mm9qNAZz8CHRKrlTpt2DsE6jZ31KyPTaNkMvrA5SvDatD4e3PrB7OJoumwBM5p0pdoSK5rj1AO36ygxeZkzF/Dvrz5wB52n2DGzeounkzhd59l4IDBlBh7lwaP3nywkbolUOS4NoHVowQmMZZr74n/+jfm2rbCAHcmwTJDyBiC0RttxJPiRl7GMJWyoblupULOMjHSI+FG+NkjRc/sHJxVOJJBrioaLw5BVLDrV8cAW5MgORH8GQTRFoza0rM6IPweDWkhMOV0TY06iAtBq5OkDWefd+ORj2ceU9ud3UypEba1nj5G0gKhUcb4Yk1s4Z8nPD9ELIGkp/ABSsmw6gx9SlckoebOWZPowGOKRovTrJthAAujJN7dx6sh7C91qekSwb5ufvrIPExnLZiMowaU6JlsyRJcOg92xoNBjj0vtzu9ETbRgjg5BhIfAJ31sBjK2bNqPHRbri3ARJC4cR42xqTo+DUZPk1e21olBSNe9/DbjHKv4AwQ4L/FwrTAUlxDcYCivamzMdyjtv8ShqxAGgIxIfpZF7xHcfQcY3nfIQepQte4w8F5mW+yuF3SgJdGIS+DWl35V2uPlBrHqjd5DjOfC8z4mFfW3imrIXk5gWdfwN3H5yuMq3PgN9bwSOlC97NHd77HvIXlhMZjTPa7L4dCb5oCxePAKByccF1+FeoK7/ueNq9AXQ60OkhoXsXMvbslgszajTkb9uW8jNnUmHOHAoNGoTW00GdkpzA8wuQeBW7yWWpDyFmPzyeb9sIgfw3ErYIHs11MHVcLbcJdVAZWNLB4+Xy8FjCdfsak0NkA/PgD8caQxbCfSc03p8LIUvsX9Qk3f+xd9/xctTV/8efs7u35+am914hJNTQQu9dQLoooAKCiiiWr72LvWMFBUFRQEHpvfcOCYQa0nu7ve7O74+Z27eh4E80hweP3J397JnXzu7OnPl8znmfaMy6ByKl93yMjYtYe19UxZmXMWDRH3jlt4UZX7mY1y7PMyZmfP1yVt9P3St5GDPUvRaNe/Wy3EFGBMmrf2BhAcYgyUsX89Ll8p0FhR28dFm0PFb7Wn7Gza+w8gEW/qEw40uXs6AIxhcu5oU/5C//Dzt44dJoeax2UX7GTS+z+okcz/9rtiUY2mL/FhtqromOix8FRV3/l7jaw96j1kJQajsD47L7/g1es1uzK60zV6v7og2lkxkZNyQMi/z6113Hq1tTe230uGwoe3SehApor3Taqnv4x7a8+vuYo4LTY5n6fJoePW3pE3x/Z+6MGrNKJvn61ZSWF992Y/GLnLs3v4z6qgVBoOLSPzFwYNbkyDAkne7R2ywks3iJ+sMP0XjOWV1l91usjzUvKW5cw0vduT85LYj8Nb6e/2IvQ9MimpYUuNgj00rd/OIY61/qzv3Jx9hUJGPjIhqLYWyh9oXiGGtfJN1UmLFxCfWLCjPWx4yFft/pZjYXKSGx6cVofF7EBA1LqCtwHMM0dYuoX5I/0CCald5Y5HHc+ELcWLgAY/2SaP+FGGsXUbe4cDl8RxMbFxbHWF/kb+tN2pZgaIv9WywQ2MpHbOuLyo0s8lWhDs2e8WlpraDaBYb4o5TpBV7baRm02eQUGfEy0+BzGH8n5XPfhI80y06mLS7dn3gihzzI6P3yvrK3j5CHzmRDXLq/1cF84rFIL6QY67yT/sdneDleG99mV37/FIe87835uOK73BV1uk5uPcuAR55RcuaH+g3N2lEj9tH2+99p/fXb10X6HW2lQwuPgbIxBDkqxvr6Kxsh/yk7oHR4vO9CQWqCivEFxsRWMTbK7SiascCFr2x4dENR8JYoEeUMFWOV4woHV0T7LR9egDGIxhTDGCSi5OdirGpsYcYwpLxIxorh0dhCy0ZBMtp3MTZgXOHgqpOxokjGimGFP+ogFeU1FWPlRf623qRtCYa22NtidTZa4EHPu89qi4VCgcAYB5jnYgnFKBmHAh06bLLI77vyfyocarh7BKqL9hFo1ODrws6LRNUBTH6YVBEn21CkRpjpYNWnu6eQh+/OgXcweHsFLwCdy1hhwOOfIh13Xh63PR/4G1sdVHiGqDNBOkxw3WeiLs8wYSZfuJRD3pu79LWfj4Bffo7GepCYOFHFTy5Sct7Hu2aZCi7NB4GWH/1gy+xQNhu8RxTo5LPUIEYcwagT8gcbYQej38O40xQMcsafzrhTCiwXJRl1BCMPjarB8lnJkGjcuOMLM044lYmn5fcnYOLpTHxP/qWYIBlVlY0+jPICN0+lQxl9KOOPyx9shB1MOpWphRgx7XSmFME4/hjGH0b5iPz+yoZF4yYeW5hx6qnMOL0w44zTmVEE45R3M/Gw3PILnVYxggmHRlIEhRhnnsrWRTBufTpbFWJMMf04phxOeQ7ZgE6rHMm4vQvv95+wLcHQFntLrU2LW1ziUp93lyvc40pX+bY/+5ZNomaBJQaa7L15vIQS0pIykkIJoeWu8JhT1HsZBMoNkCO5MauPjDa/t8kc7Z3NXYMko76fz0W3plAoig42/40XJ1B3Y/e4ud+J/8gREGV6/p+JKkT+PJrXenQhP+IbcipVd/rozMVNZ1jyNP83ivt6zMyc8fncStX9fIQsW8QhI7n0212RT9l5F8RLZsnCwVAYyixZLFzVVzJhiwmSzPxu/jEzvhmJLE79AolS2ZdkEow8jpodGfseBmyVPSgJUlRMZPz7qZ7JhPfL/n1MRGxbfSVaot3mO1nG9LBtvhUxbvXFqAIs6yUjwbgTGLQdE97LgOm5GSsnMekMBm7FpNPzMKaYHTNuW4Bx2wsjccA5X4yPYw7GiSczeE4UDA2clpuxekoUDA2axZT35vaXKGH7L0f/7vzt/Iw7fzsat8OX8h/HKacweBtmns7AqbkZB05lxmkMnR0FRNn8BTHj3C9Gx2f3Aoy7fTvStdolfk9Zz0UJZr6XIVuz9RnUTMnNOGgaW72P4dsy8+Ts/oJEtM9dvxAx7lmAca/v5Na1+hdtSzC0xd4yC2Xc4Fde9aS+86LrrXCN72uwGUzxAVN8QKD/EkGnblDnabLz32bLPePDmiwFlc5S7UKByqJ9ZCxX62jtno42DDqZsZeSqMn2hrJP73as5o2jqY+XqsYewn5/jafV+1hnINXXWjdy33t5I1qqMmlXzr0laheQzUe2CYGWOv7yYe6PhQ0nbc1FdzNqYv+xuXy0NvPLz/P7qKosMX68qjsfkJhZvD7Q21Xd8Y63se9l9iWkOr9bcbCTrGLrnzDxI9Hj6lnscncUzKCr9F6CcWew3R+jzalK5t3LkE49mHgMDNqZPe6nJN7XDr9h8od7XKjicRVjmXcbg3eKHk84je1/S2pgH8YBkR7R5HOixzXbsPddVPZhDJJM+gA7X9HNuO99DOvUg+nBOGRX9r2fknhfu1zMtHP7M1aOY9/bIx0hmHIGc3/Tzdg5a5EawI4/Z9rZ0ePBczjwTqomxON6ME77IPMui7aXVHHofYzYowdjfIYYvlv0XEk867zH7yLtoc59dl7Qq8Zx8O0M2S56POMDzPtV9+t6Mu7+C2aeGR+DbTn0DgaM7+0vSEYaQ3t3Mg7gXfcxcl5/xpHzoudKBkSP97+UWWf1ZxwwnnfdwbBto8ezzmSfX/ZnLKlmn18x6wPxMdieY26Plsz6Ms45mwN/Fz0urea4+xi9e3/GMXtEz5XExRSHXMY2H+zPWD2B4+9k+Jzo8bZns/9F3e+tc3zpQA78Dduc4e2yLTpDsb0TNU7+02yJF/3dT/OMCOzkIHt2JVLTrt6j3q/FmnhLKJV3KSBhlENtrbssN6PBRofosFBn9JHsI8TY10eJA9X4W/emTAuLD6HpwchHIc0eAeU7MPOpHj7aued4lt1YpA+RsNxJi7pPDpk0V36Qxy5HKK/KdKeV1/C9NZTEAmeZDD//NH/5UfeYfMUhRNL4t6+hehAIw1DL97+r+QtZdGB6WGLCRDWvLhIk/vX7qnfib7Ao5nQza2+IxA/LRzPi6EiYrq+FGTbcQ/3zkZDiyKMoz5HrUbeA9XcjZOg+1GyffVzLGlb9I2pGPHAWIw7KvgSSbmbV9ZH4YfkYRr8rN+Pau6mdH4kUjjkqEjXMZrULorFChu/DoByMzatZcX3EWLNNpBmUbRaho4mVN9C0PNrn2DyMq+9i84KIcdxRVOZg3DQ/Km4QRvpCncFNX2tazbLraW9g8GzGHJibccn1kUBj5VgmvisKELMxrryLjfOjC/+Eo6jMsWS54XlW3hv9PWZfhm6bfVzjKhbfQHtjNGM07oDsjO1NkeJ3wwoGjI3EGUtyMC69kw0LIsYp76JqVPZ9r3su0hsSMG4/hs3JPq5hVaTk3dEUjZmwfw7Gxmhcw8qIcWoOxtjeinPH2zPftMX+J+1ljwkkuvNy+lnoKbfLSNvRQQYYrES1ac62wDdAIs4Mylcyv9rNAiUmOlWFcRIGqPZ1m+Igq3CtWka729V5v0qfkbI1ifJIcfr1XTpRC1hIy9MsOoJRX6Nybjxd/kOW35y/tLmnNS7hpn2YeyGj9oqWuI7+Hk9fHam7FnOv0lLLd3fl3d9l1iGRgNrZX+fmy2jYHC2rFbKONk7bmfO+y37HCoJA+QWf0vqbX8msWJEjk5ryj1/wlgRC/7WWXkf9j8lcQsk6MoNpeJrqT5LscfEL22m4mPafk3oJZTTcR+LTlO7Y22fTzTT+gOB+UWn5PFIXUHVs73FtC6j7HsFfSTXTNpW6jzLwXIIePdDS69j8Y9ouJlhP+xA2P82gC0j1Yaz9LS0/J/FyxFgbM5bt0HvfDTdS+0PSD0SMtXuQvIDqY3qPa5nP+u/R+jfCZuqnUfJRhpwTy1fE1rGW9T+m8RLS62kawvpnGHoBJT0u0Jk2Nv6W2p/T9gpBOevuY8RnqNi+977rbmTDD2iPpCZs3DNirOlT0ND0PGu+R+PfCFvYND1iHHZOvCwXW/saVv2YzZfQsYG2oZQ8w+gLKOmR95RpY+1vWH8RLTHjyvsZ/Wmq+gRjG29g5Q+oi5f27UnwKYYc1Xtc43Os+D61MWN6BsmPMupDvRnb1rD8R6z7XcTYPJTUs4y9gNIeeU+ZVlb9hjUX0fJqdH5cdj/jPsOAPsHYun+w9EfUxoyZvfBJhvVhrHuWxd9n3bXRzWfzDILzGHd2b8bW1Sz5Eat+R/tG6oeRfI4Jn4gT9N8e2zIzFNs78a70P83+7meWKFzCGUgoU+FE/2ewkUKhV1xkqaslYkHGAunISEoqs4OLVIuWdBr8UINvxBP46aJ8kDLQtUrFSXkbf83KD5MJigxokgiYdDU18cXojau4/9Q46boIH0EiCnr2uiSaboeFt/HboyPF7ILNwzp9ZHj39zkobpo5/xE+fghNjUX6CCKO0/6P86I8jY4FC9QfuK9w06bu95JMkk4rfe9pqn536VsWDL0Tf4N5mTtWsHZ30iv1nt5LkhjKyIdJTY2CjPXvouW2+PnOU3J8rzrsb1S8K/p787fY9MXIR5fP+O+azzIkzrlovpPVR+gUII0s/kWU7cWo26ILXPsyls8jvao/Y3IY4x6mZAphGyuPovmO7Iyjr6PqyOjv9d9g/ZezMw79AsMjFXT1t7P0qPh31oexcm8m3Roxti1l0bxoebovY2o4Ux6OJDMybbxxBA2dn0Ufxsl/Z2CsJr/666z5SnbGkV9i1NejTbW38fpR8U1JH8YB+zL9lihoa13CC/OigKgvY8kItnmYsklRkPHy4dTd058xCJjxDwYdFm1a+lWWfS074/ivMOGr0aZNt7Dw6OyMNfsx6+aIsWUxz86jbW1/xtKRbP8w5RMjxvmHUXtvdsZtrmfIodGmRV9m8TeyM07+GpO/HG1adxPPHhO768M45AB2vCkKiJre4PF5tK3rz1g2il0epmKCvrZFgXqL/UdZtaFF6f+EMlo1u9UliMruZ/ioHf1YpfFFBDGQltZigS90zUQN8ElD3CYlxzRyFh/RQt17hWJtjSHnMPUpqvbK+8rePtIsOZWOTdGmySdx9HzGH16cizBOLHrw7G4Nja0P4QsvsvOpb8IHrv00y5+L/p6zO39eyHEfLtJHfNK7/Ls8cTdIzZ6tZv5CFV/9uuQ2syUmTFBy0CEG/P0GVb+/bMusUD7bdHaWIEP0OLOBDXFVU/1P40Cob5JaRzR2wylkaml9Ig6E9PEZ/137HZrvIdPE2hPi1/dcH439tz5IbRw0rT2bdN8gI/aZ3sCauGJo80+iACsX4+qTydTR/FgcCOVg3PAtmu6LGJedGF8YszA2PRDNGMGKM+noG2TEPjvWs/yM6OG6H9Fwd27GJSeRrqfxkTgQysG45hs0PBBpKy3Kw9hwH2viAoxFH6S9b5AR+2xfx+vvjx6u+iF192ZnDDt49aRId6ru4TgQysG47GvUPRSNffmk3Iy197Lih9Gmlz+QJciIfbat5ZX4RmzZ96MZv6yMaRaeFB2bzQ/EgVAOxje+Qu0jdNTz/EnRa8MsjBvvjmaCYMEZtK/PwbiGFz7o7bItZ7It9pbZNublWSLrtM6Znw7rLfZMvGwWCAw113byVHf18NFZMt9qhTf8WkbUc6zUrgb5m6DgCnC3DzZo9GmhuFS9Ygcm3URiQDEuosqsjmaWfig62cKgrdn/71SMVlTZfVq0nPXA2VG3bxg2hff9gdGzitD+iH1kAv54DnVxDtaIsXzq5+y0b3Gl+50+vvtR1kTK3Ynhw1V87gtqnp1v0OtLVN9wk9IjjhQUElL7X7aOxbTcIneyVpq2h2l9noafyb0uG0bLR41XUPdL+TMbUtT9gsZryGyWXxH5l9EyUvOteRg7aHmQlgVs/lkefyFhE/V/ZNMvCjNu+gW1V0UBXj7GDRfR8hKNd+RnbLqf5hdY//P8jJkmNv2J9UUwrv8Fm/4SBXg5P5sMay+i+SXq7srPWH8vTQtZU4ixgQ1Xsuqi/FIGQYpVv2Ddn2PRzjyMqy6icSG19+Rn3Hw3TS+x8qI8jBnSdaz9C8t/UZhx+S9YdWUsiJmHcenPqX+BzffnLsMPO9h4J02v5d7nv2BbgqEt9pbZSJPMsnueEWFXqXsQ//+wq/3R520UdTKuNM54+WZDojL5KEE68rHcHzzmXepFSrAJw1X6ypvy0e53ak3R7t5oSLKKMXmSwbsCGN1B0aZreH40m/8ejUkkmffL+AVZAofOWe1OH5mQZbdz+Whevix+WcDJv8xddt+XIxPy+qN8ehx3/Lh73Cd+lLvsPquPhRw2gV9+eUu12D9j7c8pIvGMtgdJLyswKEn707Q+Jn8mfAetj9P2NFmqNHtZZj3N9xbmI5pJSq8oMChJ69O0PF6YsfkxmotgTK+LZpGKsaYH6VhZmLH5aZqKZGwqgrFjDfVFMtbfT/vqAoNSND5N/WP5tXnCjmhM49P5AxJoX0Xt/cUx1t4fL/XlsaCEhqeoK4Kx7nHqniosNtm6MpppKsbqni1u3Ju0LcHQFnvLLBA4wGl2daRUv5NIFAh1j+0ODxps8nff1yKS/J/qw6Y6T0rfmZnu5qx9fbTb7Hkf1RpXpVX6uAF+JtA34S63j1C9BsdKeynaMPQDTPgLJRP7ushd4ZVp4vXjaXg0ejzpGA6+kUFZStVz+mjl3vez9Jbo8Yx9+PhdjMtS6ZKrdD/TwdUX8GisZTRzBy55kNm7Fu8jDLn4G/z5ZzlAt1huKy08BBK5K2R6W1mUaFvIgtLo/2ICsUSRPeSCYscVy1hePGOx+y7qOAYRY8/E7JxD3wRjsZ9hMcc7UDxj4k0wJotlLHZcsYxFjuNNMBbp703almBoi/1LtlGdldZrjttlJCTs5igf8J1eAVEi/sFmW1gJpTWrt8A98ZjABKeY5wYlarrGBXl8RDlETZbpFjIs936DvSxhcter8jaJDdOE7ZrDHmJ5g09i60VUzNX1c8l37gnD6P8VX+7eNv5w3v1CpEfUeYeU1weRUnW3fIDpe/P5p9nl1O4Zor5L+tns71/oTnzeakd+9xAnfezN+bj4m7S3Fxi0xXpZ2V4EhU7uJZQfSene8vfA6qDiSCqPKTAuSdW7o7F5Zz4SlO5A1bsIKgowllJ1OOV7FmasPJIBRTBWH0t1EYzlcxl4VOEAKyhj4JFUzpP/ktYejRtYBGPNsdQUwVi5C4OKZBx8JFW75WcM26NxQ48tzDj0WIYcmX92RoLq3aNxQYEgIihn6FFU71yYcchRDC+CcfixDC+CcdAe0bigwE1Eopwh++Qf80/almBoi/1TtsAi3/FHX3KJb7nc//mVy92qVtR0ssIAOzq4a3xnENLbeqpEpz3pb+7wK3XWgqQyk3ywl4/+1tNHhzWu9KILNHkdJKRU+TJdgVTY30sYSqTTEpmMZKZdJnOlxvTh0uGT8Y4TjL5Q1zp6dozupaZ0hs138MIecbKkaLlrp292vZOsS/K9fISseZq/bMfim7rHHPGVSLE1CIq6IbRhCV+cwRNXdW8743NUVEUl+MX42Lye5x8pYuAW67LEAAZ8TO58sQRVZ0YVWwM/J/c0YYrUVpQfSvXZcfCSQxk4KKX6XMr3pnQnufNiMgz6PIlqas7LzzjwLJJDGVyAsWQWlYcw6Ow4MMjDOPhcqvaNdLryMQ7/HMkahn40P+Pgs0kOZuTn5M51SVE+m+qD4pL4fIxlDD2H6v3jcvw8jKM/F7VVGfnhPIwBI86Jxo0twFixLQMPYNS58QxIDsZEWVQ2X3MAldvmZxz7WUoGM/qc/IxjPhwJhI7/fG7GIBWV/w/aj7Hn5lf8TpQz9kMMPYgBs/Ms52WY/Nmo9cu4D+XwFzOO/2gPgdC31rYEQ1vsTdtjXvQrf7fcuq5taRlPWOh7ruwKiHZ1pFnm5fDSe7mq0xZ50t98XW0cEI11nPHeEz8b9PkpZ/exyUOec4aGuHVHmePjHKKgv48wlIhnTnpuT7tXY2Y/HWGsnVF9EON+rVsduBdGd75NT2t4lIUHsOn66PHwuex7ZSQn3/eclMvHhgXcdCQv/SF6PGI65/6DVKE7+h62bhG/PZnb44qNYaP4+W1UDiyY291lTQ3F72+LRVbzDSo7899Svf8tP4rBcU5XxaEM+oXou9V5p92pYDyZ4bdFM4qpUVFJfFBNl7JzPM8ZVDDyBkomR4HyyBsp2aq3r04ZiMHfo+r4aNPQbzLglOyMVUczPP7OVB3OsJ9nZyyZwphbo5uGkjGMvzUKtLrmYDsZKxl3U7TsHARMvImymdkZR/2AmndHm0ZeSM1J2RkHHhONJZr1GfPT7IxlU5l8S8w4Nvo7MaA/Y6KSKTdROiFinHYT5dN7++pkHPdDBh0TbRr/HYacmJ1xyPFMiCvjBr+LCT/Ozlg+ja1ujhjLxjHrlih3sS9jsip6rmx8NHbWzVRMy8KYYPKPGRrLMkz5HsNOiP7uDEw6/x1+IpPjtifDjmHKj+L99WGsmM7sm6NjUz6B7W7OwTiA7W+hbGzEuOMtVEzNzjjzp9GsEMz8ASOOzc446iSmX+jtsi06Q7G9EzVO/n9Ys1af8xvtOaaPEwK72capPWaF1ljsFr/QKK6S6hHEZLsWBxIm2NZhzu/a1uB1L/q8Fkt0ru3k80HCALNs57KuLWmva3CGjKd1Rh2JWEwwl4/AJAMSL3ZXTrUtZckZPXRCFFB3DkgNYYeV3cJiTat58Fze+Hv3sGyBUE9LVvCB1ZEsPTRu5JpP8tBleV7UFyXBd5cyOFY1bqjjN1/ljz/O+zJww+uMm1L8vv4Jeyf+Botibn2CxkujJOTkKKpOo3RedEHpaR1LIlHB9gVRcFNxLBXH6NfVPlNHwxVRGb2Q8r0YcHo0O9LTwg6abqTxr4QNlGxN9ZmUTO0zLowY6y7rZqw+nfLd+zO2L6buEtpeiIKbAcdQlYUxXUvdFTTdG/mv3Jua00kO6s9Yf0MkFphpoGxrhpxFaZ/vWhjS/DibL6N9ZSQGOfh0Knbrz9i2mA0X0/JiFNzUHBsJKWZj3HQFDfdGx7FqH4acloWxnc03sPnaqHKrYhbDzqJscn/GhsdYfxltqygdzbDTGZCFseUN1l0SVcElqhjybga9K+5b1sM6aln7B+riBOiBezPi9B4tXmLLtLPxejZcG+UtVs5i5JmUZ2Gsf5Q1f+hmHHkG1bv2Z2x+g9UX0/RiFNwMe3e0PNaXsX0zqy9n830IGLQPo0/Lzrj2H6y9LmKs2oZxZ1IxqT9j7aOs/AOtq6KGx2POoGaX/oyxbVGg3mL/dnvKyzkDIcgIPWyB8UbYzTZKlRhpkr29xy1+0TUu34REKGOJZz3tJrPtr1SFAaaa6fOec3ZRPqImHQss9jPjnCFloKSpBrhEnR3iHWVbuuv7bhZpCT+szFclgpHRHeOkP/H8BJHuRl4HCCOl19dPje4Iy8ZROYp9L2fZ6EiWPgwL+0k3c8vx7PsraqZSNYT3/pbnb6ZhvZwCkZ05QZno/fjlCZxxCWNnMWAgF/yQB29m6avZBSKTSebu97YHQv+tFspoLmvUUBbqQFKoWpMKGUGffIu2VJOGmg5t0hIyKjWr1CbRpxghnWjRNLBVy8AOZJRpUaWlX/ZGGLRrqmrSXNUh1C6lTZXGfqndYRBqK6/XVN4io0VCqwr1yrIwtpc0ah7aql2zQEK5RuVZGDPJFi2Dm7QPbhIKlWhUrknSoD77btM6sF7rwCahJinNyjX0uzCFQaijslZrZaOMegnVymyWEvabL06X1GsbWS8TbkZaSVCrRJu+fRAziSbtQ+p0DI7K51NBnZKgSaIvo3YdAzfpqNqEeomgVipZ1/94C6UrN+kYVysMNwqCCqnEprh6tjdjprROeuRmYWYD2iRTmySC/oxhskl6+GaZIRtAIrlZMtkk0DvQCIM24cBNMhURY5DYLFFSl2UCOqR8M6M2RRWFiXLKNpGFMSypY8TmSG9KWzQuaO/HKNHEkE1Ub0CCks0ETfRhFLRRs4nyTYT1pDZRUqe/hdGY0RsjtfFkefRYqPip7DdvW2aGYnsn3pX+/7Br3edez0gX1BNiqIHOd6KhBgqF7vR7r3gk1hkqFIhEVqnGUT5jsKi30Ot+YoU/C3IskfW3QNIA27hItW1As+9p8VVCkplceRC9fVCuMnGtVLB/tGndbyNdoTCI8nuK8RGkmPaX6C4QXr+Gu06OS+yLey+CgH0v7m6q+OKd/OzwqKdZ34Aoa9VbED1x4vc5LFaqXvA4Z+1Le1vvthvJVBQw/eFRJk7v6+gtt3fibzAfc6jVGmdpdqduhd7o33LzjHS5RNxkuNZP1bqwx7joc0oaZYRrlYhmc1rcY4P3oU13XkcCKUNcokIk9NlhqfWOlbYkfj7T5XuATxjo8wKBUItN3qfNHf0YS+1lkL9IiKqgGvxAg2+K7qE7uhgTRhviRqmYsc2d6pySlbHa5cpEKtBpi9U6QsbSHoyR7wqfVulLXYwNTtbh9n6MKfsZ4BqdzZpbM9/SGn69H2NgrKrE7RJBtJzUHt6qOXNSFsYSFYk/Kwkixky4SEvbAUJLu3x1+i5JflFp6mvRZx02a2l/t0zYnzERHKi85O+COFm9o/1r0u1f7ccoGK+07B5BIjqO6fTNOlrfrVt/g07V/FTZtZLJ6LMOM69LN+5HuKwfY1D6Fcnyr3Yxqj+ajv6ftdQhVF/XxRg2fZmWb/RnTEyg+h5BMr45ar2RuuPR3uc4ljLwWspiNe30a2zej8zyfowqv0ZVXHASNrHxaNr6/2aUHcbga7Mmq29RoN5i/3arUJYtBTmrbVLvV64TxncdB3q/vZyirF/JfG5rVu9GP5COZ6OmON8MX1RqWJEeQmmNXvBRHV3J3Z9R5QpJxc52hGjRlHm3TBjrrQw/O8on6NvvKJ+PsIPXTqJ5YbRp6gkceTejcuVVZfOR4Z4zWR0nNM86kP97iNmH9kfOGufFn93Vn+a5ODF79i788Qn2P65bh6ikjCPfx5VP/VsCof9G2+Cbmt0dP0r3+rfFo9b7LGhyUxwI9RwXxo/WWeukaHbCchu8F616J7hm0G6jD2j3qlDGBqdIW97j+W7fDX6s2dWgzpe0uavX853/tnlInU/HvP+IAyG614XD2Ptamxwn1CFtqTon52Ss9z5prwll1DlOxooez3f7bvZ9ra6Kj89ndbgzK2OH+zT5JGjP/DUOhPozhlZrzBwlDNMy4RuaMyfmYGzTnDlZJnxdGKa1tB8htLKXr07f7elv6khfGR2rjgtkwuyMmfBubR0fj7Z0/CUOhPozCldqaz1MGKaFmUU6Wo8VBWt91Z3bdLQeK8wsEoZp6cbDCFdlZQzbvibT/pdoU+P5dGT/rHXcQeMnote0XhkHQlkYMyupP0wYZqIAp+44vQPKzuPYSt2xpN+IqnQ3H0pmdW9fnb6bvkJL9H1Uex5t2X8zWm+j7gJvl20JhrbYm7IdzZApKhgKZWSsst7joot/IGFbBzjZ1yWK+uqFQmlNNljgjthHYJSj7OQaCcXoTURRQUadFX7ftbXUcao9KygmqApDMmlBpllr+uu6JlNrDmfWU5RNU3D6NhSJGaYzLPlC9yzOmH04+gFG7qYolenOsvuHPxfNBsHknfnYTWz3ru5gJtdH1FVKH3D156LeZzB1G753FQ/Wcusy7t/EV3/PmEn5mbZYVkur1eCP8in5NrpOh7XqXCT3qTgtbZlmt2v0B9EFJFc5Y6jRpVrdp8PLcld/Ber9TNomzf6Ql7HFVdLWavCTAoyLtbpVi98VZGx2iXZ3SXslD2NCsx9LW6/NZXkZ2/xJxlqt4Q/yMoYW6XCztvC3BRjT2sLfSGduE4avyJ0UmNCW/p5MZp2OzKV5GTsylwnD9dLt383LKHxVJnOLdMcv5U4kjBjTHb8SdtxC+Gpexkzr94SZdbTlZ9T2e2F6PS3fycPYQeYV2m+juRBjB82/pu0mMq/nZdT8PdJrab48P2PT78hszPH8v2ZbgqEt9qZspCHmmtlvfbnbQkGc85CM//+Tm/zSNTaJWlVUGWS2A/LsJWrZ0ekjIfS4P7veN9WK7i5SqozzgTfhI2OVS833Ho1xlVkQpJQFX8v7foNMRiKdlsxkJDIdMulLNLfPkc7EVWZBwITvyJv0kxG3uRDl5Wy4jqemRw0WO223b3XuMdfbiV8f+1h+H5dO5JWru8cc9ZUooMpVdt/TRzpk2XzOH8s9F3ePqahi5DjK30S12hbrZ62eFMbaW7ktrdmd2jwt9wUAUlrco8XtcgcPkb8Wt2l1j/zpoKEOL2t1q+iuPj9jqzt0eKYgY6u7tbm1AGOHNrfEs1H5GDPSXtThtiIYO7SHt8kUwdgR3qEjvKUAY1pHeLN0eIf8CtQZYThfOrwFhXS4OnSkbxKGzxZgLJFJ3yaTvqkgYyZ9ozB9e0FGmWdov0mBSg+003Ez6fkFGbXfGgU5BRi13UjbbYUZO56i9eYiGNtoK1Kp+k3almBoi71pe69DzDUzyzNRHk9ngWVPe8USP/YnDZrA7k6yjf2z+s+VU7TWa/7h6xqsB+N8wDjvl+1rHOUU9ffR6GUveH+XDlFp4kxlwbdlUwwOMhmJTKZ/EmL4spb2g6Qzj0UbhhzH5EtkFbDrDD76WusbvHgkm+JO5eP255CrKcmyhNiVAN33zazg1pN4JZ4Gn7hjNENUOaR4H/XruPRs7rgoy5Nb7J+1sOBJ/c2MC+NxhceG2oV5L1A9rVghzULBSKcVx9idA1M4azAset9vLWPY2Ti1KCsU9HZa8YxhEZ9NqL14xrDIfYfFvpeOqMqumHE5Z+H67rtYxmI/lzdnW4KhLfamrUTKGQ73Jacr6xPxZwuEiOqyajW4z9MgIWkv73OqH6jQU0QrzKbkEz+T0abJs26M9xWY6CN2drMy43q8Kswh0BiRZLRZ7tddW8oSFxiQWCxh+24fYSjIVl0V+yCtreP/ujeN+CA7rqZ63x4+5LnBiter3vi4rt5fU4/j/auZfEyRPmK773zS8Ylp1kF8fwV7ntEfOZ9d/VlatmgJvVVWZlvFnF7L7C5lkvyBQVqZHZXaTX7F35Qyuym1o0IX/ISRSu1bYL+RldhL0sQCYzuUmCtlnkJNUFN2lzJXoWAsYYwS+xXFmLSvwIQCozok7SpZBGPSPInELgUZA+MkggOKYAwkEvsTFGJsl0jsJpHYqyBjIrGXILlrQUbBBFLFMUodQDCuIKPUbpTsWZBRag9KdlMwAE1MonS/AvuNGUvmFjHuzduWYGiL5bQG7f5skfe53xHudIYHXGOx5viLPcpQB9ul6yeWVd25h4VCt3vU7R7VGHeIrzbUzo7tGlPYR8ZCd3vCXzWpBaWGmex8nXcfuQOhTkvb6E5v+J5WUeJhIhiqPPGDbh8FiyzTMuEDWtrPkMm8Gm1KDWTSz3vCFrAw6ni98Fga50ebSirZ++eRMGOx1ryWvx/MmidiH2Wc/BPKqqJls2JSvFobeervxe9zi+W1lNEqHSp38JJUbg9lpqvuIRfR3xIC1SodZ4APyB/VdqhylgpHShgmn5LvAGdJmaDM4XkZS+2rxDSVzi3AOFCF41U4S6EmqBXOVuZogaF5GcudI2mSkgKMKQdKBVOVBgXUtA1SEpygNHFuQcayxLlSiRMwJC9jSfJjkokpksHhcgcGKYngEMnEVMnU+QUYh0gkT5Qs+WhBxmTqI4KSEwsyJkrPF6SmUnJYXkYlhwtSUygvwBgMpfQEKgozqvgoZScRDMrLqOJ8SqZTenAexiRlR5KamGef/7xtCYa2WFZbr8XZHnaxVyzXpEmHJRr9ykvO9YjaeMr3QHPNMgmKKpcPhW7yoO+53CaRxsTW9jY97nZfrIrEc27wN5+3Oa70GGJfo3Uq6RbnZY2rPO8EDV4AqWCvHjlExf000pkrNbdvL52JKyAqZzPplzFDkT+vTTfw7I5RLhEMGMeBV4j6mBXpY+X9XLUrL8RJ4pU1fORvUXl8oY7RRInXmwt1/d5ib8aG+a4Sk/T/DBNSRhvup2CAM1R6V9dz3ZZEieEulVClxDZqfDt+LtVnHAN9WZmdBcoMcblAud5BROS73EEG+Ej8mp9I5mBMGqvGr0Cls5Q5OgdjqUH+KFApZVtVvpeTsdI3lNhFoNxAfyYHY4lDVfho/JqLJHIwJoxXFc/ylgYfkcrDWJm4WhBUSgY7KAt+kIUx+rss+I5ksLMgKFdeci3K+oyLfCeDo6SS50f7LvmtwMSsjIEJykp+F70m9TFB4pgsjCmUKSmLytsTiZ0kS36UkzFZ8iOJ5FxBUCFZeV1ORqljBKUfi/6uuiQqjc/CKDExeh7KP05Jtu9jCuUMuE4QlFOyC1W5j6Oqn1CyYyTOOTAPY+mxcWCFQZeSHJ+dMTmFmou9XbYlGNpiWe075lurpd+kQohlmvy4M4CQ9CHHeK9DVCku6TYUqlXvClFpdyBhf2c60DkqDS4qlAmFWjW6w8+6Svcnu8DWfqRcoWneTstIa/ayj8vEU81lic+qTNwiYXaRPqJS15b2dwvDKEHcyHOY9WDUILFIDtK8fHKkCgvTT+KEJ5h4aN5XdlmYQchdZ7EpShA35xC+/hy7npj3pRFCmkGji+TdYsVY0lBj3GyIL0iZEgcLEwz2GWPcJhVrZwWShvq1oX6p1I4CVRKGGuB0o92j3F5dPgc40zA3KXeYwECBauUOMsx1qn2sa1yZXYzwgCpnShguUKXEtga5KA6USmLG4Ya6R7WvSsaMSZMM8EVD3S9pdBfjIL9X42IldhIYIDBMpQ8Y5iFl9u7ad4Vz1bhNqSO6GEsdZqCbVfp417gSuxvsUeU+JDAcVVJ2MMBvDHRlF2PCSAM9qMLXJUxFpYTJyn1FtYckOo9jkFSRuFJFcJmknTFAYLiS4GxViSelgn26j0/iPJWJu6QcKRIHHCjlcJWJO5QlPtH9GSb2UlH6nFTyXIzAAIlgrtLUZcpK/iqIW0UkglEqSp9QkvyWwFRUCUxRkvymitInJIJRMWNKSdk1UqVXCBIRIyMkU+cqLX9eItl9HFMln1BSdp8g0clYI0gcqaTsPqmSbsYgtbfkgOcFpecSRIySO0uUXyFZcU0XY5AYzcCnqLiQRMQoMTV6PPApQaKb0YC/UXU5ybmRv2AEZR+m5nlBSff3UeUnqbmX0iMJBhLUUPouau6n8vzucaX7Mvg5ys+JfAUDSO1K9R8ZeHV3y43kGIY9TfW3ouAnqCI5jepvM+wJkiO9XbZFdDG2d6Lg29tlyzQ6TbaM/d7LUN82165GdD37qmV+7i8FvPf28V5HmGubruq0jZb7m8+/KR+7eo/ZDhXEsX2btZ52mMKJMp25RaExPmicj+pU3A3DWk1tY9BSwEUoCKN5oGTyLCUlFwk6Zf8zbTwxJlKgLvR2On+Fw45n5hVxI8nIv8unU7tI3vWuniXzEw7kyGsp7ZGM/bXdWfS4nErVpZX8fDUV1flZ30Z7J/4Gi2FuV2+Ve7Rar9Rgo+2ntI/KMWS0W+dBDRZJKDfCnqr0XxIIhTZ73ibPCIUG29ZgO2at8Gyy3Hr3SWtWaYJh9pHMIknRrs5ad2m1XpkhhjsgJ+MG92v0uqRyQ+2tMp4Z7stY51l1nhIKDbSDGjtlZWy21Ab3yGhRYZKh9pPIUtDQodYGt2uzTolhhjpIicH9xmW02+QeTV6XVGGwfVXkYGzwlHpPCoWqzVVtblbGFovVuktGk3LT1DggB+Nmm9yqwzopww12qFTW49imzp1avCahQo0DlZncb1wo1OgJjaIl8Co7q7JzVsZWb6h3h4ymePn1wKzyIx02qXNzF+NAh0tlPY6tGtyu1asSKlU7WGkWbbZQqNmjWkQFJRV2U27XrIxtXtfodhlNSs0wwCGCLMcxbYNGN0hbK2mkKu+SzMLYaW/FuWNLMBTbO/FE/HbZ7Vb4tvl9tnZXinV+YQLMMdiX7WRwLMZ4ib9b4PUcmT/ZfYw10ge92+BYvv1+v/Oy+3LQZfcx0CgH+qRB8V3iUhdZ6Xd5fKT7+Sg1yjQ/URUrVbd3/ERb+pM5XIQSmSjZu6cPRigpu0oiuW+0ce3lvHp6Lozs8VpyEDMvY1g85f/GTdxwVI8XZfHR93CXVHHAL5l1WvT4lYf49r5RWX62gOjUn3DI+f23/xvtnfgbLMT8hqu96hIZHQJJobRAwlTvM9VpXReMDZ4039e02xyPiz7Y4fYy2xelYoXlZqs95/PqvdoduEurMtF2LlQVJxGntXrJhda6Q7RUEwilpVTb2pcNs0f82tAyV1rkt8JejEmTvN9EZ3QxbvK4l3wpZkwJ41LJofa1la9IxowtVlroU5q8onsJLK3CFFv7oQrj4y0tXvN1693eh3Gg6b5uiD27GFf5g2V+2Y9xrLONdWYX42aPeM3ndfRhHOIAU31DMp69brXcq87X3Iex3FTT/Vx5zJjRbIkv2OxW0UJKQpSIXWOi76qJZ8RCoTUusdrPu9g6/x3lI0Y6u4ux3v2W+rS0zaJlo4ixxqHG+45EF+MyS5yrxat9GKeb6FfKejCu8Bl1bunDOMhYP1Rtny7G9X5lrZ/ppewsaYSPG+ZDXYwN7rHSJ2T6MFY7wmg/6GJst9gqZ2rzci/GUlsb7RIl8fcxo8kan9Do5l6MCYON8nOVPRhr/cwmPyJuYBMxpgz2GTU+nDXI2qJAvcXeFkv0+7L1bn3Rs2LsBZv9n8d0yAgEznCUPW33pnysstZFrtQa5yHt6f22d5RE/w5FOX3UW+tm39AcJ1WP9xHjfTTOm+jrI53VR5u1XvJBrbFyb0nq40pTF9H3zi4OhIIsPlivvfVQmczz0cMRpzH9CkqyTO/mmrhK1/LicdTGs3OTj+DIv1M9PruPbHFneyO3ns7r10ePZ+zBp29nRJ8mnVVDOP2X/98Dof9GW+p6L/tVvATbWR4fCYm+5jJvxLOodV7xjE9rj7+7YZcoFes85Hlfil/d5EnnabCoa1xnGX2j5Z50nrbYx0Jft7ZLWTrTNa5DgwU+a7Po+7nSdV73i7iUuydjhzdcbJk/g3oLLfCJHowdXYwb3O9FX+jyP9/ZXdIV0YUs2nezJRY4u8vHK75kfZeydE/Gegt9Ul3MuMbVlvppVsblfmm1P4EGL3jZx3RkYdzoHq/6vy7/L3m/5iyMLRZ7yRldPhb7jM1u72LsTBhOq7PIRzV6Dqz3J6v8uBdb57+r/NQ6fwRNnveGc6Vj/3ow1rrdEhf08P9eLfFn3ZtxkUXeKx3nXC7zcXVuy8JYa6kPaYoZN/qDtV1BRtjr37V+YKMr4s/pGcudJZOFsd4tVsYNtNM2W+4EbV7rx9jmFSuc0MW42oc1urUfY8ZmK71fS8xY57c2+S7xZ93N2G6Tb6nv0Xj7rbYtwdAW62fbG9IrlOlcjspeMp+xSJ0HYzHEEiknOMiXnCXZ4+tVyMdGmz0en/wSEnZ2glP9TEmPYCafj1BaqzoLeyhVj/VBO7lLSS+V6bBP8NLT0jKarfKHri0lyXNVlq4U2KrXq3KV/3f+0DvavtG9acR72Xl5nEOU6MTIY/Ga1+Ivdm+a8i7OeINJR3QrVfdcXstlD3y2u3R/1n5872W+9BDn/JFP3cLPV3FAvkqhLfbPWEaH11yad8zrrpDW4g2Xy/1hZmzwuFovWuVWLdbIriOU1maTFW7U4HXr3CN7tB0KhRb7vYx2b8ifkLrY76W1WurSeLYqO+MmD6vzgrVu1GaN7GJ8aW3WW+MfGr1iYx5GQstcHMtg/Cov43K/kdFihYvzMm72gAYvWO/veRnbrbPe3zV5Ua278jKu9isZbVbJr9O12i9ktFrjF/J91vXu1uQFG/1Ne17GNTa6VrMFGgowrov3vTZO2M9la/1URqv1fpaXscHtWrygzl+k8zB2WKXeNVo8qykvY8YmP5PRHM8I5bZNvq947ak3Z1uCoS3Wz4Ypd4DRXV+O7FVi0QxLp8Lz9zzlEi9oiBORh6qxtx17zJ7kWjbrkJCWlHa921znVnVxD7FyA2zvqK7RuXxEitdpCR3mu8ZDfqPBOpBSaXyPsuDspfthzJCR0m6jP1ns01q8Eb0mKFOa+pbOk0MiLNSdLS3M/FVby7EymWfiHaeY+B1dJ4SCi9MZau/n+QOofTj2kWDet/XSICpkGxdy5a4suSP2ETB9HvNOZdtDSfVfr99i/7ptMl+bzXnHpDVb61FrPZAjwIkskLTGXVa5Xf4PPbTKbda6S99u870tY5PHbfBQ1yxNbsYmGzxkgwfkUxsOJK1zh3VuKci4zs3WdzWGzc242aM2ebBrliY3Y4NNHrTJ/QUZN7jNBjcVZFzvhnhpLB9jWp0H1LmvawYk38ha96l3X15GkmrdZJPrCzJu8g+1bpZf6yetwT3q3SMTdwDIZRm16t2j0b0FGFPq3KjedQUZ612rwY0FGRvdocndwoKMmzV7OO+Yf9a2BENbLKtdYBvbZEn8i6x7uaoz2EkL/c0iH/eA+jhyP9JeZulelgn6+Uj32h4KPeIpP/U7tfGPYltHmB7nN+Ty0TdYe929bvRZdbGG0HDHGuXUrtf39ZHso5odYJNbvewETV4EqeQxSpKdjSqL+9mEmRu0t+wmk7432lCzN1N+lZUip22+j+f2Zv3fo8fD5nDIn+LqiyJ9rH2Kvx3CgvwzFVvsrbPOpsCFrM0mhRP9I3/tBS640bj6eN+Fvxttiuvx1G6jYhk73gRj7pY+nRZqV6D4oBdj4buDtIaCgUs0rl5avcLHMdQeK+IXsg4bimAMYsb8ASBk1MkU8V6iBcPiGNNFMXbuuzBjWm3RjOn4BrbwyPwB0z9rW4KhLZbVKqT82C6+YQeVve6O+gdCnZYRWqHRFXHvrxIpZznWuY5XFSdXdvtI5/RRr8H18XJXQsI+znakz6sytCgfnUrVj8RLAIHAJJ8y2xXK+1Rs5Hov0ZJZiyU+2zWXVJr6nIqSZySCHfuNzm5pdGhvPVUYxndao89hh4XU7PsmfGR4+TTSjdGmGSdx+qvR0lkx1ll2f+eHaCruhLPF/jWrNLaocdWmSMnSgqWHhUIVxsaVZflO2QmVxqswNu9MUzSyzICsLXX6W5XpkqqKYBynwmT5Z1MSKkxUblwRjOWqimSsLJKxzDjlJhVkLDdRqQnyz5BE76bCVkUxVpgpUYCRjFLjlZlSgDGp1GSlJioUqCZUqbB1UYzlthb0OldnZywxSUlRjFNira38jIEBSs0qijGVpcLyrbAtwdAW86o237DRmdb4pHXu1ywUSkrY00gfMLPfcleu+6WM0A0We9BKaaGEwNYmO86BPUbly9uJfDznRY95RlpaIDDaVvbqo9Sbz0coY7UXLHCDdDxTNcBs07oE4aJRuXN/IpIWr1npx9KiQCSR2FZp6d8EhX46IUGGIJ0RpFdKt54rDDdHz1XOZOu/EfQve+3rQ2dT1bZ6Fr6ftvgOb+AkDv8LZYPzvoPe/tK8cFlxY7fYv2TVphhohnyqu5XGGmxb47wrz7jIxjjcOEfLf1HJGOcYoxwqyLMsEVU4Ha7GNgbkZUyoMEGNbY12TEHGkY40yrvlDyAyRnm3EY4osJSXNNK7DDBHZQHGcpNV294IxxZgDAz3LsOdUJBxuBMN8S6FLvZDHafK9soLMk5TZQdDHF/AZ2CwYw11cgHGtKFONsix8v/+kwY5QYUdlZmel7HMDBV2MMiJBRgTarxbjfcVZKzxXtWOL8hY4xTldlZiWl7GErOUmpPH1z9vW4Kh/2ELhb5to32s8Fu1btHkag1OttpxVqmPT7xHmGBrg4v+smSEvuFJ57nP5riJ4fa2MstUQTw5Xky6yzVu8n2/tjHOvRhjG1PjctvCLTcie8ofXet8m+MKsUozjXR67KM4W+sSLzhQYyw3ECQmSJZ8K/cLQhLpOBgKo/+1XSxdP16mI1aqLhnMtJ/n9dFVVNSZy7j2rzw0jrXXRmNS5Rwcq8YW9W4SbHyxiHFb7K2wbVwgoUR2VeKk2T4dz1q+V6WxWQLs6DOd7hzlhhtqVyPtL/tnHRhmnpH2UaLGdJ/o5aPbkkoNN9kHwUz/l5dxK58TCIx3unJj9b9IRv6nOE+ZYQabZ5iDcjIOsY+h9lNikMk+lZOxzAjjnSUQmOJLgjyMU31ZIDDGB5UZk5Nxok8oNcwg+xich3GQ/Q22vxJDjfPZnIylRhvlXIHABF+LA9BsjCkTfEMgMMK5SvMwjvFZJYYZaH8DHZyTcaCDDbS/lGFGxZV82RhLjDE8Lkcf48I8x7Ekfj4w1HlK8jCO9CUpQ1U5RJVDczJWOUKlA6WMMMwXe/noyZgyzmDnCQSG+aEov6jvvpMCpYb7fhHLq/+cbQmG/oftCvV+Hq/7pnVff+EJrc6zFpRK+p5dHWeykjfxlXlDva96XCiUkPB+73aQ3ZXkTabrbRttdrErpePS/b18yFwnKyk4ldttzTa73Te0xwKK433SRF+QkqW7ew5Lq/e6M+PcBFIln5UqvZy+zSHjQIjumavun26TTNORwkxcLjv6LGZdS8XMfj6y33CFhG28cBL1z0abpr+b425nZBHNCwOkij9uW+xfsxoz7eYiw/T+bIbYzq5+ZojtQIlqO/uVMY7oJeRXaZzZvmxS3GYmEJjjy6Y5S0mPfL4SA01xhu18q2u2ZaxjzHahqh5ig4GUUQ6xk4uVxt/9gba2o98YYudejIPtaEe/MqiLscYOLjHKkXqK5FWYYCtfN8574n0kzPANE5zbS8gvpcZ4Z5npu12Mox1vpu/ES2udjCVGONy2LusSVBxgttkuU2NXPX9NA+1sG5eqtn3MOMhsfzDcUTrVq6HcRNN82+iuvMGEqb5nrI/2YRxkjHNN9YOuwHS495jkR70EEQMlhjjaDH/uen2V7cxwpWq79TqO1XY1w59UxccxZbBprjbYMb0Yy0wxwY8Nc1oX40Q/NtJ5kj0+66TBRjrPRD/uYhzqNOP8tJcgYqDUIO82xV+7znOVdjDZVarM60EYqDLPZFerjI9jylATXafGcb0YS00zxi8M7rqZTBjll4a4QKLHcUwYYohPGeWiLsZBzjTSRUp65ZCWqnaC8f7RJahYbmdj/EN5H8ZyexrtemV28HbZFtHF2N6Jgm//iqWFdrXMyqxX3e6vxE3G2KFHeftLNjk/qzp1Lh+hb9jNLkZ1PbPeBt8pUC7b00eAEx1l5/jHCi3qXOMcmQJr+j197OBUc7p6F0WibwvsLVMw2bVbVnGE9xvr013PZDJp7a0TCVdEIzLx/7lchAlB6emSlb/v8VzIU9vS9CIynfpmeVASDDucba+PqsM67Zr9WX5fdlHFTjv+TiYcUOD9/v+xd+JvsFjmtV6y2VLVxhplVs672zqrrPGCUlXG2Vkyx41DiwYrPYHQGHOVG5h1XFraKo9rU2eIWQbJolXVxfiieksNMNYIs3My1lthnQVKDTDarjkZWzVY7TFkjLRrXsbVHtWmzlCzDczDuMECDRarMsEw2+YcV2+ZjeYrUW2k3XMytqm3xsMIjTBPWU7GDus8rF2tQbZT3fcmqBfjs5osVWmCoT3OWX2twTKbPaPEQMPsmYex1noPgWH2UBqL02Zj3OABHWrV2CGrenmnbfKMZotVmGRwngCj0WJ1npFSY6i9s2i/RdZus00eEC3z7a0kz3Hc5F5pdartmFW9vNNqPanVG8pNM7BAELRFgfottHfiifhfsZe02d+KPluj9hQ9q7OSOMVAXzRMVRzlf8mjnrQ2x/W68/WZHnlG7Ge8s21rYCwP/xc3eMrzWQvdO30k+lSJzba1oxyqJv6hPemPXnBDzvcYyPTzMcYO5vqA6rjn0hq/t9IPsjuIWRI93gtU2cUYX+hKnEx3XKaj7f0g0dH9nrssQ6JvgJTclcofC0ri/mUbbuCFOCE6WyPobLNFA+Yw84cMPSh6vOJBrt4n1hXqc1yDFCO25z2P9w6g/oPsnfgbLMS8wmsecLU1lnRtG2acvRxvQo+k1nqb3Ocqizzb9ZuoNNDODrOd/boCk7R2j7rOAvfqiHPhkkrMspfdHaekR/uFhe7zpH9otCneEphgjj2910DDu8at8oqH/dk6i7u2DTXe7k42rkdSa4ONHnGFJZ7uYqxQYwdHm+WALsYObZ70Vwvd3YOx1Fb2sYsTpWLGUOhl93jWtZp6MI63vd2crroH42ovesLlNsZyFzDYRDs7zegefQQbrPe4Sy3zFF2Mg2zr3WY6uMdxbPOsK73qDul4KT+p1DQH2t6pvRhfdbsF/qq5B+NYO5nrgwb0YFxrgWdcalOXUCKDTLaD9xvZI8+l0VpPucRKT3YxlhtsGyea5pAejK3mu8Iit3blPUYpyYeY47Sutiqh0Btu9pI/a+mqEAyMtovtnKuyR8ukdZ73vN+q7cFYY6ptnW14D8Ymq833K2s81sVYZqiZTjXR4b0YF/q9xW6W6WIsM9ERtvZ+yXgWMRRa4nqv+ZPWHowj7W4bH1XRg3GDp73kV+q7xBwZaIatfLhrNrWvbQmG3kJ7J56I/xV7XqtD9exSnrtKLIHtlLnaWOUSmnT4hic8naUUMshS6h75CIxV5cf2U6lEuw5/9g/PW9jPRyIOYvpvT6g2wEedpdoAGWmP+p1X9f/MApmupga9BSQTSlQ6zHcNMFIotNKPrPV7fQOIzmCqr4+IpMxUV6mIq1062r8r3f55iY5M1kBIFh8kqb5HUBJLB6z6La99lPb23m8m57JZvAi3w/UMPyLa9PLV3HYGHS1RJ3rIdDBqF465kcrh2Rz9R9g78TeYj3mFV1zrx8L4v26LLiVH+YjJ5mhU58++pUmdMMstxs4OM88xMjJu8jNLvaD/dzUwyjRH+6SklGfc5DF/7ecrkFCmynG+otpQK7zkRj8QZfr1ZQwc5uMmmKPJZtf5suYcjDs42lzHyci41Q+s9EK/G52IcabDfUZCynP+4SlX52Ac4F2+aYChVlngDt/SX1AxYjzAZ421nSab3OizWnIwbud42ztBRto9vmW1+VmP4wjb2N8XJaTM91fPZ+m3GDEOdJjvqjTUas+7z9dyMu7jy0bZTrONbvNJrTkYZzvZbCfJSHvAV6zNwhjNUM+xl69JSFroSgtjheu+jKVq7O+nKgyz1jMeitXMszHu4ZtG2F6zde6P1cyzMW7ldDO8R0aHR3zeBs9nZRxue7v6loSkV/zBq7HCdX/GQfb0S+WGWe8JT/qs/qKPgUDCXN83NMss0ZZ2HFvsn7bJSpT1uTznqs7K4Bmtro31HSqlXGg3P7JHnxyi/rM53T5CyzW4Ib4jKZFymuN8wpnKezUT7Gyems1HRr1698VTxglJ85ztGD9W0auJX9gVTGUru2/X5DlXxc8HxvqkWW5XZlKPV0Qc/QOhTpI2q3y3a0uq5P+Uli8TJHfqPgJhrkAo8kGapo92bxp9NrutZPB+3a/IGQh1Phny4rlRpRjMPJEPrWK/n7HNB9juI5xwL6c8+h8dCP23WSh0tyvjEKPv9znaco8rhTKedEvOQAiecIta6y32rKUWyFZ+EPXvetVrntCk1uOuzcGV0arRk/4uFHrA5cJ+gVCnx+7nn3F9zkAInnG9eust8ZQVFmSd8Y0YX7LI45ps8nSWYK2bscGzrhMKPep3WS7g3YyPukQo43nX5gyE4Dl/02i9ZR6zOusFPPK4xgJLParJBs/H54nsjHXm+6tQ6Em/zsvY+fwLrs4ZCMECV2my3goPW5uDkdBaz1vhYU3WWxi3I8nG2KbWS64SCj3joryMnc+/4sqcgRC85HItNljpfhs8l5NxnWes9pBma7yaJVjrZtzsNX8WynjBj/UPhDoZM16Mby7eDtsSDP2PWrWE41V15ewnZAp+xb5mvb+p0yYUCGxjqONN7aFUnd9HiD950S3e0BKvBY01ysFxs8OIIz9FRughj3nQo1ri6e0aY8yNkyMjjvw+QhmL3W++a7TGAV6Zscb5vO4co/zl/5F820NW+o72eIYsSIyRLP9N9/7D/OX/ZEg/K2z4oDC9NNpUMoytLsn7qr7vRusynjuRxleiTWU17PBRDvoN+/2E8fv8xy6N/bfaOststEruuslQvY2WetkLHsp54SG6e37Rw15wv3ySDoHAC+7zSpwDk8tCGa961Cqv2FyQcb0VXvKKBwowBl7xgIXuKci40D1e82BBxtc9aI2F6qzMy9hgrdVe9Jr7CjK+5j6vuVO+S18g4VV3eMP9OfOmOhkXudc6L2gocBwbrLbWAm+4pyDjG+6xyG15GUlY5DZL3VWQcak7rDNfYwHGRiutt8Ayd+ZlJLDMnZZ0NYbNzbjYzZa7Q77zWShjuVtt9KzmgozL1GZZTXgrbEsw9D9sXzTEtB5zO4Uul01CH7fWiVZoiH8sJ5tupsHxRT/7rFBP6xD6uWd8wr1q42BmD3Nt1aPKoJCFQje6zU/92ua4Gm6yPUzpKrsvzp53tRt9XG1cdl9tD8O9L362uOL99S7zskM1xX3VguROEmXfij0USdJ2GbVbCdvjKd6KKcz8RfR3WORPdO3feXgb1mSfEdhi/16rK1I5ebPV2uPfQT6rt1Gd9XkvUqFQnfUabMgbkBD1TtvUL2cwu9VapaMIxgYb1FtXkLHeOg3WF2RMa++SxCjMuKIr9ye3BRqt12CNfHpNoYxGazVap9DZJKNdrWVFMdZZ0ZX7k4+xyXoNVudlJKPRGk3WFmRMa1NvaVGM9ZZ05f7kJgw0WaOpCMYmqzVbU/BcmNaqoUjGlrjK+a22/4pgKJ1Ou+aaa5x22ml22203s2fPtvfeezv//PM98sgj/7/x/mOtRtL1xrjAIKVFXvzhGS2+HM+GlEv5rnk+aJYyqaJ9LFPvR54CSUnvd6JjHKKiX5f53FarzhWuFgoFEvb0EfOcozxnG5G+FmpV717flonFHcf6rEl+qLRIBeHo1NnkDWfLxKX7ibLPS1TcIEwUp/oanVBaqT9amIkvomPPYfu7GLhz3lf28hGmef5kmhcX+Zot9nadOyoKqEp3WpVBEnkF7rr9VahW6MJXoVq5AUUsJQQG9FJ0z22VBhUMXIh6CVYYWJCxXLVy1QUZA0Ef1fl8jEOLYAyVqVaupiBjmYHKVCusiBaoKJKxokjGUtXxOSwfY6BMTc7qt94jEyp6NavOxzhcMWFBmZqcVW29GQcVMY5AUrnilvFzVar9q/aOD4Y2b97s5JNP9sUvftFjjz1m06ZN2tvbrVmzxq233uqMM87w1a9+1f96nngY8kAjP9/IJZtYEefoVku4wGA/MKKIeYxoLTeUca1az8cX/zJJJ5jmS3Ytci4kFEp70kpPx93uk5L2tLOzvPdN+Oiw0nLPds7KSJhuP4f5ZtE+6NBolVfcFAdVgcEOM8M18qn49vQR6JCxwRq/6DrBJ0qOlKx+kmJ+uCEyGTJNNH6uuzR+yP7s/BBl44p6N5EOUYZlvy5y/P+2vZ3njtGmqioQlJepNMls0+2U9yIZytjKrrYyT/6Lc2Are5hmt4LLbhNtZ7w5KgsyVplgO1PsUpBxmnlm2LMg4wx7mWpeQcYJdjLW9nHwko+x2ljbm2jXgoxT7GmyfQowMsW+JtmrION4uxhjR2UFGQcaYwfj7FaQcZK9TbR/AcbQJPsbb1/5m/wmjLGHUeYqLXAuKjPISHONNq8AY9pY+5ngoLz+CI13kDH2L8g4yl6G26VgoFNqiME5Ksr+VXtHB0NhGPrIRz7i+eefzzvuz3/+s5/97Gf/Jqr/PHummVmvs/cSzl/NWauY8CrvX0Fz/Fs/wgBbK81zj9rZ2T0d5wZlvMti51iuPv6i72CEOYZJ5AxFIh+puEorIfRVD/iK+7uWzMYZY7at80yrdneY75QB+Ku/+Y2LbY6VqgcYabqD8xyRzk733T6edanbfFJdvHSQMtgIH3pTPjb6ldccrNkCEAQVVH4zn4s+KtOhoOViNk6h7b5oTJBkxvdy++hnaTbc+SbG/2/a233uSEjY03F5x8xzjJQSuzhcUirrdz4QmG4nw403w64GG531QhVIGGiore1hkFG2spfsMwudVTlHS0jYzQl5GXd1nKSUHRwtIZXjIhmYYldDTTDNPDV5GKsNM8Neaowx3d55Gbd3rISknXrkA2azHZ0iKWVb787LONkeBptgin1UG5OTcYBRpthXjXFx4JSLMWmOEySkbBeLJeay7bxPQso2Toy1erL7nGhvNSaYZD8D8jKOMdF+BppofE5V8kj9eisnS0iZ7QN5GWd7v4SkGd4jEsbMfhzHOVC1CcY7SJUxsrVVCSRUGWecAww0xZgCjNOdKqHEDGflZZzprKJmUv8Ze0cHQ9ddd50nn3yy63EQBE488URf/vKX7b777r3GXnzxxRYvXvxvJvz/b6+3se8SXo2XgTvvNTK4vJaTl0ezRmUCfzHWXlmVnbubotI7KfgODT5geVcfsq/Y3Txjsvro7A7f18dz1vqCe7XF+zjJu+2UVaysu/y/r4/lVrjY7zRrBnN90FaO1P8r3q0b1FchutYSd/m85lgHY6TzjHQePVRYOy2XjzZLLPYerZ16KGUfpfLHZGvQ2KPSrFeidWYZtQfTHi0jGn0K21xKalCWY7LF/hn7d5w7trKLA52mVEW0j/gTLlFmHyfZ1j5giNGOc4GB8VJG57hAwix7OFikYZVS6hifMrZX89Jo7ChTHOszXfvay2lm27/HxTQaN8BgR/qU4bHY3Qzz7OP9WRjL7em9ZtkPDDbWkT7XY2mtm3Er+9g37huYUuZInzc6C+NI0xzlC1372sMHbe3ALIxDHepzhsaM0+xjd2criV/XOS6l3K4+YIYDYsYJDvYlVV1LQt2MMxxgDx/uet1BvmZEr+al0djhZjrI17v2tatzTHdwP8YqwxzgywbHjFPsb65zpfoxVpjrQ6bEvRkHmWg/X1PVtSTUzTjNIXbx0a7X7etCw7p0nrrPEMPMsq8Lu/a1k/NNdng/xkrD7eVCNbF69iQH295HpbrO8Z2MlXZwnonxTE+NqXb3nXjJrDfjJEfa3se7XreHHxiShXGIOfbwfak47WE7nzbB4fRhrDDCbn6gOmYc70izfFyy33Gsso1PGetQb5e9o3WGjjvuOAsWLOh6fNZZZ/nUp6J+Nx0dHU466aRez5955pk+/elP9/PDO1PjpBg7cyV/2Jxdx6/THp3Erj1ioAc1OaWHBlEu7aDIoq/P74x3QI88iddtcr57u+rLsgkg9vVxvl0c0EORdKNNfuyX2mP6Th+5LMAhDrZXnEgNzTa50Se0dalMR0FZbgts5Rjb97jTS6vziqO1d1U6FPKRUOMY43o0hQ3DRmp3J/OCKL8n+if3cl6CkkMZdFP3pnQLTx3M5ofkTlxMMumTzPhujuf/c+3f+Rt8q84dxTB3aPeG59XbqMogU2zbSxyx00Kh5V6x3jIppabYTlWO5ZeNVlruJaHQWDMMy6Ha3KzOYs9o02KIscaZlXW2oUObJZ7TEDNOtH0OxoyVXrIxZpxoh5xLbRstt9JChEbbytAcqs3Nai31tHYtBhtnjG1yMi73lEYbVBpivJ26xBH7Mq72go2WKVFmvJ1U5GDcbFmsN8RI2xicQ7W52WYrPKldi0EmGGV2DsZWKz2pyQaVhhpjbk7GNRbYbLESFcaY20cepNtqLYn1hhhhjpocjC02WuVxHVrUmGS4bXMwtljtMU02qjQ0VhHPzrjes2pjxpF2U56Dsc4b1nsOgWG2MzCHsnSLjdZ6RIcWA00x1HZZGdNarPWwFhuUG2aEeVkZO+2tOHcU3yTqP8yWLVvW62QF73vf+7r+TqVSTj31VJ/73Oe6tt1yyy05g6H/RsuEXFmbIxDqbNcecOgKvj6McwZRErCnSoeocqdGabmqxHrPsJxvqY8Z4TRDlEuYarCDTXS7JTLCHEFMb8XrX3vceg2ONENVvDq8p93d68E4nyeb7k+0feyTKx3ymbvd8b3lWuY2mmdPVapUGGyO4z3lMuL3kl07qNvfS66T0W4rR6s0TNJAo3zcMp8p0kdGrWsllBjmbKUmCoIqYeX3aDisczcFLEP7zdSeTNUXSc0mWR4pTj+2a47XBAQJxp1TyPn/tP07zx31mtzlKQ+br1GLCmV21+gAOxmkumtcWtoDnnefZ6y1WVLCduocaK6JPVrZwHyvuccTXo8rrSZabT9zbW9Gr6W2Fda6yxOe9bIOaUMssbdme9mhV3/Aeo3u9bhHPacpZtxVg33toqYHY4e0RzzlIU9Yb5OkpNk22s8842JF9057wSvu86g34kqrCVbax6621buoYKXV7vew+V6UljbEq3bXYHc7S/VibPCARzzhGc2alSs3V729zTOwF2OHxz3hEY/ZaKOkpFk22MuexvaZsV7oRQ97UMeTjzroM3e773vvMWPuqWbZpte4VVZ60ANe9IK0tMFetqt6u9i1F2ODeg97wDOe0BIz7mCz3e2lukcuTIcOT3rUEx6x0QZJSVtZZw/7GN2ncONlCzzqXstjBfNxltjNPmb2UN2G1VZ42D1eNj9mXGiuOnPN69Xmo0Gdx93reY/GjBW2tdku9jWgF2O7Zz3oGQ/YbL2klBnW2tkBRuqdw/iK5zzpbitiBfNxFptrP9P7tEtZY6kn3OE1z8lIG2S+7W22nb36MNZ6yl0WeFirZmUqzbHZTg5Q9TYlT/MOnhm66aabXHDBBV2PR48e7d577+01ZtmyZQ488MBe2x5++GFDh/bP/v9vnBlqylD1Up+Ngb4zlV1/HlTJDWMpDdgk7UQrvKRNQkevC38gu1p1gG1VuMIklRJadPiih7xoQ5xr1NOy+0gIjFHtQgeoVqZD2h9d5SWvSuTxccTHbrfbz5/0yMfmuvWnhxhooLN8yEA1QhkPu8hi93fl+BSySBl1gANcaKCxIqXqb9vgD/q2G8ltSQnlJvmTivjkFTZfSPMXyARRjlARPiih5mZKoyULy37Nwg9H+URhZ/+P+GSy7V8YmT9X5T/V/l2/wbfy3JGPeZN6P/BndRp7KXAlBCqV+6STjTBYh7Rf+7uFPVp2dI6DMx1lO9PAbR5xkwcFXSG5rr8PsIuj46W3lyz2G3+Lyx269x1gsrE+7ASlSmxS66euUKexV3VXxFjhfO8zLGb8nb94tUc7jGhcdDI53fG2MQPc7n63xxo9fRn3N8/h9geveM0f/DmeJO25/B2YZIIPeK8SKZts9iu/V68hC2Olc33QUIN16HC5P3q9R6uJnoynOsVW8fLd3e5yr7sFAod97Da7/fxJj35sZzf/9CB729eB8ZLRK152ZSwYmOkzGzvJZO9zuhIlNtvod36lsQ9jlDtT5YPONcgQHTr8ye8tzsF4stNMj9v83OtWD7oz63Hc04H2jZeMXrPQ1S6N56x7M0401SnOkpKy2QZX+Kkmjb3GRYwDvM/5agzRod01fmV5j3YYneMCgWOdZUq8NPaAGz3q9qyM8xxqD4eDRea73m+zMAYmmOEY50opsdl6f/EDzVkYK1U7xacMzNJg+39agfrVV1/t9XjMmP55KqNHj5ZI9H6LfV/332wVAYP6fsI5RIVC3NnEzzZFjwdLut443zO8j1J17rYdIeZrdlGsA1Eu5dv28ilzVfSahMztIyO0Ur0/eBakJJ3mZKc6QVWPvJuBy+uMfXql0U+vNubp1WZf9SKY85cXjXp6lQFPv+LBp3/KihUCCfOcZ1+fU1lkiWmkjNrgUT+NOQNjfM4UlykzqYggBtIymi1zXtcPO6j4PNUPk9qhKA9RhnUbdScQxjoq489ht6cZczoVU6mcwfhzmbfgHRsI/Tvt33XuuNId/QIhou94kxaXuxXc42kv9QmEOsdlhC51s2atlljlJg9Crwtu5993edwrlmrT7veul5Hpt+8Qb1jpTo+Bq9yqvk8g1M3Y7ErRMu39HvNan0AoGhf990fXadFqiRVud39Oxrs97HVLtGn3J3/ten1vxtBiS90Xv9e/uUFDHsa/+gd4yMMW5WG8yjVatVqx/DEvP32l0U+vNurpVV3njtl/ecHop1d79em/WPn0jdpWvOFqV2VlhCUWeyhuWn29v2nMwhgJbzT6R6y2/bD7LcnD+FdXatNqmTc86M6cx/FBd1rmDW1aXeuK+JPuz7jUIo+KijFu9pd+gVAnY6MGN8dtRx53lxVe7+crlJGRdoNLY8bXPOr2nIwPu9UKi7RpcZPf52AMLfOKp90DbnN5v0Co+zjWuz2H2vZbYe/YZbKVK1f2elxT039tPZVKqays1NDQ3ZW87+v+my0IOGswP9oQd3Tomb2cxTL4+gYOrGT7cioknKJGnQ7fsS5eGso/m5HBpTbYT7W5KpVI2N8EGWk/0yNhNa+P0N3esKtx5hojIWGOWUokXRH/GE474s9GP98tvhXGDqvWNTl3p+6O8E3b/lH5cy9JSBhrJ2U+6U6fzbN3OpfeyNjkZS/7u+mOkpA0wO4m+q3XHFjQR2fFWYfF1vmBYc6XUBY1Zx14CxvGypvN1alKH2awgbqPMfDHBJUM3J5tLinAsMWy2b/j3LFBrRd7ND7taxmhN6yy3Fr3eSbvXGW7Do950XKrJOTWeU8I3O9pm0zrUmfPZlGbjWfMNcvLWS7MvRmXW2mtBz1RgLHdU+ZbaoWERNbgIWJMeNATZpmqtQDjI56wrdle6zOL0psx4w1LrLHWIx7tF4z0tDZtnvWcmUec6NznuwX+sp87fq9p2+nanstdbRcKPeZR25jtjSzBQ0/GxRZZZ40nPFyQ8XnPWurVgsfxCQ+ZZJq2PCKJodATHjTTLEv7zPT0HpexxKvWW+0Z9xdgbPWSpyz2skAiaxBGNJvzjAeMN0V7AcZn3GuKbbIGYT0Zl3rJJmsN7tHY9a2yd+zMUGNjY6/HlZXZqqCoqKjo9bjv6/7b7TNDGVcSR71FTGfUh+ywlONWdpfdv9dg0+Oy+0DhdJd2nGKx0y3pKrvfx0RbGxpPtBaWhAtxoQf8nztsjvWMZphuZpwX8cLxW/UaH4S9/+20R04Y7Rd+ZnPccXqoGSbFFTK59tzZKLYzn+l5v3eLD6mL8x/KTDI0bwlo//L/jX7pdXto9lw0JDGCqm/lPwC9yu7R9FvWjKX17jz73mKF7N9x7liepYlxNltkpU0a8o5JCCyz1hKrcgZCRMHLUqstt0aywKm9UYvXssxGZbM3LFcXt63JzZiwwmpLrch5AY8YM5ZZaaVVXUtDuRmbvJEnoOxpiy1VX/A4Jqy0yovHz+q1Pde5Y+kJuxTB2GhJnmCtpy2xWEMRjKuttNKygsdxpWVWx8FnfsZ6y/IEvT1tmdc1FWRMWmO51ZbkDISIgpdVllprWRGMtVYUeRzXFalK/mbtHRsMNTc393qcTGbXHui7vamp6W1j+k+0YSkemcQx1QWH9rK/N3DWmujvKgnXmOgYA9/UF+ZRjc6LA4gSCV+zt0NMlixykYmoKu0b7ouTsBPe42R7mueBL+3nrq/vnfe1d31jb/d9cU8bbHCZ3+vQIRDYxUfMdnKW6oTcpfvN1rvXF7qq0kb6jJE+L9EvoS+3DEHaRsucqj0WmlT5GQZcTDCqr4vczVnDOjYeQUffZLAtVqz9O84dqSK1UEqzyDb0t0BKslfSc779piQL3mwUv29KlRY1Ltp3YcYSqaLGvZl9lxT5XlJSnv7SYQXPHY984zBvfPE9Re47d5VT73HFMSaLPI6pt+U4FjMujL9lhd9PKv5WvHX7VtR+/xl7xwZDfS3I0Yiy77r/f7u1pXmxloW1dMTX9dElXDOey0cranZInKvwp/rQS23RabVG0g+N8XvjiwxlIh8PavCU6I66XMq5dvJ9B74JHxmLbPREfDeQknKoQ5zvY+7/0l4eumCXrK986JO7uu+Le8Y+0jba4FlPI7qzme0k7/JbyR4/wM7E6mxsobRWm73u5nhMYJgPmOkhyR5lu/l8RDlEjTb6bfemijMZsozE5O5X5b2SZdBB40/yDdpib8LejnPHVGOVFrgIJCXMNsU04+Tr3ZSRMccUc0zPOy4hsJ3pZpmad1YhEBhnhNmmFwywomqsqSYbX5Bxa9PNNrMg42xb2cr0goxjjba1GQUv+FE11gwTimDcygxb27rguaPhix83w8wiGMeZaauiGGfa2rgiGGfY2kyz844LBGaabZqti2CcaJpZBYOSpJRpZhtlQkHGqWabbk5Bxum2NcXsgoxjTDHZ7IKCikklxsXFBG+1vWMjhb5T2B0d2XMv2tvbez3ONSX+Trf2DF+bz+jr2OYmZt3E2Ov4zguk4+/hewYyqzRfolgYzRUnRYNS7LiCL20MtcVFh3sZYK7KvErVkR5QRjL+/3SLfMdKTfEPYqohdjNObqVq/Xz80AN+63H1cZ7BEEPsZGfJjlAYRMVZxEVaAYmOaH2pp4+bXOvvrlavDpFE/laO7rHPbPlQGQkdktKSOix0mcdcqDGe3UmoMNx5vbizHZNO5e2UDvUuttL7tXo5ejqRipfMws5dFrAOmq8qNGiL5bB/x7mjXKn97Jjz+UBgnjkGqHCwnXMuHCcERhlqlkn2sK1SJVkvQJEectKedjDNOBOMyvn7CoUOtptyZfYyNw8ju9telQr72yMPY8JIw8001e52VJKXMWV3O5pikrFG52Xcz17KlZsne9DS6XNXc1WqsI+9CzCONNVUO9tFSknOc0eqg13sYoopRhudc4knFNrbPspV2NnuWcd0Us61m3IV9rRfAcbRpphqJ7tL5TmOKSV2srvJphkZ51XmYtzD/spV2sEe8t0N72RP5Srs5uCcjIGEEcaZYLrt7SmZl7HUdvYw0VaG5VDT7mTcxSEqVNkup3J6ZDvYR5mKnM//K/ZfEwy1tLRkHdd3aruqKosS8Dvc0hmOf4Cvz2djjzy1ta18/jne90ikMp0MuHUsU7LOMobRt6HPN6I55MLNHL2ajjDq3fVL422Vo6FqVHbf+4fULvQH653udS3xlf5jdjUrR2O+bOKKGaE7veaLbtcYJ+MdnjnM9n95WRDSWlPuni/vqbWmXBAy588vSGb6rzU971mX+IWGOAdiGyeZHJf69rdMr2WzTlvpYfc4X4NVYIjTDHVmF33f8v+eytud1uQey71Lq6iSRfkpVF2oyKk7wv+t5d630v5d544jzLNLrKvTedHv/HdbUx0Xl8FvY7KTHSCI/+s5bphBPurdEhIGGuDDjlcez2ZGS7DRuFIpH/JuQ9UIBM72bqPiyslOX51jj7Gv7eMS88PtbadYV6fzgtr57xwzHR3/NrY2zbEO7cUYdDEOdpZTJAQGqna2U5RlZSzxQScZYpBA4AzvMTw+B/RkDASOcLDZ8bE7xP62Nycr42xbOzwug9/KTEc6IivjUEOd7n3xcaxxWuZ95vzlxaznjrl/fk1NZqBA4L1OM6yfMnj036EOt3VcYn6AQ82Oe2b1ZdzGHAfFJeYzzXKoo/owJmLGYU71flFrlUFOcWbW5a1SpU5xpoFxA92TfdCQ+Dh2+griI3+wo82IP9/9HGXrWNm/L+PWdrCPI8F029rfu7veaU+/Q4xwnA8JBAYa4njn9Fgm7E4KKFXmeOeojhmP9ZGupOeejIHAfk4wJZYe2duxZtihz7hE/PnubE/v6nc83ip7x+oM/ehHP/Kb3/ym6/Euu+ziiiuu6DWmvb3dnDlzejVavPzyy+26a3/RuneyztA1SznxwfxjbtmXQ+MK4vaQP9XxgTU9VmQ6Z4Ty2OXDeV919GVPC92l3scs61EPlV+ZOcBnjXZG/MMNhZ632oUe7GrF0VPMMZslBI42y6m2p7FRuM8+micMc/Gvt7dhRFLV2kZHnXOLmmV1Lrv3FB1V/U8mCQnbm+so7+7attHrHvItLdb34Eh3cfd/Lwmj7GJ3X+7a1uIVK5yr3SJ9lapzLMQot71xcWkwSL/OppPjVhy5fpoJUnMY/myO59+Z9u/6Db6V545imJdY7VEvqNWgWpVdzTLZ6H5h8yb1HjLfKuuVSNnONNuaKtnnh9mizRNe8KplCE01zs62UdnnBiUt40WLPOtlrdqNMtTu5hiaRY15qVWeMF+tetUG2NlsE43JwljrMc9YEzPONtM2ZmRhbPWU+V6Pk7SnmGAnc1RkYXzJKxZYqE2bEYbZ2U6GZGFcZoWnPKtOg4EG2NF2xhubhXGzJz1lnXVKlJhla1uZ2ZuxsVFmn71snjDQ/b8+WeuIGtPWDrT9ORdLLlvBvfcSB79paa942Yte0KbNcCPsZK7BfdSYIy2y5Z71lAZ1BhhoOzsam2VpbLNNnvaEddYoVWor25hp637LRK1aPO9JS+Pk4gmm2NZcZX2OY0baK170kvk6tBtmpO3tYlAfTZ5QaJWl5nuii3GOnY3Jompda4PnPWKD1UqUmWE7U22ThbHZC56wzGsCjDPNNnbuN4OTlrbIfK95Vrt2Q402x7x+ukGh0GqLveixmLHGNnYzKofyNv/jCtSTJ0/u9XjFihX9xqxatapfx+np06e/rVz/P+zXr0ZxTO6+wJz1GFfMY58Rkcr0GTWRrtBV9XFxd2eZWJ6JiY9vYHgydHAFySBwsIHeZ6jLbehSqs7nIsRPrDZWqf0MlBLYzmgnmOVK87tK9/NZRuh6Lxqvxu5VE5Q89pjKZNIennC9v2scUeWqa98tkU6TzD7xmZHxtMeNNsZ2dlKixBBT7egsD/t2F22+OZqoUuJRL7vKFEcpUancDKN9x9IezS/zz/NktHjaehca7FxJg0lOpeZy1s/K+zpVH83reYvltn/nuSMjtEbSQkOtVWmYchOkTNT/3mOT0OuqvSZUIWmoMjOF/boFNspYqtILhgiRVGXrLOPaZaxQYqEhmnRoUG0mXd3FejMGXlZjnRJDVZggYXwWxs14XY3XUSGlRpnpwn4LF00ylqm0sIuxwlYy/ca1y1ipxEsGa9JukoGmyfST1csIrRV4RY0NSg1RYazAWGG/gozNMt5QbbEO5VJqlJgio6Lnu6mqsvmx+9yZfMN8a6Iz14hRJl17paHpMnokz0eMKQvVaNFhogGmyvRrTBHSdRw3KDFUpVECY4RZgqGMN1RZapByJWqkTJZR3ueIN0pbpsJL8d4CFaZK90vZbpexSsorBmnWboIqk4X9QspQaB1eVW2ThMGqjMIoYb8ly81Ciwy0TLtyJQZImSCjrA9jk7RlyrzUtbdyU2SyMKatkvSyGq3ajFNpgnSWEpTQOqHXVNskMNgAI2SMyML4Vto7dmbotddec8QRR/Tadu+99xo9ulsW/vrrr+8loT9u3LickeM7eWZo3HWsaC48Dk6dyB92j+KE1R3supQVHaSTYdErNIdX8LeRlCcCddJO9IZFWumnEJ3bdlDpEpMNkNSqw1fc41UbhXn7oPW2CQb5igPUKJeWdqU/es2rMUdxPgYZ7HRnG2SwUMbjfmKpe0UK08WoTFNmsL1828C499Ia37DJ7wQFZsq6LernPcaflHc2qG24kPoviNYte/pIUHYog//RrTr9X2L/rt/gW3nuyMfcJu3LnvGY9Tr1gTr/3dZg37FTlxjpH73qMq9ICqTj726IIcr80G7Gx33/nrDW1z2uo0dKarS6Hfi8ufaI22Ks1ujTHrZWc5evTt8nmuYDthYItEn7hkc9ZU0/xjmG+Zp5ymPGKy30RwuzMJb7jr2Mi9tiPGWVCz0s3Ysx0i/+jN3sFrecWK3Bl9xtvaYuX537Ps7WTrWtQKBVh+940LNWZ2Ec4Qv2VhYzXuV515jf9Xw3Y4WvOdDo+NL7lBV+4H5p3QrdnYyftJed45YTq9X5uttsyMJ4rDlOskN8HDt8z93m99CC6vx3tlE+44Auxr962nWezcJY6QsONypmfMYSP3enTA/GKO8qcJ4D7RDPlKxR69tuslFjP8aj7eC4OC+sVbufudWLVvRjnGWc8x2qVEoodK0n3OjpLIwD/J+jjIh75j3rDb92q7SwK88oYkz4sENtG/coW2OTH/mbzVkYj7Sro+zWxfgL13vZ8iyME5zrqKyFCf/TCtTTpk0zadKkXtt6TnVnMhl/+ctfej1/2GGH/TvQ/u1WU1xFIrhyCRe+EP09KsUTE/jwoPiLUGRYfGszn44auxso6RqTnWmoVMF5nW57TpMvxRViZVK+Zj8nmBWrGRVny9X6UaxSm5T0Hu91oIOVFVnqCnVq/dllot5nCbv4uB2crVTxWgRtaj3kizKihNsRvmiU70v16SmV20IZDVZ6n0ynnsuAzzPoalLbdw9LjKX62wz++39dIPTvtH/XuePXXvZ4vOzaeTHr/HeBTX4s+iHeb5XLvIJo+Znun+JmbT4bBz9rNfmax7X3qc2J6gtD3/KkZRpkhL7kMetjfa5OX52+r/aaO2PJi0vM97Q1WRlfsMEvYiX4Byz3RwtzMLb6koekZazR6EIP9wrWOn12yPiuR6xQLyP0TffZqLmXr859/81C98UaQ5d6xnNxwUJ/xrUu9hR4yGLXxA1NM/0YW3zTPTFjg++7P2bsPmN1Mv7AA1apl5HxbXfalIPxOvM9GOv3XOYJC3IyrnGZx8HDXnddfEz7Mzb7nttlZKxR5+fu7McYxow/d6c16mRk/MCtNmvKyvgPz3gkFlu80kMWxg24+zIutMKVHgKPetWNceVtf8ZGP3JzzLjZr9yqQ0bYjzHtl26xTp20jJ/5h7ocjDd6zBPx9/8v7vWKFTkYl7kmVjd/O+wdGwzBqaee2uvxpZde6stf/rI//elPzjrrLE899VTXcyUlJU44Ibea6DvZ3jup+A8yDPjuS6yLc0ZHpPjZCC4apviy+yDj1/Wh19ui0121pM8Y5cdvsuz+Fpu9EJfdl0k52Rxfsu+b8JH2glWeiX88SUl72duZznkTPjqss8rz8Y8/kDDNkQ5ykVzVD319dPZYfj3O/QkEBjnBJHcKciSaZ/MR2mSjn3dvrjiB4U8xcgMjVjNiKQM+Q/D26Gz8L9nbfe5o0O5Gy3PeHGRwl1U2aHGV13N+06IlrGYPW+NGS+I78OwW4npveNo6S+OgKJsFooCoTqtbLc7DGLrHMhu1uMYrOX9TEWOTR61yq9cLMt7sNc9Y1RUU5WK81kJ1WtxpUd7jeI/FNmvxdy8WYGzwlBVu80qfy3dfxtCtXvGslVYXYPyH+Wo1u9erOT2GQvd5Ta1mN5hfgLHOM5a7y4s599s59i4ves6yOCjKzXiT59Rp9pCX8zI+6GV1mtzs2QKMteZb5h4L8hzFaOy95pvvDevV5mEM3OZJdRo9amFexoe8oEGRyyBv0t7RwdB73vMec+bM6XqcyWRcddVVvv71r3vwwd4ZxWeffbaJE3MnYL2T7expjCiPqsVyWkKUAJCgMcP4G/i/57q1iE6vZmqqQNl9Ik0qQzLUkcyYuTrj3A1pLfFK6wFqzOq36t3bR0K6q9w9IeNEr/isxRrjjKdZRpiTpyy4s8VFp8JzUsZ33OkH7lYX3wmPMMps2/Vbp8/lIyHjBn/2J79VZzOoMNRUR8mXAdWzbD8ptNDFHvQJDV3BWbXB8uX29JYhSMiod5EVDtaqR1f1xBCSIwne0T/X/yh7u88d823SXmCJNIPHrPOy2rwjkwJPWe9xqwteIB+3xlPW5hU2DbFUg8es1lGQMfSkNV6zOe+sb1LgGWs9UYRK9pNWe87qgozL1HnSyq6ZqHw+n7LSGzYVZHzOKk9bUZDxaSs8b2URjJs9Y0VBxrTQs1ZYamNBxgVWeM7SgozPWWq+5UV81hs9FwfS+RkznrfM8oKMCQss87zFBRmft8SLluZVRA+FlllnfgF/nYyveXtaar2jz66pVMoll1xixx1z63nAySef7Lzzzss75p1sQ8u470CmDcgxIMun3Jrh+y9x1hPR48pE4N4xbJt1yS0kmekXF6Tx28bQ8evSwjCUEvidKXaUrQQ5e3PWEDfa5CyvaRclGn7G3nbUv3lmZzCVLR/oKct9za1a4qWqox3fVeparI/FXnOZizTFs1VznGmKI/q7IK546+9jk5c86OOa4ma1g33MYOfJVqrXKUPQ10ebhVY5Rls8dbzF3np7u88dxWSKES1vFWNpmYIXs85xxe+7uJHpvKUZPceFBS9m0bj+DWRz2Zs5PsVYRvgmjmOxx6e4cR1FHccoH6s4xs7jXXgevFjGYj/rTJGfda4mt9n3XexnWOw3/M3ZOzoYgkGDBvnTn/7ku9/9rnnz5hkyZIiSkhIjRoxwyCGHuOyyy3zta1/LqTL732IzBrLwSH66U58ngj7/9rAQly3muU3R43GpwJNjubJvD7yu5j39fWRwUwt3t0Zjhkj5o6l+16ezez5l5gye1eSOrlmZEp+1r+84pM9dTxQ4ZPcRWq7WvfH6eEqJdzvZR1zQR+Y9t49QRr1aT8R5SAlJ2/uwQ1ymLE4Y7ByZyOOjXYPXXB2/38BQnzHJE1Im9HhVKHeGVVqo1SY/yPH8Fnsr7O08d8wwsKil2u0NMUZl3rFpoa0NNsfQvLMASYHZhtra4IIX06HK7GhkUYzbGm5Uv1q1/oxbGWIbw/IyJgRmGWaGoQUZh6iwXZGMs40wPOtNWG/G6YbZ2oi8VUkJga2NMN3wIo5jpdlG5x3TzTjasIKMGdMMNzPv7HjEONMo04woGEQMNcCsOGm9kG1trCFFME410vQ8opmdjNONMcXoIhgH2ipOWs9nASYZWXDcP2Pv+GCISDb/mGOOcemll3rkkUcsWLDAAw884Gc/+5ndd8+nDPrOs/mr+ODVDP8KNV/kwN9w/QuRqGIQcN4Mth3UY8ks15U/oUtl+rCH+csyMmHUmuCUAYEDynssmSWyVZqFJDIk0yTTTtzU7tKmtPZ4yWxPAx1hUNd8SDGp1V+21J+t0xr/cKYZ5lAzegjWFb4XucKTbvSC5niGaJgR9rSvbvGw/E1io7XzOz3oTs1xwl+VEbb2vq4xiYI+Mha7wUKXahFlmqcMN8wX6AoKC72TtCa3yBRokLnF/jV7u84dw5Xby8icF4ukwI6GmmCA40zO+W0IUCVlf2McZXLei3Na6F0mm2eUGqU5T+4BjjbFSJV2NyYnY0JgByOMVe0YuWUFIsYS+xjncNPyMmaEjjDN7sYbqCznpTTAkWYYaYCdjS3AOMoYAx1pq6xjuhlL7WGiQ80ouLxzmJl2NUl1HkY4zCwjVdspj6J+xDjWSAMdGgsgZmcMVCm1m8kONKsg44Fm2cUUA5TlSQngELONUGNbE/IybmeiEWocZNs8jAxQbmdT7G9OQcb9zTHXdJUFGA+wvREGm2ViXsZtTTGkXzH+W2P/FcHQ/4r9fQE7/oTLn2J9E3Wt3LuIoy/jvL93B0TX7MmwMhLZAqFAFOV0Tm0ErG7llCc49QnS8Xf7DyMYl8r1BelcNgu7fGwM+cDmDkdubO9q3fElY0xRnm9yqpc1yfim5U73alcO0Sm2N72HMkohHx0y/uhJX3BTVw7RHvY21Yyu1xfyESU83uZiP1Ibz1ZNdqjxebvd97dXXe1e56i3FFQ5TI0PFvlOiCatN76pfW6x/xy7wDbGZZn1CUTB0mdjVeUjTbRfPLvQ8/eWFMQNjqMS/MkG+mj8mp6zL51/n2mWWYYolfQ1uyiT7HVh6fxrVyMdZyo4zw7GqMrBWOEC0VTzEabYO75z7+kzIVAi6ct2Uy5lskHOjhWEszG+37ZmGqpE0ufspTQH487Geleskn2unY0yIAdjpY+KhDAPNcNusbxFNsb/i0vwpxjiA3G5ed9xcLodTTNUqaRP2T8LYxAzTnB4rJJ9tnlG5GQc4Bx7gIPNsnNcbh5kYbzAgUqlTDbcqXGLj2yMp9rdZMOVSjnfwUpyMM412UFxAPYB+xqmOgfjQO+PFdEPMseOJudgTPmYQ5RImWykE+P3lY3xFHuZYLhSJc51lFQOxh1Ns1+c0nCGgwzJMqsaMdZ4rwO8XfaO1Rl6q+0/XWdoTT0TL6StI3cF/FXv5cQ4TWZNM794hW++1Gd853RPlmtxgIu248PRedKmdOg39XypLt1LZVoyk9NHAl+uTvpKdbSjRmnX2OgnVmgrcv0/gZMN80XjEYl13e11f/KkVu35X9zlI7CLCT5hX0QKrc971p1u0BJ3ni9kgYQJJnufcxHN+KzwoAV+o61LqbqwjwHG29dvBPG8VJO7bPBVHRYVCImSJnpR4k2U+b+T7T/9N5jNCjE36XCjZW603HotBitzhHGOMl51j+7bGaH7rPIPiy1Sr0zCPsY4xiTj+ixbvGij6yzyjHVCbGuoY0yxXdw2otNWa/IPi9xrhWZpE1U7yiT7GdcrUGnS7laL3eING2PGQ0xymMkG9Fhizgg9YLkbLLJYrVJJexvnXaYao3fC4kLrXe9Vz1kjxBwjvMt0s/u04FmjwU1e9aAlWnQYr8ZhptvLhF5Jt03a3e51d3jdJs0GKXegqQ4xVVUPxrSMRyx1i5ctVatM0jwTHW6mUX1+Ry9Z6yYvez4uiZ9tpCPMNKvPMswa9W610MMWa9VhnEEOsZU9TJLoxdjmTq+426s2a1ajwv6mO8gMlb2OY8Yj3nCHhZbZpEzK7iY72Cwj+8x6vGy128z3Ypw0PMsYh5hjZh/ZjjXq3OEFj3ld2/9j77zDnKjWP/6ZSbK9AsvSe++99yK9gzQ7RQXE3pAuiCAoSlEUCyKIYEGlSJHelCK9d5Zd+vaezPn9cSabbHZS8Or93evd7/PkSWZy8s53JjPnvOc9b8FKcSLpQHWaUM6FYybbOcV2TpFIGuEE0ZqqtKYqQU4pSTQ0fuM8v3KC69zDHwuNKU97alLYheNZYtnMEU7rgSNVKUEHalPRZfnwNgls4QgHOKtzLEgbatPAyfpv57iTY+ziBEmkEk4wLahBS2oQ6CZtyv90Bur/NXy2H7Jt7hUhBXh1LbQqC0XCIDoQptaGBBssPK9bfLyYaAQw8RR0KwKlgyHSpPBaBGQpKlMSdbc1L6YVDZiVYmNAgEo1i0owJh4jigBgqp5XyD0E0i4jWMUtehJJLUKwYKITlQjDj7ls9ypD0Zn8zmUOE0MdSuj+P/WJIJyv+MgnGQpWrnKOY+ynBg1QUClBK8IoyTae8uFcAKykcImLfEc5+qKgEkwH/KnGNRrh3tXWRBBd/mcUoX8qgjDTgVKkU5AbWCmEiQcIIdTFoV5FoTlFSSGU4mQRiMIDhFDCoDZVVSJJpDpBpCMQNCSQWgbFK4sQREcqoVGUNDTK40cLQvP49ARhoS1lSaMgt8imEGbaEU6Iy/CgotCE4qQQxlkyCEClPaEUM0gfUYWCJBNAMOUQCBoQTHXyRnhEE0JbqmGluM7Rn6aE54k+CsJCayqQiePUvAAAyHRJREFUnsPRQhsiCCZ3mgkTKo0oRRLhRJNOICqtiaCIAcfKRJFMAEGUQwD1CaWqwfMWTSitqYmN4qSjUY5AGlEA1+KoQfjRksqkU4g7OsdWFCTIhaOKSkPKkkIY0aQRiImWFCDawC+rEtEkE0CAXly6HmFUyuW/aOcYRgtqO3EMogGFDDj605RqpFGIO2RRCD+aUjiXsmbnWI/yJBPOZVIJwEQzoihswLEiRXWO8ShAHSKpkCc/N0QRQWPqk00pMrBRhhDqGPhvBeFPY2qRRhT3yKQA/jSmKIEGz8JfiXzLkI7/9Flpr8/hp5Pe25kUeLkNTO8MqgrX06DuRlnA1ea0NOYJCvBkWfigNlhUuGcT1L9hI8YGVtVpecwLBgWofBZpJlBRSEdjMGe4QIabeAUNe00y+w2pAC0JZyblCMWMDY2pbOAst92sVTuKojrLqEw0z9GOMAJ1RetzzrnNZ2EsozDF6ccwwvWH/DDvcZUNGKunwvBcgilBA6YSopvy7/EWicw3+L0JBX+KsR4/D74a/zT8pz+DRvDGeSEJzCQeK3LmaUVaPscSwUt6wVKAnaQxmhvEo2HGnnkKOhLEBxQhRB/UrpHNMOI4RRYm5H1lBcpj4VOKUl4fMDLQeIk41pCMvf6yFQhD5V2K0kEf9AWCj7nDe9zChqOsjwkYRRTPEOXEMYUXiCEeG2akGq8BHQhlDsUJ1hW8a2QxisucJSNH5bMB5fDnQ8pQRp/dp6PxOtdYT6ILRxOzKElb3QIhECzmJvO4gQ2Ri+NTFOFpijhxTOIVLpOIDTOKHvUEHQhnBqWdOGYwlvOcJ92FYwDzqEgpXXlKx8ZELrCZe9gzfVsRhGJiOhVoqfcHAsFnxPIRMTpHJed9JMUZ7lRDbTfxTOAsSVhzcWxHQaZQMadsSAzpvMApLubhGMi7VKWErgCnY2MKZ9jKnVwcwzAzhSo004ubCARfcIXP9BB2Z47DKMMjlHbieIepnCLZhWNbohhPVSeOabzOYS6TmqNk2xCUJYS3qU0xXXlKw8o0jrOT2y4cLUykBo11q6ZAsJQLfMmFPBwfpyKDKWvoe/Q/nYH6fw0mVfoDeYNNwNtb4c3Ncrt4EOxpD81cCxJ5gAAWXYLnj8rtAiaF3dEmOviSP9AJKzM0Ho2XC2yBqHxBRdoZzGqcw+4ht762m0Se5TwCgQmV1+lAS8oZPA65S184yzjHLWbomVIVFPryCPVplmfW5EnGbeJYznyyyASgNmOpyIMouCZAdH8uacSylxfI1P2QInmdSF5HcZkx+1GVoqz+n1KE/olYQhLTiCcb+UzZ323AeySwgEQAjpHBo8SSoN83Vhx1Bn8ljZHEIRCkoDGA65wlC/Q29uXry2QzgOvE6798njjW6c73mlO7ZDRGcp39enDAV9zjHW5h1bk5v3/AbRZzV+eYzgiukKDLt+KwaW4hmWeI0TnaeJgLXND99WxO53KFTB7iAgk6m5e5ygb9GuTmaGM0lzmkp7hYxh3eIw6rPn1x5jifG3yhp7E4RiqjuUBSDkfhxDGRF/WM1slYeZzTXNKT9+XmmMFjnCZRZzOO82zR/fbsmb4BUrDxPGc4ql/jr7nBfK45cXS8LySGZfpS3HGSeUFXMlw5buMu4ziTw3EEx7liyDGdkRzPkTGeU2zPyXTu4JiMlZc4wXHdqvQNMXzCpZykmM4cF3GJlbrl/jiJvMZxUgw4buc2kzmpy8/mGQ5wTb+XnFMCXCWVMRwgRXdrmMRRdnPbgGM2r3KYU/p9sIrLfM55Q46fcJYfdP/LvwP5ytB/CR6ohM/lMgBmbIVEPVFnhVDY0R7eq43P9ccEsPAixMj7nGJmhfWFzSyLNPksQ0OwKsPGsSz5GEdg5n3KsVh33rRDMcg/5CxjP0n8pj/QAVgYRQtm0D1XezUnSstIhsZV7rFf7wzNmOlMH0bxGs4VmD2F/wtsJHKXY3pafQUTVXmCTizD7LRE4U1GFglcZrXeRiGCZyjFYaL5kigWUoyNFGcj/tQwkJCP/xZkI3iHeI9t3ieBNDQ+IB4N48dbA3aSziEy+JYkYt1kq7EBd7GxnCROkcF6kg0XYO3HeJ87ZKHxgT5AucMCbpOOxgLdP8kdxx2kcIR0vieeG2S75XgHK6u4xynS2USSW44CWMBNstCYT5xHjh9ygww0PuSGF45JHCOVH7jDLY8cs/mB25wilW36f+OO48fEkInGR15cABbp7RZzDdzYpOV/Hc8pUviRm9whyy3H22TxIzc5RTK7uOeBo+BzrpKJjc/0/s8dPuMyWWh8xmWER453OEMyP3Odu2QaRg/aENwhk3XEcopE9nHX43VcwiUysbFET43iDl9wnqz8PEP/2xhaFwoE+ZBl2gxYIFOBanPh0wMyygxgdHko7U2GgrQ/m0GYofZ2+OCiI8pscJBKHbPixdlMQ1GtqCYbqslGi/gMZqZm5USZNSOMZjleEzLfTt7oAZkc0YyGGY1nOc1CrpGudw9lKUhzyuasNxsXZhW5MlUvYitf8xupunUnggI0pHmO2dUoAaJr1uytfMtmVpGqK2d+hFOBgbl454U947WGCRuXWMIx3iFdny2qBBFEB0Lona8E/UPwGxluhigHUhFsJo2NObGTxjADP5PCD17SLGjA9ySzlmSPFf40YBdpbCMlx5LkDilobCWJLSR7bGkC1pLEz14UQAH8TALrSfDKcTcpbCcpx9LjieMOEtnupaUJWE8Ca7nrcV4pE8HeZSN3vXLcQyI7ifdydaQlaSfx7PZyxU0obOQO63Xl0xN+4Tabue0xr5O8jvfYzd0cS487JGNlD3f4zcuda0LhV26xiTiv13ETN9jCTS8cBXu4zV5uk+blOiaTzZG/KcI2Xxn6L0FoAGwYAeHulqr0UhvOiE2G4d/D2DVSIbKosKE5RLurY2ov2eGEe9nw3HF46KAjD9FPBS2UcddLKBqqKfejlAKMT8mmV0JGTh6idyhDRd2iklcR0nL8duzIQvAp1xnByRyFaARNqeQSneJA7uUqkBaiDRxjKj/mKERt6UoFPTzWkwwlZ4/gMLtZymxSdNNuRR6kBB2c+OeV4eqqFcsG9vAkqV6dyvPx3whju0xe3PUh764AktBI8CHPVhI2krH5ZLy97WVwtOOej7mBk7GR6EPuZMlR88pRAHd9jB6960OuagWplHhTXECeSwpWQ/8UV473fOR4j2wfOVpzlsA8HTcZq87RMwToi7W+cPQe86sAqT5wBKm8eFPC7BwT9OVfb0j18b69X+QrQ/9FqF8Czr8Gr7dz+UIhV94gV8zfCzsuyc+VQ+HMA/COkQHCfje4yBDAilj4XrdWlzQpHC3sx8fhrjEfAkXRlQcXGRqwKUvj03R5I0diZgWVmE0ZzLkOKHKSGrqeigacIpWlutk8AAuT6MTLtCUgl++OcekPKUMWQ/xBr3RtxsyDPMYQRhKUy3fHvQxZYz6Jrfygf2+iLi/RnNkE5grL9STDhpUUTvAu+fjnoWweXzJjVMGPcC/dsADKYKECfh4tFSagPH6Uwc/rcB+IQnWfighDFQII9YFjafwoh79XjmXxp7RPHFWqGUTJGaEygQR74agBpfCnrMf6ibIbLEMApQj0qtoFoVLFS8ZmB8dggjweWfZPJQmgTI6LsnuOpQmkpE8cTVTykWMlQr0cWS6BlSCQ0l6uuIpCKYIpQZCbRTcHgjFR3iDa0AjFvWRD/7PIV4b+A2Gzwdp98NhM6DMBXv0YzukGhMggeKsLtCjjtNyl4tGfSAFG/gDH5aoMIWZ4qRL0KwZmH2UAPHsMDiTIz4GKwohgMyODVEfqIsXz/FEAb6RksTNL1jLzQ6UrBRhGUSc9zL3PDcgO7TOus1efJ6uoNKAUD1LPKXOANxmCzZzkdy6ioaGgUo5KdKRPrnaeAu8EGqc5xBH2YNNnkAWpSS1euC8Z9/iDND0/Rz7+OaiCH7U9ZIFWgXKYaUIAQwnzMvzAAMJ4iDCPCoQNeIhwehPuMsHIDRPQn3DqEER1Arxw9KM+QQwi0iNHBehHBIMp6JXjIArSk0gvpUWgP5HUJJgqBHrkWJ4A6hLMAAp55dibAgygsEeOGvAghenmpbSICehNYWoSQgUvHCsQSC1C6E20FyVHoTuF6UsRrxz7UoSuHrKc24/diyLUIJxyHpQXeR2DqU4YPSjqlWNnitCLEh4thhqCXpSgC0U9WthUoAclqEGkRwVLcgylYn4G6v8N3E2EJqOh+zhYtglW74Y5K6HSIzBtqaPdwr4Q5CejzDyOuEgl5OxdqPkBPL/W4UM0uyZEWHSFyIeQ+9hMaLgDHj3kqHY/JdRMMVVPWKUIrxFvCQLaxGfQOyEzp9r9YxShnD5b88W8n4lgFKcZwckcE2w7KlOBwl7N2nZoCObzKxNZTZIesVGF2pSnGgr29IjesZEVfMZbJOrr2IWoR3E6Ar6VIAFI4YpP7fLx34VZFMIfJc/AYtJfc/Sw9VFEUgZLnnb2O/kNClIUM20Iopeb2bMCdCSYLgQTiYkpuoXS9WkwAUWx8KweyjydYvi54WhG4W09JPwpoihlYJmyy3+NIhTGQitC6Uq44VOoAB0IoyNhFMDMeL0YszuOo4hGQWEKJbEYcFR1jm9SCgWFkURTwsAyZZf/CsX13D/hPECkB44RtCWCAlh4mdIeOPrnhMxPojwWlDwDqp3jRMqhoPAEJShqYJmyy3+eshTAj1YUoD0F3XJsT0FaUYAC+PE85dxyLEYAj+vX53UqYzaIoVUBCyqvUwUFhccoTbQHjs9RkUj8aEEUrSnslmM7omlKIQrgzxinCgC5OSoUJZCH9ZD5l6nhkeNLf6NPZb4y9B+GfpPgsO5Qb1c4bPr7hM/hq03yc82i8Nsz0N2du4sbzN0tXwBlgmF/W+hvr+HnY7Ta0hiYJCNAKWxS+C3Kj4cDVVSh4GvWqnVZNsYmSb+dEEwsoSoDKOx1huyMwyQzngsA+GHmdTrTVX+YfEUM95jLRgQCFRN9eZxmPID5PhJ8JXKPVSzUrUwKtXmJKozE7KPZ1+TjUkA+/rtQE3/WUIy2BOYaBJoTwE8Uo7G+TBWOiR8owWCXal3lsTCfaEbquWwUFN4nmtcpmMsGEonKCxRgEUVyLBlDiGARxanslLHXD4V+hPMDpSmk23NrEMi3lKOlSymJpgSzkrLU05ckwjGxkrI8SGQujuXw431K8LheMkdBYTaleIEiFMzF0cQzRDPXqfbUYAoyj9JUdFqu80OhD5GspCIFdI41CeZrKtHcqUyDAjQllOVUoo6+BBSBmeVUoi8F8cvFMYB3KcPDyArUKgozKc9YiuccQ3I0M5rivEOFHI4PUoR3qEh5p2fUD4WeRLGEGkTqy6E1CGEJNWjqpAgqQBPCWUINaup5nSKw8Dm16EF0Lo5lCeJtKjMwpyyLwnQq8zSliHTh+DSlmE7lHI4DKM5bVKWs0/KRHwrdKcKn1CVc51idcBZRj4Z63iE7GlGARdSjmm5xicCPT6hPV4piycUxmOlUp59e9FVFYTI1GU55IpyWhSOxMIIKTKRmDsf+lGIKNSnttFznh0o3ivERjQjL4RjJPBpT36kEE0BDCjGfJlQxTM3y1yA/6aKO/4SEb/tPQ6NRHhooUKowXFgKZqdwrpfWwXu7pYOzVygQEQAxr0Kw03g/8xy8fspHfUiBABWudoAoJ2fsz9OyGZ7sixOctCCZgJMFAilvdnSa27nHc5z1SYYdX1GD6k6ZY89zk6n8dF8yXqAzdfRkiADx3GIx0+5LRheGUoMmOduZJLCNAQgPDn8WQmnLd6g++pj8k/Gf8AzeL3zlvDvTxmmbjQqqSit/s1sL6nmrxq6sbMJUle7+ZvzcNIzXBOsypUNuZz8LhdyEiFqFxrqsbO5pgiYWM1XM7uNA92Rlc8ZmpbzJTEuLGcXNsc9ZreyxZRGBiS5+FvwU48lHvKbxizUDDehsDqCgatwuW2j8kp3FPTQam/yoYnLPcbc1k3NaNhVUC81Nfu452rLZa8siAoUulgAs7jgKGxut6WgIOpmDKKAYT8eyhcYGazoJ2GhkCqSSavy8CiHYq2VyQWRSXvGnqervnqOWxX6RRjgmHlCD3XK8J6xs0WTOpXZqMAUU4+uTLTQ2iRSSsNFACaKCYhwpI4Rgn0jjMpmUxZ8mqnt/ovMik4OkEI6Z9oS6v45Y2UIiKgptCSPCTbxxNhq/6hGCDQimnBu/NYHgN1K4QgblCKShl4llfjmOfxjW7gOzCayui8VOjs1X70DxwTD1URjZTToqv9hChtAnZzpC4PPAaTktIRuKvwPjW8OLzaWMp8vA3ItwO8s3GRlAma3wUjmYUAHMKgwNNDMzLZtLNnfDv0BVNRSnBJJ1klJ5OsCPNwP98VcUWhJJdYI57Tbc2B6K7wiDf4Kj9CKa5yhLECYqEE0tSnKcGLeZql1lfMA6mlCRITQnhAAiKUx1GnGS/W4WzPLK2MhSLnKUtjxIKBH4E0Fp+nGZlbhTM8vxUL4i9A/GzlR47iYcyrAvjkENf5gTDQ849e8x2TDmFvyUqiJ0a05hE4wrAGMjHM9Lhgbj7sCiRIU0IWczAQo8EQazoiBY7yuEEHySDFPiFWJtsp0CdA4UzC8E5SyOAXpHuuC5u/BHlhn7kFDTD+YUEHQMcrS7ZhWMibfxczoI3XJaWNUYHw5jQpScQT9DCF5PsrEo1ZaTOzmAbIYFqcwKMxOkKjkcF6VpTE22EqfJnB4KNrr4a8wPt1DW7Dj2tiwbLyZncdiqYc+7XdNsY06IP+39HQrMFZvG2KQs1mbZ3YoF0Wo6bwT7MSrQoeClC8H4tEw+zczSF8khgFQe97fwVlAAQYoTx8xs3krP5Kaw+yKm09mSxdygQMqYHMrBdms2r2Skc0yz91zp1FQzmRkQRBuz4xm/otl4KSuFDZo9usxKNFm8YglihDkgF8dJ2al8bs3QU1hCAAk8Zg5gqiWYQCeOi7U03rGlcisnYCOTToo/s8xhlHJS8LZrmbxhTeZ4Tg+dRQ0lnRmmUFqqDuXpirDymkhgM5k5PVdh0niJUB4nOIejLK6dwDJSydBbBpDKw4QwnoicMt0yQ3cK75HI7RyOqXQkkBlEUsJJFdlJOpO5y6mcCLgUqpPIVArQ9G+0oucvk/0HITPbIMu0QYTXrQR46n14e4XcLhoGvw6DKHcKvt0Zx0lGYia8vBFe/EVuh1lgW3Mo5e5eM5CRpsGb5+Hxo9IPyU9R2BQZQGXDWarAZMqtCAFkAfMysuifnIZNCFQUPqAK1QxnAvYw9dz5gGzAam4yiuM5CblG045quk+CqwzFQIYAfuM8b7GadD3E8wEGUok6hpdD0aPeXM/0AsdYwWzS9JwwlRhBCbrqvzHpng9SqyzHEMowwFB+Pv77sT0V2l2Bwxm595/MhC5XYa2eNuiGFRpfhbWpuVXmWzZ47ja8IZNAYxPQOxbeT4A0p4YZAj5KhE4xkKXvfzsBnrwDsU4zCgFsTIfG1+FKtmy4NV3QPg6OuBh0j2dB5xuwXj9QnE3Q+IaNtekuHDUYG68xIVHPni0EPe5l80GqLUfJADl5+ihNo/O97Jz0Gm+l2Hg60UqckxeuADZkChrfyeKqVbbbkmWjU3wGR6253XVPWAVdEjLYkCkH9libRrN7GazPyh1fdVODsclZTE7NzuHYJzmNhU6KkJ3josxseiWn5XCckZHFs2kZOYpQznXMttEyKZUYTXLaYs2me1oKJ7TcU7gTmkaPtBQ2W+WxYzUb7TIS2KTlDrO/ieDF7FRmZKflcOyfmcQiJ0XIzvFjawb9M5Ow6pxmaqm8bEvOUYTsHDeJTDpk3yVWSE5btUz6WuM56TJVPSms9LbGs02TbguxwkYncZstTooQwC00XhGJzNb7tmwEQ7jN56TkKEKSo+BTknmIWzkJD2aRyDjicxQhO8dfSacLN7ihc9pGGkO4wWmXVACnyOJBbrAz1z/21yJfGfoPQt2KkO18nyou7y6Y8AXc0PNP1SsOV16B8W1dGrkJl7fjvb1wWk9CWzkEzraDudVdGnngIYCvYmGPnmutpEnlcMFAvgzL7XOj6PXMjCzGGrDRamOtfvIFsLCE6nxA5Tw3qDs/bw04Tgrr9NT8gfjxCl0ZT0/MeYpius92fYNEtnACADMWevI4j/IqfrnMuSIn47UrZNh9IvvZqB/LRA1eoiVfUo4hlKArFXmM1nxNJUbgq8N3Pv67IASMinPU73KGPdv0qDi5tP3WPbhpw+1i6tv34FI2/JgCG9KMS/tqwO4MWJEMcVbBBDe5D21AggaT46VFYdQdY472zMBP3wFNCKYnatzWcBvh9FaS4LJVsDpDY3OmMORoA3ZmCb5J14i1CSYmG0uzAfEaTE22IoRgdFImNgOOdt6jk7Ikx9Rs7mjCLcfpqdlctWmszrKy1WqcO0kDdlhtfJdl5bqm8WZ6pluOd4XgrfRMhBA8m56G8MDx2fQ0hBDMtKZzF/cc37amc12zsdqWxQ4t2z1HLZvVtixihI2ZthT3HNGYbUtBCMHz1iSP9+OL1iSEELwjkohHc8vxHZFMnLDxI2nsJdMtx51kspY0YrDynp6k1h3HuSShIXhVz1Tt2rvaeb/OHR9DW+4f+crQfxB6N4eoCFlgFXA/8uuZpm0qdJkAu+XYjZ8ZpnaAigWdwu7dyZBWaTBBzxWw+aLswM0qPFsemka6hO57waDD8PNNKUNVFIYGWujpb8pRQ1TV+w38VGo632ZmYxUCBblk1osohwwfks7N4RJruIW9G6lENF2omaN0eIsSEwhWs5+tnCRTn50UpjjN6QI+y9A4xFYOsoVMfSYTTEkq8gTVeYHyPOySjygf/zQcyoCTWcaKC8jO/qoVfk2FzxPdKxkgH78vEmFxYp6cqHnafZIAX6V49v2zAstTYFcGnM72zPGKVVqPPk/15Pkmj70kVfBJms07xzQbS9M8ZxmyAl+la+zItnHW5v55E8AlTbA9y8aSdKtXjl+mW/k0M8srx08zs1iW6TlRoQ1YlpnNDpuVC0LzeB0vCY2dVivLre4KVTuOvdyWyefWDC85fOALawYrtHSP7WzA11o6O7UsLnvISKQBF7CxR2Sx0mseaPiGNL4ixSvHr0hhJaleOa4gld1k6NXdjCGAi1j5A2MF9V9FvjL0HwQ/C3w7SSo1JqM4cwW5pO/ku3PkMrR4GaYu15so8M1g6RxtcmcCMeWWcT4eOn4FY39xhN1/WRcKWFyUKg+IyYCeB2HoYYfP0YJQP0qoekisG6uQM+4KGJqaTp/kNDJ1Is9RmjJOOTy82VHS0ZjMOUZyPCdTaU/qUp4o/XSNSm7khhWNL9nBm3xPsq7M1KUVZd1mqs4LgWA737GUGST9Tenj8/Gfi6u+JfzldBakeNHwFaRScjHbs9KkIdtctXpWmkAuTx/3LeEvp7NzL8u55yi4ZPXO8ZJVcNUmvHLMBE5afbMCnLIKrwsoCnDFJrisubd62Dle1jSuappXjhnAaZv3jNYAp4WNDC9tFOCqZuOK8Jz1WwMuCxsxwnu28XTgjI9Zm08Lq1dVQwWuCSvXsHrleAXZzjtHwXkfs2TH5Geg/t9Aq9pw8CMY6LrcBY4ezunOsisvk76CtbKGKHWLwR/PwMgGPsrQ3+fvhy/1SvUVQuBwG3i2rHclxhkr4uA9Pdt1MZPK7wUDeTVY5lDxNW5xs9XGVN08HYaZL6jOU5TAgq+Ze+AEycxBEvHHzGt0YxCN8cfis4w4EviUrQCYMNGHEXRgAAH34cSXTDxrWOxz+3z8M1DIxxwRJcz45D4fZYJos/cOu7BZHttb+QwVKO2j335JXzmqEK165qgg03EUUhWfOJZUfet8Spp8iwaKUhWiFE9pCnWOikIhxTtHE1DSTZScK0ooqlflCqCQovrIUaWgD0O4CSjuY9KSEorJa0sBFMJEQY/pHiXHKEy5Uix44ug51aMDvsj7M8hXhv4fkZYGK76DuR/CqtWQrk9tqpWBZeOgZ1PdugNefX8UBV75FFJ0GeUKwMLeMKyeU5ZpxellJAN4YwvE6zKKBcCcGvBaee8zTbsAocC0CxCnTy8KqQpvhvgxI8gf7/2a9FQQisb8zAwu6DOuEMyMoAQTqOCDh40uA421elVnkHmIulCL0XT00UtHILBxlMsc5yogFaK6tKQ/Y3z29BFo3OAKN/ITK/5PoVkQFPcyOkeq0DUEHgz1PJBbgaGh8EiYZyVHAR4LgyEhnq0zJqB7EHQKhGJeHuyCKnQOUugf5Lk4sxUYGqzySJDJqwLxaKCJIUGqV469AxQ6+5so4qXjKKRAZ38zff09D+RWYEigmYf9vat2D/n7MdDf4pVjL4uZB8wWorzMGAspCh3NFnqaPJdUsQIDzf4MNfl7WYqHISZ/+qsBHu0kJqCn4k9H1Z9CXob7wqi0V/zp4qVciQ3orwQy0Eu4uwAGEkw/grxy7EEQ7Qgi0itHU05+rr8a+crQ/xMWLIboyjB4BLw4AR58AopWhU+dskxPfkSG2qseFBg7hICT1yB6CMz53mGFeb2VnqnaLsPDEyaA68lQ5F2YuNWRt2hsGSjoh+dq9/bIYRUSNSi1A549Ddl6z/i4vx+lVU8dqkA1aZjMGooqyFIFtVKTGJmWSrp+Mh0pREWP1X1ktJlJjxYTaDzGH7zmlKm6BiWpTFEPcxpHpXt76PxcfuZdfspZMitCaSpQx2fnZwWFGM751DYf/wyYFHjHi1vYW4XBX4XxBcFfMZ5wqMDAEKgTAENCoZqfcTszUNYCj4dBRYvC8FCP7oZMjgSTojCrgEEjJ8woIKNEJ4Sr+HngOChIoZafwtBAlarmvNmi7RzLm+CxIJXKZpUnAo2fQpltGCaGmjErCm+HeFZe3gr1w6IojA/xww/3HIf4m6hhVhnib6GiamylMQPlVYWH/S1UNZl42M+4sImd47hAf8yKwnR/z9biaf6BWBSF1yxB+GE88CrAIJM/VVQzg80BVHBjpTEBFRUTg80BVFUtDFICPHJ82RSCRVGYbPKsvEw2hWJWFF5WZApEtxwJpKJiYRDBlM0TnuLgWAEz/QimKn70JcgtRz8UnicMPxTewPMNOZ5Ij6Vm/hXkK0P/D1j0BYx5BVJkHi306EwSk2D4s7D0G7ldtwJsniUTLfqKtEx4aTG8/6PcLl8Atj8hnap9RZYN3twJE+QKEUX8YVdTqB3q5gfOT4OudFkFzLsKo0/J3eGqwpawYBqbjR4dkavSvaL7FwlguTWLR9NTc2qZfUgNGhNhLMNpTuqsP27nDi9wHBsydP9ZulBfT2Hvq4zTxPAOq8nWlaquPEZ1mrq5IPnIBwwOhy+KQYTey9o72zAVFhSBp/R+v4ofbCsJ5fQx337PmYAR4bCkiNwOVGFbCWgf5Ghnb9s8EHaUgDD98fqwEDwb5rA42duVMsPmYlDXX+4ZGqrweZQBRwUWFoIRYbJdVYvCtsImyppzyzMDI4MVlhSUvwxSFbYVtNDOT8lpZ2/bwk9heyE/QnVLz6IIM8841zbU30ubYHNBC7UtUubDgRY+CfMjXDHgGOrHsEA9e7FZ5dcCAZQxKbnkmYEnA818Gi7z6AQrCpvDgmit90W5rqPZxOawYEJ0S8+HwYE85W/Jy1FV2BAaRE1dxkN+/iwMCMqpmpXDEZgXEMQjfvLY1VQza/zDKaUnL8z1X5sCWOgXksPxl4BwmuvJHXNxVC2sDwgnWOc4zxzOcNVRXjXnv8bEz+YCVNNlPGQK4n1TWE4ebwdHhQ9MYQwxSYWuumLhB6UQJTHlkmcGhhHMe0qk5IjKj0TTRM+LlYsj/vxAdE6lsfcpyGOEGHA08x2FqaLnrRpCKLMoSCi5/8MwVOZQiP64G4T+deRnoNbx78p+m5kJxarBPTehrwBFCkPMCd2JGqksjV4Ai9b7XDGDkAC4uRyCdIuiENLaM22X71xNKsQ9nzt/0QeX4NlTTo2cHLHd4XwLKO9UaHhVZhYPpTpcCRXVlqMA5YU84+3BYTR0ykz7OwmM0kPgAcPcQa4y3qUmzZ1mHle4w1S+y4lR80XGE3SgGVVy9iZwhyVMw+bF+W8Ir1BEr3OUD2P8UzNQZ2qwNgWuZkExC3QPhSCDaagQsCMdjmTI5IndQqCIG1Pq6SzYouclahUENY2TDXPbJliTCkmaTPbYNkBGe7oiQxOsS5eO38XM0CMIAg2Wp4QQbM8UHM2CEAW6BikUcWMyPpWtsTVTRoK19leoYTGee9+2CdZkaJKjn0JbP8WYoxCszbARowmKqwrdAkw5iQddOW7L1jierUmO/mai3XG02dieLaOsWptNVDOcrMEtTWN9lpVkIZWu1maTIcd0IVifnU2splFMVelisbjluFPL5rhmIxSFzmY/otxkdz6lWdllk/1LS5OFKqrxTXFb2NigZZIqBFVVMy0V4wzd6UKwQcskVtgoppjorPoTYNBOE4JdZHFKZBOKQkclgCg3GbpPk8UekYkCNFMCqOzGy+wWNjaLdNIQVFUsNMPf0MKejsZmkU4cVophpoMS6KGkcH4G6v9K/LrDjSLk5M9z4w406QwzxkOH1jLU/q3H4KttkJbhoeyGQo66n5IN9Z+Htx+FXk2kovFGK/j4D7ib5iHLtBMPmwINPocZbWFwNSljTBmYfwUupusyjBQhJfer2UGYXh6eKCqX/Ab4+zEvI5uDNhtWhBtFSGartkeh9c5MZLwliOHmACyKQiMiaEUku4nHhrsoMXuCRUllPMd4gjIMoAQBmChNIVpQmZ2cQehLYnmRO0njV2ziLgl0oC6B+BNBIerTlt/ZhJGqqqASTcl8Reh/FDfTYc5pWHwB4rNkctPHy8FLVaGE0wQhywYfnoP5Z+F8ClgU6FUCXqkGDV2suj9elzJ33ZHbjQrAC5VhQMncz9GRBJh5VuG7WMjSoHQgjC4Pz5SHAKcx7WYGzD6n8OlliM+GcDM8XgZeqgjFnVZ/sjRYeElh/iWFC2k6xyLwakVoEJGb4+o4mHNBZbceSNk4El4oD/2L5ub4RyLMuqjw3Q0T2QLKBMLo0jCmdG6ONzJh9kWFT6+ZSbDqHEvAy+Wkb6MdmRosvKYw/6qJi+kmLAr0LgyvloX6LsXOf7gNc66a2JMoD9QkDF4sBf1cLPGHkmHWFZXvb/uRLaBsAIwuAWNKyGVOO+IyYXaMwmc3/EiwQbgJnigCL5eAok7KaqYGC2IVFsT6cTFDXsc+BeHVklDPxfDx/V2YE2tmb7IcqpuGwovFoK/LPXEwFWbFmvghPohsAeX8YXS0fOXimAWz4xQ+vR1Aog0iTPBEFLxcFIo4pYbL1GD+bYUFt/25lOWPRYG+4fBKEagXlPvY38XDnFt+7EuVApoFw4vR0Ccid7sDaTDrtonViSFkA+X8YExBGFUwN8fYbJh9W+Wze8EkapLjsEh4KQqK/I3J+vMtQzr+XbPSL1fAo671x+xKjF25QCpAmgbz34bRw+S+bUeh6yTIzDJQiNS8MhRFzjanDIGJg+S+g7HQYanMQJ3nj1eQ9lpnGfrmmPrwwQNS5pkUaPMb3MwE4apOOylkrtrJoMKwrLpUiGI0jQ5JqVzWNFSzi8uloitC5O44FaCdamGlfxh+ikIC2TzFcc6ThopriKljyct5vwJUJYx51CEQExlk8y5rOccNNzJsBjIUoonkFQYQTAA2rPzEx1ziBAoqzinnwijIQJ4nVC+2mQ/3+KdZhq6mQrONcCMj9+TDpECkH+zuCJXCpCLUbTv8ekN+b29qD3xY2QL6lJSfp56AScflY2p37lUV2R+8VBneqSP3bbgJPfZIWc7R6SrQtABsagmBJriSBs22yWfZlWMBC+xpIyNLM23Q7TfYcseY47cNoJesMcrk0zDlrAtHpPP3qxXg7Wpy3/pb0OugMcdmkbCxkeR4OQ2a7YVbWXk5FrTAnqZQPlgO4F0OwbZ7xhy/qw09dUVn4kV483JujvbPr5eGt8rLfevuQK9j8rMrxxbhsKGOVNoupUOzw3DbJf2BCShkgT11oFygLKfS+RjsTHQktgTdKqHAD9Wgu67ojL8K02Mc1875Or5RAqbppRTXxEOfc1KY3VHZPgFsGQq/VJG1JC9mQLOTcMeAY5QF9lSTil6GBp3Ow66U3A779q5+dXnoFi4/j7sOM24aX8cJRWCqXgTgp0Tod0W/jk4cAdoEw/qyUiG6kAnNLsBda16Ohc2wpwKUMaih/Vf0Hfk+Q/9mlC7pssON8mD3I3rmdTh/UX5uUwvOfAzDOvkmIyfsfjn8rtc+rV8MTo+Gl43cXTyF3R+E9bJAPJVD4GQrmFbJYHXMw7LZiluwVO/wS6gq+8NDeDcwAFMurcxYEbJz2aJl85FVOjJHYOELajGeCvjlupWNFSG7jNMk8TmXAQjAwiv0YCTtCchVqd5YEZLfCG4Rz3fsBMCEmV48RQ9GUIrKhFOQaErTlgE8wrh8Reh/FE/+nlcRArkdnwWP7pXbc8/Alhu5B0eQg69NwNA9kJAFv9+VihDkHijsE6PZZ+DXm5BmhYG/yd+6punRgL33YMYZuT3iUF5FyM7xXjY8ekBuv3cRtt5xz3HIIUjMhn33pCKUh6P+PvM8bLsDqVaZqNXqhuOeeJip9zfDjxnXTLQJuJstywEBzLkM2+954HgUkqywJ1EqQq4c7Z9nXIEd8ZBihYEn3F/HXYkwSwaaMuxsXiXDLvNuNjyhX5PZ16Qi5Jpl2aqfz6BTkGyFXUlSEXK+ds6fp8fAziRItsGg8zpHp3ZCb7szGWbHyX1PXJRcjDjeyYZh+jgz62ZeRSiHIzDoEqTaYHuyVIScr53z5zdvwO4USLLB4KtyvytHgSxbM0dXsh+7BvcMclXZgFtWGB7D34Z8ZejfjJZNpUKUM9DbTS8eMOw5uKWXzCgZBR+PhfoVcISqe5GhKPDkAojRb7joEJjZEbpUcMky7UkG8OxGuKgv8UVaYFwFeLSYU+i+D3fTqxfglO44HqoojAr05xl/f4cepogczkYQwIzsNA7ra+gBmOhNNE9SGsflEB7dmDTgG67xB/EIBGZMNKUig2me60ieZQj2cJIjXEQgUFGpSB36MYZhTGUor1CXNi5lPPLxv4JLKbAhzv1ytE3Avrtw5B7MO+s5C3SGDZZeggXnnZ41A5gVWHAOvomBRKt7mRqw8CKcToZNtzxz3HMPjibAvIueOabb4KsYWHDZB46XZD6yJKv7LkcDFlyBU8nw6928yogzx53xcDwJ5l/1zDFNg2VxMD/GB44x8PVNOeh74jg/Bk6mwtZE9+VUrMD2RDiRCvNjvXNcfgvmx3n2YTEDC+Ng+R35G4/X8SacSJPKiyeOW5PhVBosuO2ZY6oGX8fLdl453oZlCZAuvFzHO3A8HXaluedoA35NgXN/TwLqfGXo3w1VhUXvynfVzXKSM4SAHXuhRC348HPH/vmjwGLWZXgatXUZhy9B6WEwfaVj/+yOEGTPMu1NBnA+ASp8CC/96rA6TS4PEWYvYfdOuJkF1X6DYafAXnfxeb8AitsTkvkgJwVomZnI0IyknLD7vhSlLEE5N7S3td9sBKM5zLMcyQm7b0xlKlAERXfp8yZDAAv5mRmsIIk078Tz8T+Dowm+BTvsvgMxXm4dkwJ/xMN+D0oByO8O3IPDidIPxRPuZsGO2z4QRCpEsV4GIJMi/X/2x3vn+HsCHE7yzvFOtrTQ+ILd8dIfxivHJDiQ5APHZDic4llpArkstjPRN467EuGmlyTLZgX+SIX9Ke6VApDf/Z4Ch9O854C7kQ27kn3juDNFWmA8cgQOpcF+D4qLneP+NPgj3TvHOKtUhHzBkb+pVmu+MvT/gE7tYeN3ULOa77/JtsKoV2D1OrndpApsnwmNK/kuQxMw/itYLGuIUi0K9jwBrey+vT703gKY8xvM1E38pQPht8bQ+T5C9wE+j4NXdDN4lKqyNTiUXmbLfd2Qa7QsxmbJIoXBmFlEbboQfV8yDhHPeOTagwUTz9OTNtTAdB+5LK5xm3n86EPltHz8r8Dfx5swxMcQlgBTbodit8c1yWP7cif6euxgXzmqvnEMVO+Do4/Jhu/nOvry39wPx2BfOfrQTqBfx/vg6EtXFezr/ehDuxyOPhw3QPGtHfjO0Zdr82eQrwz9G3D3rsbhw1auXHGshLZrBYd3QO+uTlmmvUBRYdx0h1WmcRXY8y4MfwAfsjs7MGEZ2Mvp1CgMWx6BV5u5X5oywvQ9kKrPxMoFwZp6MLsiPj2YIB+oeTHSXwGgqKryVVAIi/yDfeQh0BB8Y8vgnE3OT8KwMJHKvEtNH2lIGb9zj6MkAOCPhaG04jUG+KwOaQiucovTeqbqfOSjRZT3QdKiQLfi0LqwZ8uqVUD3YtCnhOcO26RA3xLQvahny4cK1IuAHkUhyAtHPxW6FYGWBTzP7q0CuheBPkW9c+xTFLoX9s6xYTj0KCwHfU/wV6FrYWge4fnYVgHdC0GfKM/nYkK26V7QO8fGYdCjoPcBOkCBbgVlNJhXjgVkdJlXjgWhe4R3js1CoHukd6UkQIFuEdA4yAtHoEe4jBbzyjECuod5tiCZgBZBMuWEvxeOgQq0Cvbc5s8iXxn6G3H5so2BA5OJjk6gbt0kypRJpGHDRDZscNhzp7wqlRyPCoAJMIMwwalLUKUlfLfW8fX4geBv8aIQqQ45N5KhzFOwZKvj65cbQ0SAl+Uuu6O2CVJsUOYj6VhtV85GlYDi/l5kOPGwmqDiAZhx1eG3MNDsT2WP9XEEiqKhmmyYzDZUs42WtjtMsybnFHdtTAFqEe5ZBpqeaVq+nuUA8zhDuu66V4Zo6lDeS/Ud59NS+IPzPrXNxz8fIRZ4ror7uYEKjKwABf1hXHX3fjtmBaqHQ6eiMKKctIAYddoqUnEZVQFaFoRGke6XeDTgjcoQaoFny3vm+GRZKOAH4yq5L/FhVqBmKDwQBSNLS0uSO47+KjxdBloXgAbhXjhWkKkIxpZxz1EBni6l+zCWde/rYlagVgh0KAhPFZdRau44BqiyTdtIGeruieO40jLM/5linjmOKibdCcaV8sARqBMM7SPg6WjJwx3HQBWeioZ2YVAnyL3vjga8rh97dLRnjs8UkecyrohnjvUCoU0IPB3lneOThaBDCNQKcM/RBrxeGCLNMhGpJ45jCzkSi/7VyFeG/iZcumSjYcMkvvsuG+eixocO2ejSJYWVK6VJpFZ1+O5z8DcIFwTkHeTiz3PuEvQfAR99KbdLF4Z1kyDYna+uKa+MmLvw2DyYtkpuFwyCTYMh0p0MA9+kO+nwzGZ4Xo9mDDTBr3WgqLtzMZCRbIM3LsMjp6VSZVIUVvuHUc4wuZdAUTX5cpKRAbyrpTLEGo9VCBQU3qYGFdzUzpGKUO7H3YrgW67yHAfI1Lv9x3mAihR3czJ5kfU3VVPOx38nptSER8vKz2ZF3vb2gbVPSXi3nvz8QFFY1EhOIkwu7SqEwi9tpfW4SCBsaA0Rfo55if2RCjbDulZQOlhOrH5qCjXCch/bpMj279aEvvptPbUaPFLKmGP/4jC7pvzcuTB8WEvnSO52FYNhfRM5GSsaABuaQLglL8cQs2xXKkhyXNMAqoW4cNTbz60KvfRyJtMqwUPFjTk+WARm6TlQu0bBgiqO+ZZzu0pBsL6e5FjMX4bEh5kNOJpgfR0oGSA5rq0FVYKMOb5fEXpGye+ml4EhhY05DoyCt/X7oHtBmFfehaN+v1QJgnU15HGL+8Mv1SDUlJdjqAnWV5NtVAXWVYbKej4o+3Bh5zivtLQKAcwoCYMK5m5nP/aQgvCWHuncMwLeL+GGYwCsqSA5lvSD9RUgVM3LMcwEGypAMT/JcX1ZqORvzHFBMeiq36vvFIOB4cYcH4qAaXo29r8D+XmGdPzVOU4GDEhm9epsrAbjo6JAWJhCXFwEgYHyibl7D8a8Bit+cGrofHcZwGKBuD+gYAG5nZQGr34BH/3iIsNFAcnFBbjwIZTVO560bHhrt1wGy9XIgwyAA49Cff1GzdRgYQy84Gwosd/9HvBLDeikn4tVCL6xZvJ0dopj3V7RMJnczVkkFpnCGainldcQ7OQO4zmBLUeKwOSh/KICjKESD+pJEgWCM1xjPj/nlOIw/p1Cb5rRmQaeTzIfbvFPyzNkx6F78MVFuJ4ORQLgkbLQqGBea/D1NJmc8XiCnFj0KQk9ioPZZcqakg3LrsDWW3K5uWUUPFJGWlGcYROw/gZ8e12GiVcNheFlobRL0jyAQ/HwxVUHx0dLyWSOrohJh0+vyuitIJO+5BVtwNEqo8u26eH4rQrCwyWMOa67Bd/dkNbmqiEwoiSUMij1dTARvoiB2AypdD1aHBpG5G13LQM+jZHRW0Eq9ImWy2OuHJOtsOwmbIuXHFtHwMNFINTFhGETsPYOfH9bcqwWDMOLQSmDieOBZFhyE2Kz5KTw0WhoaFBB4loGLL4ho7yCVegXBd0K5LWqJ9tg6S3YkSS3W4fDQ1FSIXKGVcC6BPjunowuqxYIw6OgpEFm8v0psOSOdDgv5gePRUF9g6Wnq1mw+A6czJC+RH0jZH4hQ473ZLSaokir0UMF8vpIWQWsTYLvkyTH6v4wvACUMJg870+DJfEQly2ztj8WCfUN7ls78vMM/Yfizh2NH34wVoRAQQgTiYkqDz6YxqVLcnAvWAA+ex/Cw5w6SS/OcdnZ0Hc4nNZrgIYFwfwnoWQhl7B7DzIE0O8dGW0GMrrszdZQ29mPwYeVoiE/wd7r8rO/Cs+Xgg6RTvqPgldvxOFnYWuCtBCZFYWhlgAGOFV5VhSBN9X9NVsSG7VMNCHrkLUmiv4Ud0rD5NnNWQCfcJ7t3MSKhoJCFUrRlYZ4KsyqotCM+/CIz8f/BDQN4m5C7Em49gdcPw6xcWAz0Olvx0PcWbj6B1w/BrFXIc0gQiopHeIuQ8wxiDkKcZcgITVvu4xsiL0G14/AtUNw/TTcuueG4y24fhKuHZFcY2+64ZgAsefg6hGIOQ6xMZBuECGVmJaXY6JBtFBGNsRel+WHrh2Rsm8l5G1n0znGnoZrR+H6KYi95Z7jdZ3j9RPuOSalQ+xFiDksX3EXIcGAY3o2xMbqHI9B7HkPHG/L63ztqOQad9uY460kiL0g5V0/KeUbXsd0iLsqjx1zAmKvyH2uyLDK63j9uDzv2HNwK9ENxzsQexaunYDrZyH2jhuOiVLONft/HQvpBmNagp3jSZ3jNUjIyNsu3QqxN+R/d/U4xF6CWwZRbjZNcrquc4w9B3H3jDn+lci3DOn4K2elBw9aadAgyWWv3ZDo2FYUGRr/5ZeBDBkip0xrNkKfR+SareaDqmpXnOZNg9GPy887T8ADE2VmW59kIJWAKYNg4oNy35Gb0HKpfECtXhQqZxnP1If320teF9KgyUFIsILVx6gHgKGFYUllqYzdFBptMxKIFRrCZPXZybuD4sdX5kgCFIVksnmKQ1whDbD67Bhdg3DmUI8gzGRh5T2+4xI3EU7qlIKCQPAw7WlBDR8l58MI/zTLUEY29FkCv5yRy1w2Td7TNgEtysD64RCiz9ynboJJG6X1wqo5HpXoUNj6FFTRl2DWn4G+y/RnW78NTYqc/Hw9CPrpt+DFe9B2MVxLkNsCh+yXW8LMzvIZTc+G3sth4wUHN/t7q9Kw9iEHx8nbYMqOvByLhMDWR6ByIbm99iz0WyXb2Fw4ftMf+ujLWhfioe0yiEnKy/HVpjCjjYNjz1Ww+XJejq1LwdoHIVi3LkzcCW/uycuxaAhsHQyVdGvXmvPQf7Uxx1W9oVdFue98PLRdBddTnDgq0srxeiOY3lxyTMuGnj/DrzF5ObYpDmt7yommEDBhH0zf75Bj51gsGLb2g4oRcvunSzBgg5ThzNGkwKpO0FNfejuXAG1/hNjUvBzfqA9vNpIcU7OhxwbYGpuXY4fi8GMnCDJLjm/shxmH83IsHgxbu0MFfSnrxyvw4Na8HM0KfNsOuutLsGeToO0GiEvPy3FCLZhaR+5PzYbuW2DbTQOOReGnthBo4HyUbxn6D0VEhNFw67BN2G8tIWRU18MPp3P4sFy66f4A7FwDHVr6diwh5GvMG7B1t9zXsjrsmw19GuNzuDzApBXwrb48VjsaDjwOg6v7yEN/n3cQFh2Wn8sHwaGGsiaZ4tzIC5bfgrf0wKxoRWV7QAQjzQGoAq+WITu2iCwm2eS0IxQLi6jPEEphRvU5AP4kiczkJAB+mHmefnSjEaE4bPgVKcaz9M5XhPKRBy+tgY32bMz6rNY+YOy9Ak99Jz9/e1QqQuDIvSX01+1U6PQJZNvgSjz0+QoyrbnL8diE/N2gFXD6lrT0dFsCsUm5szHbZb+zE744JD+/+Atsvpibm/1991UYtUZ+XnlCKkJGHG+lQudlcv/lBOi7SiprNgOOD34LZ+/K69H1G4hNNuY4cy8s1bNtP78Ztlwx5rjrGozZID+vOCkVISOON1Oh80q5/2IC9FvtnuOA1XBOt0R0+QHiUl046h9m/A7L9KLVz+2ArdeNOe6IhWe2y89fn5WKkLMcu+wbadDlR3ncC4nQfwNka3k5Zmvyu/OJOsc18rdGHKcfhK/1lYNn98D2OGOOW2Ll9wDLzktFyIhjXBp0WS+Pey4RBmw15pilQb8tcDFJXtPOm2UNPCOObx6FFfrKxJjfYcctNxzj4Ln9/G3IV4b+BpQrp1K7tsmRVNEpN7I7vPZaOjb9X2/SADasgrbN7yPs3gSvzZBLZwC1y8K3r8OgFvchQ4FxyyFDN81XKghf9pR1yXxNqogCk3ZDsi6jZAAsqgJTyvge/i8UmHld1iICiFJUZvmFMNsS6nPYvVA0PhepXNKkXTcEM6MozySq+xx2L9DYyg1OI+3NfpjpQRNmMZzZjOB9nuZF+lMtvwhrPlwQnwaLf3NfVNkmYMVhiE2EWVvdPxs2Da4mwOrj8NHvcmAxEmnfN38fbDwPp287FAJXKMCsHXA3FT495Jnj8qMy+nTmHg8cBVxOhJ/OwIcHJGePHPfDhotw9p77KDoFqRDdSYXPjnjm+NVxuJkCM3/zzPFSorQILTzkmaMQsOAQrL8sE82646gCM/fDrTT4/JR7jpqAL09LhWzmQfeDrk1IJWjtZVhwXP7OHUdNwMLjsPYKXEjywvEPuJUOS8565vjFGXkuMw+7H6lsAs4nwfprsOCUPhl3w9EmYOFpWBMjM7J75HhcFjX+6qIHjsDnF+CuwRLcX4F8ZehvgKIoTJ8e6GTF8LxGpGmwYYNGmTIprF7tWDie9gpuKrrbD4Qj7F6B349C8UawZJWjyRv9wWLyLexeqHDuJhQdAfPWO6wwLzWCED8vCpEJsEgut7KgyEcwbZ/jxn66GBS2ePGh1s8FE6QCpQ7Cq5cdM4hBaiBl8Rx2r6o2zGYNk0mgmTSacJOXtHgy9JNpSWEqEuohZF7oIfcaJgQmNEaxl+kcIU13oFZRCSXIpZZZPvLhwJ4rsripJ9iEXELbH+N+AAC55LP5HKw7435AAan8rDsDm86DxUPPLpDK0pqz0jrijeP6c3AozjvHTRdh7TnvHNefg02XvHM8eQfWXJCWB0+wClh/EQ7f8oHjZVh30QtHXd6mK545asDxu7DusnvFM0emBuuvwNE77sPWQR5v01VYd8UzR5uQ8jbFeOd49C6su+o5HxHo530Njsd7NuJbVNh0HdbFeJZpE7A+BjbFec42rgGH42Hdde8cszXYdctzmz+LfGXob0K3bn4sXRpMqEEkgTtcvy7o2zedH3+UClGzhvDDZxAZbtDY1QVJx+278NiL8LledqNGadgwEaKMZGAsIyENxn4Gs3+S26XD5Xp7CXfnYo+BdEKaFSbsgdd2yu1CFtheW4a4GsJAw8kU8E4sjNCj0oIVlTWWAtRSjDJWCEwmLY/iaAO+JI3HxV2EEJhReZd61CbCWAZaHp9zAWwhjlc4gNVjV5aPfEj46uyZ5WM2BqvmfcC1t/P52F4UITuyfWzn67Fdl1X+imP7ei73xdHH6+hNWbvfdlZxnxx9uJa+Xp8sXznez/3oxnrkivu5Pn8H8pWhvxFDh/oTFxdJ585mn5Z37JaY557LQNOnON07QuwfMLCni4XI2QXJAC++CZl6dudW1eHax/C0a7V7LzImfuOIUqkbDReehPGu1e5zQr2MZcw+ANf0iIFKQXCiPswt5zsPAXxxG47qPIorJraYC7LYlFu7U1V5vYyuswZsIpOdyHW3CPz4gAa8S91ch1T0R9boVDTgBAns5KbxieYjH05oUMK3ZeF2FaBiIc+xBVYNmpaGVmXyhoc7w6zKNk1Keh9YioXCA+V949i2LJSP9IFjCel07ZVjaWhS3DvHEqHQsaz3uAsFaF8ayob7wLE4tCjhhaMCrUtCk6LeOZYMhQ4lfePYoSSU9jI5ztagaRFo4VwA2w3HVsWgSTRke1EOyoRKB2mfOBaHUl4yPGdr0CwaWhbxzrFlEWhSyLMCowBlQ6C9DzmEFKBRIe/t/gzylaF/EUIIVq6Mo2XLfYSGbiQqajMjRx7n5EmpAQQHK8ybF+iDMiTXvIQwc/myiS5dMjl4UD6J/v7wwTTwszgN9q7mC/s+fckrPgXaDoFdusOZxQzvPArhQV7C7p2W3jIEtJwCm47Jr0wqTGohOymTJxk4eAgTtPkOVl+Qyp6iwNjiUDPIJezeSIb9fFTofFpWaNaEXIbsbwqklWLJFXaf9xrr2aoVGybFxghus4wUsnWlpyGFaE+RnCUzb67VKrCeGI9t8pEPgGLh0Leme389swodKkKlwvBcS/czZ1WB8AAYXBdGNfFsMbBqMKYp9K0OhYPdKzoK8GxzKB0Jvau6X/42q/CArqw919j9cVVFJmsdVANGN/SBY0PoVxmigtwfWwGebQhlIqBXJQ8cFehSHsoXgOc8pPhSFSgQAAOryIhXjxwFjK4H/StBoUDP1/G5elIJ61HWvWJgUqBbGdnuuTrulRJVgYIB8GBFeKam92KyY2rCg3oWc3cDuQI8WwvKhUO3Uu6vo0mBHqWhbBg8W9Mzx0IB0L8cPFPN+zLZmKowsIzMYu5J8X6uKpQPgy7FPHPsVRJK5pfj+M+DpgmeeOIYAwceZu/eeFJSbNy5k83nn8dQp85u1q2Ti5sVKqh89llATih9XqjkTjWtsHmzoFGjTJYvl3b0woVg5SIwmUA1cpqxKzEOEfx2BFoOhPlfyibBAbD6NVm6w7CTNpBx4jo8MAOm6JEvZhV+7Ct9iFRPypSTjEtJ0GetjKiwK0TfVpNLZwoGMuyXxEnGDSsMvSBfdhP7R+YIimNycxMLVEVDQVeSFEhA4wXu8RC3ydKHn+epQhmCfXBxl9ah23gp352PfOj4qC9UjtL9/pz2qwqUjIAlA+X2U01gSF352XkgMKvgb4YfH5Oh4zWLwMJeUpazZcP+eXYXaFIK/Mzw0yMQbMktzz4Y9aoGLzTXOfaAigXzzkdUBUpHwBd95PbTDWBg9bwcTYosDrt6oAwdrxUN87vk5uX8+d0HoFFxeV4/DZBh0kYce1eC5xrJzx93gQoGlilVkcrSp93k9uh68GAVg+uoyAKtq/tCoAXqRMO8jgYc9d/MbQ8NikKAGX7s5Z5j34owVv/fPmkvFQ7XvkhF7l/cQW4/Uxv6VzC+joEm+LG7PG69KPigRW5ezp8/aCHbBJjhx67y3VUeQP/yUrECWNwKyoUZcywfBp+0kttja0DfsrnPNRfHB+R/3qAQzG3snuO8JlCnoLx+q9vK0h1mA44DSsPoyvLzZ82llSh3Ehr5qhAKH7uuTPyFyM8zpOPP5Cn47LNrDBt23PA7RYHAQJXr19sRESFzCB08aOPVV9P59VfnaYmC+6otYDbDhQv+lColb48TZ2DibPh+g2tD9zwVBQ6vgVpV5faFG/DWt/DZdgMZHrSBLW9AW71DjEmCOfth7hGXRl6WzVZ2gQF6Do9bWbAgFt6MdZkZe1m+W1AGRukZsxOExhdaGjNIxJbTXipCYLxspgIvEc6LyKW2dGys5Tofc5psDz5BKtCAQszMzzL9t+CflmcIICUTFv8On+yD60kyb9CwhjCyCUQ4ZVnWNPj2GCzYDcduyMHtwdrwTHMo77IssO8qvL9HOkoLAW3Lwdhm0Kps7nZX4mV02ddHZFHlqoVhdBMYVCv3ZCg5ExYfhE8OynD86BAYXh9GNpBWqRyOAr49CQv2w7FbUrEYUA2eaSgtM7k4xsDcfbD5kny225WBsY2gpUvg5eUEWd9wxUmdYyEY0wAGVs3L8ZPDsPgwxKbI3EbDasPIOnk5rjoto8GO35YcH9StQeUich9773V4/wBsviKvY/vSMLaBXEbLxTER5h2Gb87IPDjVC8LoOvBgpdwckzLhkxPydSMVigTD8OowsjqEOWWC1gSsPAcLjkgH7CALDKwoFaWyLr6de+Jg7lHYoofttysOz9WCZkVzt7uUBPOOwTfnIN0G1SNhtG45clZokrLgk9PwySm4kQ5FA2F4VRhRBcKc4kFsGqy8CAtOwIl4qVgPLAfP1JDLbs7YfRPePwG/xulLlkXhuRrQtHDudheTYd5pWHlZcqwRIZWgAWVyc0zMgk/OweJzkmOxIBheEUZUlPX0jPBX9B0ehtB8eMPcuZdRVdmRuUIISEvTGDv2JB9/XIOAABP165v45ZdgSpVKIS7OPvyryO7CeOS32WD06GxWrPAjOFihemX49mOo0QFO6Z2hFxEAjJkMP38iM1yXLwKfjoGLd2DnKd1k7MVGqADPLYVfx0GhMCgRBu+1h9h0+M4eQeKDeeXV3XI9vGgwFPaTIff3NPjohl7Z2AcZk2KgaziUCYAIReU5UwhZQmO2SM5RZTwtS2rAfJLoTiCV8SMQE/0phRn4gJNulyw0oCsl3Hybj3zkRYg/PFQLLHfh+h2IjoRBtXMrQiAtxr2qgnYPjgVAkD/0qpVXEQJoXBJGVoVKVvn8t6gKLUrnbVc6EobXhAJJkJIBVUpA36p5rcKh/vBwDbDcg9h7UCRSWoGclQyQA1bPimC7A8dNkmPvqnkVIYDGxeHJylBZ59iyIjQvmbddmQgYXhkKxENqJlQtAX0quOFYBfzuQWw8FImAQVWNOfYqD7Z7cMIMwf7Qq3JeRQigSTFIrwCVsyXHVuWhWTEDjuEwvAIUTJQcqxWHPuXycgzzh0cqgN8diEuEouEwsEJuRcjOsXdZ+V+fUCXH3uXzKkIg/YfSE6CqHk7eqpTc54qyYbLUSqEEqVRWLwa9y+Rdmgrzg4fLgt9diEuComEwqGxuRQjkufUpLTmeRHLsUyavIgTQNArSi0OVdNnvti4BTaLytisXCiNKQFS8zrEQ9DLwrQv3k/Xy/O7KtA5Fw2BQKfeK0F+FfMuQjvvVLLOyNPz9Xc0zxihQwMKyZbXp3FneIatWZfPgg/ac6l7MMTpCQmDxYgsDB0r9dfNO6PywnovCc+R+DgL94b0J8OQQuX3gArQYLyM2NN03xxssJnhzALzSQ974Z+5Bw2UyeszmtKzlCSYFXqoHbzWTD0JMJtQ7AvfuQ4YCjCwsCxFaVIgXGu3FLa5jQ3NeHvOC3gQxlwIEopKBjdHs5TKpeYp2qEB1IniPRm4X5vLxr+GfZhkSAmatgAmfg9UGZpOc3KgqvDYYpj7uUNo3HoDBb8G9ZPmMaXpEUfcmsPx1CNWjMC/dgJ5T4PgVKQ+k7ErF4ceJUEVXONIy4LF3YdUuObCpinzOw4NgyYvQq6mD49vfwqTleoZsVb6rCox7ECYPdnDccAiGzIZ7Kbk59mgEy15wcLx4A3rOgBPXcnOsXAx+fB0q60VX0zLh0Q/g2725OUYEwZKx0LORg+OMH2DSSjnxdOb4Rj+YNMDBcf1hGLoA4lNzc+xZH5aNhhBdebpwE3rOhpPXHUtlVg2qFIMfX4RKuuUlNRMe+Qi+P5iX49InoXtdB8fpP8GU1Xk5TugNE3o5OK49Ag9/InNROXPsUw++HO7geP4W9JwPp+Jyc6xaFH4aAxV0y0tKBjzyGfzwR26OkUGwdBh0q+Xg+OZ6eHOdPKYzx0nd4I3ODo5rjsHDX8hSG84c+9aBLx+VyhHAuVvQ8xM4fTM3x2pF4KcRUF5XilIyYeiX8NMxPdO3qnMMhGWPQpdqDo5TN8K0TXk5TukMr7c3nujmZ6D+f4SqerY+OCMhIZsePQ6yf38CAAMGWFi1KpCSJX0UAKSmwuDB2WzaJGMkO7SEdV9CeYMZoTukZ8JT4+EbPatsg/KwZbKcjfmKbBu8tgIWbpLblQvArkFQr7Dn3znDJmTysTd/l9sl/GFPTWgR5rsMAXx8C567IrcjFZW1ShRt8Pe53AbAT6QxlrsABGDiPRrRksK5ZJhQeIDizKRBviKUD5+x8Ed47RPI1q0j2XrmaKsNpn0FM5bLdgfPQvcJMugB5DNmd/Bd/zv0mSx/n5QGrV6B09fkd1abfAFciIPWr8KdRLn90DvwnZ5R2KY5QtST0qHfdNipr+7PXwvjluoTIuF4t2owdQXM+l62238Our/piC515rjuAPR7W3JMTIVW4+HM9bwcz9+A1hPgrh5dOuRd+H5fXo6J6dB3FuzWszt/sA7e+FrKceU4ZZUjBcjv56HnHEd9MWeOa/+A/nPl54RUaDUVzujZmJ3DxM/dgNZTpcIHMGgBrD5kwDENer8Pe/TsznM3wITvjDlO+h7e1Ytn77sAvedJJcOV409/wMAP5ef4VGg1C87ezMvx7E35Xbz+Xwz6GH46nJdjQjr0XiCPCfDurzBpjZTjynHCzzB3i2y35wL0/shRA82Z4+ojMOhT+fleKrT6AM7dzsvxzC35XUKavC/6fwpr9XvOJnJz7Pkx/HZZbs/eCpM3GHN8Yx18oKdq+TuQ37P/SZjNKm3aFMDkMYughKbJ1+TJjjLu/ftbuHQphLZtVTdO1blht9+98YYjKeMDreDsdujfxZ1jtgEUeP0dh7xmleHYHBjZwXflDmDit5CpU6kVBb8PhTca4ZOFyo63D0Kibv6tEAjbasB7ZXyXIYCPbknLEkBRxcQ3aiE+pIDP56Ih+Ik0Tuph92H4MZm6fEMbJlOHqdRlFW14lZoE5q8q58NHZGXD5CWe28xYDqnpMG257B+MbPQ2DX79A/aehCWb4fpd4/wuNk0qQp/8Akcuwg973S/fA0xdrnNc7pnj9JXSgjPtG/lbo6SGNg02HYbfzsAXW+UyljuOtxNh8Sb44yL8uN9YXg7HlbKPmbIqbxtnTPtOTvTe/MFRnsjo2BuOSoXps20Ql2AcUWbTZBHVT7fCwUuw5rAbjvr7m6tlxv4pqz1zfHM1pGfBmz85slznObaAdcfgwCX4dBfcTHLP8UYSfLYb9l+CtceM8zbZs0NPW6sfe51njlPXyXp6b64HFOMIR03AmuNw6Cos3isLrbrjGJcEn/8G+6/ChtNuOOqv6RtlUeJpmzxznLJBlqP5O5CvDP0LeOWVcti8JrOSkWKaZmbdung6dz7Eb7/J6ZvJpDBjhp8P9bZknLoQZvbvN9G8eTZbtzochKe9JM2JHhUAhZww9UuxUKcHrNFnAooCk/tBoJfwR+ew+3sZUO01WLHP8fWrDWRoqMdM1U4yMoCqK2DxSUfnMDoaSvt5yVRt9zm3gGaB2qfh/VuOh62vEkR1LB5lKGhOmaY1ehLLByTkRJlFEUBritCSaCLx9yApH/nIi13HHFYad0hJh7X74Ke9nkO9zSb4Zhss34rH7HWagK+2wqqdnvPo2DTYfBjW7HdYQNwhOR3W/C7beuW4C5bt8Fw/UBOyzao93jluPAJrDzosIO6QlA5rD8G6wz5w3AfL9/jAcTes+t07xw3H5LJXokG1e2ckpsPaw7D+mBeOKnyzH5Z7KOUCkv+yfbDqoHeO645Jq4x94ukOCemy3YaT3jmuPATLD/jA8QCs/MM7x7UnYO1J6YTuCfHpsO285zZ/FvnK0L+Azp2jeO+9Kh5KZpjJXYpDYfPme7RocYANG+TSTOPGKp9/bsFkcifDOU5dYt8+aN/exooV8o6tXA5WLZC5hAxlqHlEcPws9HgSFi6T20UjYe3LUiEypGHgU3TpNgxeKGc9AKF+sKG3dIAzhIGMuDQYsQ3G7pIPj0WFDVUg2p2znD0LgRPu2eD5GHjosp6HCIWlROku0XkhFaHcT3EagpnE8wg3cvIQ5SMffxaJXgZwO24lGFtwXJGUJpfRvN2ZialyYPbFMnozwQeCwJ1kz4OeHUlpjmU0T0hIuw+OXhRKO24leeeoIBUnnzmme+co9GP7gtvJ3v8/RZEc470oVyCVF585JvvG8ZaPHBPTpWLiK0dv0ATc9qKY25GUX5vsPxPPPVeWkydb0qxZhMs3xjHmNpvMT/TQQ8fJ0nOfP/qomXPn/OnUySgDRF4Z9s5z2DAbSUny1u3VES5uhwe7uohwE51l7zjGToXrN+TnNtXg0vswsr2BDAPHZvtDM/F7OKHnIqxfGC48Bq+7Rp/bLVNunKPnH4Od+hp+5UA4UxveKWUgw03ovgBWxMMPCXK7OGa2UZQ5RLrc5CJHEXKlIYCdZLACH3uOfOTDDSr66IdXqzxEhnhuowmoWByqlvI8wzap0oG6YjHvpRKC/KFBBd841i4DEV4S3WmaPG7VEp4LQ5tUqFIcKhb1XnIi2B/qlfONY53SEB7ouY1Ng4pFpJO0V47FoGK0d44h/lDXR7/NuqUgLMBzG5smj1u1qHeOVYtAxcLeOYYFQF0f78d6JWXknleOhaFKtOdVAJMKVaOhYpR3RTU8AGoX941jRYNItb8C+cqQj4iPT2fu3H3067eS/v1XMn/+7yTqdscqVUL49tt6Lv5D7kOiNA3u3Mlm2LCT3LkjfVXKllVZudKPoFy1u9zLkKH78NBDtpww/eJFYOm7ULig02zBy6zBpsHQF+GK7vAYFQYfPgGVijgtmflwlzzyMZzVlZkIfxkp1ryoS6ZqDw+EAozYCsekwYwQE7xUFPpEOi2Z2VMIeMCz12C/PvMLQOEhQnmIECcdSnid+XyOj1O9fOTDDWqUhYZV3A9oqgqVS0LLmvBkd88DnwI89gA81dWzkmPTZJuH2skIIHcwqfB4R2hYCeobhLE7c6xSAppVhZGdPHNUFXisPTzVyfPgbNNkm4fb4NHf0qTCsA7QuCLUKeN++V5VoFoJaFoZRrTzzvHRVvBUBx84todHWnhXSIa3gcbloVZJD9dRgRoloHEFGN7Ku8xHmsFTrb1zfLI1PNLUB44toUk5qFHM/XU0KVCrODQqA8Oa+8CxMTzdwksxWQ2ebA6PNvLsfmFSYEQzaFYGqkV75linuHz9HchXhnzA1q2XKFVqLi+8sIEffjjF99+fYuzY9ZQuPZddu64CUKSIP+++W9XpV95twMuW3aBUqV2sW3cHgNBQhY8/tjgtu3mXsWaNoHRpK8uXyyfHYoHPZsobSvFgiXHGjt+hXFvHkpmiwOdPyQ4156HwIuOPy1D5VZj2o2Pfh20hyJ4Z1QsPAZxNhFrfwPO7HGv6c0pBpNlpZcwLj+tWaHQGHr3sSBX/MuEU0avdKwiPIgRwnmwPLfKRD9/w8QsQ4Jd3YDGp8tn69GX5rL06UFp+XNvZJzSzn4RiheCBevBQW+NHQFGgVxPo0xQKhMKCUXK/68BiUqFUFEwaqnMcbZyR3qSCnwk+Gytlv94fKhhYK+wc5wyT+Yk614XBLd1z7NsEejeCgqEwf7gxR7MKpaNgwgC5vfgpDxzN8OnTUva4XlA+2j3H9x6G6HDoWgcGNXXDEejfSIbiFwqFDx7OLcP52GUKwfie8rvFw+T1MuLob4ZPh8l2b3SHsoXcc5w7GAqHQfda8GAD9xwHNpBtCofB3IHuOZYtBG90k999+pDk4u46Lh4q243vDGUKuOf4/gAoFAI9a0D/Ou45DqoHXatBdBi819c9x3KF4PWOOseB7q+jnxkWP2hwsL8I+cqQF1y+nEC3bstJS8vOiVSwv5KTs+jc+StiY+WyytixZVi5sg4VKrgrzZ4bQkBGhkafPkc4fVqaM4YONbN2rR916viwoK7LyM6Ghx+28dtvUiHq1g62LIcW9fGpXLBAmjFHT4b12+W+ZpVg92ToUMMnGjmHmfAdfLVbfq5ZCH4bKOv23A/mHpUvgLIBsL8GDCjociAvWHoPJsXKz4Ux8QtFGKiX3fAmIvC+gvPzkQ9j1KkA+xZA18aOQUABOtSH3fOguf5sRYTAnvfhyW4yF5gdVUvBN+PhOaeB5IsXYOYTUvGwIyocpj4Eq8Y5rC3DO8u8Q7Wcnj1/CzzWEfa9J38DUK887HsHutTPzbFjHdg9C5pWceI4S1qIAp18AquVhJWvwNgeDo5Lx8LbD8vEiDkcw+DNwfDNi47I15EPwA+vQk2nZaYACzzeHva9LZO7AtQvD/vegs51cq/6P1Ab9kyHJpXkvsgQ2DMZRrSVcuyoXgJWPQtj9ELVqgpfjYYZg6RyZEfhMJj2IHz9jIPjU+3g+7FQ02mZKcACw1rDvklSqQNoWA72ToLONXNz7FQT9kyERuXlvgIhsPcNaSFy5lijOHw3Gka1c3BcNhze6iuVCTuiw+S+r4Y7OI5qC98+JS0/zhyHt4C9r0EBfYmzURnY8xJ0qpqbY+dqsPdlaFhG7isYIreHNZOZ0O2oWQy+HwlPt3Jw/PpRmN4dCjst9UaHwowe8NUjDo5jWsGqx6G6U8LIAAuMaAp7X3BwbFIG9oyFByq5cKwM+56F+gaJO/8q5Cdd1OEuadMrr2zi3Xf3YnNjD1QUGDWqIfPnO5x1NE2jYsU9XLqU4UOkGKiqwoABhfn66xooTqpzo0bZHDzom4Olqiq0awcbN5pzad9dh8HGXd7XlaUMqFUFDv6QO1T/0Y9h2R7fZKBA6UJwbqZ06Lbjxd1SwfHFERMFIv0g5hGZqt6Ot2/AONfSHR5kBChwrbqsgWbHcpJ5iTtuf2YCBhHKO/xNpZHz4Rb/tKSLdgghCyafvAAVSkG7Zu6dXs9egu37ITwUerWTRZqNcC8Bft4mn6duLWXtQiNYrfDTVhnZ1rwOVHfjJyQE7DgAp69ApZLQppF7jqcvws7DUkHq1Qb83ARM3EuAn3fJ/qt7C4gqYNwuOxt+2gF3k6B5Lahe3gPHP+D0VZlksk0DDxwvw84jEBkKPVu453g3AdboaQi6N4OoSON2WVnw816ZI6llDahaxj3H7YfhTAxUKgFt6rjneOoy7DwhLXk9m3jhqOdk694ICka44ZgNP+2TjvYtqkFVN75MQsC2o3D2ukyA2bqWB45XYedJqfT1aCSLhRvhdgKsOSStK93rQ8Fw43ZZ2fDTfsmxZVVHklBDjsfh7A3pv9WqmmdH8b+i78hXhnS4u5iVKs3j3Ll7Xn/fpEkJ5s3rQoMGUj1fseIGgwcb1y2TcPYolqhdO5i5cyvQpo18Ijdt0ujUyeZBobLLcGgulSrB7NnQQ5+p7T8KzR6UioxbOaZcIihVFN5+AQbrBRDPxkHt8ZBl9aDMuESKRYXC1N7wZBt5E8emQvWvITnbwzqzy7JeuAXeqAcv6Q9rog2qnIDbVnCb0cBFRpACL0XBhGhZJDATQTtiuIo1jwwVsKCwkWJUxF1IXD7+LvwTlaHtu+HZ1+GIU1dQrTLMeRM6d3DsuxoDY16DNRsdz2mhAjDueXjuScdAkJEBr70Ji76UnwH8/eCxwTB7ssxUD1LGoqUw5V24IetFoygyN9mCGVC+jOPY2/bAsxPh6EknjpXgvcnwQBvHvisxMGYCrN3i4BhVEMaNhmeHOTimZ8Brs+DjryEj08Hx8QEw+3UIDnJw/PArmDoPbt5xcOzUEhZMhXJOARRb98Gz0+DYGce+6hXhvXHQsYVj3+UYGDMF1m134lgAxo+CZx7JzfGV2bD4W5knCOSS5uN9YfbLEBTo4LhgBby5CG7dc3Ds3Bzmj4NyThajLb/Bc7Pg2DnHvhoV4L1XoEMTx75L12HM27DeKcS/cAEYPxzGDHRwTEuHVz+AxT/k5jisN8x6NjfH+Sth2qdwK97BsUszmP8ylHXysdn8Gzz/Hhy/4NhXswLMfQHaNXTsu3gdxsyBX/Y5Jp+FI2HC4zC6nxPHDHhpIXy+LjfHET1g5lMOS6cQ8MG3MH2pVJxAdtFdm8L856CMU621TQfg+YVw4rJjX61yMHc0tK2LIfKVob8Q7i5m6dJzuXo10evvTSYFi8XErl2PU7++VIjmzbvKiy+eIzvb9RLblRj7ZwlVlRaeDRtq0a6dVIiWLtUYOdKW0/HllpE3tEpRBKCwahX06yf3/fwrDH4BUo3CNe3WGwOt++MpMEJft99+Gvq+L7OO5j159zLe6gev60rVodvQbS3cMOLhQcbzNeFdvXzAmQzoeh4uZvkuQwGGRsCXJeVDfB0rD3OD02TnnL4VCEdlMYVpjpewlHz8LfinKUPbdkHHPnIC4WzdtQ8kPy2H7p0g7gbU7wC37ziyNTvj1Wfg7YkyErXzQNiyM6+12KRC4/qwdbW0MEx/H8bPzCvLZIKIcDj4C5QuAVt2QafBxhwVBX76Arp1gNgbUL8b3L6HYW6110fDW69KS1SXx2GLQdJHVYVm9eDXryTHN+fBxPeMOUaGw8EfoVRx2LwbOj+RN+mjqk961nwMXVrLqNj6feBOvDHHN56GaS9Ijg+MkBY4o+vYvB5s/lT6X075ECZ/aMyxQBgc/AZKFoFNe6HL03k52q/jugXQqTnE3IT6Q+FuojHHCSNg6tPSWtZxFOz8w/g6tqwLmxZKjpMWwdTFxhwLhsPBL6FENGzYC92e00s4uVxHRYH1H0DHxnDtJtR/XJaGMeI46QmYPFxmVO/wPOw2yJ2kqtC6NmycI4uNj/9EKkJ5OKpQKBwOLobiUbD+N+g+Lm9iSjvHX2bKZWZX5Jfj+DegcePimD3Fs+qw2QTZ2Taef95Rr+yZZ0px/XpLmjULdzHxGXsly0zVgtGjz2LXUR9+WCU21kyXLq5mQmMZQsjt0aPlQw/Qoz3c2AODuruQ9qCAADz/NqToyk/rKhDzPoxyDbv34mA98QdHrpB6UXDlYRjvejN7kfHeMTiTID9XDoCz1eF914gCxeXdCQL4KgH26kpYccxspjhfU4QnCOMhQplLIQ5RMl8RysdfAiFg1Et5lQz7d6B/r8Fbc+GWG0UIYNZ8uHgZVq+DzduNl81tGuzZD19/D3E3YdJsY1k2GyQmwuTZOsfXHRnyXTkKAaPHye+mz3evCAG8vRAuX4MfNkrlxYijpsGuA/DNWqm4TH7fPceERJgyT+c42Tj7tX1QHzVJyp620L0iBPDWRzJq9rtNsPU399dxxwFY+QvE3ICpH7nnGJ8kLUZCwNPT9P/ahaP9Oo6artcG+wTuuVGEAKYthms34NtfYbsbFwlNk999+ytcvQFvfuqe471EmPaZ/M3Tb+dVhMDBe5ReUmXKZxDvRhECePMLuH4bvtkCO44Yu09oGmz9A77bDlduwFsGihDI395NkoqSpsHTc40zdOf813M9J8z8V5CvDHnB6NENsXpL2qFbemw2lZ07rzNq1HquXUsCICrKj0WLqjr9gYrTy1WGCU0zc/p0NkOHnuHCBZmtKjJS4eOPzS6hqKqBDAkh4OZN6NULTpyQ+0KC4aOpEBTgEnZvJEIFTLKycJen4aBuPg/0g/eGyigL1ZsM3fhlBTrPhV266djPBFMaQYVwl7B7D+vBAD1+gU0x8txMCoyNhiZBLmH3XjDwCvyUKB8sFYXWBDKZgrxFIR4klMD8xyEffxEOHYFTZ937+wkB167Dr9vh86/dDzwgZ9lfrIDFX3kOR1dV+GQpfPWd5wHDaoPlP8DOfXDmgvulbyHk0tiWXfDFKh84roJPVngJb1dlm69Wu29j57hstYx0PXfZM8fL1+Uy2pIfvHNc8j18ssoHjqtg6RrPfipWGyz9GbbthwvX3F9zIeBiDGz9Hb5c617pBdmvLlkDn3zvA8fvYek6z2HrVps85raDsvKAJ47nY2S7ZRs8c1SAL9fD4jWey0CZVPhkDXy5wXM7qw2+WA9bD8OVm+45agLOXYffTrmX9a8gv/f3gtaty/DGGy0Bdw+Grjk4KTmLFv1B1aofsWvXNQBq1Ajh3Xcr6jLcaR/mXDK++eYu1ar9wbp1cqG6RAmFTz81oShyKc0X/PIL1K4Ny/X6Q+Gh8PVceZOa7JSdYV95c9LX9hyBhoNh/teyiZ8Zvn1Gvpvc6WNqbhlHrkPLWTD1Z/1rBVY+AMHOYfdecD4JHlgHY53W2ZeWgQJmJ4XIi5wYK/S6Ag9d85wfIx/5+FdxNca3dqfPuVm+doKiy7t01fNgr2myzdXrnpUmkI6sJ876xvHMBem/4pVjrPTZ8RRooWmyzdVYz4M9QGYWnDjnuY0dpy9KPyCPHBW4GieVJ28cL12Xbb3VfMzIglMXfeR4yeFD5Q6qKo97KdYHjrHSMuSNY3qmdNb2BacuO3x/PHG8cgMuxXkO7rFpss2VG56VSjvH01d943j1lm/t7hf5ypAPmDatHatXD6RiRddwCGPfH00TpKdb6dHjG1JS5J31/POl2bixLnXquKZyNfb90TTIzhb063eaGzekjEceUdm500SLFvgETZOd5yOPwBnd8bBne/jtO+ja2uAHBstVdvPkMzNg3xG5r3UVODQVBjbJI8FQhl15mfSTrJMDUDcKDg+EkdV8Oxe77jL/BHypd5AVAuBwFXiusE/6VA5WJMBc9wFl+cjHv4woH4MRSxSXfh8eoUh50VGeBz5FkW2iCnqPQFVV6TPkC0oWyx0Z6g5RBSC6kGdLhaLIpLBRBbxHlqoqlPYxwV6pYrL2mEcInWNBz4Ozosg2vnA0qTLgxCeOXrJKg+wroyLvg2Ok92UjswlKFfHcJoejQZ4mQ44REB3pA8dI2dYbzCYoVdg3jva0EH818pUhH9GrVxV+/30EAc6JFzykRNY0QUJCJm+8sRVNf6I6dizIvn0NKVDANxlCQGam4OWXL2PVMwg2b66ybZuZ8uWF7iztHULACy/I8FCAetXhp0XQqKZT5+rFb0dV4MU5jtlX1eKw7CnoUdsgMaMbGYoCL6+CZF1G2TBY2BqeqCwjvbxCd6IbfwDi9RlWMT+YXQJeLeyluKsTBPDe7XzrUD7+PjRtCCWKeW5TIBK6doCBvT0P5FYrDO0Hjw70ruQ8NggG9/ZsQTKZoEdH6NQGikV7llcwEjq3hQHdvXC0wUN94dF+3hWIx/rD4J7eOfZ5QEaWFfVSfqFQJHRuCf07e7aIWW3wUC94tDde83M81geGdPXM0WyCvh1kZFl0QfftQEaLdWoG/dr7cB27wmM9vHAUss2QTp6XtMwm6NcOOjeV0WCeEF1AtuvT2ofr2Ake7exZnhDwWBcY2tEzR5MJBrSFTg2lM7UnFC0ALWt5bvNnka8M3QfCwwOYNMnZpOJ9jeeDDw5QvvwC9u6VdnM/P5WZM8v5LEMI+Oqr25QqtZ+NG2XcpKLAO+8oOc7S3qBpsG4dFCsGq1Y59s98UT+6OzcmZxkC9hyGIm3h0+8d+6f0lhljVe+XAiHgZBxEvwBznEKIX6/jlKnaCHbjmQmECjHpUORrmHjI0fE+WwgKmvLUcHWL61a4mp9oOh9/E0wmeGeK5zYzJsg8QuNfkO9GA5CqwKA+UKcmDO4L1asYtzOboFxpeHwIVCwHI4Yaz9pVVVp5Jr+oc5zgmePb42Tk1/hndI4GI4aqwJDeULMKDO0F1SoaD/hmE1QoDY/2lcWlhz3omePEZ2Qk0qxXPXOc+bK0rk0YLUP4jTgqCjzcS4bjP9RDHt/ddaxYGh7pCVXKwuO9PHOcMFLn+LwXjs9LjhNHyt+54/hod6haDh7uBpXKuL+OlcrINtXKwaPdjDma7ByHyfdZYz1znDVWnsvEJ6QbhJEVUlHg8W5QubRUhiqWcM+xSml46AGoUQ4efsA9R38LjH9E5jCaOdILxyd9sAD+Sfy/KkMxMTHMmTOH/v3707BhQ6pXr06TJk14+OGH+eyzz0hJ8VzG9ujRo1SuXNmnV926df8Szq++2pxZszoQGOjrsAvXriXRvv0yTpy4DcDw4cVYtKgS4eG+/6s3bmTTrdsp9uyRjtl9+sCKFVDoPnID3r0LAwdKxQhkYrWfF3qfeTkjKRWGT4av1sjtuqVh80tQ2svMyBnp2fDSKnhfj4KsEA7be0Alo1mB80qkfVuBLA3ePAwTDsrdRSywqwLUvo9gsPtZWstHPu4Xg/rBlx9CZITctg8G4aHw4RwY+ZjcrlwBtv8EFcrmbmc2wZOPwZL5cjswELatho4GS9wtm8COnyFUzzO0cAY8P9KxBGeXWaYE/LoS6ujZr4f0hSXvG3P8aCYM18t2VK0I276B8qXzcnzqYfhcj14LDIBty6F987wcWzWC7SscHD+aBs8+7liCs8ssWwK2LINaenWjh3rB529DRFhejh9Pgyf09B/VKsLWpY78RDkczTD6Ifh0htwOCoTtS6C9wTJ/64byuxDdm2HRRHhmiJSRi2Nx2LIYaurZrx/pCZ9NhYjQvBw/mQSP9ZLb1cvD1o8duX+cr+OYgfCJrpwGB8L2T2RiSVe0aSC/C9b7uk/Gw5gBDiXBmePWjxxJLB/tDovHy2SZzu0iQuGzCfCIngKlZnnYMg/KFs3L8Zn+sEhXTkOCYMc8aF0nL8d29WD7BzJgB+DT12B0n7wcyxWDrXOhWhm5/UQX+ORFCA924RgCn78CD3XMe6y/Cv9veYY+++wz3nvvPbKy3HtrFS5cmA8++MCtIrNy5UomTPAytdERFBTEH3/84fb7+81TkJKSRd26i7lwId6nUD+TSWHAgCp8/XXfnH3p6TZatTrGoUOpPmaZhtatw9iypWbOvqws6N4dfv3Vt0zVANWrw7FjjhvNZoMhr8KqTb6HLRaLgqsbHbMrTYPRy2HRdp8rZhDqDzfmyAraII894QBMd/6bvIT/m1WIGwSFnKpBv38bnovzfOySFrhcxbN/Qz7+vfin5RmyIzMT1m0SXI2B4kWh2wMKgQZKuxCwax8cPi4IDoZuHRSi3fhRnL0Av+4QCAGtmylUr2Lc7u49+HmzICkZalZRaN3UeMafmQnrtjhxbO+e487f4chJQUgwdGunuM1+feYibNkjCyO3aaxQraJxuzv3YM1WJMfK0KaJsRUhMxPWboNrcVCiCHRrCwEGGbqFgJ374chpqdR0ayP9lIxw+qKM8hIC2jaCquWN292+B2t3QlIK1KoErd1kv87IhLU7ZFh+iSLQrZV7jjsOwZEzUjns3tJ99utTF2WUF0Cb+tJyZMgxHtbsgpQ0qFUBWtXzwHG3E8fm7jlu/wOOnoewYOjeHApFuOF4WYbSK4pMjFiltBuOCbBmj+RYuwK0rO2GYxas3Qcxt6BkNHRrLK1+7vCX9B3i/wFLliwRlSpV8ulVr149cf78eUM5kydP9llOnTp1PHJq166daNeu3X2dx7ffnhIwzcvrLQFvC5gp4G3x8MM/i1On7uTI2Lo1QcAuL6/dAvYK2Cdgr+jV67Q4dCglR8aRI0KoqmvlNM+vNm2E2LXLcS6XrwthqSuEUksIarp51RKCOkJQV743GCLExr0OGXdThAgZLYQ6QgiGu3mNEIInheBp+aoyWYgf/nDISM8WovCXQpg+FoJFQvCpweszIfhcCL4QgiVClFolxFcXhNA0KcOmCVHhlBCmI0Lg5jX39n391fn4N+DPPIP/3/DGOS7OJl58MVVERNwTcFeEhNwVzzyTIq5eteZql5mpiXffzRDlyiUJSBQmU6Lo0ydV7NuXnUfm999niebNUwQkCkgUDRsmi6+/zhKa/QHQceiQTQwcmCEsljQBaaJkyTTx9ttZIi0td7u4OE288EKWCA+X7UJD08TYsZni2rXc7TIyNDFnjlWULZslIEuYzVmib99s8dtvtjwcv/vOJpo1k+0gSzRsmCVWrLDl4XjwoBAPPiiExSL7pVKlhJg5U4j09NzyYmOFeP55IcLDZbvQUCHGjhUiJiZ3u4wMIWbPFqJMGdnObBaiXz8hfv8973/z7bdCNG3q6BMbNxbim28c/YgdBw4IMWCAg2Pp0kLMmpWX4/XrQjz3nBBhYbJdWJgQzz6bl2N6uhDvvKNzVIQwW4To31+I/ftzt9M0IVatEqJJE9kORX5etSrvuezfL0T/B4UwBwiBWYgy5YV4Z468Hnk4viBEWKRsF1ZAbl+/npfjrHeFKF1ZCAKFsIQKMWCoEAcO5uW48jshGreS7QgUomkbIb79IS/H3w8I0W+oEOZIIQgVokx1IWZ/kJdjzHUhnn1NiNCSQhApRHhpIZ4fJ0RsXF6ZdvwVfce/3TJ09+5dOnToQFqaI540KiqKAQMGULBgQQ4fPsyaNWtwptWsWTM+//zzPLIGDRqUy9ozbdo0TG48v8xmMz179nTL689qluPHb2P69N0oipFVJW96Z5NJwc/PxObNA2nWTNpK33vvOi+8cNmNDOfzUXQZMrz+xx8r0aVLBABLlsATT8hWvliITCa7PxIMHiz3/bgVBrwond3y8HAOo9ffVUX67Mx/FUbrlZO3nYGuH8iw2Dw07FkIhEOGom9O7gaTdDPtwdvQcS0kZINw/TsV9zLGVIYP9JpKZzKgzUW4ZXXwMCPzHj0aCZ+VyLcK/afhn2YZunLFRrNmSdy8KXI54prNEB6usHt3GJUrm8jMFHTtmsbWrbKR/dkzm+Xnb74JpF8/ud41aVIGU6dmoaqO59z++YUX/Jg92x9FUVi/3kavXlkI4Ui+am/buLHC5s3+BAUpXL6s0axZJrdu5XYWNpkgMhJ27/anUiWVzExBly42tm8XufoXO8dVq0z06SNNThMm2Jg2TcNkcsi0c3zpJZV33pEP9bp1Mhca5OXYpAls3iyXBi9dgmbN4PZt8lzHyEjYswcqVJDlSTp3hp07ycMRpL9k797y8xtvwFtvYXgdX3kFZurZu9eskS4JRhybNYONGyXHixfl9p07ea9jwYKSY/nykuMDnWD3bmOO330L9mHq9dfh7ZnGHF9/TfIH+Oln6PegAUcFmjeHjeshIAAuXIBmraS7hCvHQoVgzw4oVw7S0+GBHrBnnwtHPe3K919DD72vfnU8zHrXmOMbr8C0yXLf6jUw4GGdo9OxVQVaNodfvpccz1+EZp0hPj53O5NJRlTu+QXKGlid/ivLcXz55ZdMnz49Z7tw4cL8+OOPFCjgCFtfunQp06ZNy/W7bdu2UbSoI4ZRCEG9evVylKoiRYqwffv2P83rX7mYe/bE8NRT6zh27LbTXhV3iRFVVaFo0WCuXHkKk+5Jd+hQCmPGXGDv3hQXGcaeyYoCoaEm4uLqEhQkO5eTJ+H55+UD6issFrh+HaJ0v6GLMfDaXFjlLMOugLiBqsCZH2QRSoCYezB1DXyy00WGFzer316RlZUBbqXDnKMw64RLIy8y1raDrnrIcLwVPo+H5QmQZINqAfB0QXggxHvei3z8+/FPU4Y6dUpiyxZrrgHKDpMJ6tc38dtv4cycmcm4cZmGkxhFkY7LsbGhnD1ro0kTz0mJNm0KomlTE8WKZZCcbLzsrarw+utmpk2z0LFjJtu2aW45NmqksGdPADNm2Bg/XnPLMTAQYmPNnDwpaNbMQ+gQ8OuvJho3VilaFFJS3HMcPx6mTIF27aSC445jkyawaxdMnw4TJxpPBu0c4+Lg6FFo2dIjRbZuhQYNoGhRSE11z3HiRJg0Cdq0kQqOEUezGZo2hR074M03YfIU9xyDgiAuFv74A1q38cxx+zaoWxeKloS0NPccJ0+ECW9Aq7awd597js2bwbZfYcp0mDrDPcfgYIi7CAcOQVsvEWU7N0OtGlC0klSy3HGc+ga88TK06AL7DhhH8ZlN0LIZbPkx73f/leU4fv/991zbPXr0yKUIgbT4mM25R71Tp3Knnbxy5Uou61KZMmX+WqL3gWbNSrBmzUCDchnGI66mCa5fT+HFF7eSni5DmurVC2Ht2ur4+zv/xn2IlhCQlGTjqacuk5ws75xq1eDHHyEiwnfu2dkwbJjUxEEWHlwxC0oXdVIY3Ef/53AZNhVu3pXbJQrAx49AvVJO1hcvMhTgqeUQo/MoHAgzG0Pn4k5RZj7IeHY/XEiW25FmeCEKDlSEs1VgdRnoFJqvCOXj78elSzY2bjRWhEB29r//buPIkWzmzcvymKk6MxOWLs1iwYIszB4mA2YzLFiQxcqVNpKSPGTy1eDDD62cPm1j82ZjRcjOce9ewdGjNubPN1aE7BzT02UdxQULNB84aqxYgVtlzc5xwQI5wdu61XgAt3PcvVv6QM6f7znjd3q6tIQvXIhXjgsXwtdfu1eEXDlu3+6eo9Uqlbnjx2HBQs8c09Jg2TJY+KFvHJd/7V4RyuG4EI6fgJ27PHPcvkOey4JFnjmmpsLXK2Hhx54ju8xm2WbZSveKkJ3j/I/h2EnY/Zv7dAZWG2zdCecuuD/mv4J/uzJUp04dunbtSv369SlZsiQVKlTI08ZisRBiL7+sIz09dwpUV+WobNmyfz3Z+0CpUuFMnOg83fA+4r7//kFKlPiQXbtk2H1kpJnZs53Pw7uMpUvvUKzYIdavTwCkqXHhwvsb8H/+Wc6AvtazTKsqfDRBKjK5ym64gUA6A5bsAh86he4vGAIWk1PYvRcZf8RA6fEwfb1j/5xGTmH3Psg4nwwVf4CXDvx9NWzykQ9vOHrUs3XEjt27bVy/7vlGNZng8GGNAwfcKy4gB7SDB20cPqx5TeR47x7s2OFbxMWePRqxsZ7bSI6CAweEV44HDggOH/aebPLuXalE+MYRbtzw3MZshsOH4cAB90qBneP+/bKtJ4UE5NKdrxx375ZlknzhuH+/DxwPwOEj3jnevCWP7Qt27ZYFg71x/OMI7D/oOX+Q1QoHDsIfR71nRL9xUypCvuDIcd/a3S/+7crQ8OHDee+991i+fDmbN2+mb9++edrcunWLhISEXPtcrUenT5/OtX379m2eeuopWrRoQa1atejYsSOTJk3i6lUfc3z/BZg0qSULF3YmKirI598kJGTSufMqLl9OBGDMmKJ89VVFSpb04DrvgtRUjV69znL0qLSUDR4Mq1dD5cq+c8/MhKFDpSkXoHML2LgIaruJUjFCthVGzYDVW+V2k/Kw4xVo4ib6wQiagPE/w6f6w1stEvZ0h9b2DKo+KDgCmHMSZv5ND00+8uEN/gbROUZwmfO5RUAAhtFdRsf191d8mgiEhvo2YwoJ8a1dQIBxBJorAgMlT184+np9fGknhLyOAQHe2/43cfQFwf+PHAP8fUtjEuzjsOnLcf8M/iOTLi5ZsiTXtsVioWbNmrn2nTx5Mtf25s2b2bp1K7dv3yYzM5OrV6+yYsUKunbtyirnTIN/IxRF4emn63P9+liKFnUtu2EMe+mOt992qMVDhxbm8uUGVK0a4JOFRwgpZ8oUR0Gknj3h1Clo0cJ77RoHf3DOVNCuMRz6Bnq18Z6iPUeGCuMWODqRRmVh92swrPn9OSxP+NlhLq0RCb92gVdr3J/Fa+YJyPBtgp6PfPylaNnSQrCXLsDPD7p186NNG5PnjL9W6NHDTJ8+Fs+FMU3Qr5+FHj1Uj1YFVYUGDRR69DAR5GUA8veHbt1MtGql+MBRoU8f1SvHvn1VevTwbPlQVWjUCHr08K4ESo7e+zrJUTpEe+eITxybNJGpTbwN0AEBsl0zN6kNXDn27ePZmmIyyTY9uktXB08cmzeD7l2Nw+fzcOwGTRp659izG/Tt6b1wcJ+e0KOLnCh7OpeWzaB7J8/h8yDvhdbNPLf5s7gvZejJJ5+kQYMGf+o1d+5cn47x+++/51GG2rZtm2fZzHWZzB2ys7MZP348a9as8an9XwGLxcTUqb4UEFMBM5pmYtGi43Ts+C1//CGr0KmqwltvlfRhZmICzNhsFr7/PoUWLc6wa5d0wlYU6VTo63KRpknLUL16sGGDY//Up6Usj4qIIk9HKHDqClTpD986+bKN7wL+Zi8KkT3azAxxaVBmMnzhZDp9qTpE+HnIVO2ChCzY5cUsnY98/B0IDlZ4/nn3kxlVhZEj/SlYUGXcOH+3fhJmM9SoodKpk5kRIyyEhBgPVKoqlYKnn/ajRQuVJk0Ut8snmgbjxlkICVF47jmzW46KAk8+aSIyUmHcONUjx1q1oGNHhZEjVY8cAwLg6adVWrWChg3dL/Fomoz4CguDZ5913/coCowaJf0kx41z7+tiNkOdOtC+PTz1lHQCdscxMFC2adMG6tf3zHHcOAgPh7FjPXMcM0a288axbl3pMP7UU5KHJ45PPgnt2kLdOp45vv6qvD5jRnvmOHaMvN7jXvHA0QT160LrlvD0CPl/uuMYHAQjn4D2baB2Tff+RTYbvP6CTPw5arhnjs8+CaGhxt//q7gvZSgtLY3k5OQ/9crM9FKuF5lR+umnnybbSdU1mUyMGjUqV7t79+5x+/btXPtKlSrF6NGjmThxIv369csTYj9x4sQ8S29/J4YNq8XEiZ5UWD1O0Qlbt16jefMV/P67zBjYu3cB5s4t7UFLd650L7F3bypt255l0yaZqbpVK/jiCx+KQTrhyBHo0gVWrpTbtSrBd7Nl2nRDGAS9nbsGA16Dj76T22UKwrrREOxudmK/HE4yYhLh8WUwTVfMCgXApo5QwPcVRNLyLUP5+H/C5MmBPP64vFnNenkD+6DVv7+FOXOkWaZjRzOffBKA2WxPm+FoV6mSyi+/BKGqCtHRKps2BROpJ+czmeRLUeTyxrp1QZQuraIoCj/+6E/NmkquY9tlz51roU8f2T9OmWLmscdMhhwHDlSZPVs+9J06qSxaZMo5pnO7ypVh/XozqqpQpIjChg0mIiIkL2eOoaGwfr2JkiUVFEX6KtbQM2G7cnz/fUeI+ZtvymLTxhwdYfBdusCHHzpkOLerUkWG8quq9I/csEEqJ8YcoUQJub1mjQxMMeI4b5604oCcdD70kDHHIUNghp79uls3WDA/txx7u6pVYe0aedzixWHDL1I5ceUYFia/K15cbq/7GapWMea44APo1lV+99Y0GDrYmONDQ2D6m/Jzj24wb44xx2rVYM138rglSsCGnyAsVA84duIYHgb/1955h0dRtX34nt1NTyAhBBJq6L1KC1IEGy30QKiioUoovurnqzQRENFXEQRrIEgvghAMQUGwAJGOAiItPaRAICG97O73xySbbF+QnnNfVy6Ys2fO/nZmdueZc57y4265BJRCAXu+g8aN9N+7ZPwvlkLvF+TXlsyDwMGmNY4NhAXvcN+4o9D6MWPGGEWD2corr7zCW2+ZLzJz6tQpJk6cSGZmpl77xIkTef311/XakpOT+frrr4mNjSU2NpZOnToxd+5c7O1L75KHDh0iKChIb7833niDCRMmmHz/+xXWe+XKLYYM2cnZs9fLzNCYT6usUEi0bFmZ06fH6Nri4/MZMeIKR45kGYxhPuy+Rg07YmKaoyieiklOlvMQRUQYdTeJJMk/FklJpVPAaekQvAQ2/1i2o1kZgFxvJikCKlWUt2/nwn93whdlnQ7NZxDQvUXUPNmgAsgpgsVnYeFZ65/j8kCoX8F6P8HD50kLrS/hzJki1qzJJzFRg7e3grFjHWjf3vhR/to1DatWFXLunBonJ4lBg1T07atCZVDFODtby8aNhRw8WIRWC127qhgzxs7IB0ij0bJ3r4bvvlOTlQVNmkiMH6+kZk3jp6szZzSsWVNEYqIWb2+Jl15S0a6dcb9r17SsWqXh3Dktzs4waJCCvn0llEpjjRs2aPnlFw1aLXTrJjF6tMJIo1oNe/fC9u0Ua4Tx46FmTePjePq0/GB37Zps0Lz0kjxzY0hiIqxaBefPU6xRNkIMl3SysmDjRvjlF3n2vHt32aAx9JtRq+XfzR075H2aNpU11qhh/N6nTsk536xpTEgo1vi3PEs1ZLBszJnSuGGDHOkF0L2b7NtpUuNe2L4DcnKhaRMIetm0xpMn4dt1kJQM1XzgpTHyaoApjSFr4O/iTN6DB0DvF01rXL8Jfj0k3zee6QqjAjFaJlarYc9PsCNM1tisMQSNheomChqfPAPfbi7W6A3jRkIbCwVaH8vQelNERkYSFBRkZAh16NCB6dONq8t5e3szd+5cVq1axf79+1m4cKGeIQTQpUsXevToodd25MiRey/eCvXre7BqVS+DpSpzd34FGo2CM2duMm3aL6Smyg7RNWs6sHZtPaO+5sbQapXEx2sYOzaOhAS53Im3N6xdK/sp2IJWC+npEBAgJxQD8HSHVXPl1Oy6qUwrEV4FhTDoTbgQLW9XcILPhkMNd4NINStRYoND4HS8vO2sgvdaQwt380tmSgl6egtDSPBwUau1xMenERf3D9HRfxETc4G4uBsUFRmvQyQnZxIXd4moqNPExPxFXFwi2dnGzha3buUTHx9PTMx5YmLOER8fR1panlG/nBw1cXFJxMaeJTr6NHFxl7h2LdOon6zxJrGxF4mOPkts7EXi4tJMakxKyiY2NoqoqHNER18gLi6F7Gzj6ddbtwqKNf5NTMx54uMTuHnTeHUgN1dNXFwKMTEXiI4+R1zcVZKSsoz6yRpvERd3iejos8TEXCQu7iZFRcbP8rLGWKKi/iE29hJxcalmNcbFJRMTc4WYmCvExydz86ZxeSj5ON4gJuYq0dGXiYuLJynJON+TrDGTmJh4oqOjiY2NJz4+E7XalMZc4uKuER0VTWxMLHFxN8kxMY1961ah/N7R8cRExxMXd4Nbt4ydhHJyNMTFphMbnUDU5TjiYlJISjK+JmSN2cRGpxB95RoxUSnEx+eY0VhAXNRNoi+mEHP5OnExWeTkGF8TN28WER+TQcylVGIupRIXncHNm8bXbXa2hrioHGIv3iTqfBqxlzNIumb8WYqKtMRF5xHz9y2iz6URdzGd+Jg8kxrvJQ+tNlkJv/76K9OmTTNaRmvevDlr1qzB7V8sEK5cuZLly5frtmvVqsW+fftM9r3fT6WzZ//OokWRSJICrdbQBpXQny3SIkkSLi52RET0p0sX2XT+9NMkXnstDkmS0GoNnyyLnXZ0/5cNFnt7ie3ba9O3r2wVrF0L48bJr1nMVF1sZEiSPFW59lt5uhdg968w+A05s7MtwbklhtPyNyC4OFPq71fgheVywVWNDSa5fFRgfm+Y21tu+/MmdN0LuWoo+5uokmTfosjewhh6nHjSZoby8tQMGHCSn35KQ6mUUKu1uqzMTz/tTkREe9zc5O/xu+9eZv78K6hUEkVFWt13pkoVew4c6EDTpvLvYHj4DYYM+ZOiotKs1iUZ6TdubM7QoVUBuHo1hx49TpKQIP+uarXoxn799Vp89FEDJEkiN1dN//7n2L//lk5byb9dulQgIqIlrq6yxrlzY1mwIAGVSnaiLdFYtaodBw82p3Fjednvhx9uMmTIP6jVxho3b27E4MHyFO+VK3n06HGBxMSCMhrlsd9804clS2oiSRI5OWr697/Ezz/fNtLYtasbe/Y0wtVViVarZc6cJBYtSjbS6O1tx8GDDWjUSJ7mDgvLICAgzqTGLVtqMWiQPJV9+XI+PXpc5dq1IiONb73lxeLF3sUaNfTrF8/BgzlGGrt3dyY8vCYuLgq0Wi2zZl1n8eI0I40+PioOHqxFw4ayL8GuXVkEBCSh0WCgEbZt82HAAHl66NKlAnr0SCApSW2k8e23PVi0yBNJksjO1tC3bwq//ppvpLFHD0d++KEKzs6yxrffvs2SJZlGGqtVU3DwoBcNGsjLp99/n8vw4WlGGpVK2LbNk/79Ze/3ixeL6NHjFsnJGiONs2a5sGCBC5IkkZWloW/fdH77rdBI47PP2hEW5oGzs/ET8GM/M3T48GGCg4ONDKFWrVoRGhr6rwwhkMt8lMUwV9GDZOHCrmza5I+vr+HducQQKjs9IhUn4CqiT58w0tJk3TNn+hAW1pDmzU2FV+gbQiBfcAUFWoYMiSU2Vv7BGTtWTnPfsaMFsWWuNa1WvhDHjJV9iQD8u8Pvq+C59jZ9dF1FtGkflRYc7Fpfzjg9uBU2h8sDzIuA7Wfk/7eqBCf7wcg6YFf88Z2UENQATvYVhpDg4fKf//zD/v1yJtKSp9qSG8Yff6QzebKc+2HbtiTmz78CoJvpKPnO3LhRSK9eJygs1BATk8vgwX9SUKBf3kOtlvcbMeIcFy5ko9Fo6dPnDElJBbpxyo798cdxhIbKiYNee+0KBw7c0tNW8m9k5G2mTLkEwJYt11mwIKF4HPQ0Xr9eSK9ef1NYqCE6Oo8hQ/6hsNC0xuHDL3LxojwT0afPRRMa5X8/+iiJtWvlhDczZ8Zy8OBtkxqPHMkkODgGgM2bb7FoUbJJjamphfTqdYWiIi1RUfkMHRpnVuOwYbFcupSPWq2ld+9okpOLTGpcsuQ669enAzB9ejK//ZZjUuPvv+cwbZqsa+PG2yxenGZSY0pKEb17x6NWa7lypYCAgCSKijChEQICkrhypYCiIi29eyeSkqI2qXHx4lts3CjPBk6blsbvv+eb1Pjbb3lMn34TgHXrcliyJNOkxuRkDb1730Ct1nLpUiHDhqWZ1FhYCEOHpnH1ahFFRVp69bpFaqrGpMZFi7LZvFmexQoOzuTw4UKTGg8eLGTmzNvcLx6aMfTnn38ydepUo6r1HTp0IDQ0lAoVzN/JCgoKSEhI4NSpU+zdu9co51AJ1nIVPWgCA5tw/vzLuLmV9UQ2fwo0Gi1ZWYXMn39MV6vN39+D06ebU61a2ZkhY0OohBKD6J13knRj9OwpJ+FqbipU3cJy1Vv/Lb0wO7WEHz+HHk/ZGHYvgUIJb60oDbNsWQO2TYDhbe8sdP/tHyCveHa1QQX4tgtkjoDUYZAxAr7sBLVszKshENwPbt0qZNWqeLOzr2o1bN6cRGJiHh9+GGU2SEJe1sjj++9T+PLLBNRqrcno0JK2FSvi+fHHNC5dyjG5hATyd/7DD2NJSysgNDTZosZNm1JJSspnyZJECxohNjafsLCbfPFFshWNWlasSGbv3nQuX84zG6EmSbBkyTWuXy9gzZobFjVu2HCD5OQClixJMRuJpFZDTEwBu3dnsHJlGhqN5eO4cuUN9uzJ5OrVAisaU0lNLeTbbzPM9tNoYN26DJKTC1myJM3icYyKKuSHH7JYuTIDjcZ0JLCcSgVWrswgPDybqKgis++tUMCSJbdITi5i3bpsi8fx22+zSE0t4sMPMy0ex6tX1ezZk8fKldl6xo0pjZ9/nsXu3fnExGisaMwhOVnN+vXmrwmNBtasyePGDduShd4pD8UYSklJYerUqUYzNZ07d+abb77BxUqCjjfffJNnn32WESNGMGPGDL744guT/U6ePKm33bKlBQ+sB4STkx3vvls2ysyyw4xWC5999hfNm2/k6FH56UKplFi8uPodjbFxYwb161/k559li1+SSiMc9IYxg0YjR2DU9oXvvy9tXzAF3XgmkZCD3lTyctixi1C9P3y7p7TL7BflmR2zYfclk2cq0Crg8k3wngfLfyv9IjoowcuxdIZIIHiYHDlyi4ICy1Oe8nfqOidO3La4ZK1SSezfn0ZERJrZGwXIsxoRETfYv/8mdnaWfw8uXsxh9+40qxpl5+GbnD5t/kZaonHfvnT27LllRSNERNxi//7bVjVeuJBHeHgGhYWWNcpjZvDnn7kW04ioVLBv320iIjJt0JjJ/v2ZFqNwtVo4fz6f8PBsi/mISsfM5uxZ0zXoSrCzg337somIyLaoUT4v2ezfn2NRo0YDZ88WsHdvrk0a9+zJ5fz5IovH0c4O9u/PJyLCvOFSqjGP/fsLrGr8888iIiLyLY4H8ozToUPGfl33gody63jnnXeMQuObNWvGF198gaMN6SX9/Pz0tvft28cff/yh13b48GGjwq39+vW7S8X3ltdea8vChU9jb2/74b948RY9euzgzBn5uI0d68nKlTVxcrIx6Q7yk1GvXtH89pvsoNivH6xbd2d5G65dgyFD5RpoAE+3gp3/Aw9TY5R1hSrD9XQYtxBCi1M/Na8GP74KVczpMHGYMvJgxk7430HbtQueXIKDg2nUqJHuzxby8/NZvXo1gYGBdOjQgRYtWtCzZ0/++9//cu7cv0tfbquzpzVjpOx45mZ6DPvZ+t7WjIwSbHlfkJecbHnv+6GxsND6bIEkcQcazdfIMsS242N7v7J+TJb72a7R1uvMUgLHshQV2Xo9yn+2eCbb+t62fuY75YEbQ5GRkRw6dMiovUuXLuzZs4cdO3aY/IuNjdX17devHx4lyTYAtVrN+PHjmTt3Lps2bWLBggVMnjyZsr7hfn5+dOrU6f5+OBuRJIlZszpy7dokGjf2sCmrslqtpaBAw+zZpUbfq696kZzcko4dnW3KMq3RyH9vvJGkaxs1Sg67f/FF2zJVlxzS1/5T6oDdrytci4DhzxvMEJnPIADAGysgv9jI71Yf4ufDFMNclVbGmLsX0h+eK5jgEeDEiRPs37//jvaJj4/H39+fJUuWcPr0aTIyMigoKCAxMZHvv/+egIAAvvzyy7vW1K5dRZu+Tz17VqJBA2eLvwFFRVo6d3ane3cPozD7sqhUEt26eeDnV9GqEVG9ugMvvljJRo3u1K9vORt+URF07uxG9+4VrBQYlejWrQJ+fq5WNdaoYc8LL1Sw+vsoSfDccxWoW9feYt/CQujc2YWuXV2sFkHt1s0FPz9nqzfoWrXseO45Fxs1OuPraznhm6zRma5dHW3Q6ISfn6NFjZIEvr4qnn/eySaNzz/vSO3alguJFRbC00870L27gw0a7fHzs7M4KyVJULeukmeftXz+Svp26HAHSfPugAduDIWEhJhs/+qrr3j77bfN/pVd8nJ1deW9995DUeabXFhYyJYtW3j33XdZv369ni+Sj48PH3zwwf37UHeJp6cTH3/c1QarWZ5iUasVhIfHM378Qa5ezQCgQgUly5ZVtxwZVmYMjUbF8eOFBATEc/687Ezn7Axlgu4sU5xlOjoWevWVix6CnEZ92etgryq2W8zlHyoJelPCzWx4Zjr8XuyYrVLChwOgoqPtYff5RbD9Txu1C544EhISmDlzJncSFJufn09QUJDeA5YhGo2GpUuX8t13392VrmrVHBk61Nso/04JKpXECy9UpmFDV157zdfsb4BCAe7uKgIDfXj11RoWZzWKirQEB9dk0KAqVK1qb7ZUgiTBjBk1qVXLkUGDKpvtp1JBr16VqF/fmZkzq1nU6OGhYvjwykyd6mN1KS842IfBgytRpYrKosaZM72pXduRgQM9LGrs08edunWdmDmzitn3VSjA01PJsGEeTJtW2eoyWXCwJ0OHVsTLS2nWYJQ1VqZOHXv693c1q1GphH79XKlTx4GZMytZzEru6akkIMCNadPcrS5BBQdXJCDAFU9PyyVQXnvNgzp17OjXz8mixv79nfD1tWPGDFezGpVK8PJSMGSIE8HBrhaNHLUapk51ZdgwRzw9JSsanalXT0Xv3uavW6USBg50oGZNK1Vf75IHagzl5uYaLWfdLS+88AIff/yxUZkOQ5o0aUJoaCje3t4W+z0s+vTxZdasdoA5vxsF+g7SEmvWXKRly60cPizP8HTs6Mwnn/jIvU2e0WKHmzIWyvffZ9GmTRR79shLZg0bwupVpaH0RhhG/0tw4AB0fBo2Fle7r+oJWxaXhn+aHaOMoXTsAnSbBit3yF1cHWDnhOLSHTZcnUoFJBunThGUA06ePElgYKDRkrs1ShK2lmBvb8+4ceOYPXs2zZo10+v70UcfkZGRcVf6Pv+8GY0buxiVslEooHZtJ9asaQHApEm1GDNGTp9R9kagVEo4OirYtespXFxUNG/uypdfNkaS0JshKvn/J580oGPHitjbKwgLa4WLi37Ns5Lv06BBXrz2Wi0AvvyyIY0aOZvU6OvrRGiovOQ4ZYo3o0Z5mdBIscbGODsradHChc8/r1ussbRfyf8//bQO7du74eCgICysEc7OCqPxAAYP9mDGDPk3+6uv6tCwoaORRkmCOnUcWbWqLiDPlA8f7mFSo5OTgl276uHkpKBVKydWrKhmVuPy5dV46innYo2+RhpLjuPQoRWZPr0yAN9840P9+vZ6Gkv+X6+ePSEh8u9zcLAHw4dXMKnR2VkiLKwGjo4K2rRx5LPPvPR0lf3/Z5950aaNI46OCsLCquHkJJk8jsOGuTJ1qpwmICSkMvXqqYyOoSRBgwZ2fPON/FmmT3dl6FAnvc9aehwldu3yxMFB4qmn7Fm+3N2kRkmClSvdad3aHicniZ073XFyMv7MAMOHOzBlivx+q1dXoG5dpUmNDRsq+frr+xci/EDzDB07dowxY8ZY72iCxYsXm6xwf/36dTZv3szvv/9OVFQUeXl5eHh40LBhQ/r06cOAAQNQWZrLK+Zh5zjZty+OmTN/5++/b5ZpLZlGMbaSFAqoVMmRhISxODjIV9WhQ9m8/vo1jh3LNRhDaXIMSZIv7sTEBri7y2OcOgX/9xYYHQYLxrhKBVGXSrPG/h0Fc76CHb8bdjQ/hgT8GQotinNLXr0O7++D1SfM71Oy36pAeLmD5X6CRx9bv4PZ2dmsXLmS0NBQNGamRC9evGiyXaPR0LVrV27cuKFre/fddxkxQq5TkJWVhb+/P9euXdO9Pm/ePEaWJNm6Q81ZWUWsXp3AN9/Ek5iYR9WqDgQF1WDChJpUrFg63a/Vatm+PZmVK+P4669MnJwUDBvmQ3BwberW1a+meuxYBsuWxbNvXxpaLfTo4cH06bXo0sVdr19cXB4rV8azaVMyWVlqmjVz4dVXazJsWFW9GausrCJWrUomJOQaiYkFeHvbExTkw/jxPlSsWPql1Wi07NiRxsqVSfz1Vw7OzgoCAiozbZoPdero+3oePZrJsmXX2L8/Ha0WevasyPTp1Xj6af2bWVxcPitWpLB5c1qxRiemTvVm2LBKuuz5skY1ISGpfPPNdZKSCvD2tiMoqAoTJnhRoYK+xu3b01m58jpnz+bi7Kxg2DAPgoO9qFNHvxbQH39ks3z5DfbvlzP7P/usK9OnV6ZzZ/0AntjYAlasuMGWLRlkZWlo3tyBqVMrExBQUU9jZqaakJB0QkLSSUoqwsdHRVCQO+PHu1OhQukPqEaj5bvvMlm58iZnz+bj4qJg+PAKBAd74OurnxU3MjKXZcvSOXBA/k3v2dOJGTPc8fPTT68SE1PIihXpbNkiJ0Zs3tyeqVPdGTrU1UCjhpCQTEJCskhKUuPjo2T8eFfGj3fDza3U8tFotGzblsvKlVmcO1eIq6uC4cPl2aDatfV/yCMj81m2LIuff85HkuDZZx2YMcOVTp30j3d0tJoVK3LYujWPnBwtLVqomDrVmSFDHPQ03r6tISQkl5CQXJKTNfj4KJgwwYnx451wdTX9hHwv7t/WrYR7SIcOHcz+SN0tXl5eTJs2jWnTpt3TcR80zz9fi4MHB1G9+uoyjmmWwu7hxo083norko8+8sPOTkmXLi4cOFAPb++/ycoquUmYt2LkXEZapk9P5uuvfXB0VNC2LeyNgJq1ZF8inQwtZper1Gp4dRps3iCnYG9aF777AJqNgouxoNFaHwMJgj+FXe+DuxvU84JVI+HqLTgUBeZWBxztYMjDDxIUPCA2bNjAp59+yu3bd5dv5Pjx43qGkLOzs95DlqurK4MHD2bFihW6toiICLPGkDVcXVWMGOGFJKWQmJhP1ap2BAZ66RlCIPsR9uvnRUHBDc6ezcTZWcmAAZWMDCGA9u0r8MorLtStewOtFrp0caFz54pG/WrVcmTcOA8qVEghK0tL48YODBjgabR0J2v0QJJSuHZNjbe3gsBADz1DCOSEhP36uZOfn8K5c3k4O9sxcKCrkSEE0KGDK0FBTtSrd6O4ZIgjfn7GERK1ajkwbpwrFSqkkJ1dSJMmLvTvX0Hv5ihrVDJyZEUUilSuXcvH21tFYGAFPUOoVKMb+fnXOX8+FxcXOwYOdDIyhGSNzrzyipJ69bLRarV061aBTp2Mj3ft2vaMG+dExYopZGcX0bSpvCxmqNHNTcnIkU4oFEkkJeXg7e3MiBE+eoZQiUZ/f2cKCq5z/nwWLi4qBg6sbGQIAXTs6EhQEDRoIE9/d+vmRMeOxsfb19eOcePscHfPIju7iGbN3PH3dzKhUcHIkQ5IUjLJyXn4+DgRGOipZwiVaOzf356Cghz+/vs2Li5KBg2qYWQIyRrteeWVIurXv4UkQffuXnToYPxZ6tRR8vLLWjw8bpGdraZZMzf8/SsaaaxQQcHIkUoUitskJ+fj4+PAiBFuZg2he8VDz0D9qPCwZ4ZKWLjwOHPmlCwl2marVq3qxI4dvejcWZ5W/vLLNKZMSSx+1TZnMw8PBRs3VqdXL3nZcds2GDa8+EVzlT8McHWFkK9geHGW6f3HoddrsjGktXEMR3v4dBpMGiBvH4+DriugUF1sVBmwbCBM72Z9XMGjjy3fwVdffVXvdTs7O/r378/27dv1+pl76Pr666/5+OOPddvt2rVjw4YNen0iIyMZN26cbtvZ2ZlTp04hmVjHtqRZq9XywQeHmDv3FzQarS4LtSTBW289zcKFPXVj7t17hZEjt3PrVh52dgo0Gm1xYsIGbNo0hAoV5Jt5VNQt/P238vffN1Cp5JtDUZGG+vU9CAsbRpMm8lJHTk4hY8fuYvv2iyiVEgqFRGGhhgoV7Fmzxp9BgxrrNL7//h+8++5hNBoNSqVCp/Httzvx3ntddBojIqIYNWo3t27l62ns27cuGzf66zRevZqOv/9OLly4qaexQQN3wsIG0rixnO8tO7uQsWP3sWPHVSONa9c+z4ABdXUaFy06wfz5R4uPowK1WoMkSbzzTjvmz++o0xgeHsvo0ftJTy/Q09ivX202bnwONzf5Jn3lSgb+/nv455903TJjUZGWhg0rEhbWm0aN5OW2rKxCRo/+hV27YvU0Vqxox9q1z9C/f22dxgULTrNgwWk9jQqFxKxZrZk3r61O4w8/xDN69G9kZBTqaezfvyYbNnTD1VX+zb58+Tb+/r9y8eJtPY2NGlVg9+7uNGhQQadx1KgjhIUlFGuUo/AqVrRj3brO+PvX0GmcP/88ixb9rXc9KhQSc+Y0Y86cpjqNYWGJjB17tFijVJxhWsvAgdVZt66jTuOlS5n4+0dy6VKWnsbGjV3Zvbsz9evL95PMzCJGjjzFDz+k6Gl0d1exfn1b+vatqtP47ruXeP/9y0Ya581ryKxZDe74e2grIivLI8asWe1YurQrFSvaXpr9+vU8nntuN5cupQMwebInq1fXoEoV2yf+0tM1+PvHc+KEPB0bEADbtkKtWrZrz86GEaNhf/H1+Fx72PMx1K9ueb+y5BXA5I9h6wF5u30tODAFmhm4fFVxha8DhCFUnqlbty4bNmxgwIABNu9z+fJlve1q1YyrRNYwqG6Zk5NDQkLCHetbufI477xzgKIiDRqNlsJCje7G9/77h3j/fXkd+fjxRPz9N5GeLmfhLSzU6Bylf/zxCoMGbUar1ZKRkUe3buu4eLEkg7FGVz8sOjqd7t3Xcf16NgAjR+5k5045e7RardWFnmdmFjB06A5++y0OgOXLTzJ79u/FGtHTuHBhJB98cBSAY8eS6N9/B+np+UYa9+6NZsiQncUa8+nWbQuXLt0y0hgVlcEzz2zVZdQPDNzLzp1RJjUOGbKHQ4fkpcpPPz3DnDl/UFSkLaNR3mfBguN89NEpAI4eTWHgwAgyMgqMNEZExDF06I9otVrS0/Pp1m0nV65kFGssDROPirpN9+67uHkzr1jjAX74Ic5I4+3bhQwevJ/Dh+Xp808+Ocu8eaeMNBYVaZk//zQffyxXlY6MTGXgwAPcvl1opDE8PIGAgF8Auf5ct277uHIl00jjlSuZdOu2T1frLSDgd8LDE8to1Oo0Dhr0G5GRsk/d//53kfnzz5fRqNVpnDfvHEuXytfL4cPXGTz4cBmNpakQdu++RmBgJABpafl06/YbV69mm9CYTbduv3HrVgFarZYhQ44TEZFipDEjo4iBA4/zxx/y9fLhh1d5771LJjXOmXORZcuiuV8IY+gRQ5IkZs5sTXJyELVqmffqL4tGo6WgQM0HH5zWtb38ciUSE5vQsqWDzSHzGg28+26pM+rQoRAdBT163EHYvQSz5pa2vdARLm6BId0tJFU0wdtfl4bxd64Df74BJ16DrWNh/2RImAcT/CyPIXgy8fHxYfbs2ezatYtWrVrd0b5lfYEAKlY0Xl4ylf3ecD9rFBSoeffdXyz2Wbz4ENnZBSxa9DtaremMyGq1lgMHYjhyJJ5vvz3LtWumC3+q1VrS0nL55psznDmTzK5dl0z202plX8H5838nP7+I996zXLz6/fcjyc4uYOHCIxY17t8fy9GjSYSGnicpKdusxuvXc/nmm7OcOpXKDz/EoDEx3VvyHgsWHCM/X8177x23qHHRouPk5BSyYMEJsxmR1WotP/2UwPHjqaxe/Q/JyaYzdBcVyRpDQi5w4sR1wsPjzR5HgIULz5CXV8SCBWcsaly48DS5uUUsWPCn3v6GGvfuTeT48RusWnWV1FTTxUnVai2pqXmsXn2V48fT2Ls3yYrGc+TmFrFw4d8WNb733nny8tQsWPC3RY3h4UmcPHmTkJAYrl/PN/neRUVakpPzCA2N5dixdPbtu2EyOq7kfC1adJmcnCIWLbpkUeP8+ZfIz78/iYYeqM+QwHYcHVUsXNiBsWMPWOkpO0er1RKhoVfJyFAzb14bWrb0RKWS+OCDKvTpE29lDHkNS6ORCA/P48UXE3jvvcp07OiIQgGLF4JfVxuGKA67P3YaOveAhfOg5zPyj+/CCbDrMGjVFkqRlSylSRCVCq3Gw6Ig8O8sj/FUTflP8PgxadIko4zwhmRlyZGN7dq102sfPXo0M2fOBOCNN97A19dXL63GnZCdna237exs7CPi5GRc+89wP2scOhSnmwExr6WQ3bsvsXv3JZNGQQkqlYKtW89z7Fiy2T4gPxRt2HCOnJxCVCqFyarzUGpghYdf1c2AmCMrq5Dw8CjCw69ayUCtYMuWCxw+nGwxVYhGo2Xjxn+4fbtIVzjWnMaffornhx+idbNR5rh9u5A9e2KJiIizmiV7y5ar/PrrNSsaYePGy9y8WWhV448/JhAeHq+bjTJHRkYh4eFx7N2baCVLtsTWrdH8/PN1i59F1hhDamqeVY0REdcID7+mm+mxrPEaP/1k+RzKGuP58UfLGuXKB/EkJhZY1bhnTwrh4SlkZlo2dNLTC/nllzRefNF8GoW7RcwMPcKMHt2Q2bOfstCjbLi8zK5dsXTqFMYff6QC0Lu3K0uXVjUKSy3FuEjszz/n0qVLPD/+KN8AOnaE0BA5FNLkGCqM/IqOHofn+sLmbfJ249rw3XtyKneTYxjKAM7HQP/Z8PkuC4dA8FiQk5NDZmamxT955kFr1F62kHPdunXv2hAC42LNShNJTUy15eTk3NH7ZGRYNjJKuHEjx6IhVMLt2wXcupVnNSdZRkY+GRn5Ns0op6TY9plu3Mi1IY+ZrNGa4QKQnp5PRkaBSd8PQ1JTbcuomppqXaMkSXegsaBYo+V+chFY2zRev55v9fzJGgu5dct6yQlZY6GNGq1/ZpD7WddIsUbrKaPT0wu5fdtKHRBk4+76ddvKbNgy3t0gjKFHGEmSWLCgA2fOBNCqlafBq6ZTM6vVWvLzNYwd+4suEd3MmZX4+++6dO5s+MRrusBrSQr1MWNSdGu7L42FK//Aiy/YNITuhyloMpQE/gzoCtFbYFgPww9qZoziL+X0z+DaDQSCe46pG/K/MbZKaNjQ8PtqmlatquLhYbkEkUajpWHDSjRt6qVzSDaFUinRpEllGjasZHZWqAQXFzvat7ct91rr1l64uxtHY5nW6GkxS7assRING7qjVlvW6Opqx1NP2TYD0KZNZat+lmq17CDdpImH2WSYJRqbNnWnYcOKVkt3uLnZ0batbee6bVtPKlSwHNCiVmto2LACTZtWtEFjRRo2rGBVY8WKdrRt62GTxqee8sDNzfKCkXwc3WjatIINGt1o2NDFqsFfsaKK1q2Nl6xN0bCh5dqld4swhh4DWrWqzKZNzxu0mg/P0mi0XL58m5kzI3XTt40bO7BtW3WD7J4GUzFl0Grh+nU1r7ySzI0b8tSlry9s3SRnrLZBhhy6nwujX5FrmgFUqwzrZoOXe5kZIitXoRZYHWG5j0BgC4ZLYGoTjgyFJuobmFpOs0SzZlXo2LG62ZuFQiHRuHFlunSpxeTJ7SzeVCQJxo1rzeTJbS0aOWq1lsmT2zJ6dHPs7c2n1FAqJV5+uRXt2vnQvr35LNkKhUSTJp74+VVn0qTWFjUqFPDSS82YPLmlxZpVssaWjB7dyKphFxTUlA4dqtKmjZdFjc2aVaJTJ28mTmxq9eb80kuNmDy5mUUDQq3WMmlSM8aMaYBSaVnj+PGN6NChCq1aVTL73kqlRIsWHnTo4MWECQ2tahw7tj6TJzewQWMDxo6tY3W88ePr07GjJy1amDewlEqJVq3c6dDBk/Hj69qg0ZfJk+vYoLEOL71U0+p4EyfWxs/Pg2bN3Mz6pyqV0KZNBVq1ss1oulOEMfSY0KSJB3PmlCyZ2eaJvHz539SqtYlDh2RfAx8fOz7+uGqZHtbH2bAhi1q1otmzR14yc3ODrz4vzgpqY7j8DxHg2xg2bpG37VQQ+rbsUK0o4ydkDgm4EGf9fQSPLuvWrePixYsW/2rUqEGNGjWM2t966617psPQGDJcNgPTS2IuLnf+NPrVV/1wdFQZ3QiUSgk7OwWrVvVHkiTeeutpGjWqbNSv5GHhk09exMfHjeefr8OYMc1NLotIEgwa1IhBgxrh4eHEypW9AIxyuCiVErVrV2TevK7FGl/EwcG0Rnt7BatX90aSJP773440aGA8o1KqsSfe3q68+KIvo0c3MatxyJAGDBhQH09PJ1aufMasRl/fCsyZ0x6AkJCeODgoTWp0cFCwevWzSJLE22+3pX594xt+iZalS5+mShVn+vSpxYgR9c1qHDasHv7+vlSu7MiKFZ2LNer3Uyol6tRxY/bs1kiSREhIV+ztFWaP46pV3YprUrakXj03o34l4y9b1hEvL0f69q1OYGBtsxoDA2vTt291vLwcWb68nVmNdeu68s47zZAkiVWr2lvUGBIiH+9Zs5pSp46LWY2ffdYWT08H/P19GDasulmNI0fWpE8fb6pUcWDp0ma6dsP3rl/fmbffro8kSaxe3QoHB/2M3yX9HByUhITcWcDEnSCMoceI+fPbs3p1D6pXt/2HOSuriN6995KUJP/Az5hRiW3bqtOggW2h+1ot5OVpGTToGhcvyrNMo0dBeBi0tvG61GqhsAjGBMHRY3JbXz84uAyebo4Fj2oZSQJXY59WgeCOMQylN5W80VRb9ep3kB+imFatvDl6dDz9+jXU3UgkCV54oR5HjgTRubMcDVCxoiOHDr3MlCntcHYuXUZp1qwK27YFMH16x+J9JUJD/fnoo2epVq20DFGVKs4sXPgMW7cO1hkWQUGtCQsLoHXr0ocfR0clQUGt+eOPcVSuLM90tWlTlaNHR9O3bz09jS++WIcjR0bTqZN8vNzdHTlyZDSTJ7fGyal0GaV5cy+++24A06Y9pdO4Zs2LfPhhN3x8Sn+nqlZ1ZtGiLmze3Fencfz4Zuza1ZdWrSrraRw/vhl//BGAp6f8pW/btgp//BFA376+eqUuevWqzZEjAXToIC/3eXg4cOTIICZNaoqTU+ndtEULT7Zvf5GpU5vrNK5b9yxLlnTCx6d0xs/b24n33+/Ihg3P6TROnNiY779/jpYtK+lpnDChEZGR/alUSV7ibNfOiz/+6E/v3jX0NPbuXYPIyP60b+9VRmMfJk5saKCxEjt29GDKFDn/k0IhsX59Zz74oDXe3qXLqN7ejnzwQWvWr++s0zh5ckN27OhGixalS2FOTkomTqxPZOSLVKokL3G2b+9JZOSz9O7traexTx8fjh59jnbt5M/o6elAZORzTJhQF0fHUo0tW7qzc2cXJk2qr9O4YUN7Fi9uRtWqpcuoPj6OLFnSnLVr2+mWoadOrcP27e1o0aI0UtPJScGkSbU5cqQLHh7y/ahDBw8iI7vQq1cVPY19+1bh6NEutG3rzv1CJF0s5lFJumgLBQVqfHw26vJMWEOhkJgypYnuKQfksgT168cSE1NkQ6FYeYyAAFc2baqq52fRvgucOoNNDpYKFfTsDj+F6T8h9Pkv/HQCLLkQ/PQhPN/O/OuCx5+7/Q4ePXqUsWPH6rWZS7q4YsUKPvvsM912hw4dWLdunV6fe5V0sSxpaTmkpGTj5eWMl5f5h5mcnELi4jJwclJRq1ZFs07GarWGqKh0tFotdet6WFxyio+/TVZWATVrVsDV1fxDUFpabhmN5pcFs7MLiI/PxNnZjpo13axozECrhbp1K1rRmElWViE1a7raoDGXKlWcqFzZ/BNSdnYh8fFZODurqFnT1azGoiIN0dG3izVWsKIxi6ysQmrVcsXFxbzvz40beaSmlmg07w+WnV1IXFw2Li4qatUyX2NT1ihHWtap42pWo1arJT4+h5ycImrWdMHFxbzvz40b+aSm5lGliiOVK5v3B8vOLiIuLgdXVxU1a5q/JoqKNERFZSNJEnXqOFvRmEtOjpqaNZ1s0FhAlSr2FjXCY1iOQ3BvsLdXMn9+W6ZNi7TQS6I0ZB5WrrzEiRM3+eyzTrRvXxmFQsH771dmxAhL4boSJWFeGg1s2ZLHhQvXWLasEs88I/8QLXoXelnLeVccKaYB9v8KjdrCx++Df2/55fnjYN9J2UAyNMyUCmjbAJ5ta+U9BAIbaNGihd72uXPnyMvLw9Gx9KZ15swZo31siXyyhKenM56e1v2OnJ3taNy4stV+SqWCBg0qWe0HULOmbcUtPT2ddLMxlnBxsadxY+tOw7JG2xx3a9Y0LtVhCts12tG4sfX3VqkUNGjgbtN716xpuSh4CZUrO1o0gkpwcbGjSRPr7y1rtH4OJUmiVi3bVg0qV3awamAAuLioaNLE+nurVAoaNrR+DmWNtvnf2arxXiGWyR5Tpk5tyvz5bY3W22VKjBh9jh+/QbduEZw8KYdmBQa6sXy5F3YmH3JMj3HuXCHPP5+iKxz4wnOwNgQczX33TfhxXomCAYGwI0zebt8YdswHF0f5Xe1UoCrer2MT2POBbUkfBQJr+Pn56fn/5OTk6JXyyM3NZceOHXr79O7d+4HpEwgEDwdxi3lMkSSJuXPbEhcXSPPmHgaOaaaropakiX/99dKMrtOmuZOYWIfOnR0NxjAduq/RyH/BwTd1ofujR0BSFPR63sBBzvQQutmfqa9DUXHKCP/OkPQdfP06TPaH14bCoeXyX+X7EzwgKIfY29sTEBCg17ZkyRKWLFnC+vXrGTt2LHFxpd767u7u9OnT50HLFAgEDxhhDD3mVK/uwmef+ZVZXpLK/JVFnulRq5X8+msaU6YcJT5ejhDz8lLx5ZdVbBgDQIFGo+TCBQ0jR97kyhXZmnF3h69XGszgmB8CrQKSb0D/kXCuOEu8qxOM7wvLp8GHk2Tn6n+5OiEQGBEcHKznEJ2fn8/q1atZsGABf/31l17f//u//zNZskMgEDxZCAfqYh4nB2pTzJp1nPff/xNJUqDVGlohCuRpmtLZIoUCnJxU7N3bgy5d5MRmS5fe4j//uYEkSWi1hu5kkskxVCr4/ntP+vSR1/G/XQ8vTwJJKfsIGQ1hkKRRoZANnrVfwMih//owCB5jHoQDdQkJCQlMnDiRq1evmnxdoVAwffp0pkyZYnGcFi1aoFar8fHxuSPNAoHg3pGUlIRSqeTs2bN3PYaYGXpCWLSoPTt3Pm/C0a6s70+pgaTRQG5uEf7+v5CVJSeZe+01D/btq06bNoZOa+bHKCyEIUPSSEmRk9e9NBoO/QxdTBVRNZFTSK4+DWOnwKUrd/SRBYK7pkaNGuzcuZPZs2fTtm1b3N3dsbe3p1q1agwcOJCtW7daNYQAHBwcUKlEHIpA8DBRqVQ4OPw7Z2sxM1TM4z4zVEJ6ej4+PlvIyyuZlzFR9MuA6dMbsXTpUzpn7Px8LdWqxXPzZskYljMjShKMGuVEaGglXSp+jQbqt4KYuGIfISvJFVVKmDoePl18Rx9X8ATxpHwHBQLB44eYGXrCcHd3YN681mVarKeJXr78InXr7iIy8joADg4SS5aUDUu1bExptbB+fS41aybx009ygUqFQg6f15naVrJMF6nhwO8WZQoEAoFAcF8QxtATyFtvteDDD9vh7Gz79H1CQjbPPvsz58+nAzB+vBtffeVJxYq2ezCnpGjo2/cGkZFyMshB/rA5FCrbVsdQOEsLBAKB4KEgjKEnEEmSePPN5qSkDKd+fVebjAy1GgoKNCxadE7XNnGiG8nJNWnXzs6mPD9arbw8NmdOhq5t+BC4dgmee8ZyriClEl7oYf09BAKBQCC41whj6AnG1dWOxYvb2FBuQ442U6uVbNqUwJgxf3DhglyfydFRwUcfudtQbkMBqNBo7Pj5Zw0DBtzi1CnZMdvODv63wPyekiQXbZ3yim2fSyB4HAkODqZRo0a6P1soCfsPDAykQ4cOtGjRgp49e/Lf//6Xc+fOWR9AYBK1Ws22bdsYO3YsnTp1onnz5nTr1o0ZM2YQGWkps7/gXrJ48WK970RCQoLF/vfzvAkH6mKeZOfN2bPPsGjReZPlLkxFiZVUMd6//xk6d5ZLAyxdmsl//pNhYQxJbxylUp4JCgtzp1cv2cv/203wyjTZ8ClSU9pPgs2rYLD/PfrAgseSJ/k7eOLECUaPHk3Zn1tr4f/x8fEEBQURGxtr8nWFQsGMGTOYPHnyPdX6pJOens6ECROMckqVZcSIEcybN+9fl2ERmCcmJoYBAwaQl5ena/v555+pUaOGyf73+7yJmaFywMKFrTl8+AWaNzdMHmeQ9KcYtVpLfr6a4cOPoC6unvraa26cOlWFjh0Na3eUDROTyowhZ5cODMwgJ0e+Abw0As4dhkkvQ9NG0KwxzJgEF44KQ0jw5JKQkMDMmTO5k+fO/Px8i4YQyMWWly5dynfffXcvZJYLtFotU6dOtXhDBdi0aRPLly9/QKrKH+np6QQHB+sZQpZ4EOdNGEPlhM6dvdi9+xkD/yHzIV4aDSQk5PL662fIyZGzTLdpY094uBf2ekWlzUerabWQkaFl8uTbZGbKRlWTRrDiQzgfCeeOwMcLoV6df/vpBIJHk5MnTxIYGMj169fvaL+vv/5azxCyt7dn3LhxzJ49m2bNmun1/eijj8jIyDAcQmCC77//nhMnTui2JUli2LBhzJ07Fz8//eRo33zzDTExMQ9Y4ZPPlStXGDFiBJcvX7Z5nwdx3oQxVI6oXduVuXPLVu22PpW4bNllatbczaFD8o95pUoKPv7Y/Y7GWLcuDx+fG+zZk39nggWCx5Ts7Gw+/PBDRo8efceGkEajYfPmzXpt77zzDm+//TZjxoxh7dq1VKtWTfdaeno64eHh90T3k86GDRv0tsePH8+CBQsYNWoUISEhNG/eXPdaYWEh27Zte9ASn1gKCgoICQlh0KBBREVF3dG+D+K8CWOonDFvXgu++KI9VaqYKzNvTHp6Ab16/UpMjFzLLDjYlfXrK1GrlomS9GbIydEycGA6f/1VeMeaBYLHiQ0bNvDMM8+watUqNNYjD4w4fvw4N27c0G07OzszePBg3barq6veNkBERMTdCy4nxMfHGzmdjxkzRvd/lUrFqFGj9F4Xx/Xe8OOPP9KzZ08++ugjCgoK7mjfB3XehDFUzpAkicmTG5KQMBBvb9sMIrl0h4YPPrigaxs1ypnoaG8aN1baFLqv1cp/n3ySc7fSBYLHgsOHD3P79m3dtp2dHUOGDLF5/z///FNvu2nTpkalBtq1a6e3fe7cuTvySSqPGPqb+Pj4ULVqVb229u3b620nJiaSlpZ237U96Zw4cUJvhlSSJIYPH27Tvg/qvAljqJxiZ6fkvfeaW+lVUpPMDo1GxVdfxfH8879z+nQ6AAqFxPvvu9oQui9TVATbt4ulMkH5oW7dumzYsIEBAwbYvI+hL0XZJbESDCNucnJyrIYll3dsOa4+Pj4oDBKi3Ylvi8A6VatW5auvvmLixIk29X9Q500YQ+WY8ePrMmdOUzOvlhhC+tM+Bw/e4Omnf+HYsZsADBrkyKefutmUlBEgL088vQqefHx8fJg9eza7du2iVatWd7TvtWvX9LYrVjSMAoUKFQwLMhvvJ9DHluOqUqlwdna2uJ/g7vDw8GDatGns2bOH7t2727zfgzpvotxyOUaSJN57rwUvvVSHwYMPcfZsRplZHuP8Q1ASdq9l8uTTnDol54WZMcOZwYMdGDEigyNHCs3OFEkSNGkiLjnBo8mkSZM4efLkXe07evRoZs6cCcAbb7yBr6+v0ZOqrWRnZ+ttG/7IAzg5OVndT6CPLccV5GOblZVldj/BnTN69GjefPNN7PVDkW3iQZ03MTMkoF49V0JC2pcxYozzBpWiQKNRcvp0FsHBf5GSIi971ayp5NtvjZ9WDZk2zfhHXCB4FMjJySEzM/Ou/vLzS5d/69ate9eGEEBubq7etlJpHKhgqi0nR/jjWcKW42qqXRzXf0/t2rXvyhCCB3fehDEkAKB9e09mzZKXzEw7RMvlNuR/5dxCn38eS/36P3PokOyoVq+eik8+cQXkzNJlkSTo29eel18WxpBAcCeYyqb7b4wtgYy5LMXi2D7a3K/zJs66QMfChS3YtMkPX18Xg1fK+g+Vlt3QaiEnR03fvse4eVMOl5w504Xdu93p1Kk0U3Xt2gr+9z9Xvv/eHZVKpLcXCCxhuASmVquN+hQWGqeoMLd8IJAxPK5FRUUm+xkeW3FcHy4P6rwJBw6BHoGBtejfvxre3nvIzCy56BSAFlPLZhoN3L5dxLvvXmTZsuZIkkS/fg706+dAdraWggIt7u6SqPEjeORZt27dw5YAGP/4Gy4TgOklABcXw4cYQVkMj6u5UhCGx1Yc14fLgzpvYmZIYISzs4p585qUaTFftqOEzz6LoVmzXzh69JauzcVFwsNDIQwhgeAOMAwdLpuzyFJb9erV75umJwFbjmthYaHRTVUc14fLgzpvwhgSmOQ//6nPwoVNsbe3/RK5dCmLHj2O8Oefok6SQHC31KmjX6wvMTHRqI9hm7Ozs7hpW8GW45qUlGSUvLJBgwb3VZfAMg/qvAljSGASSZKYNasxSUl9aNzY1aYs02o1FBRomTPn4v0XKBA8obRo0UJv+9y5c0ZLA2fOnDHaR8zAWsbwuCYmJpKUlKTXZnhca9SoQaVKle63NIEFHtR5E8aQwCKVKtnzv/81sznLtFqt5YcfUnQO1QKB4M7w8/PT83fIyclh+/btuu3c3Fx27Niht0/v3r0fmL7Hlfr16+Pr66vXVtZPzFSBXHFcHz4P6rwJB2qBVfr2rcqsWQ1YtOgykoRVw0irhevXC6hU6e7ySggE5Rl7e3sCAgJYs2aNrm3JkiUkJCRQvXp1du3aRVxcnO41d3d3+vTp8xCUPn6MGjWKRYsW6bZDQ0PJysqiUaNGHDhwQC/ppp2dHQEBAQ9DpsCAB3HehDEksImFCxvzzDOezJx5jvPnsyz2VSigShVhCAkEd0twcDD79u3T+Ufk5+ezevVqk33/7//+z2SJAoExI0eOJCwsjLNnzwLyrMKWLVtM9p04cSK1a9d+kPIEZngQ500skwls5rnnvPj5584WcwUplRKDBnnj4SGMIYHgbnFzc2Pt2rXUq1fPbB+FQsHMmTMZMmTIA1T2eKNSqQgJCaFt27YW+wUGBjJt2rQHpEpgjQdx3sTMkOCOqFrVgblzGzJ3rrGTtFIJTk4KFixo/BCUCQRPFjVq1GDnzp1s2bKFPXv2EBUVRU5ODpUrV6ZDhw6MHj3ayLlUYB13d3c2bNhAWFgYu3bt4p9//iEzMxMPDw/atGnDiBEj8PPze9gyBQbc7/MmaQ3j0copzz4rFx39+eefH7KSRx+tVsvy5dG8994lbt4szfrZsaM7X3/dipYtrdcoEwgMEd9BgUDwsBAzQ4I7RpIkZsyoy5Qpvvz2Wxq3bxfRqJErzZq5PWxpAoFAIBDcMcIYEtw19vYKnnvO62HLEAgEAoHgXyEcqAUCgUAgEJRrhDEkEAgEAoGgXCOMIYFAIBAIBOUaYQwJBAKBQCAo1whjSCAQCAQCQblGGEMCgUAgEAjKNSK0vpjU1FTUarUu8ZtAIHiwJCUloVQqH7YMgUBQDhEzQ8U4ODigUgnbUCB4WKhUKhwcHB62DIFAUA4R5TgEAoFAIBCUa8TMkEAgEAgEgnKNMIYEAoFAIBCUa4QxJBAIBAKBoFwjjCGBQCAQCATlGhE+9QBISEhgy5YtREZGEhsbS05ODm5ubjRo0IAePXowbNgwXF1dze7/119/ERAQYNN7OTs7c/r06Xsl/ZFGrVazY8cOdu/ezaVLl8jKyqJSpUq0adOGwMBA/Pz8HrbER5K0tDS2bt3Kb7/9RlRUFFlZWbi6ulK7dm26du3KqFGjqFSpksl9b968eUfHNTIy0uxYAoFA8KggosnuM6tXr2bp0qUUFBSY7VOlShWWL19OmzZtTL6+detW5syZY9P7lRdjKD09nQkTJvDXX3+Z7TNixAjmzZuHJEkPUNmjTVhYGPPnzycrK8tsH1dXVz788EOTObcOHz7MK6+8YvP7CWNIIBA8DohlsvvI2rVrWbJkiUVDCOSEj+PHj+fq1asmX79w4cL9kPfYotVqmTp1qkVDCGDTpk0sX778Aal69Nm/fz//93//Z9EQAsjKymLGjBkcO3bM6DVxLQoEgicRsUx2n0hLS2Pp0qV6bV5eXgQEBODp6cmZM2f44YcfKJmYy8rKYuHChYSGhhqNZXgDWrhwodlMveUhceT333/PiRMndNuSJBEQEEDjxo3Zt28fkZGRute++eYbBgwYgK+v70NQ+uhQUFDA/PnzKTsR7ObmxrBhw6hevToXL15kx44dFBYWAlBYWMjcuXMJDw/Xu9YMr8U33ngDT09Ps+9raflXIBAIHhWe/DvnQyI8PJycnBzddpUqVdi1a5duyWD06NG0atWKhQsX6vocOXKEpKQkfHx8dG1arZaLFy/qtr29vW32H3pS2bBhg972+PHjeeONNwAYPnw4w4cP59y5c4B8U9+2bRtvvvnmA9f5KPH777+Tmpqq23ZycmL79u3Url1b1/bMM88wZcoU3XZ0dDSnT5+mXbt2urZ//vlH93+lUslLL72Evb39fVYvEAgE9xexTHafMFxi8Pf3N/KdCAwMNJrJMXzyLnG4LqG8z3DEx8frDJ0SxowZo/u/SqVi1KhReq9HREQ8EG2PMobXY/fu3fUMIYCePXtSvXp1vbay12N+fj7R0dG67WrVqglDSCAQPBGImaH7ROvWrbGzsyMlJYXU1FTq169v1MfOzg5XV1fS09N1bbm5uXp9DI2jOnXq3Be9jwuGfkI+Pj5UrVpVr619+/Z624mJiaSlpVlcznnSadCgAf369SM1NZXU1FQaNWpksp+7uzuJiYm67bLX48WLF1Gr1brt8n4tCgSCJwdhDN0nxo8fb7VPamqqniEEGM0elV2WALh+/TqTJ0/m3Llz3L59m6pVq9K5c2eCgoKoVavWv9b9qHP58mW97WrVqhn18fHxQaFQoNFo9PYrz8bQ0KFDGTp0qMU+BQUFxMTE6LWVvR4Nr8W8vDz+85//cPLkSW7evImnpycdO3bkpZdeomnTpvdMu0AgENxvhDH0EPn222/1tu3s7GjRooVe299//623vX//fr3tuLg44uLi2L59O/PmzXvi/YmuXbumt12xYkWjPiqVCmdnZ72oKcP9BMZ89913ZGdn67WVTfdgeC0aLr0lJSWxc+dOwsLCmDp1KsHBwfdPrEAgENxDhDFkgkmTJnHy5Mm72nf06NHMnDnTar9jx44ZGUM9evQwir6xNZS5sLCQ2bNn4+TkRL9+/WzW+7hheLN2dnY22c/JyUnPGDLcT6DP1atX+eSTT/TamjVrRr169XTbhjND5tBoNHz22WfY2dkxadKke6pTIBAI7gfCGDJBTk4OmZmZd7Vvfn6+1T5//fUXU6ZM0YUxgxyZ8+qrr+r1u3nzJtevX9drq1WrFv7+/nh6enL+/Hl27typ58cxd+5cunTpgru7+13pf9Qx9Kkyl2LAsL2sE7pAn7i4OF5++WWja77szI5hVCPIqSIGDBhAtWrViIqK4rvvviMvL0/3+rJly3j++eepW7fu/f0AAoFA8C8RxtAD5tSpU0ycONEo8V1QUBBNmjTRaysoKGDUqFHExsYSGxtLp06dmDt3rl4ET58+fQgKCtJtZ2dns23bNiZMmHB/P8gjgrns0gqFCJS0haioKMaNG0dKSopee9++fenZs6duOycnh6FDhxIXF0dsbCy+vr7873//05vJHDZsGEOHDtUlGVWr1axdu5Z33333gXwWgUAguFuEMfQAiYyM5NVXXzWapejQoQPTp0836u/t7c3cuXMtjtmlSxd69OjBwYMHdW1Hjhx5Yo0hJycnve2ioiKT/crOuoH55bTyzD///MMrr7xCWlqaXnu9evWYP3++XpuLiwuzZs2yOF6jRo0YNmwY69ev17UdOXLk3gkWCASC+4Qwhkywbt26ez7mr7/+yrRp04yW0Zo3b87nn3+OnZ3dXY/dokULPWMoISHhrsd61DE0hsouy5TF0OB0cXG5b5oeR86dO0dQUJBRNGPNmjVZvXo1bm5udzWuYQBA2TB9gUAgeFQRawkPgMOHDxMcHGxkCLVq1YrQ0NC7vvGU4OXlpbdt6FfzJGEYSn/79m2jPoWFhUbGkGEywfLMP//8w8svv2xkCPn6+rJu3Tq8vb3vemzDa7GoqMhqbT6BQCB42IiZofvMn3/+ydSpU41uCB06dODLL7+0OGNRUFCgS5KXmpqKr68vjRs3NupnLVfRk4Rhoj9TMw9JSUl6NbhATjookDN4v/LKK0ZGZIMGDQgNDTUyZkooLCzkxo0bumuxUqVKPPXUU0b9MjIy9LZdXV1FlmqBQPDII4yh+0hKSgpTp041mqnp3LkzX3zxBY6Ojhb3f/PNN9m7d69uu1evXixbtsyon2EagJYtW/4L1Y82ppZhDOu5nTlzRq9PjRo1nmgD0Vays7OZPHmykY9Q48aNCQ0NtXiMli5dyqpVq3TbLVq04LvvvjPqV7aALjzZ16JAIHhyEMtk95F33nnHKDS+WbNmNhlCAH5+fnrb+/bt448//tBrO3z4ML/++qte25OcZ6h+/fp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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "A_inv = np.linalg.inv(A)\n", - "print(A_inv)\n", - "# Let's try inverse mapping\n", - "Xds, Yds = linear_map(A_inv, Xd, Yd)\n", - "fig, axs = plt.subplots(1,2)\n", - "fig.suptitle('Linear map')\n", - "plot_grid(Xd,Yd,axs[0])\n", - "plot_grid(Xds,Yds,axs[1])\n", - "print(f'Matrix rank is {np.linalg.matrix_rank(A)}')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Determinant\n", - "The geometric view of linear algebra gives an intuitive way\n", - "to interpret a fundamental quantity known as the *determinant*.\n", - "Consider the grid image from before, but now with a highlighted region below.\n", - "\n", - "![The matrix $\\mathbf{A}$ again distorting the grid. This time, I want to draw particular attention to what happens to the highlighted square.](https://raw.githubusercontent.com/d2l-ai/d2l-en/master/img/grid-transform-filled.svg)\n", - "\n", - "Look at the highlighted square. This is a square with edges given\n", - "by $(0, 1)$ and $(1, 0)$ and thus it has area one.\n", - "After $\\mathbf{A}$ transforms this square,\n", - "we see that it becomes a parallelogram.\n", - "There is no reason this parallelogram should have the same area\n", - "that we started with, and indeed in the specific case shown here of\n", - "\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "1 & 2 \\\\\n", - "-1 & 3\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "it is an exercise in coordinate geometry to compute\n", - "the area of this parallelogram and obtain that the area is $5$.\n", - "\n", - "In general, if we have a matrix\n", - "\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "a & b \\\\\n", - "c & d\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "We can see with some computation that the area\n", - "of the resulting parallelogram is $ad-bc$.\n", - "This area is referred to as the *determinant*." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Determinant $\\rightarrow$ Hyper-volume ratio\n", - "\n", - "![The matrix $\\mathbf{A}$ again distorting the grid. This time, I want to draw particular attention to what happens to the highlighted square.](https://raw.githubusercontent.com/d2l-ai/d2l-en/master/img/grid-transform-filled.svg)\n", - "\n", - "**Sanity Check:** We cannot apply Pythagoras Theorem to compute area because axes are not aligned anymore.\n", - "\n", - "The picture is misleading since the axis is **CLOSED to be aligned**.\n", - "\n", - "The angle between $[1, -1]$ and $[2,3]$ is 101.30993247402021\n", - "```python import numpy as np; X = np.array([[1, -1], [2, 3]]);thetarad = angle(X[0,:],X[1,:]);theta = thetarad*180/np.pi; print(theta)}}\n", - "```\n", - "\n", - "The angle between $[1, 0]$ and $[0, 1]$ is 90.\n", - "\n", - "```python\n", - "is_basis = False\n", - "X = np.array([[1, 0], [0, 1]]) if is_basis else np.array([[1, -1], [2, 3]])\n", - "theta_rad = angle(*X)\n", - "theta = theta_rad*180/np.pi\n", - "print(theta_rad)\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Determinant $\\rightarrow$ tells how the space is compressed\n", - "\n", - "- Determinant is 0, compresses the space and loses a dimension (area zero)\n", - "- Determinant $\\geq$ 0 moves the space (the area is non zero)\n", - "- Determinant $\\leq$ 0 moves the space and flips it (area is non zero but flips the order)\n", - "\n", - "> A matrix $A$ is invertible if and only if\n", - "the determinant is not equal to zero.\n", - "\n", - "Computing determinants for larger matrices can be laborious, but the intuition is the same\n", - "\n", - "**The determinant remains the factor that $n\\times n$ matrices scale $n$-dimensional volumes.**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Hyperplanes\n", - "\n", - "**Hyperplane**: a generalization to higher dimensions of a line ($D=2$) or of a plane ($D=3$).\n", - "In an $d$-dimensional vector space, a hyperplane has $d-1$ dimensions and **divides the space into two half-spaces.**\n", - "\n", - "$ \\mathbf{w}\\mathbf{x} + \\mathbf{b} = 0$ where $\\mathbf{w}$ is a vector normal to the hyperplane and $\\mathbf{b}$ is an offset\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Hyperplanes\n", - "\n", - "**Hyperplane**: a generalization to higher dimensions of a line ($D=2$) or of a plane ($D=3$).\n", - "In an $d$-dimensional vector space, a hyperplane has $d-1$ dimensions and **divides the space into two half-spaces.**\n", - "\n", - "$ \\mathbf{w}\\mathbf{x} + \\mathbf{b} = 0$ where $\\mathbf{w}$ is a vector normal to the hyperplane and $\\mathbf{b}$ is an offset\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Projection\n", - "\n", - "Suppose that we have two vectors $\\mathbf{v}$ and a column vector $\\mathbf{w}=[2,1]^\\top$. \n", - "\n", - "**We want to project $\\mathbf{v}$ onto $\\mathbf{w}$ or better project v onto the subspace (line in this case) of $\\mathbf{w}$.**\n", - "\n", - "Recalling trigonometry, we see the formula $\\|\\mathbf{v}\\|\\cos(\\theta)$ is the length of the projection of the vector $\\mathbf{v}$ onto the direction of $\\mathbf{w}$\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Projection vector onto subspace defined by $\\mathbf{w}$\n", - "\n", - "$$\\mathbb{P}_\\mathbf{w}(\\mathbf{v}) = \\frac{\\mathbf{w}\\mathbf{w}^T}{\\mathbf{w}^T\\mathbf{w}}\\mathbf{v} = \\left( \\frac{\\mathbf{w}}{||\\mathbf{w}||}\\right)\\left(\\frac{\\mathbf{w}}{||\\mathbf{w}||}\\right)^T\\mathbf{v}$$\n", - "\n", - "Defining a unit vector $\\mathbf{\\hat{w}}=\\frac{\\mathbf{w}}{||\\mathbf{w}||}$ we have:\n", - "$$\\mathbb{P}_\\mathbf{w}(\\mathbf{v}) = \\underbrace{\\mathbf{\\hat{w}}}_{\\text{direction}} \\left(\\underbrace{\\mathbf{\\hat{w}}^T \\mathbf{v}}_{\\text{length}}\\right)$$\n", - "\n", - "- Projection must be on unit vector $\\alpha\\cdot\\mathbf{\\hat{w}}$\n", -<<<<<<< HEAD - "- How long in this direction? $\\alpha=\\mathbf{\\hat{w}}^T \\mathbf{v}$ gives the length of **v** onto **w**.\n", - "- **$\\mathbf{w}$** can be also a matrix instead of just a vector (matrix which columns are vectors)." -======= - "- How long in this direction? $\\alpha=\\mathbf{\\hat{w}}^T \\mathbf{v}$ that gives the length of **v** onto **w**.\n", - "- **$\\mathbf{w}$** can be also a matrix, not a vector (matrix which columns are vectors)." ->>>>>>> upstream/main - ] - } - ], - "metadata": { - "celltoolbar": "Slideshow", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.13" - }, - "latex_envs": { - "LaTeX_envs_menu_present": true, - "autoclose": false, - "autocomplete": false, - "bibliofile": "biblio.bib", - "cite_by": "key", - "current_citInitial": 1, - "eqLabelWithNumbers": true, - "eqNumInitial": 1, - "hotkeys": { - "equation": "Ctrl-E", - "itemize": "Ctrl-I" - }, - "labels_anchors": false, - "latex_user_defs": false, - "report_style_numbering": false, - "user_envs_cfg": false - }, - "rise": { - "autolaunch": true, - "overlay": "
Artificial Intelligence and Machine Learning - Unit II
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\n", - "\n", - "\n", - "## Unit II \n", - "### The geometry of linear maps\n", - "**Iacopo Masi**\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## 📚 Textbooks \n", - "\n", - "\n", - "- The course is inspired and follows [CS229 by Stanford](http://cs229.stanford.edu/syllabus-summer2020.html) while other material is inspired from other courses \n", - "\n", - "There is not a single textbook but suggested are:\n", - "\n", - "| Topic | Authors | Book |\n", - "| :-------------: |:-------------:|:-------------:|\n", - "| Generic ML | H. Daumé III | \"A Course in Machine Learning\", [download the book](http://ciml.info/) |\n", - "| Generic ML | Christopher M. Bishop | “Pattern Recognition and Machine Learning” [download the book](https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf) |\n", - "| Generic ML | Kevin P. Murphy | “Probabilistic Machine Learning: An introduction\", MIT Press, 2021 |\n", - "| Deep Learning | Ian Goodfellow and Yoshua Bengio and Aaron Courville | “Deep Learning”, MIT Press 2016 |\n", - "| Deep Learning | Ston Zhang, Zack C. Lipton, Mu Li, Alex J. Smola | **[“Dive into Deep Learning”](https://d2l.ai/)** |\n", - "\n", - "**You can find online most of these or part of them.**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Recap on Linear Algebra\n", - "\n", - "- [This pdf covers this part](http://cs229.stanford.edu/summer2019/cs229-linalg.pdf)\n", - "- [Illustrations and some math part are taken from d2l.ai, linear algebra](https://d2l.ai/chapter_preliminaries/linear-algebra.html)\n", - "- [and from from d2l.ai, geometric linear algebra](https://d2l.ai/chapter_appendix-mathematics-for-deep-learning/geometry-linear-algebraic-ops.html)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Training set\n", - "\n", - "\\begin{equation}\n", - " \\underbrace{\\{\\mathbf{x}_i,y_i\\}_{i=1}^N}_{\\text{known}} \\sim \\underbrace{\\mathcal{D}}_{\\text{unknown}}\n", - "\\end{equation}" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## $\\mathbf{x}$ as a high-dimensional point in a vector space\n", - "\n", - "- $\\mathbf{x} \\in \\mathbb{R}^D$ is a vector in D-dimensional real-space\n", - "- All the vectors are identified by using another point that functions as **origin**, i.e. in $\\mathbf{O}=(0, 0, 0)$ in $\\mathbb{R}^3$.\n", - "- Moreover, for this to work you need an **orthonormal set of basis vectors** on which you can express your vector.\n", - "- $\\mathbf{\\vec{x}}$ is bold because it means it's a vector; we drop $\\vec{}$ for clarity.\n", - "- $y$ is a scalar value (it is not bold)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Vectors are written column-wise\n", - "\n", - "$$\\mathbf{x} = \n", - "\\begin{bmatrix}\n", - "x_0, \\\\\n", - "x_1, \\\\\n", - "\\ldots, \\\\\n", - "x_{D-1} \\\\\n", - "\\end{bmatrix} $$\n", - "\n", - "### To make it row-wise just transpose it\n", - "\n", - "$$\\mathbf{x}^{T} = \\begin{bmatrix}\n", - "x_0, & x_1, & \\ldots, x_{D-1} \\\\\n", - "\\end{bmatrix} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Numpy\n", - "\n", - "NumPy is a library for the Python programming language, adding support for large, multi-dimensional arrays and matrices, along with a large collection of high-level mathematical functions to operate on these arrays\n", - "\n", - "\n", - "\n", - "## During the course, we will learn how to \"vectorize\" the code (i.e. avoiding for loop)." - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 2.5 3.2]\n", - " [ 0. 1. ]\n", - " [ 2. -3. ]]\n", - "Shape (3, 2)\n", - "Number of dimension: 2\n", - "Number of elements: 6\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "x = np.array([[2.5, 3.2], [0, 1], [2, -3]], dtype=np.float32)\n", - "print(x)\n", - "print(f\"Shape {x.shape}\") # the shape is...\n", - "print(f\"Number of dimension: {x.ndim}\") # is a matrix (2 axis)\n", - "print(f\"Number of elements: {x.size}\") # with 6 elements\n", - "\n", - "v = np.array([2.5, 3.2]) # used later " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Let's try to plot vector\n", - "\n", - "$$\\mathbf{x}^{T} = \\begin{bmatrix} 2.5, 3.2 \\\\\\end{bmatrix} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "```python\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "v = np.array([2.5, 3.2])\n", - "# all the X first, then all the Y\n", - "# [X1 X2] [Y1 Y2]\n", - "plt.plot([0, v[0]], [0, v[1]], \n", - " marker='x', color='red', lw=4,\n", - " markersize=6)\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": { - "hide_input": true, - "scrolled": false, - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "%matplotlib inline\n", - "plt.style.use('seaborn-v0_8-white')\n", - "font = {'family': 'sans-serif',\n", - " 'weight': 'bold',\n", - " 'size': 22}\n", - "matplotlib.rc('font', **font)\n", - "\n", - "# Plotting\n", - "plt.figure(figsize=(10, 10))\n", - "plt.plot(v[0], v[1], marker='x', color='red', lw=4, markersize=6)\n", - "# all the X first, then all the Y\n", - "plt.plot([0, v[0]], [0, v[1]], marker='x', color='red', lw=4, markersize=6)\n", - "# Eyecandy\n", - "plt.axis('equal')\n", - "plt.xlabel('x-axis')\n", - "plt.ylabel('y-axis')\n", - "plt.axhline(0, color='black')\n", - "plt.axvline(0, color='black')\n", - "plt.title(\"Vector\")\n", - "plt.annotate('(0, 0)', xy=(0, 0), xytext=(.1, -.3))\n", - "plt.annotate(f'({v[0]},{v[1]})', xy=(v[0], v[1]), xytext=(v[0], v[1]))\n", - "plt.axis([-5, 5, -5, 5])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Vectors: Geometric Interpretation 1 \n", - "## Point in space\n", - "\n", - "- Given a vector, the first interpretation\n", - "that we should give it is as a **point in space.**\n", - "\n", - "- In two or three dimensions, we can visualize these points\n", - "by using the components of the vectors to define\n", - "the location of the points in space compared\n", - "to a fixed reference called the *origin*.\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "##### Formalizing problems\n", - "This geometric point of view allows us to consider the problem on a more abstract level.\n", - "No longer faced with some insurmountable seeming problem\n", - "like classifying pictures as either cats or dogs but separate points in space.\n", - "\n", - "`Problem -> Formalization -> Math -> Computational System`\n", - "\n", - "Taken from [d2l.ai](https://d2l.ai)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Vectors: Geometric Interpretation 2 \n", - "## Direction in space\n", - "\n", - "In parallel, there is a second point of view\n", - "that people often take of vectors: as directions in space.\n", - "Not only can we think of the vector $\\mathbf{v} = [3,2]^\\top$\n", - "as the location $3$ units to the right and $2$ units up from the origin,\n", - "we can also think of it as the direction itself\n", - "to take $3$ steps to the right and $2$ steps up.\n", - "In this way, we consider all the vectors in figure the same.\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Direction in space\n", - "\n", - "One of the benefits of this shift is that\n", - "we can make visual sense of the act of vector addition.\n", - "In particular, we follow the directions given by one vector,\n", - "and then follow the directions given by the other, as is seen below (rule of the parallelogram).\n", - "\n", - "\n", - "\n", - "Difference is just $\\mathbf{A}-\\mathbf{B}=\\mathbf{A}+(-\\mathbf{B})$\n", - "\n", - "Taken from [d2l.ai]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Matrix\n", - "\n", - "$$ \\mathbf{A} \\in \\mathbb{R}^{m\\times n}$$ \n", - "\n", - "$$\\mathbf{A} = \n", - "\\begin{bmatrix}\n", - "x_{11} & \\ldots & x_{1n} \\\\\n", - "\\ldots & & \\ldots \\\\\n", - "x_{m1}& \\ldots& x_{mn} \\\\\n", - "\\end{bmatrix}$$\n", - "\n", - "## Interpretation\n", - "\n", - "- $n$ column vectors in a real-valued M-dimensional space: $\\{\\mathbf{a}_i\\}_{i=1}^n$ $\\in \\mathbb{R}^m$\n", - "- $m$ row vectors in a real-valued N-dimensional space: $\\{\\mathbf{a}^{T}_i\\}_{i=1}^m$ $\\in \\mathbb{R}^n$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_style": "center", - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Identity Matrix , Diagonal Matrix\n", - "\n", - "$\n", - "\\mathbf{I}_3 = \n", - "\\begin{bmatrix}\n", - "1 & 0 & 0 \\\\\n", - "0 & 1 & 0 \\\\\n", - "0 & 0 & 1 \\\\\n", - "\\end{bmatrix}\n", - "$\n", - "\n", - "$\\mathbf{I}_3 = \\text{diag}(1) $" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": { - "cell_style": "center", - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1. 0. 0.]\n", - " [0. 1. 0.]\n", - " [0. 0. 1.]]\n" - ] - } - ], - "source": [ - "#help(np.diag)\n", - "A = np.diag(np.ones(3)) #firstly create a vector [1,1,1] and then makes it a diagonal matrix\n", - "print(A)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Symmetric Matrix\n", - "\n", - "## What does the transpose operation do?\n", - "\n", - "$$ \\mathbf{A} = \\mathbf{A}^{\\top} $$\n", - "\n", - "or else:\n", - "\n", - "$$(A^{\\top})_{ij} = A_{ji}$$\n", - "\n", - "### Properties of transposing\n", - "\n", - " - $(\\mathbf{A}^T)^T = \\mathbf{A}$\n", - " - $(\\mathbf{A}\\mathbf{B})^T = \\mathbf{B}^T\\mathbf{A}^T$\n", - " - $(\\mathbf{A}+\\mathbf{B})^T = \\mathbf{A}^T+\\mathbf{B}^T$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Trace of a Matrix\n", - "\n", - "Trace is the sum of the diagonal elements\n", - "\n", - "$$ \\text{trace}(\\mathbf{A}) = \\sum_i A_{ii}$$" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# is ID symmetric?\n", - "ID = np.diag(np.ones(3))\n", - "np.all(ID == ID.T) # == does the comparison element-wise" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": { - "slideshow": { - "slide_type": "subslide" - }, - "variables": { - "A = np.arange(9).reshape(3,3)": {} - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A is \n", - " [[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "The transpose of A is \n", - " [[0 3 6]\n", - " [1 4 7]\n", - " [2 5 8]]\n", - "\n", - "A is if type int64\n" - ] - } - ], - "source": [ - "# Generate array from 0 to 8 of int64\n", - "# reshape it in a 3x3 matrix\n", - "A = np.arange(9).reshape(3, 3)\n", - "print(f'A is \\n {A}', end='\\n'*2)\n", - "print(f'The transpose of A is \\n {A.T}', end='\\n'*2)\n", - "print(f'A is if type {A.dtype}')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Reduction operations (sum across rows)\n", - "\n", - "Sum all the values **across rows** (rows will disappear)\n", - "Sum all values across axis 0.\n", - "```\n", - "[ a11 a12 a13\n", - " a21 a22 a23 ]\n", - "```\n", - "\n", - "```\n", - "⬇️ ⬇️ ⬇️\n", - "⬇️ ⬇️ ⬇️\n", - "```\n", - "$R=2, C=3$\n", - "\n", - "\n", - "$\\mathbf{s}_c = \\sum_{r=1}^R \\mathbf{A}_{rc}, \\forall c \\in C $ \n", - "\n", - "$\\mathbf{s}$ is $1 \\times C = 1 \\times 3= 3.$" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "[ 9 12 15]\n" - ] - } - ], - "source": [ - "print(A,end='\\n\\n')\n", - "# Possible to do reduction on the matrix (sum along rows)\n", - "A_c = A.sum(axis=0, keepdims=False) # 3 (rows are canceled out)\n", - "A_c.shape\n", - "print(A_c)" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([3., 4., 5.])" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Works for other operations too like mean (average)\n", - "A.mean(axis=0, keepdims=False) # 3 (rows are canceled out)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Generally operations are element-wise\n", - "\n", - "$$ C_{ij} = A_{ij} + B_{ij} $$" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "C\n", - "\n", - "[[1 2 3]\n", - " [4 5 6]\n", - " [7 8 9]]\n", - "\n", - "A\n", - "\n", - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "B\n", - "\n", - "[[1 1 1]\n", - " [1 1 1]\n", - " [1 1 1]]\n" - ] - }, - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.arange(9).reshape(3, 3)\n", - "B = np.ones_like(A)\n", - "C = A + B # if now you have all 1 you can also get the same with A + 1 and will do\n", - "print('C', C, 'A', A, 'B', B, sep='\\n\\n')\n", - "np.allclose(C, A+1) # you can sum matrix + scalar, numpy will broadcast" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "C\n", - "\n", - "[[0 0 0]\n", - " [0 0 0]\n", - " [0 0 0]]\n", - "\n", - "A\n", - "\n", - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "B\n", - "\n", - "[[0 0 0]\n", - " [0 0 0]\n", - " [0 0 0]]\n" - ] - }, - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.arange(9).reshape(3,3)\n", - "B = np.zeros_like(A) #np.ones_like(A)*1.5\n", - "C = A * B # Hadamard product (multply element-wise)\n", - "print('C',C,'A',A,'B',B,sep='\\n\\n')\n", - "np.allclose(C, A*0)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Reduction operations (sum across cols)\n", - "\n", - "Sum all the values **across cols** (cols will disappear)\n", - "Sum all values across axis 1.\n", - "```\n", - "a11 a12 a13\n", - "a21 a22 a23\n", - "```\n", - "\n", - "```\n", - "➡️ ➡️ ➡️\n", - "➡️ ➡️ ➡️\n", - "```\n", - "$R=2, C=3$\n", - "\n", - "\n", - "$\\mathbf{s}_r = \\sum_{c=1}^C \\mathbf{A}_{rc}, \\forall r \\in R $ \n", - "\n", - "$\\mathbf{s}$ is $R \\times 1 = 2 \\times 1= 2$" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 3, 12, 21])" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Sum all the values across cols (cols will disappear)\n", - "# Sum all values across axis 1.\n", - "A.sum(axis=1, keepdims=False) #3 (cols are canceled out)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Non-reduction operations (sum)\n", - "\n", - "- Sum all the values across row-wise (rows will disappear)\n", - "- **but unlike before keep the shape of the vector**.\n", - "```\n", - "a11 a12 a13\n", - "a21 a22 a23\n", - "```\n", - "$R=2, C=3$\n", - "\n", - "\n", - "$ \\mathbf{s}_c= \\sum_{r=1}^R \\mathbf{A}_{rc}, \\forall c \\in C $ \n", - "\n", - "$\\mathbf{s}$ is $1 \\times C = 1 \\times 3$" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[3., 4., 5.]])" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Works for other operations too like mean (average)\n", - "A.mean(axis=0, keepdims=True) #1x3 (rows are canceled out but row axis is NOT dropped)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Vector to Vector Operation" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Inner Product (Dot Product)\n", - "\n", - "\\begin{equation} \\mathbf{x}, \\mathbf{y} \\in \\mathbb{R}^D ~~~~~~~~~\\quad \n", - "\\mathbf{x}^T \\mathbf{y} = \\left\\langle\\mathbf{x}, \\mathbf{y}\\right\\rangle = \\sum_i^D \\mathbf{x}_i \\cdot \\mathbf{y}_i\n", - "\\end{equation}\n", - "\n", - "```\n", - "x1 x2 x3 x4 \n", - " y1\n", - " y2 = result (dot_product)\n", - " y3\n", - " y4\n", - "\n", - "\n", - "dot_product = x1y1 + x2y2 + x3y3 + x4y4\n", - "```\n", - "\n", - "- The result is a **scalar** (not a vector anymore).\n", - "- Must be in the same dimension\n", - "- It is **commutative**\n", - "- The data is **paired**: just multiply elementwise and sum across axis." - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x = np.array([1, 2, 3])\n", - "y = np.array([1, 0, 1])\n", - "np.dot(x, y) == np.sum(x*y)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Inner product: Geometric Interpretation\n", - "\n", - "The dot product also admits a geometric interpretation: **it is closely related to the angle between two vectors.** \n", - "\n", - "\n", - "\n", - "$$\n", - "\\mathbf{v}^{\\top}\\cdot\\mathbf{w} = \\|\\mathbf{v}\\|\\|\\mathbf{w}\\|\\cos(\\theta).\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "With some simple algebraic manipulation, we can rearrange terms to obtain\n", - "\n", - "$$\n", - "\\theta = \\arccos\\left(\\frac{\\mathbf{v}^T\\cdot\\mathbf{w}}{\\|\\mathbf{v}\\|\\|\\mathbf{w}\\|}\\right).\n", - "$$\n", - "\n", - "\n", - "This is a nice result since nothing in the computation references two-dimensions.\n", - "\n", - "**Indeed, we can use this in three or three million dimensions without issue.**" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.4189900840328574" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def angle(v, w):\n", - " return np.arccos(v.dot(w) / (np.linalg.norm(v) * np.linalg.norm(w)))\n", - "\n", - "angle(np.array([0, 1, 2]), np.array([2, 3, 4])) # the result is in radians" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Cosine Similarity\n", - "In ML contexts where the **angle is employed\n", - "to measure the closeness of two vectors**,\n", - "practitioners adopt the term **cosine similarity**\n", - "to refer to the portion\n", - "$$\n", - "\\cos(\\theta) = \\underbrace{\\frac{\\mathbf{v}^T\\cdot\\mathbf{w}}{\\|\\mathbf{v}\\|\\|\\mathbf{w}\\|}}_{\\text{cosine similarity}}.\n", - "$$\n", - "\n", - "- What happens if cosine similarity is 1?\n", - "- Notice any similarity with some concept we saw in previous lecture?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Outer Product\n", - "\n", - "$$ \\mathbf{x} \\in \\mathbb{R}^D, \\mathbf{y} \\in \\mathbb{R}^P $$\n", - "\n", - "\\begin{equation}\n", - "\\mathbf{x} \\mathbf{y}^T \\neq \\mathbf{y} \\mathbf{x}^T\n", - "\\end{equation}\n", - "\n", - "\n", - "```\n", - " P ____________________\n", - " y1 y2 y3 y4 | x1 * yi for each Y |\n", - " x1 | |\n", - "D x2 = | |\n", - " x3 |___________________ |\n", - "```\n", - "\n", - "\n", - "\n", - "- The result is a **matrix** (not a vector anymore)\n", - "- Input can have different dimensions. The output is $D \\times P$ dimensional.\n", - "- It is **NOT commutative**\n", - "- The data is not paired $\\rightarrow$ compute all combinations.\n", - "- Very Important to build matrices from the ground-up: complex matrix is the **sum of outer products (sum of rank-1 matrices).**" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 1, 0, 1, -1],\n", - " [ 2, 0, 2, -2],\n", - " [ 3, 0, 3, -3]])" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x = np.array([1, 2, 3])\n", - "y = np.array([1, 0, 1, -1])\n", - "np.outer(x,y)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Matrix to Vector Operation\n", - "\n", - "$\\mathbf{A} \\in \\mathbb{R}^{m \\times n} ~~$ \n", - "$\\mathbf{x} \\in \\mathbb{R}^{n \\times 1}$ \n", - "\n", - "$\\mathbf{A}\\mathbf{x} =\\mathbf{b}$\n", - "\n", - "$$\n", - "\\mathbf{A} = \n", - "\\begin{bmatrix}\n", - "a_{11} & \\ldots & a_{1n} \\\\\n", - "\\ldots & & \\ldots \\\\\n", - "a_{m1}& \\ldots& a_{mn} \\\\\n", - "\\end{bmatrix}~~\n", - "\\mathbf{x} = \n", - "\\begin{bmatrix}\n", - "x_{11} \\\\\n", - "\\ldots \\\\\n", - "x_{n1} \\\\\n", - "\\end{bmatrix}\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Two interpretations\n", - "1. Take each row of A, that is $\\mathbf{a}_r^T$, then do inner product with $\\mathbf{x}$\n", - "$$\n", - "\\mathbf{b} = \n", - "\\begin{bmatrix}\n", - "\\mathbf{a}_1^T\\mathbf{x} \\\\\n", - "\\ldots \\\\\n", - "\\mathbf{a}_m^T\\mathbf{x} \\\\\n", - "\\end{bmatrix}\n", - "$$\n", - "\n", - "2. Take each value of $\\mathbf{x}$, scale each column of A; sum across cols (axis=1).\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Applications (moving points in space)\n", - "\n", - "For example, we can represent rotations as multiplications by a square matrix and rotate points." - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A\n", - "\n", - "[[ 0 1 2 3 4 5 6 7 8]\n", - " [ 9 10 11 12 13 14 15 16 17]\n", - " [18 19 20 21 22 23 24 25 26]]\n", - "\n", - "x\n", - "\n", - "[[1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]]\n", - "\n", - "b\n", - "\n", - "[[ 36.]\n", - " [117.]\n", - " [198.]]\n", - "\n", - "bb\n", - "\n", - "[[ 36.]\n", - " [117.]\n", - " [198.]]\n", - "\n", - "bbb\n", - "\n", - "[[ 36.]\n", - " [117.]\n", - " [198.]]\n" - ] - } - ], - "source": [ - "A = np.arange(27).reshape(3, 9)\n", - "x = np.ones((9, 1))\n", - "b = A @ x # 3x9 @ 9x1 = 3x1\n", - "bb = np.matmul(A, x)\n", - "bbb = np.dot(A,x)\n", - "print('A', A, 'x', x, 'b', b, 'bb', bb,'bbb', bbb, sep='\\n\\n')\n", - "\n", - "# Questions for you: A*B does elementwise multiplcation # will it work?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Matrix-Matrix Multiplication\n", - "\n", - "We have two matrices \n", - "$\\mathbf{A} \\in \\mathbb{R}^{n \\times k}$ \n", - "and $\\mathbf{B} \\in \\mathbb{R}^{k \\times m}$:\n", - "\n", - "- Note number of **columns** in $\\mathbf{A}$ must match number of **rows** in $\\mathbf{B}$. \n", - "\n", - "$$\\mathbf{A}=\\begin{bmatrix}\n", - " a_{11} & a_{12} & \\cdots & a_{1k} \\\\\n", - " a_{21} & a_{22} & \\cdots & a_{2k} \\\\\n", - "\\vdots & \\vdots & \\ddots & \\vdots \\\\\n", - " a_{n1} & a_{n2} & \\cdots & a_{nk} \\\\\n", - "\\end{bmatrix},\\quad\n", - "\\mathbf{B}=\\begin{bmatrix}\n", - " b_{11} & b_{12} & \\cdots & b_{1m} \\\\\n", - " b_{21} & b_{22} & \\cdots & b_{2m} \\\\\n", - "\\vdots & \\vdots & \\ddots & \\vdots \\\\\n", - " b_{k1} & b_{k2} & \\cdots & b_{km} \\\\\n", - "\\end{bmatrix}.$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "Let $\\mathbf{a}^\\top_{i} \\in \\mathbb{R}^k$ denote \n", - "the row vector representing the $i^\\mathrm{th}$ row \n", - "of the matrix $\\mathbf{A}$\n", - "and let $\\mathbf{b}_{j} \\in \\mathbb{R}^k$ denote \n", - "the column vector from the $j^\\mathrm{th}$ column \n", - "of the matrix $\\mathbf{B}$:\n", - "\n", - "$$\\mathbf{A}=\n", - "\\begin{bmatrix}\n", - "\\mathbf{a}^\\top_{1} \\\\\n", - "\\mathbf{a}^\\top_{2} \\\\\n", - "\\vdots \\\\\n", - "\\mathbf{a}^\\top_n \\\\\n", - "\\end{bmatrix},\n", - "\\quad \\mathbf{B}=\\begin{bmatrix}\n", - " \\mathbf{b}_{1} & \\mathbf{b}_{2} & \\cdots & \\mathbf{b}_{m} \\\\\n", - "\\end{bmatrix}.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "To form the matrix product $\\mathbf{C} \\in \\mathbb{R}^{n \\times m}$,\n", - "we simply compute each element $c_{ij}$\n", - "as the **dot product** between \n", - "the $i^{\\mathrm{th}}$ row of $\\mathbf{A}$\n", - "and the $j^{\\mathrm{th}}$ row of $\\mathbf{B}$,\n", - "i.e., $\\mathbf{a}^\\top_i \\mathbf{b}_j$:\n", - "\n", - "$$\\mathbf{C} = \\mathbf{AB} = \\begin{bmatrix}\n", - "\\mathbf{a}^\\top_{1} \\\\\n", - "\\mathbf{a}^\\top_{2} \\\\\n", - "\\vdots \\\\\n", - "\\mathbf{a}^\\top_n \\\\\n", - "\\end{bmatrix}\n", - "\\begin{bmatrix}\n", - " \\mathbf{b}_{1} & \\mathbf{b}_{2} & \\cdots & \\mathbf{b}_{m} \\\\\n", - "\\end{bmatrix}\n", - "= \\begin{bmatrix}\n", - "\\mathbf{a}^\\top_{1} \\mathbf{b}_1 & \\mathbf{a}^\\top_{1}\\mathbf{b}_2& \\cdots & \\mathbf{a}^\\top_{1} \\mathbf{b}_m \\\\\n", - " \\mathbf{a}^\\top_{2}\\mathbf{b}_1 & \\mathbf{a}^\\top_{2} \\mathbf{b}_2 & \\cdots & \\mathbf{a}^\\top_{2} \\mathbf{b}_m \\\\\n", - " \\vdots & \\vdots & \\ddots &\\vdots\\\\\n", - "\\mathbf{a}^\\top_{n} \\mathbf{b}_1 & \\mathbf{a}^\\top_{n}\\mathbf{b}_2& \\cdots& \\mathbf{a}^\\top_{n} \\mathbf{b}_m\n", - "\\end{bmatrix}.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "**We can think of the matrix-matrix multiplication $\\mathbf{AB}$\n", - "as performing $m$ matrix-vector products \n", - "or $m \\times n$ dot products \n", - "and stitching the results together \n", - "to form an $n \\times m$ matrix.**\n", - "\n", - "\n", - "The term *matrix-matrix multiplication* is \n", - "often simplified to *matrix multiplication*,\n", - "and should not be confused with the Hadamard product (element-wise product).\n", - "\n", - "Taken from [d2l.ai](https://d2l.ai/chapter_preliminaries/linear-algebra.html#matrices)" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A\n", - "\n", - "[[0.92941761 0.40696576 0.18989069 0.89380419 0.22430295]\n", - " [0.76904541 0.86911099 0.38901898 0.31112103 0.940543 ]\n", - " [0.18590819 0.63512961 0.17277272 0.68511615 0.86686537]]\n", - "\n", - "B\n", - "\n", - "[[0.4028066 0.10113815]\n", - " [0.3805756 0.41692926]\n", - " [0.82436818 0.55743099]\n", - " [0.93730416 0.8644262 ]\n", - " [0.50241325 0.42483043]]\n", - "\n", - "C\n", - "\n", - "[[1.63625578 1.23744493]\n", - " [1.72539018 1.32550132]\n", - " [1.53671508 1.34041853]]\n" - ] - } - ], - "source": [ - "A = np.random.rand(3, 5)\n", - "B = np.random.rand(5, 2)\n", - "# 3x2 = 3x5 @ 5x2\n", - "C = A @ B\n", - "print('A', A, 'B', B, 'C', C, sep='\\n\\n')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# All the operations in \"one fell swoop\"" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "## Ladies and gentlemen welcome to...." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "### Einsum \n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum = Einstein summation\n", - "\n", - "A is $i\\times k$ and B is $k \\times =j$.\n", - "\n", - "$$ (A\\cdot B)_{ij} = \\sum_{k=1}^K A_{ik}\\cdot B_{kj}$$\n", - "\n", - "Sums take space, so let's remove them using einsum becomes:\n", - "\n", - "$$ (A\\cdot B)_{ij} = A_{ik}B_{kj}$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "#### Indexes (or variables):\n", - "- **Free indexes** are $i,j$ if you see the are specified in the output. They are in the input but they are let \"free\" in the output\n", - "- **Summation indexes** are all those that are not preserve in the output, $k$ in this case." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum = Einstein summation\n", - "\n", - "A is $i\\times k$ and B is $k \\times j$.\n", - "\n", - "$$ (A\\cdot B)_{ij} = \\sum_{k=1}^K A_{ik}\\cdot B_{kj} \\quad \\rightarrow \\quad (A\\cdot B)_{ij} = A_{ik}B_{kj}$$\n", - "\n", - "### The computer science way\n", - "\n", - "- `matmul` takes as input two variables A, B of shape: $i\\times k$, $~~~~k \\times j$\n", - "- `matmul` returns as output a shape as ij" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "$$ i\\times k, ~~~~k \\times j \\quad \\rightarrow \\quad i\\times j$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum \n", - "\n", - "$$ i\\times k, ~~~~k \\times j \\quad \\rightarrow \\quad i\\times j$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum \n", - "\n", - "Usual way:\n", - "```python\n", - "C = A @ B\n", - "```\n", - "
\n", - "\n", - "Einsum way:\n", - "```python\n", - "C = np.einsum('ik,kj -> ij')\n", - "```\n", - "\n", - "The usual way seems shorter." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum\n", - "\n", - "Let's now say you have:\n", - "\n", - "```python\n", - "A = np.array([0, 1, 2]) #1x3\n", - "\n", - "B = np.array([[ 0, 1, 2, 3],\n", - " [ 4, 5, 6, 7],\n", - " [ 8, 9, 10, 11]]) #3x4\n", - "# we wanna do 3x1 X 3x4 but cannot do it but we can do 3x3 X 3x4\n", - "```\n", - "\n", - "\n", - "Suppose we have two arrays, A and B. Now suppose that we want to:\n", - "\n", - "- **multiply** **A** with **B** in a particular way to create new array of products, and then maybe\n", - "- **sum** this new array along particular axes, and/or\n", - "\n", - "Taken from https://ajcr.net/Basic-guide-to-einsum/" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([20, 23, 26, 29])" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.array([0, 1, 2])\n", - "\n", - "B = np.array([[ 0, 1, 2, 3],\n", - " [ 4, 5, 6, 7],\n", - " [ 8, 9, 10, 11]])\n", - "A@B # we do NOT wanna do this\n", - "# 0*0\n", - "# 4*1\n", - "# 8*2" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 0, 0, 0, 0],\n", - " [ 4, 5, 6, 7],\n", - " [16, 18, 20, 22]])" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "B = np.array([[ 0, 1, 2, 3], # 0\n", - " [ 4, 5, 6, 7], # 1\n", - " [ 8, 9, 10, 11]]) # 2\n", - "A[:, np.newaxis] * B # we wanna do this np.newaxis is brod cast and tells \n", - " # numpy to put A as col vector" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 0, 0, 0, 0],\n", - " [ 4, 5, 6, 7],\n", - " [16, 18, 20, 22]])" - ] - }, - "execution_count": 83, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A[:, np.newaxis] * B # same as below\n", - "np.repeat(A.reshape(-1, 1), 4, axis=1)*B" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 0, 22, 76])" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(A[:, np.newaxis] * B ).sum(axis=1)# ----> horizontal" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Comparison with Einsum\n", - "\n", - "```python\n", - "(A[:, np.newaxis] * B ).sum(axis=1)\n", - "array([ 0, 22, 76])\n", - "```\n", - "
\n", - "\n", - "\n", - "```python\n", - "np.einsum('i,ij->i', A, B)\n", - "array([ 0, 22, 76])\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "```python\n", - "np.einsum('i,ij->i', A, B) #3 X 3x4 --> 3\n", - "\n", - "```\n", - "- we di not need to reshape A at all and, \n", - "- most importantly, the multiplication did not create a temporary array like `A[:, np.newaxis] * B` did. Instead, einsum simply summed the products along the rows as it went. Even for this tiny example, I timed einsum to be about three times faster.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: Multiply two matrices\n", - "```python\n", - "A = np.array([[1, 1, 1],\n", - " [2, 2, 2],\n", - " [5, 5, 5]])\n", - "\n", - "B = np.array([[0, 1, 0],\n", - " [1, 1, 0],\n", - " [1, 1, 1]])\n", - "\n", - "np.einsum('ij,jk->ik', A, B)\n", - "```\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: Rules\n", - "\n", - "`np.einsum('ij,jk->ik', A, B)`\n", - "1. **Repeating** letters between input arrays means that values along those axes will be **multiplied** together. The products make up the values for the output array. `j`\n", - "2. **Omitting** a letter from the output means that values along that axis will be **summed**. `j`\n", - "3. We can return the **unsummed axes** in any **order** we like. `ik`\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: Multiply two matrices without reduction (tensor)\n", - "```python\n", - "A = np.array([[1, 1, 1],\n", - " [2, 2, 2],\n", - " [5, 5, 5]])\n", - "\n", - "B = np.array([[0, 1, 0],\n", - " [1, 1, 0],\n", - " [1, 1, 1]])\n", - "\n", - "np.einsum('ij,jk->ijk', A, B)\n", - "```\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[[0 1 0]\n", - " [1 1 0]\n", - " [1 1 1]]\n", - "\n", - " [[0 2 0]\n", - " [2 2 0]\n", - " [2 2 2]]\n", - "\n", - " [[0 5 0]\n", - " [5 5 0]\n", - " [5 5 5]]]\n", - "(3, 3, 3)\n" - ] - } - ], - "source": [ - "A = np.array([[1, 1, 1],\n", - " [2, 2, 2],\n", - " [5, 5, 5]])\n", - "\n", - "B = np.array([[0, 1, 0],\n", - " [1, 1, 0],\n", - " [1, 1, 1]])\n", - "C = np.einsum('ij,jk->ijk', A, B)\n", - "print(C, C.shape, sep='\\n')\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "# C.sum(axis=1) # what happens if we do?" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "# np.einsum('ij,jk->ik', A, B)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: CheatSheet 1D\n", - "\n", - "A is $d\\times 1$ and B is also $d\\times 1$\n", - "\n", - "
\n", - "\n", - "| Call signature | NumPy equivalent | Description |\n", - "|----------------|------------------|-------------------------------------------------|\n", - "| ('i', A) | A | returns a view of A |\n", - "| ('i->', A) | sum(A) | sums the values of A |\n", - "| ('i,i->i', A, B) | A * B | element-wise multiplication of A and B |\n", - "| ('i,i', A, B) | inner(A, B) | inner product of A and B |\n", - "| ('i,j->ij', A, B) | outer(A, B) | outer product of A and B |\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: CheatSheet 2 D\n", - "\n", - "A is $i\\times k$ and B is also $k\\times j$\n", - "\n", - "
\n", - "\n", - "| Call signature | NumPy equivalent | Description |\n", - "|----------------|------------------|--------------------------------------------------|\n", - "| ('ij', A) | A | returns a view of A |\n", - "| ('ji', A) | A.T | view transpose of A |\n", - "| ('ii->i', A) | diag(A) | view main diagonal of A |\n", - "| ('ii', A) | trace(A) | sums main diagonal of A |\n", - "| ('ij->', A) | sum(A) | sums the values of A |\n", - "| ('ij->j', A) | sum(A, axis=0) | sum down the columns of A (across rows) |\n", - "| ('ij->i', A) | sum(A, axis=1) | sum horizontally along the rows of A |\n", - "| ('ij,ij->ij', A, B) | A * B | element-wise multiplication of A and B |\n", - "| ('ij,ji->ij', A, B) | A * B.T | element-wise multiplication of A and B.T |\n", - "| ('ij,jk', A, B) | dot(A, B) | matrix multiplication of A and B |\n", - "| ('ij,kj->ik', A, B) | inner(A, B) | inner product of A and B |\n", - "| ('ij,kj->ikj', A, B) | A[:, None] * B | each row of A multiplied by B |\n", - "| ('ij,kl->ijkl', A, B) | A[:, :, None, None] * B | each value of A multiplied by B |\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(3, 3, 3, 3)" - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "C = np.einsum('ij,kl->ijkl', A, B)\n", - "C.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# A final note on [computational] matrix order\n", - "\n", - "$$ \\underbrace{A}_{m\\times n}~\\big(\\underbrace{B}_{n\\times p}~\\underbrace{C}_{p\\times q}\\big) \\doteq \\big(\\underbrace{A}_{m\\times n}~\\underbrace{B}_{n\\times p}\\big)~\\underbrace{C}_{p\\times q} $$\n", - "\n", - "Who thinks the computational time of this inside the machines is the same?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "### Complexity\n", - "- Case 1: $npq$ + $mnq$\n", - "- Case 2: $mnp$ + $mpq$ \n", - "\n", - "**No, it is not the same.** So let's say C is a column vector, which one is faster?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Why Matrices?\n", - "\n", - "Matrices are useful data structures: they allow us to organize data that have different modalities of variation. \n", - "For example:\n", - "- **rows** in our matrix might correspond to **different houses (data examples)**, `apartment 1`\n", - "- while **columns** might correspond to **different attributes (features)** `size, cost, energy consumption`" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 1. Good to model linear transformations in space" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "### 2. Good to model the data. Design matrix ( `num of samples x features`)\n", - "\n", - "$$\\mathbf{X} ~~~ \\text{3 points} \\in \\mathbb{R}^2$$\n", - "\n", - "| Attribute 1 | Attribute 2 |\n", - "| ------------- |:-------------:|\n", - "| Example 1 | Example 1 |\n", - "| Example 2 | Example 2 |\n", - "| Example 3 | Example 3 |\n", - "\n", - "$$\\mathbf{y}$$\n", - "\n", - "| Labels \n", - "| ------------- |\n", - "| Label for Ex 1 |\n", - "| Label for Ex 2 | \n", - "| Label for Ex 3 | " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 3. Express variations in data (covariance matrix is a symmetric matrix)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 4. Direction where to move to minimize loss (Gradients, Deep Learning)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Norms\n", - "\n", - "Some of the most useful operators in linear algebra are *norms*.\n", - "Informally, the norm of a vector tells us how **big** it is. \n", - "\n", - "For instance, the $\\ell_2$ norm measures\n", - "the (Euclidean) **length of a vector.**\n", - "\n", - "Here, we are employing a notion of **size** that concerns the **magnitude** a vector's components **(not its dimensionality).**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "A norm is a function $\\| \\cdot \\|$ that maps a vector\n", - "to a scalar and satisfies the following three properties:\n", - "\n", - "1. Given any vector $\\mathbf{x}$, if we scale (all elements of) the vector \n", - " by a scalar $\\alpha \\in \\mathbb{R}$, its norm scales accordingly:\n", - " $$\\|\\alpha \\mathbf{x}\\| = |\\alpha| \\|\\mathbf{x}\\|.$$\n", - "2. For any vectors $\\mathbf{x}$ and $\\mathbf{y}$:\n", - " norms satisfy the triangle inequality:\n", - " $$\\|\\mathbf{x} + \\mathbf{y}\\| \\leq \\|\\mathbf{x}\\| + \\|\\mathbf{y}\\|.$$\n", - "3. The norm of a vector is nonnegative and it only vanishes if the vector is zero:\n", - " $$\\|\\mathbf{x}\\| > 0 \\text{ for all } \\mathbf{x} \\neq 0.$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## $\\ell_2$ norm\n", - "Many functions are valid norms and different norms \n", - "encode different notions of size. \n", - "The Euclidean norm that we all learned in elementary school geometry\n", - "when calculating the hypotenuse of right triangle\n", - "is the square root of the sum of squares of a vector's elements.\n", - "Formally, this is called **the $\\ell_2$ *norm*** and expressed as\n", - "\n", - "**$$\\|\\mathbf{x}\\|_2 = \\sqrt{\\sum_{i=1}^n x_i^2}.$$**\n", - "\n", - "The method `norm` calculates the $\\ell_2$ norm.\n", - "\n", - "```python\n", - "u = np.array([3, -4])\n", - "np.linalg.norm(u)\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## $\\ell_1$ norm\n", - "\n", - "**The $\\ell_1$ norm** is also popular \n", - "and the associated metric is called the Manhattan distance. \n", - "By definition, the $\\ell_1$ norm sums \n", - "the absolute values of a vector's elements:\n", - "\n", - "**$$\\|\\mathbf{x}\\|_1 = \\sum_{i=1}^n \\left|x_i \\right|.$$**\n", - "\n", - "Compared to the $\\ell_2$ norm, it is less sensitive to outliers.\n", - "To compute the $\\ell_1$ norm, \n", - "we compose the absolute value\n", - "with the sum operation.\n", - "\n", - "```python\n", - "np.abs(u).sum()\n", - "np.linalg.norm(u,1)\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# L1 norm\n", - "x = np.array([1, 2, 3, 4])\n", - "n1 = np.linalg.norm(x, ord=1)\n", - "n1b = np.abs(x).sum()\n", - "assert n1 == n1b" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## $\\ell_p$ norm\n", - "\n", - "Both the $\\ell_2$ and $\\ell_1$ norms are special cases\n", - "of the more general $\\ell_p$ *norms*:\n", - "\n", - "$$\\|\\mathbf{x}\\|_p = \\left(\\sum_{i=1}^n \\left|x_i \\right|^p \\right)^{1/p}.$$\n", - "\n", - "## Why norms?\n", - "- You can measure the distance between points!\n", - "- Application: You can compare two images in the pixel space (or better in a feature space)!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Matrices as linear map between spaces\n", - "\n", - "- Do **NOT** think of a matrix as a bunch of random points.\n", - "- We have to start thinking **matrices as linear functions that map a space into another space**.\n", - "\n", - "$$\\mathbf{A} \\in \\mathbb{R}^{m \\times n} ~~,\\mathbf{x} \\in \\mathbb{R}^{n \\times 1}$$ \n", - "\n", - "$$\\underbrace{\\mathbf{A}}_{\\text{map}}\\underbrace{\\mathbf{x}}_{~~~\\text{input}} =\\underbrace{\\mathbf{b}}_{\\text{output}}$$\n", - "\n", - "- You can think of having a function $f(\\cdot;\\mathbf{A})$ that is parametrized by the matrix $\\mathbf{A}$.\n", - "- This means that $f$ is implemented with a linear map coded in the values of $\\mathbf{A}$.\n", - "- $\\mathbf{b} = f(\\mathbf{x};\\mathbf{A})$ is implemented as $\\mathbf{A}\\mathbf{x}=\\mathbf{b}$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Geometry of Linear Transformations of Basis Vector\n", - "\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "a & b \\\\ c & d\n", - "\\end{bmatrix}\n", - "$$\n", - "\n", - "If we want to apply this to an arbitrary vector\n", - "$\\mathbf{v} = [x, y]^\\top$,\n", - "we multiply and see that\n", - "\n", - "$$\n", - "\\begin{aligned}\n", - "\\mathbf{A}\\mathbf{v} & = \\begin{bmatrix}a & b \\\\ c & d\\end{bmatrix}\\begin{bmatrix}x \\\\ y\\end{bmatrix} \\\\\n", - "& = \\begin{bmatrix}ax+by\\\\ cx+dy\\end{bmatrix} \\\\\n", - "& = x\\begin{bmatrix}a \\\\ c\\end{bmatrix} + y\\begin{bmatrix}b \\\\d\\end{bmatrix} \\\\\n", - "& = x\\left\\{\\mathbf{A}\\begin{bmatrix}1\\\\0\\end{bmatrix}\\right\\} + y\\left\\{\\mathbf{A}\\begin{bmatrix}0\\\\1\\end{bmatrix}\\right\\}.\n", - "\\end{aligned}\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "$$\n", - "\\begin{aligned}\n", - "\\mathbf{A}\\mathbf{v} & = x\\left\\{\\mathbf{A}\\begin{bmatrix}1\\\\0\\end{bmatrix}\\right\\} + y\\left\\{\\mathbf{A}\\begin{bmatrix}0\\\\1\\end{bmatrix}\\right\\}.\n", - "\\end{aligned}\n", - "$$\n", - "\n", - "This may seem like an odd computation,\n", - "where something clear became somewhat impenetrable.\n", - "However, it tells us that we can write the way\n", - "that a matrix transforms *any* vector\n", - "in terms of how it transforms *two specific vectors*:\n", - "$[1,0]^\\top$ and $[0,1]^\\top$.\n", - "\n", - "**This is worth considering for a moment.\n", - "We have essentially reduced an infinite problem\n", - "(what happens to any pair of real numbers)\n", - "to a finite one (what happens to these specific vectors).**\n", - "\n", - "#### These vectors are an example of a *basis*, where we can write any vector in our space as a **weighted sum of these basis vectors**." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Let's draw what happens when we use the specific matrix\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "1 & 2 \\\\\n", - "-1 & 3\n", - "\\end{bmatrix}.\n", - "$$\n", - "- $\\text{Map}~ [1,0]~ \\text{with}~ \\mathbf{A}[1,0]^T = [1,-1]^T$\n", - "- $\\text{Map} ~[0,1]~ \\text{with} ~\\mathbf{A}[0,1]^T = [2,3]^T$\n", - "\n", - "The matrix $\\mathbf{A}$ acting on the given basis vectors. Notice how the entire grid is transported along with it.\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "- **This is the most important intuitive point\n", - "to internalize about linear transformations represented by matrices.**\n", - "- Matrices are incapable of distorting some parts of space differently than others.\n", - "- All they can do is take the original coordinates on our space and **skew, rotate, and scale them.**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Demo" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "def plot_grid(Xs, Ys, axs=None):\n", - " ''' Aux function to plot a grid'''\n", - " t = np.arange(Xs.size) # define progression of int for indexing colormap\n", - " if axs:\n", - " axs.plot(0, 0, marker='*', markersize=7, color='r', linestyle='none') #plot origin\n", - " axs.scatter(Xs,Ys, c=t, cmap='jet', marker='o') # scatter x vs y\n", - " axs.axis('scaled') # axis scaled\n", - " else:\n", - " plt.plot(0, 0, marker='*', color='r',markersize=7, linestyle='none') #plot origin\n", - " plt.scatter(Xs,Ys, c=t, cmap='jet', marker='o') # scatter x vs y\n", - " plt.axis('scaled') # axis scaled\n", - "\n", - "# let's see it with numpy\n", - "nX, nY, res = 10, 10, 21 # boundary of our space + resolution\n", - "X = np.linspace(-nX, +nX, res) # give me 21 points linear space from -10, +10 \n", - "Y = np.linspace(-nX, +nX, res) # give me 21 points linear space from -10, +10\n", - "# meshgrid is very useful to evaluate functions on a grid\n", - "# z = f(X,Y)\n", - "# please see https://numpy.org/doc/stable/reference/generated/numpy.meshgrid.html\n", - "Xs, Ys = np.meshgrid(X, Y) #NxN, NxN\n", - "plot_grid(Xs, Ys)\n", - "#plt.imshow(Ys, cmap='jet')" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Transformation\n", - "# 2x2\n", - "A = np.array([[1,2],[-1,3]])\n", - "# axis 0 1 2\n", - "# [NxN,NxN] -> NxNx2 # add 3-rd axis, like adding another layer\n", - "src = np.stack((Xs,Ys), axis=2)\n", - "# flatten first two dimension\n", - "# (NN)x2\n", - "src_r = src.reshape(-1,src.shape[-1]) #ask reshape to keep last dimension and adjust the rest\n", - "# 2x2 @ 2x(NN)\n", - "dst = A @ src_r.T # 2xNN\n", - "#(NN)x2 and then reshape as NxNx2\n", - "dst = (dst.T).reshape(src.shape)\n", - "# Access X and Y\n", - "Xd, Yd = dst[:,:,0], dst[:,:,1]\n", - "plot_grid(Xd, Yd) # plot" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Try to see what happens if you change A\n", - "\n", - "# Try with identity matrix and then change values in the diagonal; then change other values\n", - "# A = np.array([[1.5,0], \n", - "# [0,0.5]])\n", - "\n", - "# which kind of map does A = np.array([[-1, 0], [0, -1]]) ?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Linear Map _could_ induce _Severe_ Distortion of the space" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 1 2]\n", - " [-1 3]]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def linear_map(A, Xs, Ys):\n", - " '''Map src points with A'''\n", - " # [NxN,NxN] -> NxNx2 # add 3-rd axis, like adding another layer\n", - " src = np.stack((Xs, Ys), axis=2)\n", - " # flatten first two dimension\n", - " # (NN)x2\n", - " # ask reshape to keep last dimension and adjust the rest\n", - " src_r = src.reshape(-1, src.shape[-1])\n", - " # 2x2 @ 2x(NN)\n", - " dst = A @ src_r.T # 2xNN\n", - " # (NN)x2 and then reshape as NxNx2\n", - " dst = (dst.T).reshape(src.shape)\n", - " # Access X and Y\n", - " return dst[:, :, 0], dst[:, :, 1]\n", - "\n", - "\n", - "A = np.array([[1, 2], [-1, 3]])\n", - "print(A)\n", - "Xd, Yd = linear_map(A, Xs, Ys)\n", - "fig, axs = plt.subplots(1, 2)\n", - "fig.suptitle('Linear map')\n", - "plot_grid(Xs, Ys, axs[0])\n", - "plot_grid(Xd, Yd, axs[1])\n", - "# In case we want to zoom on the center\n", - "# plt.xlim(-20,20)\n", - "# plt.ylim(-20,20)" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 2 -1]\n", - " [ 4 -2]]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "A = np.array([[2, -1], \n", - " [4, -2]])\n", - "print(A)\n", - "Xd, Yd = linear_map(A, Xs, Ys)\n", - "fig, axs = plt.subplots(1,2)\n", - "fig.suptitle('Severe Deformations')\n", - "plot_grid(Xs,Ys,axs[0])\n", - "plot_grid(Xd,Yd,axs[1])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Severe distortion\n", - "\n", - "$$\n", - "\\mathbf{B} = \\begin{bmatrix}\n", - "2 & -1 \\\\ 4 & -2\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "Severe distortion happens when we have a linear map that is not full rank. \n", - "This means that the columns are not linearly independent. \n", - "\n", - "We can see how $\\mathbf{B}$ compresses the entire two-dimensional plane down to a **single line**. \n", - "\n", - "\n", - "The result from **first** matrix $\\mathbf{A}$ can be \"bent back\" to the original grid. \n", - "The results from matrix $\\mathbf{B}$ cannot because we will never know where the vector $[1,2]^\\top$ came from---was it $[1,1]^\\top$ or $[0, -1]^\\top$?\n", - "- Maps plane to line or maps line to points (one dimension is always lost)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Higher Dimensions\n", - "\n", - "- While this picture was for a $2\\times2$ matrix,\n", - "nothing prevents us from taking the lessons learned into **higher dimensions.**\n", - "\n", - "- If we take similar basis vectors like $[1,0, \\ldots,0]$\n", - "and see where our matrix sends them,\n", - "we can start to get a feeling for how the matrix multiplication\n", - "distorts the entire space in whatever dimension space we are dealing with." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Linear Map Properties:\n", - "\n", - "$\\def\\mbf#1{\\mathbf{#1}}$\n", - "\n", - "**(Linearity)**. Suppose $\\mathcal{V}$ and $\\mathcal{V}^{\\prime}$ are vector spaces. \n", - "Then, $F : \\mathcal{V} \\mapsto \\mathcal{V}^{\\prime}$ is linear if it satisfies the following two criteria:\n", - "\n", - "1. **[Sum Preservation]** $F(\\mbf{v_1}+\\mbf{v_2}) = F(\\mbf{v_1})+F(\\mbf{v_2})$\n", - "1. **[Scalar Product Preservation]** $F(\\alpha\\mbf{v}) = \\alpha F(\\mbf{v})$ " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Linear Independent\n", - "\n", - "Consider again the matrix\n", - "\n", - "$$\n", - "\\mathbf{B} = \\begin{bmatrix}\n", - "2 & -1 \\\\ 4 & -2\n", - "\\end{bmatrix}.\n", - "$$\n", - "\n", - "This compresses the entire plane down to live on the single line $y = 2x$.\n", - "The question now arises: is there some way we can detect this\n", - "just by looking at the matrix itself?\n", - "The answer is that indeed we can.\n", - "Let's take $\\mathbf{b}_1 = [2,4]^\\top$ and $\\mathbf{b}_2 = [-1, -2]^\\top$\n", - "be the two columns of $\\mathbf{B}$.\n", - "Remember that we can write everything transformed by the matrix $\\mathbf{B}$\n", - "as a weighted sum of the columns of the matrix:\n", - "like $a_1\\mathbf{b}_1 + a_2\\mathbf{b}_2$.\n", - "We call this a *linear combination*.\n", - "The fact that $\\mathbf{b}_1 = -2\\cdot\\mathbf{b}_2$\n", - "means that we can write any linear combination of those two columns\n", - "entirely in terms of say $\\mathbf{b}_2$ since\n", - "\n", - "$$\n", - "a_1\\mathbf{b}_1 + a_2\\mathbf{b}_2 = -2a_1\\mathbf{b}_2 + a_2\\mathbf{b}_2 = (a_2-2a_1)\\mathbf{b}_2.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "This means that one of the columns is, in a sense, redundant\n", - "because it does not define a unique direction in space.\n", - "This should not surprise us too much\n", - "since we already saw that this matrix\n", - "collapses the entire plane down into a single line.\n", - "Moreover, we see that the linear dependence\n", - "$\\mathbf{b}_1 = -2\\cdot\\mathbf{b}_2$ captures this.\n", - "To make this more symmetrical between the two vectors, we will write this as\n", - "\n", - "$$\n", - "\\mathbf{b}_1 + 2\\cdot\\mathbf{b}_2 = 0.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "In general, we will say that a collection of vectors\n", - "$\\mathbf{v}_1, \\ldots, \\mathbf{v}_k$ are *linearly dependent*\n", - "if there exist coefficients $a_1, \\ldots, a_k$ *not all equal to zero* so that\n", - "\n", - "$$\n", - "\\sum_{i=1}^k a_i\\mathbf{v_i} = 0.\n", - "$$\n", - "\n", - "\n", - "- Thus, a linear dependence in the columns of a matrix\n", - "is a witness to the fact that our matrix\n", - "is **compressing the space down to some lower dimension.**\n", - "- If there is no linear dependence we say the vectors are *linearly independent*.\n", - "If the columns of a matrix $\\mathbf{X}$ are linearly independent,\n", - "no compression occurs and the **operation can be undone.** This means that there exists the inverse matrix $\\mathbf{X}^{-1}$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Rank\n", - "\n", - "**If we have a general $n\\times m$ matrix,\n", - "it is reasonable to ask what dimension space the matrix maps into.**\n", - "\n", - "A concept known as the *rank* will be our answer.\n", - "\n", - "In the previous section, we noted that a linear dependence\n", - "bears witness to compression of space into a lower dimension\n", - "and so we will be able to use this to define the notion of rank.\n", - "In particular, the rank of a matrix $\\mathbf{A}$\n", - "is the largest number of linearly independent columns\n", - "amongst all subsets of columns. For example, the matrix\n", - "\n", - "$$\n", - "\\mathbf{B} = \\begin{bmatrix}\n", - "2 & 4 \\\\ -1 & -2\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "has $\\mathrm{rank}(B)=1$, since the two columns are linearly dependent,\n", - "but either column by itself is not linearly dependent.\n", - "\n", - "- $\\mathbf{B}$ is rank deficient while $\\mathbf{A}$ is full rank." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "For a more challenging example, we can consider\n", - "\n", - "$$\n", - "\\mathbf{C} = \\begin{bmatrix}\n", - "1& 3 & 0 & -1 & 0 \\\\\n", - "-1 & 0 & 1 & 1 & -1 \\\\\n", - "0 & 3 & 1 & 0 & -1 \\\\\n", - "2 & 3 & -1 & -2 & 1\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "and show that $\\mathbf{C}$ has rank two $\\mathrm{rank}(C)=2$ since, for instance,\n", - "the first two columns are linearly independent,\n", - "however any of the four collections of three columns are dependent." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Invertibility\n", - "\n", - "We have seen above that multiplication by a matrix with linearly dependent columns\n", - "cannot be undone, i.e., there is no inverse operation that can always recover the input. However, multiplication by a full-rank matrix\n", - "(i.e., some $\\mathbf{A}$ that is $n \\times n$ matrix with rank $n$),\n", - "we should always be able to undo it. Consider the matrix\n", - "\n", - "$$\n", - "\\mathbf{I} = \\begin{bmatrix}\n", - "1 & 0 & \\cdots & 0 \\\\\n", - "0 & 1 & \\cdots & 0 \\\\\n", - "\\vdots & \\vdots & \\ddots & \\vdots \\\\\n", - "0 & 0 & \\cdots & 1\n", - "\\end{bmatrix}.\n", - "$$\n", - "\n", - "which is the matrix with ones along the diagonal, and zeros elsewhere.\n", - "We call this the *identity* matrix.\n", - "It is the matrix which leaves our data unchanged when applied.\n", - "To find a matrix which undoes what our matrix $\\mathbf{A}$ has done,\n", - "we want to find a matrix $\\mathbf{A}^{-1}$ such that\n", - "\n", - "$$\n", - "\\mathbf{A}^{-1}\\mathbf{A} = \\mathbf{A}\\mathbf{A}^{-1} = \\mathbf{I}.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "If we look at this as a system, we have $n \\times n$ unknowns\n", - "(the entries of $\\mathbf{A}^{-1}$) and $n \\times n$ equations\n", - "(the equality that needs to hold between every entry of the product $\\mathbf{A}^{-1}\\mathbf{A}$ and every entry of $\\mathbf{I}$)\n", - "so we should generically expect a solution to exist." - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 1 2]\n", - " [-1 3]]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "A = np.array([[1, 2], [-1, 3]])\n", - "print(A)\n", - "Xd, Yd = linear_map(A, Xs, Ys)\n", - "fig, axs = plt.subplots(1,2)\n", - "fig.suptitle('Linear map')\n", - "plot_grid(Xs,Ys,axs[0])\n", - "plot_grid(Xd,Yd,axs[1])" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0.6 -0.4]\n", - " [ 0.2 0.2]]\n", - "Matrix rank is 2\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "A_inv = np.linalg.inv(A)\n", - "print(A_inv)\n", - "# Let's try inverse mapping\n", - "Xds, Yds = linear_map(A_inv, Xd, Yd)\n", - "fig, axs = plt.subplots(1,2)\n", - "fig.suptitle('Linear map')\n", - "plot_grid(Xd,Yd,axs[0])\n", - "plot_grid(Xds,Yds,axs[1])\n", - "print(f'Matrix rank is {np.linalg.matrix_rank(A)}')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Determinant\n", - "The geometric view of linear algebra gives an intuitive way\n", - "to interpret a fundamental quantity known as the *determinant*.\n", - "Consider the grid image from before, but now with a highlighted region below.\n", - "\n", - "![The matrix $\\mathbf{A}$ again distorting the grid. This time, I want to draw particular attention to what happens to the highlighted square.](https://raw.githubusercontent.com/d2l-ai/d2l-en/master/img/grid-transform-filled.svg)\n", - "\n", - "Look at the highlighted square. This is a square with edges given\n", - "by $(0, 1)$ and $(1, 0)$ and thus it has area one.\n", - "After $\\mathbf{A}$ transforms this square,\n", - "we see that it becomes a parallelogram.\n", - "There is no reason this parallelogram should have the same area\n", - "that we started with, and indeed in the specific case shown here of\n", - "\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "1 & 2 \\\\\n", - "-1 & 3\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "it is an exercise in coordinate geometry to compute\n", - "the area of this parallelogram and obtain that the area is $5$.\n", - "\n", - "In general, if we have a matrix\n", - "\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "a & b \\\\\n", - "c & d\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "we can see with some computation that the area\n", - "of the resulting parallelogram is $ad-bc$.\n", - "This area is referred to as the *determinant*." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Determinant $\\rightarrow$ Hyper-volume ratio\n", - "\n", - "![The matrix $\\mathbf{A}$ again distorting the grid. This time, I want to draw particular attention to what happens to the highlighted square.](https://raw.githubusercontent.com/d2l-ai/d2l-en/master/img/grid-transform-filled.svg)\n", - "\n", - "**Sanity Check:** We cannot apply Pythagoras Theorem to compute area because axis are not aligned anymore.\n", - "\n", - "The picture is misleading since axis are **CLOSED to be aligned**.\n", - "\n", - "The angle between $[1, -1]$ and $[2,3]$ is 101.30993247402021\n", - "```python import numpy as np; X = np.array([[1, -1], [2, 3]]);thetarad = angle(X[0,:],X[1,:]);theta = thetarad*180/np.pi; print(theta)}}\n", - "```\n", - "\n", - "The angle between $[1, 0]$ and $[0, 1]$ is 90.\n", - "\n", - "```python\n", - "is_basis = False\n", - "X = np.array([[1, 0], [0, 1]]) if is_basis else np.array([[1, -1], [2, 3]])\n", - "theta_rad = angle(*X)\n", - "theta = theta_rad*180/np.pi\n", - "print(theta_rad)\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Determinant $\\rightarrow$ tells how the space is compressed\n", - "\n", - "- Determinant is 0, compresses the space and loses a dimension (area zero)\n", - "- Determinant $\\geq$ 0 moves the space (area is non zero)\n", - "- Determinant $\\leq$ 0 moves the space and flips it (area is non zero but flips the order)\n", - "\n", - "> A matrix $A$ is invertible if and only if\n", - "the determinant is not equal to zero.\n", - "\n", - "Computing determinants for larger matrices can be laborious, but the intuition is the same\n", - "\n", - "**The determinant remains the factor that $n\\times n$ matrices scale $n$-dimensional volumes.**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Hyperplanes\n", - "\n", - "**Hyperplane**: a generalization to higher dimensions of a line ($D=2$) or of a plane ($D=3$).\n", - "In an $d$-dimensional vector space, a hyperplane has $d-1$ dimensions and **divides the space into two half-spaces.**\n", - "\n", - "$ \\mathbf{w}\\mathbf{x} + \\mathbf{b} = 0$ where $\\mathbf{w}$ is a vector normal to the hyperplane and $\\mathbf{b}$ is an offset\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Hyperplanes\n", - "\n", - "**Hyperplane**: a generalization to higher dimensions of a line ($D=2$) or of a plane ($D=3$).\n", - "In an $d$-dimensional vector space, a hyperplane has $d-1$ dimensions and **divides the space into two half-spaces.**\n", - "\n", - "$ \\mathbf{w}\\mathbf{x} + \\mathbf{b} = 0$ where $\\mathbf{w}$ is a vector normal to the hyperplane and $\\mathbf{b}$ is an offset\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Projection\n", - "\n", - "Suppose that we have two vectors $\\mathbf{v}$ and a column vector $\\mathbf{w}=[2,1]^\\top$. \n", - "\n", - "**We want to project $\\mathbf{v}$ onto $\\mathbf{w}$ or better project v onto the subspace (line in this case) of $\\mathbf{w}$.**\n", - "\n", - "Recalling trigonometry, we see the formula $\\|\\mathbf{v}\\|\\cos(\\theta)$ is the length of the projection of the vector $\\mathbf{v}$ onto the direction of $\\mathbf{w}$\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Projection vector onto subspace defined by $\\mathbf{w}$\n", - "\n", - "$$\\mathbb{P}_\\mathbf{w}(\\mathbf{v}) = \\frac{\\mathbf{w}\\mathbf{w}^T}{\\mathbf{w}^T\\mathbf{w}}\\mathbf{v} = \\left( \\frac{\\mathbf{w}}{||\\mathbf{w}||}\\right)\\left(\\frac{\\mathbf{w}}{||\\mathbf{w}||}\\right)^T\\mathbf{v}$$\n", - "\n", - "Defining a unit vector $\\mathbf{\\hat{w}}=\\frac{\\mathbf{w}}{||\\mathbf{w}||}$ we have:\n", - "$$\\mathbb{P}_\\mathbf{w}(\\mathbf{v}) = \\underbrace{\\mathbf{\\hat{w}}}_{\\text{direction}} \\left(\\underbrace{\\mathbf{\\hat{w}}^T \\mathbf{v}}_{\\text{length}}\\right)$$\n", - "\n", - "- Projection must be on unit vector $\\alpha\\cdot\\mathbf{\\hat{w}}$\n", - "- How long in this direction? $\\alpha=\\mathbf{\\hat{w}}^T \\mathbf{v}$ that gives the length of **v** onto **w**.\n", - "- **$\\mathbf{w}$** can be also a matrix not a vector (matrix which columns are vectors)." - ] - } - ], - "metadata": { - "celltoolbar": "Slideshow", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.13" - }, - "latex_envs": { - "LaTeX_envs_menu_present": true, - "autoclose": false, - "autocomplete": false, - "bibliofile": "biblio.bib", - "cite_by": "key", - "current_citInitial": 1, - "eqLabelWithNumbers": true, - "eqNumInitial": 1, - "hotkeys": { - "equation": "Ctrl-E", - "itemize": "Ctrl-I" - }, - "labels_anchors": false, - "latex_user_defs": false, - "report_style_numbering": false, - "user_envs_cfg": false - }, - "rise": { - "autolaunch": true, - "overlay": "
Artificial Intelligence and Machine Learning - Unit II
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\n", - "\n", - "\n", - "## Unit II \n", - "### The geometry of linear maps\n", - "**Iacopo Masi**\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## 📚 Textbooks \n", - "\n", - "\n", - "- The course is inspired and follows [CS229 by Stanford](http://cs229.stanford.edu/syllabus-summer2020.html) while other material is inspired from other courses \n", - "\n", - "There is not a single textbook but suggested are:\n", - "\n", - "| Topic | Authors | Book |\n", - "| :-------------: |:-------------:|:-------------:|\n", - "| Generic ML | H. Daumé III | \"A Course in Machine Learning\", [download the book](http://ciml.info/) |\n", - "| Generic ML | Christopher M. Bishop | “Pattern Recognition and Machine Learning” [download the book](https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf) |\n", - "| Generic ML | Kevin P. Murphy | “Probabilistic Machine Learning: An introduction\", MIT Press, 2021 |\n", - "| Deep Learning | Ian Goodfellow and Yoshua Bengio and Aaron Courville | “Deep Learning”, MIT Press 2016 |\n", - "| Deep Learning | Ston Zhang, Zack C. Lipton, Mu Li, Alex J. Smola | **[“Dive into Deep Learning”](https://d2l.ai/)** |\n", - "\n", - "**You can find online most of these or part of them.**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Recap on Linear Algebra\n", - "\n", - "- [This pdf covers this part](http://cs229.stanford.edu/summer2019/cs229-linalg.pdf)\n", - "- [Illustrations and some math part are taken from d2l.ai, linear algebra](https://d2l.ai/chapter_preliminaries/linear-algebra.html)\n", - "- [and from from d2l.ai, geometric linear algebra](https://d2l.ai/chapter_appendix-mathematics-for-deep-learning/geometry-linear-algebraic-ops.html)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Training set\n", - "\n", - "\\begin{equation}\n", - " \\underbrace{\\{\\mathbf{x}_i,y_i\\}_{i=1}^N}_{\\text{known}} \\sim \\underbrace{\\mathcal{D}}_{\\text{unknown}}\n", - "\\end{equation}" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## $\\mathbf{x}$ as a high-dimensional point in a vector space\n", - "\n", - "- $\\mathbf{x} \\in \\mathbb{R}^D$ is a vector in D-dimensional real-space.\n", - "- All the vectors are identified by using another point that functions as **origin**, i.e. in $\\mathbf{O}=(0, 0, 0)$ in $\\mathbb{R}^3$.\n", - "- Moreover, for this to work you need an **orthonormal set of basis vectors** on which you can express your vector.\n", - "- $\\mathbf{\\vec{x}}$ is bold because it means it's a vector; we drop $\\vec{}$ for clarity.\n", - "- $y$ is a scalar value (it is not bold)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Vectors are written column-wise\n", - "\n", - "$$\\mathbf{x} = \n", - "\\begin{bmatrix}\n", - "x_0, \\\\\n", - "x_1, \\\\\n", - "\\ldots, \\\\\n", - "x_{D-1} \\\\\n", - "\\end{bmatrix} $$\n", - "\n", - "### To make it row-wise just transpose it\n", - "\n", - "$$\\mathbf{x}^{T} = \\begin{bmatrix}\n", - "x_0, & x_1, & \\ldots, x_{D-1} \\\\\n", - "\\end{bmatrix} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Numpy\n", - "\n", - "NumPy is a library for the Python programming language, adding support for large, multi-dimensional arrays and matrices, along with a large collection of high-level mathematical functions to operate on these arrays\n", - "\n", - "\n", - "\n", - "## During the course, we will learn how to \"vectorize\" the code (i.e. avoiding for loop)." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 2.5 3.2]\n", - " [ 0. 1. ]\n", - " [ 2. -3. ]]\n", - "Shape (3, 2)\n", - "Number of dimension: 2\n", - "Number of elements: 6\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "x = np.array([[2.5, 3.2], [0, 1], [2, -3]], dtype=np.float32)\n", - "print(x)\n", - "print(f\"Shape {x.shape}\") # the shape is...\n", - "print(f\"Number of dimension: {x.ndim}\") # is a matrix (2 axis)\n", - "print(f\"Number of elements: {x.size}\") # with 6 elements\n", - "\n", - "v = np.array([2.5, 3.2]) # used later " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Let's try to plot the vector\n", - "\n", - "$$\\mathbf{x}^{T} = \\begin{bmatrix} 2.5, 3.2 \\\\\\end{bmatrix} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "```python\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "v = np.array([2.5, 3.2])\n", - "# all the X first, then all the Y\n", - "# [X1 X2] [Y1 Y2]\n", - "plt.plot([0, v[0]], [0, v[1]], \n", - " marker='x', color='red', lw=4,\n", - " markersize=6)\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "hide_input": true, - "scrolled": false, - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "%matplotlib inline\n", - "plt.style.use('seaborn-v0_8-white')\n", - "font = {'family': 'sans-serif',\n", - " 'weight': 'bold',\n", - " 'size': 22}\n", - "matplotlib.rc('font', **font)\n", - "\n", - "# Plotting\n", - "plt.figure(figsize=(10, 10))\n", - "plt.plot(v[0], v[1], marker='x', color='red', lw=4, markersize=6)\n", - "# all the X first, then all the Y\n", - "plt.plot([0, v[0]], [0, v[1]], marker='x', color='red', lw=4, markersize=6)\n", - "# Eyecandy\n", - "plt.axis('equal')\n", - "plt.xlabel('x-axis')\n", - "plt.ylabel('y-axis')\n", - "plt.axhline(0, color='black')\n", - "plt.axvline(0, color='black')\n", - "plt.title(\"Vector\")\n", - "plt.annotate('(0, 0)', xy=(0, 0), xytext=(.1, -.3))\n", - "plt.annotate(f'({v[0]},{v[1]})', xy=(v[0], v[1]), xytext=(v[0], v[1]))\n", - "plt.axis([-5, 5, -5, 5])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Vectors: Geometric Interpretation 1 \n", - "## Point in space\n", - "\n", - "- Given a vector, the first interpretation\n", - "that we should give it is as a **point in space.**\n", - "\n", - "- In two or three dimensions, we can visualize these points\n", - "by using the components of the vectors to define\n", - "the location of the points in space compared\n", - "to a fixed reference called the *origin*.\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "##### Formalizing the problems\n", - "This geometric point of view allows us to consider the problem on a more abstract level.\n", - "No longer faced with some insurmountable seeming problem\n", - "like classifying pictures as either cats or dogs but separate points in space.\n", - "\n", - "`Problem -> Formalization -> Math -> Computational System`\n", - "\n", - "Taken from [d2l.ai](https://d2l.ai)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Vectors: Geometric Interpretation 2 \n", - "## Direction in space\n", - "\n", - "In parallel, there is a second point of view\n", - "that people often take of vectors: as directions in space.\n", - "Not only can we think of the vector $\\mathbf{v} = [3,2]^\\top$\n", - "as the location $3$ units to the right and $2$ units up from the origin,\n", - "we can also think of it as the direction itself\n", - "to take $3$ steps to the right and $2$ steps up.\n", - "In this way, we consider all the vectors in figure the same.\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Direction in space\n", - "\n", - "One of the benefits of this shift is that\n", - "we can make visual sense of the act of vector addition.\n", - "In particular, we follow the directions given by one vector,\n", - "and then follow the directions given by the other, as is seen below (rule of the parallelogram).\n", - "\n", - "\n", - "\n", - "Difference is just $\\mathbf{A}-\\mathbf{B}=\\mathbf{A}+(-\\mathbf{B})$\n", - "\n", - "Taken from [d2l.ai]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Matrix\n", - "\n", - "$$ \\mathbf{A} \\in \\mathbb{R}^{m\\times n}$$ \n", - "\n", - "$$\\mathbf{A} = \n", - "\\begin{bmatrix}\n", - "x_{11} & \\ldots & x_{1n} \\\\\n", - "\\ldots & & \\ldots \\\\\n", - "x_{m1}& \\ldots& x_{mn} \\\\\n", - "\\end{bmatrix}$$\n", - "\n", - "## Interpretation\n", - "\n", - "- $n$ column vectors in a real-valued M-dimensional space: $\\{\\mathbf{a}_i\\}_{i=1}^n$ $\\in \\mathbb{R}^m$\n", - "- $m$ row vectors in a real-valued N-dimensional space: $\\{\\mathbf{a}^{T}_i\\}_{i=1}^m$ $\\in \\mathbb{R}^n$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_style": "center", - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Identity Matrix , Diagonal Matrix\n", - "\n", - "$\n", - "\\mathbf{I}_3 = \n", - "\\begin{bmatrix}\n", - "1 & 0 & 0 \\\\\n", - "0 & 1 & 0 \\\\\n", - "0 & 0 & 1 \\\\\n", - "\\end{bmatrix}\n", - "$\n", - "\n", - "$\\mathbf{I}_3 = \\text{diag}(1) $" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "cell_style": "center", - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1. 0. 0.]\n", - " [0. 1. 0.]\n", - " [0. 0. 1.]]\n" - ] - } - ], - "source": [ - "#help(np.diag)\n", - "A = np.diag(np.ones(3)) #firstly create a vector [1,1,1] and then makes it a diagonal matrix\n", - "print(A)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Symmetric Matrix\n", - "\n", - "## What does the transpose operation do?\n", - "\n", - "$$ \\mathbf{A} = \\mathbf{A}^{\\top} $$\n", - "\n", - "or else:\n", - "\n", - "$$(A^{\\top})_{ij} = A_{ji}$$\n", - "\n", - "### Properties of transposing\n", - "\n", - " - $(\\mathbf{A}^T)^T = \\mathbf{A}$\n", - " - $(\\mathbf{A}\\mathbf{B})^T = \\mathbf{B}^T\\mathbf{A}^T$\n", - " - $(\\mathbf{A}+\\mathbf{B})^T = \\mathbf{A}^T+\\mathbf{B}^T$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Trace of a Matrix\n", - "\n", - "Trace is the sum of the diagonal elements\n", - "\n", - "$$ \\text{trace}(\\mathbf{A}) = \\sum_i A_{ii}$$" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# is ID symmetric?\n", - "ID = np.diag(np.ones(3))\n", - "np.all(ID == ID.T) # == does the comparison element-wise" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "slideshow": { - "slide_type": "subslide" - }, - "variables": { - "A = np.arange(9).reshape(3,3)": {} - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A is \n", - " [[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "The transpose of A is \n", - " [[0 3 6]\n", - " [1 4 7]\n", - " [2 5 8]]\n", - "\n", - "A is if type int32\n" - ] - } - ], - "source": [ - "# Generate array from 0 to 8 of int64\n", - "# reshape it in a 3x3 matrix\n", - "A = np.arange(9).reshape(3, 3)\n", - "print(f'A is \\n {A}', end='\\n'*2)\n", - "print(f'The transpose of A is \\n {A.T}', end='\\n'*2)\n", - "print(f'A is if type {A.dtype}')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Reduction operations (sum across rows)\n", - "\n", - "Sum all the values **across rows** (rows will disappear)\n", - "Sum all values across axis 0.\n", - "```\n", - "[ a11 a12 a13\n", - " a21 a22 a23 ]\n", - "```\n", - "\n", - "```\n", - "⬇️ ⬇️ ⬇️\n", - "⬇️ ⬇️ ⬇️\n", - "```\n", - "$R=2, C=3$\n", - "\n", - "\n", - "$\\mathbf{s}_c = \\sum_{r=1}^R \\mathbf{A}_{rc}, \\forall c \\in C $ \n", - "\n", - "$\\mathbf{s}$ is $1 \\times C = 1 \\times 3= 3.$" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "[ 9 12 15]\n" - ] - } - ], - "source": [ - "print(A,end='\\n\\n')\n", - "# Possible to do reduction on the matrix (sum along rows)\n", - "A_c = A.sum(axis=0, keepdims=False) # 3 (rows are canceled out)\n", - "A_c.shape\n", - "print(A_c)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([3., 4., 5.])" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Works for other operations too like mean (average)\n", - "A.mean(axis=0, keepdims=False) # 3 (rows are canceled out)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Generally operations are element-wise\n", - "\n", - "$$ C_{ij} = A_{ij} + B_{ij} $$" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "C\n", - "\n", - "[[1 2 3]\n", - " [4 5 6]\n", - " [7 8 9]]\n", - "\n", - "A\n", - "\n", - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "B\n", - "\n", - "[[1 1 1]\n", - " [1 1 1]\n", - " [1 1 1]]\n" - ] - }, - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.arange(9).reshape(3, 3)\n", - "B = np.ones_like(A)\n", - "C = A + B # if now you have all 1 you can also get the same with A + 1 and will do\n", - "print('C', C, 'A', A, 'B', B, sep='\\n\\n')\n", - "np.allclose(C, A+1) # you can sum matrix + scalar, numpy will broadcast" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "C\n", - "\n", - "[[0 0 0]\n", - " [0 0 0]\n", - " [0 0 0]]\n", - "\n", - "A\n", - "\n", - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "B\n", - "\n", - "[[0 0 0]\n", - " [0 0 0]\n", - " [0 0 0]]\n" - ] - }, - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.arange(9).reshape(3,3)\n", - "B = np.zeros_like(A) #np.ones_like(A)*1.5\n", - "C = A * B # Hadamard product (multply element-wise)\n", - "print('C',C,'A',A,'B',B,sep='\\n\\n')\n", - "np.allclose(C, A*0)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Reduction operations (sum across cols)\n", - "\n", - "Sum all the values **across cols** (cols will disappear)\n", - "Sum all values across axis 1.\n", - "```\n", - "a11 a12 a13\n", - "a21 a22 a23\n", - "```\n", - "\n", - "```\n", - "➡️ ➡️ ➡️\n", - "➡️ ➡️ ➡️\n", - "```\n", - "$R=2, C=3$\n", - "\n", - "\n", - "$\\mathbf{s}_r = \\sum_{c=1}^C \\mathbf{A}_{rc}, \\forall r \\in R $ \n", - "\n", - "$\\mathbf{s}$ is $R \\times 1 = 2 \\times 1= 2$" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 3, 12, 21])" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Sum all the values across cols (cols will disappear)\n", - "# Sum all values across axis 1.\n", - "A.sum(axis=1, keepdims=False) #3 (cols are canceled out)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Non-reduction operations (sum)\n", - "\n", - "- Sum all the values across row-wise (rows will disappear)\n", - "- **but unlike before keep the shape of the vector**.\n", - "```\n", - "a11 a12 a13\n", - "a21 a22 a23\n", - "```\n", - "$R=2, C=3$\n", - "\n", - "\n", - "$ \\mathbf{s}_c= \\sum_{r=1}^R \\mathbf{A}_{rc}, \\forall c \\in C $ \n", - "\n", - "$\\mathbf{s}$ is $1 \\times C = 1 \\times 3$" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[3., 4., 5.]])" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Works for other operations too like mean (average)\n", - "A.mean(axis=0, keepdims=True) #1x3 (rows are canceled out but row axis is NOT dropped)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Vector to Vector Operation" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Inner Product (Dot Product)\n", - "\n", - "\\begin{equation} \\mathbf{x}, \\mathbf{y} \\in \\mathbb{R}^D ~~~~~~~~~\\quad \n", - "\\mathbf{x}^T \\mathbf{y} = \\left\\langle\\mathbf{x}, \\mathbf{y}\\right\\rangle = \\sum_i^D \\mathbf{x}_i \\cdot \\mathbf{y}_i\n", - "\\end{equation}\n", - "\n", - "```\n", - "x1 x2 x3 x4 \n", - " y1\n", - " y2 = result (dot_product)\n", - " y3\n", - " y4\n", - "\n", - "\n", - "dot_product = x1y1 + x2y2 + x3y3 + x4y4\n", - "```\n", - "\n", - "- The result is a **scalar** (not a vector anymore).\n", - "- Must be in the same dimension\n", - "- It is **commutative**\n", - "- The data is **paired**: just multiply elementwise and sum across axis." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x = np.array([1, 2, 3])\n", - "y = np.array([1, 0, 1])\n", - "np.dot(x, y) == np.sum(x*y)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Inner product: Geometric Interpretation\n", - "\n", - "The dot product also admits a geometric interpretation: **it is closely related to the angle between two vectors.** \n", - "\n", - "\n", - "\n", - "$$\n", - "\\mathbf{v}^{\\top}\\cdot\\mathbf{w} = \\|\\mathbf{v}\\|\\|\\mathbf{w}\\|\\cos(\\theta).\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "With some simple algebraic manipulation, we can rearrange terms to obtain\n", - "\n", - "$$\n", - "\\theta = \\arccos\\left(\\frac{\\mathbf{v}^T\\cdot\\mathbf{w}}{\\|\\mathbf{v}\\|\\|\\mathbf{w}\\|}\\right).\n", - "$$\n", - "\n", - "\n", - "This is a nice result since nothing in the computation references two-dimensions.\n", - "\n", - "**Indeed, we can use this in three or three million dimensions without issue.**" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.4189900840328574" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def angle(v, w):\n", - " return np.arccos(v.dot(w) / (np.linalg.norm(v) * np.linalg.norm(w)))\n", - "\n", - "angle(np.array([0, 1, 2]), np.array([2, 3, 4])) # the result is in radians" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Cosine Similarity\n", - "In ML contexts where the **angle is employed\n", - "to measure the closeness of two vectors**,\n", - "practitioners adopt the term **cosine similarity**\n", - "to refer to the portion\n", - "$$\n", - "\\cos(\\theta) = \\underbrace{\\frac{\\mathbf{v}^T\\cdot\\mathbf{w}}{\\|\\mathbf{v}\\|\\|\\mathbf{w}\\|}}_{\\text{cosine similarity}}.\n", - "$$\n", - "\n", - "- What happens if cosine similarity is 1?\n", - "- Notice any similarity with some concept we saw in previous lecture?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Outer Product\n", - "\n", - "$$ \\mathbf{x} \\in \\mathbb{R}^D, \\mathbf{y} \\in \\mathbb{R}^P $$\n", - "\n", - "\\begin{equation}\n", - "\\mathbf{x} \\mathbf{y}^T \\neq \\mathbf{y} \\mathbf{x}^T\n", - "\\end{equation}\n", - "\n", - "\n", - "```\n", - " P ____________________\n", - " y1 y2 y3 y4 | x1 * yi for each Y |\n", - " x1 | |\n", - "D x2 = | |\n", - " x3 |___________________ |\n", - "```\n", - "\n", - "\n", - "\n", - "- The result is a **matrix** (not a vector anymore).\n", - "- Input can have different dimensions. The output is $D \\times P$ dimensional.\n", - "- It is **NOT commutative**.\n", - "- The data is not paired $\\rightarrow$ compute all combinations.\n", - "- Very Important to build matrices from the ground-up: complex matrix is the **sum of outer products (sum of rank-1 matrices).**" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 1, 0, 1, -1],\n", - " [ 2, 0, 2, -2],\n", - " [ 3, 0, 3, -3]])" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x = np.array([1, 2, 3])\n", - "y = np.array([1, 0, 1, -1])\n", - "np.outer(x,y)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Matrix to Vector Operation\n", - "\n", - "$\\mathbf{A} \\in \\mathbb{R}^{m \\times n} ~~$ \n", - "$\\mathbf{x} \\in \\mathbb{R}^{n \\times 1}$ \n", - "\n", - "$\\mathbf{A}\\mathbf{x} =\\mathbf{b}$\n", - "\n", - "$$\n", - "\\mathbf{A} = \n", - "\\begin{bmatrix}\n", - "a_{11} & \\ldots & a_{1n} \\\\\n", - "\\ldots & & \\ldots \\\\\n", - "a_{m1}& \\ldots& a_{mn} \\\\\n", - "\\end{bmatrix}~~\n", - "\\mathbf{x} = \n", - "\\begin{bmatrix}\n", - "x_{11} \\\\\n", - "\\ldots \\\\\n", - "x_{n1} \\\\\n", - "\\end{bmatrix}\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Two interpretations\n", - "1. Take each row of A, that is $\\mathbf{a}_r^T$, then do inner product with $\\mathbf{x}$\n", - "$$\n", - "\\mathbf{b} = \n", - "\\begin{bmatrix}\n", - "\\mathbf{a}_1^T\\mathbf{x} \\\\\n", - "\\ldots \\\\\n", - "\\mathbf{a}_m^T\\mathbf{x} \\\\\n", - "\\end{bmatrix}\n", - "$$\n", - "\n", - "2. Take each value of $\\mathbf{x}$, scale each column of A; sum across cols (axis=1).\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Applications (moving points in space)\n", - "\n", - "For example, we can represent rotations as multiplications by a square matrix and rotate points." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A\n", - "\n", - "[[ 0 1 2 3 4 5 6 7 8]\n", - " [ 9 10 11 12 13 14 15 16 17]\n", - " [18 19 20 21 22 23 24 25 26]]\n", - "\n", - "x\n", - "\n", - "[[1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]]\n", - "\n", - "b\n", - "\n", - "[[ 36.]\n", - " [117.]\n", - " [198.]]\n", - "\n", - "bb\n", - "\n", - "[[ 36.]\n", - " [117.]\n", - " [198.]]\n", - "\n", - "bbb\n", - "\n", - "[[ 36.]\n", - " [117.]\n", - " [198.]]\n" - ] - } - ], - "source": [ - "A = np.arange(27).reshape(3, 9)\n", - "x = np.ones((9, 1))\n", - "b = A @ x # 3x9 @ 9x1 = 3x1\n", - "bb = np.matmul(A, x)\n", - "bbb = np.dot(A,x)\n", - "print('A', A, 'x', x, 'b', b, 'bb', bb,'bbb', bbb, sep='\\n\\n')\n", - "\n", - "# Questions for you: A*B does elementwise multiplcation # will it work?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Matrix-Matrix Multiplication\n", - "\n", - "We have two matrices \n", - "$\\mathbf{A} \\in \\mathbb{R}^{n \\times k}$ \n", - "and $\\mathbf{B} \\in \\mathbb{R}^{k \\times m}$:\n", - "\n", - "- Note number of **columns** in $\\mathbf{A}$ must match number of **rows** in $\\mathbf{B}$. \n", - "\n", - "$$\\mathbf{A}=\\begin{bmatrix}\n", - " a_{11} & a_{12} & \\cdots & a_{1k} \\\\\n", - " a_{21} & a_{22} & \\cdots & a_{2k} \\\\\n", - "\\vdots & \\vdots & \\ddots & \\vdots \\\\\n", - " a_{n1} & a_{n2} & \\cdots & a_{nk} \\\\\n", - "\\end{bmatrix},\\quad\n", - "\\mathbf{B}=\\begin{bmatrix}\n", - " b_{11} & b_{12} & \\cdots & b_{1m} \\\\\n", - " b_{21} & b_{22} & \\cdots & b_{2m} \\\\\n", - "\\vdots & \\vdots & \\ddots & \\vdots \\\\\n", - " b_{k1} & b_{k2} & \\cdots & b_{km} \\\\\n", - "\\end{bmatrix}.$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "Let $\\mathbf{a}^\\top_{i} \\in \\mathbb{R}^k$ denote \n", - "the row vector representing the $i^\\mathrm{th}$ row \n", - "of the matrix $\\mathbf{A}$\n", - "and let $\\mathbf{b}_{j} \\in \\mathbb{R}^k$ denote \n", - "the column vector from the $j^\\mathrm{th}$ column \n", - "of the matrix $\\mathbf{B}$:\n", - "\n", - "$$\\mathbf{A}=\n", - "\\begin{bmatrix}\n", - "\\mathbf{a}^\\top_{1} \\\\\n", - "\\mathbf{a}^\\top_{2} \\\\\n", - "\\vdots \\\\\n", - "\\mathbf{a}^\\top_n \\\\\n", - "\\end{bmatrix},\n", - "\\quad \\mathbf{B}=\\begin{bmatrix}\n", - " \\mathbf{b}_{1} & \\mathbf{b}_{2} & \\cdots & \\mathbf{b}_{m} \\\\\n", - "\\end{bmatrix}.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "To form the matrix product $\\mathbf{C} \\in \\mathbb{R}^{n \\times m}$,\n", - "we simply compute each element $c_{ij}$\n", - "as the **dot product** between \n", - "the $i^{\\mathrm{th}}$ row of $\\mathbf{A}$\n", - "and the $j^{\\mathrm{th}}$ row of $\\mathbf{B}$,\n", - "i.e., $\\mathbf{a}^\\top_i \\mathbf{b}_j$:\n", - "\n", - "$$\\mathbf{C} = \\mathbf{AB} = \\begin{bmatrix}\n", - "\\mathbf{a}^\\top_{1} \\\\\n", - "\\mathbf{a}^\\top_{2} \\\\\n", - "\\vdots \\\\\n", - "\\mathbf{a}^\\top_n \\\\\n", - "\\end{bmatrix}\n", - "\\begin{bmatrix}\n", - " \\mathbf{b}_{1} & \\mathbf{b}_{2} & \\cdots & \\mathbf{b}_{m} \\\\\n", - "\\end{bmatrix}\n", - "= \\begin{bmatrix}\n", - "\\mathbf{a}^\\top_{1} \\mathbf{b}_1 & \\mathbf{a}^\\top_{1}\\mathbf{b}_2& \\cdots & \\mathbf{a}^\\top_{1} \\mathbf{b}_m \\\\\n", - " \\mathbf{a}^\\top_{2}\\mathbf{b}_1 & \\mathbf{a}^\\top_{2} \\mathbf{b}_2 & \\cdots & \\mathbf{a}^\\top_{2} \\mathbf{b}_m \\\\\n", - " \\vdots & \\vdots & \\ddots &\\vdots\\\\\n", - "\\mathbf{a}^\\top_{n} \\mathbf{b}_1 & \\mathbf{a}^\\top_{n}\\mathbf{b}_2& \\cdots& \\mathbf{a}^\\top_{n} \\mathbf{b}_m\n", - "\\end{bmatrix}.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "**We can think of the matrix-matrix multiplication $\\mathbf{AB}$\n", - "as performing $m$ matrix-vector products \n", - "or $m \\times n$ dot products \n", - "and stitching the results together \n", - "to form an $n \\times m$ matrix.**\n", - "\n", - "\n", - "The term *matrix-matrix multiplication* is \n", - "often simplified to *matrix multiplication*,\n", - "and should not be confused with the Hadamard product (element-wise product).\n", - "\n", - "Taken from [d2l.ai](https://d2l.ai/chapter_preliminaries/linear-algebra.html#matrices)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A\n", - "\n", - "[[0.88293285 0.49354113 0.30629781 0.3556637 0.67690511]\n", - " [0.77664725 0.28633532 0.53568891 0.37229647 0.88640715]\n", - " [0.41680365 0.60487857 0.06594562 0.67707524 0.56802995]]\n", - "\n", - "B\n", - "\n", - "[[0.63354128 0.89373399]\n", - " [0.97635758 0.43448927]\n", - " [0.79468401 0.13991755]\n", - " [0.47535485 0.05872623]\n", - " [0.34561969 0.17261141]]\n", - "\n", - "C\n", - "\n", - "[[1.6876752 1.1841302 ]\n", - " [1.68063986 1.06834551]\n", - " [1.42521936 0.78236232]]\n" - ] - } - ], - "source": [ - "A = np.random.rand(3, 5)\n", - "B = np.random.rand(5, 2)\n", - "# 3x2 = 3x5 @ 5x2\n", - "C = A @ B\n", - "print('A', A, 'B', B, 'C', C, sep='\\n\\n')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# All the operations in \"one fell swoop\"" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "## Ladies and gentlemen welcome to...." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "### Einsum \n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum = Einstein summation\n", - "\n", - "A is $i\\times k$ and B is $k \\times =j$.\n", - "\n", - "$$ (A\\cdot B)_{ij} = \\sum_{k=1}^K A_{ik}\\cdot B_{kj}$$\n", - "\n", - "Sums take space, so let's remove them using einsum becomes:\n", - "\n", - "$$ (A\\cdot B)_{ij} = A_{ik}B_{kj}$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "#### Indexes (or variables):\n", - "- **Free indexes** are $i,j$ if you see the are specified in the output. They are in the input but they are let \"free\" in the output\n", - "- **Summation indexes** are all those that are not preserve in the output, $k$ in this case." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum = Einstein summation\n", - "\n", - "A is $i\\times k$ and B is $k \\times j$.\n", - "\n", - "$$ (A\\cdot B)_{ij} = \\sum_{k=1}^K A_{ik}\\cdot B_{kj} \\quad \\rightarrow \\quad (A\\cdot B)_{ij} = A_{ik}B_{kj}$$\n", - "\n", - "### The computer science way\n", - "\n", - "- `matmul` takes as input two variables A, B of shape: $i\\times k$, $~~~~k \\times j$\n", - "- `matmul` returns as output a shape as ij" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "$$ i\\times k, ~~~~k \\times j \\quad \\rightarrow \\quad i\\times j$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum \n", - "\n", - "$$ i\\times k, ~~~~k \\times j \\quad \\rightarrow \\quad i\\times j$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum \n", - "\n", - "Usual way:\n", - "```python\n", - "C = A @ B\n", - "```\n", - "
\n", - "\n", - "Einsum way:\n", - "```python\n", - "C = np.einsum('ik,kj -> ij')\n", - "```\n", - "\n", - "The usual way seems shorter." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum\n", - "\n", - "Let's now say you have:\n", - "\n", - "```python\n", - "A = np.array([0, 1, 2]) #1x3\n", - "\n", - "B = np.array([[ 0, 1, 2, 3],\n", - " [ 4, 5, 6, 7],\n", - " [ 8, 9, 10, 11]]) #3x4\n", - "# we wanna do 3x1 X 3x4 but cannot do it but we can do 3x3 X 3x4\n", - "```\n", - "\n", - "\n", - "Suppose we have two arrays, A and B. Now suppose that we want to:\n", - "\n", - "- **multiply** **A** with **B** in a particular way to create new array of products, and then maybe\n", - "- **sum** this new array along particular axes, and/or\n", - "\n", - "Taken from https://ajcr.net/Basic-guide-to-einsum/" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([20, 23, 26, 29])" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.array([0, 1, 2])\n", - "\n", - "B = np.array([[ 0, 1, 2, 3],\n", - " [ 4, 5, 6, 7],\n", - " [ 8, 9, 10, 11]])\n", - "A@B # we do NOT wanna do this\n", - "# 0*0\n", - "# 4*1\n", - "# 8*2" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 0, 0, 0, 0],\n", - " [ 4, 5, 6, 7],\n", - " [16, 18, 20, 22]])" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "B = np.array([[ 0, 1, 2, 3], # 0\n", - " [ 4, 5, 6, 7], # 1\n", - " [ 8, 9, 10, 11]]) # 2\n", - "A[:, np.newaxis] * B # we wanna do this np.newaxis is brod cast and tells \n", - " # numpy to put A as col vector" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 0, 0, 0, 0],\n", - " [ 4, 5, 6, 7],\n", - " [16, 18, 20, 22]])" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A[:, np.newaxis] * B # same as below\n", - "np.repeat(A.reshape(-1, 1), 4, axis=1)*B" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 0, 22, 76])" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(A[:, np.newaxis] * B ).sum(axis=1)# ----> horizontal" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Comparison with Einsum\n", - "\n", - "```python\n", - "(A[:, np.newaxis] * B ).sum(axis=1)\n", - "array([ 0, 22, 76])\n", - "```\n", - "
\n", - "\n", - "\n", - "```python\n", - "np.einsum('i,ij->i', A, B)\n", - "array([ 0, 22, 76])\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "```python\n", - "np.einsum('i,ij->i', A, B) #3 X 3x4 --> 3\n", - "\n", - "```\n", - "- we di not need to reshape A at all and, \n", - "- most importantly, the multiplication did not create a temporary array like `A[:, np.newaxis] * B` did. Instead, einsum simply summed the products along the rows as it went. Even for this tiny example, I timed einsum to be about three times faster.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: Multiply two matrices\n", - "```python\n", - "A = np.array([[1, 1, 1],\n", - " [2, 2, 2],\n", - " [5, 5, 5]])\n", - "\n", - "B = np.array([[0, 1, 0],\n", - " [1, 1, 0],\n", - " [1, 1, 1]])\n", - "\n", - "np.einsum('ij,jk->ik', A, B)\n", - "```\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: Rules\n", - "\n", - "`np.einsum('ij,jk->ik', A, B)`\n", - "1. **Repeating** letters between input arrays means that values along those axes will be **multiplied** together. The products make up the values for the output array. `j`\n", - "2. **Omitting** a letter from the output means that values along that axis will be **summed**. `j`\n", - "3. We can return the **unsummed axes** in any **order** we like. `ik`\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: Multiply two matrices without reduction (tensor)\n", - "```python\n", - "A = np.array([[1, 1, 1],\n", - " [2, 2, 2],\n", - " [5, 5, 5]])\n", - "\n", - "B = np.array([[0, 1, 0],\n", - " [1, 1, 0],\n", - " [1, 1, 1]])\n", - "\n", - "np.einsum('ij,jk->ijk', A, B)\n", - "```\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[[0 1 0]\n", - " [1 1 0]\n", - " [1 1 1]]\n", - "\n", - " [[0 2 0]\n", - " [2 2 0]\n", - " [2 2 2]]\n", - "\n", - " [[0 5 0]\n", - " [5 5 0]\n", - " [5 5 5]]]\n", - "(3, 3, 3)\n" - ] - } - ], - "source": [ - "A = np.array([[1, 1, 1],\n", - " [2, 2, 2],\n", - " [5, 5, 5]])\n", - "\n", - "B = np.array([[0, 1, 0],\n", - " [1, 1, 0],\n", - " [1, 1, 1]])\n", - "C = np.einsum('ij,jk->ijk', A, B)\n", - "print(C, C.shape, sep='\\n')\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "# C.sum(axis=1) # what happens if we do?" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "# np.einsum('ij,jk->ik', A, B)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: CheatSheet 1D\n", - "\n", - "A is $d\\times 1$ and B is also $d\\times 1$\n", - "\n", - "
\n", - "\n", - "| Call signature | NumPy equivalent | Description |\n", - "|----------------|------------------|-------------------------------------------------|\n", - "| ('i', A) | A | returns a view of A |\n", - "| ('i->', A) | sum(A) | sums the values of A |\n", - "| ('i,i->i', A, B) | A * B | element-wise multiplication of A and B |\n", - "| ('i,i', A, B) | inner(A, B) | inner product of A and B |\n", - "| ('i,j->ij', A, B) | outer(A, B) | outer product of A and B |\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: CheatSheet 2 D\n", - "\n", - "A is $i\\times k$ and B is also $k\\times j$\n", - "\n", - "
\n", - "\n", - "| Call signature | NumPy equivalent | Description |\n", - "|----------------|------------------|--------------------------------------------------|\n", - "| ('ij', A) | A | returns a view of A |\n", - "| ('ji', A) | A.T | view transpose of A |\n", - "| ('ii->i', A) | diag(A) | view main diagonal of A |\n", - "| ('ii', A) | trace(A) | sums main diagonal of A |\n", - "| ('ij->', A) | sum(A) | sums the values of A |\n", - "| ('ij->j', A) | sum(A, axis=0) | sum down the columns of A (across rows) |\n", - "| ('ij->i', A) | sum(A, axis=1) | sum horizontally along the rows of A |\n", - "| ('ij,ij->ij', A, B) | A * B | element-wise multiplication of A and B |\n", - "| ('ij,ji->ij', A, B) | A * B.T | element-wise multiplication of A and B.T |\n", - "| ('ij,jk', A, B) | dot(A, B) | matrix multiplication of A and B |\n", - "| ('ij,kj->ik', A, B) | inner(A, B) | inner product of A and B |\n", - "| ('ij,kj->ikj', A, B) | A[:, None] * B | each row of A multiplied by B |\n", - "| ('ij,kl->ijkl', A, B) | A[:, :, None, None] * B | each value of A multiplied by B |\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(3, 3, 3, 3)" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "C = np.einsum('ij,kl->ijkl', A, B)\n", - "C.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# A final note on [computational] matrix order\n", - "\n", - "$$ \\underbrace{A}_{m\\times n}~\\big(\\underbrace{B}_{n\\times p}~\\underbrace{C}_{p\\times q}\\big) \\doteq \\big(\\underbrace{A}_{m\\times n}~\\underbrace{B}_{n\\times p}\\big)~\\underbrace{C}_{p\\times q} $$\n", - "\n", - "Who thinks the computational time of this inside the machines is the same?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "### Complexity\n", - "- Case 1: $npq$ + $mnq$\n", - "- Case 2: $mnp$ + $mpq$ \n", - "\n", - "**No, it is not the same.** So let's say C is a column vector, which one is faster?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Why Matrices?\n", - "\n", - "Matrices are useful data structures: they allow us to organize data that have different modalities of variation. \n", - "For example:\n", - "- **rows** in our matrix might correspond to **different houses (data examples)**, `apartment 1`\n", - "- while **columns** might correspond to **different attributes (features)** `size, cost, energy consumption`" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 1. Good to model linear transformations in space" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "### 2. Good to model the data. Design matrix ( `num of samples x features`)\n", - "\n", - "$$\\mathbf{X} ~~~ \\text{3 points} \\in \\mathbb{R}^2$$\n", - "\n", - "| Attribute 1 | Attribute 2 |\n", - "| ------------- |:-------------:|\n", - "| Example 1 | Example 1 |\n", - "| Example 2 | Example 2 |\n", - "| Example 3 | Example 3 |\n", - "\n", - "$$\\mathbf{y}$$\n", - "\n", - "| Labels \n", - "| ------------- |\n", - "| Label for Ex 1 |\n", - "| Label for Ex 2 | \n", - "| Label for Ex 3 | " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 3. Express variations in data (covariance matrix is a symmetric matrix)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 4. Direction where to move to minimize loss (Gradients, Deep Learning)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Norms\n", - "\n", - "Some of the most useful operators in linear algebra are *norms*.\n", - "Informally, the norm of a vector tells us how **big** it is. \n", - "\n", - "For instance, the $\\ell_2$ norm measures\n", - "the (Euclidean) **length of a vector.**\n", - "\n", - "Here, we are employing a notion of **size** that concerns the **magnitude** a vector's components **(not its dimensionality).**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "A norm is a function $\\| \\cdot \\|$ that maps a vector\n", - "to a scalar and satisfies the following three properties:\n", - "\n", - "1. Given any vector $\\mathbf{x}$, if we scale (all elements of) the vector \n", - " by a scalar $\\alpha \\in \\mathbb{R}$, its norm scales accordingly:\n", - " $$\\|\\alpha \\mathbf{x}\\| = |\\alpha| \\|\\mathbf{x}\\|.$$\n", - "2. For any vectors $\\mathbf{x}$ and $\\mathbf{y}$:\n", - " norms satisfy the triangle inequality:\n", - " $$\\|\\mathbf{x} + \\mathbf{y}\\| \\leq \\|\\mathbf{x}\\| + \\|\\mathbf{y}\\|.$$\n", - "3. The norm of a vector is nonnegative and it only vanishes if the vector is zero:\n", - " $$\\|\\mathbf{x}\\| > 0 \\text{ for all } \\mathbf{x} \\neq 0.$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## $\\ell_2$ norm\n", - "Many functions are valid norms and different norms \n", - "encode different notions of size. \n", - "The Euclidean norm that we all learned in elementary school geometry\n", - "when calculating the hypotenuse of right triangle\n", - "is the square root of the sum of squares of a vector's elements.\n", - "Formally, this is called **the $\\ell_2$ *norm*** and expressed as\n", - "\n", - "**$$\\|\\mathbf{x}\\|_2 = \\sqrt{\\sum_{i=1}^n x_i^2}.$$**\n", - "\n", - "The method `norm` calculates the $\\ell_2$ norm.\n", - "\n", - "```python\n", - "u = np.array([3, -4])\n", - "np.linalg.norm(u)\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## $\\ell_1$ norm\n", - "\n", - "**The $\\ell_1$ norm** is also popular \n", - "and the associated metric is called the Manhattan distance. \n", - "By definition, the $\\ell_1$ norm sums \n", - "the absolute values of a vector's elements:\n", - "\n", - "**$$\\|\\mathbf{x}\\|_1 = \\sum_{i=1}^n \\left|x_i \\right|.$$**\n", - "\n", - "Compared to the $\\ell_2$ norm, it is less sensitive to outliers.\n", - "To compute the $\\ell_1$ norm, \n", - "we compose the absolute value\n", - "with the sum operation.\n", - "\n", - "```python\n", - "np.abs(u).sum()\n", - "np.linalg.norm(u,1)\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# L1 norm\n", - "x = np.array([1, 2, 3, 4])\n", - "n1 = np.linalg.norm(x, ord=1)\n", - "n1b = np.abs(x).sum()\n", - "assert n1 == n1b" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## $\\ell_p$ norm\n", - "\n", - "Both the $\\ell_2$ and $\\ell_1$ norms are special cases\n", - "of the more general $\\ell_p$ *norms*:\n", - "\n", - "$$\\|\\mathbf{x}\\|_p = \\left(\\sum_{i=1}^n \\left|x_i \\right|^p \\right)^{1/p}.$$\n", - "\n", - "## Why norms?\n", - "- You can measure the distance between points!\n", - "- Application: You can compare two images in the pixel space (or better in a feature space)!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Matrices as linear map between spaces\n", - "\n", - "- Do **NOT** think of a matrix as a bunch of random points.\n", - "- We have to start thinking **matrices as linear functions that map a space into another space**.\n", - "\n", - "$$\\mathbf{A} \\in \\mathbb{R}^{m \\times n} ~~,\\mathbf{x} \\in \\mathbb{R}^{n \\times 1}$$ \n", - "\n", - "$$\\underbrace{\\mathbf{A}}_{\\text{map}}\\underbrace{\\mathbf{x}}_{~~~\\text{input}} =\\underbrace{\\mathbf{b}}_{\\text{output}}$$\n", - "\n", - "- You can think of having a function $f(\\cdot;\\mathbf{A})$ that is parametrized by the matrix $\\mathbf{A}$.\n", - "- This means that $f$ is implemented with a linear map coded in the values of $\\mathbf{A}$.\n", - "- $\\mathbf{b} = f(\\mathbf{x};\\mathbf{A})$ is implemented as $\\mathbf{A}\\mathbf{x}=\\mathbf{b}$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Geometry of Linear Transformations of Basis Vector\n", - "\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "a & b \\\\ c & d\n", - "\\end{bmatrix}\n", - "$$\n", - "\n", - "If we want to apply this to an arbitrary vector\n", - "$\\mathbf{v} = [x, y]^\\top$,\n", - "we multiply and see that\n", - "\n", - "$$\n", - "\\begin{aligned}\n", - "\\mathbf{A}\\mathbf{v} & = \\begin{bmatrix}a & b \\\\ c & d\\end{bmatrix}\\begin{bmatrix}x \\\\ y\\end{bmatrix} \\\\\n", - "& = \\begin{bmatrix}ax+by\\\\ cx+dy\\end{bmatrix} \\\\\n", - "& = x\\begin{bmatrix}a \\\\ c\\end{bmatrix} + y\\begin{bmatrix}b \\\\d\\end{bmatrix} \\\\\n", - "& = x\\left\\{\\mathbf{A}\\begin{bmatrix}1\\\\0\\end{bmatrix}\\right\\} + y\\left\\{\\mathbf{A}\\begin{bmatrix}0\\\\1\\end{bmatrix}\\right\\}.\n", - "\\end{aligned}\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "$$\n", - "\\begin{aligned}\n", - "\\mathbf{A}\\mathbf{v} & = x\\left\\{\\mathbf{A}\\begin{bmatrix}1\\\\0\\end{bmatrix}\\right\\} + y\\left\\{\\mathbf{A}\\begin{bmatrix}0\\\\1\\end{bmatrix}\\right\\}.\n", - "\\end{aligned}\n", - "$$\n", - "\n", - "This may seem like an odd computation,\n", - "where something clear became somewhat impenetrable.\n", - "However, it tells us that we can write the way\n", - "that a matrix transforms *any* vector\n", - "in terms of how it transforms *two specific vectors*:\n", - "$[1,0]^\\top$ and $[0,1]^\\top$.\n", - "\n", - "**This is worth considering for a moment.\n", - "We have essentially reduced an infinite problem\n", - "(what happens to any pair of real numbers)\n", - "to a finite one (what happens to these specific vectors).**\n", - "\n", - "#### These vectors are an example of a *basis*, where we can write any vector in our space as a **weighted sum of these basis vectors**." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Let's draw what happens when we use the specific matrix\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "1 & 2 \\\\\n", - "-1 & 3\n", - "\\end{bmatrix}.\n", - "$$\n", - "- $\\text{Map}~ [1,0]~ \\text{with}~ \\mathbf{A}[1,0]^T = [1,-1]^T$\n", - "- $\\text{Map} ~[0,1]~ \\text{with} ~\\mathbf{A}[0,1]^T = [2,3]^T$\n", - "\n", - "The matrix $\\mathbf{A}$ acting on the given basis vectors. Notice how the entire grid is transported along with it.\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "- **This is the most important intuitive point\n", - "to internalize about linear transformations represented by matrices.**\n", - "- Matrices are incapable of distorting some parts of space differently than others.\n", - "- All they can do is take the original coordinates on our space and **skew, rotate, and scale them.**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Demo" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "def plot_grid(Xs, Ys, axs=None):\n", - " ''' Aux function to plot a grid'''\n", - " t = np.arange(Xs.size) # define progression of int for indexing colormap\n", - " if axs:\n", - " axs.plot(0, 0, marker='*', markersize=7, color='r', linestyle='none') #plot origin\n", - " axs.scatter(Xs,Ys, c=t, cmap='jet', marker='o') # scatter x vs y\n", - " axs.axis('scaled') # axis scaled\n", - " else:\n", - " plt.plot(0, 0, marker='*', color='r',markersize=7, linestyle='none') #plot origin\n", - " plt.scatter(Xs,Ys, c=t, cmap='jet', marker='o') # scatter x vs y\n", - " plt.axis('scaled') # axis scaled\n", - "\n", - "# let's see it with numpy\n", - "nX, nY, res = 10, 10, 21 # boundary of our space + resolution\n", - "X = np.linspace(-nX, +nX, res) # give me 21 points linear space from -10, +10 \n", - "Y = np.linspace(-nX, +nX, res) # give me 21 points linear space from -10, +10\n", - "# meshgrid is very useful to evaluate functions on a grid\n", - "# z = f(X,Y)\n", - "# please see https://numpy.org/doc/stable/reference/generated/numpy.meshgrid.html\n", - "Xs, Ys = np.meshgrid(X, Y) #NxN, NxN\n", - "plot_grid(Xs, Ys)\n", - "#plt.imshow(Ys, cmap='jet')" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Transformation\n", - "# 2x2\n", - "A = np.array([[1,2],[-1,3]])\n", - "# axis 0 1 2\n", - "# [NxN,NxN] -> NxNx2 # add 3-rd axis, like adding another layer\n", - "src = np.stack((Xs,Ys), axis=2)\n", - "# flatten first two dimension\n", - "# (NN)x2\n", - "src_r = src.reshape(-1,src.shape[-1]) #ask reshape to keep last dimension and adjust the rest\n", - "# 2x2 @ 2x(NN)\n", - "dst = A @ src_r.T # 2xNN\n", - "#(NN)x2 and then reshape as NxNx2\n", - "dst = (dst.T).reshape(src.shape)\n", - "# Access X and Y\n", - "Xd, Yd = dst[:,:,0], dst[:,:,1]\n", - "plot_grid(Xd, Yd) # plot" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Try to see what happens if you change A\n", - "\n", - "# Try with identity matrix and then change values in the diagonal; then change other values\n", - "# A = np.array([[1.5,0], \n", - "# [0,0.5]])\n", - "\n", - "# which kind of map does A = np.array([[-1, 0], [0, -1]]) ?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Linear Map _could_ induce _Severe_ Distortion of the space" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 1 2]\n", - " [-1 3]]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def linear_map(A, Xs, Ys):\n", - " '''Map src points with A'''\n", - " # [NxN,NxN] -> NxNx2 # add 3-rd axis, like adding another layer\n", - " src = np.stack((Xs, Ys), axis=2)\n", - " # flatten first two dimension\n", - " # (NN)x2\n", - " # ask reshape to keep last dimension and adjust the rest\n", - " src_r = src.reshape(-1, src.shape[-1])\n", - " # 2x2 @ 2x(NN)\n", - " dst = A @ src_r.T # 2xNN\n", - " # (NN)x2 and then reshape as NxNx2\n", - " dst = (dst.T).reshape(src.shape)\n", - " # Access X and Y\n", - " return dst[:, :, 0], dst[:, :, 1]\n", - "\n", - "\n", - "A = np.array([[1, 2], [-1, 3]])\n", - "print(A)\n", - "Xd, Yd = linear_map(A, Xs, Ys)\n", - "fig, axs = plt.subplots(1, 2)\n", - "fig.suptitle('Linear map')\n", - "plot_grid(Xs, Ys, axs[0])\n", - "plot_grid(Xd, Yd, axs[1])\n", - "# In case we want to zoom on the center\n", - "# plt.xlim(-20,20)\n", - "# plt.ylim(-20,20)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 2 -1]\n", - " [ 4 -2]]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "A = np.array([[2, -1], \n", - " [4, -2]])\n", - "print(A)\n", - "Xd, Yd = linear_map(A, Xs, Ys)\n", - "fig, axs = plt.subplots(1,2)\n", - "fig.suptitle('Severe Deformations')\n", - "plot_grid(Xs,Ys,axs[0])\n", - "plot_grid(Xd,Yd,axs[1])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Severe distortion\n", - "\n", - "$$\n", - "\\mathbf{B} = \\begin{bmatrix}\n", - "2 & -1 \\\\ 4 & -2\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "Severe distortion happens when we have a linear map that is not full rank. \n", - "This means that the columns are not linearly independent. \n", - "\n", - "We can see how $\\mathbf{B}$ compresses the entire two-dimensional plane down to a **single line**. \n", - "\n", - "\n", - "The result from **first** matrix $\\mathbf{A}$ can be \"bent back\" to the original grid. \n", - "The results from matrix $\\mathbf{B}$ cannot because we will never know where the vector $[1,2]^\\top$ came from---was it $[1,1]^\\top$ or $[0, -1]^\\top$?\n", - "- Maps plane to line or maps line to points (one dimension is always lost)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Higher Dimensions\n", - "\n", - "- While this picture was for a $2\\times2$ matrix,\n", - "nothing prevents us from taking the lessons learned into **higher dimensions.**\n", - "\n", - "- If we take similar basis vectors like $[1,0, \\ldots,0]$\n", - "and see where our matrix sends them,\n", - "we can start to get a feeling for how the matrix multiplication\n", - "distorts the entire space in whatever dimension space we are dealing with." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Linear Map Properties:\n", - "\n", - "$\\def\\mbf#1{\\mathbf{#1}}$\n", - "\n", - "**(Linearity)**. Suppose $\\mathcal{V}$ and $\\mathcal{V}^{\\prime}$ are vector spaces. \n", - "Then, $F : \\mathcal{V} \\mapsto \\mathcal{V}^{\\prime}$ is linear if it satisfies the following two criteria:\n", - "\n", - "1. **[Sum Preservation]** $F(\\mbf{v_1}+\\mbf{v_2}) = F(\\mbf{v_1})+F(\\mbf{v_2})$\n", - "1. **[Scalar Product Preservation]** $F(\\alpha\\mbf{v}) = \\alpha F(\\mbf{v})$ " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Linear Independent\n", - "\n", - "Consider again the matrix\n", - "\n", - "$$\n", - "\\mathbf{B} = \\begin{bmatrix}\n", - "2 & -1 \\\\ 4 & -2\n", - "\\end{bmatrix}.\n", - "$$\n", - "\n", - "This compresses the entire plane down to live on the single line $y = 2x$.\n", - "The question now arises: is there some way we can detect this\n", - "just by looking at the matrix itself?\n", - "The answer is that indeed we can.\n", - "Let's take $\\mathbf{b}_1 = [2,4]^\\top$ and $\\mathbf{b}_2 = [-1, -2]^\\top$\n", - "be the two columns of $\\mathbf{B}$.\n", - "Remember that we can write everything transformed by the matrix $\\mathbf{B}$\n", - "as a weighted sum of the columns of the matrix:\n", - "like $a_1\\mathbf{b}_1 + a_2\\mathbf{b}_2$.\n", - "We call this a *linear combination*.\n", - "The fact that $\\mathbf{b}_1 = -2\\cdot\\mathbf{b}_2$\n", - "means that we can write any linear combination of those two columns\n", - "entirely in terms of say $\\mathbf{b}_2$ since\n", - "\n", - "$$\n", - "a_1\\mathbf{b}_1 + a_2\\mathbf{b}_2 = -2a_1\\mathbf{b}_2 + a_2\\mathbf{b}_2 = (a_2-2a_1)\\mathbf{b}_2.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "This means that one of the columns is, in a sense, redundant\n", - "because it does not define a unique direction in space.\n", - "This should not surprise us too much\n", - "since we already saw that this matrix\n", - "collapses the entire plane down into a single line.\n", - "Moreover, we see that the linear dependence\n", - "$\\mathbf{b}_1 = -2\\cdot\\mathbf{b}_2$ captures this.\n", - "To make this more symmetrical between the two vectors, we will write this as\n", - "\n", - "$$\n", - "\\mathbf{b}_1 + 2\\cdot\\mathbf{b}_2 = 0\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "In general, we will say that a collection of vectors\n", - "$\\mathbf{v}_1, \\ldots, \\mathbf{v}_k$ are *linearly dependent*\n", - "if there exist coefficients $a_1, \\ldots, a_k$ *not all equal to zero* so that\n", - "\n", - "$$\n", - "\\sum_{i=1}^k a_i\\mathbf{v_i} = 0\n", - "$$\n", - "\n", - "\n", - "- Thus, a linear dependence in the columns of a matrix\n", - "is a witness to the fact that our matrix\n", - "is **compressing the space down to some lower dimension.**\n", - "- If there is no linear dependence we say the vectors are *linearly independent*.\n", - "If the columns of a matrix $\\mathbf{X}$ are linearly independent,\n", - "no compression occurs and the **operation can be undone.** This means that there exists the inverse matrix $\\mathbf{X}^{-1}$." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Rank\n", - "\n", - "**If we have a general $n\\times m$ matrix,\n", - "it is reasonable to ask what dimension space the matrix maps into.**\n", - "\n", - "A concept known as the *rank* will be our answer.\n", - "\n", - "In the previous section, we noted that a linear dependence\n", - "bears witness to compression of space into a lower dimension\n", - "and so we will be able to use this to define the notion of rank.\n", - "In particular, the rank of a matrix $\\mathbf{A}$\n", - "is the largest number of linearly independent columns\n", - "amongst all subsets of columns. For example, the matrix\n", - "\n", - "$$\n", - "\\mathbf{B} = \\begin{bmatrix}\n", - "2 & 4 \\\\ -1 & -2\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "has $\\mathrm{rank}(B)=1$, since the two columns are linearly dependent,\n", - "but either column by itself is not linearly dependent.\n", - "\n", - "- $\\mathbf{B}$ is rank deficient while $\\mathbf{A}$ is full rank." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "For a more challenging example, we can consider\n", - "\n", - "$$\n", - "\\mathbf{C} = \\begin{bmatrix}\n", - "1& 3 & 0 & -1 & 0 \\\\\n", - "-1 & 0 & 1 & 1 & -1 \\\\\n", - "0 & 3 & 1 & 0 & -1 \\\\\n", - "2 & 3 & -1 & -2 & 1\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "and show that $\\mathbf{C}$ has rank two $\\mathrm{rank}(C)=2$ since, for instance,\n", - "the first two columns are linearly independent,\n", - "however any of the four collections of three columns are dependent." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Invertibility\n", - "\n", - "We have seen above that multiplication by a matrix with linearly dependent columns\n", - "cannot be undone, i.e., there is no inverse operation that can always recover the input. However, multiplication by a full-rank matrix\n", - "(i.e., some $\\mathbf{A}$ that is $n \\times n$ matrix with rank $n$),\n", - "we should always be able to undo it. Consider the matrix\n", - "\n", - "$$\n", - "\\mathbf{I} = \\begin{bmatrix}\n", - "1 & 0 & \\cdots & 0 \\\\\n", - "0 & 1 & \\cdots & 0 \\\\\n", - "\\vdots & \\vdots & \\ddots & \\vdots \\\\\n", - "0 & 0 & \\cdots & 1\n", - "\\end{bmatrix}.\n", - "$$\n", - "\n", - "which is the matrix with ones along the diagonal, and zeros elsewhere.\n", - "We call this the *identity* matrix.\n", - "It is the matrix which leaves our data unchanged when applied.\n", - "To find a matrix which undoes what our matrix $\\mathbf{A}$ has done,\n", - "we want to find a matrix $\\mathbf{A}^{-1}$ such that\n", - "\n", - "$$\n", - "\\mathbf{A}^{-1}\\mathbf{A} = \\mathbf{A}\\mathbf{A}^{-1} = \\mathbf{I}.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "If we look at this as a system, we have $n \\times n$ unknowns\n", - "(the entries of $\\mathbf{A}^{-1}$) and $n \\times n$ equations\n", - "(the equality that needs to hold between every entry of the product $\\mathbf{A}^{-1}\\mathbf{A}$ and every entry of $\\mathbf{I}$)\n", - "so we should generically expect a solution to exist." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 1 2]\n", - " [-1 3]]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "A = np.array([[1, 2], [-1, 3]])\n", - "print(A)\n", - "Xd, Yd = linear_map(A, Xs, Ys)\n", - "fig, axs = plt.subplots(1,2)\n", - "fig.suptitle('Linear map')\n", - "plot_grid(Xs,Ys,axs[0])\n", - "plot_grid(Xd,Yd,axs[1])" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0.6 -0.4]\n", - " [ 0.2 0.2]]\n", - "Matrix rank is 2\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "A_inv = np.linalg.inv(A)\n", - "print(A_inv)\n", - "# Let's try inverse mapping\n", - "Xds, Yds = linear_map(A_inv, Xd, Yd)\n", - "fig, axs = plt.subplots(1,2)\n", - "fig.suptitle('Linear map')\n", - "plot_grid(Xd,Yd,axs[0])\n", - "plot_grid(Xds,Yds,axs[1])\n", - "print(f'Matrix rank is {np.linalg.matrix_rank(A)}')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Determinant\n", - "The geometric view of linear algebra gives an intuitive way\n", - "to interpret a fundamental quantity known as the *determinant*.\n", - "Consider the grid image from before, but now with a highlighted region below.\n", - "\n", - "![The matrix $\\mathbf{A}$ again distorting the grid. This time, I want to draw particular attention to what happens to the highlighted square.](https://raw.githubusercontent.com/d2l-ai/d2l-en/master/img/grid-transform-filled.svg)\n", - "\n", - "Look at the highlighted square. This is a square with edges given\n", - "by $(0, 1)$ and $(1, 0)$ and thus it has area one.\n", - "After $\\mathbf{A}$ transforms this square,\n", - "we see that it becomes a parallelogram.\n", - "There is no reason this parallelogram should have the same area\n", - "that we started with, and indeed in the specific case shown here of\n", - "\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "1 & 2 \\\\\n", - "-1 & 3\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "it is an exercise in coordinate geometry to compute\n", - "the area of this parallelogram and obtain that the area is $5$.\n", - "\n", - "In general, if we have a matrix\n", - "\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "a & b \\\\\n", - "c & d\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "we can see with some computation that the area\n", - "of the resulting parallelogram is $ad-bc$.\n", - "This area is referred to as the *determinant*." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Determinant $\\rightarrow$ Hyper-volume ratio\n", - "\n", - "![The matrix $\\mathbf{A}$ again distorting the grid. This time, I want to draw particular attention to what happens to the highlighted square.](https://raw.githubusercontent.com/d2l-ai/d2l-en/master/img/grid-transform-filled.svg)\n", - "\n", - "**Sanity Check:** We cannot apply Pythagoras Theorem to compute area because axis are not aligned anymore.\n", - "\n", - "The picture is misleading since axis are **CLOSED to be aligned**.\n", - "\n", - "The angle between $[1, -1]$ and $[2,3]$ is 101.30993247402021\n", - "```python import numpy as np; X = np.array([[1, -1], [2, 3]]);thetarad = angle(X[0,:],X[1,:]);theta = thetarad*180/np.pi; print(theta)}}\n", - "```\n", - "\n", - "The angle between $[1, 0]$ and $[0, 1]$ is 90.\n", - "\n", - "```python\n", - "is_basis = False\n", - "X = np.array([[1, 0], [0, 1]]) if is_basis else np.array([[1, -1], [2, 3]])\n", - "theta_rad = angle(*X)\n", - "theta = theta_rad*180/np.pi\n", - "print(theta_rad)\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Determinant $\\rightarrow$ tells how the space is compressed\n", - "\n", - "- Determinant is 0, compresses the space and loses a dimension (area zero)\n", - "- Determinant $\\geq$ 0 moves the space (area is non zero)\n", - "- Determinant $\\leq$ 0 moves the space and flips it (area is non zero but flips the order)\n", - "\n", - "> A matrix $A$ is invertible if and only if\n", - "the determinant is not equal to zero.\n", - "\n", - "Computing determinants for larger matrices can be laborious, but the intuition is the same\n", - "\n", - "**The determinant remains the factor that $n\\times n$ matrices scale $n$-dimensional volumes.**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Hyperplanes\n", - "\n", - "**Hyperplane**: a generalization to higher dimensions of a line ($D=2$) or of a plane ($D=3$).\n", - "In an $d$-dimensional vector space, a hyperplane has $d-1$ dimensions and **divides the space into two half-spaces.**\n", - "\n", - "$ \\mathbf{w}\\mathbf{x} + \\mathbf{b} = 0$ where $\\mathbf{w}$ is a vector normal to the hyperplane and $\\mathbf{b}$ is an offset\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Hyperplanes\n", - "\n", - "**Hyperplane**: a generalization to higher dimensions of a line ($D=2$) or of a plane ($D=3$).\n", - "In an $d$-dimensional vector space, a hyperplane has $d-1$ dimensions and **divides the space into two half-spaces.**\n", - "\n", - "$ \\mathbf{w}\\mathbf{x} + \\mathbf{b} = 0$ where $\\mathbf{w}$ is a vector normal to the hyperplane and $\\mathbf{b}$ is an offset\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Projection\n", - "\n", - "Suppose that we have two vectors $\\mathbf{v}$ and a column vector $\\mathbf{w}=[2,1]^\\top$. \n", - "\n", - "**We want to project $\\mathbf{v}$ onto $\\mathbf{w}$ or better project v onto the subspace (line in this case) of $\\mathbf{w}$.**\n", - "\n", - "Recalling trigonometry, we see the formula $\\|\\mathbf{v}\\|\\cos(\\theta)$ is the length of the projection of the vector $\\mathbf{v}$ onto the direction of $\\mathbf{w}$\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Projection vector onto subspace defined by $\\mathbf{w}$\n", - "\n", - "$$\\mathbb{P}_\\mathbf{w}(\\mathbf{v}) = \\frac{\\mathbf{w}\\mathbf{w}^T}{\\mathbf{w}^T\\mathbf{w}}\\mathbf{v} = \\left( \\frac{\\mathbf{w}}{||\\mathbf{w}||}\\right)\\left(\\frac{\\mathbf{w}}{||\\mathbf{w}||}\\right)^T\\mathbf{v}$$\n", - "\n", - "Defining a unit vector $\\mathbf{\\hat{w}}=\\frac{\\mathbf{w}}{||\\mathbf{w}||}$ we have:\n", - "$$\\mathbb{P}_\\mathbf{w}(\\mathbf{v}) = \\underbrace{\\mathbf{\\hat{w}}}_{\\text{direction}} \\left(\\underbrace{\\mathbf{\\hat{w}}^T \\mathbf{v}}_{\\text{length}}\\right)$$\n", - "\n", - "- Projection must be on unit vector $\\alpha\\cdot\\mathbf{\\hat{w}}$\n", - "- How long in this direction? $\\alpha=\\mathbf{\\hat{w}}^T \\mathbf{v}$ gives the length of **v** onto **w**.\n", - "- **$\\mathbf{w}$** can be also a matrix instead of just a vector (matrix which columns are vectors)." - ] - } - ], - "metadata": { - "celltoolbar": "Slideshow", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.13" - }, - "latex_envs": { - "LaTeX_envs_menu_present": true, - "autoclose": false, - "autocomplete": false, - "bibliofile": "biblio.bib", - "cite_by": "key", - "current_citInitial": 1, - "eqLabelWithNumbers": true, - "eqNumInitial": 1, - "hotkeys": { - "equation": "Ctrl-E", - "itemize": "Ctrl-I" - }, - "labels_anchors": false, - "latex_user_defs": false, - "report_style_numbering": false, - "user_envs_cfg": false - }, - "rise": { - "autolaunch": true, - "overlay": "
Artificial Intelligence and Machine Learning - Unit II
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\n", - "\n", - "\n", - "## Unit II \n", - "### The geometry of linear maps\n", - "**Iacopo Masi**\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## 📚 Textbooks \n", - "\n", - "\n", - "- The course is inspired and follows [CS229 by Stanford](http://cs229.stanford.edu/syllabus-summer2020.html) while other material is inspired from other courses \n", - "\n", - "There is not a single textbook but suggested are:\n", - "\n", - "| Topic | Authors | Book |\n", - "| :-------------: |:-------------:|:-------------:|\n", - "| Generic ML | H. Daumé III | \"A Course in Machine Learning\", [download the book](http://ciml.info/) |\n", - "| Generic ML | Christopher M. Bishop | “Pattern Recognition and Machine Learning” [download the book](https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf) |\n", - "| Generic ML | Kevin P. Murphy | “Probabilistic Machine Learning: An introduction\", MIT Press, 2021 |\n", - "| Deep Learning | Ian Goodfellow and Yoshua Bengio and Aaron Courville | “Deep Learning”, MIT Press 2016 |\n", - "| Deep Learning | Ston Zhang, Zack C. Lipton, Mu Li, Alex J. Smola | **[“Dive into Deep Learning”](https://d2l.ai/)** |\n", - "\n", - "**You can find online most of these or part of them.**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Recap on Linear Algebra\n", - "\n", - "- [This pdf covers this part](http://cs229.stanford.edu/summer2019/cs229-linalg.pdf)\n", - "- [Illustrations and some math part are taken from d2l.ai, linear algebra](https://d2l.ai/chapter_preliminaries/linear-algebra.html)\n", - "- [and from from d2l.ai, geometric linear algebra](https://d2l.ai/chapter_appendix-mathematics-for-deep-learning/geometry-linear-algebraic-ops.html)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Training set\n", - "\n", - "\\begin{equation}\n", - " \\underbrace{\\{\\mathbf{x}_i,y_i\\}_{i=1}^N}_{\\text{known}} \\sim \\underbrace{\\mathcal{D}}_{\\text{unknown}}\n", - "\\end{equation}" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## $\\mathbf{x}$ as a high-dimensional point in a vector space\n", - "\n", - "- $\\mathbf{x} \\in \\mathbb{R}^D$ is a vector in D-dimensional real-space\n", - "- All the vectors are identified by using another point that functions as **origin**, i.e. in $\\mathbf{O}=(0, 0, 0)$ in $\\mathbb{R}^3$.\n", - "- Moreover, for this to work you need an **orthonormal set of basis vectors** on which you can express your vector.\n", - "- $\\mathbf{\\vec{x}}$ is bold because it means it's a vector; we drop $\\vec{}$ for clarity.\n", - "- $y$ is a scalar value (it is not bold)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Vectors are written column-wise\n", - "\n", - "$$\\mathbf{x} = \n", - "\\begin{bmatrix}\n", - "x_0, \\\\\n", - "x_1, \\\\\n", - "\\ldots, \\\\\n", - "x_{D-1} \\\\\n", - "\\end{bmatrix} $$\n", - "\n", - "### To make it row-wise just transpose it\n", - "\n", - "$$\\mathbf{x}^{T} = \\begin{bmatrix}\n", - "x_0, & x_1, & \\ldots, x_{D-1} \\\\\n", - "\\end{bmatrix} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Numpy\n", - "\n", - "NumPy is a library for the Python programming language, adding support for large, multi-dimensional arrays and matrices, along with a large collection of high-level mathematical functions to operate on these arrays\n", - "\n", - "\n", - "\n", - "## During the course, we will learn how to \"vectorize\" the code (i.e. avoiding for loop)." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 2.5 3.2]\n", - " [ 0. 1. ]\n", - " [ 2. -3. ]]\n", - "Shape (3, 2)\n", - "Number of dimension: 2\n", - "Number of elements: 6\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "x = np.array([[2.5, 3.2], [0, 1], [2, -3]], dtype=np.float32)\n", - "print(x)\n", - "print(f\"Shape {x.shape}\") # the shape is...\n", - "print(f\"Number of dimension: {x.ndim}\") # is a matrix (2 axis)\n", - "print(f\"Number of elements: {x.size}\") # with 6 elements\n", - "\n", - "v = np.array([2.5, 3.2]) # used later " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Let's try to plot vector\n", - "\n", - "$$\\mathbf{x}^{T} = \\begin{bmatrix} 2.5, 3.2 \\\\\\end{bmatrix} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "```python\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "v = np.array([2.5, 3.2])\n", - "# all the X first, then all the Y\n", - "# [X1 X2] [Y1 Y2]\n", - "plt.plot([0, v[0]], [0, v[1]], \n", - " marker='x', color='red', lw=4,\n", - " markersize=6)\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": { - "hide_input": true, - "scrolled": false, - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "%matplotlib inline\n", - "plt.style.use('seaborn-v0_8-white')\n", - "font = {'family': 'sans-serif',\n", - " 'weight': 'bold',\n", - " 'size': 22}\n", - "matplotlib.rc('font', **font)\n", - "\n", - "# Plotting\n", - "plt.figure(figsize=(10, 10))\n", - "plt.plot(v[0], v[1], marker='x', color='red', lw=4, markersize=6)\n", - "# all the X first, then all the Y\n", - "plt.plot([0, v[0]], [0, v[1]], marker='x', color='red', lw=4, markersize=6)\n", - "# Eyecandy\n", - "plt.axis('equal')\n", - "plt.xlabel('x-axis')\n", - "plt.ylabel('y-axis')\n", - "plt.axhline(0, color='black')\n", - "plt.axvline(0, color='black')\n", - "plt.title(\"Vector\")\n", - "plt.annotate('(0, 0)', xy=(0, 0), xytext=(.1, -.3))\n", - "plt.annotate(f'({v[0]},{v[1]})', xy=(v[0], v[1]), xytext=(v[0], v[1]))\n", - "plt.axis([-5, 5, -5, 5])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Vectors: Geometric Interpretation 1 \n", - "## Point in space\n", - "\n", - "- Given a vector, the first interpretation\n", - "that we should give it is as a **point in space.**\n", - "\n", - "- In two or three dimensions, we can visualize these points\n", - "by using the components of the vectors to define\n", - "the location of the points in space compared\n", - "to a fixed reference called the *origin*.\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "##### Formalizing problems\n", - "This geometric point of view allows us to consider the problem on a more abstract level.\n", - "No longer faced with some insurmountable seeming problem\n", - "like classifying pictures as either cats or dogs but separate points in space.\n", - "\n", - "`Problem -> Formalization -> Math -> Computational System`\n", - "\n", - "Taken from [d2l.ai](https://d2l.ai)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Vectors: Geometric Interpretation 2 \n", - "## Direction in space\n", - "\n", - "In parallel, there is a second point of view\n", - "that people often take of vectors: as directions in space.\n", - "Not only can we think of the vector $\\mathbf{v} = [3,2]^\\top$\n", - "as the location $3$ units to the right and $2$ units up from the origin,\n", - "We can also think of it as the direction itself\n", - "to take $3$ steps to the right and $2$ steps up.\n", - "In this way, we consider all the vectors in the figure the same.\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Direction in space\n", - "\n", - "One of the benefits of this shift is that\n", - "We can make visual sense of the act of vector addition.\n", - "In particular, we follow the directions given by one vector,\n", - "and then follow the directions given by the other, as is seen below (rule of the parallelogram).\n", - "\n", - "\n", - "\n", - "Difference is just $\\mathbf{A}-\\mathbf{B}=\\mathbf{A}+(-\\mathbf{B})$\n", - "\n", - "Taken from [d2l.ai]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Matrix\n", - "\n", - "$$ \\mathbf{A} \\in \\mathbb{R}^{m\\times n}$$ \n", - "\n", - "$$\\mathbf{A} = \n", - "\\begin{bmatrix}\n", - "x_{11} & \\ldots & x_{1n} \\\\\n", - "\\ldots & & \\ldots \\\\\n", - "x_{m1}& \\ldots& x_{mn} \\\\\n", - "\\end{bmatrix}$$\n", - "\n", - "## Interpretation\n", - "\n", - "- $n$ column vectors in a real-valued M-dimensional space: $\\{\\mathbf{a}_i\\}_{i=1}^n$ $\\in \\mathbb{R}^m$\n", - "- $m$ row vectors in a real-valued N-dimensional space: $\\{\\mathbf{a}^{T}_i\\}_{i=1}^m$ $\\in \\mathbb{R}^n$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_style": "center", - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Identity Matrix , Diagonal Matrix\n", - "\n", - "$\n", - "\\mathbf{I}_3 = \n", - "\\begin{bmatrix}\n", - "1 & 0 & 0 \\\\\n", - "0 & 1 & 0 \\\\\n", - "0 & 0 & 1 \\\\\n", - "\\end{bmatrix}\n", - "$\n", - "\n", - "$\\mathbf{I}_3 = \\text{diag}(1) $" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": { - "cell_style": "center", - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1. 0. 0.]\n", - " [0. 1. 0.]\n", - " [0. 0. 1.]]\n" - ] - } - ], - "source": [ - "#help(np.diag)\n", - "A = np.diag(np.ones(3)) #firstly create a vector [1,1,1] and then makes it a diagonal matrix\n", - "print(A)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Symmetric Matrix\n", - "\n", - "## What does the transpose operation do?\n", - "\n", - "$$ \\mathbf{A} = \\mathbf{A}^{\\top} $$\n", - "\n", - "or else:\n", - "\n", - "$$(A^{\\top})_{ij} = A_{ji}$$\n", - "\n", - "### Properties of transposing\n", - "\n", - " - $(\\mathbf{A}^T)^T = \\mathbf{A}$\n", - " - $(\\mathbf{A}\\mathbf{B})^T = \\mathbf{B}^T\\mathbf{A}^T$\n", - " - $(\\mathbf{A}+\\mathbf{B})^T = \\mathbf{A}^T+\\mathbf{B}^T$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Trace of a Matrix\n", - "\n", - "Trace is the sum of the diagonal elements\n", - "\n", - "$$ \\text{trace}(\\mathbf{A}) = \\sum_i A_{ii}$$" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# is ID symmetric?\n", - "ID = np.diag(np.ones(3))\n", - "np.all(ID == ID.T) # == does the comparison element-wise" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": { - "slideshow": { - "slide_type": "subslide" - }, - "variables": { - "A = np.arange(9).reshape(3,3)": {} - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A is \n", - " [[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "The transpose of A is \n", - " [[0 3 6]\n", - " [1 4 7]\n", - " [2 5 8]]\n", - "\n", - "A is if type int64\n" - ] - } - ], - "source": [ - "# Generate array from 0 to 8 of int64\n", - "# reshape it in a 3x3 matrix\n", - "A = np.arange(9).reshape(3, 3)\n", - "print(f'A is \\n {A}', end='\\n'*2)\n", - "print(f'The transpose of A is \\n {A.T}', end='\\n'*2)\n", - "print(f'A is if type {A.dtype}')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Reduction operations (sum across rows)\n", - "\n", - "Sum all the values **across rows** (rows will disappear)\n", - "Sum all values across axis 0.\n", - "```\n", - "[ a11 a12 a13\n", - " a21 a22 a23 ]\n", - "```\n", - "\n", - "```\n", - "⬇️ ⬇️ ⬇️\n", - "⬇️ ⬇️ ⬇️\n", - "```\n", - "$R=2, C=3$\n", - "\n", - "\n", - "$\\mathbf{s}_c = \\sum_{r=1}^R \\mathbf{A}_{rc}, \\forall c \\in C $ \n", - "\n", - "$\\mathbf{s}$ is $1 \\times C = 1 \\times 3= 3.$" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "[ 9 12 15]\n" - ] - } - ], - "source": [ - "print(A,end='\\n\\n')\n", - "# Possible to do a reduction on the matrix (sum along rows)\n", - "A_c = A.sum(axis=0, keepdims=False) # 3 (rows are canceled out)\n", - "A_c.shape\n", - "print(A_c)" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([3., 4., 5.])" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Works for other operations too like mean (average)\n", - "A.mean(axis=0, keepdims=False) # 3 (rows are cancelled out)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Generally operations are element-wise\n", - "\n", - "$$ C_{ij} = A_{ij} + B_{ij} $$" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "C\n", - "\n", - "[[1 2 3]\n", - " [4 5 6]\n", - " [7 8 9]]\n", - "\n", - "A\n", - "\n", - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "B\n", - "\n", - "[[1 1 1]\n", - " [1 1 1]\n", - " [1 1 1]]\n" - ] - }, - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.arange(9).reshape(3, 3)\n", - "B = np.ones_like(A)\n", - "C = A + B # if now you have all 1 you can also get the same with A + 1 and will do\n", - "print('C', C, 'A', A, 'B', B, sep='\\n\\n')\n", - "np.allclose(C, A+1) # you can sum matrix + scalar, numpy will broadcast" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "C\n", - "\n", - "[[0 0 0]\n", - " [0 0 0]\n", - " [0 0 0]]\n", - "\n", - "A\n", - "\n", - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n", - "\n", - "B\n", - "\n", - "[[0 0 0]\n", - " [0 0 0]\n", - " [0 0 0]]\n" - ] - }, - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.arange(9).reshape(3,3)\n", - "B = np.zeros_like(A) #np.ones_like(A)*1.5\n", - "C = A * B # Hadamard product (multply element-wise)\n", - "print('C',C,'A',A,'B',B,sep='\\n\\n')\n", - "np.allclose(C, A*0)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Reduction operations (sum across cols)\n", - "\n", - "Sum all the values **across cols** (cols will disappear)\n", - "Sum all values across axis 1.\n", - "```\n", - "a11 a12 a13\n", - "a21 a22 a23\n", - "```\n", - "\n", - "```\n", - "➡️ ➡️ ➡️\n", - "➡️ ➡️ ➡️\n", - "```\n", - "$R=2, C=3$\n", - "\n", - "\n", - "$\\mathbf{s}_r = \\sum_{c=1}^C \\mathbf{A}_{rc}, \\forall r \\in R $ \n", - "\n", - "$\\mathbf{s}$ is $R \\times 1 = 2 \\times 1= 2$" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0 1 2]\n", - " [3 4 5]\n", - " [6 7 8]]\n" - ] - }, - { - "data": { - "text/plain": [ - "36" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Sum all the values across cols (cols will disappear)\n", - "# Sum all values across axis 1.\n", - "print(A)\n", - "A.sum(axis=(0,1), keepdims=False) #3 (cols are cancelled out)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Non-reduction operations (sum)\n", - "\n", - "- Sum all the values across row-wise (rows will disappear)\n", - "- **but unlike before keep the shape of the vector**.\n", - "```\n", - "a11 a12 a13\n", - "a21 a22 a23\n", - "```\n", - "$R=2, C=3$\n", - "\n", - "\n", - "$ \\mathbf{s}_c= \\sum_{r=1}^R \\mathbf{A}_{rc}, \\forall c \\in C $ \n", - "\n", - "$\\mathbf{s}$ is $1 \\times C = 1 \\times 3$" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[3., 4., 5.]])" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Works for other operations too like mean (average)\n", - "A.mean(axis=0, keepdims=True) #1x3 (rows are cancelled out but row axis is NOT dropped)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Vector to Vector Operation" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Inner Product (Dot Product)\n", - "\n", - "\\begin{equation} \\mathbf{x}, \\mathbf{y} \\in \\mathbb{R}^D ~~~~~~~~~\\quad \n", - "\\mathbf{x}^T \\mathbf{y} = \\left\\langle\\mathbf{x}, \\mathbf{y}\\right\\rangle = \\sum_i^D \\mathbf{x}_i \\cdot \\mathbf{y}_i\n", - "\\end{equation}\n", - "\n", - "```\n", - "x1 x2 x3 x4 \n", - " y1\n", - " y2 = result (dot_product)\n", - " y3\n", - " y4\n", - "\n", - "\n", - "dot_product = x1y1 + x2y2 + x3y3 + x4y4\n", - "```\n", - "\n", - "- The result is a **scalar** (not a vector anymore).\n", - "- Must be in the same dimension\n", - "- It is **commutative**\n", - "- The data is **paired**: just multiply elementwise and sum across the axis." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x = np.array([1, 2, 3])\n", - "y = np.array([1, 0, 1])\n", - "np.dot(x, y) == np.sum(x*y)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Inner product: Geometric Interpretation\n", - "\n", - "The dot product also admits a geometric interpretation: **it is closely related to the angle between two vectors.** \n", - "\n", - "\n", - "\n", - "$$\n", - "\\mathbf{v}^{\\top}\\cdot\\mathbf{w} = \\|\\mathbf{v}\\|\\|\\mathbf{w}\\|\\cos(\\theta).\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "With some simple algebraic manipulation, we can rearrange terms to obtain\n", - "\n", - "$$\n", - "\\theta = \\arccos\\left(\\frac{\\mathbf{v}^T\\cdot\\mathbf{w}}{\\|\\mathbf{v}\\|\\|\\mathbf{w}\\|}\\right).\n", - "$$\n", - "\n", - "\n", - "This is a nice result since nothing in the computation references two-dimensions.\n", - "\n", - "**Indeed, we can use this in three or three million dimensions without issue.**" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.4189900840328574" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def angle(v, w):\n", - " return np.arccos(v.dot(w) / (np.linalg.norm(v) * np.linalg.norm(w)))\n", - "\n", - "angle(np.array([0, 1, 2]), np.array([2, 3, 4])) # the result is in radians" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Cosine Similarity\n", - "In ML contexts where the **angle is employed\n", - "to measure the closeness of two vectors**,\n", - "practitioners adopt the term **cosine similarity**\n", - "to refer to the portion\n", - "$$\n", - "\\cos(\\theta) = \\underbrace{\\frac{\\mathbf{v}^T\\cdot\\mathbf{w}}{\\|\\mathbf{v}\\|\\|\\mathbf{w}\\|}}_{\\text{cosine similarity}}.\n", - "$$\n", - "\n", - "- What happens if cosine similarity is 1?\n", - "- Notice any similarity with some concept we saw in the previous lecture?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Outer Product\n", - "\n", - "$$ \\mathbf{x} \\in \\mathbb{R}^D, \\mathbf{y} \\in \\mathbb{R}^P $$\n", - "\n", - "\\begin{equation}\n", - "\\mathbf{x} \\mathbf{y}^T \\neq \\mathbf{y} \\mathbf{x}^T\n", - "\\end{equation}\n", - "\n", - "\n", - "```\n", - " P ____________________\n", - " y1 y2 y3 y4 | x1 * yi for each Y |\n", - " x1 | |\n", - "D x2 = | |\n", - " x3 |___________________ |\n", - "```\n", - "\n", - "\n", - "\n", - "- The result is a **matrix** (not a vector anymore)\n", - "- Input can have different dimensions. The output is $D \\times P$ dimensional.\n", - "- It is **NOT commutative**\n", - "- The data is not paired $\\rightarrow$ compute all combinations.\n", - "- Very Important to build matrices from the ground-up: a complex matrix is the **sum of outer products (sum of rank-1 matrices).**" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 1, 0, 1, -1],\n", - " [ 2, 0, 2, -2],\n", - " [ 3, 0, 3, -3]])" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x = np.array([1, 2, 3])\n", - "y = np.array([1, 0, 1, -1])\n", - "np.outer(x,y)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Matrix to Vector Operation\n", - "\n", - "$\\mathbf{A} \\in \\mathbb{R}^{m \\times n} ~~$ \n", - "$\\mathbf{x} \\in \\mathbb{R}^{n \\times 1}$ \n", - "\n", - "$\\mathbf{A}\\mathbf{x} =\\mathbf{b}$\n", - "\n", - "$$\n", - "\\mathbf{A} = \n", - "\\begin{bmatrix}\n", - "a_{11} & \\ldots & a_{1n} \\\\\n", - "\\ldots & & \\ldots \\\\\n", - "a_{m1}& \\ldots& a_{mn} \\\\\n", - "\\end{bmatrix}~~\n", - "\\mathbf{x} = \n", - "\\begin{bmatrix}\n", - "x_{11} \\\\\n", - "\\ldots \\\\\n", - "x_{n1} \\\\\n", - "\\end{bmatrix}\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Two interpretations\n", - "1. Take each row of A, that is $\\mathbf{a}_r^T$, then do inner product with $\\mathbf{x}$\n", - "$$\n", - "\\mathbf{b} = \n", - "\\begin{bmatrix}\n", - "\\mathbf{a}_1^T\\mathbf{x} \\\\\n", - "\\ldots \\\\\n", - "\\mathbf{a}_m^T\\mathbf{x} \\\\\n", - "\\end{bmatrix}\n", - "$$\n", - "\n", - "2. Take each value of $\\mathbf{x}$, scale each column of A; sum across cols (axis=1).\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Applications (moving points in space)\n", - "\n", - "For example, we can represent rotations as multiplications by a square matrix and rotate points." - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A\n", - "\n", - "[[ 0 1 2 3 4 5 6 7 8]\n", - " [ 9 10 11 12 13 14 15 16 17]\n", - " [18 19 20 21 22 23 24 25 26]]\n", - "\n", - "x\n", - "\n", - "[[1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]\n", - " [1.]]\n", - "\n", - "b\n", - "\n", - "[[ 36.]\n", - " [117.]\n", - " [198.]]\n", - "\n", - "bb\n", - "\n", - "[[ 36.]\n", - " [117.]\n", - " [198.]]\n", - "\n", - "bbb\n", - "\n", - "[[ 36.]\n", - " [117.]\n", - " [198.]]\n" - ] - } - ], - "source": [ - "A = np.arange(27).reshape(3, 9)\n", - "x = np.ones((9, 1))\n", - "b = A @ x # 3x9 @ 9x1 = 3x1\n", - "bb = np.matmul(A, x)\n", - "bbb = np.dot(A,x)\n", - "print('A', A, 'x', x, 'b', b, 'bb', bb,'bbb', bbb, sep='\\n\\n')\n", - "\n", - "# Questions for you: A*B does elementwise multiplcation # will it work?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Matrix-Matrix Multiplication\n", - "\n", - "We have two matrices \n", - "$\\mathbf{A} \\in \\mathbb{R}^{n \\times k}$ \n", - "and $\\mathbf{B} \\in \\mathbb{R}^{k \\times m}$:\n", - "\n", - "- Note number of **columns** in $\\mathbf{A}$ must match number of **rows** in $\\mathbf{B}$. \n", - "\n", - "$$\\mathbf{A}=\\begin{bmatrix}\n", - " a_{11} & a_{12} & \\cdots & a_{1k} \\\\\n", - " a_{21} & a_{22} & \\cdots & a_{2k} \\\\\n", - "\\vdots & \\vdots & \\ddots & \\vdots \\\\\n", - " a_{n1} & a_{n2} & \\cdots & a_{nk} \\\\\n", - "\\end{bmatrix},\\quad\n", - "\\mathbf{B}=\\begin{bmatrix}\n", - " b_{11} & b_{12} & \\cdots & b_{1m} \\\\\n", - " b_{21} & b_{22} & \\cdots & b_{2m} \\\\\n", - "\\vdots & \\vdots & \\ddots & \\vdots \\\\\n", - " b_{k1} & b_{k2} & \\cdots & b_{km} \\\\\n", - "\\end{bmatrix}.$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "Let $\\mathbf{a}^\\top_{i} \\in \\mathbb{R}^k$ denote \n", - "the row vector representing the $i^\\mathrm{th}$ row \n", - "of the matrix $\\mathbf{A}$\n", - "and let $\\mathbf{b}_{j} \\in \\mathbb{R}^k$ denote \n", - "the column vector from the $j^\\mathrm{th}$ column \n", - "of the matrix $\\mathbf{B}$:\n", - "\n", - "$$\\mathbf{A}=\n", - "\\begin{bmatrix}\n", - "\\mathbf{a}^\\top_{1} \\\\\n", - "\\mathbf{a}^\\top_{2} \\\\\n", - "\\vdots \\\\\n", - "\\mathbf{a}^\\top_n \\\\\n", - "\\end{bmatrix},\n", - "\\quad \\mathbf{B}=\\begin{bmatrix}\n", - " \\mathbf{b}_{1} & \\mathbf{b}_{2} & \\cdots & \\mathbf{b}_{m} \\\\\n", - "\\end{bmatrix}.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "To form the matrix product $\\mathbf{C} \\in \\mathbb{R}^{n \\times m}$,\n", - "we simply compute each element $c_{ij}$\n", - "as the **dot product** between \n", - "the $i^{\\mathrm{th}}$ row of $\\mathbf{A}$\n", - "and the $j^{\\mathrm{th}}$ row of $\\mathbf{B}$,\n", - "i.e., $\\mathbf{a}^\\top_i \\mathbf{b}_j$:\n", - "\n", - "$$\\mathbf{C} = \\mathbf{AB} = \\begin{bmatrix}\n", - "\\mathbf{a}^\\top_{1} \\\\\n", - "\\mathbf{a}^\\top_{2} \\\\\n", - "\\vdots \\\\\n", - "\\mathbf{a}^\\top_n \\\\\n", - "\\end{bmatrix}\n", - "\\begin{bmatrix}\n", - " \\mathbf{b}_{1} & \\mathbf{b}_{2} & \\cdots & \\mathbf{b}_{m} \\\\\n", - "\\end{bmatrix}\n", - "= \\begin{bmatrix}\n", - "\\mathbf{a}^\\top_{1} \\mathbf{b}_1 & \\mathbf{a}^\\top_{1}\\mathbf{b}_2& \\cdots & \\mathbf{a}^\\top_{1} \\mathbf{b}_m \\\\\n", - " \\mathbf{a}^\\top_{2}\\mathbf{b}_1 & \\mathbf{a}^\\top_{2} \\mathbf{b}_2 & \\cdots & \\mathbf{a}^\\top_{2} \\mathbf{b}_m \\\\\n", - " \\vdots & \\vdots & \\ddots &\\vdots\\\\\n", - "\\mathbf{a}^\\top_{n} \\mathbf{b}_1 & \\mathbf{a}^\\top_{n}\\mathbf{b}_2& \\cdots& \\mathbf{a}^\\top_{n} \\mathbf{b}_m\n", - "\\end{bmatrix}.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "**We can think of the matrix-matrix multiplication $\\mathbf{AB}$\n", - "as performing $m$ matrix-vector products \n", - "or $m \\times n$ dot products \n", - "and stitching the results together \n", - "to form an $n \\times m$ matrix.**\n", - "\n", - "\n", - "The term *matrix-matrix multiplication* is \n", - "often simplified to *matrix multiplication*,\n", - "and should not be confused with the Hadamard product (element-wise product).\n", - "\n", - "Taken from [d2l.ai](https://d2l.ai/chapter_preliminaries/linear-algebra.html#matrices)" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A\n", - "\n", - "[[0.92941761 0.40696576 0.18989069 0.89380419 0.22430295]\n", - " [0.76904541 0.86911099 0.38901898 0.31112103 0.940543 ]\n", - " [0.18590819 0.63512961 0.17277272 0.68511615 0.86686537]]\n", - "\n", - "B\n", - "\n", - "[[0.4028066 0.10113815]\n", - " [0.3805756 0.41692926]\n", - " [0.82436818 0.55743099]\n", - " [0.93730416 0.8644262 ]\n", - " [0.50241325 0.42483043]]\n", - "\n", - "C\n", - "\n", - "[[1.63625578 1.23744493]\n", - " [1.72539018 1.32550132]\n", - " [1.53671508 1.34041853]]\n" - ] - } - ], - "source": [ - "A = np.random.rand(3, 5)\n", - "B = np.random.rand(5, 2)\n", - "# 3x2 = 3x5 @ 5x2\n", - "C = A @ B\n", - "print('A', A, 'B', B, 'C', C, sep='\\n\\n')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# All the operations in \"one fell swoop\"" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "## Ladies and gentlemen welcome to...." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "### Einsum \n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum = Einstein summation\n", - "\n", - "A is $i\\times k$ and B is $k \\times j$.\n", - "\n", - "$$ (A\\cdot B)_{ij} = \\sum_{k=1}^K A_{ik}\\cdot B_{kj}$$\n", - "\n", - "Sums take space, so let's remove them using einsum becomes:\n", - "\n", - "$$ (A\\cdot B)_{ij} = A_{ik}B_{kj}$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "#### Indexes (or variables):\n", - "- **Free indexes** are $i,j$ if you see the are specified in the output. They are in the input but they are let \"free\" in the output\n", - "- **Summation indexes** are all those that are not preserved in the output, $k$ in this case." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum = Einstein summation\n", - "\n", - "A is $i\\times k$ and B is $k \\times j$.\n", - "\n", - "$$ (A\\cdot B)_{ij} = \\sum_{k=1}^K A_{ik}\\cdot B_{kj} \\quad \\rightarrow \\quad (A\\cdot B)_{ij} = A_{ik}B_{kj}$$\n", - "\n", - "### The computer science way\n", - "\n", - "- `matmul` takes as input two variables A, B of shape: $i\\times k$, $~~~~k \\times j$\n", - "- `matmul` returns as output a shape as ij" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "$$ i\\times k, ~~~~k \\times j \\quad \\rightarrow \\quad i\\times j$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum \n", - "\n", - "$$ i\\times k, ~~~~k \\times j \\quad \\rightarrow \\quad i\\times j$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum \n", - "\n", - "Usual way:\n", - "```python\n", - "C = A @ B\n", - "```\n", - "
\n", - "\n", - "Einsum way:\n", - "```python\n", - "C = np.einsum('ik,kj -> ij', A, B)\n", - "```\n", - "\n", - "The usual way seems shorter." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum\n", - "\n", - "Let's now say you have:\n", - "\n", - "```python\n", - "A = np.array([0, 1, 2]) #1x3\n", - "\n", - "B = np.array([[ 0, 1, 2, 3],\n", - " [ 4, 5, 6, 7],\n", - " [ 8, 9, 10, 11]]) #3x4\n", - "# we wanna do 3x1 X 3x4 but cannot do it but we can do 3x3 X 3x4\n", - "```\n", - "\n", - "\n", - "Suppose we have two arrays, A and B. Now suppose that we want to:\n", - "\n", - "- **multiply** **A** with **B** in a particular way to create a new array of products, and then maybe\n", - "- **sum** this new array along particular axes, and/or\n", - "\n", - "Taken from https://ajcr.net/Basic-guide-to-einsum/" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([20, 23, 26, 29])" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.array([0, 1, 2])\n", - "\n", - "B = np.array([[ 0, 1, 2, 3],\n", - " [ 4, 5, 6, 7],\n", - " [ 8, 9, 10, 11]])\n", - "A@B # we do NOT wanna do this\n", - "# 0*0\n", - "# 4*1\n", - "# 8*2" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 0, 0, 0, 0],\n", - " [ 4, 5, 6, 7],\n", - " [16, 18, 20, 22]])" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.array([0, 1, 2]) #1x3 3x4\n", - "B = np.array([[ 0, 1, 2, 3], # 0\n", - " [ 4, 5, 6, 7], # 1\n", - " [ 8, 9, 10, 11]]) # 2\n", - "A[:, np.newaxis] * B # we wanna do this np.newaxis is broad cast and tells \n", - " # numpy to put A as col vector " - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 0, 0, 0, 0],\n", - " [ 4, 5, 6, 7],\n", - " [16, 18, 20, 22]])" - ] - }, - "execution_count": 83, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A[:, np.newaxis] * B # same as below\n", - "np.repeat(A.reshape(-1, 1), 4, axis=1)*B" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 0, 22, 76])" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(A[:, np.newaxis] * B ).sum(axis=1)# ----> horizontal" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Comparison with Einsum\n", - "\n", - "```python\n", - "(A[:, np.newaxis] * B ).sum(axis=1)\n", - "array([ 0, 22, 76])\n", - "```\n", - "
\n", - "\n", - "\n", - "```python\n", - "np.einsum('i,ij->i', A, B)\n", - "array([ 0, 22, 76])\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "```python\n", - "np.einsum('i,ij->i', A, B) #3 X 3x4 --> 3\n", - "\n", - "```\n", - "- we do not need to reshape A at all and, \n", - "- most importantly, the multiplication did not create a temporary array like `A[:, np.newaxis] * B` did. Instead, einsum simply summed the products along the rows as it went. Even for this tiny example, I timed einsum to be about three times faster.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: Multiply two matrices\n", - "```python\n", - "A = np.array([[1, 1, 1],\n", - " [2, 2, 2],\n", - " [5, 5, 5]])\n", - "\n", - "B = np.array([[0, 1, 0],\n", - " [1, 1, 0],\n", - " [1, 1, 1]])\n", - "\n", - "np.einsum('ij,jk->ik', A, B)\n", - "```\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: Rules\n", - "\n", - "`np.einsum('ij,jk->ik', A, B)`\n", - "1. **Repeating** letters between input arrays means that values along those axes will be **multiplied** together. The products make up the values for the output array. `j`\n", - "2. **Omitting** a letter from the output means that values along that axis will be **summed**. `j`\n", - "3. We can return the **unsummed axes** in any **order** we like. `ik`\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: Multiply two matrices without reduction (tensor)\n", - "```python\n", - "A = np.array([[1, 1, 1],\n", - " [2, 2, 2],\n", - " [5, 5, 5]])\n", - "\n", - "B = np.array([[0, 1, 0],\n", - " [1, 1, 0],\n", - " [1, 1, 1]])\n", - "\n", - "np.einsum('ij,jk->ijk', A, B)\n", - "```\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[[0 1 0]\n", - " [1 1 0]\n", - " [1 1 1]]\n", - "\n", - " [[0 2 0]\n", - " [2 2 0]\n", - " [2 2 2]]\n", - "\n", - " [[0 5 0]\n", - " [5 5 0]\n", - " [5 5 5]]]\n", - "(3, 3, 3)\n" - ] - } - ], - "source": [ - "A = np.array([[1, 1, 1],\n", - " [2, 2, 2],\n", - " [5, 5, 5]])\n", - "\n", - "B = np.array([[0, 1, 0],\n", - " [1, 1, 0],\n", - " [1, 1, 1]])\n", - "C = np.einsum('ij,jk->ijk', A, B)\n", - "print(C, C.shape, sep='\\n')\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "# C.sum(axis=1) # what happens if we do?" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "# np.einsum('ij,jk->ik', A, B)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: CheatSheet 1D\n", - "\n", - "A is $d\\times 1$ and B is also $d\\times 1$\n", - "\n", - "
\n", - "\n", - "| Call signature | NumPy equivalent | Description |\n", - "|----------------|------------------|-------------------------------------------------|\n", - "| ('i', A) | A | returns a view of A |\n", - "| ('i->', A) | sum(A) | sums the values of A |\n", - "| ('i,i->i', A, B) | A * B | element-wise multiplication of A and B |\n", - "| ('i,i', A, B) | inner(A, B) | inner product of A and B |\n", - "| ('i,j->ij', A, B) | outer(A, B) | outer product of A and B |\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Einsum: CheatSheet 2 D\n", - "\n", - "A is $i\\times k$ and B is also $k\\times j$\n", - "\n", - "
\n", - "\n", - "| Call signature | NumPy equivalent | Description |\n", - "|----------------|------------------|--------------------------------------------------|\n", - "| ('ij', A) | A | returns a view of A |\n", - "| ('ji', A) | A.T | view transpose of A |\n", - "| ('ii->i', A) | diag(A) | view main diagonal of A |\n", - "| ('ii', A) | trace(A) | sums main diagonal of A |\n", - "| ('ij->', A) | sum(A) | sums the values of A |\n", - "| ('ij->j', A) | sum(A, axis=0) | sum down the columns of A (across rows) |\n", - "| ('ij->i', A) | sum(A, axis=1) | sum horizontally along the rows of A |\n", - "| ('ij,ij->ij', A, B) | A * B | element-wise multiplication of A and B |\n", - "| ('ij,ji->ij', A, B) | A * B.T | element-wise multiplication of A and B.T |\n", - "| ('ij,jk', A, B) | dot(A, B) | matrix multiplication of A and B |\n", - "| ('ij,kj->ik', A, B) | inner(A, B) | inner product of A and B |\n", - "| ('ij,kj->ikj', A, B) | A[:, None] * B | each row of A multiplied by B |\n", - "| ('ij,kl->ijkl', A, B) | A[:, :, None, None] * B | each value of A multiplied by B |\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(3, 3, 3, 3)" - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "C = np.einsum('ij,kl->ijkl', A, B)\n", - "C.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# A final note on [computational] matrix order\n", - "\n", - "$$ \\underbrace{A}_{m\\times n}~\\big(\\underbrace{B}_{n\\times p}~\\underbrace{C}_{p\\times q}\\big) \\doteq \\big(\\underbrace{A}_{m\\times n}~\\underbrace{B}_{n\\times p}\\big)~\\underbrace{C}_{p\\times q} $$\n", - "\n", - "Who thinks the computational time of this inside the machines is the same?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "### Complexity\n", - "- Case 1: $npq$ + $mnq$\n", - "- Case 2: $mnp$ + $mpq$ \n", - "\n", - "**No, it is not the same.** So let's say C is a column vector, which one is faster?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Why Matrices?\n", - "\n", - "Matrices are useful data structures: they allow us to organize data that have different modalities of variation. \n", - "For example:\n", - "- **rows** in our matrix might correspond to **different houses (data examples)**, `apartment 1`\n", - "- while **columns** might correspond to **different attributes (features)** `size, cost, energy consumption`" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 1. Good to model linear transformations in space" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "### 2. Good to model the data. Design matrix ( `num of samples x features`)\n", - "\n", - "$$\\mathbf{X} ~~~ \\text{3 points} \\in \\mathbb{R}^2$$\n", - "\n", - "| Attribute 1 | Attribute 2 |\n", - "| ------------- |:-------------:|\n", - "| Example 1 | Example 1 |\n", - "| Example 2 | Example 2 |\n", - "| Example 3 | Example 3 |\n", - "\n", - "$$\\mathbf{y}$$\n", - "\n", - "| Labels \n", - "| ------------- |\n", - "| Label for Ex 1 |\n", - "| Label for Ex 2 | \n", - "| Label for Ex 3 | " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 3. Express variations in data (covariance matrix is a symmetric matrix)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 4. Give the direction where to move to minimize loss (Gradients, Deep Learning)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Norms\n", - "\n", - "Some of the most useful operators in linear algebra are *norms*.\n", - "Informally, the norm of a vector tells us how **big** it is. \n", - "\n", - "For instance, the $\\ell_2$ norm measures\n", - "the (Euclidean) **length of a vector.**\n", - "\n", - "Here, we are employing a notion of **size** that concerns the **magnitude** a vector's components **(not its dimensionality).**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "A norm is a function $\\| \\cdot \\|$ that maps a vector\n", - "to a scalar and satisfies the following three properties:\n", - "\n", - "1. Given any vector $\\mathbf{x}$, if we scale (all elements of) the vector \n", - " by a scalar $\\alpha \\in \\mathbb{R}$, its norm scales accordingly:\n", - " $$\\|\\alpha \\mathbf{x}\\| = |\\alpha| \\|\\mathbf{x}\\|.$$\n", - "2. For any vectors $\\mathbf{x}$ and $\\mathbf{y}$:\n", - " norms satisfy the triangle inequality:\n", - " $$\\|\\mathbf{x} + \\mathbf{y}\\| \\leq \\|\\mathbf{x}\\| + \\|\\mathbf{y}\\|.$$\n", - "3. The norm of a vector is nonnegative and it only vanishes if the vector is zero:\n", - " $$\\|\\mathbf{x}\\| > 0 \\text{ for all } \\mathbf{x} \\neq 0.$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## $\\ell_2$ norm\n", - "Many functions are valid norms and different norms \n", - "encode different notions of size. \n", - "The Euclidean norm that we all learned in elementary school geometry\n", - "when calculating the hypotenuse of right triangle\n", - "is the square root of the sum of squares of a vector's elements.\n", - "Formally, this is called **the $\\ell_2$ *norm*** and expressed as\n", - "\n", - "**$$\\|\\mathbf{x}\\|_2 = \\sqrt{\\sum_{i=1}^n x_i^2}.$$**\n", - "\n", - "The method `norm` calculates the $\\ell_2$ norm.\n", - "\n", - "```python\n", - "u = np.array([3, -4])\n", - "np.linalg.norm(u)\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## $\\ell_1$ norm\n", - "\n", - "**The $\\ell_1$ norm** is also popular \n", - "and the associated metric is called the Manhattan distance. \n", - "By definition, the $\\ell_1$ norm sums \n", - "the absolute values of a vector's elements:\n", - "\n", - "**$$\\|\\mathbf{x}\\|_1 = \\sum_{i=1}^n \\left|x_i \\right|.$$**\n", - "\n", - "Compared to the $\\ell_2$ norm, it is less sensitive to outliers.\n", - "To compute the $\\ell_1$ norm, \n", - "we compose the absolute value\n", - "with the sum operation.\n", - "\n", - "```python\n", - "np.abs(u).sum()\n", - "np.linalg.norm(u,1)\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# L1 norm\n", - "x = np.array([1, 2, 3, 4])\n", - "n1 = np.linalg.norm(x, ord=1)\n", - "n1b = np.abs(x).sum()\n", - "assert n1 == n1b" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## $\\ell_p$ norm\n", - "\n", - "Both the $\\ell_2$ and $\\ell_1$ norms are special cases\n", - "of the more general $\\ell_p$ *norms*:\n", - "\n", - "$$\\|\\mathbf{x}\\|_p = \\left(\\sum_{i=1}^n \\left|x_i \\right|^p \\right)^{1/p}.$$\n", - "\n", - "## Why norms?\n", - "- You can measure the distance between points!\n", - "- Application: You can compare two images in the pixel space (or better in a feature space)!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Matrices as a linear map between spaces\n", - "\n", - "- Do **NOT** think of a matrix as a bunch of random points.\n", - "- We have to start thinking **matrices as linear functions that map a space into another space**.\n", - "\n", - "$$\\mathbf{A} \\in \\mathbb{R}^{m \\times n} ~~,\\mathbf{x} \\in \\mathbb{R}^{n \\times 1}$$ \n", - "\n", - "$$\\underbrace{\\mathbf{A}}_{\\text{map}}\\underbrace{\\mathbf{x}}_{~~~\\text{input}} =\\underbrace{\\mathbf{b}}_{\\text{output}}$$\n", - "\n", - "- You can think of having a function $f(\\cdot;\\mathbf{A})$ that is parametrized by the matrix $\\mathbf{A}$.\n", - "- This means that $f$ is implemented with a linear map coded in the values of $\\mathbf{A}$.\n", - "- $\\mathbf{b} = f(\\mathbf{x};\\mathbf{A})$ is implemented as $\\mathbf{A}\\mathbf{x}=\\mathbf{b}$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Geometry of Linear Transformations of Basis Vector\n", - "\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "a & b \\\\ c & d\n", - "\\end{bmatrix}\n", - "$$\n", - "\n", - "If we want to apply this to an arbitrary vector\n", - "$\\mathbf{v} = [x, y]^\\top$,\n", - "we multiply and see that\n", - "\n", - "$$\n", - "\\begin{aligned}\n", - "\\mathbf{A}\\mathbf{v} & = \\begin{bmatrix}a & b \\\\ c & d\\end{bmatrix}\\begin{bmatrix}x \\\\ y\\end{bmatrix} \\\\\n", - "& = \\begin{bmatrix}ax+by\\\\ cx+dy\\end{bmatrix} \\\\\n", - "& = x\\begin{bmatrix}a \\\\ c\\end{bmatrix} + y\\begin{bmatrix}b \\\\d\\end{bmatrix} \\\\\n", - "& = x\\left\\{\\mathbf{A}\\begin{bmatrix}1\\\\0\\end{bmatrix}\\right\\} + y\\left\\{\\mathbf{A}\\begin{bmatrix}0\\\\1\\end{bmatrix}\\right\\}.\n", - "\\end{aligned}\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "$$\n", - "\\begin{aligned}\n", - "\\mathbf{A}\\mathbf{v} & = x\\left\\{\\mathbf{A}\\begin{bmatrix}1\\\\0\\end{bmatrix}\\right\\} + y\\left\\{\\mathbf{A}\\begin{bmatrix}0\\\\1\\end{bmatrix}\\right\\}.\n", - "\\end{aligned}\n", - "$$\n", - "\n", - "This may seem like an odd computation,\n", - "where something clear became somewhat impenetrable.\n", - "However, it tells us that we can write the way\n", - "that a matrix transforms *any* vector\n", - "in terms of how it transforms *two specific vectors*:\n", - "$[1,0]^\\top$ and $[0,1]^\\top$.\n", - "\n", - "**This is worth considering for a moment.\n", - "We have essentially reduced an infinite problem\n", - "(what happens to any pair of real numbers)\n", - "to a finite one (what happens to these specific vectors).**\n", - "\n", - "#### These vectors are an example of a *basis*, where we can write any vector in our space as a **weighted sum of these basis vectors**." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Let's draw what happens when we use the specific matrix\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "1 & 2 \\\\\n", - "-1 & 3\n", - "\\end{bmatrix}.\n", - "$$\n", - "- $\\text{Map}~ [1,0]~ \\text{with}~ \\mathbf{A}[1,0]^T = [1,-1]^T$\n", - "- $\\text{Map} ~[0,1]~ \\text{with} ~\\mathbf{A}[0,1]^T = [2,3]^T$\n", - "\n", - "The matrix $\\mathbf{A}$ acting on the given basis vectors. Notice how the entire grid is transported along with it.\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "- **This is the most important intuitive point\n", - "to internalize about linear transformations represented by matrices.**\n", - "- Matrices are incapable of distorting some parts of space differently than others.\n", - "- All they can do is take the original coordinates on our space and **skew, rotate, and scale them.**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Demo" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "def plot_grid(Xs, Ys, axs=None):\n", - " ''' Aux function to plot a grid'''\n", - " t = np.arange(Xs.size) # define progression of int for indexing colormap\n", - " if axs:\n", - " axs.plot(0, 0, marker='*', markersize=7, color='r', linestyle='none') #plot origin\n", - " axs.scatter(Xs,Ys, c=t, cmap='jet', marker='o') # scatter x vs y\n", - " axs.axis('scaled') # axis scaled\n", - " else:\n", - " plt.plot(0, 0, marker='*', color='r',markersize=7, linestyle='none') #plot origin\n", - " plt.scatter(Xs,Ys, c=t, cmap='jet', marker='o') # scatter x vs y\n", - " plt.axis('scaled') # axis scaled\n", - "\n", - "# let's see it with numpy\n", - "nX, nY, res = 10, 10, 21 # boundary of our space + resolution\n", - "X = np.linspace(-nX, +nX, res) # give me 21 points linear space from -10, +10 \n", - "Y = np.linspace(-nX, +nX, res) # give me 21 points linear space from -10, +10\n", - "# meshgrid is very useful to evaluate functions on a grid\n", - "# z = f(X,Y)\n", - "# please see https://numpy.org/doc/stable/reference/generated/numpy.meshgrid.html\n", - "Xs, Ys = np.meshgrid(X, Y) #NxN, NxN\n", - "plot_grid(Xs, Ys)\n", - "#plt.imshow(Ys, cmap='jet')" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Transformation\n", - "# 2x2\n", - "A = np.array([[1,2],[-1,3]])\n", - "# axis 0 1 2\n", - "# [NxN,NxN] -> NxNx2 # add 3-rd axis, like adding another layer\n", - "src = np.stack((Xs,Ys), axis=2)\n", - "# flatten first two dimension\n", - "# (NN)x2\n", - "src_r = src.reshape(-1,src.shape[-1]) #ask reshape to keep last dimension and adjust the rest\n", - "# 2x2 @ 2x(NN)\n", - "dst = A @ src_r.T # 2xNN\n", - "#(NN)x2 and then reshape as NxNx2\n", - "dst = (dst.T).reshape(src.shape)\n", - "# Access X and Y\n", - "Xd, Yd = dst[:,:,0], dst[:,:,1]\n", - "plot_grid(Xd, Yd) # plot" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Try to see what happens if you change A\n", - "\n", - "# Try with identity matrix and then change values in the diagonal; then change other values\n", - "# A = np.array([[1.5,0], \n", - "# [0,0.5]])\n", - "\n", - "# which kind of map does A = np.array([[-1, 0], [0, -1]]) ?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Linear Map _could_ induce _Severe_ Distortion of the space" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 1 2]\n", - " [-1 3]]\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def linear_map(A, Xs, Ys):\n", - " '''Map src points with A'''\n", - " # [NxN,NxN] -> NxNx2 # add 3-rd axis, like adding another layer\n", - " src = np.stack((Xs, Ys), axis=2)\n", - " # flatten first two dimension\n", - " # (NN)x2\n", - " # ask to reshape to keep the last dimension and adjust the rest\n", - " src_r = src.reshape(-1, src.shape[-1])\n", - " # 2x2 @ 2x(NN)\n", - " dst = A @ src_r.T # 2xNN\n", - " # (NN)x2 and then reshape as NxNx2\n", - " dst = (dst.T).reshape(src.shape)\n", - " # Access X and Y\n", - " return dst[:, :, 0], dst[:, :, 1]\n", - "\n", - "\n", - "A = np.array([[1, 2], [-1, 3]])\n", - "print(A)\n", - "Xd, Yd = linear_map(A, Xs, Ys)\n", - "fig, axs = plt.subplots(1, 2)\n", - "fig.suptitle('Linear map')\n", - "plot_grid(Xs, Ys, axs[0])\n", - "plot_grid(Xd, Yd, axs[1])\n", - "# In case we want to zoom on the center\n", - "# plt.xlim(-20,20)\n", - "# plt.ylim(-20,20)" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 2 -1]\n", - " [ 4 -2]]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "A = np.array([[2, -1], \n", - " [4, -2]])\n", - "print(A)\n", - "Xd, Yd = linear_map(A, Xs, Ys)\n", - "fig, axs = plt.subplots(1,2)\n", - "fig.suptitle('Severe Deformations')\n", - "plot_grid(Xs,Ys,axs[0])\n", - "plot_grid(Xd,Yd,axs[1])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Severe distortion\n", - "\n", - "$$\n", - "\\mathbf{B} = \\begin{bmatrix}\n", - "2 & -1 \\\\ 4 & -2\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "Severe distortion happens when we have a linear map that is not full rank. \n", - "This means that the columns are not linearly independent. \n", - "\n", - "We can see how $\\mathbf{B}$ compresses the entire two-dimensional plane down to a **single line**. \n", - "\n", - "\n", - "The result from **first** matrix $\\mathbf{A}$ can be \"bent back\" to the original grid. \n", - "The results from matrix $\\mathbf{B}$ cannot because we will never know where the vector $[1,2]^\\top$ came from---was it $[1,1]^\\top$ or $[0, -1]^\\top$?\n", - "- Maps plane to line or maps line to points (one dimension is always lost)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Higher Dimensions\n", - "\n", - "- While this picture was for a $2\\times2$ matrix,\n", - "nothing prevents us from taking the lessons learned into **higher dimensions.**\n", - "\n", - "- If we take similar basis vectors like $[1,0, \\ldots,0]$\n", - "and see where our matrix sends them,\n", - "we can start to get a feeling for how the matrix multiplication\n", - "distorts the entire space in whatever dimension space we are dealing with." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "# Linear Map Properties:\n", - "\n", - "$\\def\\mbf#1{\\mathbf{#1}}$\n", - "\n", - "**(Linearity)**. Suppose $\\mathcal{V}$ and $\\mathcal{V}^{\\prime}$ are vector spaces. \n", - "Then, $F : \\mathcal{V} \\mapsto \\mathcal{V}^{\\prime}$ is linear if it satisfies the following two criteria:\n", - "\n", - "1. **[Sum Preservation]** $F(\\mbf{v_1}+\\mbf{v_2}) = F(\\mbf{v_1})+F(\\mbf{v_2})$\n", - "1. **[Scalar Product Preservation]** $F(\\alpha\\mbf{v}) = \\alpha F(\\mbf{v})$ " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Linear Independent\n", - "\n", - "Consider again the matrix\n", - "\n", - "$$\n", - "\\mathbf{B} = \\begin{bmatrix}\n", - "2 & -1 \\\\ 4 & -2\n", - "\\end{bmatrix}.\n", - "$$\n", - "\n", - "This compresses the entire plane down to live on the single line $y = 2x$.\n", - "The question now arises: is there some way we can detect this\n", - "just by looking at the matrix itself?\n", - "The answer is that indeed we can.\n", - "Let's take $\\mathbf{b}_1 = [2,4]^\\top$ and $\\mathbf{b}_2 = [-1, -2]^\\top$\n", - "be the two columns of $\\mathbf{B}$.\n", - "Remember that we can write everything transformed by the matrix $\\mathbf{B}$\n", - "as a weighted sum of the columns of the matrix:\n", - "like $a_1\\mathbf{b}_1 + a_2\\mathbf{b}_2$.\n", - "We call this a *linear combination*.\n", - "The fact that $\\mathbf{b}_1 = -2\\cdot\\mathbf{b}_2$\n", - "means that we can write any linear combination of those two columns\n", - "entirely in terms of say $\\mathbf{b}_2$ since\n", - "\n", - "$$\n", - "a_1\\mathbf{b}_1 + a_2\\mathbf{b}_2 = -2a_1\\mathbf{b}_2 + a_2\\mathbf{b}_2 = (a_2-2a_1)\\mathbf{b}_2.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "This means that one of the columns is, in a sense, redundant\n", - "because it does not define a unique direction in space.\n", - "This should not surprise us too much\n", - "since we already saw that this matrix\n", - "collapses the entire plane down into a single line.\n", - "Moreover, we see that the linear dependence\n", - "$\\mathbf{b}_1 = -2\\cdot\\mathbf{b}_2$ captures this.\n", - "To make this more symmetrical between the two vectors, we will write this as\n", - "\n", - "$$\n", - "\\mathbf{b}_1 + 2\\cdot\\mathbf{b}_2 = 0.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "In general, we will say that a collection of vectors\n", - "$\\mathbf{v}_1, \\ldots, \\mathbf{v}_k$ are *linearly dependent*\n", - "if there exist coefficients $a_1, \\ldots, a_k$ *not all equal to zero* so that\n", - "\n", - "$$\n", - "\\sum_{i=1}^k a_i\\mathbf{v_i} = 0.\n", - "$$\n", - "\n", - "\n", - "- Thus, a linear dependence in the columns of a matrix\n", - "is a witness to the fact that our matrix\n", - "is **compressing the space down to some lower dimension.**\n", - "- If there is no linear dependence we say the vectors are *linearly independent*.\n", - "If the columns of a matrix $\\mathbf{X}$ are linearly independent,\n", - "no compression occurs and the **operation can be undone.** This means that there exists the inverse matrix $\\mathbf{X}^{-1}$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Rank\n", - "\n", - "**If we have a general $n\\times m$ matrix,\n", - "it is reasonable to ask what dimension space the matrix maps into.**\n", - "\n", - "A concept known as the *rank* will be our answer.\n", - "\n", - "In the previous section, we noted that a linear dependence\n", - "bears witness to compression of space into a lower dimension\n", - "and so we will be able to use this to define the notion of rank.\n", - "In particular, the rank of a matrix $\\mathbf{A}$\n", - "is the largest number of linearly independent columns\n", - "amongst all subsets of columns. For example, the matrix\n", - "\n", - "$$\n", - "\\mathbf{B} = \\begin{bmatrix}\n", - "2 & 4 \\\\ -1 & -2\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "has $\\mathrm{rank}(B)=1$, since the two columns are linearly dependent,\n", - "but either column by itself is not linearly dependent.\n", - "\n", - "- $\\mathbf{B}$ is rank deficient while $\\mathbf{A}$ is full rank." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "For a more challenging example, we can consider\n", - "\n", - "$$\n", - "\\mathbf{C} = \\begin{bmatrix}\n", - "1& 3 & 0 & -1 & 0 \\\\\n", - "-1 & 0 & 1 & 1 & -1 \\\\\n", - "0 & 3 & 1 & 0 & -1 \\\\\n", - "2 & 3 & -1 & -2 & 1\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "and show that $\\mathbf{C}$ has rank two $\\mathrm{rank}(C)=2$ since, for instance,\n", - "the first two columns are linearly independent,\n", - "However any of the four collections of three columns are dependent." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Invertibility\n", - "\n", - "We have seen above that multiplication by a matrix with linearly dependent columns\n", - "cannot be undone, i.e., there is no inverse operation that can always recover the input. However, multiplication by a full-rank matrix\n", - "(i.e., some $\\mathbf{A}$ that is $n \\times n$ matrix with rank $n$),\n", - "We should always be able to undo it. Consider the matrix\n", - "\n", - "$$\n", - "\\mathbf{I} = \\begin{bmatrix}\n", - "1 & 0 & \\cdots & 0 \\\\\n", - "0 & 1 & \\cdots & 0 \\\\\n", - "\\vdots & \\vdots & \\ddots & \\vdots \\\\\n", - "0 & 0 & \\cdots & 1\n", - "\\end{bmatrix}.\n", - "$$\n", - "\n", - "which is the matrix with ones along the diagonal, and zeros elsewhere.\n", - "We call this the *identity* matrix.\n", - "It is the matrix which leaves our data unchanged when applied.\n", - "To find a matrix which undoes what our matrix $\\mathbf{A}$ has done,\n", - "We want to find a matrix $\\mathbf{A}^{-1}$ such that\n", - "\n", - "$$\n", - "\\mathbf{A}^{-1}\\mathbf{A} = \\mathbf{A}\\mathbf{A}^{-1} = \\mathbf{I}.\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "If we look at this as a system, we have $n \\times n$ unknowns\n", - "(the entries of $\\mathbf{A}^{-1}$) and $n \\times n$ equations\n", - "(the equality that needs to hold between every entry of the product $\\mathbf{A}^{-1}\\mathbf{A}$ and every entry of $\\mathbf{I}$)\n", - "so we should generically expect a solution to exist." - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 1 2]\n", - " [-1 3]]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "A = np.array([[1, 2], [-1, 3]])\n", - "print(A)\n", - "Xd, Yd = linear_map(A, Xs, Ys)\n", - "fig, axs = plt.subplots(1,2)\n", - "fig.suptitle('Linear map')\n", - "plot_grid(Xs,Ys,axs[0])\n", - "plot_grid(Xd,Yd,axs[1])" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0.6 -0.4]\n", - " [ 0.2 0.2]]\n", - "Matrix rank is 2\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "A_inv = np.linalg.inv(A)\n", - "print(A_inv)\n", - "# Let's try inverse mapping\n", - "Xds, Yds = linear_map(A_inv, Xd, Yd)\n", - "fig, axs = plt.subplots(1,2)\n", - "fig.suptitle('Linear map')\n", - "plot_grid(Xd,Yd,axs[0])\n", - "plot_grid(Xds,Yds,axs[1])\n", - "print(f'Matrix rank is {np.linalg.matrix_rank(A)}')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Determinant\n", - "The geometric view of linear algebra gives an intuitive way\n", - "to interpret a fundamental quantity known as the *determinant*.\n", - "Consider the grid image from before, but now with a highlighted region below.\n", - "\n", - "![The matrix $\\mathbf{A}$ again distorting the grid. This time, I want to draw particular attention to what happens to the highlighted square.](https://raw.githubusercontent.com/d2l-ai/d2l-en/master/img/grid-transform-filled.svg)\n", - "\n", - "Look at the highlighted square. This is a square with edges given\n", - "by $(0, 1)$ and $(1, 0)$ and thus it has area one.\n", - "After $\\mathbf{A}$ transforms this square,\n", - "we see that it becomes a parallelogram.\n", - "There is no reason this parallelogram should have the same area\n", - "that we started with, and indeed in the specific case shown here of\n", - "\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "1 & 2 \\\\\n", - "-1 & 3\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "it is an exercise in coordinate geometry to compute\n", - "the area of this parallelogram and obtain that the area is $5$.\n", - "\n", - "In general, if we have a matrix\n", - "\n", - "$$\n", - "\\mathbf{A} = \\begin{bmatrix}\n", - "a & b \\\\\n", - "c & d\n", - "\\end{bmatrix},\n", - "$$\n", - "\n", - "We can see with some computation that the area\n", - "of the resulting parallelogram is $ad-bc$.\n", - "This area is referred to as the *determinant*." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Determinant $\\rightarrow$ Hyper-volume ratio\n", - "\n", - "![The matrix $\\mathbf{A}$ again distorting the grid. This time, I want to draw particular attention to what happens to the highlighted square.](https://raw.githubusercontent.com/d2l-ai/d2l-en/master/img/grid-transform-filled.svg)\n", - "\n", - "**Sanity Check:** We cannot apply Pythagoras Theorem to compute area because axes are not aligned anymore.\n", - "\n", - "The picture is misleading since the axis is **CLOSED to be aligned**.\n", - "\n", - "The angle between $[1, -1]$ and $[2,3]$ is 101.30993247402021\n", - "```python import numpy as np; X = np.array([[1, -1], [2, 3]]);thetarad = angle(X[0,:],X[1,:]);theta = thetarad*180/np.pi; print(theta)}}\n", - "```\n", - "\n", - "The angle between $[1, 0]$ and $[0, 1]$ is 90.\n", - "\n", - "```python\n", - "is_basis = False\n", - "X = np.array([[1, 0], [0, 1]]) if is_basis else np.array([[1, -1], [2, 3]])\n", - "theta_rad = angle(*X)\n", - "theta = theta_rad*180/np.pi\n", - "print(theta_rad)\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Determinant $\\rightarrow$ tells how the space is compressed\n", - "\n", - "- Determinant is 0, compresses the space and loses a dimension (area zero)\n", - "- Determinant $\\geq$ 0 moves the space (the area is non zero)\n", - "- Determinant $\\leq$ 0 moves the space and flips it (area is non zero but flips the order)\n", - "\n", - "> A matrix $A$ is invertible if and only if\n", - "the determinant is not equal to zero.\n", - "\n", - "Computing determinants for larger matrices can be laborious, but the intuition is the same\n", - "\n", - "**The determinant remains the factor that $n\\times n$ matrices scale $n$-dimensional volumes.**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Hyperplanes\n", - "\n", - "**Hyperplane**: a generalization to higher dimensions of a line ($D=2$) or of a plane ($D=3$).\n", - "In an $d$-dimensional vector space, a hyperplane has $d-1$ dimensions and **divides the space into two half-spaces.**\n", - "\n", - "$ \\mathbf{w}\\mathbf{x} + \\mathbf{b} = 0$ where $\\mathbf{w}$ is a vector normal to the hyperplane and $\\mathbf{b}$ is an offset\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Hyperplanes\n", - "\n", - "**Hyperplane**: a generalization to higher dimensions of a line ($D=2$) or of a plane ($D=3$).\n", - "In an $d$-dimensional vector space, a hyperplane has $d-1$ dimensions and **divides the space into two half-spaces.**\n", - "\n", - "$ \\mathbf{w}\\mathbf{x} + \\mathbf{b} = 0$ where $\\mathbf{w}$ is a vector normal to the hyperplane and $\\mathbf{b}$ is an offset\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Projection\n", - "\n", - "Suppose that we have two vectors $\\mathbf{v}$ and a column vector $\\mathbf{w}=[2,1]^\\top$. \n", - "\n", - "**We want to project $\\mathbf{v}$ onto $\\mathbf{w}$ or better project v onto the subspace (line in this case) of $\\mathbf{w}$.**\n", - "\n", - "Recalling trigonometry, we see the formula $\\|\\mathbf{v}\\|\\cos(\\theta)$ is the length of the projection of the vector $\\mathbf{v}$ onto the direction of $\\mathbf{w}$\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Projection vector onto subspace defined by $\\mathbf{w}$\n", - "\n", - "$$\\mathbb{P}_\\mathbf{w}(\\mathbf{v}) = \\frac{\\mathbf{w}\\mathbf{w}^T}{\\mathbf{w}^T\\mathbf{w}}\\mathbf{v} = \\left( \\frac{\\mathbf{w}}{||\\mathbf{w}||}\\right)\\left(\\frac{\\mathbf{w}}{||\\mathbf{w}||}\\right)^T\\mathbf{v}$$\n", - "\n", - "Defining a unit vector $\\mathbf{\\hat{w}}=\\frac{\\mathbf{w}}{||\\mathbf{w}||}$ we have:\n", - "$$\\mathbb{P}_\\mathbf{w}(\\mathbf{v}) = \\underbrace{\\mathbf{\\hat{w}}}_{\\text{direction}} \\left(\\underbrace{\\mathbf{\\hat{w}}^T \\mathbf{v}}_{\\text{length}}\\right)$$\n", - "\n", - "- Projection must be on unit vector $\\alpha\\cdot\\mathbf{\\hat{w}}$\n", - "- How long in this direction? $\\alpha=\\mathbf{\\hat{w}}^T \\mathbf{v}$ that gives the length of **v** onto **w**.\n", - "- **$\\mathbf{w}$** can be also a matrix, not a vector (matrix which columns are vectors)." - ] - } - ], - "metadata": { - "celltoolbar": "Slideshow", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.13" - }, - "latex_envs": { - "LaTeX_envs_menu_present": true, - "autoclose": false, - "autocomplete": false, - "bibliofile": "biblio.bib", - "cite_by": "key", - "current_citInitial": 1, - "eqLabelWithNumbers": true, - "eqNumInitial": 1, - "hotkeys": { - "equation": "Ctrl-E", - "itemize": "Ctrl-I" - }, - "labels_anchors": false, - "latex_user_defs": false, - "report_style_numbering": false, - "user_envs_cfg": false - }, - "rise": { - "autolaunch": true, - "overlay": "
Artificial Intelligence and Machine Learning - Unit II
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\n", + "\n", + "\n", + "## Unit II \n", + "\n", + "## PCA in higher dimension, 3DMM, the curse of dimensionality\n", + "\n", + "**Iacopo Masi**\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## My own latex definitions\n", + "$$\\gdef\\mbf#1{\\mathbf{#1}}$$" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "hide_input": false, + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "%matplotlib inline\n", + "#plt.style.use('seaborn-whitegrid')\n", + "\n", + "font = {'family' : 'Times New Roman',\n", + " 'weight' : 'bold',\n", + " 'size' : 12}\n", + "\n", + "matplotlib.rc('font', **font)\n", + "\n", + "\n", + "# Aux functions\n", + "\n", + "def plot_grid(Xs, Ys, axs=None):\n", + " ''' Aux function to plot a grid'''\n", + " t = np.arange(Xs.size) # define progression of int for indexing colormap\n", + " if axs:\n", + " axs.plot(0, 0, marker='*', color='r', linestyle='none') #plot origin\n", + " axs.scatter(Xs,Ys, c=t, cmap='jet', marker='.') # scatter x vs y\n", + " axs.axis('scaled') # axis scaled\n", + " else:\n", + " plt.plot(0, 0, marker='*', color='r', linestyle='none') #plot origin\n", + " plt.scatter(Xs,Ys, c=t, cmap='jet', marker='.') # scatter x vs y\n", + " plt.axis('scaled') # axis scaled\n", + " \n", + "def linear_map(A, Xs, Ys):\n", + " '''Map src points with A'''\n", + " # [NxN,NxN] -> NxNx2 # add 3-rd axis, like adding another layer\n", + " src = np.stack((Xs,Ys), axis=Xs.ndim)\n", + " # flatten first two dimension\n", + " # (NN)x2\n", + " src_r = src.reshape(-1,src.shape[-1]) #ask reshape to keep last dimension and adjust the rest\n", + " # 2x2 @ 2x(NN)\n", + " dst = A @ src_r.T # 2xNN\n", + " #(NN)x2 and then reshape as NxNx2\n", + " dst = (dst.T).reshape(src.shape)\n", + " # Access X and Y\n", + " return dst[...,0], dst[...,1]\n", + "\n", + "\n", + "def plot_points(ax, Xs, Ys, col='red', unit=None, linestyle='solid'):\n", + " '''Plots points'''\n", + " ax.set_aspect('equal')\n", + " ax.grid(True, which='both')\n", + " ax.axhline(y=0, color='gray', linestyle=\"--\")\n", + " ax.axvline(x=0, color='gray', linestyle=\"--\")\n", + " ax.plot(Xs, Ys, color=col)\n", + " if unit is None:\n", + " plotVectors(ax, [[0,1],[1,0]], ['gray']*2, alpha=1, linestyle=linestyle)\n", + " else:\n", + " plotVectors(ax, unit, [col]*2, alpha=1, linestyle=linestyle)\n", + "\n", + "def plotVectors(ax, vecs, cols, alpha=1, linestyle='solid'):\n", + " '''Plot set of vectors.'''\n", + " for i in range(len(vecs)):\n", + " x = np.concatenate([[0,0], vecs[i]])\n", + " ax.quiver([x[0]],\n", + " [x[1]],\n", + " [x[2]],\n", + " [x[3]],\n", + " angles='xy', scale_units='xy', scale=1, color=cols[i],\n", + " alpha=alpha, linestyle=linestyle, linewidth=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Recap previous lecture\n", + "- Principal Components Analysis (PCA)\n", + "- Eigendecomposition of a matrix\n", + "- Geometry behind PCA\n", + "- Application of PCA for:\n", + " - Compressing the data (point cloud to line)\n", + " - Modeling 3D Faces (3D Morphable Model 3DMM)\n", + " - Rotating the data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Today's lecture\n", + "## PCA with SVD\n", + "## PCA in a high dimensional space\n", + "## Application: Eigenfaces" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Eigendecomposition of Matrices\n", + "$$\n", + "\\mathbf{W} = \\begin{bmatrix}\n", + "1 & 1 \\\\\n", + "-1 & 2\n", + "\\end{bmatrix},\n", + "$$\n", + "\n", + "be the matrix where the columns are the eigenvectors of the matrix $\\mathbf{A}$. Let\n", + "\n", + "$$\n", + "\\boldsymbol{\\Sigma} = \\begin{bmatrix}\n", + "1 & 0 \\\\\n", + "0 & 4\n", + "\\end{bmatrix},\n", + "$$\n", + "\n", + "be the matrix with the associated eigenvalues on the diagonal.\n", + "Then the definition of eigenvalues and eigenvectors tells us that\n", + "\n", + "$$\n", + "\\mathbf{A}\\mathbf{W} =\\mathbf{W} \\boldsymbol{\\Sigma} .\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "If the matrix $\\mathbf{W}$ is invertible, we may multiply both sides by $W^{-1}$ on the right,\n", + "we see that we may write\n", + "\n", + "$$\\mathbf{A} = \\mathbf{W} \\boldsymbol{\\Sigma} \\mathbf{W}^{-1}.$$\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Operations on Eigendecompositions\n", + "One nice thing about eigendecompositions is that \n", + "we can write many operations we usually encounter cleanly \n", + "in terms of the eigendecomposition. As a first example, consider:\n", + "\n", + "$$\n", + "\\mathbf{A}^n = \\overbrace{\\mathbf{A}\\cdots \\mathbf{A}}^{\\text{$n$ times}} = \\overbrace{(\\mathbf{W}\\boldsymbol{\\Sigma} \\mathbf{W}^{-1})\\cdots(\\mathbf{W}\\boldsymbol{\\Sigma} \\mathbf{W}^{-1})}^{\\text{$n$ times}} = \\mathbf{W}\\overbrace{\\boldsymbol{\\Sigma}\\cdots\\boldsymbol{\\Sigma}}^{\\text{$n$ times}}\\mathbf{W}^{-1} = \\mathbf{W}\\boldsymbol{\\Sigma}^n \\mathbf{W}^{-1}.\n", + "$$\n", + "\n", + "This tells us that for any positive power of a matrix,\n", + "the eigendecomposition is obtained by just raising the eigenvalues to the same power.\n", + "The same can be shown for negative powers,\n", + "so if we want to invert a matrix we need only consider\n", + "\n", + "$$\n", + "\\mathbf{A}^{-1} = \\mathbf{W}\\boldsymbol{\\Sigma}^{-1} \\mathbf{W}^{-1},\n", + "$$\n", + "or in other words, just invert each eigenvalue." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Eigendecompositions of Symmetric Matrices\n", + "\n", + "- Hessian \n", + "- Covariance Matrices*\n", + "- PCA*\n", + "- Kernels etc" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Eigendecompositions and Singular Value Decomposition\n", + "\n", + "| Method | $\\mathbf{A}$ | Decomposition |\n", + "| :-------------: |:-------------: |:-------------:\n", + "| SVD | any | $\\mathbf{A}=\\mathbf{U}\\mathbf{\\Sigma}\\mathbf{V}^T$\n", + "| Eigen | square | $\\mathbf{A}=\\mathbf{U}\\mathbf{\\Sigma}\\mathbf{U}^{-1}$\n", + "| Eigen | square/sym | as above but $\\mathbf{U}\\mathbf{U}^T=\\mathbf{I}$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Decomposition as a Geometric Pipeline\n", + "\n", + "$$\\mathbf{A}\\mathbf{x} = \\underbrace{(\\mathbf{U} \n", + "\\underbrace{(\\mathbf{\\Sigma}\\underbrace{(\\mathbf{U}^{-1}\\mathbf{x})}_{\\text{1st step/rotate}})}_{\\text{2nd step/scale and flip}})}_{\\text{3rd step/rotate}}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "| Method | Step 1 | Step 2 | Step 3 |\n", + "| :-------------: |:-------------: |:-------------: |:-------------:\n", + "| geometry | rotate | scale axis | rotate |\n", + "| SVD | $\\mathbf{V}^T$ | $\\mathbf{\\Sigma}$ | $\\mathbf{U}$ | \n", + "| geometry | rotate | scale axis | rotate back |\n", + "| Eig | $\\mathbf{U}^{-1}$ | $\\mathbf{\\Sigma}$ | $\\mathbf{U}$ | " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Decomposition as a Geometric Pipeline" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Geometry of SVD \n", + "\n", + "Source: wikipedia\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Principal Component Analysis (PCA)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### PCA works in unsupervised learning settings\n", + "\n", + "\\begin{equation}\n", + " \\underbrace{\\{\\mathbf{x}_i\\}_{i=1}^N}_{\\text{known}} \\sim \\underbrace{\\mathcal{D}}_{\\text{unknown}}\n", + "\\end{equation}\n", + "\n", + "### Assumptions\n", + "\n", + "- $\\mathbf{x}_i \\in \\mathbb{R}^D$ \n", + "- $N \\geq D$ (number of points higher than number of features; or else, more points than dimensions \n", + "\n", + "### Objective: find a transformation (subspace) for compressing the data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Find projection that maximizes the spread of the data\n", + "\n", + "- Find $\\mathbf{u}\\in \\mathbb{R}^k$ $\\left\\|\\mathbf{u}\\right\\|_2=1$ for which you can project the data $\\mathbf{x}^{\\prime}=\\mathbb{P}_{\\mathbf{u}}\\mathbf{x}$\n", + "\n", + "$$ \\mathbb{P}_{\\mathbf{u}}\\mathbf{x} = (\\mathbf{x}^T\\mathbf{u})\\mathbf{u}$$\n", + "\n", + "- We have to maximize the variance once projected.\n", + "- Which means making the projection of **x** with **u** **large**:\n", + "- We can measure the **size** of the projection with $\\ell_2$ norm.\n", + "\n", + "$$\\arg\\max_{\\mathbf{u}} \\frac{1}{N}\\sum_i^N \\left\\| (\\mathbf{x}_i^T\\mathbf{u})\\mathbf{u}\\right\\|_2^2$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Full recipe\n", + "$$ \\mathbf{X}^{\\prime} \\leftarrow \\frac{\\mathbf{X} - \\mathbf{\\mu}}{\\mathbf{\\sigma}} $$\n", + "\n", + "$$\\underbrace{\\mathbf{x}^{T\\prime}_p}_{\\text{rec}} = \\underbrace{\\underbrace{\\mathbf{U}_{|k}}_{k \\mapsto D}\\quad\\underbrace{\\underbrace{\\mathbf{U}_{|k}^T}_{D \\mapsto k}\\quad\\underbrace{\\mathbf{x}^{T\\prime}}_{\\text{orig}}}_{projection}}_{reconstruction}$$\n", + "\n", + "$$ \\mathbf{x}_p\\leftarrow\\left(\\mathbf{x}^{T\\prime}_p{\\mathbf{\\sigma}}\\right)+\\mathbf{\\mu}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "Can be used for compressing and reconstructing the data using **U** up to *k* components:\n", + "$$\\underbrace{\\mathbf{x}^T}_{\\text{prj}} = \\underbrace{\\underbrace{\\mathbf{U}_{|k}}_{k \\mapsto D}\\quad\\underbrace{\\underbrace{\\mathbf{U}_{|k}^T}_{D \\mapsto k}\\quad\\underbrace{\\mathbf{x}^T}_{\\text{orig}}}_{projection}}_{reconstruction}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Alternative interpretation: Find orthogonal projection that minimizes reconstruction error\n", + "\n", + "$\\def\\mbf#1{\\mathbf{#1}}$\n", + "\n", + "- Find an orthogonal matrix $\\mbf{U}\\in \\mathbb{R}^{D\\times k}$ for which:\n", + "\n", + "\n", + "$$\\arg\\min_{\\mbf{U}} \\left\\| \\mbf{X} - \\mbf{U}\\mbf{U}^T\\mbf{X}\\right\\|_2^2 \\\\\n", + "\\text{subject to} \\quad \\mbf{U}^T\\mbf{U} = \\mbf{I_k}\n", + "$$\n", + "\n", + "- Both interpretations lead to the same results:\n", + " - To compute $\\mbf{U}$ you have to compute Eigendecomposition of covariance matrix $\\frac{1}{N}\\mbf{X}\\mbf{X}^T$" + ] + }, + { + "attachments": { + "immagine.png": { + "image/png": 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3u8mFCxeMv3u73Xe+71dxzT3CimnuMeWITlzb0z3GtExNt66mFj2dNxGJJ1Dk9cDtdmPPnj3w+/35WcgWG9WJayHfGhXOhWTV5mUOOD09jccffxy/+Zu/udD4elwRUAQUgW2NwInGckzEU/KTRLC4BOUNzZjKeLC/rhh0zZFINB5m+/yJrIl0v/KVr+Dhhx82u7SpqSkwollFEVAEFAFF4E0EGsqDePBwHYJ+DwYjCZSXFuPDD92H1oZqc1IqlcLly5cxNDT05kX6bssisGrz8je+8Q38/u//Pj7zmc8YcKzWu2WR0htTBBQBRWCVCJB4+eOUTNV+tLe3G7Klj7etrc34gnfu3Ok8Td9vMQRWTboMmsoOnNpi2OjtKAKKgCKQNwRcLhdaW1sRDAbR2dlp5unt7TXEu2vXLuPvzdvkOvCGIbAm8/KGrVonVgQUAUVgiyBQV1eHvXv3zpLs6OgoLl68CLrsVLYeAkq6W++Z6h0pAorAJkOgrKwMBw8enI1iZoAViXdycnKT3YkudykElHSXQkh/rwgoAorAOiBAMzNTLG2RoWQyiUuXLoFpmSpbBwEl3a3zLPVOFAFFYJMj4PV6sW/fPlRVVZk7YYDVjRs30NXVtcnvTJdvEVDStUjoqyKgCCgCBYAAC2YwwMoZxcwAq2vXrpnaCAWwRF3CGhBQ0l0DeHqpIqAIKAL5QqC+vt5UqyIJUxhgRXNzdoBVOp3O1xJ03DwgoKSbB1B1SEVAEVAEcoFAeXk5Dhw4MBtgxZq+2QFW169fRw5K6OdiuTrGMhBQ0l0GSHqKIqAIKAIbhQCbyTCyORwOmyUwwIoVrBhglUgkMD4+jp6eno1ans67QgSUdFcImJ6uCCgCisB6I+Dz+bB//35UVlaaqVkBkAFWrGJFoc+XWrBK4SOgpFv4z0hXqAgoAoqAKZ7BSlU7duyYRcM2SqB5mSUl1cw8C03BvlHSLdhHowtTBBQBReBWBBoaGsCfbKGmS41XpbARWHXt5cK+LV2dIqAIKAJbDwHrv7UabvYd0rfL4CsW2lApTARU0y3M56KrUgQUAUXgFgQYTFVRUYFAIHDL73hAzczzwlJQB5V0C+px6GIUAUVAEVgYAY/Hg9raWhw5csRUrmLN5mxhvea+vr7sw/q5QBBQ83KBPAhdhiKgCCgCK0GgtLQU/GHaUH9/v+nLawtldHd3GzMzNeLTvafx9Ytfx82xm2gua8bJgydxvP74SqbSc3OIgGq6OQRTh1IEFAFFYL0RKCoqQlNTE44dO4bm5mZjeqaZmelEp3pO4bHnHsNIbASNpY3mlZ9JxCobg4CS7sbgrrMqAoqAIpBTBGh6rqmpmTU9s3nCl57/EioCFagIVsDtcptXfqbmq7IxCKh5eWNw11kVAUVAEcgLAk5z8ivdr+Ce5nvmzFMWKDOm5jkH9cO6IaCku25Q60SKgCKgCOQXARLup5/6NPon+5FIJTCYGMR3r30XP7X3p1BfXG8mH4uPGd9ufleioy+EgJqXF0JGjysCioAisMkQ+MLLX8DV4atm1dRoKwOVGIoN4Uc3f4TpzLTx6Y7ER0ww1Sa7tS2zXNV0t8yj1BtRBBSB7Y7A853Po8RfgqAviMx0BuF4GPXT9eif6EfneKfRcD9++8c1enkD/1CUdDcQfJ1aEVAEFIFcIpBBBnDNjOhyu+D2iDFTUnYDqSDuPfxReF016B4sQ00ghoZyrVqVS+yXO5aal5eLlJ6nCCgCikCBI3BP4z2YSEwgloyZ6lSpYArxUBLFyUacO/Ua+q+ewVVpC/iPz19G94h2JdqIx6mkuxGo65yKgCKgCOQBgV9/y69jT+UeM/JYYgwulwt1O3fh/iMfRDhYhHBxMdzpBCaHuvDE9583DRJSqVQeVqJDLoSAmpcXQkaPKwKKgCKwyRBgpak/fucfz6lAFUjeg92BRiRiUUyMjZo7Cvo8GJ6IoqurC6xexT69LC8ZCoU22R1vvuUq6W6+Z6YrVgQUAUVgQQRIvM4yj0+e7UFsKo2y8krEpC5zKpUU83MapQGfGYPVq4aGhswPOxSxZ6/brUbQBQFe4y8U2TUCqJcrAoqAIlDICJxoLMdEPIVochrV9TsQnUphMpHG/rri2WX7fD60trYq4c4ikr83Srr5w1ZHVgQUAUVgwxFglPKDh+sQ9HsQdwdQXVWFe3ZXorrkzfaAyWRSNOCUarjr8LTUvLwOIOsUioAioAisFQFneceVdgsi8doUoVRqJ86dO2dIloFWNC9TOjs7EY/HTdMEHlfJDwKq6eYHVx1VEVAEFIGcIUDCzVW3IDZCYDciClsDtrS0mChnfh4cHMSVK1cMIfOzSu4RUE0395jqiIqAIrBOCPSMxnCqcxTDk1OoDPtB/6XV6NZpCesyDbsC2W5BnJBdgyg87gyaMgeX8U9FhXQekh9GK1dXV5t2gNeuXTNkOzExgYsXL2Lv3r3m+DKG01NWgIBquisAS09VBBSBwkGAhPu9830mMrdKCJcRuvzM41tN2ICetZQpaYk8jo5F4coE8eO2i3j8hXYwQnml901tt6xsZsxiyd89ePDgLMkmEglDvOPj41sNyg2/HyXdDX8EugBFQBFYDQLUcEsCXgTcGdy8dgnuVNx85vGtJvThsjsQxcMc25FJvPDSBQSipSgvcq9qw0EzczD4ZinIoqIiQ7yWiNPptDE19/f3bzU4N/R+lHQ3FH6dXBFQBFaLAE3KAa8L3TdvIDk1NfM6OWNqXu2YhXrdyYMnwe5AI7ER0y2o3xVDMhPFscCdGB7oRXGRNycbDo/Hgz179phCGRaLjo4OvHTmMr59pnvVWrUdS18BJV39K1AEFIFNiQB9uDHJPQ2GZ/JNGYV78+ZNpMb7ZyNyN+WNzbNo+m0fufcR48tltyCfpxQP3/N/YE/tEVRU1ZhAqLAQLzciaxVGLjc1Nc0GWA1OxPEvL13C9atXxa/sWZVWvdY1baXrNZBqKz1NvRdFYBshwKAp+nBLKmrh9fuFcDtM0Yc63xSuCkHs3r0b1Ny2ijgrTdkqU0G5Pa8UtqBMJlImmCxX98sAK5qcn//uCwgXeeCZTkq7wLRo1DP5vTTjb8WgtVzht9A4qukuhIweVwQUgYJGgF/4tuhDSnrI7pZo2/v21ZiiDwwAYgQu8063otgqU7E0xNyckYpTSVN1isdzKSUlJQjXSsBVSRgNTS3wF80Qbq606lyudbOMpZruZnlSuk5FQBG4BQESr1PbSiSajZZLsuUPiZc+SpLHVhK74aC2ORhJGA33nt1Vc7DI1f3WVZQgGgpKlyL/7JC51qpnB94Gb5R0t8FD1ltUBLYLAjYC9/r166C2ayNw6aOsqanZUjBkbzjydXPWjO9yJcXM7DVmbNZyJsmrrBwBJd2VY6ZXKAKKQAEjQD8uCzsw6nZgYMAEVTHAippvY2PjbPWlXNxCdnGOBl8cx/e35mLoghljPbXqgrnpPC5ESTeP4OrQioAisDEIMAKXxR+Yh0ryZWQz801JvLkKsLLFOZgrzOIcUSnO8U+vXjRzFW3Mbedt1vXSqvN2AwU0sJJuAT0MXYoioAjkFgGalGlyprmZpmYbYEVNmMfXIrY4R4n0pe3pbAekb0DAk8Gzp6/gbftqlzX0WpoYLGsCPangENDo5YJ7JLogRUARyCUCLOrPEoeWZG2AFWsMr0WYE0sf58jgACbGRjExPoqgVIsaiyXR1dW1ZK5wLpsYrOU+9Nr1RUBJd33x1tkUAUVgAxAISG4piddGMbN3LLvpsKvOaoXFORjFG5CmATRnjwvZnpZo4msDEbxwYwSnL7ctOrSziYHb5UZoOoRi+Y/HVbYuAkq6W/fZ6p0pAoqAAwHWGt63b5/pqsPD9PO2t7fP+nwdpy7r7dGGEpw6fxnfeuZlPHOlH/92oQ9DkSnsrSlGXJoSPPHjc7jRO3LLWNRwH336UXz5zJfxet/r6I30mnN8YqZOD6Vx+txpDA8PL6kp3zKwHtgUCCjpborHpItUBBSBXCBAjZT9Y5lCZIUBVmxrR5/vSoRR0mU1dSgur8J4fBqZqaiUZ+RXqjh3k1Fk4hH864tn5pCn06S8o3iHmKLH8Fznc4Z43XKtq8yFam81bty4gTNnzqCnpwfJZHIly9JzCxwBJd0Cf0C6PEVAEcg9ArW1tUbrtWUix8bGTCENtrRbrjCQqrWmDD/11sM4fGAf9oiGW+J34dK1mxgbGUZ8YhjdA0MmatqO6TQpH6g4YJoXuDIuXBi8YJoZRL1RfOD2D5jTSbbd3d2GfNva2jA5OWmH0ddNjICS7iZ+eLp0RUARWD0CCwVYRSKRZQ1qA6n6ujsQH+qEOxBCkQRSucLlCEiqUmwqiXRkxBDnS20vvWlS7n0dfZE+1BXX4ZD8F0wE0TXaZZoZsKnBu+94N2gKt0Iz+NDQkNkUsMKWmp4tMpvz9c0nuznXr6tWBBQBRWDVCNgAK6YUMZqZAVaXL182JuiqqpmKS219o3jleh8S7oApt9gUSuPI7kbzPiI1j6fT09hRFsSlvoi8n0LI60G4og5eIeEDFW5889Q38Xjb43BXu5FMJY0peTQ+ivua7kPLzha42904HjiOj+76KGpKawzhMseYa8oWars0PXd2dqK+vn5OC77sc/VzYSKgpFuYz0VXpQgoAuuEgA2wYtUqRjNTs6Q5NxaLwR2uxL+8egOJ8UEcPHQYUYlWfuL1C0KuaRzfWYO///6rmI6Nm162zZVBtA9NS3OAAOorSvHO2/fiSvcr+NKTX4K/zI9ydznG/GPomuhCbbgW5wfO47b62xDzxPD+lvebuS/e6ETHhPiHA2VwJxNoDGVMAwcnFEx9onncbgqcv9P3hY+Akm7hPyNdoSKgCOQZARtgRc2XWiSlr68Pp/puwi3xVUXuDK6eP42S0jL4XSn84PVL+NX31eOX3nknXhItuL2rF7XuCdy3p8qQJMdIhYbxuRufQ39RP0qTpQh6gqguqjZjR6Yi6I5044HgA/gP7/0P8Ax70Dc6ieevD6O8JITW+jCmpkvw0sULeGsL5hAv11pWVral2hYaULbJP0q62+RB620qAorA0gjU1dWBxEsTLqOZewaEBIM+TCXi6OvuRE39DiktGcJodMqkG+3fvx/vu6MVkJ/p6Wnje2W956vDV/G/vvW/0J/qNwSZSCXQOdGJRvmvKlSFafnvF478Ah69/1GzqIHgAJ659KrpW1sc8CMUCiNsSlk24XJf9xzStcU9WM7S5h0vfWd6RqEgoIFUhfIkdB2KgCKwbgiwbjIbwT/+Qrt55Wcr1CIPHDgAv9+PUsmdjUnOLbOAaIYeHuyXghhT5jh9wCRYK26323QyOnz4MC56LqLEV4JKdyXKisoA10xe8GB0EGPxMUkt8uHkwZP2UnPdlNtvfMk7m3fNNmWor61B0jPTw5YbAkuyuSjuMTu5vllXBJR01xVunUwR2D4ILEZsG4mCbVQQkwYF1cVFEmWcxvfO98ES79TUlIkQpua6v64Yg0MjuNlx0+TLTsbi6OkdMMd5DzQj8/xsGcoMoWVXC47uPApWm6oN1aLIW4TRxKjwdwa/8xO/g+P1x+dctm+PkK0/DK/PN3ucFa/2y3GmNpWXl89b3INroB9aZXMgoKS7OZ6TrlIR2FQILEVsG3kzzkYFg73d8GWSJhCKx6lBsm4yU3T4vlqCoh443orW3XvgDpUjKKbnPaUZBOnoFSExs6oVxVaa+tgTH0NHpAPXhq+hvrTeRCnTpFzsLzaBU3/3wb/Dzx/5eXON85+37q5DNAVMMCJaSJSv7Ft7564a0zEp9Ea5yeziHvQ9r6a4h3Nufb9+CKhPd/2w1pkUgW2DgJPY0kJe7lRciC0AHmebuI0U5tdSwx0a6MPo8CDGR4dR09CI4WQQ0WjUtP87evQoRkdHZwtbvF3IV9Rbs2zm8dK0zLaBNCmzc9EPzv0Aj516DP2T/aD/djIxiR+0/8Ccv6dyD/weP0biI2AebraGa7FYvG/tXMwYvUzfs+2eZIt75KJ7kl2PvuYHASXd/OCqoyoC2xoBS2w0e7LtXXQygqraBsQCpRuOi21UMCW9dSnUVm/cuI4dO3YImXoN8bI0JPNgKysrTSUo+m5tUYriYmlLID8srsH0HWrFf/TPf4RXkq/A7ZPGBf4QfNM+eF1eXBq6ZMzKzWXN+PjtH1+QcC0oK+lba4t7XL16FaykZQOs9uzZY9Znx9TXwkJAzcuF9Tx0NYrAlkDAEtvkxLghXN5UR2cHkmP9G+5/PNFYbsy2xTU7UFFdK83nU6KZplHlmjRpQlwryy+SxCjhcBitra04duyYIWbfGz5XargkZUjr3BcnXoRr0oWQL4RUOoXR1Cj8E37EhmL4wkNfMFHKC2m4ZpJV/mOLezgDrFjcgxsBlcJEQEm3MJ+LrkoR2NQIWGLLiNZX07BTiC1tiK3eP2Va6tFfulFizbhBvweZUAVahFDv3Vtt/Lc2IMkWyLCfuVaSbUNDgyHfXbt2oTPaif/6D/8VH33io5gKTMFV7jJRx4xM9rg8iIQiSEaSOHv2LKiNkqTzIba4R3X1TA6wXbsGWOUD7bWPqebltWOoIygCikAWApbY6MMdThZj9969KJ0aRkXIa/yhrCFM/yM1tY0QpxmXZNjV5TJmZedaWHKRZmam6jiFxSk6pzrxtcGvSYehYqTH0gj7whhPzJAqtV0S32RmEg8eetBcSp8rf3i/tpoU/cG5koWKe9zsH8WIRyphxdOmbCU3Q7x3lY1DQEl347DXmRWBLY2Ak9h4o/Q7UuOj2ZbvSbws8EDf5EYIiZGRyoz+XUhoZmbebvbmwNktqGpMajRHpZtfOom4BIx53B7TPaguXIffetdvITAegG2iwHtnuUnOS820pqbG+IUXmn+lx53FPWYqXHWjojSMPbLBsalRDx6uU+JdKbA5PF9JN4dg6lCKgCKwMAIMOjp48KCJuKV2yYpPV65cMb1tqf2tt1A7bGxsNORHjZZ+0P6xqFSAikh/3KQpgME83ZCkBLFYhhWmBj1x8QmjzZYHy00O7sDgABr8DRjJjKAyWIlp7zT+8F1/iBMNJxCviOP8+fNzfNm8d5I9f0jqvP9cbT5scY/nvv2cqXDlzaSQiE6itFz8zyKFEEFusdyOr7mzb2xH9PSeFQFFYEUIsMgDzcpOku3o6DDan9N/uqJB13gytVh29alp3ofLET/S4o9l6cdoPGFqIbf1DM6mDtkm9EwB8nslUCoZMxHK+6r2wTMq102U42cbfxZ//NY/ns3F5fiMjF5IuAEh4a+kl+9CY9njTGcqrmtBRVkpKqpqZgk3XCRVtSRlSmXjEFBNd+Ow15kVgW2JADXMpqYmk+dKUyvJlik5NL3S3OzsJbsYQCzAYXzGQiKMll6rv/JszwQadzSguKgJw5LDO3F1Jt2Hmm9tWZfRSD//8udxafAS2JpvLDGGmlANgl7phxvvws6inXhvy3txR80d6O3tNdWquLlgOUmafZn3m92InliwfjNTkHItNWUhRAMtkh89t8IVsVLZOARU09047HVmRWBbI0Cf5r59oiGK9kthwQn6eW2qzmLgZFe8ikQTc0o5LnbtQr+zTen5+7GRYZSWlYumWCJt9kpwefAyPvI/P4LHzzyOzvFOFPuKUR2sRn+035Bv0pXEpz74KTSVNhnzOSOHWSXqzJkz5pU+XVaSIsk6hRsOnmd9vs7frfU9NyERSYWKSClJZ4UrHlfZOASUdDcOe51ZEdj2CDC/9NChQ7OBSjbAaqn0Gmq4JQGv0eImx8cw2HFN+s9Gjea7WlBtbvHYyJD4m2dSmiaicVyPPY8/uvxH+G7Xd6V37rQxKXdFuhDwBtBa1oryQDk+cPADeMeRdxjTOaOS2YuXZnMGjpFUL1y4YDoXUetlMQ4K838pTJ/KR26tjSBnatRgJAG+ahCVgXxD/1Hz8obCr5MrAorAfAFWJCuaoBndO5/YilczLfc6DJGN9XVgYlLCiI82zHfJkseoAbLxQUmoDM17S6SxQR/O3XgR3277PIobQ/CWeOHOuDExNWHG6uvvQ01xDcbcY7Mdg6i5MyiLhEtJJpPm85X2LgxOSV6wNDQIuKdx96FduOOOA6ZuM/251Hjb2tqMlk//b7ZGbAZbxT/ZEeSrGEIvyTECa9Z0+Qfz7LPP5nhZOpwioAhsJwSyA6xIQvT3Wp9vNhZWK/X5i1BWISk7ImzBl5oYMkTG6yl8pX91OeLUDMcSGRPZXNTcBW+llHZMhhD0BU0N5dKiUqQzUuzDM4nkSBJ3uu9ETUZa8AnBUpNl3WY2J7AyOpnA6Q7xAY+NozzkR1FxBZ67PoTesThapTAHI6itcK2sp2y1YXtcX7cOAmvSdGk2+d3f/V2w1ufb3/72rYOK3okioAisGYGVBjrZACtG+1JTJGEywIomZwZYWd8vF2a1Ur6vqmvAVEZMqELSx3aWYXBwcPYaEiFzbZmO4yRCXjefZGuGX7nWiwapGc382+pMNTrGOkxN5Ywng90Vu9EaaMUHaz9o5ujp6UFFRYWJzKb/ln5akmf7cExMu24hbBdS0gawrroOrkDxbOqOza21ZMuAK1s8hCSusrUQWJOmS7K95557thYiejeKgCKwZgSyA51sYQYeX0poUmZakSVZ+ndJQs6UGqdWSn9lXV0NHn7wbtRXzEQB26AsEjDJm6Zbq/0uNb/z92xU0FjaOFP0QlKJ+J5abkpyX29vuB2ffvDTuGvfXeYSjs+mCFwryZY+Wx5jbecSeV9cWiZNH+pRu6MRtdWVc1J3mFvLHGZLsvQJ0w+cHe3sXJu+35wIrIl0N+ct66oVAUUg3wg4A51i0mGoWPJDGfjE48sR20GH/l4KI5pJQiRTKyTeh8R/+/DdLeZ1b2ONIS5bPYokTf8qhSRGTXSlcvLgSVNh6mjtURM4FUvFUF9Sjy/+7Bfxlz/7l6ZrEHN8s9OcGBxFzZqkz+IUofJqky8bkyIVHTeuYHRi0qQ5OdfD3FoGldn0IY5x6dIlQ+TO8/T95kZASXdzPz9dvSJQkAjY9Bt2Gepqv47OtmsISGbQSgozkDyp/dkOOraCFYlsIbFBWfNVd6K/lP1yVyLsDMQeuCx+wb64v3DkF/B3H5jbhJ6Ey6CvbKGpmQ0S6kJu9Pb1YzQyaTRfEu5lIdM9ZTOpUs7rOBbzdquqZvzU1JRv3LiBV89fxZNne/D4C+3mdTkWA+e4+r5wEHDJQ52JOFjlmv7iL/7C+F0+85nP3DLCK6+8siw/yi0XbvID3JXb3fYmv5WCWr7imvvHkS9Mf9w+aQKbRnpuICV+VUoKJKdmvGPfTDnC5d4Nv6KopY6MjMxewpZ67HfrjPLledQOeR7NvCTpbOH/l/QPO6/LPme1nxn0ZTVxatncAEyJD5fradh9AIPTxbje1iG9duNoLvehMjTTtYjkPJ/Qn01NfSSWwpm+OCqlulRj404k0i5MJqdxT5N0cAq/WfhivjG22rF8/b3mGidu7u688855h11TINW8I2YdpLlkuwnNYNvxvvP9nBXX3COcL0zLG2Im/aa2phqjfZ0YFy2PPWv3VHiwc+fOFdcZPnz48JxUHCLBVns2wIrkRoKiaZZ+UWuinQ8xq4E6f8fyjmxicHPsJujHpVl5pf1v6Yc+d+6cIXtqp2z/RyER33bbbSgvLxdN924Tke3U1qnJE5PsjQC/QxhU9aXvvYjmhpTUUfahXipcBYIh6QecRFTybg8dWl16lPPeN9P7fP295hoDKpwLiZqXF0JGjysCisCqEbCBTqXFIYRqmlBZUY57dlca7Y5NDqyvdSUTsKSis4KVM8CKkcJsHkDzLE3S/KGJNpvIOB+1Zvp4rXz13Ffx4W98GF859xVcG7lmqk899txjIBEbTVM01eUYBLkJcJqZ7dwkVZIwCZTHGNnsPI/rZibIfJo5ibq4Vko5hoKokwAsEi5Fayjbp7f5XtdEugzrP336tPmDYbi7iiKgCCgCFgEb6PTv79uNj77nXhzZ22J/ZVKC2qV7z3LIbPYieTNfgBWjha3myDFt5DBzYI8dO2aaDZAQrXBOG8382R99Fh954iO4OHgRXeNd6BrrwrnBc0ilU0bzpVZMszEb0dMnTPP1YkKiZyQyhVq4NR1zTSRWmzPMDYQzQpu9dhk05YzQtvPUV5WiumnPbNMCHp+U0o5aQ9kitLle10S63K198YtfxJe//GXzB7a5bl1XqwgoAuuFADU8FoFw1h8mUVLrXYrIsteYHWDF660vlT4/Z5QyyZbBTCRfkqA1O9Pn9ug/PYpPP/Vp8Y9GkRZSjE7FTF3lycQkWOaRpmarvdJ8zR64rKVMYl8sIIv3yHQnarick/Nb4RjUeknCNk3IRmhT++YGIrsOM3OSJ6emjUlZayhbJDfv65pId/Petq5cEVAENgIB2+TAptiQLEk0JMuVCK+nqXmhKOXs/FaSPrVO9sWlr7R/uh+fe+ovkBQ/s0cCvDLpDKbT00gNTKNXOgz1R/qNb5drYtCW1V5Jltws0LdIzZRBUtnauiVqm2fMso7071pzM4O8WGuZhTvsBsJuBriByK7DbE31WkN5JX8hhXuukm7hPhtdmSKwJRGgBkifq43wp0mVxLtUkwMnGCQ7ktNC11jzsfMa+575sy9MvoBEZQq+jB+eiNRE7s0gMyI/oWnEB+NI96TxExU/YYiR11nt1Y7BV2qkdKvNZ3q2zQzs+SRuEr41c3NTwHumdmvThLghoVjzNzsVWUK3pnqbk8zPKpsTASXdzfncdNWKwKZGIDuflkFEbHLANJnlCAmbP+zoM59km5md5zBA6omLT0iz+hQyRWnRcqfh9fjgirkwPZ6GS5oafPTYR1GeKjfmZJqDaV52Bj85x3OanrkZWEhIxNxssAgGhdeReJ0BVs46zIsFWC00hx4vfATm/4st/HXrChUBRWCZCLCQQiEWVqD5lcFEDCqiUKtbrMmB83ZJXNQ+6atluo0tn+g8J7sYBsn21771azj5lZPon5T0Im8ZhHKRLpF83lK5cqfL1FV+qOXfY7drtwl6Innb0o7cENC8bLVP51w0XdNsbQOnnL9zvuc6SbyMSqZkB1ixDjMxsZsJG2BFglbZGggo6W6N56h3oQjMiwAJl+3qWPu4urgIUYl65edCqWhEPyc1SJZStD5Pkhu13uwUmuzPvGGaZlkkg519WAuepmsr1kzLV5sW9NXzXzX9cIPeoBTriKHEWwGft8j4c0OREjx04D/hE/d+zLQUpNZK8zGzNNp7BvG9U+34zrle/NvpNgxOzPVB01w8HxnbtThfSahcK9dthQFW1iRuA6zsRoImaPqQswOs7LX6urkQUNLdXM9LV6sIrAgBZw3khETsDnVegz+TXHYN5BVNtoaT2eRgoRxcDkvCpZl3ISFhU3tkCUUW0qB/1DaTf+r0U/iDZ/4ALvnP7Zr5yoskI6gJVSMc8GNHSSt21u/Bbxz/U/zvx38J7uSkiai2ZuDOviF858XzaG+7geYddaht3IPnrw8b4rUbBWqiDKyiZrpcoYbeKmlNdgy2SaWfmsFU89Vhzg6wWu48el5hIaCkW1jPQ1ejCOQUAVsDOSmk0N3RBr4O97Sho2d5vtOcLmaJwbIDrGjapYbHCGdqkiQ0EtNCYs3o3zjdjwsTfslt3WtMz1979WtIxBIoC5SZnri83pVyIZlOCvFW4b0HfhIffcsv4v88+e9QXRIwJmJqudQsOd+1vlHTms/nmsaIRDYnpGevJ53A+a4RkxJkI5utX5q+2OUK83q5UbDR3JyT9+wMsHLWYaY2TK1YZfMioKS7eZ+drlwRWBIB2+zdI2bYUHim7V00kUR8uGdOPuuSA63TCTaFxqYCkciYy8ueuBSaeplqky1OM3pV2G/M6d+/PISMEG2sIiY1imtmeuKKdpualgCqZAbjneNwTbowNDlkyj6S9K2GTNMvfc408XZ2dcMnvXCLS8rg9fnhLwpgrxBlVGogc500FdMXa4VRxyTG5ZqbmS5Ef7DVrG2AFTcZ1IKpDVMrtkJfNQtt0B+ssvkQUNLdfM9MV6wILBsBFlaYiKekuEIadY3NKCqtNDWQ99cVGyIjQRTal7cNsKLJmULysnm3JGEWp8gWa0b3iem8v7tjTivBlvIWNFc1z+mJmwlIAJUvjV2eXXhv2XtRlhByFt8po4dJtCRCmqtJxOWlJZhKZTAxPoqeDplbWsR4g6U4fPCAMWGTGLMLfzAieSWFPzgnU4qs1sxnQr+21Zq5CSC52wArjk9ztgZYZf8lFP7nvDc8KHwIdIWKwNZDgJofiYjmZZ90kIsn06brDzWme/c3ID7SZ8iM2hR9hfxCtzmkhYAGiYzBVSRZRg87hWvmMea+WuF9VgS96O3oBnvWvjr4Q/zbyNfRH+2WxvPiu/WHwZ64neOdGIgOmJ64n3r3p3DIdchozix4wR+SLImPNZcZVU2yP7anEee6J0TrFF+r+IRvtF1HuSjbD79zbhcZasnU1KmFUmzhD0Yj8/hSws0GnwO1ZEu23BRxM8BIbW4CGPlMMibZsioWU454TXZe8FJz6e83DgHVdDcOe51ZEcgLAk5TKyOW/R63+C8zeOBArWn2fnjXznkLNSxW2jAvC11kUJLq+fPnbyFce0m2mZlm9Lhoo5U1dTgfeRl/9+JnpVH8MKoDdcacfGXoivHhOnvi/uKJXzTEbsfkK4mS0dMkYGqTJNLK4gCONZahuqoGnuIKIeM6HK10ISYm+mwrATVkEqONPF5p4Q+rNdOkzPeU7AArjm9JlqZ2arzZGxNzof5TkAgo6RbkY9FFKQKrR8CaWksCPsQiExjuvH5LxLIt1GA1MBt9S6IpBKGvlJqsJa/sNTHClzm9VqwZfdobwA+j30J4RxmKpsMoCfpRHixHZaYSHV0d+Mv3/CUevf/R2bZ91B6dGrMdj8dIZPSfkjhJvO+56wB+8nA9Dld7TcAVg61IeNk+Zhb+YM1layq2fumVdFaaL8CKWi2Dy2iRYPCVXTfN74zstn5vew/6WpgIKOkW5nPRVSkCq0bARixPJaT4f+dNIYU3IpZ750Ysk9BYE5jEQ6HW5uyEs+oF5ODCxfJv7fDcINgKUM76xDQplwRFM60NocgrtnWRisoKdA92mwpTvEdqtFaYJ2yjh+0xmnptowISIE3dFJqfuVGhNkyyo3WA0cbZVgJrKraFP3gttXNuFFYSYEWt1gZYWa2Z5nX6dvnsnAFWbPTAvOJs7ZtzqxQOAkq6hfMsdCWKQE4QsBHLjLQNF88UizARy0O3RizbQg2WYLgAW6hhI768aRp3Vs/qHYvPm39rgSKJUeulDMSv4PnB/0fygeIYjLeLOfnNnrkTUxNobpkpwEGyph+b5muakYmBJVU7Ll9pKqYvlT7Tt7/97eY9Tb4kXVaeIvFybmvitRsAOwbPJaFzDGsq5jUrCbCi1uwMsKLWTJ+u1ZqzA6ys9q0BVvYpFN6rkm7hPRNdkSKwJgSsqXWhiGXbWs45SXYnHOtHzDadOq/J9ftsXzSrZ33zpauz1bOo8dnSjzbK2JqZTcWpf5xpRF8RqACLX7Ah/Xh8HKOxUYxPjeM33/abs9or184AJUZCsyc4A6asn9R5XzTlUrPkBoT+XRbwoFbMH36mCZoaKH9PLdPZVtCO47yOx2yAFU3FyxGrNTvTkkyVLFk7tWZaKkjM1hRvA6xsxPdy5tBz1g8BJd31w1pnUgTWBQGnqXUwkjAmyA89cAdqSmcK7ZMoqOllEyp9hPzytqZWfmnbTjjrsXCnLzojGp1vOonocC9ebZ9bEIPrIwGx9GOsOIZf/+av45cf/2VcGpRWe7EReN1eVAYrJWrbh7axNuPT/bOf/DP8/JGfN6UX2WXIKdQeGS1MciVp8r6JBTVgzkXN1qbn0LxMky+P8fc2wtmWaKRfdT4Tr/M6zm1NxQt1SXKuj++pKWenJVFLt1oz7yk7wIrPOFv7zh5XP68/Akq664+5zqgI5B2B7FZwC0UsZ2tb1PYWKtSQ70VbXzS1xq6bEhgkFbT8UgXq6o1b83K5ljN9Z/DffvTf8MPID5H0JmfSi8aH0TXYhVJfKXbJfz/d9NN4+iNPG8LlNSQvp7mXx6yQYEle1CL53mqPvMapPdLkS4KzBTxI0NQ4SdoUEl2bVI7K3tRkX2dNxTQ5L1cW05qzA6ys9q0BVstFd33O8zwqkq+puGuk2Wq7CXegNrF/u917Pu9XcV0bujQ/0hdJrYyEwC99mpr5/yg1Nys0ZzJ4iITMHxIKtWMep58zX9Il/tyoFPFwZyQ3d6BfTLYzucW+TAqHmmtB0nLK7z39e/hh+w+RkJKM1DrZhD7jkWb0I1KpKQok5b/9vv3YHdhtLrPaKcmJ92S1U+eYxIIaZauk7PA8EqrFiyRGHDgOyZm/I4bUjO3a6C+mGZx/q/1jMZzui+PVzgnw3sJ+L0pD/jnXcW6SNc3kJHES/FLCufgcqSXzOq6B6+KauDb+juPYYDGun8+R0dTLGX+p+Tfy95vlO2Ax7lPSzcNf0Gb5w8jDred1SMV17fBmEyq1MhIQSctJqPxythqcJSd+yTNAJ19f3iSl12/0Y0AqSkHqIsekoMdkIo0TTWWYnorPlmgkCmzT9+mnPo3xxLhZv/CrKe0IaWebYp/ceAYlnhJ8oOkDcE+5DenQT83NBkmLflASJEnLKSQnmoxJYBTiRRx43/QBEytrsiVJEguSM7GhdsyNDefpHY3g/KBUApMqVjXlJbImLy70TKC2pEgiq31zruM81KRJ3lwXn8VSwrm4MeJ1NFXbjRGP01pBczbJn4TO33UOjOL7Z9pxbjCJnvGE2QAwpWyzyWb5DlDSXee/rM3yh7HOsKx5OsV1zRCaASyh8gNNqdSMqBXNR6gkFpKUNZ2SeHjucslhJSsmCeyoKMZEyi2VtBLwS/O9EyxKIU0IqM3xhyRHwn3sucdweeiyIZSM1GWkVusZ9yCTEE13chqBTAAf3v9hvG3f24wWyL8dEioJimRLguNYVhskcVKTpViisuZj4rWY9sjNCn84Ls8l2T316mWUy/glQdFKq6QiVnDGkjAklbP21s5ElJMc+WPns2vjukieSwnJ2alt83yr/XLtXAfHutrRhx9fHUQmnYIrMQlPoASX+idnNgCbjHg3y3eAku5Sf705/v1m+cPI8W3nfTjFNbcQUxviF779gl+IUKn12XNJTCRnanv8YidZ5VJIvAd3VuKeQ824fX8LSkJFhiw5L7W69mg7HnnqEVwZlgpTEmgVm5K0IKmF7JaqW2lvWrKFXAglQ/jIwY/gYPFBQ6rU9Kit85WkZDcYJDnePwmY/lsSJ39P4fnEg5sLEiklW3skifN8nkOCsyZfbg7OdI0j7MugtqER5ZXV5nqfrJGke0zqYVuxWjfH4XXUvKkpk4z5u6WEayOxWm2b5xMnrp/HOcb5obR0WRITuCjQpbJW+oUpzg2AObAJ/tks3wFKuuv8x7RZ/jDWGZY1T6e4rhnCWwbglzPzUKmlLUaoNJtSqyJhOf2IJBunP/iWCdZwgKZdEh3NvZzjbPdZ/PkP/hwdyQ5pyVdjyJCpQO4RNzJTGbiKJMK3ohGffOsncazsmLmfC1dv4JK04LvUNYgOKQ4iZyJU5DNEy40DNxwkPN4ffbncSBALEjRJlaRM8uJaKFZ75HHiRXM1/amWkK3J98KNLoRKK5BJTZlrA8EQIpICVSqmZavpWmi4Bl5H8ueGhnNzTB4n+S5HeJ7Vtnk9x+F98H5e746gsb7WmK2r6xoMbvNtAJYzz0afs1m+A5R01/kvZbP8YawzLGueTnFdM4S3DEBMGTxkCbV3JIJX2obwg9PXpFlABhUl4h98wwRp/ZvUAJ1+RB7nF36+xJps//7G38Nb5EUkFsGU/FcaENO3pwguv7TYS5SixduCP/3JP8WJ2hNG8+seGMHFXjk3HkWZdAqKxuLoGBxDOi4mVpfUaZZNBAn9+PHjYFMCkhzJnZorSdVqniRn3h+JmUKt0uJF0iX5ZgdYDQ30onuc/uIMEtEIJqIJpDwBvG1v9SyeZrA3/rGmYm5oqKlS7BpInFbbfuP0eV+o1Vpt27kxGhdzfVp8yuVlb46z0AZg3oEL6OBm+Q5Q0l3nP5rN8oexzrCseTrFdc0Q3jKAxZTEOeUJ4V/PdCKdSoARwyNCPJfF99dcWzlLFCQHfrGTaKiZUagpknyoES6HHG5ZxDIP/O2pv0V9WT2Kg8W4MXrDXFXsLzaBUyfqTuBXj/wqWktbjZbHvNtzHUPwCVF6MC1EWilaagBx6UDECGm/24WBVABtExn0SpRxbVUlysSUTSGpOjVP3itNviQ1aroU4sVzuPmgRkztkuTM+6fW65ZAsIO7m9DZP4SxmPibp6dwpFaqS7XULxgoxWuJodW+OQ8x5s9yfehWa3YGWKViEzjdNSE5yylcH5iUSOookqlpvPNg3exz5VybQezfa6GvdTHSXTpMrtDvTtenCCgCOUHgTPe4aHx7UClaYX+PtJQbleCj0X5894UzhlTsJCSHxQo12PP4SsLKlTSXNWMsPoa64jrc13Qfgj5JzYkNojZci9/56d/BieYTZiqSI7XDiPQRnoqOo7SsAmlZR1EgiNISCdRKTKMvFcS4mNYDEoA1Oj6Bv/32j3C9580WgiQvVp8isVJIqkyvYolMK9yAsLGBMy3y9KXr+J9PvoBvXRhFZ9yHd99zG37mRCPuEw03INo5i42QqBcTat+cm8RO4aZmOdfZMXkdNffZtEVuCAZ7MDrQI/fxxvOQTYfKxiCgpLsxuOusikDBIcDiFEGftAEUrZUt8iYjExgf7EV7Z4+pYEWTpVMYkMNuNyQoCv29thMOP5OobG9Zfl6rnDx4EiPxEVN1qiZcA2q3b9nxFnzuoc/hRMOJOUUvSJbVFWWobxHykvVRwx0ZHIA/VIq0mKQT0vaPRTJKS8sRklSlIvc0/uXZl41J166TpNoq+brOpgLsOsR7cm4mWLea5MvApOevD2OQqUnDXRLklcbznTGU1bfMBkVRKyZGNmrazpX9yk0DC3BwA0FZ7nV2HG6MWE+aP1f6I6iTVKV9pRnc1RgWE3cNGsuDpt+yPV9f1w8BJd31w1pnUgQKGgE2Soglp7GjuRVlYo6t3dGIyWjM9I2lWY9kQX+uU+jrJDnYYCpqcTyP2hlNnHxdScUl59jZ74/XH8cj9z4izeorTDN6vvIzj1MYZc0GABSSzn0n9sEt6THiCEZIGj9MTWfEt+lD6559xpfrkrCqup3NKC4pk82GB2PRKdNMwDaQNwPJP9lNBRigZMtC2nNoco8GalEalsIZQuIl4hemL7wk4JXylHGDEc3OFG5eWL6RmC4mxJTYrvQ655jUdgPVOxEOSCBcde1sA4yw+Ma5yVJZfwS0OEYeMN8sfoc83Hpeh1Rccw+vE1MWp2ABB/o02QpvbGISSSGpllIpgzgxZo4z2jk7Ytn6EbMDrKidMYqWWh0Dj6xGvJy7YC7uF17+AujHfa33NVQGKo1Zmabl+1vvx/sPvt+88rNTbAQvia2YRBOWnsIZL/qHRnH7nW/FL77nf8NUxiWVq3wIiY83IvfFPNqkBBp50lNoqgyZjQLX7fRRkwD5mZsIBljRGpAdYMXKU411NfBTO5X6z2WlksrzRprQieZKgwHXtZJAKRtgxfmc11HTJhlzc7GU9E+m4QmWoEqegRUNpLJI5Od1MZ+ukm4eMHd+keVh+G07pOKa+0fvxJSaGSsm0Uw6Gktjh6SZHG8oxo6qUuOH5LkUkin9hs6I5fkCrEhcFJqZScjWP2oOLvIPOwZ98rufNLWVExLUlZpO4cc3f4y9lXsN8S5yqSEhps8w8IkSEo2upboEu2pKsKNMaibvaUXzzh242CPVtRIxaY7gwvXuAVwbTSEspua+wWFjYndJIBQ3C84AJhu1zI0HSZDEx6hlG2DFUo/xVAZlQoYkZ5Kuk9xIkPMFSpFMeZwYzie8juvgpoXjUhhctdR1dixupi73z0REcxPANU2Iv/u+PfNHUtvrCvHV+fdaiOuza1LStUis0+tm+cNYJzhyNo3imjMoZwfKxpTEyzxSFnDYV1cq+Z0z+bAkBJIMz7eEw1enNkgtjuTg1ObsRCRgptzY8or2ePYrNdxPfueTcMl/7BQUT8XRPdGN4kQx2nrb8I497zAad/Z1zs8kR66V5EjCIglzk8AfkmR1eTEO7W7GcFTMvJ0D6ByJoUHSYRsrQghX1uF8W6+YsKV9nzRboCmZGiXHpHAMau28H24kuKHgOZT6qgpjKeD72OQE3EWhecnN5tQyJYjX0yTPMSwh8/r5hNfxx3kd39P/u5gVwbmZ4oaKucIkXDbF2GyS/fdaqOtfjHSXrjVWqHel61IEFIG8I0DSYiARzaskXmp1DCYi6dDMSsJgEBG/9NnSjs3VFyLWzs5OQxA233W+xX/94tdNpSkWv5BMH/hSQnbyLTXkHkKmN2Maz5MEGeHrJPzssRjcRCLjuhgJzGb31H5JcoxCpp/2l+4/bkzB7W1tCHhd8Mm59dWVZnPQ1tcp5SdnWvDRf7tr1y4zH+chDvxMTGwHH37JJj2jkv8bwMvtwxgZjuEnytN48HDdvORmA6XYkJ4Y2kApFipxWhCy74v3zOpZDObidSR++tCXuo4EuxlJNvv+t8Ln+e0ZW+HO9B4UAUUgZwjQNMxIZUYsMyKWpNsmZMUgKX7pkzRIbFb7m29ikjSbxi8mN8dugpHJ1HBdHhdSk9JFpy+NXomiPrj7oLmUZl+SztmzZ00fXI6bLSTGVok8JkHb984o5LNX2vDX334OP7wxgWiwBtO+sCnZyHHKpSBIuKZplmQ5PskxO8DKRi1z/MGJOL7z6jUMd7fjbbsqcKROkpHSUp9yEZkvUIo9cK1pfKFL6VNngJUlZ1oWlnPdQuPp8fVFQDXd9cVbZ1MENi0C/JLnlz0JjxokmyWQRElm9DGSgEnKNIFSk+Tn7NQY+iRJKta/S3MytVuSLfNw/R4/dhbvlG445wxORRVFGLkunZAmM7gzdKcxbfMXNPeS+Kk9U9u01aVs8Qqew3U4P3NNJLoXT18wqT3hIjE5T0hN56JGRF2lqI2lJPDKL52NUqguDYr2TQ3EOwAAQABJREFUWG/yci3Zci5uLrjpoAWAwqhlav/PC4Gb8aQe9PiotNnzu03k8qnO0UU1TKcmTtMpNXFuZrh5Ia52HjOZ4x9ex00QNzoruc4xhL7dIASUdDcIeJ1WEdiMCJBgaN6kiZb+TRIeyZcmZfpRSbQkZ5IgSYHkQZMzfan8PYXn07x6YegCPvXUpzAwOWB64p7rP2fKOrK845HqI+iKdJnf+Sp9+HDTh7G7fLcxadOMTTIl4ZFYra+Z5JNteqYW6hT6nKNBMU2HI1KVKoP9TeW4mfAIuYnZeVAitz2lxg97z+4qQ3gsAkKiJrmREDmH06TOsXnv4foW+IZ7zGakSnKcO7s6hYS9GIwsXgiD15NYmTPMeUjsFBI9CZ5mbOI8n6z2uvnG0mPrh4CS7vphrTMpAlsCAZIAfYgkCZo2SQ42nYXERP8mSZEEx1cSCrU2argkYGqo1JA/f/HzuDZ8DaVF0pe2qMyYlAeiAyZCeX/1fgR8ATzQ+gBYFKMkVmKIm3PTrEviphbNTQAJniROguUxroGaoDW/ZoMenRYt8cBBo5FW19ajUtoIsjxij5SDPNFUARKu0/9J7Z3zkOx5v5yDJnVWfSIGlNqyMCaLWlAsRGu1U2rM1JyXK3V1dWY8bmho0maQFP3JnGcxP7i9juvjBmS51y13XXpebhFQ0s0tnjqaIrAtEOCXO8mTX/AkIqdQu6VG2CZmUmrFFJIgyYEBULzmh+d+iK+/+nVkiiSdKCXpREVV0nu2RNoDZEzbvn/4hX9wDmnmoGmac5FMSbL8TK2TJE/NkJrviRMn5pRlnDPIGx9MERCpFkXCpVSGi0w+7W3N5XjoaMMbZ819oQZN0zp9u9xkcF4SL4PIuJYTEu39vfN9QvzTCAv5R6em4ZG0HBL4SmS+QKkLFy4sGSjF6+z6+Fz4DJZz3UrWpufmBoG5tpfcjKmjKAKKwBZHgJotiYfapU2ncd6yNSnz1SnUAm/Gb+Kr/V+V4KVpITufBBwl0THSgYH2ASTHkyZq2XkN35O06Uu1QgLnMSvURKl1MrKaRSsWExIk81Qn4pJrK1oxX/mZxxcTzkFiI8lSqI2yshTvkZoxI5WDfo8xKQe87gUjlxebg7+jdYDzWE2dG43lBErxukOHDq34uqXWo7/PLQJKurnFU0dTBLYFAvyCp2bJYv80NdP36UwVsmZmNgggOVth4NRvPPkbeLn7Zfh9fkSTUWSSGUm18WAoM4TRvlHsS+0zvk3ndbye8/GHQsJlYBSFRN7U1GTIkPPSzErtdyHJJkgS5UKpPdlj0LxNcy81dis0ddPnW18WMJryw3e34L6W8BwTtT13ua+8P/rEbcAZ74uWA2fDhfnGWu11842lx/KDwJtbxfyMr6MqAoqAA4EeqVrEiFbWvaWZk9qV03/oOHXd365kbZb0qHEyH5baHk2wNL1S06QJmdow/bj035JAWGnqD575A7SNtBkfbsgnjd2TUt3JLRrnwDTSmTT2lu7FyQMnce5qOy7/6Jzkvgawu7kRd+/fYXCitkufKrU/zscffqZQ42bBDgoDvLgW+pOzg6n4e2K+WtwtyXPjYQOsGEDG+WzOMudYq3CeVkl74jw2wIqaPOdhgNV898U57XXU/C1JL+e6ta5Xr18eAloGcnk4regs+rNm22qt6Eo9eTEENjuuJDXj95Mv0/KQaHniV2StY5ZeZNWgjRCL6WrXxi94kgKDjRg4RU2QhMz3fCUBMwjof7z+P/DbP/ht9E/2S5u9tCntOC3VL1hT2euZqVNcN12HT9zxCUR6pvFK+4iQqB/1NRXwSmcgNqMnTux5y/FI9JyL5ENipwZMPzPnpFZIoV+ThEx/J8/NtVCzpwmYa+Gc9KXyPc3PfM3VdwDnYJS2nYeky03NUvfF67hGnsv18bqrHX04MzCFV26OSV/dGFgicqP+9lbzPOzf62quXc9raGlxtnx0zq3mZSca+l4RyCMC1HDZdYZfcmw1lxgblGhXT0G0WHOuTb6h4ZbiFFwrj1Oyg6Xmg4lf8NTMjh8/bjRMWzziBzd/gM/+4LNITiVNShCJekLKJFITnpImA9R472q5C//95H/HkR1HMCRVqJKToi33d2JidARFrvSctTBamaROIqIme999981GDHOd1AA5B4X5wwx4stHV8617LceoadOPaqOYbYAVS1DmUmyglI1i5obihy+8hn988Roef6EdT57tATdO2UKc6B/mdSzg8fT5LlyVAhwl3mnTepCbwPmuyx5HP+cOASXd3GGpIykCiyJAkzJzN6emEui+2YbhwX5DLIPjt35ZLjpQHn5p18ah+7o60NV+3fScte3faCKmprQcsabno0ePGn/v1659TVrsuREsCiIj+bBF0mqP/tz4tTiGroiWKv+xRd8Dxx4wmlmmqBglQqgNjS1mupvXr0ilpzZ09AzMarE0M5NQKDRx03zNeSkMcBqcSOC560OGjJ4+341nXz5lNEVzQo7/mS/AimZnmpxzKbQo2AArEuiPrvTj6pXL8KejixKove7meNoU8CgN0lowY11xbqxyuVYda2EElHQXxkZ/owjkFAFb7Sj1ht+Rgw8Nj2ByoMOYJnM62QoHs2tj4/qJ8Rntln7E5GifMdvSTMtAHmu6Xc7w1DY7Eh245pY6wZ4EkpmkMSvTd2s0NomDqpqqws9kfgZ9Z/qMf5SaK03vxVV1pvm8nWdkbBxxKT5x5swZEyRFc7HTfEtTKjVOEgwJ6blrg4iL+b6yOIhEKo3nrg7ihdfPLRpgZedazSvX4wywIk4kXuvzXc2Y811DvzVrSfcmfIZAQxIEFpNnQ+vJYgTK64JS2rJeNig7mt8suKF9dedDOb/HlHTzi6+Ovs0QoKmOpr75TH42VSXtKcLO1t3S19UtJQfTaC2TPraSi5lrk+RKoLdrm/YGTPN6+pu5tvqipFkbtUeaarNTgBabg5HKjz33mDQTCCAgWm5amsinhABT6WlTgcpf5scnfuoTaC5vNnm2zzzzDL7zne+gPpDBZEz6x06lDMnzlWvZX19ifKg06c4XREQiZ15wV1Q6C4nZnoQUCoXRKIU5+PlyX8QEWLH4BP2/uRZuMhhF7SwTSW2Xub3EL1fCe/eV15mI8UAwhLqdTWbopQi0uiRguij5BCcrKy3gYa/T19UjoKS7euz0SkVgDgIkXPrIYkJYbA0XlYpETp+ZM1VlIuXGvv0H8M5jzdLNZqay03JyMedMmMMPzrVNecPYI9rU2/bVmrU5zco2KnixqUm2jz79KP7jP/5HXBq8JOUbDyAhdY397oCkBvmEfFPSNi+AR+7+v/CfP/CfZxsLcEwSe2xMzMh9F9F9/RJ6BsWn6/VIkYlKNFQUmzQharULCTXOokqJdJZ0oqKiAOobBV8pgtEqAVfjkotLYUlKYm0jnRcaa7XHqYGTeG3wFot40K+cnQK12vF5HS0TRSWVaNq1d3YDshSB2o3VSvOT17JOvfZWBJR0b8VEjygCq0LABiOxFGBfZzvGem8iJG5GG4zEQUlurHrEXM6fua0Jb3/L8RXnYq5qccu4yLm2D961F285NlNNynkpNUT6dxcSq92OxKRJgZhY+V/XeC9aQ4fhHyqCN+OViNky/PqJP8O99R8xZua3vOUtswTFcakxtu6sQ6VrEkVDV+AevCrdhkYNSbIs4lLFL6qKixCqqEXT7n2z43oCJThy6OBsIQ8bYMWApHwINwb0v9LfS+HGhdYMm9601jktgbIh/XILfDg3VqwJvZL85LWuV69/EwHN030TC32nCKwJAQYdVcsX/lB/L6KTM9GrSQkAilSwtOD85QUNwbSuPBdzTQtd4mISEX2RC5m7eZxmZmeBCDskOwZVBCQ0KliB8mA5YskYXPDDW+LGO6s+iGRAmqjL7x/c/f7ZZgCMcqY/lIRqhWTFiF2mu1BjJNkzApkR0ix+wXQMXjefkJBoYaCEi1ymaxArTj14eAeqQh7TJclETkuKDzVQph3ZoKz5xlvtMUY0k3i5XpKtrWBFE7TTH72a8S2BckNHAqXmm10zer5xeR1/VDYOAdV0Nw57nXmLIWCDkcoqqoxpk7c3PhmVQKmbhjwWu11G4JJ4rK+SOZkkBOZ+rrcwGIkVppiaw03BfJJdacqewxZ9ZYEy83F/+X5ERiJghuz4lNRoDolvNj2Bt+/8GUOExMsK04xseUV7jERI/+1dd92F9773vSYS2v6OZu6FfLOWkGxJRqdGZ/2+lmRJ5mxVyOIR+RBGVDPwyZKsDbBiFauVBKXNtzbep7Wa8FXJdD6UCu+YFsfIwzPZLAncebj1vA5Z6Liy0ACLXVAzqxDCGp2IyE8Mx3eWIj45bo4v5o+kZkQyoHZHrYg5p/Q/knhMtG8e0F0IU87HghMsesGNAM2jzuAjEgY1Ylum0C7ttd7XMBofRdAXlGjaEgSSAXR3dElgVAIhz27sLXm/5AA3I5maxjsP1pmoW15LciI2TjIi4RPLax09uDHpxY2oT8hbSjMnJk2QFOdfqPgFo3n31pbgmGi9fHUWgOC43FDwHqw2z3G4waF2vdBGw97jcl6duHI8jst7pH+XQvM2f/i87UZrOeNu93OcuBYyFloco5Cfjq5tyyDg1LBGJHBo1+49+Nm7D5pgJN4kU3DoD11Mw7E5lZacSbw0u5J8N0KYakJTLjXRVjGD07xrhUTF6FwbOPWxJz6Gvkgfro1cA32605lpVEhFqZbKVjxU9Qkcmf4pVLh2zlzuvlWDZvs/llGkcKPBH4ER57on8MKzP0SC/WqlE1F7sgyjsZloYOubXU3xC85H07IlWVa2YoDVcgqBzNzEyv6lOZ5abz4DrFa2Ij17IxBQn+5GoK5zblkESLzZZj7uzm2+Jt8zinWxGr02F5PXkAhI0jSlUrMjUWyEkJio1fKHREefLgOannr9KXxz5JuysahGY2kjxuJj4sN1mZSgzvFONJc146Hj70Zm0IvqinLsbNllls8IWvojs7Fiaz6aeqkB3nvvvfjz/++fJeAnImlHLowM9ElRDS+qKuoQdYexIxCdqWolGio3JqvxzVLjpf+YaT0kW2q+DHiiqZ8boFwLTej083I+/h3QgkA3Av8euMlQ2foIqE936z9jvcMNRoAmWmfFJGqI/KJ1puJkL5EmR2qWTpIlGdH/6DTzZl+3Hp9ZfpEEd+zYMbw49iL8UTFFS+CU2+U2r7srdqO+uB5//f6/xqP3Pyrdd46Z8y3hco0L5ZTSxH7nnXcaHyhN3DsO3I4Dh46iskYavAsJjo0MY1SiwkejKZOTa7sOrcU3y/uxhTW4NpqZ+Xxo5s+H2AArS7Ike7YI5IZMZesjoKS79Z+x3mEBIGBTSPiFS7E1eq2Pb6Elsn0dW+dZvx8DrKjVbUSAVfYaqZGP+EbQKF2AnCZzBlIxoMoKA6ZcRWH70bwullPKIC6aYSlM/6nfdQAHjt0uZtkZw9zw6Bgm+28aDKghOqOYGeC1UICVGXCBf0jw1ECdAVbURvv6ZqKgF7hs1YdtgBU3ZBTiR9cDXRBOLFc9gV5YsAgo6Rbso9GFbTUEbI1eBtVQbArJUlWeSASstGSDqei/pCZGM+9GC83H44nxWb8o10MTM49bsTmlKynKQEKn2GtNFa9de5CUWGhWp9pV4TcYcNNCn7PTN0v/97Mvn8a3Xrs5b2Uwu67sV25suMGxfXr5e5Lgi6cv4ttnulc0VvbY832myZ5lL5lCZIUkT2tGLitY2bH1tTAQUNItjOegq9gmCDCIhl/szhxX2wR9MQ2HAUzUxGgKpbCaEoN+NirAyj6ukwdPYiQ+Mhs4xQAqfuZxK84As5UWZXBey8jlvVLF6ydPtJrgNBITtVFuWuib5caEZM3ay98/2yHddC6tqpsOTfo07ZMUOda3X76Ca2L+rQhInWOpNuasMmbvcS2v/FugD9kGWNGsTWtGLitYrWV9em1uEdCUodziaUbbLGHtebj1vA65VXDllzm1XWqu1rxM7ZVBPDxuTcnZYPJLmeRC0zKDqkjSNDdTrH8w+5qlPq8V07riOuyp2IO2MekCNN5hfLkfv/3jOF5/fM7Ui6XwzDlxng/Oa/fXl6KpodZoglbTJ4b0i9JUS3yePnsTGSk1GfC6kRBc7QZnSIqXMH1oOcJNDjF9+kybhIVlpISl9OiVnN5KSaOiLDXWSnGl24HPnvfiTBejW8JaOJaz7q1+zkpx3Sg8FksZ0ujljXoqOu+2R4AkQZMzKxaRNGyAFbUe6/vNBomETFMqf88CERT+D86gLGpnCxF29ji5/EyCzSbZXI6fPRY3LTTJEgOb18vUJWJAK0K4thlF/j7Ts7ihaaY9IAO3qGWvREh4xXUt8A13Qzr0oqpupgLWasZazrw2XYzmZW7A+DdBawZN0Nn50MsZT88pTATUvFyYz0VXtU0QoDZFs7El2eUGWNkG8ZZkmb5Dk+RKi/gPTCYX7IpU6I+AVZ6cea9201Iqha7K6hrRvHsv/NL0gLJY4NZi91lbXoyKhtY57fBWO9Zi89jfMcCKke6WZGnNaJOWihpgZRHa/K9Kupv/GeodFAACi7X0W2p5NsDKlkG0vsqlmqAzXcb6MTkHTdTMMc0uFEFT9HzCNT/fMdMAnTWjJybjOfdXzjdvLo9x08J0H7tpobYbjPahf2gUiYzUbBbSYgAXay8zKGulwmuiyQzi0641j7XcuanJt4rVglHcVjTAyiKx+V+VdDf/M9Q72GAEnC39SF6rCbahv5ZmZet/pIbD4hi2qMZCt0jfI0nHVoqipkuN13bioeZM8/V8ub0sThH2uU2JxEQsivG+DukA5J7TFWmheQvpePampTLkQ6t/HInITDMAZ+3lla7bGci10iCwlc6VfX52PW4bYFUI6WLZa9XPy0dAfbrLx0rPVATmRYDkVRLwIiQE1nOzDdV19ebzfBWX5h3gjYML+SpJnMxHtdGt2WMwYpcaL82QJFsSrO3EwyAcan/0+zoLbXAMdkUK+qQLT2QCXe3XzbCx0QEkpLoUheUd2TWIObdMAWJE8nr6bs0ilvmP3bTQx0sLATc/1UjIJqZMNMb6OSlNyxxy9jQSL382QhhcZStY2QA6WjPou7alQjdiXTrn6hFQTXf12OmVioBBgOQV8nvQIz10JyPj6LhxVcoaRQ2prQYi+iqdKSSMaGVe7mIpJPTtkpiZs2qFgVYkIQrNk9lmZ9MVScyuY8ND9hL0ynlBVxJfPfdVfPgfP4yvnPsKrg1fwxXpa/vYc48ZIp49ucDecNPC5vH84XsK04mYVrSZ814ZYEVrhiVZBlj96JXT+Mqz53KeO1xgj3RLLkdJd0s+Vr2p9USA5BURv6FL/qPMlCS8Clds9WUEbY1emk4p1FaX0wQ9O8CKZMNc0x9dGcD//c0fmyIPNIdT6K+Mia8yWFErjQnqkJD3LDwxPPgyPvP0Z+DKuFATqkE8FcfprtNIT6eN5msuLuB/VrNpKeDbMUtzBljxeT5/bQg3pYKVKza6KndGod/vVl6fku5Wfrp6b+uCAMlrcmoaJbU7UVZZjeiU9I0V8qrExJJdhRZbIIODqOHYHFwSKGv0LhVgxQIa9hrzBX19GIlUGmF3WqJgu/Dk6S6QeGkyvadJ8lHDAWSk4fzBw0fwoQfuwGuDzyImv2c5R2qMbNPnS/pM+sqVriubokzhfJsWWgsY4bxZhc+iVQKshlAstas9Yl0Rl0ZQnp+0MaR7g+4MlcJHQEm38J+RrrDAEbDBNiHJBXUVV6FJzJv37KkyVZOYzL+WdnH0VS63CTqDr2hGPnPmzGyx/st9kdkvaP5+vL8TE1K32H5B14R9s43Qd9YM4ivtX8R3xr6DhC+Bwck3C/AXVxRjODqMcCSMs2fPmk5ANHMWsnDTQn+o3YBwvVuisYBskHbv3oOa+h0Il5SaR7BQA4lCfj7bdW0aSLVdn7zed04RyA62YXEDFjngFz3fU8tarOjFYouxvkqSiPXR0ldJk7MNsKIWTB8ui0bQ90dtmCUix8XsXR70Ge10qK9XrolKM/VBBMqqgKMzxR44N4Om6LOtCFRgR/EO9Mp/3ZFuo+lWhapMfeVQbQjv2vUuUxGLjQUYnMUKUIy4zkcbvMUwWe7vbGMBG2DFjQcbCzCNiik51ve73PEK4Ty6M2JTHlSUzdSn5prymTtcCPe8ldagmu5Wepp6LwWDAIlvNUUvFrsBkpuzGIQzwIrETiLmK83LNEOy9d4u6QA0lXFjWkg5lUoa8p2QfN7h9kuzwUUk3N948jfwcvfLONV3CnVhaaPnDaDKVYWJqDSqjw5IIcQMfu+dv4d3HH/H7BLpu6Ymf/78eaPNsyQlSa3QxG5anI0FiNVmbSxAdwbzjlfSQKLQnsl2Xo+S7nZ++nrveUXA5o8y7YNifbL8wl+tLOSrtGMybcjm5DKV6IHbD6CycS/gD8Hrk/ShZEq0pGkUT0eMqfU7N79jopRf730dkUQEQ9EhXBq6hANVB9BQ0YDMQAbvKnsXPv+uz+PnDv8cmDtqmy4474G+UpJYIZueszctzHtdKirceY+F8t66M5h/vN65w4WCwWZex5rMy3/1V39l/CVsrv3ggw/i6NGjmxkLXbsikHME6JNlTiXNsfS3UmjqpHnTmdqykomtr5K5uCQ7mrCp9VKYVkQzs61mxC/odx+px6myAIZ2tkrZqhH4I72YmhjGPz/zz/j8wOdRUlGC8iKJZE7F0D/Zj9pwLfqj/bij6Q7cXX03fqnllyAxYTh37pxpLs+x6aeeT6tlLikbEdCPStNuoYndtDCNiFjRRP/Mi69joqgKsYwPNN1SkyRuhSzZ7oxCXquubS4Cq/6/4vnnnzfNov/kT/7E/PE+/PDD+OpXv7opfSRzIdFPikBuEaB5k0RFsrQVpmiWtUUvVkNO1ldJ4rWdhuyqSe7swWvzOud+Qbea00jWv/Wl30KsO4addTvhdXvROTHTQJ39cNOZtGnR91/u/S8oGisyRMr1sgYwc4KptbP6lU1psnOzAIezH609Xkivzk3Lje4BPC/R3eGiYWks0CxWgDJTCvPBw3UFT7yFhKmuZfkIrNq8/K1vfQt33XWXmYn/43EHeerUqeXPrGcqAtsMAXYVok/WkiyJj+ZNalsrFWq2NOdmE64dh8FC1sxsjzlfqYmmd6TRsL8BsUQMxUXFaCxpRNAbxPjUuNF2H7n3EZxoOGH8w86AI47Lz9SouYngfVitlxo9jxe62E1L75T/jehuDybHxzT9ptAf3BZY36pJl4n6zh0tE9IZUKGiCCgCcxFgTuyTZ3tM9aAftUvP3PqW2QL91B5JvNY8PPfKhT+RNPjjJEN7NnNznzrbic//80tmXlsMw/7evrK0Y324HlNu6c+bjEnd5TDKA+VoKW/B5x763GzJR2qGzkpXvJ7zshAHq1xR+6VPmT5SCqOaF6r3bE4okH94D76yWjQ1Nkk3oiI0NL7ZBpBVxlQUgXwgsGrzMqMknaYlvp/vi4PkvN3EVg/abved7/vdCFzZ+u7K4BRG42khJMmZrfaDua3LFV7PTj5sLOBDCiMDXpy+Mo237ihCfLjfmG05FrVWbmKZgrMSYbAU6y0zPYi+3ZFYCmf6pNOO14Uibx+mElJN6kqRKYLx6tBT+PLVL6M/Ln7bQC3ub7jfVNFq9DWiL95nzMs0M//aoV+Db8SHCyNv/r9LTZaxG9kdi+i/JfGy5yvX0iaBXDz3xo0bZhNOvzWPF6rERial4tY0Av4gunt7zDKjEmgW8LqlAlh01cveiL/VVS92E124FXBdNemyrZizdyfBsEnozmfIijrbTbjR2I73ne/nvN64UkN86XwfKmu9aJRI0aHRcbRNFWHf3uX7+9pFw93XkkYmHkFfdwcadkhuaKAECRnvobtum9USLXaRlESkSsWhkWhyRUE9JDqamr/27Fk0uydMtaKU+Fw909LcftduPNn/JP7+8udQ6i9FS0WLybv9WsfX8HNNP4dwZXhZTQ127dplSlFaUzLX3CqpSZz33nvvNZo3CZhBSs7vBhKy7YJk77NQXssbYsaHy4pOLDDBfFePpOOs1ae73n+rhYJnvtexWXB95ZVXFoRi1aTLRH8Gg1jhbvvIkSP2o74qApseAds9iGX2Bnq7MTo0gGB5jVRzElPkMqNbaaZkU/XOnpkgpd6ujplSkeFKY6Jl7ijNt6Z4w7j0t73ejepKVhzaPVtTlwRQW+Kf02WIGwKuj+PPRtzKRjhU24zahjSG+ntw7cI5M0dFdS2+cfn/NYRbLtWMKPb16Z6n8dLJl5b1rFgAgyZlp8+WJlqmRPHLkN8JttUgNXdqwbbVIMmZG/VCEz5H4kssmX5DLO/ZXbXs51to96PrKXwEVu3T/dCHPoQXXnjB3CEDK7jDPXHiROHfsa5QEVgmAiQ0aj9x6TU7IoRLiY7049KVa7OBQ0sNxS/xpDRTr6qpnz21R8y0ieHu2eIUjIdggNXVQTFDS01dl/hXO65dwuRgjwQ4efB6x4hJ17E1l0m43xMNnH172cJucGhktvk850u7/QiFS1C3swkhCZh69rXvoWPkEnoiPWgbbUNkKoKpMemMNB0ypubZhS3jDU3gVmtlRDaJmNHMTBWib5p+XZqT9+/fP2sq5/cDfbyvX7w+69umj3shX/MylpHTU0i8D0l1rofvbjGvy91Q5XQROti2QWDVpEuCpbnpS1/6Ev7mb/4Gn/rUp+YN6tg2SOqNbjkESGA0NwakqHy9EBi1ulgyDffU5LLrKdvqQd5iyf1sapXrp00zhJ2hjGk2bxuS0zUTFi21tDhsCL1b2gSee/1l9Fy/gK7+YROcxJrKPN9q4GExUcejk4gMdiMgzQx43M7nL6lE4669mAjG8ezQtxFyBczzSaaT6BjvQNwbx2DnIEpGSkzJyMUinZ0Plhi0itbKV/qfWXWL6UkUjkHTMlOWSMT8frABWAzueuLH53BDyJdN5rlh4MahUIjXeY/6XhHIJwKeR0VWO8Htt9+O48eP44477jD1V7PHYRSj/Z8u+3db+TPN7tReVHKLwHrjGpYuLhd6ZrrSFEtpxWkpjTggWuXxnaXwuqaNL5NkuVigEE3TtSVFGBKteSLpQn1NJfaVe8SMKWFVEvjEACjm07LZfO+E+GCDJUiK/3eor0fId1qiggeQnBxBmS9jtMjR+DSeaoujdyyGK2LCjUgwll+CftLJBFK+Yty3t9oxH/DyxD+hcUcpqqVj0PXIdUOWHpcHY0mJNHYB76t5H5pLmw3xcj0MiLQpTQs9Pd4v18t1W/Kln5fBlRQGVHJzQLMz8aE2/PTZNrhlPr/gVixF+sPBmU0AcdlbW7LQVJv2+Hr/rW5aoFa48M2C62Lct2qf7gqx0tMVgU2HwC3+vvJSvO09bxOzb5eJ4mW6z6VLl4xGZ0s9zneTHMdpskylmk20MkmKRMfqTgw2opZK7a9q527x3wrhnzsjGqGQkjdpcnlHJxN4/vsvIdB0GMFQCQaFmPvdPhxsKIdXcmvDJTNVqZzz/WvvCBpLG9Ei5m1/sR8vdb9kgqj8Hj8++8HPItQeMktmsYtzV9tx+UfnkJJc3V1NO3H3/h1z1u28t6oqaZjgEBbFoG+a+cEk4KGhIVP8g9W46MulFu8dEn91bZ2sPWyupOmeflQVRWA7IaCku52ett7rihFwEpi9OF1VbFJi6L8kWdGkSv8m6xIvR6hJ0udJgiI5kaSYakN/qQ3qGQ6UglHHPinLGHrj/9L24RjcMp9/7Cau3UgiGRmGR7TOGz4vdpSHUOmKGKJzpvIxF3ckNoKKYAWO1B4xP/bzh45+CK8lXzPzD5ggLlZm8qC5oVL8wj6zAVhJFC+JmHMziIqbCW4qbIBVQ1UZIqEgyqV3rxXtjGOR0NfthMCqfbrbCSS9V0XAiYCtp+wkWRaIsFqe89yF3lvfKDVEK8yDjYo2eJfk8NZF2xBtO4UiV9r+GpNTYv71SuWkgR7U+GKo3dEMd1EYSSHie3ZXokp80FwDuwY9+vSj+NgTH0NfpA/XRq4Z4p0WczUJdyQ+gpMHT5pxqZ0yItnZd5em47JQ0aoao9PkzHQ52+qPZmZjDShxIZrMaGec2aepb7YrAkq62/XJ632vCQGSJrVbmoX5nkJ/E5ukU8tbrlC7pQmWgUcU5rwyfYjaMMmPPl8r9DFHojGMjQ4JOfehSVyht+2ux1t31+FtbzkBlpl8rf01/OGTf2jIlWZlmpFd8l8iLXWTxzuNxsvyjsfrj9thjYYdz3hRI5pqneQRF5fOdEVabWN0rvvAgQPGp8tJaA2IiEn+tmpAO+PMwq5vtikCal7epg9ebzs3CJDoqC1ak6qtp7yShvWM/mUUMM3U1AxJ2mxDx2A8mp////beBDiy87rvPWigse/AYOcMMCtnJYebhrRikfQTKVmMVNpcsihZImnXoxRFVj3Rdkp5lqkklVIVqThxEonPqpKSaPNT5VGW4nIkUjSH4jbiOpyFs3EwM9gx2LdesL7v9w0/zJ1GY+8N3edMgd19+67/C+Lcc87//A+9rux3S2WBHO+ckqKKTTITCsolk5Kuatom+xvL5PlTz8sven8hT558UqYnpqU51Cy3Nd0mtcW1stX8I7386J2PRr1oHhp2bm+R0fGAlFVcrdWuJ/3rsgHe6UpTYwOy2+C1ee/m+QeVqCekCxWBNEZAI900vrl6aYlBgJTqegfWk45lH956LM4Qp46U4gc+8AG549aDcvO2GiNZaNQ28ovMXNsCua2lQk6PvSYP/uRB+d6R70l/uF8C/oCcHz4vz1x4xqaXywxzuc3UgZey27ab2bm5xTFN/8YqG7DUeet3isBGQ0Aj3Y12x/R8UxIBnCVOExEIWmZIqZJqRnGKqHUpg0hFGpmhATCiI41IF9IWrXn79++3dVsYz6jAne98S/6m529ksGhQfGGf+Ez70JRvSmaNfvBw9rCc6j9lU8wQqpYyCGOOxBVrZaZYZAOWOnf9ThHYSAio091Id0vPNaURIKVKWtlN3eFkqc+iS47zdbXfaBfBtkv1x5JmpvWG1iSOQR0YEYp/9Xf/Svrb+sVX65PcwlzxzfokPByWmbwZmciesEPpIU49dPChaIe9Zlk0pvY1K6zjg8sGkEIHDzddCblLxoKqKQKZgoCmlzPlTut1xh0B1JV+dbJHnu8yykwBI8/4bg8q8o3RCFZOBQpnTF0XKUj0y6nlOmKV96RhJhNBY2wDCcvXYpxto9Fl9mUL7GR/thGuKDDpZyOLPnV5SirmKuSrh756DXHKu89EvnfZANfT7LIBRPhqikCmIKBON1PutF5nXBHA4Xr1kHOLys1EolIzLegKk9kRrIjyMFLKpKIjDVIWNVyU3mBHe2u8pJmJojHXFvRG9xuSlWv4ydlZMjM3IzOzM5KVlyXZxdlSl1sn/3LHv5SsviwrI8n2yTZHsPKm3MkGtLW1WUySfX56fEUg3ghoejneCOv+MwIBp4eM7CMDEsb7+6SqslYC2cVSn2dmtkakVHE+1GmJgqNJhvI9fcA4J2rERIO80pbUOdkpT5x4QiryK+Q9je+Rp84/ZXpgA5Lny5PwbNhqINfU1chXtn/FzP/dYdnPTAZCmo4UNfssMrKWyTKidNLtkMecswWHtsvDMpJTISPh2auTk0ytWU0RSCcE1Omm093Ua0kaAkwkYuIPM2y72i6ath8j3RgOSm5FvVx/w7UEK+qa1DgxIlfSrfS2RjMcFN/zg+PG+X7zmW9K2aYy2wbENvduv1debHtR+gJ9sqV4ixxqOiRfvOWL0lLUYiUm3X4dYQvSFk4X58uyZBkEKyJ5Iv6eoXE71rCs+LJsN2l2NxBhNYpYyboOPa4isBoENL28GrR0XUVgEQTcRKJZ0rso+xsbGZuQicttVqcZ8pOLWunFJd2MUdelVrsSc6nnQFlASvxXhwTUFdfJR3d/VH5/x+/L0YePyhP3PWFruAwbiBZFcyxm3V64cME6Zd4nyzhHWN8Xh03/sZGgRJDDb3SnyRgwWJ4MgpoikE4IqNNNp7up15I0BNxIvbCZndvUvF1ms/PsCL9tVQXWsRFdklIloiXN6zWXNvYuW+p9c2WzTMxe6yhHQiMSrS2IunC0KJpRe28PmfGCU1Xy/IXRpI7YI9plIAKKWI2bWyTbqHFha1XEWgo7/U4RSDYCml5O9h3Q46cFAt4+V1LN20yK9D1zY+KbGrcp3BMnTtjrRF8ZQhNyj24OLV+QZqZ1JpqDhDT15OknrcAFjnXfpn3yi7O/sPtD+AKHu1hbECxopCphTzvD4R5pHZTqijI7YjAVUrnVpQUSzG+U3Dy/O007y5gMgpoikE4IqNNNp7up15JUBKL1udJLi0MlNYyjdTVUllPXdb25tM9AKiIN7TUc7uMvP25JU2gpM7AAh/vhnR+WE30n5h0xfbhePWXvPnDm1E8hYWHnLo/bVG7WtOmXnZ22qVyWk8rlGpJhbqwhxybCRYJyLDRtBjlclaVMxnnpMRWBWCOgTjfWiOr+FAEPAjCQcbiQhXB8jL+jnku6mTQzKWdnsJkRwfDOqiXChaWMdjLmXnG4i2kpu/15X0kzk8amnly4yaS5R/tMZF0mwakrLU04OtdX7N0uUe+9mYJYK2Il6hr0OIrAShBQp7sSlHQdRWCNCDBTlgjTK4RB5MkPbGRag/jORcD0rPKd38zJJcr9+9N/b49cnm+GIlRfL6UzpeKb9MlFM/pvNcZxSDOz/4a8ChkvLrKzbds72u1u1jPcYDXnsdS60TIFS62v3ykCGxEBJVJtxLum57whEGBaEPrIjqkcedJEwBjzZ5mrSz3XpZldWjnPELJyfbkmIg3Kyx0vy4hvRPqH+iVv4EqrDU59pYYzR3iDVK6bbYuzHwuZKUYmlctyNUVAEYgvAhrpxhdf3XsGI0C9lvRxQ0PD/EADp0jlYMHJIlyBljKp6BfPvCjff/H7crjvsBSVFsmWsi1yZuCM5OfkCw74aM9R2V62Xe6uuNs6dJx6YWGhbUdC+CKafKQ7Fq+06NBs5IYbtAZnpSE329ZOk1XP9Z6fvlcE0h0Bdbrpfof1+pKOAKld+mX5cepS1G+dQbDCeT7T9Yz82+f/rUzNTMnA1IDIpFiHu6tql1wOXJbh4LDVXP6L9/2F1Jh/zKrFAoGAXDSzdSFsUTfmONFY0O54vLpU7hYziWj37nrvV/peEVAE4oiAOt04gqu7zlwE0GKGDUz7UInpermlpcY6OlfPZcoO6lIQp4h2f/3Gr+Vrx74mY9NGNMNoawRmA9I+0i5NBU12Ju5dW++yzGWIVLCUSQvjqHG4zkhn05IEM5p2JMQ4nPKVW0dfFQFFILkIaE03ufjr0dMQgcjhBx1t7fK/Xmu9RoACQQhSz8zHpc763aPftS1DI+ERW7/1+4yG80xIeoO90nO+R9outUnfSJ987PqPWcSQh2xubo46LtA5ZGbu4oDVFAFFIHUQUKebOvdCzyRNECDCRcLQPzcl7a3nJGs6LMGhHnmzbXDBFZJ67p7pllenX7WTgbKNohUj+kJTIckfz5eJ0IT4y/ySE8qRD1d8WPJHr/b7MjCgvj56aphIF4dOnVhNEVAEUgcBTS+nzr3QM4kTAt5ULwpHsHTjSRpyww96O7skHAraq8ox6eDzl0x7zoHGBVdJL25OVo7kFOdIcCYoc+E58fl9MumfFP+QX/7N7/0b0+bTYNuLYELzQ82W9DH1W9LMweCV47idUzOmfuzt+XXf6asioAgkDwGNdJOHvR45AQh4U72lprbKEALm3rI8XlZR6Jfunssy+e7sXI4TnDLD5wMjdtBA5HHbRtqsbvJc1pwU5hTagfTTPdMyE5yRO7beYScH0ct7/vx5my5GRhKRC4hTx48ft86YGjHmFK5IMUOucmSryGPqZ0VAEUgOAup0k4O7HjVBCLhUb6GJHHvaL8pQ1yXJnr5CcorXKdx4XYVMmd7aGdPiY4quEpictsMPdtYWW0eIQ8ToxX308KPyZvebEjYp6CJ/kfhz/JJfmC/F5cVS56uTP9r1R9Zx4mRpCULJitGAOFymA+GM6dUlqmVaEUQten6dQazCWTtxDrdcXxUBRSA5CGh6OTm461EThIBL9Q729crku9HgcG+7jAVMpLsvej10vadG6vpDB7dY9nLfSEAqpiak1h+WsnyfVaGiL/fl4Zfn24MKcgpkfHLc1H6zpK60ToLmoSCnKEceaHxAdtXusk4VJSmiWCJaXl2aGUJWZWWlbRWi9Yj3zN5FeIPRfThblp85c8b2Ai/XSrTea9ftFQFFYGkE1OkujY9+u8ERcHNuqzbVyqxpzRke7DcD0qclzzCBGTAAgxgmcKzN9cG6/RLdUmelTeiFky/Ivzv17yTbiFJsKtwkITN4IDcnV3xBnwR6A/KRmz4in77l07KtZJucPn3atv0QwRLNYkS5DKFH6AJDwxnRjUOHDlmHyzKIVMypJSomSqa1iH0hwsG2aoqAIpAcBDS9nBzcE35Uapi/PNEtP/7tJfsaz5pmwi9uiQNCmkLicNxMramua5DCylqT7p0VUr19fX3WKdEnG2/DseMId+7cKcfmjkk4SORbZh1+gb/ADjWoqa2R6yuul0/Wf1J8/T6bPoYohcFCJsIlsiWSJdIlYiZ9TC8upCrag1xtl21gN+N4nZOlFkzES4paTRFQBJKDgDrd5OCe0KPiYCEPMTe1yrB3h0fG404mSugFLnEwIk4kDwtMVMn0mjrj2D71e7dKbfmVaI/okQjQ66yW2F1MvuoOdUt9Xb2NcN0OkXnsD/XL7u277SLOh5QyDwawk3kwqKurs9/hdEkTO6UrFpJGhsHMtXj1mBmcgKMn7YwRcZN2xmGrKQKKQOIR0PRy4jFP+BEdmagk3y/9vd0yNNAnBRU1puaYF9fWmYRf6CIHjEz1slqopsxGuTg3UrOnTp2yqVeXsl1kVzFZzCB6+nBP9p+0+8PhMojen+2XTx38lFROV14jakF0y2hAIlYcLQ4YuUceGJgcRERL2tq1ByGKwXL3GT3mlpYWu55jMx8/e0F+9Vab9Afn5JLpE453G1VMgNOdKAJpgIBGumlwE5e7BMhEzEsNBiZksP+yjXYmBnrk7PkL8yPllttHun0P0YjpPs7J4sjOnTtnI8tYXqtjKD/48wctU5nPqErlZOfI3uq9ku/Pl75An8yZf3/5z/7SSjwyIMFNIOJcGGhApApbmfosUSqpYhwpJCkMkQzeE+V624UcU5p1iJSp6Q6Y34cjrYMyYNLMk4MdEjCp93i3UXF8NUVAERBRp5sBvwWOTFRQWCQ19Y22jkjfaFZoLGE1zVSEmahxx44dVmCC88NBQa4ireucFc54rVKKbjzfUHBImkqbrHby4y8/bqF45PZHZGf1TtlWsU3+YO8fyA8++gP5xN5P2O+ITIlUvUZtl1Qx58x3pJdZhoMmyiVip+6LUyYdjVHvJULmGpxRVw4U1EhZUb4U5uZISVmFlBbkWgUtMiJqioAiEF8ENL0cX3xTYu+kDolksNKKKgnP+qS/9YLsbyy2KUrqgNu3b7cknZQ44QSeBAQntI+JLHG2GE6MlPPWrVttdElK1rXhrObUUJqqyK8QhhRg7pXlj975qI1qF9ufI0dxLhiOGAdLL+573/teS56CtUz0S5RL7bd7cEy6A1lyeXBY/NIjt13fbLeFPMX9de1Cgdkc2bnrepkYG5HxYMiuQyaEmreaIqAIxBcBjXTji29K7D2STFRVWS6f+cDt0lhdZs/P1TRhxGaqwf4l6iWSxBzBiilARL04Oxf9rhQjlKZgKGOzM7My1j8ms5O58tLF0ytikSNyQT3XGWlmolsiWO6ZI0jx4OArKJVXWvuN8+2Xuqpyyckrkl+9dkZ6hycswYqaNQ4aI/MRns2SiqorzGiWTZgUM8vVFAFFIL4IaKQbX3xTZu/RyETT1SU2/YizdTVN+lZdm0rKnHycTwR2N6lVat/FOWVSEh6QAt+0PSrODaNWSjSJc17OSCsTzb7R/YacvHxSbqq/SWqLa42u8qy8ceysVJZXS2HWlGGTZ9sMBOxq7k+kuTQzxCiMaNsZvbqcW7OZNESU/tJvjklNdaUdrhAytfvykmLzAJEjr56+KPfctMNuRsTL+t7MBw8SY6Ep21Z1aGuV272+KgKKQJwQ0Eg3TsBuhN3S97lcTTOVrwNnud7eY287VXVxnsxk+eXCVJmcvdh5TS0UHEgzL9da5K3jvqfxPTIaHpXDFw9L91i3dE2ZSDd/Ug6WHzJEqmxTR/UvW0uF6MVDENEsJCicJu+x/v5+wSHzfX5lvRTm+aWqpk6uP3CT+E3Nt9jUarOLKmyNlygXB2tVqiYG59uohoKztp1qMcdvD6T/UQQUgZghoE43ZlBuzB25miYRrjPqiCgZeQk47rtUefU6y4r8bNuDvBYGrredas4QjgJDvRIY6JYTl64Mg/deL72wpJkXMxzul3/5ZXmt6zV5q/ct6xzf1/w+Kc0zqd/OVyRbiuWP7vi/5La9d0t+QaHdDbVUIuylrKmpybKXuVe0AZFW5oEJIwKnJl9bWSKV9c1S37RF8vILZPPWnSJGdKPMOF4IVkTFjulMejow0CX3mAj793eVygeMHGa0SHupc9LvFAFFYG0IqNNdG25pt9ViNc3lIrtkAeGcJYMMOi6+IxPGURbnZds08WrOybVTEQV2d1ySrksXpb+jVcZNyhXZRq/QBPslFU+aOdJchHt54rJUF1Qb1auAPH/6eZmZNpOCmu6WTfm75PqiB2VgtFHCvvz5zVdSSyXNDNnLGSQrlKboz8W4RwWBXhmeCEpgatbM452zr8U118mhPS12HZw19WoeqLhWHPALr74lv3lneEX1ZbsT/Y8ioAisGwF1uuuGMH12gL4vf8wdeYfoiCgqFQlWzln2dLTJlGmTGR0ekqHuS8KAgdWYa6di7m0oGJAik84trqqRbc0tdmIPUWFkxE89ldYcrzmmck1RjYRnwqYdp1D803558YUj8qqp45oksWGLl8mokaQ80jpgmcKulkqNdTnD8XqNe7Rr1675Om+lGSfYkjsm4bEhu28UuO7ZWye37t9p9aXZllQ195hrgmD17MkOuXSxVYp9M2vOFHjPSd8rAorA8ghc+3/y8uvrGmmOAKQcHK8TjZienraiEdQPU8mcs6zcVGMJQ5zb0MiojPdeWjDQfanzxuGhzRyeM8lf07PqxvDt21JtR+S5Gio9ss68aWYiXMbz/ej4j+Roz1GpKayx8o7BqaCUbCqR/jEjQnG+QzaPGuWouUl5T4uZAlSQI8cMcQvHuJ5aKpErdV7Sx1h1Sb7sKJ6U3zFqkfcah+tSxt4sBveXGvA/vXlO2vtH5Fx/QJ599biEp6aXrS+769dXRUARWDsC6nTXjl3abukIVkgNYqQjqWUS4fE+Fcw5y2kzt7Zp63aZzsqxM2u3VubZ6JzU8EoMx3RrQ670Xjorlzq7JS8nWw5tNaPyjAPDwMKxiFGAcsMDaCl67uRzgtgF4hcNJQ1WyvHMwBnZVbVLGGIwEBqQ8q318jtN98imvEbpar8o4aEeOVhfKPtM1BuLWip1Xmq+CGZ4CVaoa/HA5MybxRgOTkt7KFdC42NiqGNSVNUgxzpNlGxS4cvVl93+9FURUATWhoC2DK0Nt7Tfij/g/CGnbuhEI1BmIuWM83H9rMkCAmdJlHil1WdGtu/cJRUzw5I7G7Li/xDBcEYuClzqPHc3N8h11aW23kmtM9qDBUpVe/bsmZdjpDb63We+K6U1pVb0Ynf1bnm542XJmsuS3oleubHuRhkKDcmhTZ8T31CBzIauyDOOjQxLr+mlLTMtPYODJXYwvXOWS53jct/xgOQ0mnG2lASc6AnRLeayGEd+eUTKC3Mlf9NmyfbnmelHpTa9fKZnTN6jbUPLQa3fKwLrQkCd7rrgS/+NSU3yx5xWE2qbRJBuILqr/SYLBRyvS6FeOYdG29ZDzRIjMmfyjjcKvLLewv9CTuIHTWOIUvx4I0VquLQMQWgi2uXBI1QRkrock8s1VldcJ7c33S6n+k9J11iX3FVwlzx08CFDoNohT53skdGei+KbmRTkNyfCM6a+m20x5RxxmKR8vSnshWe4/BJKApQGeODg4QiCFY4XZS0iXYzIvaC6SW7IypO2QI6EA1ceBuZk1tSCJ20P7/JH0jUUAUVgrQhoenmtyGXQdogyQNpxTjbaCLlUgQMVJ1eH5ZxQlKKX1etAGehOXTaa9U9My7HBLDkeKJXzwXyZmL76vwiOmAjS1XHf6ntLnu18VnrGrzh5HO+NtTfK/fvvn5d55KEAQtNmkzUgrRuZvsbJI+d4/PjxmKTvuUc4XudkeVDCCTs5Sa65yvQjIx15U3O15Gb7DLlrykT3Indsq4p4iImGkC5TBBSB9SBw9S/Kevai26Y9Am4gOtEghhPDmeHUUs0W62XlYQFjiHu0ebLe3t+a0gLJzi+RizMVUl63Zb5P9qnXn5LHXnzM1nFva7zNil88d/E5K35BbZeUMlOEvIbj/cgtW+WB9x+UO7ZXz9eL3TqkfXlQ4IEhFqlmUv9oLTv1LNLllAhIkfPe1cP92Vmya1Ou3LS5Qlqqi+XOXcurbblz1ldFQBFYGwLqdNeGW0ZuRWoSYQY3p5U/4BcvXoxJhBZrQHk4YHSft5eVtLjrvaU+7bSI3bFd7y9KUYGxUQkP91lG77mhK2P09u/fLy/1vyR5oTxbx60vqZc7m++04he/7fytXcb0oAN1B9wur3klunTn4/2CaBdsY+Fw3X7ZF4InpMPdfonUIVhtKvarIpUDSl8VgQQjoE43wYBv9MPxB7zZRGWQlJzhwM6fP7+gn9V9n6xXpup4e1ldqtU5Wx4YSDMT4SInyc/Z3lFp7+mzTOPhoQGjZRyaZ/RScx3yD9nUrLsmNJXv3X6v1VdebnKQw845QbcPd144xVgbtWLvIAdHsKrIz7LsaVWkijXiuj9FYGkE1OkujY9+uwgCsIJJYTrRBkewihSNWGTzhC2O7GX1Hhiy0dHTrXboQHByRupMSrnHOL4jJ1tlNDhlV8UxD4bP2l5cBtG3DrXaH+9+RkIjsrnsqmKU97vI90wKcoxq0r/eFDDpX5cCjtxuPZ8hWBH1OxazI1jR9qSmCCgCiUVAnW5i8U6ro0GwgrTj5rRSM2WEXKR0YrIvmjQ4Didam9OLx8+L34hWkFKuyBqX8cEB8eflSaigSuZy8uXM5bflfx//r7aGyyD6huIG2xp0buCckVuctcuj1XGXumbSzJwPzjBaCjgeuteLEayob6spAopA4hBQp5s4rNPySNQoiaJSlWAF4Ys6JuIepHEjDebuuNFtnjTtNTlGRWqbEdfICo7JZcNizto0JW9k/Z2cHTwpb7S9IX0TfbKzeqccajwknWOd0jHasWwdN/J4fCY7QIreYRaZAnazfGOtex2NYAVzGpIVDyZqioAiEH8EtE83/hin/REcwQrH5oa+k5YlfQsjN5nGuVHXpZZJ24ybtOPOqdREuCNjE5Lf1yuFxSVSDqnJsHqHZ07Ly73PyZgMS31jvdVTfqn9Jbnjujtke9V2yffny/c+8j23m1W/OmUrt6HrsaU2Dm78kDVA5pHvYmXUk4muibSd6Am4cDz6eaNlA2J1bN2PIqAImF55BUERiAUCjiTEH3NEJDBEKvhjjpCEq/3G4lhr2QeOix+iRwhLaEkT+e6sLTYDCAatStRO45xzS6vk0vmX5B/f+bYEssdkqnhKBs2/6qIrkpiIX+Rm5664hruacwU70vU4Xh4SOD+idJwk0XAsjf2RcubhCCO6fv6VozKaVyXjU1mCtjWtRRb3pioAADcHSURBVNeKj9hV9T+KgCKwDgQ0vbwO8HTThQjU1dXZ6Mw5WSJLVJFShWCFo4F5feDAAatUdV1NhdVazsvxyZl3LkhP8Ky8I/9LpqpDsqlikxTnFNtUcv9Ev+Rl55m08+WovbgLkVjbEiJN2MbOyZL2hVwVjxQwAhpEt2DSPxaS5051yTumraowa0qnDq3t9ulWisCyCKjTXRYiXWG1CJSXly8gWOF4XavOavcXj/V5KEB+ET3lO24+IL9/y3a5e0e5tF7+39JQWi2M6JvJnZHq4mqBQDU+NS79wX67fKle3FicK1kD+mu9PbakgONJsGofn5MiM484PydLRg2ZDGJZSX7OqucTx+L6dR+KQDojoE43ne9uEq/NKVi52iUCEIhTxJot63psf/zbS7bP9sQ7bau+atLO1E737dsnnaOdNrplgEHI9Ogyoq8iv0IK/YVyS8Mt8jcf+JtFxS9WfeBlNiDapS3L1VnjRbCi7o0ec10tOtv5Utt4nT2zoryc+R7lZU5Vv1YEFIEVIqBOd4VA6WqrRwAxCRSsKisr7cakShmcEE2CcfV7Fytq8fTbvTYVWm30hEfHA/Lk88fkfNfapCltW03L9TI+PS6IXkCaYkRfoiLcaBh4R/LxPTVysgbUfGNp6DEXVdZJU8tVJz8Rnra13VgeR/elCGQ6Aup0M/03IM7XTxoXIpWXxUybSmtr66JDB1Z6Sk62sdCkRLvbjLqUGZ9XmOuTZ147ueIWGIYXPPwPD8uNT9woB584KCcvn7TiF+gobyraJDfU3pDwCDfy+h3ByrGYXRsUZLBYmdNjDkzNmv7jORkzrVRjoWmdOhQrgHU/isC7CKjT1V+FhCAQSbAaGhqy6eb1EKwYuF6Ym20lGyfGR2XQtP0U+LOlb2jUMqeXuzAc7tf+6WvCwAIYyX6fX05cPmGH0U+aMXxr7cNd7rhr+Z4UMAQr6tAYWQNatBgNGIseW1jKzCcuMHj2j4ftK5+VvbyWu6XbKAKLI6AtQ4tjo9/EGAEIVvTM0hKDs2XEHqlS6qmu9ruaQ9LWMhacnBf0Z1vm1dJ7SzTN8aINGHDHePL0k1bwojSv1KaRZ6fNuD+/2J5c0stoKaeSQbBiNjDX5Hps0b12bVmu9rvWc8bBqpNdK3q6nSKwMgQ00l0ZTrpWjBBAe5heVOdkIVgxIpDId7W2v6FUei73y8hE0EZ7gclpOyCe3luiP3pQl4oC20barIPNN3KP2HRgWsIXwjJqhh5c6L+w2tNJ2ProNXuHGDjd61grWCXsgvRAikAGIaBON4NudqpcaiTBikk/1HhXS7AqkLDsMxwt3+y0GRA/JWETqeZki7x2aUheeqdf2nqN6IWJBBczhhTQewtLGfOX+GU6a1omL07K1LkpOXnypBWNWGz7ZC6PJFihe03WINV0r5OJkR5bEUhFBNTppuJdyYBzcgSrhoaG+atdLcEKVvSdt98sn/vg7XL3gRaZnpmTPON1ywv8Mh4IWqWpt8602vTr/EE8bxg2D1lqNDwqgamAbQ+a3jQtVeVVsq9kn7z55pvyzDPPyJEjR6yEJA8HqWSOYOU0nCFYkTVAilNNEVAEUhMBremm5n1J2FnR5woLGFJSMqT/3MQdUsE4NdLMpEnpTyUidraUwyPqG/FXyu49+TITMCSqrnYJDPdLgZF0PNszJlvMvqklH+89LtRxSSsT5eJ0//3d/16+/dq35UjHEcky/+7eebd85Hc/IsPvDAtODEEPRCkgLUFiov7MOdNelArmdK9RrYLN7NLqRL4wxqkDqykCikDqIKBON3XuRcLPBIdLnyvKQ/S50pfJ50SzVisqKqwTw7lR44Vghdg/jpcaMLZcfZaHhuqSIpnJz5XB/stSbBxxKDgiI9k51nEePnFYvv/O963QBQpTtAQ9/vLjgrrUE/c9cQ32OPhXpl+xztZ9wXkRiaMnDUGr2UwJQhMZh59scwQrIl/YzFgsCVbJvj49viKQTgio002nu7nKa3F9rkj+TU6GZXpiVEqKym3km2gWK86VEYE4XpyuU7DCudGfSgS8VL2SKH3c9JYGBntsdFdSWi7Z+cVSUV4m//WNH8oP3/x/ZKoqLHm5hXKw9ha5d+f7LFpEvgfqDlyDHKnv/fv325Ry5KB3Ikl3Ljg7SGGsnwpWW1trpwe5HmgIVi+8+pYdYjA2KUnJZKQCLnoOikAqIbDuvxaQN/hR23gIEB0i9cc0m662C9LX0yVj/d0yYPo0k2Gkk0kDE/liRJw4EKJcjPQpDjmaIe4wHp6RgopaqWlokhnTczthPv/j2/9dfnDpCZkqC4tvyC9Tpv/2le4X5Fdnn5Oy/DKbao62P9jVDEUgfRtpc0YSMrf5Jjk6ViRPmcwAGYNUsbKysnnda4YYHH67U84Z+c0i37QOMUiVm6TnkdEIrMvpvvLKK/L5z3/e9l1mNIob9OKJDkkph4ImsjR9s9hlM/Yu2Ndu65nJuCyiRibfUDd1RsSGuXpltDYgInPS4kVE7TlFsmPX9XL/PYfk6d6/l6yRbMm+mCNZPXOSPZxtKrfZ8mbva1YEg9ruYuaGDni/H54Iy0un2uX0229LSc5sSjoy+njJGrSPzV4ZYmAY3TNTkzrEwHsj9b0ikCQEFj7Gr+JEbrvtNtsvuIpNdNUUQoDo8EpNN18atmy1D09Eh/tLfPM11aXEJeJ5KbCaEXtwNUp3LAhC1FW9Ttl9F03cIVQ6IXkzRTI5HJKZyZDMZc+JzzjdydmgHdH30MGH3OYLXnkAINpl/i5ax9RMu3oDhiEtMnK5Q15/bUoKt+yVvrGwdA4H5PN3tKSMuIQdYrDpOsnN65Nck0EoLb+if01mA8UpNUVAEUgOAuuKdJNzynrUWCHgokOk/yZmjcygSe3euafREJLyrWIUZQMXZcbqmCvZDylk0sqdnZ1RV4fQhPNdiRXmlMl0zqQU7CyWvP0lkl2eI7MyJbm+AkuiiqznRu6TdhwcLw8ADG+o27ZPyg15KjA5I+cHgtLb1WEG3Bvy1sSUfYBJpVQzQwxKquuluvZq1kCHGETeYf2sCCQWAXW6icU75Y6G4/3Avnr59Hu2yD8/uEXee+sNQl0Qo6YKsWkpgYl4XFBubq5lLXtbhrzHWSrN7F2P9w8e+ILMzE4aGY2A5JiIj9SyT3Lkiwf/fAGBKnJb9xnpRVLNEJV2bm+Rlr03y0xRtRQX5tkWpX4z63YTDi7F5s+6IQYML9AhBu5u6qsikFwElk0vf+tb35Jnn312wVk+/PDDct999y1YHrmA1o9MM7RwI6+7z0RC5/onZTg0I+X52bKjOtcIM1ztQ00ljHBqsHadyALj+GiTIeWbyL5Pokt6ZZnBS78s/bucizPSvsyc9dqZ4TPydMfT0h3olvrCenl/0/tloOX/lJ9d+okEZsakIKtE/qDlAfmTbZ9YcI+8+4l8T5odPArN5J3e0YAE/BUyN9ojEz4ziza/UhqnhmWob0xag7OyJXs4cvOkfW7ONb93lyel1fN7N9wdlOHuK6cU7Xc1aSebRgdWXONzM9MB1yzzB3ZuPfB89rOflU996lPyoQ99aMFuXn/9dbn55psXLE/3BThciCzOvP2wBX6fUT6atWPTEt0P685npa84GUQh3K8IqVbEIaIxele6z7WuRzr5xRdflKqqqvmRgDwAgLOrOzM1iN5bhs7DTB4Jjdi6Lb24y6WRV3Ne3M//9pJhe48EbGp5e325acfJs+PwSNWTOdgoFvm7ulHOO9XPU3GNzx3aKLgu5fs0vRyf341r9ur6YYsNiaWn/aKM93dJkZn7yvJUNhwcdUznZOmTpc7L02aiDceKwhL9s01NTUIKmocB70MBPbc43IqCCvFl+ewrn1keSyMlD2nqxi3VsrupUsoLzbQjnT8bS4h1X4pA2iKwLqd77NgxQX4OjVpSfWrREXD9sPTBBibGZWzEpCK7L8nlkYnoG6TQUqJbBCBcNEmKN1kEK2DhAYDa6r59+2zUDcP4sqmpYsg7EuF6baleXO96q33vJaHp/NnVoqfrKwKZi8CyNd2loIHV+dxzzy21in5nEHD9sCVlRsBhdMTUKadkeHRMiqzkYcO81GGqgoXOMKIV1FNhMyOmAcEKGUTGzK3ESMnGUuOZ1DJ1Zn7cSDt6bpF3JNJ1Rop5qV5ct95aXnG8/KgpAoqAIrBSBNYV6a70IJm+nmORTvtypbFl27xa0tbKPDlj1IKGh1M7zcz9g9REPZco0xmD1L3pXbc88hWHSz9w0LTZVBb6JfCuxjPLl5J2jNzPYp/d8AEGGAyFhqzjnZ0zwxOMA+Yzy9UUAUVAEUgFBNTpJuAueFORI+E52bZjp9xzcKvth6Ut5/z581bwIQGnsq5DEF1ST6WFxrGYkWY8d+7ckgpWrqaNxvPlznYZNcIShf4sG/kifhGrhw7IUpCmiHQ7Rjvsa6xJVOsCUDdWBBSBjEdgXenljEdvFQAsTEU2WvEH1JUwhCAgKHkd2ip2n9BVGXFHdImABS09qDVR52UqEKpNkWYnAJk+1v7LPTI+dkXScXLSEMrK66SmJGB5AQw1IJpeif3Pk/9T/sur/0U6xzqlsaRRvnTrl+QTez9hN8XxxpKpvJLz0XUUAUVAEVgpAhrprhSpOKwHG7elpWU+aqRFhyHkOLJUN5wkBCvnZB3BKnIqD9fhatqlpqbtN6xjbHR8QsZ7L1oGMhOFSFWvxHC4f/7rP5fh4LDUF9XbVz6zXE0RUAQUgVRHQJ1uku9QZWWlJSl523LoRVupzGEyT59oF8frZso6gpVjE7tzczXt8Fy2NDVvl7mcfDsBaEdNsVvFCk+sRHKSCLc0t1TKC8rtSD3eFwQL5D+9+J/m96VvFAFFQBFIVQTU6abAnRmd8knbbLk8c25IXnqnX7oGRpPalrMaSEgJk1Z2LGZ6Z4laaSVzohqk1u/cUSn5RhiE9pryshI5tLXS1rS9x4KUheNeykgpl+ZdHRw/NzUnuaFcuXDigs0SUB92x11qP/qdIqAIKALJQEBruslA3XNMx+xFt/fA3j1ywdRJj7QOGqdktI9NWw7EJS9j2LNpyryFVEX7EKlmHC5Oj75tatQwnnHMBUb9eHfJpIwZDeTJyVlz7gtrv6SZIVZR18bAxttmVGgEKKjhklom0sWyjaRm2G8cua9cjh49KmQOkIasq6sTas8rrRPbnel/FAFFQBGIMwLqdOMM8HK79zJ76eGtrjB1T5O2Pds7aCNBnBCp5o1AsMLZ4XhhYxOxOoIVjpf3pI/p9+V6SEFHG0gPG5oh9hOzfttmNBA+J2/0/Uo6x9slO1wi79txr/zg5HctrES8o+FRCRYG5Qvv/YLMTs9aFjj7hpiGohYjADkvJ+6x3P3Q7xUBRUARiCcCml6OJ7or2LdTq2KQfE9nm/T1dpmxcyL+8poNS7BCD9kRrIh2YTZDsKI9ikiYaJR1cMA4WNd+5OAizfzGpQHB4f7s2H+WrgsXpSanRqbmxuXF9jfkX9zyL2yk2z3RbV8fu+cx+cK9X7DRLfvgOAxJoJXpjTfekFdeeUVTzw5cfVUEFIGkIqCRblLhv8rsNTnX+VrkZZOaLS8tka1b91vxCdjMTveYqDHVozZHsKKlCGfrrdNyHaSeqQEjMcnPpLl2IlyWc618Pt/RJr8e/oG095geYPO5e8Y43vLNZihfmYxNjcnhzx9ecOdgghNNE1U743j8MJ4QZ89xd+zYkfIYuvPXV0VAEUgvBDTSTfL9dMxeySuShi1bxUxgs8ze60p8tr7Z3Nw87yBoy0HBaiUs3yRflq2lMoM22kxcUr9OupHzZHgBYwMZZsD1FhYWSlf/W/Jq22HxV+VKcWW5zBbMyLnx45Llm7Iay9Guj/o3x4xWx8WR49BhWrsoPNo+dJkioAgoAvFEQJ1uPNFdwb69alUTszmyw6Rc79zTaOu5OCb0jiEFucHyri0n0YPlV3Ap86twjpz3iRMnBHJUpJH+JYUcaQwvoA5L6nmiolXyp0tkNifLpNrzJNu0GfnmcqU3eGZRLWWcLZkA8Io0sgNbt261TjkynR25rn5WBBQBRSBeCGh6OV7IrmK/kWpVMzNN1wwXwIEhpEGE5pwtBCvqpUR2qeZEcH6OzUzKOJrjJQXMd5FD6B1sE9kD8rv7D8lL7S9LYFKkwJ8vxblZMjq5tJYykSxpZtLa3jQz5C1qvJwL6WWiazVFQBFQBBKNgEa6iUZ8BcdzEZu3VYiULBGk18muRPd4BYeLyyqIfcAcJmVMhEntNtJ4cCDt64wh9I8eflQe/PmD0jrUKnNZIbl3x/ukyTC6c3LC4s/2yfu3vn9ZmUccPqlmcCS9jRPmdWhoyKbnicAnJlJ/rKLDRV8VAUUgfRBQp5ui95LoNdpwARwHTswpWBHNJWuw/Eqg4zpgKMNUJm1M+thF5t40Mw738Zcft5OBmkqbpKG4QV7ueNm2BP3ult8VflpKW+QLt3xh2cPibBHs4KGFWjEjKB0BjTYlIl5mQcNwVlMEFAFFIJEIaHo5kWiv4VgIPLjeV4hAOFmiQwhHLsXsdI9xxk6ScQ2HivsmEKQ4bx4mSC3zQxqYiP3J009KRX7F/CzcndU77fmgQJWXk2fruHftumvZKNddBDVwIlywQyeaiBtW9cWLFy0RjZQ9OJJqxjGrKQKKgCKQCATU6SYC5XUeg9QsGscMjqeO6whWCGYwJAE2M6lnIrjVDJZf52mteXOXeobwhGwj13Ch/4JsqbqiROV2vL3KTC0ytdzvfeR7dhGa1KsxsCDqxXC4e/bssU6YViYcPg8t1Hip9+KgIXKpKQKKgCIQTwTU6cYT3RjuO1rvK86DqJHv3JABxCdwzDgcl8aN4WnEdFcu9Uz6ubmtWYZDw/ORLgcaCY0sylReyYm4FLxb16WdXeaAOjmjFXmI6egbkdG8KhkzJWamItHKBcFNTRFQBBSBWCKgj/axRDPO+3JOww0X4HBEa2gdewlWRHFEvaSjN4p9fM/HZSg0ZGu6s3Oz9pXPH7v+YzG9BBw9DyR79+61qW4IVhc6euT/e/ZVOWsi6WLfjAQnZ6wEJdrPaoqAIqAIxBIBdbqxRDMB+3JOw6vFjJOFYEWK1EV3qU6wioSKwfOP3P6IjXQ7RjvsK5/jNZCeViUIVtTBeybmxDcTkuGeNum4dF6K83KEARToYqspAoqAIhBLBDS9HEs0E7gvCFaklUkxb3SClYMNBxsvJ+uO4X11BKtnzg6Kf6hHQoEJKzkZNK9FhUV2DKF3fX2vCCgCisB6EdBId70IJnF7nAYEK2qUmCNYwcZ1LGanYEU0rLYQAbDbv2+vVDe2SF2j0XY26ea3T5+RX79xVk52jcgvT3TbEYMLt9QlioAioAisHgF1uqvHLKW2cAQrr5OlHYaWGVf7pebLUHnvYPmUuogkn8xNW6qkuOY6KSjfJMOBKTlu0spdnR3SkDOh9d0k3xs9vCKQbgio002DOxpJsMLJumHyXhYz0S5tR0S/alcRgKV8z9462bxls1yeLZJiU8/d12AeWspKTG3Xr/Xdq1DpO0VAEVgnAlrTXSeAqbK5I1iRLnUOFyfrtIgZMICzRYwCBSsUm4iS1a4g4PSvmW9cII0SmhiXiupN9ssiQ6zqHw8rVIqAIqAIrBsBjXTXDWFq7QBWLg7ViULgZLu6uiyz2TlZ+ngRmvAOBEitq0je2dCjK/4C2VR3VaVqIjxte3eTd1Z6ZEVAEUgXBNTppsud9FwH0S0EK6+Tpc6LkAbkK8wpWCnBygOceevmG4+FpmTWpOl5HQtN2+XXrqmfFAFFQBFYPQLqdFeP2YbYgjQzAwa8Tpb2ovLy8vlxeo5g5dLR7sKijeJz36X7K2nm9++plYLcbJtS5pXPqk6V7nder08RSAwCWtNNDM5JOQopZgT9capEtI5gBauZqBc1KwwJSVLOCEWwDVrIvC426zYpF5PAg7r6bgIPqYdSBBSBDEFAI900v9EQrJCIhMXsDCdLrdc5WZY7ghW9vuPj49Yh815NEVAEFAFFIHYIaKQbOyxTek9Et6ScSTE7FjOj7ZCOJBLGwTJij1cctZt1u3PnlRF70S4ObWKkEmH86pCAaAjpMkVAEVAErkVAI91r8UjrT9EIVhfNfNnGxkZb+4XNzOQdHC7GZxxxNMPhPv12rxWPqC7OUxGJaCDpMkVAEVAEIhBQpxsBSLp/JNqF2ewIVug2w2wuKCiwUS6zeUkvO6PuS0QcaUS4DAUozMmSU52vys/O/0f5b6f/Qv7sV/+3HOs5Frm6flYEFAFFQBEwCKjTzcBfAyYRQbBiaAKpZtLLzz33nB3mDhzMmGU5xivCGpFGSrnQMHtfPf2s/OTIf5aRwJDUFzVKf2BQHn/5cXW8kYDpZ0VAEVAEDAJa0zUgZGJtkrot4wGJcGE1EwEzHpDIl5Yh2M51dXX2fxJIVjCaq6qq5v+noYYbMHNnT8++IRVVmyQnkC3TRleiuqhSKvKn5cnTTyZ0YtD8iekbRUARUARSGIGMj3Qja5NjE6GMGWBO2hgHm5uba6NelKyYUIQjxgFPTEzM/+oSDXv7dxGRONl3XF7s/pWcnToqp6aOyeXxHqktzZey/DJpG2mb31bfKAKKgCKgCFxBIOOdrqtNImw/MtAvAx2tkmMGmqf7AHMiWqYOkUp2xCmiX6YTNTc3W1ZzIBCwUTC/KpFp5r7QOXlr+IeS5zPh7WyOzEpYesPHZWJ6QEZCI7K5bLP+P6YIKAKKgCIQgUDGO11qkwjaB01U19fbZRzQjAz1tMnFju4IqNLrI3VdItu9e/faEYBOq9ldJelmxDFIKRP9+s2cWUhWg4ODdhXSxw2l1XLXtkNSXCBSVpArxXkF8mb3mzIUGpKPXf8xtyt9VQQUAUVAEXgXgYx3utQmEbTPLyyU8oorNcvgpKlrjvTNT+tJ598WnCvCGfv377evfPYaThamM98jpvHSmZfkL3/9l/Kj4z+Soz1H7ap3XHeHFJghAZPTkzI5MymP3P6I1nO9IOp7RUARUATeRSDjiVTUJuk3xarrG02SNFv62tplf2PZAnnEdzFb8oUa8UuXJuTN0UsbSjCCSBcBDX4gTqFaRWSL0cu7Z88eaQ+3y097firlueXSUNIgI8ERean9JcHp3tl8pwwFh6SioEId7pK/IfqlIqAIZDICGR/pRgrc19fVyh/+H7dJbXmR/b3wyiMu94viSFmh6VmJpWAE+/3liW758W8v2Vc+x9MQ0SD1vG/fPuuEqf8yHpCUckV+hXmYqJTd1btlLmtOssy/t/vetg5X08rxvCu6b0VAEUgHBDI+0uUmRhO4D9WUyTvvvGMFIxgGwOB30qtOVCLazXekrJlcn0yFQxIcHJDiihpLylrrlBrnyBGiwJGPm1FzROaJmHzDaEBSz9R0STNfHLgomyuvEKTqiuvk9qbb5VT/Keka65K7Cu6Shw4+pFFutF8MXaYIKAKKwLsIZHyku9hvArXNSOWmc+fOLSqLyH4cKctGhm0XZXhoQIa6L0nfSGCxwyy73Dly2NWhwIQMtJ+X3LmphLKr3cSh5qpmy0x2J43jvbH2Rrl///3y6J2PqsN1wOirIqAIKAKLIKBOdxFgWOxVbuIzIhKoMyGNyPtIc6SsGZOOdW04QyOjMt57aV7tKXKb5T47Rz45GZYu48inpiZlsPuitHf3LbdpzL+HkUwKmdrt7NysppRjjrDuUBFQBNIdAXW6y9xhp9zkHY3X29sr58+fn5dKdLuAlDUWmpYZ07vatHW7TGflGGb0jGytzLPpaUdMcuuv5NU58pwcvxQVl9hNAuEpCQ12S3d3YtuaDtQdsMxkyFIdox2WNKVM5ZXcRV1HEVAEFIErCGhNd4W/CbB6qXEyHAChCBzomTNnZNu2bXY5u3GkrH880i8j4TnZtmOnVMwMS95c2Ea+1IgZHl9bW7vCo4p42dW1TZtlssMnfZ3dll0NuYl6M3KOPl9inp9wvPyoKQKKgCKgCKwegcT8pV79eaXkFqg17dq1a97JBoNBG8F6p/LgeO/YUiSffs8W+dANTXL7wb3XOFlS06Soo6Wno120c+QFZrhA/3jYjuH75F03SU1ZoV0dgtPZs2evkWhEScoNLIi2T12mCCgCioAikBwENNJdJe7oEkOwIr2Ms4U0hdMj2vQOBHC7JT1NdMt2ztkyo5YIlSiZuvFyhuPlx2sTE+X2HNBDRiMZdjX7KzQiH+gm43Q3b1YpRi9m+l4RUAQUgWQjoJHuGu4AjnLnzp3zTpaoFQGJxQhWHAKHzDbOyeKwcZQ437VYUVGRdf44WYzhBaS7h4eH7cMAU4IYQq+mCCgCioAikDoIqNNd470ggm02gwGIYp0tRrBy3xcXF1tHSdSLhcPhNROs2J7pQKS7Kyoq+Gjrxi4C5zORtWNR81lNEVAEFAFFILkIqNNdJ/6QolBvckQmCFaQrYg8oxlkLBwl9WGMNDAEK2QX12IcF9GO+vr6BZvj1Ds7Oxcs1wWKgCKgCCgCyUFAnW4McMeBUucl8sRwdqdOnbJp3mi7R2yC+quXxcy8WlfzjbbNUsuIZpkC5FLX3nVx5l6il/c7fa8IKAKKgCKQWATU6cYIb1LGu3fvFlLImCNYDQwMRD2CI1hBwOI9BsEK1Su2XakRKZNSZjbuYttpmnmlaOp6ioAioAjEFwF1ujHE1xGsysvL7V4dwWqpFG91dbXs2LFjPkqF/LQaghVRM9u72q5z4N7LgqxFT6+aIqAIKAKKQHIRWL5fJbnnt+KjMxgAnWJkE1FxQlQiss1mxTtbx4o4vcbGRktucs62p6fHspRbWlrma7/eQzBEgfQ0tV0cpCNYUatl4s9KjAibH2rJRMywl72RLyQvCFewno/1HLMTg9pG2mRz2WY7cF4FL1aCsq6jCCgCisD6EEiLSBeHy+Sd4OSMVBb67SufWZ4sq6urs3VbR7CilYcIdimCFY7XOdnFCFZeRxrt2qgrMxWIofOwq11LEevS1nS066g8/vLjVje5qbTJvvIZR6ymCCgCioAiEF8E0sLpukk8fjN959K50zIXGhdG4bE8mUaa2UuwcgpWiFlEM1LFMKGRnMRIT0Owol7rFKzQW2bG73KGs6c3mDqzSz0TQf+PF/+HnYmLfrIvy2f1k5mRy6xcNUVAEVAEFIH4IpAWTpeUcn5OlnS3XzItONPS09kmoZF+m2qOL3zL790pWJHWxVCQQsQC+cZoRnqa4QqoSbn6LKliCFZEvzCRIUbxfqVG2plUNdFv13iXFGdfIXu57cvyy4RUs5oioAgoAopAfBFIC6dLDTc0PSdlFVXzaHUa4lDYTOJJBXEI2nlQo6qsrLTnR9RKL+9S5KZNmzZZghTRLwbBijYkdJVJUbt6sf1yhf/hPK5vuV7GZ8av2WIkNGJru9cs1A+KgCKgCCgCMUcgLZyuG6nnL6mQuqYtEpyatSP1GgpmbFRJdJlsI90LkQqSlTNSxbT7LPZgAMGK9HB+fr7dhPSws7XKPOpMXIegvioCioAikHgE0sLpeifxhHz5ZqTeDnnvzlqpLsm3kaGLEBMP78IjRiNYkW5eimAFIcoRsrx7hBi1mMP2rud9rzNxvWjoe0VAEVAEEotA2rQMRU7imZrabKNISEuujorzcjrFiYX52qNBsILcRJSLsyVl7KYEudovrUN8h6IU0pLRzKWZqQFHGmzk77z2HTnScUTmzL9DTYfki7d80c7C1Zm4kWjpZ0VAEVAEEoNAWkS60aBydVTnZIkIW1tbhZRuKhitPDCbnZPlwYARgYzlw6jhcq4MVKC+Gy3SZT2ccuQ0IRzuv/6nfy2HLx4Wv88vudm58tzF5+Rr//Q1bQ0CNDVFQBFQBJKEQNo6XfDEUcHapW/VGeQlnO9q07Ju+1i+ugcDR7ByDwacIyxlfmgPgsl84MABy2pmYEKkeWUecbhf/uWXbYQ7Gh6V2blZyTcp9/xQvvSO9GprUCR4+lkRUAQUgQQikDbp5aUwYwIPZCRXAyWaJDXL0AEcXzLNEaw4P8dm9kbjsJQZqICzpX+XH9LNRLiuXxeCFesN+Yes8MXlicviM/+wjrEOaSppkqzxLOm/0C/HZo/JxK0T8xF2Mq9dj60IKAKKQKYhkNaRrvdmkmamjuqcLLXeVCJY8WBAVB6ZRib6JZL1Gk4YveW9e/fOp55xwn/35t9Z4YuaohrJyb7yPJXty5b+YL9k12aLP8svc51z8tRTT8mrr75qe4Wd6IZ3//peEVAEFAFFID4IZIzTBT7qqLTgOGlER7ByddT4QLyyveJckXiMNp6Pmi0tQpFGdOxNPZ+9dFZKc0tld/VuKcotkvBMWOZm52RicsL25m7evVkOXXdIeOCAMf3000/L4cOHpaOjw5LNIvevnxUBRUARUARii0BGOV2gI9J1soh8dnVUb0qX5Yk0r9wjae9ohmNc7DsENEg777t+nyB0UVtcK7/X8nvSXN4sU7NTQrT7vub3yX/4+H+Qu2+5e373PHSQln7uueds9AuDejGJyvmN9I0ioAgoAorAmhFYs9OlpeUrX/mK3HrrrfKZz3xGmGKzUcwRrEjpOqOeikoUTjjRhtwjc3WRaaSPN1q0Gy3NHHmeCF8MTw7bIQabijbJ71z3O/LBHR+Upz7zlDxx3xO2XeiGG24QRDe8htMn2n/ttdfmU8+0MakpAoqAIqAIxBaBNTvdJ5980jpd0pNEj4899lhszywBe4PVjEqU0zhGD5m2HSLAZBgTglCswvnihNFt9hrEKcb2eQ228qOHH5UHf/6gZSZ/eOeH7RCDjtEO+/rI7Y9YZ+u24Rg8KEXWjt33LCdtvdj3bj19VQQUAUVAEVg9AmtmL9PCgtgEdv/998u3v/1t+36j/Yd2HZjBCFXgbEmvOqEKV/tN9DXh8Bhuzw9tQ5CkXN2ZNDPj/3CeOFzG8jElyI3p+8XZX0iko408fx42YG4zRCHSSjc1SYdUyfG3epM6lzjyvPSzIqAIKALpgMCaI919+/bNXz+pZuqkG9UQqECowjlZaqcQjZiBm2zzTggi9UxUzqg/jHF8ONy1jOm78cYbF6SZhyfC8v8+9YKcPPaW2W92SswlTjb+enxFQBFQBGKJwJojXe9J/OY3v5GHH37Yu2j+PW05G8Wom5K+dQpPRL8QlFCEWo3xEBKv66be63p0j106JrUFtdI3fpXZjBjGscvHVnR8ImbS6Vw36exjFy5JeGpazh5/TcLBMWnYvFUCk7Pyj0f65Y4tV0YTrgaHWK8bT1xjfa4bZX+KaXzulOKquC6GwLJO91vf+pY8++yzC7bHyd53332WfHPo0CHbY7pgJbOAFp2NZPS+wujt6emZP21qqzglV/ud/2KRNzjcRFz3gdEDljRFpOtsKDgkB2oOrOj4nCPXBonsox/9qHTl/EYGLp2x6faKsnLJ82VJQ/N1MmDmFe/evcUdImmvicI1aReYhAMrpvEBXXHNbFxff/31RQFY1ul+9atfFX6i2cDAgBw/flweeOCBaF9v2GWQmXBGKFjB7OU6UX2iDhqNWZysC4WtTE0XYxA97UJDoSF56OBDKz6lgwcP2mvlgWLP9Tuls7REQsNXIufhoQEZGg9IsyGbqSkCioAioAisH4E113Spe/785z+Xz33uc/YsSMueOHFi/WeUInuAYEWd2jlZCE08vQaDwRQ5Q7GsZEhTRLqLsZWXO1lIZK4+z1xif3GlVNSbqN6QuQKT09I/OCxFgV770LHcvvR7RUARUAQUgaURWDbSXWzzr3/969bpPv74lUiLyPDFF19cbPUNuRyCFSnYd955xzpbHjRgNiPXiBRjKlgsxvQhroG5ucRvdQzL5FyW+Aa7ZX+jX0pyxT5wEOlH9vimAgZ6DoqAIqAIbBQE1ux0v/nNbwo/ibLu4aDgDAZNfbGyKFeIynAS8TZac2A2I5wBmxnSEU6YkXu1tbXxPnzC9391LnG9zMxstxOZ6A+emZmxLUbM7l0tsSzhF6EHVAQUAUUgRRFYc3o5kdeDw3367V7bwlKYNSWB8LT9zPJEGH2zRLe07DijX9bVfN2ydHslAt6+ffu8k6W+/cbJs/KDX78mPzpyUX55olsSdQ/SDVu9HkVAEchMBDaE0yXCLcnPEd90SLoutcpob7sUmhid5YkyiEYQrJqNIIhjMUOwouWGQQXpalwrQxX46R8Py5HWQSP5eVlkYlD7eNP1put1KQKKQNwQ2BBOl5RyYW62XO7usEAEJsZlsOui9AyOxg2YxXZcVVUlO3fuXJJghZwk6dh0MlLK43nVUlKQK2VFhVJVXWMehEy91zwMJfLhJ50w1WtRBBSBzENgQzhdariByRlp3LJVcg3bFhudCMjE5bb5Qe6JvHWoRFHnhTyGOQUrhstjvJJ+TjcLZ+XJTsPobtjcLDlGbxsrysuxdfZ0u1a9HkVAEVAE4oHAhnC6kKbGQtMSnvVJY/N2kdwCmQjPyPbqQkvuQaEp0UarDS1FjsVMZAvBClEN2oq8ylaJPrd4HY+HnynJkbz8qwS2CVNfZ7maIqAIKAKKwPIIbAin61pZCkyKeSg4LS1bt8l977leqkvy7RW2t7dbPWKIPok0iEa00XhZzKhZufOAaAXbOV3MPfyMhaZk1mDNKw9DLFdTBBQBRUARWB4BQ0faGHa1leXq+RJNIv6Pk+vr6xP0TmEZO0GLq2vG7x1EI9qHGIfnzsUdjbQzTpg2m3Qw9/BDDRdSFRHuoa1VCWndSgf89BoUAUVAEdgwTjfarWL0HWne1tZWyyBmUAHiFbS54AQTYTh8argwmV2E6z0uqe+KigqhDpwOFu3hJx2uS69BEVAEFIFEILAh0stLAYFCEqQm52TRSMbxIuiQCGMGL043EAgserh0SzMveqH6hSKgCCgCisCSCGzoSNddGdEujpeI16knQWpKhHoSilVMIKKHl2g3GqmLBwEm+ZCGdsYAeubhto20yeayzcLwAiQd1RQBRUARUATSF4ENH+m6W+PUk5h/i5HqpcYaWWd168f6lToyhCqGB+DsIzWKe3t7haEJGA6X6UCM4WsqbbKvfGa5miKgCCgCikD6IpA2TpdbBKkJh4d6klONgmBF1JsosQqOy3B4BDT27Nkj1J2RkcQuXbpk2cxEuBX5FXY6kC/LZ1/5zHI1RUARUAQUgfRFIK2crrtNqCft2LFD3PQcUs7UeUnzJtIQzyD1vH//fptapn2ou7vbppSZf+s1PpNqVlMEFAFFQBFIXwTS0ulyu0jvMpbPEaxoJ2IeLgznRJs39QyL+bqS6+zAee95MICe2q6aIqAIKAKKQPoikBZEqsVuTzSC1blz5xJCsIo8Jy9xKjc7VzpHO2Wr+UeEi8MdCg3JQwcfitxMPysCioAioAikEQJpG+m6e+QIVm4GrCNYoWIVra/WbRfL10jiVF52nsyZf5Mzk9Ix2mFruo/c/oiyl2MJuu5LEVAEFIEURCCtI12HN+QmyFXUWJ2zpbXHKVi52q9bP9avXuIU+y7NKZV6X73UFNbIN+7+RqwPp/tTBBQBRUARSFEE0j7S9eJOtItalXOyiSJYQZDyEqey/dlSMFcgR986aqcRJZrg5cVE3ysCioAioAgkDoGMcrrASjsPQhrUezGiXZjNkQSrWLYYQZCibuu1uZI5aShrMAPhe+XEiRO2rSlRKlre89D3ioAioAgoAolDIOOcLtDCaMbxOgGL6elpOyKQAQrO6KmNVQSK2hREKcQwZudm7evI1Ih89p991h3OSklC8jp58qQd3pBO04nmL1LfKAKKgCKQ4QhkpNPlntPGQy+vl2CFo3U1X6JOPsfCkHeEKFVRUHENceqOHXdIVVXVNYcg8kZF69ixY5p6vgYZ/aAIKAKKwMZHICOIVIvdJkewIvLF2WIQrCYmJqyCFSlnol9UpdZrON5o2sooaOHgGZzgNdLbpJ75YUoRIhuuFu1dT98rAoqAIqAIbBwEMjbS9d4i9Jq9ClY4XWcdHR3CXNx4GY4UhxrN+K6+vt72FavDjYaQLlMEFAFFYGMhoE733fsFwaq5uXnB3SPijFWaecHO311QVlYmlZWVC76mruv3++3Pgi91gSKgCCgCisCGQ0CdrrllwWDQsofPnz8f9QaS/mVsXzyNNDMO1mvJEPLwHl/fKwKKgCKgCMQWAXW6Bk9EMyBUEe0uZtR8I+uui627luUQuxDwwAoLC6+ZlESdOZGTktZy/rqNIqAIKAKKwPIIZDSRygsPKV5+YA8zDhAClbdtx6WZEddw5tVTjsUg+vLyckuaIuLlIYBe4tbWVkvqItqmn5jjux5jdx76qggoAoqAIrAxENBIN+I+wWQm1XvgwAH76nVwIyMjMjg4aLeI1FOmBzcWg+iJdnG+2EqFPOzK+h9FQBFQBBSBlEdAne4itwi2MKzmffv22ejSpZ7poSXN7NVTjuUgetLMTrSDU1uJkMcil6CLFQFFQBFQBFIMAU0vr+CGRKaeOzs77cD5ptKma7aeH0Rfe83idX9wQh7UlUl9Q7CCUU0qvLGxUeg3VlMEFAFFQBFIfQTU6a7iHrnUM/Xd6y5cJ8OhYasy5XYRz0H00YQ8Tr5zSZ461ia55XVSXVogNzSVS315gTsdfVUEFAFFQBFIMQQ0vbyGG0Lq+eO7P75ATxl9ZXSW42lOyGMwMCVHWgdlcGhYAn3tMh4Iy9Nv90r3cDCeh9d9KwKKgCKgCKwDAXW6awRvMT3laFKPazzEoptRXw4W1kpZcYEU5uZIQX6BlJv3Jfk58lbH8KLb6ReKgCKgCCgCyUVA08vrwB8HmwgnG+0Ux6d9smvX9TLU1yvVdQ12laK8HOkfD0dbXZcpAoqAIqAIpAACGummwE1YyylUFuVKaEakpqFJfL4rt3EiPC0sV1MEFAFFQBFITQTU6abmfVn2rCBNjYWmzc+UmdE7Z1/5zHI1RUARUAQUgdREQJ1uat6XZc8KlvL799RKQW62TSnzymdlLy8Lna6gCCgCikDSENCabtKgX/+BcbDqZNePo+5BEVAEFIFEIaCRbqKQ1uMoAoqAIqAIZDwC6nQz/ldAAVAEFAFFQBFIFALqdBOFtB5HEVAEFAFFIOMRUKeb8b8CCoAioAgoAopAohBQp5sopPU4ioAioAgoAhmPgDrdjP8VUAAUAUVAEVAEEoWAOt1EIa3HUQQUAUVAEch4BNTpZvyvgAKgCCgCioAikCgE1OkmCmk9jiKgCCgCikDGI6BON+N/BRQARUARUAQUgUQhoE43UUjrcRQBRUARUAQyHgF1uhn/K6AAKAKKgCKgCCQKAXW6iUJaj6MIKAKKgCKQ8Qio0834XwEFQBFQBBQBRSBRCKjTTRTSehxFQBFQBBSBjEcga85YvFB4/fXX47Vr3a8ioAgoAoqAIpCyCNx8881Rzy2uTjfqEXWhIqAIKAKKgCKQoQhoejlDb7xetiKgCCgCikDiEVCnGwfMQ6GQfOUrX5Fbb71VPvOZz0hvb28cjpK5uzx9+rTwo7Y+BP72b/9WfvKTn8hf//Vfy4kTJ9a3M936GgQGBgbkhRdeuGaZflg7At/5znfkjjvukHvuuUdeeeWVte8oBbZUpxuHm/Dkk09ap3v48GHx+/3y2GOPxeEomblL/of7/Oc/L+fPn89MAGJ01UeOHJELFy7IH/7hH8oXv/hF+au/+iuJI70jRme9MXbD7+aXv/xleeqppzbGCaf4Wb788suye/duef755+WDH/ygPPLIIyl+xkufnjrdpfFZ07cHDhyQ5uZmKSoqkvvvv19aW1vXtB/daCECt912m+zYsWPhF7pkVQj8wz/8g4AllpeXJ6WlpfLWW2+tah+6cnQEtm3bJocOHYr+pS5dNQIlJSVy5513SnZ2tvzxH/+xzRyOj4+vej+psoE63TjciX379s3vlVTzrl275j/rG0UgFRA4deqU1NXVzZ/Kpk2b5O23357/rG8UgVRBwPv3NBgMSlNTkxQXF6fK6a36PNTprhqy1W3wm9/8Rv7kT/5kdRvp2opAnBEgUiDCdcb70dFR91FfFYGURODpp5+WL33pSyl5bis9qZyVrqjrLUTgW9/6ljz77LMLvnj44Yflvvvuk9dee82mmbZu3bpgHV2wOALL4br4lvrNShGoqKiQqamp+dXJyJDGU1MEUhWBwcFB6erqkj/7sz9L1VNc0Xmp010RTNFX+upXvyr8RDPYi8ePH5cHHngg2te6bAkElsJ1ic30q1UgsH37dunv75/fYmhoSPbu3Tv/Wd8oAqmEwOzsrPz4xz+WP/3TP02l01rTuWh6eU2wLb3R5OSk/PznP5fPfe5zdkX+uGlLxtKY6beJReCTn/yk/Pa3v7UH5Q9aIBCQG264IbEnoUdTBFaIwE9/+lP59Kc/Lbm5ucLfVxjNG9XU6cbhzn3961+3bUIQAPbs2SP33nuvEFmorR+BY8eOSVtbm7z55pvS19e3/h1m6B5wsC0tLfLDH/5Qvv/978vXvvY1ycrKylA0YnvZ7e3twu8prUPaubB+bH/2s5/JN77xDXnve99r/57SHeLlI6z/CIndg8pAJhZvPZoioAgoAopABiOgkW4G33y9dEVAEVAEFIHEIqBON7F469EUAUVAEVAEMhgBdboZfPP10hUBRUARUAQSi4A63cTirUdTBBQBRUARyGAE1Olm8M3XS1cEFAFFQBFILALqdBOLtx5NEVAEFAFFIIMRUKebwTdfL10RUAQUAUUgsQio000s3no0RUARUAQUgQxGQJ1uBt98vXRFQBFQBBSBxCLw/wPsA9stgwK8kwAAAABJRU5ErkJggg==" + } + }, + "cell_type": "markdown", + "metadata": { + "hide_input": false, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "![immagine.png](attachment:immagine.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## What happens if input dimensionality is large?\n", + "\n", + "- $\\mbf{X} \\in \\mathbb{R}^{D\\times N}$ then $\\mathbb{Cov} = \\frac{1}{N}\\mbf{X}\\mbf{X}^T$ is a **big** matrix.\n", + "- $D \\gg N$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "What is the shape of $\\mathbb{Cov}$?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- $\\mathbb{Cov} \\in \\mathbb{R}^{D\\times D}$.\n", + "- Eigendecomposition complexity $\\mathcal{O}(D^3)$ so in our case if $D$ is large **we have a computational problem.**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# What happens in high dimension?\n", + "\n", + "- Are we supposed to think about the world in a 3 dimensional space?\n", + "- Our brain can think in a 3 dimensional world.\n", + "- Maybe with relativity theory we arrive into a 4-D space if we consider time also.\n", + "- So why we need higher dimensions?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# High Dimensional Space\n", + "\n", + "- Visualizing one hundred dimensional space is incredibly difficult for humans.\n", + "- Most of time the representation for an input datum is a vector in **high dimensional space.**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- You can think an image $\\mathbf{I}\\in \\mathbb{R}^{WxH}$ as a point/vector in high dimension.\n", + "- For an image $128\\times 128$ now our $D$ dimension is very high. $D=128^2=(2^7)^2=2^{14}\\approx16K$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- Let's double the image $128 \\mapsto 256$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- For an image $256\\times 256$ now our $D$ dimension is very high. $D=256^2=(2^8)^2=2^{16}\\approx65K$\n", + "- Doubling a side, increases the dimension four times, for two-dimensional nature of images." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- So you can consider an image as a vector in $65K$ dimension!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Let's practice with 2D real data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "We will pull a 2D real dataset made of images in the wild using `sklearn`" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Ariel Sharon' 'Colin Powell' 'Donald Rumsfeld' 'George W Bush'\n", + " 'Gerhard Schroeder' 'Hugo Chavez' 'Junichiro Koizumi' 'Tony Blair']\n", + "(1348, 62, 47)\n" + ] + } + ], + "source": [ + "from sklearn.datasets import fetch_lfw_people\n", + "faces = fetch_lfw_people(min_faces_per_person=60)\n", + "print(faces.target_names)\n", + "print(faces.images.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(62, 47)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "faces.images[0,...].shape" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Best Practice: Always look at the data before start working!\n", + "\n", + "- Do not do simple summary statistics on the dataset\n", + "- Always look at a large random samples of the dataset\n", + "- The data may **contain noise** that you want to be aware of!\n", + "- Do not give for granted that the data **and** the labels are noise-free\n", + "- You could try to plot the data to lower dimension also (i.e. with PCA)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "In total we have `(1348, 62, 47)` so `1348` images of dimension `62x47 = 2914`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the faces\n", + "N_ax, N_img = 10, 10 #10 rows with 10 images per row\n", + "fig, ax = plt.subplots(N_ax, N_img,figsize=(10,10),\n", + " subplot_kw={'xticks':[], 'yticks':[]},\n", + " gridspec_kw=dict(hspace=0.1, wspace=0.1))\n", + "for i in range(N_ax):\n", + " ax[i,0].set_ylabel(f'Faces {i}')\n", + " for j in range(N_img):\n", + " ax[i,j].imshow(faces.data[i*N_img+j].reshape(62, 47), cmap='gray')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## For example, what is this?" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(faces.data[9*N_img].reshape(62, 47), cmap='gray')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- Looks like a misalignment error!\n", + "- This can create noise in PCA estimation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# 2D images are high dimensional vectors\n", + "- We said faces are vectors that live in a $\\mathbb{[0,255]}^{2914}$, if you flatten the dimensions\n", + "- Now how many images can you drawn in this space, assuming the grayscale values are $[0,\\ldots,255]$?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "$$256^{H\\times W}=256^{2914} \\approx 10^{7018}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Long Story short\n", + "\n", + "- The $WxH$ where the faces live defined a **HUGE** space\n", + "- The faces samples from this space occupy a very **tiny portion** of the space\n", + "- That is, the space is very sparse given its huge \"possible\" volume\n", + "- Note: the same holds for natural images (not just for faces)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "## Let's random sample uniformly the space in 2914 dimensions" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- This is because there is a difference between:\n", + " 1. The space where the data lives (what you see with the image)\n", + " 2. The \"real\" unseen space where the data may be embedded." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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bm6dPnzJ9+nQ+/fRTSkpKaGlpYfbs2UyZMoWWlhYOHjxIRUUFkydPHpZ79dKlS1hZWWFkZIScnByKioqUlJTg7OyMrq4uOTk5+Pn5YW9vj4GBAQ0NDTx+/Fg4R5SVlWFoaEhjYyMlJSX4+PiwYsUKKisrOXjwIDo6OrS0tFBXV0dsbCwaGhoYGRlRXV1NdHQ0RkZGaGtrAyAWi/noo48oLi5mxowZXLt2jZiYGJqbm5FKpQwODrJgwQIKCgo4deoUysrKVFRUMGXKFMzMzCgqKvof1/Zf1u3+/fuUl5cTGhqKi4sLJ0+exMLCgm+++Ybz589z+fJl8vPzsbGxwcPDAzMzM+7evcvcuXOJiopCT0+Pnp4eysrKaG1tpaKiAjs7OwYHB2lvb+fOnTs4OTmxYsUK6uvrSUhIwNjYmNu3b+Pq6oqMjAwpKSlUV1fj5+fH06dPmTVrFosWLaKnpwcVFRW6urpoaWmhqqqKDz/8EGdnZ0pKSjAzM8Pc3Bw5OTmampr+0fPtbzcfNTU1HDlyhHv37tHQ0PA/fqanp8fEiRN54403hBf6P0FTUxNxcXFoaWlRXl5OVVUV3t7evHr1ip6eHjIyMqirq8PJyQkFBQVaWlr4448/WLduHdXV1aSmpgo3vlgsJjo6mqamJiorK1FVVcXf3x8tLS3q6+spKiqisrKS+Ph4fHx8UFJS4tmzZzQ1NQGgr6/PlClTcHR0JCgoiLy8PHR1dXF0dMTR0RFlZWVSUlJ4//33+eGHH1iwYAExMTFUVVWhpaVFY2MjEyZM+Mc1+DcYP348IpEIZWVlDA0NGTVqFPLy8rS0tGBtbU16ejpdXV0YGBjg4eFBe3s7ioqKwrbktdde4969e1RUVGBsbIynpycmJiakpqaioaFBdnY2WlpaaGlpUVNTg4WFBcnJyRQVFbFo0SKuXr3K4OAgVlZWWFlZcebMGVRUVBgYGMDT0xNlZWXS09Npbm6mqqqKmJgY3NzcqKmpwcTEBB0dHSoqKmhpacHPzw89Pb1hqZusrCznzp2jv78fFxcXysvL0dbWZvr06dTV1WFhYcHp06dRU1PDwMCA3NxcRo8eLUxXpk2bhoODA62trUgkEqRSKV5eXuTn55OZmUl3dze5ublUVFSgqqqKm5sb+/btY9y4cdTV1eHq6oq7uzuqqqp4e3ujpqbGwYMH2bJlC2VlZfj7+9Pd3U1mZiYDAwOkpqYyadIkJkyYwJMnTxgYGKCvrw8NDQ1MTU05ceIEy5cvH5baiUQiXr58iVgsxsTEBJFIRGFhIbNnz+bs2bO4uLigoKBAYWEh8vLyuLm5kZCQQExMDMrKytja2uLh4UFpaSnPnz8nOzubtWvX8ujRI6qrqwkJCaG1tZXBwUFMTU2pqamhqqqK1NRUdHR0MDAwQF9fH3V1dSwsLNDU1KS7u5tFixaxa9cunj9/jpWVFQ4ODlhYWKCvr4+ysrJwGFBWVkZNTY3BwUFkZGSGpWYA58+fR0NDAx8fHyQSCVpaWjx8+JD+/n5cXV3Zt28fdXV1WFlZYWdnh66uLk5OTri7u/P48WM0NDSora3F3NwcX19flJWV+f333/n444/p7u7mxo0bGBsbY2Njg62tLa6urnR3d1NRUYGtrS0JCQnIy8sjIyODvLw8Hh4eJCcn4+/vj4ODAw0NDTQ0NNDW1kZ5eTlJSUm8+eab/PHHHyxcuBA7OzsyMzNpamrCwsJi2Oq2dOlSrl69ysDAALq6uigpKREXF4eJiQkGBgZIJBLU1NRQUFAQtpbR0dE8efIEJycnVFVVSU9PR15eHldXV/T09CgpKUFTU5PTp09jbW1NfX099fX1qKiokJeXJ9xf4eHh2NnZ0dTURElJCU1NTdTU1ODg4ICfnx+jRo0S/p9EIiE5OZlJkybR0dGBubk5Bw4cwNDQEGtra2GDoKKiMix1G/qeKyoq0tTUREVFBe7u7mRmZqKgoEBQUBBycnLExMQI25icnBxEIhE6Ojrk5eXx6tUrjIyMCAkJQVdXF2dnZ54/f87AwACTJk2itraWyspKnj17RmlpKYsWLeL333+nra2NOXPmIBKJaGtro7m5maysLObPn09UVBSjR49mcHBQGOBNnjwZRUVFNDQ0uHr1qrCZtrW1RV9fn9DQUNzc3Ialbj4+PmhoaNDb24tUKhW2RGPGjOHly5eoqKhgaWmJjIwMhoaGyMrK8uuvvzJnzhx6e3sJDQ2lubkZPT09nJycKC4uJi4ujiVLlqCoqEhdXR1hYWGYmJgglUqprKzE29sbGRkZHjx4gLy8PEVFRULDoaysjLe3t8CyGD9+PG1tbcTFxVFZWYmBgQEikQhZWVlaWlowNDRET0+P/v5+3njjDZKTk4elbvDXINrAwACAiooK+vv7sbKy4siRI3R0dDB9+nRUVFRQVVVFS0sLJSUlXr58yYwZM4RNWlNTE9XV1dTW1qKurk5ERASKioo8e/YMBwcHPD09aWlpIS0tjYKCAvLy8rCysqKxsRFtbW3k5OSQkZGhtbWVlJQU3njjDZ48eYKnpycNDQ3U1NTQ0dFBQUEB6enp5OfnU1dXx7hx45gwYQJKSkokJCRgZ2c3bHUzNDTE29sbOzs7YWhmbGzMpk2bePz4MQoKCnh5eQksCy0tLdTU1Lh69SoLFiygt7eXpKQkKioq6OjowNvbGyMjI2JjY6moqKC+vh4XFxeUlZXJzc1FT0+PcePG4evri1gsRiQSoaWlRWVlJRcvXsTZ2Rk1NTWOHz+OlZUVFRUV1NTU0NjYiLKysnBuMjAwICMjA3V1dXR0dFBXV6e1tfVvX/ffaj5SU1N56623cHZ2ZsaMGRgaGqKsrIycnBw9PT00NTVRWFjI8uXL+eGHH/Dw8PhHxZdKpfT29vLixQuam5uxtramoKBAmKo8evSI1tZWTE1N0dfXx9LSkpcvXyISiWhsbMTGxgZLS0v09fWFyd0QJSU4OBgtLS3c3Nxoamqira1NmJAWFxcjJydHTU0NTU1NyMjIIJVKEYvFWFtbk5aWRktLC6qqqsjKytLY2Mjg4CC9vb24u7sjFosJCQmhsrJSoFUM1WU40NjYSEtLC+3t7RgZGTFq1CiePn3KzJkz6e7uRkNDg8zMTOrq6lBVVWXMmDFUV1djZmaGi4sLubm5ZGVlCQ9Ue3t7AgICKCsrw9TUFIlEgqWlJVKplP7+fpycnLhw4QJaWlqMGTOGhIQEdHR0UFVVpaKigvz8fPz8/ISpmqamptARKykpYW5ujpKSkjClGDduHMrKysjKylJRUUFZWRkuLi7/ed10dHQoKChAV1cXiUTCzZs30dfXp729nVevXlFaWkpeXh7e3t5YWFhw5swZgUIUERGBsbEx+vr6dHR0UFlZiZqaGmZmZpiamvLbb78hJydHZmYmra2tQpNSWlpKe3s78vLywu9FU1MTf39/enp6aGlpITQ0lAsXLqCiokJ9fT0vX76ku7ubtrY2Ro0axcKFCxkcHKShoUF4UA9NK4cL9fX1JCcno6ysjKOjI4GBgUITYGxsjFQqpaenB3V1dRwdHXFwcODy5cs8fPiQvr4+/Pz80NfXp7S0lK6uLjIzM1m7di3Pnz8HQF1dHalUiqGhIV5eXrS1taGmpsaFCxdwdXUVfifNzc3U1taSmZnJo0ePiIiIAP7i0TY3N9PW1kZ3d7dABWhpaaG2thZXV1eBIqGlpYVYLB6WupWVlTF//nxsbGyEg3RTUxMnTpzgjTfeoLa2lq6uLmRkZFBVVQX+GoS4urqyf/9+gRJYUFDA4OAgDg4OhISEYGNjw507d0hISBAGP0pKSpSVlWFmZkZnZ6fwfayoqKCzs5OBgQFaW1vR1NTk5MmTGBkZMTg4iKOjI6qqqvT391NaWoqqqqpARW1sbAT+aj41NDSGpWYAY8eOpbu7W9gq9vX1kZWVRVFRkTCJU1ZWRkNDAyUlJSQSCQ0NDZiampKQkEBtbS21tbX09PTQ1tZGSUkJ6urqyMrKcvr0aV577TV6enowNTXFwcGBuLg4mpqamD9/PsrKyjQ1NZGUlERlZSV6enpkZ2cTGRnJ1KlTEYvF1NTUCPeouro62dnZWFtbc+3aNdLS0lBUVEReXh6pVIpEIhm25iMgIICcnBzhvaampibQ9jw9PSkoKMDa2pquri6BKnHnzh00NDRoaGjA09OT5uZmdHV18fT0xMnJiZSUFLKysujv72fNmjVMnDiR3Nxc6uvrefDgAQcPHmTbtm10dXUxZ84c2trayMzMpKSkBAUFBRITEzE0NCQjI4Pq6mo8PT3x9PSko6MDR0dHYZqdmZmJra0txsbGKCkpYWJigpmZGd3d3f953cRiMVlZWaipqaGvr4+3tzchISEUFRXh7e1NR0cHLS0tqKmpYWpqiqamJpqampSWlpKbm4u5uTlGRkaYmJigoaGBqqoqOTk5LF68mAsXLvyPzUZVVRX6+vrU1tayaNEizp49S19fHwBqamp0dHQIz4QhGtPQWUlXVxexWExaWhqvv/46WVlZAtWlrq6OiooKdHV1hc8bDlhYWODo6EhbWxudnZ3CUFlWVhZ5eXlsbW2RkZEhLy+PyspKPD09UVNTQ0NDg0ePHqGlpYWcnBzy8vIMDAyQlpaGh4cHbm5ufPTRR8jKyqKrq4uWlhaGhoYYGhqSkJCApqam0AjKyckJjc3g4CBeXl5cvHiR+fPnC01HR0cHBgYGNDY20tvby8KFC5k4cSJSqZTCwkJKS0sZGBjA3d19WOpmZWWFjIwMqampKCoqMmXKFKqqqoTvzLJlyzAwMODFixfk5+fj7++Ps7Mzv/76KwsWLEAikSCRSKiurqa4uJhJkyZha2tLRUUFAJ2dnYjFYkpKSoiPj2fcuHF4eXmRmZmJrq6u8Lt58eIFT548YeHChXR2dtLf38+zZ89QVFSkvr6e5uZmLCws6Ovrw8bGBm9vb3bu3ImhoSF2dnbCWe/v4m81HydOnODixYv/p1uN9vZ2fvrpp3/cfLS2tjJu3DhkZWWprKwUNAh6enpoa2vz6tUr9PX1hZXbtGnT0NLSorS0lBcvXjB37lyMjIwoKSmhubmZkJAQamtr6e7uxtTUlLq6OvLz82lubqawsFDg0w+t321sbFBXV6etrQ09PT3CwsJ4/vw5R48exd/fH3V1dSorK3n8+DE1NTWMGjWKvLw81qxZI7y4PDw8BOpWbGwsc+fO/Uc1+Dd4+vQpNTU11NXVYWdnJ2gnpk+fzp9//sk777zD2bNnuXnzJnZ2dsI0ytPTE39/f06fPs348eMZP348hoaGgvuCu7s7MjIywoR16GGnpqZGeXk5YWFhJCUl0dLSgra2Nnl5eaSnp2NgYICqqiqzZs0SOmRnZ2fU1dWRSCSEhYXR1NTElStXcHNzY9KkSSgoKDAwMMCdO3doamoaluZDXl4eX19fFBUVyc/Pp7q6mqlTp3Lq1Cny8vIoKysjICAAW1tb4K8DcWlpKTIyMnh7e3P58mUCAgLIzMwkKiqKmTNnYmpqioyMDPHx8bi5uWFvb4+JiQlaWlocOXIEeXl5Xr16hb29PTk5OZSVlWFsbExYWJhwgMrIyMDFxYXKykpkZWWxs7OjoKAAdXV1Yarj7e3NlStXyM7ORiQSoaCgIND8hgMpKSno6+tTUFBAU1OTsPWqrq5m7NixDA4OUllZSVVVFQ0NDXR1daGiokJ5eTlSqZSwsDB6e3uBv5pAqVRKamoqsrKyTJ48merqahQVFRk1ahT+/v7k5+fj5OTE06dPUVRURFNTExkZGXJzc7lz5w7u7u4UFxdz9OhRRo8eTXd3N52dndTX11NbW0t6ejoVFRVoaWkxMDCAVCoVmrbm5uZhq5uDgwP9/f1kZWWhoaGBg4MDs2fPZvPmzQQEBODl5SU0JK9evaKzs5Pi4mLc3d3R1dWlq6sLExMTysrKuHPnDvPmzWP58uX8/vvvREdHo62tTW1tLSkpKcBfz4ahw11paSk+Pj40NzdTV1eHRCLhxYsXnDx5krCwMJSVlVFXVxfodPr6+qipqXHt2jU0NTXJy8sjOTmZgYEBLCwsePnypXBv/NcoKioiJCRE2MaUlZWhp6dHe3s7mZmZ+Pn5IScnh6amJu3t7Tx69Iji4mJ++OEH9u7di46ODnJycqSkpPD48WMAJBIJCgoKiEQi7t69y7Rp0xg1ahSqqqqMGzeO7Oxs/Pz8uHv3LhkZGWRlZaGrq4urqyuvXr3i/v37/Pbbb/z666/09vaSmZlJZ2cn48ePJyEhAWtra27dusWUKVNobW2lrKwMVVVVlJWVhcbyv8bMmTNJS0sTaC/u7u4cOXKEDz/8kIKCAm7dusXixYvx9PTEyMgIkUiEr68voaGhxMTEsGbNGlRVVamtraWtrY3s7GyysrKQSCTcu3cPV1dX7O3tEYlEJCUlCe9QT09PsrKyqKiooLGxUaC6rFy5kpSUFCIiIrh8+bLAahj68z09Pdy/fx8rKytEIhFmZmZIJBLhs/r7+/8Vq+KforS0lFevXuHq6oqZmRmampq0tbURExPDBx98gEQi4fr163R2duLo6Ii5uTkmJiY8e/aMlJQU9PT0WLp0KR0dHZSVlaGkpMQ777yDiooKZWVl1NbWUlBQIEy79fT0uH37NnPnzsXJyYmsrCyBWn7s2DHWrVvHixcvWLBgARYWFvz6669oaGiwdOlS+vr62Lx5M8rKymRmZqKurk5ZWRm9vb2Ul5cLh+3hQldXl0B/tLCwoKysjK+++oo///yTtrY2+vr6kJeXJz8/Xxjm+fj4kJubi5aWFnp6eoJud2BggGfPngmDPQcHB3JycoS/q62tjQ8//BBLS0tSU1MJDAykpqZGGBb7+PhgZWVFeno67u7uwnBgqNmZMGECCQkJTJ06FV9fX7q7uzl//jyDg4P4+vpy9epVYaD1X0NWVpZr165RVVWFs7Mzc+bMoaCggI0bN/L666/j4OCAkpISHR0dlJSUUF5ejqWlJUZGRgJzxNHREYlEwt27d4mKihLoUKGhofT39wvD3b6+PmpqaqiurubIkSP4+vpibGxMW1sbKioqTJgwgUmTJnHu3DnWr1/Pjh07cHBwQE9Pj/z8fMRiMRUVFWRkZDB37lyKi4vJz8/H0NAQGRkZKisr//Z1/63mw8bG5m/d+Orq6ujr6//tv3wIrq6uPHv2DD8/P5ycnMjMzGTNmjX09fURERHB6NGjiYyMpLu7m5KSEmJiYggJCWH79u00NDSQlZWFq6urQBVqbW3Fzs6OgwcPUl5ejq+vLzdv3hTE4bt27aKrqwt9fX0mTJjAhAkTaGpq4vnz5+Tm5tLR0UFAQACrVq3iww8/ZPPmzTg6OvLy5UtSU1PZtm0bt2/fZvTo0Sxbtozw8HBWr15NVlYWO3bswMjIaFiajy1btnDixAmuXbtGYWEhr169oqqqijt37vDs2TM+/PBDZs+ejZmZGVVVVSQnJ2NiYkJlZSU//PADCxcuJDAwEGNjY2FlduzYMc6dOyes1u3t7dHW1qajo4MTJ04wd+5cLl68yP379wGE6WtZWRne3t6CXsTX1xclJSVqampoaGhgcHBQ4KZHREQQERGBuro6jY2NjBs3jvDwcDZt2vSf1wygpKSExsZGJk+ezLRp0+jt7cXe3p4PP/xQmCJNmjSJzs5OGhoamDZtGidOnCA3N5fdu3ejoKCAiooKRkZGTJo0idu3bwsNxLx58xg7diy6urrCy/vRo0fCYdLX15esrCwCAwPR1tbmq6++YuXKlQQHB3Pnzh2WLl2Km5ubQDGpr6/n2rVrAmUoLy+PlJQUnJycWLlyJVVVVXz//ffDUjf461lgb29PcXExvb291NfXs3v3bh4/fkxmZiaBgYFoamoKLwKRSMTWrVvZtWsXampqfP/994SEhDB69GjWrFkjCKRramooKSnh8OHDhISEoK6uzsOHD5k8eTLvv/8+Li4uLFu2jMrKSmRkZLCyshIO5vv27RMau7y8PMrLyykqKuLy5cvMnz+fo0ePMnfuXPLz8zl48CAGBgY4Ojpy+/ZtfHx8hqVuaWlpPHv2DECYqCooKCAjI0NycjJjx47F0dGRiooKqqurMTY2RiwW8/jxY8LDwxk/fjwnT54kNzcXWVlZMjIy6OzsZObMmbx69Yrw8HAuXLhATU0NRkZGuLq6kpycTEFBAUuWLKGvrw8tLS3c3d1paGggOTmZ9vZ2PvzwQ4HWNGQIoKCgQHl5OWpqajg6OhIWFoavry9VVVUUFxfz4sULFi5cOCx1O3LkCJ2dnTg7OyMnJ0dnZydVVVVs27aN+Ph4BgcHBerJs2fP+PnnnzExMWHdunUoKiqyaNEi6urqGBwcFPQqNTU1TJ06FRUVFZKSkqirqxOmfk1NTbz99tts375d0PCJxWLc3NyYMmUKf/75JxYWFoL2a+i9093dzcOHD3nx4gVvvPEGBw4cQCqV8uWXXyIjI0NISAiHDh1CJBIRGhr6n9etsbGRwMBAoqOjKSkpISAgAH19fYyNjUlLS2Pnzp0YGxsjJyfH48eP+eWXX3j33XfR1NQkMDCQ33//HfhL2CwnJ8ehQ4e4efMmly9fZurUqXzzzTdYWlqioKCAVCrl448/Bv6iyX344YecPn2arq4uamtr0dDQYPz48cybN0+gDQUFBTE4OMjVq1dJTk7mwoULKCkpsWfPHuF33N7ejpWVFVevXuXhw4fs27fvP69bcHAwU6dO5ezZs9y7dw8nJydKS0uJiIhAVVWVvr4+fHx8SEhI4PLly/T19bF48WJMTExISEjAwcGB/fv309LSQlhYGGFhYRgaGpKcnIypqSmZmZnY2dnh4+ODtrY2Dx48QFlZmUOHDrFkyRJ+/PFH7ty5I5jCjB8/nujoaF68eMGSJUtoaWkhLy+Pvr4+rKysiI6O5tWrV/T39xMcHCwML1RUVNiyZQvq6ur/ec2GUFhYSEdHB6GhoRgbG6Onp8dbb71FZ2cnPT09/PHHH1RWVmJtbY2Ojg7ffvsto0ePxsbGBnd3d/Ly8gQ9W2VlJRUVFRw6dIiHDx/i6upKX18f+fn5tLa2Ctq3xMREmpubmTp1Krq6uty9e5empiZUVVXZuHGjIG4femf7+Pigo6NDa2srhw4d4vLly9y9e5fHjx+jpaVFSEgILi4uwzYkgL8aXk1NTaqrq7l58yZPnz5lxowZ7N+/n+3bt9PY2IiRkRGmpqZkZGTw888/89prr+Hm5sbAwADnz58nPDyc6dOn4+Pjw/79+/ntt9948eIFa9eupaGhgfT0dFpbWwkMDGTs2LHs2bMHU1NTbt68ybx584iNjaWpqYmlS5cSHx+PlpYWt2/fZtWqVezfv5/U1FTgL0OGPXv28NZbb+Hi4iJsos3NzdHU1BS0WX8Hf6v5KCgooLy8XFDD/39CdXW14MbwT1BZWcmECRMEB6ahlVN7ezuTJ0/G2tqanJwc9PT0EIlE3L9/n/T0dB4+fMgHH3xARUUFt2/fpqGhAUNDQ2bNmsWePXsoLCxES0uL4OBgpFIpiYmJSCQSAgMDefz4MUeOHEFbW5vLly8zadIkPDw8aG5uJjc3l9dff526ujquXLnC7du3OXv2LDIyMigpKbF27VqcnJxwdXVl/vz5eHh40N/fz+DgIJ999hk3b978xzX4NxgSKzs4OGBpacmMGTOws7Ojv7+fjRs3MmPGDCoqKoQbz9HRkdOnT/PTTz+xb98+du7cSWVlJdXV1VRWVrJx40a2bduGs7Mz3t7e7Nixg8zMTIyMjNDR0eH8+fOoqqoSGRlJfHw8p0+f5syZM9jb2+Pm5sa9e/eYN2+ewKkHUFFRoaSkhL1791JcXEx9fT3bt2+noKCAFy9eABAaGoqDgwObN28elroNuY7k5OTQ19eHubk54eHhAp1kxowZxMfHC1MjfX19HB0duXnzJllZWQK1Jzo6mpycHCIjI3n99dfJzMzE2tqa1tZWvv76azIyMvD19WXUqFEcP36cTz/9lIyMDOTk5Pjzzz+xtLRkzpw5fPbZZ3zyySf09fVx8uRJ3NzcGD16NCUlJWzbto0rV64wY8YMFi1aRH5+Pj/88ANmZmYUFxfT3d0tCImHAxMmTGDbtm0MDg4ybdo0/P390dDQYNGiRezZswd1dXXeffddMjIyGDNmDI6OjhQVFbFp0ybu37+Pqqoqd+/epaioiNmzZ+Pg4EBlZSV37twhJyeH7Oxs6urqMDQ0FNys2tvbCQsLw8jIiB07dqCmpoaNjQ1paWmUlZVRX19PYGAgkZGRBAUFMXv2bAICAoSXzt27d1myZAl+fn44ODiQm5tLZmYm8+bNG7a6DWlV4uPjBf7st99+y6RJk5gxYwYLFy4kKChIEI67u7sTHh7OqVOnKCoqIjQ0lHXr1rFixQoyMjI4deoUbW1ttLe3s2zZMlpbWwUHmbi4OAwMDJg/fz4ZGRk4OjoyMDBASUkJhYWFNDQ0IJVK+eyzz9iwYQNLlixh586dFBcXM3HiRLZu3Srw7y0tLdm/fz/Ozs6EhIQQERFBU1PTsFBgAMzNzamqqsLX1xc/Pz9KS0u5fPkyn3zyCW+99RYffPABu3fvFigC2trafPfddyxYsICSkhLefPNNYfoZFhaGi4sLAwMDODs74+Pjg7e3N4qKisjJyeHj48OxY8d4+vQpY8aMYWBggJcvX6Kurk5TUxN79+5FTU1NoJkuXbpU0BcODRqcnJzo6OggNjaWR48eUVRUhKWlJXJycvz+++9s3759WOr2ww8/cO3aNeFaZWRksLW1xdTUlMOHDxMWFsaRI0dwdnYWHCKXLFlCbm4ue/fupaenB2tra6qrqzE1NWXhwoUUFRVx9epVcnNzCQ0NxcDAgMLCQpKSkliyZAldXV1oaWnR1dXFt99+i5mZGTdv3uTGjRt0dXVx4sQJtmzZwvPnz2lvb8fc3Bw9PT1ycnLo7+9HX1+fMWPG0N7ejp6eHrNmzWLp0qWEhoby8OHDYamburo6ioqKzJ07l/b2dvr7+xGJRCxdulTYMltaWtLU1ISTkxMffPABa9euxcvLi40bNyKVSrl9+7bAfbe2tubPP/+kt7cXNzc3mpub8fX1JS8vj927d7NixQru3r2LnJwcz549w87OTqBm2tvbMzAwgJaWFkFBQUgkElJTU7G2tkZGRoYNGzYgFos5f/48K1asYOzYsZw7dw5jY2MWLVokvOOH6Df/NczNzfH29sbe3p6mpiby8/PR19cXnJUKCwt57bXXkJWVZXBwkE8++QSAbdu28fbbbwtOT0Nbbz09PTZu3MjXX39NTU0Nt27dIiQkBH19fWpqagQmxoYNG/jjjz8QiURMmzaNuro6Dh06xIULF4Th2OjRo4Xz3pA75NWrV0lNTRWMcTo6OqioqMDZ2XlYdW2KiopkZ2czdepUIiIiMDc3Jzo6mu7ubh49ekR5eTlvvvkmU6ZMQSwWc/r0aeLi4qirq+Py5ctkZmYSHx+PqakpQUFBbNq0iUePHrFt2zZhMO/g4EBKSgqxsbGcOHFCMFZYvXo17e3teHt7A6ChocHdu3fZunUrO3fuRFtbWzjTqKurM2/ePFJSUmhoaGBgYIAdO3Zw6NAhjhw5ItDq/y7+VvMRGRnJnDlzcHFxwcnJCSMjI1RUVJCTk6Orq4u6ujrBmeLXX3/9x8UPDQ2lrKwMfX19vLy8CA4OJisrCx8fH5YsWcL9+/d55513yMnJITU1FRcXF9avX8/Ro0f5+uuv2bBhA2VlZVRVVVFVVcXs2bMZGBjgxIkTxMbG8vnnn+Pq6sqKFSuQkZFh586dgkZEIpGgr69PSUkJtra2vPbaa/zyyy+kp6ezevVqNm3axKpVq7C3t6euro7AwEBOnTrFjh07WLhwIa2trQKn+ty5c6xdu5b+/v5/XIN/g7q6OkJDQzEyMiI9PV1woFJQUGD8+PF88cUXXLp0CQ8PD2bPng3AnTt3mDt3LmfOnGHZsmVIJBKcnZ3p6OjgypUrGBkZ8dVXX/HOO++wc+dODh48yPXr1/Hw8GDRokU4OztjZGTE3r170dDQEFZtL1++5N69ezg7OzNx4kQ0NDSQSqUoKCjg4uLCmTNnhOnCkJB6+vTpJCYm8s033yAWi9mwYcOw1M3Ly4t3330XbW1tcnNziYmJ4d1336WkpIRFixbx5Zdf8vrrr5OSkkJ6ejoTJ05k165dXL9+HVlZWU6ePElqaip6enrY2Nhw5swZvvvuO8zMzFBRUaGqqgpPT08iIiKorq7m22+/5dSpU3zwwQd0dnZiYmLCmDFjyMjI4Pr16+Tn55Obm4uSkhJRUVECzWXcuHHExsZy8uRJZGVlUVFR4enTpxQWFqKvry9oI4yNjYelbgArV66kv79fsIj8+uuvcXV1ZcGCBejo6DBq1CiUlZVZtWoVRkZGbNu2jdLSUjZv3kxbWxtOTk6oq6sLfPlff/0VFRUVXrx4QWNjI3l5eYLV7tA2ZO3atRgaGhITE8OKFStoamqivb2dSZMm8eLFCy5cuMCrV6+YOHEiTk5OQuPi5OTE7t27mTp1Ks+fP+fdd98lLi4OsVhMcHDwPxLH/V/FixcvWLp0KXZ2djQ0NGBgYMBvv/3G559/zo4dO1i7di1aWlpkZWWRk5NDeXk5T58+JTs7m5iYGL766iueP3+Oh4cHISEhBAYGUlhYiJeXl8A3X7lyJR0dHRw7dkzQgW3evJnXX38dIyMjenp6UFNTw8nJifz8fJKTkwU76DFjxhAREYFIJOK9997j8uXLiMViXr58yZgxY9DU1KSzs5PS0lKqq6sxNzcflrq5ublRUFDA999/j1gsZvTo0SxatIi1a9eira3NkSNH2LVrF5MmTWLp0qWUl5ejqanJs2fPGD9+PN3d3Tg7O9Pe3s6+ffvw9/dn79697NixA3Nzc3JycqiurmbhwoUsXbqUrKwsFi1axJMnTzAzM8PIyAgjIyPS0tLYvXs3Tk5OLFy4kLNnz5KSksL48eOxsbGhqamJ9PR0lJSUOHLkCGVlZbz11lucPn0aY2NjRo8ezfXr13FwcBiWuhkYGHD79m3MzMzIyckhJyeHqVOncvLkSYqLi/H29qa6uhqxWMzUqVP56aefuHnzJlFRUTx8+JCdO3dSXV0tvHOHnKh8fX05fPgwcXFx3L17l+bmZlxcXAQ3rbKyMjZu3Ii/vz/nz58nPT2dt99+G1NTU1RVVamsrKSrq4vp06czODhISkoKJiYmZGVlsXDhQr755hsOHjyISCQSNlNDtJjhwNGjR9mwYQMikYj29naUlJQoLy/Hx8eHJ0+e4OXlRVxcHAsXLsTX15elS5eiqanJokWLcHNzo7GxEQsLCyIjI/Hx8eGrr75i9uzZbNu2jWnTpvHDDz/g7OxMaGgoWVlZ/PTTT/T29rJkyRJmzpzJ66+/jpycHFZWVpSUlJCZmSk4Mi1ZsgRdXV0yMjJQVFTk6NGjvPHGG9y+fZulS5dy6dIlZs2ahby8PL///juNjY0cOXKEqVOnDkvtQkJCePjwIYcOHaK3txdLS0tMTU05dOgQY8eO5eTJk9jZ2REVFUVtbS01NTUsW7aMDz74ACcnJwwMDIQzpaqqKjNmzGBwcJBff/1VoH0OOaFaWFgQFhbGn3/+SWNjo/CzmJgYrKyssLS05KeffuLBgwdIJBLeffddGhsbBWtZVVVVRCIREomEgoICfvzxR0F/2t7ezo0bN5gyZcqw1M3ExISmpiZSUlJ4/vy5YNKwZs0aXF1dKSsrY+vWrUycOBEbGxu0tbXZsmULBQUFvPPOO1hYWDB37lzGjh2Ljo6OYGecmJjIpUuXqKmpwc/PD2dnZ3x9fdHV1WXFihV0dXWxcOFCwcVuxowZ7NixgwMHDuDi4sK7777L8+fPaWxsFChzvb29lJaWCsPjs2fPYmNjg6KiIkVFRbz//vt/+7r/VvPh7e3NpUuXOHjwINeuXft/EZWoqakxceJEzp0793+6Hfl/h4yMDGbPni3wsaurqwUax71792hubhYcMBwcHAQKR3R0tJDR4O7uzvjx41FRUUEqlfLhhx9y/fp15syZw9tvvy14GWtra+Pl5cWzZ8/48ssviYqKIiIigtLSUpKSkmhubkZHR4clS5awb98+/Pz8MDIy4s6dO8LDt7e3F1VVVQYGBsjMzMTc3BxtbW3s7Oy4d+8enZ2d/7gG/wYODg4cP36cvr4+3NzcCA0NZe/evTg6OgruGXPmzKG1tZUDBw6grKxMcHAw+fn5bNmyhdTUVNrb2yksLBSasu7ubg4cOCBYHUZGRjJ//nwKCgp4+PAh5ubmTJo0iebmZm7dukVxcTEhISH88MMPFBYW4uDggK+vL/v27cPJyUlwbWpsbKS+vp6amhpsbGyYNGkSNjY2uLq6EhQURGxsLE5OTsMypQkICGBgYICvvvqK27dvY25uzq5du5g3bx7jxo2jpaWF/v5+vLy8UFFRobKyEl1dXQICAoiIiMDGxgZNTU3BYa23t5cZM2ZgbW3N22+/TWRkJHl5eSQlJWFmZsaGDRuorKzk+vXrJCcno66uTmBgIMrKyrS1tdHQ0ICFhQXz5s2jra0NR0dHxGIx8vLyKCgo8PLlSyZPnsyMGTPQ19dn4cKFSKVSYmNjGTVqlCAGHg588sknFBcXY2Jigq6uLq+//jolJSWcPXsWLS0twsPDuX37Ng8ePMDd3R1/f3++//57tm/fzpo1a/D19SU2NlagRgYHB/Pee+/h4ODAqFGjWL9+Pffu3SM1NRWxWIy+vj7FxcXMmzcPQ0NDjh07hoWFBRMnThQoaSdPnuTu3bsEBgbi5uZGTk4Oubm5+Pr64uHhQWxsLOvWrWPJkiVUV1cL98FwNm39/f0CZ9na2lqY+O7du5cXL15QX1/P3bt3UVRUZMyYMQQFBfHbb78xduxYRCIR4eHhLFy4kIqKCkEQe+7cOc6dO0d+fr7AT+/r66Ovrw81NTVBC/fq1SvWrFmDubm5kE8wd+5cKioqaGtrIz4+Hj8/P8zMzEhNTaW2tpZTp04JQlEHBweMjIyQl5ensbERiUQybHUbehG3t7fj6+vLokWLhAnrsmXL+PTTT1mxYgU5OTnExcWxZcsWent7ef3112loaGDChAksXbqUuLg4Tp06haKiIsnJyTg7OxMVFYVUKqW2tpZDhw6RlJTEF198QWFhIdnZ2dy5c4cpU6aQmppKQ0MDK1asEAT75ubmbNiwgaKiIuF+WLx4Mc+ePeOzzz7jxIkTlJSUYGpqKojbhw6tw4Hq6mqWLVtGW1sbCgoKeHp64u7uzp49e1iwYIGge+vq6iIhIYG+vj7s7e2xtLRk8eLFwjtzaKsdFRXF66+/zq5du4iMjKS0tJSAgACCg4NRVlbG2dlZeC/evHmTDz74gL6+Pjo7O/n55585deoUV69eJSoqiqNHjxIfH8/EiRPR0dEhMTGRn3/+mZkzZ/Ly5UvBQWv8+PGsWLGCsrKyYZvev//++ygrK3P58mUaGhqwsbFhz549TJs2jfXr17Np0yYh82BoEDWUwXHu3DlhO1FWVkZMTAwLFixgYGCAvXv3cvLkSfr6+gT7fzs7O6ZNmyZoHiZPnixkEjU2NuLu7s7GjRsZM2YMaWlpzJo1CyMjI+rr63n16hVKSkr8+OOP1NfXc/78efLy8vDx8REyzdrb24c1xO7WrVskJycLovGcnByeP39OUFAQFhYWLF++nJ6eHiZNmoS1tTUfffSRsKFet24dZmZmPHnyBHt7e3R0dJg9e7Zgf7148WJEIhHffvstNTU1TJgwgY0bN3Lp0iVmzpxJfn4+O3fu5P79+8THxzN+/Hi6urrYvHkzb731FtbW1sjKyvLgwQPS0tKYM2cOSUlJAgX31KlT2NnZISMjQ0NDA/b29sNWt7t377Jq1SokEgk3btwQ7GxTUlKE/CFfX1+uXLnCwYMHGTt2LHJycrz++uvMmjWL5uZm4T48e/YsUVFRzJ8/H0VFRaZNm8bz589xcnJCU1OTp0+fCkYcP/74IyEhIQJt1NbWltLSUkxNTXn33XeZPXs277//Pm+88Qby8vJkZ2cL9N3Y2FhcXFz49NNPuXz5MiKRiNdeew1FRcW/fd1/22rX3Nycr7/+msHBQYHH39fXh46ODmZmZv+X/JDd3Ny4fPkyxsbGyMrKUlBQIAhqNm/eTH19Pa+99hrq6uokJCTQ09NDY2MjHR0daGho4Ovry/nz56mvr0dVVZWamhpEIhG1tbXcvXuXCxcuCPal2dnZvPvuu/T29lJcXIytrS2PHz/GyMiIsLAwPDw86OzsRFtbmzFjxuDg4MCxY8cYHBxk/vz5goh25cqVgpvE8+fPCQwMZNGiRVRWVgqiz/8aXV1dTJo0CU1NTUQiEYODg7z11luYmpoKdq6XLl1CIpHg5ubGmDFjaGxsxNnZmZqaGp48eYJIJKK7u5vm5mYuX75MT08PYrEYiURCSkoK2tramJqaYmFhwZgxY7h58yZLly7lzTffZO7cuairq9Pd3U1+fj7W1tbs2bMHJSUljh8/Tm5uLjNnziQwMJCXL1+SnJzMqlWrePjwIc3Nzfz88890dHTg4uIiWI8Ox01/4cIF7OzssLOzEw5lfX197Nu3j2+//ZYJEyYQHx+PkpKS4Pzj5OREc3MzERER2NnZCRkztbW1lJeXU1payq+//kpOTg5r1qyhq6uLwcFBDA0NSUtLQ1ZWls2bN7NgwQLBoKCzs5Ps7GyePHnChAkTsLa2xtbWVtAy5Ofns2jRItTV1WloaCAgIIDS0lJevnwpZGEYGxvj6ur6n9dsCEpKSqSlpVFRUYFIJKK0tBRZWVkhRyc+Pl5wolJQUGD+/PmCnWRSUhLm5uYoKirS398vbHv2798vNPGlpaU4ODjg7+9PS0sL586dY86cOSxfvhwbGxvB2UpZWRltbW3MzMy4fv064eHhtLS0EB8fz5MnT8jPz6e4uJiOjg7CwsKwtrbm9u3bgoYpJSWF5ORk5syZMyx1mzVrFr6+vmhoaCASidDV1UVdXZ29e/cSGhqKjIwMgYGBmJub4+TkxODgIF1dXfj7+yMrK8vLly9JS0ujqqoKKysrNmzYwJkzZxgYGBB41i9fvqSvrw9/f38hyHLJkiVoaGiwbds27ty5Q0tLC5GRkWzfvh0ZGRkheyYmJkaYug0JRs+ePYuZmRlRUVEUFBTQ3NyMpqYmo0ePHpaawV+WnaGhofj5+dHa2sqePXsYN24cISEhggZkyCknMDAQkUjEkSNHBOrK1KlTiYqKQkVFhXfeeYfff/8diUTCihUr+Pnnn7l9+zbPnz8XdB07duzA3d0dNTU1/P39yc7OZmBgQHBFDAwMxMbGhvr6erKysnj69Cnd3d2MGTMGCwsLVFRUaGlp4dGjR6SlpQmZPiEhIbS0tKClpTUsddPT02PlypVIpVLBZKSvr49PP/2UV69e8c477xAXF4eysjIeHh6IxWKOHDmCm5sb7733HpcuXWLGjBnIyMjw8OFDRo0axbZt24TQsfXr1yOVSqmrq0NJSQltbW2ioqJIT0+nr6+P4OBgDAwMKCoq4v79+0gkEkpLSzl79qzwzhgKjIuIiKC9vZ3Zs2dz6tQpqqqq6OrqIjY2lurqalRVVfn444+Hxbnp0KFDyMjICI6XKioqrF27VsiDmThxIvLy8piamtLU1MSFCxcICgoiISGBhoYGli9fzrVr10hMTERPT4/i4mIiIiKQSqU0NDQIWVbW1taMGzeOZ8+ekZ2dzVdffcWUKVNwd3cnKysLeXl5LCws+OOPPwQ3MkdHRyorK3F3d0dDQ4PS0lIhT8XQ0JDq6mosLS1xdHRETU0NTU1NLl++/J/XbAjGxsaEhoZSUFBATEwMvb29bNq0iVOnTrF69Wri4+Pp6elh1KhR6OrqUlpayp07d+jt7UUkEmFlZYW8vDxPnjwhKyuLuXPnCu50N2/eFEIYhzaxQ/fh+vXrMTMzE+yNq6urBdvyX3/9lVGjRmFra4unp6cwuT9z5gyysrLo6Ojg4uKCvr4+t2/fRlFRkfHjx/+n+R7/z1BRUUFGRkbQzAxtZxISEgSLaSsrKyZMmICysjKvXr0SDF68vLxoaWkRnk/KysosXbqUqqoq8vPzmTZtmkAfzM3NJSEhgdWrV/Pnn38K1tpDW14dHR2uXr1KZ2cnmzZt4syZM0KgZk5ODlKpFC0tLS5evMjg4CCHDx/m008/FQbMdXV1mJubM27cuL913f84ZFBGRkZYRf+vwpCQpqCgAFNTU5ycnLh06ZLAyR5a0ZWXl5OWliZQfYZ8sp2dnVFQUAD+4s/V1tbyySefcOzYMRQUFPD29qagoIDMzEz6+/tJSkpixYoVNDY28vjxY1xdXenv7xdSGi9duoSysjIyMjICX7e+vp66ujo8PDwYN24cP/74I+3t7dTU1CArK4uamhpisZg7d+4MW37AEI0lLy+PuLg4ITE7ODiY48ePCyF15eXlyMnJCWvQ69evM2vWLFRUVFBRURHcwLq7u4UvzsOHD4W8hb6+PpqbmzE3N8ff3x8ZGRkaGxtJTExk1qxZgpAuMDBQ0MyYm5uTnJyMhoYGbm5uVFZW4uTkRGhoKEePHuXcuXOkpKSgrKxMd3c3tbW1yMrKDkvzUVFRQWVlpcA7tre359y5c2hoaGBlZUV9fT12dnb09PTQ19cnNE8HDhwQrO6MjY1pb29HQUFBmFQVFRVRVVVFXFwcubm56OvrY2dnx9GjR/Hw8CAnJwdLS0vc3NyEw6GcnByDg4OCQHWIMyknJ4eCggIKCgpMmjSJq1evYmBgwOTJkykvL6erq4tRo0YxMDAwLC4wQ8jKyqKyslJwuhnK/KioqCAlJYWxY8ciLy8viNysra15/PgxISEh/Prrr4SHh1NUVMTz58+RlZUVUu2HrP0qKipobW1FLBZjaWnJkiVLBHrQkI98X18ftbW1iEQipFIp8Ndmoampif7+fqGZTE1NJTg4WDCRSElJYe7cuYI7zXDRIwH8/f0RiUT09/fz6tUr0tLSBCFuY2Mj/v7+ZGZm0tvbS0dHB/Ly8owbN4779+/T29uLjo4OOjo6mJiY4OXlRWNjI2vXruXp06fIy8ujrq5OZmYmzc3NaGho0NXVxcDAAJWVleTk5NDe3o6cnBwikYiUlBScnZ0FgftQM9zb20tBQQFJSUloaWkxe/ZsXrx4gYGBAc3NzSgrKws+/sOF5uZmJk6ciLm5uXBfzZkzBzc3NwYHB/Hw8EBPTw81NTVkZGRITExk6tSpgi6qvb0dNzc3pFIpfX19rFixghs3bnDx4kVmzJjBlClTUFJSIjMzk7S0NHR1dSksLBRcjry9vbG0tERWVpbi4mISExOFxtrKygp1dXVKSkp49OgRjo6OiEQicnJysLKyoq6uDjk5OeHlXFJSwuTJk4elbmPHjqWvr4/MzExKS0tRUVEhNDSUnJwcMjMzCQ4OFowZcnJyBFvqs2fPsmzZMh48eCAM53R0dEhJSUEkElFTU8OkSZOorKzEyMhImCYPOVYNOVY+ffoUDw8PzM3NiYyMJD09nY6ODqqrqwkLCyM+Pp6mpiZKS0vJz89n/vz5+Pv7c+vWLdTU1DA3N0ckEiESiYZt6wF/CfUdHR2Rl5cXksofPHiAl5cX1dXVzJo1i9bWVsE6eWBgAHl5eZKSkoTvWXt7u/B5WVlZaGpqCt+hyMhI7ty5Q0lJCampqRQVFfHRRx+xb98+dHR0sLKyQiwWk5+fL9ynNjY2pKamcunSJfLz85GXl0deXp76+nrGjx+PgoKCENRXV1dHR0cHdXV1Ao1yuDBkRFJXV4elpSV6enp4eHgITnUyMjK4uLgIwbPu7u40Njbi5ubGpUuXyMnJYezYsZiYmJCeni5YwcrJyREVFcXYsWMJCgpCX1+fwcFBpFKpUMchw4fW1lZ6e3upqKigq6tLsP81NTWltrYWXV1dwZlyiOqkrKyMmZkZXV1d5Obmoq2tja+v77DVbcjUwcbGBmNjY4yMjKitreW9994jPT0dFRUV1NXVUVVVFfR7Dx8+pLy8XND8RkdHk5eXx+DgIGZmZoSEhBAXF8fVq1cBhPfNkNGDp6cniYmJGBgYIBaLhSBUCwsLDhw4wFtvvUV6ejrOzs48ffqUly9foqioKOhRjY2NuX79Og8ePKCzs5Ouri4yMjL+EfNp+Nq7/y/o6OjAz88PRUVFpFIpZmZmJCUlkZSURFBQEAsXLhRCyXp6egR/6P7+fjIyMgSB2lD3Jisri1gsxtnZmcDAQOGF0tvbS1BQEA0NDSgrK9PY2Eh1dbVgmVdZWcn9+/eprq6mqamJ3t5ecnNz6e7uRk5Ojr6+Pnp7ezE1NSU7O5u2tjbMzc1RVlamoKBAyA74N9SzfwM1NTUkEgmtra00NDRQWFgohOd0d3fT0tKCqakpzs7OANy7d08IQ8zLywMQHmTy8vIoKioKwiMVFRXc3NzQ0tJCVlZWCGozMTGhuLgYDQ0N0tPThSlVamoq9+/f58yZM3R1dREYGMikSZPQ1dWlvLyc+vp6enp6qK6upr6+nra2NkETMuTqNFw0mL6+PiorK0lOTiYlJYWKigpKS0sFB6+hZF4tLS1hKtHS0kJXVxf19fUCtWUoY0VXVxcLCwsCAwOZMmWKIBLr7++nubkZJycnKisruXLlCgEBAULOgImJCX5+fpiamlJSUiJMWZ89e0ZGRgaysrJoaGigpqaGnZ0d9fX1eHt7Y2tri5mZGR4eHvj5+Q2r1W5XVxeOjo5oamoKVolWVlZCeOXQeldJSUnYHJmbm+Po6IiZmZlgbtDU1ERra6uQZ6KtrS2IoZOTk7l27RpxcXGCuDA8PBwPDw+cnJzo6+ujtLSU3t5ejI2NmTRpEklJSQBoaWlha2uLj48Pjo6O9Pb2curUKS5cuICysrKwKVBXVx82/j38xesdyuWpq6sjJSVFCE4d8mEfClkdMiXo6OjA0tKSCxcu0N/fz5gxY5g1axbm5ubcu3cPe3t7/P39BYthPT09TExMaGhoIDo6Gjk5Odra2oQ05qHwsbt37zJ//nxcXV2Jjo7m1q1btLe34+joSGhoqODEpqysLGjhZs6cyYQJEzA1NR3WnI8hW+Xbt2+TmZmJsbExnZ2dAiVxyMlpzJgxyMvLk5mZiVgsprKyEg8PD2prawWedHt7u8B/z8/PFzaIVlZWaGhoUF5ezvTp04VJvlgsRiwWC3QkeXl5jIyMuHz5MlVVVdTX1wuH8+LiYtLS0jh37hzl5eXo6+tjY2PDqFGjhAwrGxubYcvkaWxspKmpCQUFBTo7O0lLS0NHR4f29nakUqkQOFlTU0NRUZGQiTB0qA4ICBBSyIfoKIGBgVRVVQmDpZSUFHp7ezE0NKS8vJzu7m7s7OzQ0tISrGarqqqQl5fHxsYGFRUV9PX18fHxwcbGBhkZGYqKinjx4gU1NTVCBomDgwOhoaGMGjVK0IcVFxcPS92G3ID6+vooLy+nr6+PoqIiYWipqKiItra2YEs/VMfs7Gz09fV5+vQpEokEIyMjLC0thTwKc3NzGhoahEwFKysrZGVlkUqlLFu2DD8/PyHXYygnrLi4mKtXr6KhocHLly/p6emhq6uL4uJigQLT0tKCnp4elpaWODk5oaioSHt7Oz09PQDDppUBhO95Z2cnLi4u+Pr6Iisri7u7O7W1tcJwTV1dXcjh0NTUZMKECRQVFQmUWFdXV3x8fBgYGKCsrIyenh6KioqYPn06CgoKwgAsKiqKtrY2ZsyYQXV1tZBDAzBq1Chqa2sJCQkRwp+H7KKHdG7BwcFC0GFSUhLGxsZoaWkJzcxwwcTEhM7OToyMjHB3d0dbWxuJRMKyZcuws7PDwcGBxsZG2traEIlEgqGPrKws8fHxpKamCmYtSUlJREVF0dTUhEQioauri6amJhITE2lsbMTLywv4y1hh6P05Y8YMIaXc09NTCMI1NTUlNjb2fwQJPnr0CPgr72vq1KlkZmairKyMWCwWmEh/F/948/FfYCjB2dDQUBCzuLm58eTJE6ZMmcK0adMEUYynpycGBgZCRkNdXR3l5eUoKSmhrKxMfX09CgoKnD17loiICIKDg9m+fTstLS2MGTNGiIw/c+aMQPVobGxESUkJqVRKZmYm69atQ1tbG1lZWZ4/f05KSgoBAQF4eHiQlZXF4OCgILhctmwZMTExPHv2DENDQ9544w3k5OSGZao65Nwz5GKSlZVFb28vN2/eZNOmTZSXl+Pu7i74OJ84cYLo6GhWrlzJ8ePHaWtrE6as/v7+2NnZoaenR0dHB/7+/hgaGvLixQvU1dWZOnUqqqqqpKSkIJFIMDAwQElJSQh0LCsr4+eff6arq4vLly9jZ2dHUFAQhYWFXL16lYSEBPLz84WbKzIykidPntDf34+npyc6OjpMmzZtWG76/v5+VFVVBetEqVSKlZWVkAuxZMkSqqqqhPC/6OhodHR0mDNnjvAgHcouyc7ORllZmXHjxgkH7Y0bN2JtbY2amhq5ubl88cUXhIWFYWNjw/jx47l48aKQBN/c3Iy3tzfu7u4UFRVhamrK3bt3kUgkeHp6kpGRgb6+Pm5ubpSVlQlr2aqqKvr7+5k8efKwvZjhrxRbFxcXkpOT6ezsxMvLi4qKCvz8/GhsbBSsS83MzAgKCiIoKAgnJyd0dHSYN28eiYmJwF+WlrKysuTn5xMbG8t7771HWloaBgYGgi1xSkqKIAycO3cuRUVFtLa2CgGiABMnTsTb25sbN25gaGiIvLy8UJtp06bx3XffUVVVhbq6OnPnzqW+vp6SkhIsLS3x8/MbtropKCjQ09ODkZERfn5+qKmpoaOjw6tXr+jo6KC5uRl7e3vq6+uFBv369ev8/vvvvPXWW6SmphIeHk5XVxfx8fGCc5iDgwM6OjpCsJ6qqioSiYTc3FzBSru2tlbI2MnJyUFDQwNXV1fOnDnD8+fPqampwcrKitdee41JkyaxcuVKRCIRV65cITU1VWhIampqePr0KRMmTBi2umlqagr0Mm9vbwIDA7l8+TKNjY00Nzdz584dFBQUsLW1RSKRoKGhwZEjR7C3tycwMJBnz55RVlaGnJwc+vr6NDY2CsMCNTU1Tp8+jbu7O4aGhnR3d+Pq6iqEtPn6+vLw4UMkEgmysrIkJiayb98+nj59irm5OSkpKYSHh2NlZUV7ezvNzc1ERUXh4+ODnJwcEydOpLOzk+TkZGRlZdmyZQtbt27F39//P6/bxYsXCQoKEoYDmZmZwrNqyEo5NzcXqVSKi4sLQUFBeHt7C2nkmpqaKCoq0traioyMDBMmTKC0tBQNDQ0h96S6uhpdXV2WLl3Ky5cvycjIAP7SiJqYmFBXV8fz589pampi3rx5dHR0oKOjA/xl+lFbWytk8Ny/fx95eXmWLl0q5P4kJyeTk5ODt7c3DQ0NwzLU8/b2RldXl8HBQerr62lqasLDw4Nnz56hqqqKjo4O2tratLS00NzcjIKCgvB9aW9v58mTJ3R0dODk5IS1tbXgwGRiYsL+/fs5dOgQ8+bNY+HChUgkEuHPBQUF0dvbK/DxVVRUsLW1JS4uDgUFBQYHB9m4cSOnTp3ixYsXDA4OoqGhQV1dHSEhIQQEBNDS0oKZmRltbW3CBqSjo+M/r9kQUlNTEYlE+Pj44ODgIDRHHR0dhISEUFNTQ319veByVlNTw6NHj9i1axc6OjrMnz+fxsZGQffm5eXFvn37cHNzE8yBoqKiKCwsxM7OTtBuffLJJ8ybN4/e3l6amppwc3NjzZo1KCkpYWZmJritDYnJi4qK6OvrEzSIz54949mzZ0Lqd35+vpBFNRxobm4WQqqHhgUNDQ3CezQrK4v09HRCQkIwMTEhLy+PSZMmERAQwI0bN2hqasLT0xMFBQXS09NRUFAQNmkRERFcu3aNlpYW6uvrqaysxMfHh/z8fHx8fPDw8GBwcJD+/n46OjpQVFTktddeo6GhgfDwcHbs2IGjo6MQSfDpp58CYGZmxgcffMCRI0cwMzNDV1dXEP7/Xfz/RPMRFxdHbW0tTU1NVFZW0tvby7Fjx5g7dy4PHz6ktLSU8vJyJk2ahLOzM4cPH+b999/n3XffZcGCBZSXl6OioiIkzS5YsIAZM2bw/fffM2bMGJYvX87z588FeoyamhoBAQGMHj2ahoYGqquruXXrFhKJhDFjxhAXF0draysWFha0tbVhZGQkrJWGxFyGhoYMDg7i6upKS0uLsF1YtmwZu3fvxtDQ8D+vm76+PiYmJty+fZu8vDxcXFwE29qrV6+iqakJ/EVb09HR4a233hL8wocagmvXrqGqqsrMmTMZP348z58/x8/Pj507dzI4OCgEVA01VFVVVSgpKQkvk6dPnwKwadMmRCKRkA/Q1tZGeno6N27cIDk5GZFIJAiyh8Ko/P39iYuLIycnh3nz5gmi4f8aYrGYpKQk5OXlsbOzQ1tbm4MHD6Kqqsrvv//OmTNnmDx5Mvn5+aSmpqKkpMT06dPZv38/J06cICIighUrVjB69GhkZWW5efMmqampJCYmEhcXx7x587C1tcXAwAAtLS2UlZUxNDRk3bp1GBgYkJuby/3799HV1cXW1pYxY8Zw7NgxkpOTuXv3Ljo6OrS0tJCTk4OjoyOTJ09mz549eHl5kZqaypgxYwgMDEReXp7i4mJ27dr1j1wm/q/gzp072NnZoaqqSn5+PkeOHBG0BQYGBqSlpQlZP2VlZdTU1DBv3jxB0DvkuOTh4YGJiQmKioqsXLmStLQ0xo8fj7a2NoqKigINZihhODIykps3b+Lk5CSEOZ49e5ZvvvmGQ4cO8fnnn/PFF1+goKBAaWkpdXV1tLa28uWXX1JZWYmbm5vg7V5SUoKxsbEQhDkcaGtrw9PTk87OTmEL4eLigq6uLj///DNvvfWWoA+oqKjgl19+4c0332TOnDl4e3sjEok4duwYNTU1tLe3MzAwQGBgoBBApqOjw2+//UZjY6MgtDcyMqK8vBxVVVVaW1uFkKjIyEhhC2JpaQkgbKBaW1t5+vQpK1euZNOmTRQXFwvZLA0NDTx9+hQNDQ08PT2HpW5KSkpYWVmhr69PQEAAFhYWXLp0iWvXrrF8+XJ8fX25desWOTk5GBkZsXLlSj755BPmzJkjTPe6u7uxt7dHU1MTeXl5IiMjuXXrFuvWrePhw4fs379fmLoP5TMsXbqUV69eCdsjLS0tIaNn5cqVuLq6CtPGmpoaampqSEtLY/v27axdu5YlS5agpKTEuXPnhDTnoaHOcGBIQ5afn49EIkFeXp5FixYxbtw4EhIShABeMzMz1NXVqaioICAggC+//FKgsPj7+wubuZcvX5Kbm4uXlxenT59m6dKljB07lmfPnrFjxw5Wr16Nrq4uR48exc/PD6lUioqKChYWFsIm+cyZM+Tl5VFQUCCENg79fNKkSZw5c4b9+/ezYMECDh48SGZmJo6OjjQ2NpKVlcWoUaP+87r98ccfhIWF4eDgICSK19bW0tDQwJQpU4QANn19fRYsWEBzczNPnz6lr68PZWVlgUY5FMqbnp7ORx99xG+//cbGjRvZuXMnhYWFaGhoUFxcTGZmJlKplPj4eObPn8+jR49QVVXF19cXkUhET08Ply9f5ptvvqGrqwt1dXUsLCyorq4mKSkJXV1dnj17Rk5ODpMmTSIhIYGbN29SW1vL4sWLh9WGvba2VrCv1tHRobKyUrDPtbCwEOz6W1tbmTNnDmPGjKGkpAQFBQVWrFjBqFGjaG5uFiIbHBwc0NDQwNzcnE2bNpGYmIiqqqpwHpk4cSK//vorW7duxc/PTxjIqKmpUVxczGeffSY4Bw452unq6jIwMICLiwsSiYSrV6/y888/k52dze3btxGLxSxatAhtbe1hq1tiYiIFBQWCDsra2pqffvqJs2fPMnv2bNavX4+srCyqqqrIy8vj6enJsmXLCA4OZv78+URERBAdHY2RkRFvvvkmYrGYFStWsGfPHu7du0dgYCBisZi6ujpiY2Pp7+9n7NixtLW18eLFC4F+5eTkRGFhIefPn+f+/fvcv3+fjz76iNu3b3P//n1cXV35+OOP+fnnn4mIiODdd99FVlZWMOqxtLQUGAh/B/+q+Xjw4AHw1+R9aFJ76NAhDAwM+OSTT/4xfcbc3BwbGxuBKjTEx+/u7uarr75CJBKRlpaGvLw8hoaGTJo0idbWViZNmsT27duFCcXt27eRlZVl6dKlmJiY4OTkRGtrKy4uLsjLy1NdXS2IocaPH091dTW7d+9m4sSJbNiwgaamJg4cOMDs2bMJDQ3l1atXnDt3jtWrVwsWZUZGRnz77bf09PTwzTffsHnzZjQ1Nbl//z6ZmZmC3dySJUv+TWn/EdavX8+GDRtwdXVFU1OTwcFBiouLKSkpITAwkE8++UQ49MjLy9Pc3IyNjQ3BwcHcuHGD1atXs2DBAmpqauju7haEdhKJhPXr13PlyhWUlZWJi4vj559/Zvr06Tg5ObF8+XKWLVuGubm5wMW3tbXlxo0bXL16FQcHB1atWoWbm5tgiXn16lUiIyM5e/Ys8fHxGBoaoqmpSWVlJbm5uWzevJmKiophaT7mzZuHioqKkHK/d+9etm7dyujRo7l27Rp5eXl4e3sTFhbGnDlzyM/P5+233xYE4tu3b+fChQucOnWK7u5uCgoKaGhowM3NjYSEBMaNG0djYyOZmZloa2ujqakpBEF2d3ejpKTEhx9+iK6uLitXriQxMZELFy6QkZHB4cOHKSoqQkFBQdhsfPbZZ+zatYv8/Hzq6+v5+eefaWxsREZGhpKSkmFJhR+ChoYGlZWVREZGCtakQ6vxRYsWISsry7Jly7CysmLatGlUVVURHh7Oq1evePToEb6+vjQ3N1NZWYm5uTk+Pj60t7eTk5ODjIwMKioqZGVlce3aNXJycvDx8WHPnj0kJiYyffp0we56/vz5XLp0iS1btrB+/XrGjh2Lvr4+FhYWGBoaYmBgQGNjIy9evGBgYIAvvviC1atXI5FIBGrXUNjfcKC6upre3l7i4+NRV1dn8uTJHD58mMzMTAwNDeno6OD27dtoa2vj7e3NunXrBHvlhIQEFi1aRGhoKLGxsYLlbkpKCvfu3WPBggV8/vnn2NvbEx4ejqamJpqampw7d46jR4+ya9cu6urq6OzsJD09nZs3bxIRESGk5paWlvLJJ5/g4OBAWloaqqqqaGlp0dvbi5KSEj4+PkJAnZ+fH+PHjx+WmgHExMSwdOlSRo8eTVpaGvv37xdyAIyNjTE0NGT06NG4uroKrkm+vr5cv36d27dvc/z4caqrqzl06BANDQ0cPnyYr7/+msTERIqLi5kzZw5isRglJSXGjBlDTU0Nixcv5tq1a3z11VfY2dmhpqZGc3Oz4PK4a9cuRo0aJXDcg4KCWLt2LTdu3OC1115jwYIFNDU1UVdXx/jx49HQ0OCPP/7gjz/+GLYsIxUVFZSVlUlJSWFgYICwsDAhwfjChQvCtmJouHTgwAGePHlCaGgo2dnZ2Nvbk5ycTFlZGQEBAQQEBAh6h4ULF5KYmEhnZydjx47F0tKSR48eCUGVvr6+qKqq4uLigoGBATIyMigoKODk5ISamhrHjh2jsrISDQ0NampqiImJERozR0dHfv31VyEvTCKR4OLi8j90FP8lJk+ezPHjx5k1axYikYhffvmFKVOmYGdnJwTd5eTkoKqqirq6Oi9fvhRCVqdMmcKRI0eYOHEi2dnZxMbGIisry2+//SZoRYf0My9fvsTCwoINGzYQHh4uZIh89dVXqKqqcu3aNY4dO8bRo0eFTcLQxN7NzY0JEyawYcMGvL29OXz4MDY2NigoKAg6Q1tbW7Zs2fKvctf+LcrLywkICOD333+nrKwMPz8/ZGVlqa2tZfbs2Vy7do3Zs2dTUlLCF198gVgsZtOmTULydlVVFWlpacTFxSGRSBg1ahSXLl1CTk4ONzc3xo4di4ODAxcvXmTnzp0sXLgQOTk5tmzZwo8//kh/fz/37t0jJycHBwcHvvrqK27dusXg4CCVlZUcOXKEjo4OTE1N+eyzz5gwYQLTpk3DyMgIExMTFBQUhBDHkpISFi9ePCx1G0qFd3BwYPTo0WhpaTF37lzu3r2LlpYWPj4+rFq1CicnJyQSCVlZWcjIyFBfX09CQgJpaWnk5+cL7JTo6Gjs7e359ttvBd1yZmYmWVlZtLe3ExgYiJKSElu3bsXKyoqXL19SXV2NoqIiJiYmODo68tprr/Hmm28yc+ZM/P39cXNzE87LQ++VwcFBNm/ezN27dzl//jxubm7/SO/8r5qPzz//nH379mFqakpiYiLvv/8+EydOJCIiguPHj7N169Z/9HlDHtkxMTE0NjbS2tqKq6ur4ASjpaUlHBR7enp4/fXX+eKLL9iwYQPHjh0jNDSUp0+fYmdnx+rVqwVR4pBmRFtbWwjgGroZy8vLKS8vR0NDg/r6eg4ePEh9fT3y8vKEhoby2muvCbQsd3d3srOzOXfuHJqamqxYsYI33niDKVOmMDg4iIqKCh0dHcTExJCamjpstIQLFy7w/fffk5uby8DAAKqqqkLSZ25uLnFxcbzxxhuEhoaSl5fH9evX2bBhA7t37yY1NZU333yTpqYmIiIicHFxYePGjTg7O6OqqipM/0ePHo2mpiaurq5UVVXR1tbGuXPnCAoKYvny5UyZMoWZM2eSkJCArKwsenp6lJaWEhYWhpaWFlFRUbx48YLu7m6+/vproqOjMTAw4PTp07i4uNDa2kp3dzcrV65ky5Ytw1K3mzdvcuTIEaytrbGwsEBVVZUPP/yQ3377jZycHD7++GPu3bvH/v376e7uxtramszMTCwtLfH09BQyEJSUlNDX1+fLL7+kqqpKoPMYGRlx//59Ll68iKamJsHBwcBfTfbu3bsBKCoqQklJSQh3y8nJISoqCk9PT7Zu3UpiYiIPHz4U3H5UVVWJiYmhpaWFoKAgOjo6yMjIYPz48dTW1g5L3eAvHvKsWbM4fvw4Ojo6rFmzhg8//BCxWMzz5895/PixQMno6OggMjKS6Oho9u/fz6pVq4Qmv7q6mocPH2JoaMi5c+e4efMmP/30E3/++Sfh4eHMmzePtLQ0UlJSWLp0qaC5Wbt2LampqVhZWZGcnMyaNWs4d+4cBw8eZNu2bcKD19TUlLq6OuF7aGpqyq+//io42g0MDBAUFDRs3F45OTl2794t3BsaGhqEhoby4MEDjIyMKCkpYdasWdTW1pKZmYmsrKzQIOzZs4eTJ08SEBCAjo6OICZ//Pgxz58/58MPP8TFxQVnZ2dhW7dy5UqMjY05evQoKSkp5OTk0NLSIjiQzZ8/n9TUVOLi4ggJCSE5OVlITq6rqxMGGwEBATQ0NODu7k5FRQV37tyhs7OTGTNmDEvdvLy80NfXJysrC5FIxPHjxxGJROzevZvY2Fg8PT1JS0vj+fPnGBsbs2PHDiZOnEhKSgrbt2/nyy+/RCqVEhYWxsyZMykpKeHQoUNcvHiRd999l/379zNx4kSioqK4ceMGP/74I5988gmzZs1i7dq1wgbOysqKdevWCWGCX375JXv27KG9vZ2kpCQyMzOpr69n//79WFhYMGvWLEJCQpBIJOTn59PV1UVQUJDAxf+vYWhoyJkzZ4iLi2PcuHEEBQWxb98+goKCCA8PJz09HQsLC3Jzc6mpqWH58uXIyMhw+/ZtEhIS+OOPPxgYGKCrqwupVEphYSGzZ8/Gw8ODCRMmMG7cOGHqfv36dbZs2UJ6ejorVqygoqKCBw8e4O3tjZKSEklJSezdu5cjR45QXV2NmpoaEyZMoL29HbFYzL59+7h8+TJbtmxh586dbNmyhe+++44rV66Qk5NDVlbWsIW+Xbt2jf7+fgoLCwXKmaKiIkZGRlhbW3Pnzh3efvttUlNTWbduHcXFxcydO5cff/yR48eP09nZyQcffEBubi7Ozs7Mnz8fLS0tgc5sZ2cnWDl3dnaybt06li5dSnZ2NufPn6evr48lS5bg4uLC9evXWb9+PXv37uX333/njz/+QFtbmwsXLhATE4OrqyulpaUsXbpUSIqfMGECSkpKXLhwgYsXL+Ln5zdsFKKPPvqIW7duUV9fT1BQENOnT+fVq1fY2Niwd+9eWltbWbFihWAsYmVlhbm5ORcuXMDGxgYlJSWMjY1ZsGABZmZmwmZaXl6ejIwMkpKSCA0NZWBggIkTJwr2s0MhwNOnT2fatGkYGxtja2srOJEtWLCAyspK/Pz8ePnyJUVFRdjY2ODg4ICKigplZWW0t7dTXV1NQ0MDra2tmJubD1vzMUTTvnr1Kjk5Odja2jJq1CgmT57MsWPHWLFiBYcPHyY+Ph5/f3++/vprpkyZQn9/P4cOHaKiooL79+9z584d9u/fj66urpBN1tHRwcqVK+ns7GTevHlERkZSW1vLzp07yc7ORlFRURCzA9ja2vLOO+8IwaJHjhzhzJkzrFy5kpkzZwruqrt372bs2LHs2LGDxYsXo6Wlxfnz5xkzZszfvu5/1XwsW7ZMcNr54osvsLCw4IcffhB84P8p5OTk2L59OxoaGoSFhdHd3Y23tzcGBgbs2rWLrKwsbt68ia6uruBgsmnTJn777TcCAgLo6+sjOTkZQBAOX7lyhffff5+Ojg7s7e0FZyFFRUUaGhqE6cM333zDy5cviYyMJCQkhLKyMsRiMTY2NkJg16pVq0hOTqampoYvv/ySzMxMampquHbtGt3d3aioqODv78+bb75JR0cHBw4c+Ddl/cfIy8sTuHuTJ09GVVWV/v5+li9fjomJCbdu3RJqV1FRgYqKCh9//DGzZ88mMTFRSM7s6uri8OHDTJ48mVu3bqGpqcm8efPo7+/n6tWrGBoaYmlpKQQYisViLly4QEtLCxcvXqS/v5/IyEiSk5M5cOAA9fX1+Pj4YG1tTUlJCS0tLdy5c4ewsDBOnTpFXl4eW7duxc3NDXV1dZ48ecKBAwd49913h6VuZmZmjB49Wni5jB49GjMzM8aMGSME5sTExODu7s7ChQupr6/HyMiIsrIyIiMjWb16NcHBwQIHeIjK5+fnx4IFCwRf8jFjxtDc3ExVVRX79++nuLiYX375BXV1dQYHBykrKyM3Nxc1NTWCgoLw8vLihx9+IDo6msrKSkpLS2lubhYCo7Zu3crevXt59eoVnp6ebNy4ERkZGcHRYjjwzTffICMjw/jx48nOzub7779n0qRJXLlyhV27dgkBlh4eHnh4eHDp0iV6e3vZs2cPhw4dorS0FDMzM8zMzLC0tGThwoVkZmayZs0a3nvvPRYvXkxbW5ug5zp+/Diqqqrcvn2b6upqgoKCCAsLo6ysjPPnz6OhocHXX39Nb28v27dv5+XLlxgYGGBnZ0d2djaffvopjY2NREZGIiMjIyRb5+fn89VXX/HBBx8MS93S0tIwMTFBT08PgOvXr1NRUUFBQQEvX76ktLSUCxcuUFVVhUQiobm5mWnTpjFjxgyamppYvHgxTU1NiEQi3njjDWJiYhg7diyffPIJr169Yvfu3URFRVFZWcno0aOJjo5GKpVy6NAhQkJCcHFxoaSkhMbGRrq6uqipqeGbb77h4sWLdHd309vbS0pKCnfu3KG6uppPPvmEqqoqioqKaGtr4+7du5iYmDB16tRhzfkYspWcOXMmvb297N27l/Hjxwur/xkzZjAwMEBnZyc1NTXo6emxevVq8vPzSUhIYO7cuaSmpnL16lXq6uqQkZEhLi6OadOmYWVlxaNHj3BxcWHhwoWoq6uTlpaGtbU1N2/eZO7cucyePZu2tjYaGxspLS0lIiKCLVu2cOvWLVRUVFi5ciUZGRnEx8fj7u7OwMAA7733HuPGjSM/P5+amhrc3NyIjIwUnK6Gw73pp59+wtTUlBUrVuDq6ipsbDU0NPjll1+4evWq0IgM0Wd/+eUX3n//fSIjI4UDjZKSEmpqapw4cYL79+/z1ltvMXv2bG7fvs2tW7cwNjZm69atgivRxYsXeeutt+jp6cHCwgILCwt0dXXp7+9n+/btSKVSfvrpJxoaGtDQ0MDJyQkvLy9sbGw4fvw427ZtIzIykq6uLt555x38/f25cOHCsNH82traGDduHC4uLohEIkaPHs369evp7u5GQUGB8+fPExkZSVNTk6AvjYiIACA6Ohp3d3d8fX0ZP348VlZWVFZWcunSJa5evcqTJ0+4cuUKY8aMISQkhDt37vDxxx9z5MgRCgsL8fT0RENDg7Nnz9Le3s6UKVN4+vQpEydO5Pz585ibmxMTEyOkgJuZmbF+/XpsbW2pqqoStE0hISF8/PHHAMNqGdvS0oKamhoGBgZoamqirKyMp6cn58+fZ/369XzxxRdCjIK6ujqpqalMmTKFmzdvsmPHDpYuXcqLFy8oLi5m3LhxRERE4O3tzdGjR/ntt9/Yu3cviYmJQtBqa2srN2/epK+vj6dPnyIrK8v48eNxcnKitLQUf39/VFRUUFBQQCqV8v3331NZWYmtrS2dnZ389NNPBAQEMG3aNNatWyfodn18fPjjjz+GrW4XL17Ezs6O+Ph42tvbMTU1xdLSkuDgYDw9PXn27JmwYV22bBktLS1kZGQQFhbGrl27WLZsGb6+vuTk5CCRSFi0aBG///473377LU+fPsXR0REfHx8GBwf5/vvvCQ8PJz4+nvj4eK5evYquri7Z2dlIpVI8PDz4+OOPiYiIYPHixXz11VecPHkSCwsLNDQ0cHd3FxzboqOjsbW1Zdy4caSlpaGgoPCPXML+VfPR2dlJZ2cnBw8eJD8/n2PHjiEv/9dHPX78mAULFvyjz9PU1GTBggVIpVIhUOrdd9+lqKiIEydOYGJiwtixY2lsbCQ5OVkQMS1YsICysjK+/vprtLW1kUqlFBUVsWnTJuLj47l16xa7du1CQ0ODU6dOoaKiwsKFC/njjz+IjIzk+fPnGBkZsWDBAoqKirh37x4KCgosX76c/v5+fv/9dxwdHbl8+TIuLi7MmzePjz76iPz8fNatW4eWlpbgltLY2Mj169dZsWKFUIv/GhcuXBA42goKCkyfPl34bxcXF5qbm2lsbEQqlWJra0tgYCCpqalMnjwZNzc3mpubcXNzIz4+nrq6Otrb25k/fz6HDx8WDjxPnjyhvLwcPT09fH19sbe3Z8eOHRgZGSEjI4OxsTHy8vI8ePCAvXv38vHHH+Pj40NsbCwxMTE4OTkRHBxMTEwMGhoafPnllwAsXrwYLy8v5OXlsbe3p6KigsmTJ9PS0vKf183KyorBwUG8vb1RV1cnIyODhQsXcujQIQoKCggNDUVJSUkQkdra2nLx4kXefPNN7t69i7OzM+fPnycmJgZbW1vefvttIbhIWVmZmJgYIXRyiNby9ttv88knn2BqakpzczNJSUm8fPmSwsJCxGKxQCuYM2cOKSkp2NvbC83LlStXiIuLQ15ensDAQJKTk+nu7kZbW5ucnBzBZno4oKGhQUFBARkZGTQ1NaGtrU1GRgbvvPMOhw8fRklJiZKSEmRkZOjs7KSnp4dt27ZRXV3N1atXkZWVRSQS4e7ujqOjI5mZmRw9epTZs2czffp0WlpayMrKQk5OTggXi46Oxs/PDysrK0GwqqWlxdq1a8nLy6Ompobe3l4yMjKQSCRMmTIFkUiEvr4+fn5+PH36lIKCAkpLS/njjz8EcXdNTc2w1U1JSQlNTU3s7OzQ1dWlpaUFDw8Prly5QktLC2fPnqW4uFiojbGxMYWFhaiqqlJfX09eXh7jx49HUVGRxsZGFi5cyKZNm+js7OSjjz4iLy+Prq4uenp6ePDgAQ0NDaxZs0bgQg+9zGRlZenr6+PRo0dIJBJu375Nf38/9vb2gs/8m2++iY6ODlKplJiYGKZMmYKPj49A3RxqoIYDtra2uLq60t3dTWVlJS0tLRw4cACJREJGRgYyMjI8f/5cGK5UVFQwODiInp4eYWFhTJs2jbCwMKKjo7l37x5ubm6CicHWrVtJSUlhcHCQhoYG8vLyhJyorVu3smXLFpydnenq6iIzM5OEhATOnTvHt99+y7Jly1i/fr1gzbllyxa0tbV58eIFpaWluLm5MW3aNMzNzent7SU5OZkzZ87g7Ow8LBNVPz8/nj17JtjUW1tb4+3tjZWVFd988w3Lli0T9ApDW8WffvpJyJG4ceMGeXl5KCoq4uPjw4oVK7C0tMTCwoLo6GiOHTuGiooK8+bNw8HBgc8++0xI7g4PD0dXV1cwNDEzM+P7778XNlYrVqygtrYWGRkZurq6OHLkCG+99RZXr17lq6++wt3dneDgYGRkZKioqBCE8sPBKFi8eLGQNaGpqYmPjw96enrY29vzwQcfYGxszODgIIqKitja2qKtrU1XVxeenp6IxWIOHDiAmZmZYEYSERFBUVERV65coaenR7DFdXNzQ0dHh/379/Ppp5/y0UcfoaioiKGhIRoaGnR2dhIaGoqrqyt37txhzpw5gnFJQEAACQkJfP7559jZ2TFx4kSOHz/O3LlzSUpKIjk5WdBeDJn4DAc6OjowNDRET0+Pzs5O7t27h6OjI4cPH+bq1assXrwYAwMDkpKSaGxsZOLEiYwdO5br169TX1/P559/joKCAtOmTSM0NJTW1la6urr47bffSElJobS0VDBMGBpuHT9+nIKCAkHXe/78eTw8PBg1apSQyN3a2oqSkhJGRkYYGxsjFot59eoVGRkZdHV1YWpqipaWFmKxWAg1XbVq1bDUDEBbWxsLCwskEolgw+7h4UFDQ4PwzJozZw4tLS20tbXh6+vLnj17+O6776itrWX16tUCvXLChAlCvtj+/ftpa2vDz8+PhIQElJSU8Pf3588//2Tr1q3cuXOH+vp6ZGRkMDc3R0VFRWhWi4uL2bhxI1KplOrqagIDA2lvbycuLo4lS5ZQWlqKq6ur0DgPZbcMbVD+Dv7VKTkoKIiZM2cikUj49NNP8ff358mTJ5w4cYL4+Ph//HlDk77s7Gxyc3NRVlZmy5YtdHd3Exsby9SpU0lKShLU+GlpaUJQkZycHFKpFBkZGRwcHBCJRBQWFtLW1kZ/fz+mpqZERUWhqamJk5MTKioqQn5AT08PT548wd/fX/CKr6mp4eHDh7i7u/PkyRMiIiIwMTER1nOJiYnU19fT0dHBpEmTOHXqlJC70N7ezp49e4bNC7+trY2+vj4hbbqpqYm4uDhWrVpFSkoKt2/fpri4GHl5eVRUVEhPT6e8vJyenh5EIhFisZjy8nIUFBQICAgQpu1LlixBTU2N9vZ2HBwcBMH0EF8/OTmZWbNmoaqqira2NvLy8gKHV09Pj/r6ep4/f46ysrJwKBo3bhyzZs3i22+/Zd26dbi7u5Ofny8cFsRisZDZ8F9jyFljyLt/cHAQ+Cvs8tixYxgZGaGkpCRkRQxZCnt6evLixQuBZ6msrIy+vj7Pnj1DXV2dpKQkKisrGRgYQF9fn+7ubiE9/uXLl8Bf3/Uhh60hcZ1EIuHChQu88cYbtLa2CpN7S0tLqqurycvLEwwXKisrkZeXR1lZmebmZrq6utDV1R2WusFfds1DtpPd3d34+PhgampKWloaCQkJrFq1ihcvXtDc3Mzg4CA2NjbIy8vT09MjaLsqKip48uQJFRUVDAwM0NTUJByYHRwckEql1NTUCDWXl5cXrHk7OjqElbmDw/+Dt/cMq/La/nZvWPTee++9igiKiIi9l9hLYkk1phpjyk7PjjGJJjt2Y9fYsFdUEERRekd6r4veYQHnQ86a13+f6z3nTfKeMD/tJtlryHqeOcf8jft2pb+/Hz09PRoaGoiNjaWrq4usrCx6enro7OxER0eHd999l8TERPT19VFXV6e4uJj29vZRZbnX1tZSV1fH8PAwWlpawkkSGBjI/fv3hUCtubkZU1NTwcfPyclBQ0NDzA8ZGRlRVVVFa2sr1dXV+Pj4kJaWxrRp01BRUUFRURFzc3NMTU15+vSpGCrOyMgQm0l1dXVBUnv27BlFRUXY2dmhpqaGoaEhxcXF4kA3b948dHV1KSkpQVFREQUFBcrKygRg459eco+OjY0Nw8PDxMbG0tjYyPvvv8/Ro0f54YcfaG5uFt/hS5cuYW1tTXl5ucCOmpiYoKGhgYqKimh0BAQEYGhoKDqjUqmUyspK9PT0aGlp4cCBAwQGBgqBl76+PiMjI4LuZ2lpib29PR0dHRgYGGBjY0NfXx+6urps3boVQ0NDkpKShCeppKSEsrKyvxRL+D9ZJiYmSKVSJBKJEB92dnby2muvkZubS1dXF2VlZairq+Pm5oZMJiM/P5/Q0FAaGxupqakhLCyMuro6srOzsbOzIy8vDw8PD3p6erC1tRVRocrKSkJDQ+nu7mb+/Pnk5eWhoaHB4OAgSkpK2NvbY2ZmxtDQEHv27EFDQ0PcfFZVVRETE8Ps2bO5c+cOTU1NPHjwgAkTJmBvby98DKMltnz69ClDQ0NkZWXh6enJ/PnzWbRokaCALV26VPhcJBIJampqJCQkMHnyZHp6enBwcKCvr4/GxkbgD8/H1atXmTx5MtXV1SxdupT8/HwhNpYTyVpbWxkaGhIS0p6eHjGfJpVKGTNmDIODg8K109LSQmFhIUFBQVhZWeHn50d9fT0aGhoC9jJ16tRRpV2pqamRlpaGpqYmenp6Agc7btw40TSytramra2Nuro67t27x5gxY6iqqsLLy0vIoyUSCUVFRcTGxhIREcG1a9dwdXUlKiqKsrIytLS0BLo5OTmZtrY20tLSKCkpwdfXF11dXeLj40lJSWHOnDnEx8fT0dGBnZ2d0BMUFBSQkpLC1KlTmTZtGnp6eri7u9Pc3CycbqPlzxoZGUFPT0+oJuQNJD09PdLS0khISBA4W7ljTU9PDx8fH1xdXXn48CGVlZUMDw8zPDyMrq4u6urqPHjwABMTEzQ1NTEyMkJDQ4PW1lYGBwcZHBzk3r17aGlpiRuNgYEBbty4IfZwubm5Aq0vkUhoaGgQh7Rbt25RU1NDU1MTra2t9PT0MDw8TElJCY6Ojn/qc/+tO7kxY8YQExPD06dPxWB1eHg4hw4d+lsDTvINnhwHKGc+Dw0NMWfOHCIiIlBRURHXtJaWligqKpKbmytmLuQHAoDU1FRGRkYIDw8nLy9PCN/s7OwYGhrCwcEBLy8v7O3tBY5OS0sLFxcXPD090dXVxdPTk8LCQvLz89HR0aG2tpZ79+7R1tbG8PAwFRUVtLS00NnZSXV1NWpqalhaWnLp0iUcHBz+Tln/8pKTHaysrNDU1CQvL4+cnBzCw8MxNDQkMzOTvr4+LCwsMDU1pbGxkaysLHJycmhvbxd1k9t8VVRUSEpKEgexjIwM1NXVBSnGyspKYFXlRvXm5mYaGxtRVFREV1eXsrIy2tvbBap2cHAQBQUFHBwcGBoaQldXl/DwcCE/k0qlIso1WrMLJSUlBAcHi/iTp6cnZWVlBAQE4OfnR25uLqampmhra1NYWEhycjKNjY2kpKRQWVnJ9evXhYnbw8ODq1ev0t/fL7qIcgxoZ2en6ORfvnwZZ2dn7t27R3Fx8X9R12xtbXny5An3798XvHw5+q6jo0N4HPT19dHU1BSoTLkob7Q2gvBHrFE+A+Tk5ISGhgaKiork5eUhlUpRUFDA0dERR0dHzM3NhReisLBQzL/IpYKpqak0NjYKfHFTUxMGBgYMDw+L+SL5QLienh4lJSXcunVLRLIyMzNFR19PTw83NzfGjx+Prq4u5eXlNDY2Ym5uTmRkJHZ2dujo6GBtbU1rayuPHj0aVTljWVkZQ0NDDA0NUVxcTFxcHAkJCRw7dozOzk6Cg4MFRnxoaIimpiYGBwdpbGwUIs6cnBxqamqAPw4z7u7uaGlpkZmZSWlpKWpqalhYWGBhYUFAQAA1NTVcvXpVCPPkEa/ExERkMpm4im9oaCApKUlEZq9cucKDBw8oKSlh2bJl4v9/TU0NnZ2ddHZ2jlrdnJ2dqa2tRVFRETs7O2xsbLCxseHVV1/F19eX8+fPI5FIRHRnZGQEJycnWltbMTc3p62tjczMTJqbm9HS0qK5uVnk7uV16O3tFYcMW1tb8WfS0tJEQ0aOMTU2NubmzZuoqanx/PlzzMzMUFVV5cmTJ1y8eJHKykomT56MVColKSmJ1NRUioqKaG9vx8XFhRkzZoxK3UZGRtDS0sLOzg5dXV2KioooKipCS0uLuXPn8vDhQ7Kzs9HW1iY4OBgvLy9BUissLCQvLw9XV1cmTJiAubk53d3dAr1cWVmJk5OTAI7I5XBaWlp4eXlRVlaGmpqaIFDKZDLc3d0ZGRkRLqrMzEyePn1KTU0Nrq6upKWlkZiYKJxKAwMDdHZ2IpVKhTl7NFZraytJSUmUlJTQ39+PiooKenp6KCsr4+XlJTwJ8lsduUtFU1OTuLg4AgIC0NDQoLu7m87OTpKSksjMzBQUI319fTQ0NKirq+PJkycYGRmJg1d3dzepqalCPlhWVsbAwADV1dVkZWUxY8YMampq6O7uZsqUKSxcuBBfX1/i4uLw8fERxmo7OzsUFBRQVFQctVsPACMjI3Jzc5FKpQwNDVFWVkZ8fDzW1tZMnTqVjIwMZDIZtra2SCQSHjx4IDbT8kOVtbW1+O7IEbAFBQXU1NRgZWWFtrY2w8PDdHR08PDhQ7y8vPD29qa8vBwzMzMiIyMJCAigo6MDPT09lJSUGBgYICMjQyBtU1JSqK+vJyAgAGdnZ0HFU1JSEvPFxcXFo1a34eFhEescHBwUNLPe3l4qKytJSEigra0NfX19lJWVycnJITs7GycnJ9avX09PTw+qqqr09/eTl5dHfX09/f39jIyMUF5eTkFBgcAQ5+XlCayzg4MDBgYG9PT0oKOjg6qqKmlpaSJWa2lpiampKR4eHri4uODm5kZUVJQ4FCsrK6OoqEhjY6M4hMj9cX9m/e1AYHNzM+np6cAfcpno6Gh6e3v/1s/Kzs6mpaUFW1tbIRG7fv06HR0dzJ8/HwMDA+bMmUNoaCju7u7MmzdPdHIaGhpob29neHiYx48fc/HiRSEwmj17tlDMa2tr09DQgLGxMUZGRuTn59Pc3IyTkxNKSkokJydz584dWltbxfxER0cHJ06c4OrVq+Tn59Pd3Y2qqirt7e0A4uQ4f/585s2bh7e3t8hijsZSUlLCw8MDbW1tIbnS0NAgMzOTtWvXCjLYjBkzCA8PZ9asWUK2pa2tTW9vL7q6uoJdHhoaiouLC6dOneKtt97i+fPnlJeXC/u8nCq2efNmVFVVUVdXp7m5WVjeExISqKmpQU9PDwMDA7Kzs9HX12fWrFk0Nzdz9OhR7O3tKSgo4OjRoygpKbFw4UIWLVqEoaHhqMWHHj9+THJyMjk5OQwPD+Pn50drayuJiYmsX7+e0tJSXF1dsbS0ZHh4GHNzc9TV1dmxYwcpKSkiGtbX10dVVRXZ2dk8evRIuCUqKytJS0ujvb0dFRUV7ty5g729PSEhIcTHx5OcnExNTQ2WlpZs3LiR6dOnY21tzQcffCAkSvHx8Tx69Ig7d+4AfzygoqOjmTt3LhoaGiQnJ5OXl4eSkhLu7u6jUjeAcePGMXXqVBYtWsTUqVPR0tIiKSkJJycnzMzMuH37NtbW1uIaVktLSxi579y5w6RJk3jttddEJMXe3h53d3csLCxYsGABRkZGooutra0tfl8WLlzI5MmTcXZ2BiA3N5dbt26JYUG5cXny5MnMmjVLXOk7ODhQUlKCqqoqSkpKgqI3MjJCbW3tqNVNnoH39/cXTRAjIyMGBgZYvXo1Li4uREVFsWjRIuzs7Hj06BGDg4N4enri5uaGn58furq6SCQSXFxceOutt/Dz86OsrAxra2v27dtHc3MzZmZmVFdXI5VKGTduHN3d3bS3txMREcHChQsJDw/HwsKCEydOoK+vLw5sNjY2dHd3U15eLgSgw8PD9PX1UV5ejrW1Nc7Ozmhra4sN2GisyMhIZDKZwMOuWrWKmTNnMjw8zDvvvIOfnx/Lly9n1qxZTJgwgUWLFombcC8vLwwNDamurhaUuQcPHrB48WK2b9/Ovn37SE5O5tmzZ6SlpdHS0iJu8ZYuXUpqaioDAwMCgWlpaUlnZydXrlzh6dOnXLp0CWVlZQYHB7l16xZ79uzhxIkTxMfHc+7cOQBhc+7u7hY3MKOx5LSgMWPGiEiyk5MTeXl5ODg4UFNTQ1lZGc3NzfT09KCgoMDq1avZt28fVVVV9PT0UFNTg4ODA+vWrcPFxQUlJSXi4uK4cuUKjY2N4nfWy8uLR48eoaamhoqKimgQamlp0djYyIMHDygtLeXevXusW7dOzMOcOXOG/Px8QUBauHAhc+bMYc2aNbi7u1NaWkp6ejoRERHiJuGfXjNnzsTU1FS4NWpra7l//z7+/v6MGzdOJC/i4+O5ceMG165dY926dSgrK3P27FngjzmLnp4eurq6GBwcJDw8nJ9++knsk/T09ES0t7y8nNzcXBITE1FUVCQmJobU1FR6enpQU1MjLCyM2tpaTp48SVBQEOXl5ZSVlYnbNmtra86cOcPg4CA2Njb09PQgkUhwcnKisrJS+JBGY2lpadHT04Ompib9/f1cvnyZo0ePioiunGTa2NiIRCLBy8uLyMhI+vv7iY+P58qVK0KAqa6uzurVq7l//z4vvvgiMTEx5OTkiEOpHGIyadIkJk+eTGRkJNOnTxd6ATmpsqqqihkzZggNQGZmJkVFRejp6fHmm29SV1dHTk4OVVVV5ObmUltbi7Gx8agKaK2trcnJyaGpqQkzMzPGjh3LkiVLMDc3x97enkmTJhEVFYWbm5s4jBUXF9Pd3U1ZWRlBQUGYmZmJpt3ly5fFHHJnZyeDg4M8ffqUu3fv0tzcTEREBBMmTGDFihWEhobS3NxMeXm5uMGQ33bINQRyIXJwcDAeHh4CmrFnzx5cXFzEHlzezP2z62/FrlJSUnjllVdwdXXl1KlTKCsrM2nSJD744AM+/fTTv5wJnjhxIrt27cLCwgIjIyNkMhkJCQl4e3uzfPlyPv74Y3x9fYVtVD5YLZPJuHv3Lq+++irBwcGcPXuW8+fPY2lpia+vL7t37xabkJ07dzI0NMTkyZPJy8tj4cKFnDhxgtDQUJycnPD19RVDOI8fP+abb74hJCQEiUTCuHHjMDc3R0dHB3V1debNm0dcXBxWVlb4+Pjg4uJCTk4OV69e5YMPPhg1LKC5uTnz5s0T7ojs7GyWL1/O22+/TWxsLKtXrxaHEvnmq6mpCRcXF3p6evj+++8ZN24c48ePF0b4+vp6EU0JDw/H19eXgoICTp8+zeDgIP7+/kgkEhwcHIiIiBC3H0VFRSLP+uuvvyKRSAgKCiIuLo4LFy6wbt06/vWvf/HRRx/x+++/A39EA3p6erh16xbXr1/nl19+GZUc/owZM9i9ezcVFRWYmZnR0NCAm5sbO3bsYPny5URFRaGuro6pqam4Yfvmm28EYnn+/Pnk5OSIPHJ9fT1Pnz5l+fLl/PLLL3R0dKCpqSmM74GBgWJo8sKFC9TX1wuG/KVLl0hMTGTVqlV0d3eTlpYmUNWJiYnExsaipqbGd999R0VFhbgVWbp0KW+//TZNTU1ieHQ0lru7O0NDQ+zfv5/CwkImTZqEp6enkEXV19dz7tw5goKC2LhxIwYGBnzwwQdoa2uTnJzMmjVr2L17N0lJSYSEhAgKT11dHa+//jqFhYVMmDABR0dHGhoaCAsL48CBAzx+/Ji8vDxeeOEFurq6BPXro48+4qOPPmL8+PFs3ryZx48fs3z5csLDw8nJyWHHjh288847Apd89+5dFBQUmDRp0qjMF8mXp6cnt2/f5ubNm0RGRvL9999z/fp15s2bx6ZNm+js7GT37t3Y2NhQUVEhOvVLly7l0qVLjB07lra2NpKTk0lMTGTZsmXo6OiwbNkyTp06haWlJRcuXMDIyAg/Pz/Onj3L9OnThcdDjrVWV1fntddeIyMjQzDj9fX1sbGxIScnh9bWVl544QVUVVXZt28fZmZmlJaWYmhoiL29Pe3t7SQkJIzaASQpKQkfHx8ePHhATEwMY8eOZebMmfz+++8sXbqUEydOUFpaSnd3N21tbVy5coXS0lLxn3355ZfY29sTHByMk5MTIyMjovF07tw5DAwMqKur4/r16yQlJVFaWkpXVxfh4eEChOLq6kpkZCR9fX2EhYVx6NAh5s+fj7W1NQ0NDVhYWDBlyhQRy1VWVubu3btkZGRw6dIl0Q2sqqri888/55133vnH63bnzh3ef/997t69S3R0NH5+fhw/fpybN28ydepUTp06xY8//khGRgZWVlaoqKjQ2NhIamoqbm5u/PjjjyQlJYmDw+3btzl16hRWVlZs3rwZS0tL8vPzaWlpwcjIiKSkJD7++GPMzMwYHBykqqoKOzs7enp62LFjB4aGhixZsgRjY2MSExOxtrYWxKtNmzZx+PBhDh48yIwZMwTIRCaTMW3aNEJCQnj55ZfZu3fvP163gwcPsmnTJvLz88Utn4+PD4WFhcTFxYkZFwMDA/T09IR2QN4AKSoq4unTpyIarqmpiZaWFr29vXzwwQd88sknVFRUYGFhwb59+0hNTaWgoIDffvuNp0+fEh4ejrq6Ojo6OqipqZGamsqRI0dwcXHh559/Zv369aSkpPDiiy8K0dvGjRvF3ExhYSHt7e1YWloyMDAgiHCjseT7DLlc0NbWlk8++QQ/Pz9xwyVHfi9fvhx9fX22bNnCb7/9xuzZs/n00085e/YsRkZGBAQEsG3bNnp7e8nPz+fnn39GT0+Pzs5ONDU1RaR5zZo1nD17lv7+fs6dO0dFRQWRkZFs2LCBHTt2MG/evP+KmaqpqTFlyhSsra15++23GT9+PBs3buTBgwfo6+tjYmIi3sOjRS2dPHkyO3fuJDQ0FBsbG8rLywkKCsLExIS0tDR8fX2xs7PDwcGBsrIybt26RXV1NSdPnuTzzz+nuLhYzNZaWFhw9epVPvzwQzHHkZ2dzapVq2hvb+fBgwdIpVJqa2u5ceMGM2bMQF9fn7S0NKRSKaamphw7doze3l5Onz7NpUuXcHZ2pqGhge7ubnR1damurqaxsZGhoSG+/vprYmNjRWxaDl/4M+tvHT527NjBsmXL/uvlbWBgwIwZM/jyyy/ZvXv3X/p5np6eHD9+nKNHj3Lt2jWBhLSyskJBQYFnz56hrKyMmpoa7e3t7N27l56eHvT19fHz8+PYsWNER0czNDSEq6ur+MWUW4VfffVVIiMjaWlpYc2aNbz22mtIpVLc3d3Zu3cv169fp6CgAE1NTcLCwvj111/x9PQUAqXMzEzU1dUxNjbm8OHDTJ06lSVLlrBw4ULS0tK4efMmt27dore3l9LSUrKysli3bt3fKe1fWs+ePcPExIRHjx7R1tbGokWLKCsrY/bs2Xh5edHc3Mz777+PTCYT6E6ZTIaenh47d+7k3XffpaCggKtXr1JRUUFGRgbr168XohmpVIqLiwuamprU1dUxffp0fvrpJ3R0dJDJZLi4uODg4EBaWhppaWkEBASwZs0ajhw5wpkzZ/5rAC02Npbg4GDKysr4/vvvaWlpwdraGj09PczNzVFTU2Pp0qV/+Xfn76wff/wRNTU1nJycKCkp4fnz56xatUoInFxdXTl9+jQKCgpMmTKFtWvXoqamxrRp0/jxxx/Ztm0bWlparFmzBg8PDx4+fEhbWxtHjx4lIiKCiIgIcbMyduxYXnzxRSQSCffu3RPzQf/5z3/o7e1l7dq1hISEoKamxpo1a3j33Xf54YcfkEqllJeXs2vXLiQSCVu2bOHRo0d89913aGho4OfnJwRYe/fuHbXDx5YtW0hPT0dNTQ13d3cRl3r55ZfZuXOnuDHMzc3l3r17bNy4kb179xIQEMDSpUtZsmQJSkpKmJqa0tTUxI8//kh5eTkLFixAS0uLoaEhAUP4/fffUVVVZdKkSTx69IjOzk4uXrxIZGQkAwMDfPbZZ3h5ebF//37eeOMN7ty5Q2xsLD09PVy6dImdO3diZ2eHvr4+paWlJCYm8vz5cxQUFNDS0hID4KOxOjo62LNnDxkZGRw7doz79+8TExPDrl27RP5dfri4ffs21dXVGBoakpOTw+LFi4WNWh7Lamlp4YsvvmDcuHGUlZUJSERHRwcWFhbiYP/w4UPCwsIwMjKiuLiYzs5Ourq6+Omnn3j99ddZsWIFNjY2/Pjjj/T29qKpqcnVq1cZP348N27c4MKFCxw5coSMjAxOnDjBgwcP8PX1HZWawR9DrH5+foI+2NbWxgcffMD169eRSCQkJiaya9cucnJymD59Op999hkbNmwgLi6O8+fPc/36dRwdHWltbaW9vZ3ly5dTVVXFpk2bePXVV8nMzERBQQF3d3fGjRvH8+fP2blzJ21tbezZswcHBwdcXV0xMjLC0dGRlpYWLl26xGuvvcbWrVvJyMhg2bJlLFy4kLlz54qokNzQPXfuXF599VUeP37MF198MWpRvzlz5vDZZ5+hoqLCK6+8wpIlS0hNTeXx48ecPn2atLQ01qxZQ1lZGZcvX0YikTA4OMhHH30k3AmvvvoqTk5O/P777ygqKvLVV1+xd+9efHx8uH37NqtWrWLq1KniOaSpqclnn31GXFycmOOUNxe2bNmCVCrl1q1bdHd3ExISIiJb3t7e4v/jzp07OXHiBFOmTCE+Pl5EUeQd7X96yXH74eHhVFdXk5mZyYMHD/jXv/7F7Nmz2bJlC0VFRYSHhzNmzBiMjY2pqKhAJpPx22+/8cYbb6ClpSWw2HJyX01NjcCHV1ZW8vTpU27fvk1dXR2XLl1iyZIlfPjhh9jZ2dHb28vDhw9JSEhgz549/PLLLxgaGvLgwQMWLVoE/EGWUlFRobq6Gi0tLd555x3u379PbGysiAg6ODiM2hwlwI0bN1BQUCApKQlra2tmzZrF559/joODA7t27WL9+vXk5eWhqqoqMLru7u588sknGBsb4+fnx5UrVzh9+jTFxcUcOnSIu3fvoqamRk1NDbq6uvz6669cvHhRYHYTExP58MMPCQwMJCMjgzVr1vDCCy+QmpqKtra2eHauXbuWHTt2IJVKUVJSYnh4mDlz5iCRSPjyyy/56KOPuHXrFpmZmXh4eLB48eJRq5s8XpyRkUFJSQkmJia89NJLBAUFMX/+fKysrKioqKCsrIzq6mo6OztZu3YtOTk5xMbGEhUVhba2NqWlpfT39/Pmm2+yZ88enjx5QlFREWlpaTx48ICWlhaKi4s5cOAAtbW1PH36lPLychoaGgRa95dffuHkyZO4u7vT1tZGREQEPj4+wpsl1zoEBgby5Zdf0tHRga+vL05OTuTn53PlypU/PdemMPJX7kn+7/XGG2/wn//8hx9++OG/zMr379/nww8/5NmzZ3/q5/xPaZupqSnjxo1DQ0OD0tJSCgsL8ff3Jz8/n8bGRuzt7SkpKaGqqgpra2vq6uq4evUqR44cITg4GF1dXVpaWigvLxfzIqmpqZw5c4aGhgZiYmKEffnNN9/k3LlzIiv/8ccfC9IJ/GHqlJuWr127RmVlJYODg0ilUmHCbmhoQFdXl48++ggjIyNqa2t59OgRV69eJSYmhq6uLtzd3f+Ra3Z53TZt2kRDQwOvvPIKbm5uFBUV4evry6FDh4iLi2P69OnMnDmTnJwc6uvrhUBJWVmZ4OBgDh48SFNTE0NDQ4wdO5aff/6Z7777jm3btiGRSPjpp5/o7u5m3LhxeHh4cOjQIWJjY0XMQ1FRkdLSUmpqaqiurubMmTOYmZmhpKTEzp07OXz4sJifMDMzo7y8HICoqCgSEhKoq6vDysoKMzMzMjIyxEb8n66bsrIyGhoaHDt2THRL1NXVWblyJSoqKsL9YWVlRW9vLykpKSxdupSZM2cSHR3NjRs3qKqqEkjGw4cPM3fuXDQ1NXF3d6evr4+7d+9y9uxZ6uvr+f7773n27BnW1tbExMSQkJAgumf19fV89dVXxMXF4e7uzrFjx8TvvBwMIO+AL1++nNOnT2NpaUleXh6xsbHMmzePhoYG3nzzzX+sbv+zdkePHsXPz4+kpCSys7PR09OjubmZ6dOnc/36dd588020tLRobW2loKCAsrIy3njjDTEL1tbWJgYk5TNEDQ0NLF26lHnz5rFx40aio6PJysrC3NwcqVTK0qVLef/99+nt7SU6Oprh4WFycnLQ1NSks7NTSPtMTU359ttvaWxsZMyYMRgaGrJs2TJ8fHxoa2vDzMwMb29vpk6dirW1tXjpj0bd3n77baKioggODiYrK4uEhAR27drFo0ePMDIyYuvWrUyaNImKigri4uJQVlYWtx4bN24UZnn5wWLatGm4uLjQ1NSEmpoaDx48wMrKipycHE6ePElUVBT19fXExMTw888/k5SURFNTE/BHhE9PT4/9+/eL2Zo7d+6QkpIiXEE5OTkC/6urq8uiRYuEF6Kuro433nhjVOp29+5damtrxXCjgYEBq1atoqGhgSVLlvDdd9/R1NTElClTGD9+PHV1dTx8+BA9PT3i4uJYs2YNxsbGQvrW0NDAa6+9xsDAAF988QVmZmbCw5OdnY2Ojg5nz57Fw8ODnJwchoaG+PbbbwkMDOTEiRO88MIL3Lhxg2nTpqGlpcVXX32FlpYW06dPZ3BwkEuXLtHZ2cn48ePx9PTE09NTGJtDQ0NxdXWlurr6H3/GDQ4OMjAwwO+//05sbCwymQxnZ2fhjli/fj2//fYbT548YWRkBHNzc1RUVMjLy6O1tRVdXV2WLl0qhvzb2tqIiYlh9erVnD9/nsLCQiwtLdHX16e8vJwrV67wyy+/cPPmTbKzsykpKaGwsJCBgQFBwQoKCqKmpoatW7fi5eUFIPwzQUFBBAYGijmJ7u5unJyc0NPT49ixY3h6evLhhx/+43VTV1cnJSUFMzMz9PX1aWhoQCaTcejQIRoaGli1ahXBwcGYm5ujrKxMQ0MDx44dw8/Pj6NHj1JTU8NXX31FUVERjx49Ys+ePZw/f56RkRFBuktISEAqleLk5ISCggLDw8OcP3+el156STi2pFIpa9euFWTEzz//nNdff52tW7diZWVFS0sLFhYWfPfdd/T29gqYS2dnJ5MnT8bT05OTJ0+ycOFCIiMjR+W7evPmTUpLS5FIJIK2tXv3bhITE/nkk09wcXHht99+w9/fHycnJ3766SeSk5Px9/fHz8+PtWvXoqKiQmFhoZhTkN+Anz17ltbWVhwcHPDx8SEgIEBgogcGBti6dStZWVmEhoaKG9rt27dTVFTE1KlTCQ4OZu7cubi6ulJWVsbx48fx8/MjLy+PAwcOYGhoyNdff01TUxO+vr6kpqayZcuWUambfK64sLBQDMZraWlx/PhxfvvtN6ZNm8aXX36JoaEh9fX1ODo60tzczE8//cSBAwe4dOkSY8aMQVlZWcTK0tLSxH50y5YtTJs2jaVLl6KsrEx6ejpWVlbMmDGDV155heHhYSQSCXp6egAcP34cd3d3Pv30UzFnMzg4SFxcHL/++isXLlxg5syZhIaGCrP64sWLBQJf3pj839Xtbx0+vvzySz755BN+/PFHcYUsk8lYt24dFRUVJCQk/KXinzp1CmNjY/Ly8sjKykJHR4fVq1czNDSEra0tNjY2XLp0ierqary9vZk2bRrnz5+nrKyM4OBgUlJSBH/+/PnzFBcXc/78eZKSkqipqUEikWBtbS2umuRyQfnhw9HRkYSEBPT19XnnnXfYvXs3mpqaVFdXo6OjQ29vr0C29fT0cO3aNeLj44mMjCQuLo6WlhZxVSqTyRgZGcHHx+cff1B+9NFHvP322yQmJlJaWkpAQICYL3BwcODIkSNioNLY2JjIyEiGhobw9fWlsLCQmzdvMmPGDHp7e8nKysLb25vnz59jbm7Ozp076e3t5ciRI9y+fVtgFX/44QeWLl3K/fv3cXV1JSwsDFNTU0pKSoiLi2PZsmUYGRmhrq7O06dPaWhooK2tjdzcXIaHhxk7diyGhoaC6lRcXExubi4zZswQeN9/um7yzomOjg65ubmkpKRgZWVFeXk5K1asIC4uDj09PZycnAQRKyAggEWLFvGvf/0LqVRKaWkplpaW2Nrakp6ejrKyMiUlJQwMDLBy5UrGjBlDUlIShw4dwtraWvgVFi1ahI+PDzY2NrS2thIbG0tJSQkrVqwQFKSysjJxYEtJSeHYsWOcP3+exsZGnj59Snt7O2lpadTW1rJ9+3acnJyQSCSj8qB8+PChQLMWFRVx/fp1gSXs7u7G09OT//znP3h6ejJv3jwqKyv56quvCAgIoLCwEBsbG+bOnSteMO+//z7nz58nNzcXLy8vUlNTmTt3LioqKhw/fpzS0lKio6OZPHkyH3/8MQ8ePGDmzJloaGjw008/8emnn2Jubs6uXbuYOnUqFRUV2NjY4OrqSmtrqxBZlpWVYWRkRGlpKVKpFBUVFQwNDXFzcxuVuhUWFnLx4kW0tbUZGhqiq6uLH3/8kevXr3PlyhVaW1uxsLBg7ty52NvbExMTQ3NzM/39/RgaGjJnzhzu3LkjIitvvvkmR44cEXZyW1tbLly4QHNzM1ZWVuzfv58lS5Ygk8l45ZVXyMnJ4dChQ8THx6Orq4uHhwdr164lOTmZwcFBEhISxEYxJCQEJSUl3nnnHZYtW0ZlZSV+fn709vby6NEjnJyceO+990albmVlZQwODopZMg8PD27duiW8Ovv27SMqKoqGhgYaGxsZP348nZ2d6OrqYmxszN27dzEwMMDHx4fGxkbeeecdFi1ahLGxMfr6+lhZWVFTUyNEtB988AEmJib88ssvgoClrKwsIAVVVVWUlpaSnZ3NgwcPuHLlCsbGxlhaWorf3QMHDnDkyBEGBgaoqqri5s2b3L9/H2dnZ8aOHUtERMQ//oxLS0ujrq6OW7duoa6uzowZMzh9+jQRERHU19cTEREhIsxSqZTbt2+LeGN9fT2NjY0UFBTg7+/PwoULRVPwwoUL6Onp8f7775Obm8v9+/cpLy8XN5E5OTkUFBSgpqZGUVERGhoaREVFcf/+fd58800++OADpFIpH3/8McXFxRw+fBiJRMJbb70l4n4DAwPCq6WrqytuVPbv3/+P100e5e7s7MTb25sJEybQ2dlJaGgohoaG3Lp1i4MHD2JpaYmuri7Hjh3jxx9/5N1332XDhg18+eWXdHd3ExkZiaenJ4mJibz44ovs3LmTRYsWiSaTtrY2qampFBYWsm/fPnFIdHJyIiAggMDAQBwdHSkqKuLBgwcoKiry+PFjpFIpw8PDGBsbM2XKFDZt2kR5eTlWVlasWbOG+fPn4+7uTkZGBs+fP8fS0pJly5aNynf1vffeY9KkSZiZmVFUVERycjIdHR24ubmJ7rncfj5u3DiWL19OcnKycEXo6uqya9cu6uvrBYEtNTWVnTt3cvbsWUxNTUWsS1tbm0mTJpGdnc2FCxfIycnhnXfeERHN3377jX379vHvf/+bl156if3792NgYICGhgYVFRWkpaVhb2+Pjo4OeXl5GBgYYGhoiKOjI76+vri5uYkb0X+6bs+ePePGjRs0NzeL2ZUtW7awevVqdHR0BBY9PDwcXV1dbt26xc6dOzlw4AB+fn5itqqxsZGBgQH09PRobW1lyZIlLF++nBUrVmBiYoKFhQXDw8O88sorrF27FoCamhpSUlKwsbFh3rx5TJgwQdDmkpOTOX/+vDiUSKVSZDIZc+fO5YUXXmD9+vXi/VpTU4OysjIRERGEhYX9qbr9rdjVxIkT+fe//01TUxMJCQmUlJRw6dIlnj9//rcs1bm5uZiZmVFXV0dfX594MdTV1WFvb8/ly5fFIFVbW5sw7QYGBtLb28uCBQuwt7fn2rVrlJWVYW5uznvvvce+ffvYtGmT6EobGxvj7+9PaWkpkydPxsDAgP7+fmpra7GwsEAikXDx4kVmzZrFoUOHWLp0Kf7+/ty9e5fy8nIsLCzQ0NAgJycHRUVF7ty5w8WLF1FXVxfoTznXfTSWqakpZ8+epa2tDUVFRaRSqRiuUlVVZdOmTRgbG9PS0iJuYpydnSkqKiImJgYjIyMhHOvt7RX5yubmZvLz80lMTERXVxcfHx+SkpKE/b2yslJI3Ozt7bG1tUVPT485c+YwODjIxYsXxSCxo6Mj5eXlYk5HIpEQGhoqTunOzs74+PgID8hoLFtbW2HIlg+y+vr6kpCQgIaGhjiMlpeXY2BgQENDA+Xl5SxfvlzkRhUVFenq6kIikbB06VI2bNjAxIkTeemll8jMzCQ7O1uYUuX0saqqKqZPn05GRgb379+nrKyMuro62tvbaWtrY/bs2Xh4eFBWVsbDhw9RVVXFx8cHf39/duzYwfPnz/nkk0/Q0dFBUVGRwsJCvLy8SEtLw9vbe1RqBxAbG4umpqbgej9+/JiIiAhxg6Wrq0tDQwNZWVlMnTqVl19+mc8++4zNmzeTl5fHxYsXcXZ2ZvHixYyMjLBkyRISEhKIjY0lLCwMbW1tdHV1mTt3Lrt27aK6ulpIs9auXUtdXR15eXnMnz+fxsZG7ty5w4IFCwQ5Sk4skf/vjYyM0NXVxcHBgYqKCrS0tNDS0uLBgwe4ubmNSs3Ky8vx9vamoaGBmpoahoaGOHPmDMrKynz44Yfs2LGDuro6Tp48Kf7Mv//9b+7du8fDhw8xNDREU1OTmTNnoqioyJ49eygoKMDe3l509JOTk8nPz8fFxUUAOr755htUVFTQ1dUVZLfAwEASExMxMzPj4sWLvPvuu9TV1aGrq4uJiQkXLlwgODiYL7/8kubmZoyNjRkaGsLR0REXFxdu3749KjUDxLyBhYUFkydPpru7m/j4eIyNjVm+fDkbN24UbgO5EG/MmDG88sorbN++nfT0dBYsWCDigC4uLrS2toobTn9/f/Ly8khNTSUwMJBVq1Zx9OhRmpqaMDY25tSpU5ibm+Pl5YWXlxeZmZkEBweze/duYUp2cnKivr6esrIyxo4dy9dff42WlhYAZ86c4eHDh/T19SGVSklLSyMiIuIfr5uhoSHnzp2jurqaqKgo4ck6f/48W7ZsQUlJCWtra54/f05ZWRk+Pj4kJCRgYmJCWVkZtbW1BAcHo6qqyrVr13BwcMDQ0BAPDw8aGxtpbm7Gzc0NqVRKVVUV9vb26OnpUVlZyezZs6moqMDe3h5lZWV6e3vx9fWlo6NDGK6zs7MxMzPj22+/paioiMmTJxMXF8fVq1cxNDTEy8sLY2NjOjo6SE1NxcTE5B+vGfxBu5owYQLa2trU1dWxZ88eioqKWLFiBS4uLgIhrKKigqOjI1FRUbi7u7N69WrU1dV54YUXePLkCQUFBXR1deHm5saxY8dYuHAhg4ODPH/+nIkTJ2JoaMjdu3dFLn/9+vXMmzdPPOcNDAwE8nXevHn8+OOPyGQyzMzM6O3tpb29nfv376OmpkZ/fz/Tp09n3rx5uLm5icbV5cuXRxVGIkdN19fXk5mZKUAXd+/exdHRER8fH0GgkwupKysrqaqqYvLkyWKmy8zMDE1NTdrb2zEwMEBBQYH58+ejpqZGQ0MDZWVlwjUVFRVFSEgI8MfmuLGxESMjI8aNG8fAwAAymYzbt2+TlpbGhAkT8PLyYuzYscydO5e8vDyBFw8MDOTevXvcunWLhoYGpkyZIsiC//SytrYWAIGOjg5+/vlnAfUpKChgaGiIoKAgrK2tqa+vRyKRCC2EnMR6+/ZtjIyMmDlzJtbW1sTFxaGrq8ubb76JmZkZ2traaGpqIpVKmTRpkoiVyWebu7q6RJpHWVmZx48fU1lZyYIFC9DU1BRpnxs3bhAfH4+BgYGIwtrY2GBhYSHmnf5s7OpvHT7Cw8NFd2jbtm309/eLgSi5xfWvrGnTppGTk4OKior4kAkJCSIrKc+UGhkZIZFIiImJwdDQkJGREXJzc2lvb6e+vh5lZWUWLVqEhYUFN27cIC0tDSsrK6ysrESX2srKCgsLC5GzvnPnDgMDA4KQMjQ0hJeXFy+++CJGRkbY2NgQGhqKr68vjY2N3Lt3D6lUiqOjI/v378fe3p7S0lKam5sZHBzk999/JyAgADMzs79T2r+0Ojo6GB4extraWnTnNDQ0sLGxEV3ewMBAfH196erqore3lzt37qCkpERUVBT29vaoqqoKioSuri52dnYMDw9TUFBAS0sLgYGBjIyMkJ2dTUFBgUAm3r59W5B0FBQUsLW15dSpU7i6uooXeXFxMebm5gQFBYmXk7xrr6ioiJGREa2trVRVVTFt2jTU1dX/8ZrBH1SOS5cuUVVVhYqKisjZOjo6cujQIcaNG0dAQAADAwNUVlaSmZmJlZUVH3/8Mbt27cLY2BhtbW2kUqmI/1hbW7No0SJxy6OsrIyBgQHOzs6iI5qfn8/Q0BCamprIZDJxgzIyMoKpqSmdnZ2kpKSQkZFBY2MjGhoaKCkpMXnyZAYGBjAyMiIxMRFvb29xUHvw4MGo1Ey+3N3dOXPmDNevX8fNzQ0HBwdUVFRQVVUV9VBRUWFwcJDk5GTq6urEbZqpqSkaGhq0t7fj6OiIqqoqx48fZ+bMmYwfP54rV64IjKeZmRkmJiaMGzeO69ev09PTw7Jly6irq6OhoYG+vj5UVFTo6+vj/v37bNiwgTlz5vDw4UM0NDSwtLSktbWVe/fuMWPGDJ49e4aVlRVdXV00NzcLNPRorbq6OsaOHSuM99ra2gKs0dvbS3d3N6GhoQKJOmbMGO7du4eBgYHgrDs4OGBpaUlTUxPx8fF4e3szZ84cGhoaKC0tFRnq8PBwkdU3NzdHIpFgYWEhKFFyj01PTw9TpkxBV1dXkK8MDAw4c+YMmZmZYnbsypUrqKmp4eHhgbe3NyoqKqNWN/lBXs6n19DQEDcKCQkJVFdXY2FhITwT8AdtqKWlhYyMDFxcXBgeHqa/vx9TU1PMzc2pq6sTlCc5X7+vr4/09HRefvll+vr6KCgoEO6AyspKBgYGhEupp6dH1NvJyQknJye0tbWZNm0ahoaGbNq0iba2NqKjo1FWVsbd3Z3U1FQsLCzw9/cflbrJnSzyqI98M+ju7k58fDxz587Fzs5ORE4jIyMFyWlwcJDh4WGBfO7o6BDNDSUlJWpra7l06RKRkZEYGRlhZmbGyMgIRUVFREZGkpmZiaWlJR4eHrS0tIgIsJKSEmlpaVRXVyORSJBKpSLmp6qqytDQEI8ePRIJCnnzR57RH42lq6tLVVWVeLe1traSkZHBmDFj6OvrIysrS+w9amtr0dXVFbLdEydOMG3aNEpKSigqKqK7uxt3d3cxq2VgYMDSpUtRVFQkNTWVwcFBli9fzvnz50XEVE1NDXNzc4yMjNDW1hb7kr6+PubPn4+enh65ubk8f/4cXV1d4QiS093kNCxVVVXGjx8/qi6joKAg0tPT6enpwdLSEn9/f54/f86ECROora0Vh6LCwkKGhobQ0NAgNTWVRYsWiUPm3Llz6e7u5u7du4Ka9fvvv7N48WJ0dHSIi4vj3r17NDc3o6+vj5eXF0ZGRpiamvL48WNkMhkqKirU1NQIRK28iRccHExgYKAQqDo4OJCZmYmxsTElJSVoa2szYcIEzMzMePToEfb29qNSt6KiIioqKsStTktLi6BNyd0cFRUVGBsbo6amhqamJrGxseTm5lJaWsqDBw9QUlJCRUWF9PR0MjIy6O7upqSkhKysLAoLC1FQUEBHRwcrKyvWrVuHpqYm586dw9vbW8TB09LScHd35/nz51RXVwuhpdwPV1tbi0wmw8rKipMnT2JjY4OWlhZNTU1IpVLq6uqwtLT805/7b6N23d3d2bNnD4mJiaSkpHD69GmmTp36t0hPTk5Owr0REhKCt7c3UqmU3t5e4uPjaW9vR1tbG3V1derq6khMTERJSYmysjJMTExITEzk1q1b1NfXY2dnh6OjI5MmTeL48ePCKK2oqIiWlhbKysrY29tTWVmJl5cXNjY2QsoiH4JKS0vDyMiI7Oxs0tPTUVdXx8LCQkjKamtrcXV1paioCBsbG+EdqaysFHSQ0VhKSkpoaGhgaGiIubm5cHNkZGRQXFxMS0uL4JXLbey///47IyMjTJs2DWNjY4aHh1FVVRWD4ZaWlkybNk2wt5WUlNDR0cHGxoa2tjbU1NSQSCTk5uaiqalJb28vVVVVdHR0EBcXJ+SEzc3NYoBLIpHQ19dHbW2t6HaUl5fT0dFBeXm58DUEBwePSt2ampp49uwZg4ODODk5YW9vj5aWlpCKtba2Mm7cOHFV7ObmhpGREZ6enujp6eHg4CCkbCUlJVy7do2xY8eiq6vLqVOn6O/vp76+np6eHqysrHj8+DEZGRkkJSVx7NgxiouLsbCwYPz48QJvrK+vT09PD8nJyZSVlQnpXG1tLWpqanh5efHaa68RExNDfHw8qqqquLu7I5VKR21oGv64NQoLC0NJSYmqqioGBgZoa2sjKSlJdERsbGwwMTGhtraWPXv2kJCQwJo1a0hJSSEgIIA5c+ZgZGTE48ePuX37NpmZmcyaNYtx48aRkpJCRUUFCgoKGBgYMHPmTAoLC4mNjcXBwUEw5HV1denq6kJZWZmgoCCRu4+MjCQoKAh3d3f09fUpKSmhqamJgYEBkpOThZcmOzsbJaW/1Xv5W0s+4K6srCwkkV1dXTx//lwIG52dnQkLC2POnDlERkZy6tQpioqKMDAwwMXFReAU5Qx7Oee/sbERZWVlHBwcBEFM3lTw9vZGIpGgqKhIYGAg48ePF7K9p0+fMnXqVAwNDRkcHERZWRkzMzMsLS3R1NSku7tbxEtGRkZoamqiqalJ0NhGq27yA09OTg4ZGRn4+/sL03tWVhb6+vrY29tjaGgoZFgzZsygqakJZ2dniouLyc/P/y/LsdyFEBMTg6amJq6urgwODmJpacnEiROpqakRbh5bW1vxe2NnZ0dubi5KSkqC3lNQUEBfXx8uLi60tLQQHh5OaWkp8fHxODk5MXv2bBwcHJDJZKOGYe/u7mbixInMmzcPKysrSktLMTIyIiwsjIcPH6KtrU1LSwv6+vp4eHggkUgExMLS0hIDAwMkEomweWtoaJCXl0d7ezuKiopkZGSIYXC5bLakpAQdHR3u3LkjNtFyQmR3dzfPnj0jPj5eCPXa2tqorKwU85I9PT2i4SCRSISzYNKkSaPmzqqoqODevXvcuXOHkpIS9PX10dXVJTc3l6KiIuLi4rCxsfmvRkZra6uIwxoYGGBtbY2Liwv29vYMDg5iYmIivj/e3t4iWuvo6MiUKVOoq6sjKyuL/fv3A3/Ibu3s7Ojv76ezs5NHjx5hbW0tpJhy47qTkxNSqVQcqHt6egQ2WkdHhwULFtDX1zcqdYM/Dm69vb0YGBjg6emJjY0NjY2NrF69GhUVFRFn9vb2xsXFBUtLS3p7e0UDV11dnby8PJ49e0ZOTg43btygrKyMu3fvcvPmTaqrq0lJSSE/P1/cjqenp6OkpISuri4dHR10dnaKDbo8cqmuro6+vr54t8tkMnp6etDS0sLe3h4TExMRR5VHm65cuTJqdZPJZDg6OmJkZISqqioKCgrExsYyMDCAs7OzoF6lpaXR19eHlpYWly9fpq+vj/b2dtLT04Vz6+bNm9y7d0/ULyEhgZ6eHtLS0sR8l6OjI2VlZfz222+oqqpSV1eHmpoaGhoaxMfHk5mZyfDwsHCgFBYWcufOHZ48eYKGhgZmZmbIZDLU1dXFc6SjowNbW9u/BL75//3te+7cOV566aW/9Gdu374tumryyFV+fj5qamrcu3eP9PR0PvroI7Kzszl+/DhdXV0kJydjamrKp59+Kk5dSUlJ5OTkMGnSJPT19UlMTERLS4u8vDx6e3vR0tISxW1ra2Pq1KlMnDiRvLw8bGxsgD+GbS5dukR3dzdjxoyhv79fvHw1NTWZO3cux48fZ8WKFeKGZvz48XR0dJCcnExAQABqamr/f5f1f7nc3NxITExEXV0dX19fPD09aWlp4dq1a5iYmLB69WqkUqnIu1dWVqKtrY2joyPZ2dk8fvyY7u5uBgcHMTMzw9bWluTkZBYuXMiDBw/+y+Ehp7TIcZbyuFVPTw9Pnz5FR0cHPT09rK2t0dLS4uLFi1RVVaGuro6qqipPnz4lOzub3t5e9u7dK+hPzc3NWFtb89tvv/H++++PSt2kUqm4jenr66Ouro5x48bR09PDu+++y40bN2hsbEQqlWJoaMj27du5cOECZWVlODg4CByeiooKmpqaVFZW4uDgwN69eykqKmL16tWkpaXR1taGjo4Obm5uAtmYmprKkydPxI3G4sWLyczMJDo6WnRj5d1deXcmOjpaEGgMDQ1pbGzE19eXpUuXig76aGFjCwsLefvtt8nMzOTKlSs8efIEgN7eXoaGhjh27BgqKipCwimRSIiIiCAyMpL9+/ezdOlS+vv7KSoqoqqqSgyDDw8Ps379ehISEsjMzMTV1RV3d3cUFBQYO3Ysmpqa9PT0EBUVJZwM3t7edHd38+uvvyKTyUS3qqKigjt37pCTkyMcI7Nnz+b06dOigZCenj6qHfyAgABhMPb09EQmkxEXF4eLiwurV6/m9OnTPH36lNDQUNEplMlk3Lx5ExMTEyZOnCgs6XKxmRxl/dNPP/H999+La/X79++jrKzMW2+9RWZmJsXFxVRUVIgbocLCQsrKyrh9+zYvvPACM2fOpK+vj6amJtzc3AgODkZPTw9/f39kMhmvvfYad+7coaqqisrKSqRSKW+99dao1C0sLEx0UGtrazE0NBQ41pkzZ2Jubi5EgPIOp0wmY+nSpTx58oSqqioxyDk8PIyhoSHz5s1DW1sbZWVlvvjiC1xdXXFzc0NNTY2BgQGys7Pp7u5GJpMxZ84c8bx88uSJoFzJZ/zOnj0rhqONjY3F90BZWRlvb28MDAzQ1NQkKCiIq1evkpyc/KcNwP8na2BggPnz54vnm6OjIyEhIRw8eJCAgAAUFBS4f/8+Li4umJubc/bsWcaMGUNkZKRosAUFBdHZ2cmzZ8949OgRpaWluLm5MXHiRIFkl0qlDA4OsnjxYlJSUti1axcjIyOimQJ/vKd+++037t27x6JFi9iyZQvffvstlpaWuLq68v3332Nvb4+BgQH+/v6UlJRgY2MjZi3Hjh07at/Vs2fPio1Va2srEokEe3t7cWOdm5tLaGgofn5+Yqg+Ly+Pe/fusX37dtTU1AgJCcHNzU0Q1mQyGVpaWnz77beMHz+e7u5unJ2dmThxIioqKixYsABdXV0SEhIEDKK/v58LFy5QUlKCqakp06ZN4/Dhw6Ienp6eVFZW0tfXx2uvvUZcXBx5eXmUlJTg7OyMtbU1qqqqHDx4cNTeq48ePWLNmjXY2NiIWc6IiAjRoN2xYwcLFy4UmOCuri48PDxIT09HR0cHf39/jhw5QkBAAOvXr2fbtm2oqKggk8k4c+aMmD2Qe6YePXpEVlaWgLKMGTMGExMTrK2tWbx4Me+++y7bt28nNTWVEydO0NbWxpw5c1iwYIHwZWzbto2nT5+iqamJrq4ura2tpKWljZouAWD27Nm8/vrrYrD+0KFD4qBpYWFBUFAQdXV1FBUVMTg4KGY63N3dMTY2xtzcHENDQ2pqaujr68Pf359bt25RUFDA/PnzWbt2LSdPnqS5uRlzc3Py8vIEkjktLY3c3FxeeOEFxowZw/Xr16mtrWXp0qW0traKWda+vj7xz+ns7GTOnDloa2sLt9S4ceMICQlBQUHhT7s+/tThY9q0aVRWVv7pYv7Vw8fkyZOFTK2qqoqUlBS2bt2Kvr4+Fy5c4NNPP8XHxwdDQ0P6+vqIiYlBR0eHjo4OVq9ejaurK05OTpiammJiYoKNjQ0DAwPY2NiQkZEhsJV2dnY0NjbS1taGlpYWEydOJCwsDDU1Nby9vTExMSEoKIjs7Gw6OzvZv38/iYmJHD16lKlTp+Li4sJHH33ExIkT+eSTT8T1naKiItra2vj4+PDGG2/w+eef/6XP/3eXfNDPxsZGRCl2797Nt99+y+rVq7ly5Qqurq4YGxvT1NREbW0t3d3dHDlyhKamJtatW0dISAjXr1/nyZMnhISE4OjoyFtvvcXXX39NaGiosCKnpKRQVVXF/PnzWbZsGXPnzuXmzZukp6eLaNr+/fsFq33OnDkcPnwYqVQqjN4ff/wxjx8/pqCggNraWqKiotDX1ycjI4Py8nJqampGJdsbFBTEoUOHUFNTw8XFhaqqKr766isMDQ2JjY1lcHBQfOHkm5SWlhbi4+MZN24caWlpxMbGkpeXh5mZGevXr+fatWvExcWxevVq9u/fj56eHuHh4aiqqhIVFUVkZCRpaWk0NjYyZ84cenp6KCkpwd/fn7Fjx1JcXIyBgQG1tbW0tbXh7e3NmDFjqK2t5cCBA5ibm7N161a2bt3K0aNH2b17N3l5ebz88sscPHiQNWvW/ON1A/juu+/4+uuvycrKIiMjAw8PD/7zn/9QXV3NihUryM3NRUtLC2tra5YtW4a1tTWpqals3ryZbdu2cebMGeLi4pg9ezbffPMNtbW1LFiwgCdPnnDgwAH09fWRSqVcvXqV3377jfLyck6fPk1XVxcmJibIZDKGhoYYHBzEwsICJSUlampqBAlPRUWF/v5+wdf/5JNP6Orq4vTp06xbt46BgQGKioqws7PDx8dnVGoGf+DEk5OThWxLWVmZtWvXkpaWRm9vLyEhIZw8eZL29nZxsOvr62PJkiWkp6dTU1PDkydPcHFxYeHChdy4cYPExEROnjyJuro60dHRIir4+PFjdHV1eeWVV8Tmo6KiQmzgdHR0BJXu999/5+rVq/j6+tLW1kZ6ejphYWFMmzaN1atXs3v3bvbs2UNYWBjOzs5cvHgRW1vbUavb+fPncXFxwd/fn9DQUPHybWlp4csvv2Tz5s0oKSnh4uKCuro6RUVFuLq6cubMGfFynDBhAqGhoXR1dfHxxx+zfv16IiIiuH37NqampkIe29zczJEjR5g6dSodHR38/vvv3L17l+zsbExNTZk9e7bY1G/fvp0NGzbQ3d1NX1+fuHXft28f58+fR0lJiXPnzmFqakpHRwcPHjzgrbfeGhWPESA67TExMaipqfHaa6+Rk5NDXl4eH3zwAWvWrGHlypWMjIxw+fJlamtrcXZ2ZmBgAD8/P7KyskSsTFtbmzt37rBnzx4uXrxIb28v/v7+XL9+ncrKSiIjI7G3t8fOzo7r16+L6NLg4CC1tbUkJiYSHx+Ph4cHO3bs4Mcff8Tc3JzOzk5OnDjBwMAA69atE7ehx44dY9GiRaxevRo1NTWysrIoLi4elchaREQEM2fO5O7du5w+fZr29nZmz54tkP6KiopER0dz/vx5ent7UVJSYs+ePUybNo3y8nKuXr3KrFmzqKmp4dy5c+jo6PDuu++SnJzM6tWrmTp1Kr/++iudnZ3Y29sLTHZ0dDTOzs54eHgwMDDA4OAg48ePJzc3lzlz5lBQUIC+vj5NTU0CES6vb1dXF3v37kVNTU2kN3bt2oWrqytvvPHGP14z+dLR0aG7u5vq6mrMzc0ZN24c0dHRxMfH8/PPP/PSSy+RnZ2NqqoqRkZGKCgo4ObmRmVlJdbW1iJ2a2NjQ3Z2NtnZ2UilUqqrqzl16hS9vb3Mnj0bTU1NGhoaBOI1OzubsrIyxo0bR1xcHDt37kQmk6GkpIShoSFvvvkmd+7cEVLX27dvU1FRQVNTE5s2bRK3mioqKsyYMYM1a9aIzzEaq6uri46ODu7du8eNGzeor69HQUEBMzMzjh8/Tk1NDYsWLRLvBRUVFXbt2sX58+f54osveOmll2hubhaERJlMRldXF6+//jpTpkwR1Dm5E2zZsmX85z//YWhoiA0bNoio9PDwMFOmTKG9vZ2pU6dy//59BgYGyM3NJTw8nJCQELZv386xY8f4/PPPUVVV5b333uPZs2fk5uby+PFjmpub+eabb/7U5/5Th48pU6agrq7+v81zyWQyrl69+qf+wf9z5efnC3719evXhVnW3t6euXPnCgpQdHQ0lZWVHDhwADU1NczMzEhKSuLOnTv09fWhrq6OjY0N2traPHnyhFmzZlFeXs7HH38s/uzChQuZOnUq27ZtIz4+ngMHDjBp0iT09PQYHh5m9erVFBcXM23aNDIyMkhMTBQM45KSEl544QXMzMzw8/Pjl19+YcuWLRw5coSxY8eyceNGlJWV//Lh6+8uPz8/pkyZIobKysvLuXbtGpGRkaxevZopU6Zw+fJl7O3t8fPzY+7cuWzfvl3MWrz00ku89957eHp6Mn36dK5evUpERAR5eXnY2try1ltvERMTg6mpKUuXLmXatGlMnTqVL774goULF1JTU8Mnn3zCvHnziI2NZebMmbi5ubFy5Upu3LiBsbExkyZNYmhoiJycHK5fv86iRYs4c+YMX375Jb29vcTFxdHQ0MC8efPYs2cPn3766T9et9LSUtauXYulpSUFBQWUlpbi4ODA1atXGRgY4OHDh7z55ptYWlqycOFCETW7fPkyO3bsYOnSpVhaWqKnp4ehoSG9vb1kZmZy6dIl1qxZw8WLF7Gzs6OhoQGpVCpElQEBAaioqKCtrc3kyZOFgyI3N5cjR45ga2tLfn4+vr6+JCcn8/vvvwszsqqqKocPHyYuLk4chLu7uzE3Nx+VAVb5mjdvHjt37gT+6ErLv6MbNmzg7t27fP/996ioqNDe3i7wiYODg8yaNQuJRIKJiQkbN27k9OnTmJiYoKmpyapVq/j+++9ZtWoV2traTJ8+XYAhPvzwQwYGBjh58iRnzpzBwMAANTU1TE1N6e3tZcaMGWzevJmwsDB6enoICwujoKCA1NRUuru7uX//PuvXr+fChQs4Ojry8OFDysvLxQ1rb2/vqNTtiy++ICMjg56eHqZOnconn3wiXnC+vr7Y29sTFBSEtrY2XV1deHl54ePjw7///W+WL19OUFAQ0dHRREdHY25ujpWVFW+88YaIpHl4eLBkyRJsbW158uQJmzdvxs7OTtCHrl+/TkBAAB4eHty/f5+4uDhCQkL49NNPxd/LsWPH2L17NzKZjOHhYR4+fCiiTfLGjqmpKS0tLaNSMwB9fX06OjoEHOTkyZOUlZXx008/ce7cOfr7+xk/fjwnT56kuLiYl156iTfffBNNTU127NiBpqYmX331Fa2trUyZMgVvb2/i4uLYu3cvenp6lJSUcO/ePYyNjUW3e8OGDcTExFBdXY1MJqOurg4dHR28vLw4ffq0OOh6eHjg6+vLwMAAxsbGhISE4OLiwpkzZzA2Nha0uu7ubjw8PJg5c+aoPN8AIYCdMGECHR0dXLlyReDR5YLOgIAAcds1depU3njjDYKCgvD09GTp0qVs3bqVhIQEdHV1MTU1ZefOnYSEhDBlyhTefvttgZ0tLS1FRUWFbdu28eKLL7Jy5Uqqq6s5fPgwd+/epa+vj76+Pr766itu3LhBeno6hYWFImKYlJTEhQsXaG1t5eeff6ahoUEQFNvb27GwsBi1w4f80K6oqMicOXPw9vYWkI9nz57x2WefcfLkSdLS0ggMDGTTpk0cOnSIVatWcfPmTcrLy7l48SJeXl5MnjxZwBJ27tyJh4cHPj4+LFiwgOLiYo4ePcrt27fR0tISqQ09PT1OnDhBT08PY8aM4cMPP0RPT49ly5YxMDAgmmJy0ao8Pnnjxg2SkpIwNzfH2tqaoaEhqqurcXNzo6Ki4h+vG8APP/xAXV0d1dXVFBcXEx8fL5xET58+ZdOmTQwPD5OUlERLSwvz58/nq6++Yvz48axZs4bLly8zceJEgoOD6evrY+LEiRQVFREVFYWTk5NAv5qYmIjIn9wD4uLiAvwR0wwLC2NkZAQ3NzeOHj1KYGAg48aNY926dbi6uopD4q5du9i9ezdvvvkmV65c4fjx45w5c4aoqCiampowNTUdlbp98skneHh44O/vz6ZNm2hvb8fNzY29e/eSmJjI+PHjaWpqEnuGU6dOMTg4iL6+PgYGBnR0dFBXVydk2ZWVlfj7+3Pjxg1SU1NZt26duHkfGBggICCAI0eOYGVlxdy5c5k+fTrDw8OC+Dp9+nQCAwMxMTHh4sWLrFq1Cg0NDZydnblw4QKlpaWkp6czZcoUdu3ahY6ODgYGBqiqqtLa2vqnP/efOnzMmDEDFxeXP3X16enp+af/4fJlZWXF22+/jb+/PxEREfj6+vLzzz+zf/9+HB0dyczMpLq6mpqaGhQVFfntt9/Izs5m7969nD9/npaWFqysrBgZGaG6upq+vj727dvHhg0b2LBhAxcuXCAiIkLker///nsMDQ1JS0sjKCiICRMmkJKSQnV1NZMmTcLAwIANGzYQHh7OypUrcXBwELk2JycnKioq8PDwIDU1FQUFBV577TWsra2FgdrR0XFUru3khJ+8vDwGBwdFblJ+pTs0NMS8efNQUVEhPj6eEydO4O/vz7Fjx1i7di2zZ8/G1NSUgYEBJBIJEomEu3fvoqyszLZt21ixYgUrVqygs7OT3t5eLly4wMSJE9m2bRu+vr6YmZlx5coVBgcHWbBgAQoKCshkMhYvXsyZM2fEDUFJSYnoQsg3lVu2bMHR0RFLS0vMzMxobW1l3rx5/3jN4I/o2NDQEAcPHsTAwICVK1fy9ddfs2nTJlatWsWtW7d47733xHV7fn6+QNjV1dVRVVUlDlpdXV3Exsaydu1aTp8+zSeffEJjYyM5OTlUVlZSV1dHQUEBxsbGxMTEcOLECU6dOsW9e/dwdHRETU2NiIgIiouLaW9vx9DQkI8++oiCggIxOLx9+3aePXvG3LlzmTVrFhMnTsTIyIjGxkZhLZWj8/7p1d7eTlBQED09Pbi6ujJmzBj2798vOvDyeRgnJydycnLYtm0bO3fu5MUXX+Sdd97hl19+wcjIiP7+fsaOHcv06dPZtm0b165dY+HChfz6668cPHiQmTNnEhkZyfz586mrq+Pf//63YO+np6ejqKjI5MmT2b17N3p6euzatYv33nsPExMTnj59iqWlJZ999hm7du3CyMiIhIQEDh06hIWFBW1tbdTU1NDW1kZUVNSo1E1OosvPz+fatWsUFRVx5swZli5dilQqRUdHh61bt4ro4oMHD1i1apUYElyxYgXvvvsu/v7+HD16lClTpgiS0Q8//MDx48eFCXn8+PFMnDgRXV1dzpw5w5YtW1ixYgWenp6kpKSQkJCAu7s7586dw8bGhpiYGD766CPU1dUJDw8nODiYEydOYGZmxttvv8369evx8vKiu7ubmpoanj59Oio1A0RX7/79+wwPD7N582asrKxQVVXlzTffZOPGjaxdu5aSkhJu3LhBTEwMra2tvP/++8yZM0cgZP/zn/+wYcMGxo0bx4kTJzh79iyRkZFs3bqVK1eukJqaio+PD+PHj2fJkiV4eHiQn5+PtbU1xsbGYl5wwoQJAmTi4+ODoqIiwcHBqKio8P7779Pc3Mwnn3zCpEmTyMrKYvLkyfT19ZGamkpNTQ1LliwZlbrJZDLee+89IUgsKiri7t27VFZWsn//fhISEvD09ERRUVEMV5uZmTE0NMTkyZNZuXIlqqqq2Nra0tfXR3FxMc+ePePkyZPMmjULDw8Pnjx5wpUrV5DJZDg4OBAfH8+xY8f4+OOPRYQ0MDBQfP9qa2u5fPkyNjY2SCQSioqKaGpqIjAwkMDAQC5evMiWLVuEo6W+vp7BwUF6e3v517/+NSp1++WXXwTdSl1dndjYWF577TXOnz/P2bNnOXfuHAsWLOCXX34Rjqb333+f48eP8+qrrxIWFibmJQsLC7l27Ro1NTXU1NQQFBTEv//9b/Gsfvz4MTNnziQ+Ph4VFRUSEhIEKt/Pz4+Ghgb27dtHVVUVfn5+zJkzR9ivw8LC0NLSQiaTYWBgwJMnT4iMjCQxMVFQy0JDQ9m4cSMff/zxqNSupqaG/Px8jIyMsLe3p7+/H2VlZWbNmoWVlRXNzc04OzsTGBhIQEAAfn5+9PX10dLSQlBQEF9//TX79+/n9u3bBAYGiu/XnTt3+OqrrwgKCuL58+fY29vzxRdfCKro+fPnmTBhAg4ODpiYmKCgoEBtbS3vv/8+06ZNEzNumpqaHDp0iFOnTuHv788PP/xAdnY2n376Ka+++qpIaPT19ZGdnT1qdYuMjERJSQljY2N0dHQYGBjAy8tL0DLT09N5/PgxfX19BAcH8+uvv1JTU8OECRO4e/cux48fZ+LEicAflnn5DciePXsIDg7G29ub4eFh0WydO3cuY8eOJSYmRhAzFy5cSFdXFzdu3MDZ2ZnOzk7mz5/PwYMHMTMzIysri5iYGObPny8oWz4+PuzatYuFCxdiZWVFT08Pq1at+tOf+08dPuRCoP+5enp6iIuLo66uDmNjY8aMGYOFhYVwZ/yVpa2tLQyzenp6ZGdns3HjRiwtLdm8ebMQ35mZmWFlZcXhw4fx9/fn/v37zJkzh99//x0NDQ2BmcvJycHV1ZWKigp+/vlnGhsbCQ8PJyMjg9OnTwtkbG9vLw4ODpSWlvLo0SMeP35MdnY2X375JQcPHuTy5ctcu3YNVVVV+vr6qKyspKWlRWx4cnJyKC0txcnJicHBQZ49e8bIyAjDw8Oj0uHau3cvUVFRlJaWMjg4yPz587l06RKBgYFs376dl156SVx/a2hosHr1asF7LysrIyMjg+XLl2NsbCyyq05OTsJ8LmdAP3v2TERF3nvvPWxtbZk4caLACGZlZTFu3DiePXvGq6++ioqKCt999x0zZszgnXfeISMjg88//5yQkBCio6MFinD69OmCdHHs2LFRGyrU1NSkuLiY+vp6DAwMsLe3Z9u2bQQHB4sDblFREerq6gwPD3Pp0iXx0L9//76gEx09epSEhASsra3p6+vj+++/56WXXsLPz48lS5bg5ubG06dPMTU1ZezYsbzwwgsUFhayatUqhoeHhW+mq6uLrq4u+vv72bp1KyEhIWzcuBFtbW2Kioro7e1l5syZLFmyBDs7O86fP09zczMaGhrs27dv1KgcgJihSEtL4/Tp0+zfv5/m5maampr49ttvhWT00qVLVFRUkJuby48//oi6ujqKiooMDAxQW1uLkpISFhYWeHt7c+TIEbKzs8nKymL79u1YWFhQUlJCYmIivr6+5OTk0NDQwMGDB9m6dSsymYz6+npKS0vx9/fHy8uLO3fu0NzcTE5ODi0tLWhqaqKjo8P777+PtrY2hoaG2NrakpaWJjwlo0XQAfjss8/Izs5GIpEwc+ZMAgMD+f777+nt7WXOnDmCvvf8+XOcnJzYu3cvb731FitWrGDfvn2Ulpby5Zdf4u7uTlRUFJ2dnVhaWhITEyPcCBYWFoyMjAgCTl5eHkePHuXLL7/EwMCAu3fvkp+fT0REhKCq9fX1CTpNYWEhycnJWFhY8M4772BgYMDJkyeFP0lfXx9LS8tRo9LBH+JadXV1vLy8cHV1RU9Pj08//ZRjx44RERGBVCqlp6eH0NBQxo4di46ODvfu3cPFxYWenh7WrFmDu7s7NTU1dHV1CUjI9evXqamp4dSpU4IuExkZiaurKxs2bGDlypVoaGgwY8YMqqqquHfvHvHx8fj4+LB582YMDAwwMzNDKpVy5MgR8TtqaGhIdna2wMNXVVUREhLCvHnzqK+vFy/pf3odOHCAyspKJk2aJOaq5s6dy8cff0x6ejqfffYZ+vr6SCQSIS2DPyIg+vr6PH/+nLy8PHR0dHBxceHmzZuoqqri6+tLeXk5a9eupaGhQeDxw8LC2Lt3Lzdu3KC4uJiMjAycnJzQ1NSkra2Nr776inPnzvHs2TPWr19PW1sbfn5++Pj4CPu73EBtb2/P8PAwPT09Qgh3+vTpvzTM+nfXhAkTxE3QmDFjaGlpITs7Gy0tLfT19bGzs8PMzIyrV6/S3NzM+vXrOXXqFLNnzwb+SG5EREQwMDDA8+fPmTp1KtXV1fT09IjheVdXV9rb2/H19eX+/fvo6ury1VdfiShwZmYmjY2NaGpqkpaWJlxJW7ZsoaysjISEBNLT0/n888/p7OwkPDycrKws3nrrLVauXMns2bMpKytDX1+ff/3rXwwNDf3jdQOEN0c+Syp3q0VHRzN37lycnZ3p6upieHgYXV1d8vLyeOedd9i+fTs///wz8fHxYmOrrKyMj48PPT094v0ml8a2trby8ccfC9x2SUkJ9vb2JCUloampibKyMlKplNmzZ1NbW4tUKuX06dPExMQwPDzM4OAgubm5vPjii0ybNo2FCxfS0NBAR0eHIH+OJsRFJpOhr6+PoqIitbW1ZGZmcurUKdLS0njrrbc4e/YshoaGLFy4EE1NTd5//332799PWVkZPT09ODk5idsPHx8f7OzsaG1t5ZNPPuH7778nNDSUvLw8NDQ0GD9+PI8fP2bt2rWsW7eObdu2UVBQwLFjxwgJCeH111+np6eHW7ducebMGebNm4exsTHXr1+npKQER0dHHj9+TGtrK+fPnxe0SxcXFxQVFfnhhx947733/tTn/lsD5+np6bz22mu0traipaWFkpIS3d3dvPDCC2zbtg1lZeW/9PPOnj2LnZ0d7u7u9Pf309HRwZMnT1i7di12dnakp6czZ84cOjo6hFl12bJlaGtr89133zFz5kyGhoa4f/8+jY2N1NfX4+3tja2tLe7u7uTm5mJiYoK6ujpjxoxBVVWVNWvWUFVVhampKdeuXRO3B01NTchkMnbu3Mm0adPw8vIiLy+Puro6lJWVxYv666+/JiwsTAzm5efnU1RURHh4+D8mpfl/rqlTpwqTe1FRESkpKcLgq6+vz5gxY3j8+DFDQ0O4urqirKzMkSNHUFBQEJv+lJQUWlpaqK6uxtramvj4ePz8/IQtffHixbi5ufHw4UPc3NwIDQ2lpKQEFxcXdHV1Wbx4McnJyZw6dYrx48eLOIOOjg4PHjwQ3O3p06czefJkGhoauHjxotiYSyQS3NzcGBoaErzuf3pFRETg5eVFVFQUpqamKCkpkZSURENDA9HR0SxZskTII52dnenp6aG9vV1QgDQ1Nblx4wa5ublCeqmvr09hYaEQeMkPbQMDA5iZmREVFUVoaKiQ7Xl4eLB06VKBzO3r62NoaAg/Pz/q6+u5fv06CgoKaGhocPjwYV5//XVmzJghLMr9/f3Y29tz9+5dEYMajZWVlcWTJ09oampCUVERR0dHNm3aRFlZGa6urmLAvqWlBZlMJqISUqmU3bt3C6mZqqqqcL3ExMRgZ2cn/BfyzbT84BwaGsr7779PSEgId+7coaioCKlUSnp6Ou7u7jQ0NPD6668zduxYQQnx8PDgwYMHDA4OUlBQgKurK9nZ2cyfP5/a2lqBBR2tZWZmxuHDh6mvr0cqlZKVlUVSUhLvvfce//nPf9izZw++vr7o6Ojg6OiIpqYmbm5u2NraCszthAkTRJ539uzZlJSUcPbsWWFsd3Nzo6amhps3bwrAxttvv82jR49YuHChyNk7OTmRlZWFoqIi+/btY2BggEOHDtHd3U14eDjjx49n//794llWUFBAZ2cnqqqqKCkp/S+bUf/UsrOzE0hIDQ0NysrKiIiI4MqVKygrKzNlyhQUFRWRSCQoKytTVFREbW0tbm5uvPPOO8TGxqKhoYGnpyeWlpZoaWkxMjKCg4MDmzZtwsvLCw0NDRobG+ns7MTAwICjR4+yceNGjI2NefToEXp6evj6+nL79m02bdrE2rVr+eWXXzh8+DDFxcU0Njaio6PDunXrCA4Opq2tTbgX9PT0GBkZoaSkhAsXLrBnz55ROXwYGRnx7rvviufLokWLmDBhArq6ushkMtTU1ATkQk1Njfb2dgBWrVrFypUrOXHiBA0NDejo6GBhYcHy5cuJjY0VLp+kpCQmTpxIaGgoZ8+e5bvvvsPQ0BBVVVXU1NR488036e7uFlZqW1tbMRdpbW2NiYkJKioqaGlpMWfOHO7fv4+trS2enp50dnZSXV1NaWkp1dXVBAUF/Wlx8f/pkjdAnz9/TlVVFWPGjGFkZISWlhYOHDggOuuhoaH09PSQk5PD0NAQycnJlJSU4OrqikQioaCggKqqKpycnLh//z4mJiY0NjaSn5+Ph4cHhoaGjBs3Dn9/f2JjY/H39yc3N5euri7hjJHjm/fv309/fz+5ublMnjyZ0NBQ0tPT+fTTTzEyMiI/P5/o6GhWrVpFVlYWOTk5TJw4EUVFRRQVFUft8DE0NISenh5Tp06ls7OT2tpanJycAEhOTkZfX1/MqVy6dEnMGlhbW+Pr68vEiRMFYr6vr4+7d++yefNmqquriY2NxcbGhqGhIaqqqsRh+eeff+aTTz6ho6OD6upqkpKShOtt9uzZXL9+nbKyMjZv3sy1a9fIzc3FwcGB1atXk5SUxN69e/H19eXQoUPY2tpibGxMWVkZ/f39o1Iz+MPX5unpSVJSEnl5eejq6oq91cDAgBguV1VVRU9Pj5UrV3L69GlsbW0FHKitrY3BwUEMDAzw8/Nj3759DA8P89JLL9HV1UVeXh6KioqC8Pj7778ze/ZsNm7cyDfffENHRwdlZWVkZmbS0tLCr7/+ipGRkZB/GxgYCNqku7s7Dg4ObN26lRMnTlBeXs7Dhw+xsbH5S6qNv3X4+PTTT7G0tOTEiRPil6ulpYWDBw/yzTff/OUrUvnGVyqVMjAwwMjICDExMbzwwgt0dnZSVlaGRCKhvb0dLS0tZs+eTV1dHSUlJUycOBE9PT1hZZU/NCIjI4W1VyaTUV5eLiQ4qqqq2Nvbi3xmR0eHyM/Z2NiQlJSEmpoaVlZWJCUlCa19b28vU6ZMobu7Gz09PXp6epg2bRp2dnY0NTVhZmYmssGjsaqqqnBwcCAoKAiZTEZBQQFSqVQ4JgYHB4WQpq+vj+TkZLS0tGhra2PChAkMDg5SX19PXl4eOTk5IjeYkZGBsrIyIyMjYrNkamrKggULePbsGcHBwWhrawtMXlVVFQcOHMDDw0NgFE1NTSkqKiIvLw8LCwsUFBTo7+8XuWw5jrG9vV3Yz1tbW9HU1ByVumloaGBra4uBgQFdXV0MDQ3x9OlTSktLxeYBQF1dHQ0NDVRUVEhKSkJdXZ2BgQFUVFRwd3fH1dWVwMBAoqOjKS4uxsXFhaamJlJTU2lpaSEkJAQLCwt6e3tpbGwUkjg5hUZLSwtTU1NxexASEsKNGzcoLy/HzMwMb29vnJycWLlyJRcvXqSzs1OQeHJzczE0NKS8vHzUhqc7Ozvx9/cnNTUVFRUVJk2aRHNzs8DkymQybGxsCAkJwcTEhK6uLlJTU3n11VdpaWkhLS0NdXV1zMzMBCpx3rx5ODg4kJiYyM2bN5k+fbrYoNfU1NDd3c2SJUvE70ppaSl6enrCp9PU1CRs5XK2eWpqKtra2sJn09bWJuYVOjs70dLSory8XDy//uk1MDBAb28vampqaGtrMzw8jJubG1VVVeLgaWtry+DgoMB+y59tenp6dHZ2oq+vj42NDZ2dnYImI79OHz9+PJWVlZSUlIjB05GREbS1tcWhQ1lZGWdnZ7y9vcnMzOSXX37hxo0bbN68maysLExMTAgICOD58+d0dHRw4cIFbGxsUFZWFthdMzOzv9xc+j9ZhYWFApEpJyypqqqKmSF5d72zs5OWlhZyc3ORyWSCVjdu3DhB+ZLPeFRWVnLlyhUWLVpEVVUVdnZ2mJubC4SnsbEx7u7uPHz4kNjYWGE8njFjBiUlJWzcuBFra2s6Ozvx8PBAT08PRUVFZsyYgYaGBm1tbWhra4sYiNwbYWdnJ+iB//Ty8vKivr6ehoYGtLS0UFBQwN/fn5iYGCFQNDU1RSKRiI3bxo0bcXd3x8LCgr179wpsvZ6eHu7u7piYmKCtrY2bmxtKSkrk5uYikUiIiooSh5iSkhIxp1ZUVERPTw+2trZ0dXXh4uKCj48PHR0dlJaW0tjYiImJCb6+vhgYGJCRkcG8efO4cOECaWlpwn8kJ6+NxtLS0hKzfAAKCgpkZmYK50ZycjLFxcW4urqiq6tLZ2cnSkpKgs4ZHBzMwMAAOjo6BAcHo6mpSU1NDWFhYQwNDWFlZSWcCa2trTQ2NlJRUcGqVau4du2a+H7KxcAzZ84UWPiKigqqq6sZHh6mtLRU0IiUlZUFwl6eDtHW1uby5cujFvODP5xT8r+nlpYWampqqK2tFd8BBQUFIbST71UGBgYoLCxkeHgYdXV1PD09cXBwoLy8XHwmd3d3iouL6e7uFmAgW1tbIiIiSE1NpaCggJycHDGILxfHyhsVDQ0NqKur09vbK2iDdnZ2FBYWUlVVxbx589DT00NbW5vy8nIGBwf/VoLn7y5lZWVu3LiBiooKTk5O9Pf3o6SkRGlpKQsWLCAnJwcXFxfa2toYGBjAx8eH8vJytLW1qaqqor6+HhUVFRwcHASRTf6O+Prrrzl+/LigYd69exc3Nzfhq4uIiKCvr++/JIc9PT0cOHBAgIrkskUDAwP6+voEvU1ZWZmmpibGjh2LtrY2+fn5f+l7+reegnV1dXz33Xf/9eI2MDDggw8+oLGx8S//PA8PD3H4qK+vF4bipqYmnj9/zuDgIN3d3TQ1NdHV1YWOjg5SqZTk5GTBsh4aGsLQ0BBTU1O0tbVRUVHh+vXrnD17loaGBp49e0ZMTAylpaXiKlhVVZW7d+/S0NCAmZmZyAVeu3aNgIAAMTQlf1mMjIwQGRkpuhdyzFh7eztdXV1oa2tTUFAgukj/9GpqakJBQYHw8HBWrFhBcHAwLS0tJCUlidmbjo4OgZusr6/H1NSU0NBQ1NXVMTc3x9HRERsbG2QyGc+ePUNdXZ3y8nIRQTp79iypqak4ODigra1NdHQ0ERERqKmpoaysLBCEDg4OZGdn4+PjI77o5ubm6Onp0dDQQFJSEtHR0dy6dUv4VaKiosTchIODA2lpaaNSt5aWFmGPlUqlYiNobGxMYGAg5eXlKCsrC4GU3IEglUp5/PgxnZ2dWFhY4OzsjKWlJcrKypw5c4auri58fX2pqqpCUVFRIDzlGxv5YGZISAjd3d0kJibS0tJCe3s75eXl5OXlMTQ0RHt7OyMjIxgYGDA0NCQe6sXFxTx48AADAwNhwJXLHEdrjYyMEBoaKm4WnZ2daW5uJiMjg/PnzzMyMoKamhqOjo4EBgZiamqKgoICmzZtws/PDzs7OywtLXF3dxcP2jfeeAM3NzdUVFTIzc0lLS1NdJ/U1NS4ffs2U6ZMwdraGnt7ezw9PYmMjGTlypV4eXnh7u6OkpKSsKvLN8hySejixYtF1Cs3N5f+/n58fX159uzZqNVN7rKZPHkyQUFB2NjY4O3tTWlpKRoaGtTV1WFkZIStrS0aGhr09PSI3LgcAy5/Yff39xMdHc3Nmzdxdnamv78fDQ0N0tLSSE9PF99xQ0NDHj16xIQJE8jPzycvL4+RkRHMzc0JCwsTpCEFBQXc3d0ZO3YsxsbGFBcXi41zY2MjXV1dVFZWik2lgoLCqNWtv78fbW1thoaGBF1ITU2N4eFh7Ozs6OjoYHBwkPLyctLS0ujo6BBggbi4OOEkkVMJW1paUFFRob6+XrgrSktLkclk6OnpIZFIhEwwKytLPAPkB9nMzExefvllBgYGcHR0ZN68eSxbtoywsDBBeZJvyuUEv+rqaoaGhli5ciW5ubmjUjdFRUUuX75MVlYWVVVVPH78mP7+fuHJ0dTUZMqUKUycOBErKyuMjIzw8vJCT0+PwsJCDAwMiIyMxN/fn+HhYRobGwVVcdasWWhoaJCbm0tHR4dAhcqpWI6OjigpKdHU1CSeZVlZWUIMJydQVlVVkZeXR1tbGxEREeI2MDk5mfLycnp7e5FIJMhkslEb/q2vrxdNvXHjxqGrq4umpibjxo0jLCyMrq4uamtrxUGgp6cHPz8/urq6RGOgrq6O4eFhTE1NBXQlPDwcfX19QkND0dXVpa6uTli6FRUVxe26nZ0dXl5eeHp64urqiomJCXPmzEFDQwOZTMbz58+5efMmWVlZhIWFoaCgQGVlJc7OzpSUlAjUrFQqpbW1ddQQ7AApKSnk5OTw7NkzHj58SEpKCg8fPqSpqYmsrCzU1NQwMTERyQg5ca+wsFBQsZKSkkhISBAkyQcPHuDr6yv2VjU1NQLJbG9vzxtvvCG0AHLZdVBQEOrq6lRWVjJr1iwGBweRSqU4ODgwZcoUPDw8qK6uxtXVlalTpwoE7fDwMBKJBB8fH/z8/Eatbl1dXZw/fx6ZTIavry+amppC0tvV1YWrqyuOjo4MDAxQUFBAXV0doaGhSCQSWlpaxCC5gYEBurq6xMbGMnv2bEE+k4sx3d3d0dTUxM7OjubmZlJSUoTo097eHldXV+zt7fH39+fgwYMUFRVRWVkpGtG9vb2YmpqKv8c7d+4ILHVXVxelpaV/ieb3tw4fM2bM+H8dPjc3N/+vf//48eP/7c+bOXMmCxYswNzcXJhkV6xYQX5+vnjZvvDCC9ja2nL79m2uXr3K6tWrsbKy4urVqwwODqKkpISSkpKQwMlkMiFEsbW1pb29neTkZJETr6ysxNHRES8vL8rKyujq6kJBQYG0tDRKS0vJzs7m3LlzWFlZ0d3djZqamqBKpaamkpeXh7W1NXl5edy6dYtHjx6Rm5vLgwcPePjw4d8p619ectdIfn4+lpaWrFy5Eh0dHX755RfGjh2Ls7MzVVVVREdHU1FRwauvvsq5c+d47bXXyM7O5tSpU5SVlQl6kFymJY8ZpKWlUVhYiJ2dHVFRUWRkZNDa2kpvby8NDQ20t7dTXV2NkZERb7/9Nv39/Xh6egrmtJzjrqCgQHJyMidOnGBkZIQ9e/awbNkyJkyYgLq6Orq6ukyaNGlU4ggA8+fPFy6N/v5+kZtctGgRwcHB5OTk0NvbS21tLcnJySJ2IqeUyGN+TU1NKCkpUV1djYGBAbNmzUJHRwdvb2+ioqIwNDTk5s2b3Lx5k4sXLxIcHCwOqfIMsa2trdhwt7W1cffuXVJSUmhra6O+vp4jR45w5swZbt++zc6dO5kxYwaenp6MGzeOadOmERgYyNKlS0elbvDHzYc8AiG/NXrjjTf4/vvvsbS0FA4BuUVaV1eXBQsWkJGRwbfffktISAhaWloAQvDY09PDuXPn0NXVxcbGhidPnpCWlkZwcDALFy4kKCiIw4cPs3LlSiIiIli+fLnAf8s3c2PHjuXXX38VL+XPPvuMF198kZSUFAIDA2lpaeHJkycYGhoyduxYLC0tkUgko1a3s2fPYmxszJQpUzAyMuLJkyfk5uYSEBBARUUFRUVFDA8P4+npibW1NY8ePSIlJYXff/8dT09PPDw8qKurY+/evezcuZP+/n7Ky8uFBK6trQ09PT18fHwICwtj9uzZuLm50dfXh6qqqoA/pKen09LSgpeXF5aWlmIOS11dHRMTE+EpGBkZ4fvvvxfxmLa2Njo7O+nr6+P58+ejVrfXX39d/F319vYK6suSJUtElK66uprCwkLRffbx8SEuLg5bW1taW1tpbm7mzp077Nq1SxwoDh8+TE5OjohyPXnyhPLycoqKivjqq6/o6Ohg2rRpvPnmmyJWKR+elccQTE1NGRkZISIiQsxAaGlpUV1djb6+PpWVlcL+W1tby/DwMAUFBaNSN7mXo6+vj+7ubhoaGujq6sLd3Z3Q0FCBQ+3t7aWlpQVfX1++/PJLnj59yueff46pqSkBAQEYGRlRVVXFzZs3OXjwINeuXaOxsZHCwkLMzMyws7MTG6Dq6mpSU1NZsGABrq6u4sa9sLCQpKQkDhw4wMmTJ3ny5AnTpk1j1qxZuLq6Mm/ePBYsWIBMJuO3337D3d2dxYsX4+rqKg6LtbW1o1K36upqKioqkEqlNDc3Mzg4yIYNG1iyZAnW1tbiu7V69WpCQkKoqalh5cqVmJqaEhkZKTbat27dIjo6mu7ubr766ishNgaEp0NNTY2lS5eyaNEiioqKWLp0KRMmTBAbOQUFBeLi4ggKChLNMXnNXVxcxO3Lzp07cXR0ZPHixTx//pxdu3aRmZnJ9u3byc7OHpW6Adjb2/PkyRMKCwtpaWmhqqoKW1tbbG1tUVJSws/Pj8ePH9PW1oatrS1SqZQVK1YwPDyMlZUV48aNIz4+no8//pgTJ05gb29PV1cXzs7O+Pj4oKKiwuPHjykuLkZXV5effvqJ9vZ2vL29effdd5k+fTqDg4PcuXOH69ev4+HhgYWFBampqQQEBPDKK68wZcoUJBKJOPC6ubmRmZnJTz/9RGVlJbNnz+aNN94YNVcbIGKb9fX1FBcXo6ioSEdHB4aGhmzZsoWSkhLMzc3R0tKitbWV/v5+AgMDefLkCa+++ip+fn7Cg1VdXU1JSQmLFi3C3t6egYEBnJyc8PDwYM6cOWzYsEGoJkJCQvDz8yM0NJTAwEA6Ozs5ePAgVVVV6Orq8uDBA4aHh9HX1xc3ara2toSGhhIcHExzczNeXl7cunWL48eP09fXh5mZ2Z/+3H8rduXj48Nnn33G7Nmz/6sLJv/SXr58GYDBwUEuX75MaGjo/+fPk5u55Z3o7OxsvLy8SEpKQiaTce3aNQwMDFBRUeGFF14gODgYBwcH/P39KSwsZMKECezbt09EOtTU1ETXc9++fQI1J5FIRAb1m2++wcLCAj09PQ4fPsyVK1dIS0tjyZIl6OjoEB0dzddff01FRQU7d+4U183ffPMN2tra/Prrr2RnZ5Ofn09PTw8DAwMAREVFsW7dur9T1r+8CgoK0NPT4/LlyyQmJvLyyy+zZ88eXn31VV5//XXWrFnDggULMDAwELGL9vZ22tvbOXXqlIhiWVtbs2jRIlauXEl6ejoHDx7kjTfewM/PD39/fxoaGjh+/DibN2/m9OnTfPrpp9y+fZuOjg4WL17MnDlzaG1tJT4+ng8//BALCwuuX78uZhRycnLQ0dFhzZo1SKVSVq9ejZ2dHV988QUxMTGYm5vT1taGr6/vqNRteHiYX375hYCAAKytrcnNzeX7779HQUGB3377DX19fbZt20ZMTAy7d+9GIpHQ2NhIbGws77zzDo2NjYSEhIjhsOzsbMrLy3n+/Dn6+vqUlpYybdo0XF1duXPnDmZmZvT09GBmZoa1tTWWlpaYm5uTlpbGtWvXePnll9m1axcffPCBQBSPHTuW0NBQdHR0SE5ORkdHh+vXr1NVVUVdXR2GhoZ0dHRw8eJFrK2tR82cPHPmTBHdsLGxobW1lcuXL+Pn50d4eDhtbW1kZmZSX1+PhYUFERERwhodFxdHZ2cnISEhKCkpCSnWtWvXsLOzw9ramsTERBQUFFBTU6Ojo4OWlhaCg4P5+eefycvL4+TJk0yZMgV9fX127NhBeXk5VlZWggKipKTE2bNn+fnnn/Hz8yM6OhqAoqIijI2NaW5u5rfffqOyshIfH59RO7jJiVwSiQQvLy/U1dW5d+8eU6dO5datW0ilUr744gvR+ZQPhsuHIKdOnUp2djb29vYYGRnh6+uLRCLhww8/5OHDh+zcuZOioiKCg4MxMTFh0aJFqKmp8fHHH6Otrc2sWbNQUVFhaGiIkpISRkZGOHz4MBKJBFNTU9577z0qKyuZN28eDQ0N1NfX88orr/Ddd98J0Ibcri5/1o3Gamtr48MPPyQrK4u8vDw6Ozu5dOmSyDwrKSmhpaVFaGgoVlZWlJSU0NvbS3V1NdeuXRORrTt37jA8PMx7771HW1sbdXV1SCQSgoKCOHXqFAUFBdjb23P79m3hBgkJCWHy5MnMmzcPHR0diouLmTx5MnFxcYLwIpVKaWpqwsDAAB0dHcaOHUtkZCRLly7l1Vdfxc7ODisrKwYHB5k+ffqoEf06OjqYMmUKixcvpr+/n19//ZUFCxYQFBTEjBkzxEairq4ObW1tFixYwKNHj/j000+xt7fn4cOHGBsbMzw8TFlZGc7OzpSWlpKVlcWHH35IR0cHampqVFRUcPbsWczMzHB1dcXQ0JBFixZhZWXF0NCQmGHYvHmz6MguW7YMLS0t0tPTSUhIoKuri1OnTonvRHl5OT///DMymYxZs2ZhY2PD2rVr/1aq4q8uuWgtNzcXMzMzcTjdsWOHGFq2s7MjISEBNTU1ERfduHEjZ8+exc/Pj5qaGpSUlNDX1+fKlSt4e3tjZmbGL7/8wqlTp1BUVBQeInV1dS5evMjChQspLy/Hy8uL4eFhKisruX79Onl5eWzatAmpVMoHH3yAgYEB6enp5Obmoqys/F8urtraWsLCwggICBDW+LCwsFGbXwgODsbf31+876dPn46fnx9JSUnU1dWhoKDAhAkT0NDQoLy8HF1dXV544QWmTJmCiYkJDx8+xNPTE3V1dSH1fPLkCV5eXjg4OJCZmcnmzZtRVFTk9ddfp7u7m9TUVNzc3Dh58iQbNmxgzpw5LFu2jPb2do4cOUJ5eTlffPEFPT09pKenc/v2bVRUVPjpp58oLS1l+/btXLp0iXXr1onoen19PePHjx81DHtKSgoDAwO0tLQIYamqqirt7e1ERUUxPDyMra0tFRUVBAYG8tJLLyGVSrl27RrvvPMOqqqqdHV1kZaWRmJioqC1Hjx4UNw8dnd3c/36dTIyMnjppZcYO3YsfX19pKSkMHHiRDo7O3n06BHt7e1kZ2fz+uuvExYWhouLC3fv3qWgoIDnz5+Tk5ODlpYWRUVFbN26lW3btuHp6cmLL76IiYkJDQ0Nf/pz/63DR3x8PImJiSQmJv4v//vbt2+Lf/1nruhPnDjBtGnTKCws5O7duxgZGfHZZ59x//59zp8/z+nTp7l//z7z589n7ty5wvSorKzM/v37GT9+PCtWrEBJSYknT54QERGBlZUV1dXVODk58cEHHxAXF8fTp0+xsbHh559/pqenh88++4ympiZUVVWFEC0tLY0vvviCw4cPY2lpSVZWFv/617+4f/8+x44do6enBwMDAx49ekR1dTUhISEihrVhwwb+9a9/8eGHH3Lo0KG/U9q/tOSDa319fRw9epTQ0FDCw8MpKytjZGSE2bNnU1lZSUhICIaGhly8eBFdXV0cHBwEXq2qqgp3d3fMzMxEvjQ8PJxvvvmG6Oho7OzsCA8PF5QFmUzG5s2bGTt2LCdPnuT58+cYGxsTHh7Ou+++i4GBAb/++itvvfUWx44d4/nz55iZmbFy5UrmzJnD3r176e3t5eTJk8J22trairm5uRgi+6fX1q1bUVVVpby8HBMTE5YvX86WLVtQVFTE19eX9PR0Ll26hI2NDevWrRPiwXXr1nHkyBFUVVUJD/+/ePvL8CrPttEaHXF3n3H3ECfBgiRIggT3Ai1FCgVaKHVooRQp5alQoAKU4hY0eAIBEiBClIS4u7sn+0ePeR3r3Wt9ez3tt8n1r+Ugbc7M3Pd12hhBQoT03nvvYWxsTEREBKGhoVhZWRETEyPGMrZv385ff/3FpUuXAMQvcHd3N4mJiTg7O+Ps7ExhYSHGxsZMnDiRyMhIjh49ypIlS9i/fz8HDhwQD9+bN2+Kv3f16tUheSlLzy+//EJAQABBQUHEx8fz0UcfMWbMGOrq6tiyZQuff/652DeKiIjg0qVLREdHi25pWFgYb7/9NkZGRgIl2dbWxty5c1m3bh1ffPEFaWlpyMvLY2pqyhdffMHevXtFlcff35+ysjJSU1MZOXIkH3/8MU+fPhXjMtra2ri4uFBQUEB1dTX6+vq8ePGC2tpaPD09mTFjBmpqamJkcqhOUFAQAwMDqKurU1lZia6uLtHR0Rw9epRJkyZx6dIl5OXluX37Nvfv32fhwoVoamqyZ88e9PX1hQvB19dXLPgbGRmhqKiIr68vampqzJ07l4GBAUEhmzp1KpMnT+bjjz9m5cqVuLu78+zZM6KiotDW1ub169fo6+uTl5dHY2OjMKrr6OgwY8YMCgoKOHToELm5uSJplDofhuqoqKiQn59Pfn6+IOXcuHEDRUVF7O3tqaqqEihwfX19nJycuHz5Mt9//z3a2tr89NNPgpLV3d3NDz/8gIuLC3fv3kVeXl6MBDU2NuLk5MSRI0f45ZdfCA0N5eOPP+bw4cMkJyfj5+eHm5sbTU1NxMXFsX79euLi4sTMupSP/+jRI77++muKi4vZunWrsJorKyuzdetW5s+fT0tLyxuPW3BwMH/88QfHjh1DRUWFqqoq+vr6CAkJoaKiAolEwp07d8RO0QcffCD2gCQSCZcuXSI4OBhFRUXu3LlDVFQUn3/+uUCT9vb2YmVlxfDhw1m5ciXr169n5cqVfPrpp2zfvp3s7GwmTJjAnDlzUFdXZ/z48TQ3N/Ptt9+ybt06ent7CQwMxMbGhh9++IGffvqJiRMnMmbMGGbPno2xsTF2dnY4Oztz+fJlRo0a9cZjBnDjxg0WL17M9evX+euvvwRi/cqVK+K5pKKiQllZmaCXycvL4+zsLApK+fn5SCQSvLy8mDlzJmVlZbx48YIVK1awatUqtm7dyosXL5gyZQomJiZcu3aN33//na+++oqKigqcnZ1RVVVFU1OT7777jr6+PnJzc7lx4wYmJiaie3X8+HHR8fzwww/ZvHkz9vb2aGhoUFFRwfTp0/n5559ZunTpkMTuzJkz1NbWMnfuXMLCwsQo0PPnz9m9ezd1dXVCBzA4OIienh67du0iJCSEtLQ01NTUKC4uxsTEBDs7O16/fs3ly5epqKgQWHddXV3GjRuHr68vly5dIisri7Vr17JmzRpOnDjBzZs3GT58OL6+vuzfv1/gx5OTkzExMaGtrQ1ZWVn27t1LVlYWN2/e5M6dO6xdu1bgxO/evcuDBw/YunXrkMTNz8+P/v5+bGxskJOT48aNGzx58oTNmzeTkZHB0aNH+eOPP8RS+scff8wvv/yCsrIy8vLyTJ06lba2Nrq6usjIyEBFRYWamho2b97M0aNHxZi0dERKW1ub8ePHo6ioyLZt29DV1aW5uZnCwkJkZWVZunQpf/zxB5cvX+bw4cPU1tby8uVLtLS0mDhxothp6uvrY+XKlUKYaWRkRGlp6X/9ff+r5GPq1Kl89NFHYhb5/+n09/dz+PDh/+vX6+npYefOnRgbG7Nq1Spmz57Ns2fPBFXo0aNH2NjYcO3aNVJTU/n0008pKioiNjYWIyMj/vzzTyE/8vDwID4+ni1btjBy5EhBNPD39+e7775DR0eHr776ijFjxpCZmUlaWhqqqqr09/dTU1NDRUUFhw4dIiEhgZKSEvr7+5GXl8fHx4e+vj4KCgowNjZmxYoVTJgwgVevXjFu3DhsbGzIz89HRUWFvXv3/puw/uPz5ZdfUl5ezpIlS1i+fLkwjdvY2PDkyRMqKyt59eoVJSUlWFtbo6uri5+fHyUlJXz88cdoa2ujqqpKRkYGJ0+epKCggIiICKqqqpgwYYJgPEtFWwDTp0/n+vXr3L59W1zIJ02aRFZWFj/++CNnz57l+vXrnDhxgqCgIGbPnk1FRQUXL17E3d2dM2fOoKyszPLly1FXV0dNTQ0XFxe6u7vR19cXrek3eezt7bG2tmbChAk0NTURGRnJzz//zEcffcSjR4/4448/ePDgAQ8ePMDY2JiDBw/S0tLCkSNHWLp0KceOHePKlSuEh4czf/58Tp8+jZ+fHzU1Nejq6qKvr4+/vz/19fXcvn0bf39/0cI0MjIiPj5ezBZLlwalex3Dhw/n999/F0zv6OhoLCws2LdvH7dv3xY2UX19fbS1tRk5ciRfffUVw4cPf+NxAzh48CAyMjIMDAzQ1tZGWFgYP//8M++++y6WlpYcPXqUgIAAiouL0dbWJi0tjcLCQqZMmcLatWtZunQpfn5+mJqaipfqvn37MDY25o8//uDHH39kzpw5YsSyqqqKW7duISsry8iRI8nIyGBgYABDQ0M6OjpYtWoVrq6uHDp0iJaWFmprawV1paKigkWLFlFYWEhSUhLHjx8XeyQVFRXExMQMWZeyvb2d+Ph44T3o6elBSUmJjIwM5OTkKCgooLS0VDiVqqqqUFZWxsvLi59//pmIiAjGjx8vMLy7d+9GVlaWs2fPYmNjQ1paGkVFRfT09GBhYcEHH3xASkqKqOR9++23eHl5ia7A+vXrGT9+PMXFxdy8eZPc3FwKCwupqalBRkaGYcOG0dfXJ0acpCMoWVlZQ2o4/+GHH1iwYAHy8vICzxocHMzz588pLi4WRSpNTU3s7e2prq7m3Xffpb6+nsHBQTF61NraioaGBjt37iQ+Ph51dXWBbm1vb+f58+fExcXx9OlTTExMKC0tpaGhgXXr1pGUlCTm2c3MzPjkk0+4fv06ra2txMfHExwcjKamJitXrmTOnDn09fURHR1NRkYGqampuLq6Mm/ePOTl5Xnx4oVYiH2T5969e/T29jI4OIibmxvvv/8+EomEnJwc9PX1UVRUJCUlhfLycqysrJg/fz7vv/8+JiYmFBUVMWrUKOLi4sjMzERZWZl169ahr6+PsrIyf/zxB+vXr6e2tpaYmBhkZWU5ePAgxcXFKCgocPjwYT7//HNaWlqIiopCSUmJCxcu4ODgwNOnTzl27Bhjx47F09MTBwcHHBwc8Pb25s6dO7i7uzNmzBiuXr1KdXU1HR0dyMvLM3/+fI4cOfLG4ya1wjc1NTF69GiGDRuGgYEBx48fF3t2mpqaWFlZUVNTQ3d3Nxs3bhR3imXLljEwMCCWc3/66SdOnjzJ7NmziYmJ4erVq2hrazNjxgx6e3t5+PAhubm5zJ49m4CAAGpra2lqasLR0VGMnc6YMQNfX1/RvayqqhIGdmtra6qqqsjKykJHR4fjx49jYmKCr68vUVFRfP3110O2E6igoICpqSnp6encuHGDZ8+eoayszF9//cX169fR19cXeywGBgZ0dnYSHh7Ot99+y3vvvUdVVRW//PILzc3NjB07lrCwMEESk/5unzlzhrNnz1JUVISJiQmqqqqsWLGC33//nUOHDgny6s6dO+np6WHu3Ln4+/sTHx/PjRs3aG1txdnZGXNzc+rr69m9ezdr166lpaWFrq4uDAwMGD58OM+ePRuSmMHfBXopkEJOTo6srCyWLVtGXV0d5eXlxMbGsnfvXuEbun//Pjdu3BAyx0OHDjF69GiR5GpoaIh3Z3h4OIqKirz11lt0dnZy7NgxDh48yOeff87Jkye5cuUKBw8epLq6GgMDA4qKili6dCn3799n9erV2NraChDH4OAgNTU1dHZ2igKjj48Pubm5QoCZmpr6XxcK/lXyERIS8v/Y0Xj9+rV4uMrJyf1XL/eJEyfy+vVr0ZLt7e2lu7ub3bt3o66uLhaZ4W8kaUxMDKqqqjg4OPDhhx/y7rvvUlNTIxaStm7dSlpaGu3t7SgqKjJ16lQ0NTUpLCzk6tWrKCkpsXbtWmbPns2OHTt48uQJqampVFZWoq2tzZYtW/D39+fMmTM8fPiQ+fPnC/a3NDvNysriww8/FNbl8vJyIiIicHFxES3pN30+/PBDvv32W/bu3YuMjAxaWlq8evWKYcOGUVBQgI6ODvPmzcPPzw+JREJ3dzebNm1i+/btbNy4UcyDz5w5k127donZex0dHTQ0NASxRV9fX1RS8vLyePjwoZhNvH79Ojk5OUgkEiIiIoQFfcOGDXh5eQlL8tGjR0lISODp06fs3btXVB27u7tpbGzk9evX2NravvGYwd+Gc1NTU2pqajA3N2fmzJl88803bNu2jfT0dO7du0dkZCS9vb3Y29szMDCAhoYGfn5+pKWlYWNjQ0hICKqqqjx79kw4YEaMGMHTp0+RSCQUFBSQkpJCUVER7777rjAL79+/H4lEgpGREc3NzaiqqjJ8+HD27dvH7t27Wb16NePHj6e8vJzGxkZGjBghqgpvvfUWpqamzJw5Ezk5OVJTUwkODubKlStDlnyUlpbyxx9/MHbsWPT19QVJafPmzcJcLL0Muru7ExAQwKZNm7CxsREipY6ODioqKtDW1sbHx4fw8HCcnZ25f/8+fX19JCYmUlJSQnBwMGZmZkRGRqKkpMRff/1FeHg4Hh4e9Pb20trayq1btygpKeHgwYNoaWnh4eGBtbU1XV1d5OfnM3/+fHJzc/n+++/R19fn+vXrGBgYCHrIUJ2nT59SWVnJ2bNnmTt3LmvXriU2NhZ9fX1UVFSor68nJCREUMwcHR3FJWPfvn188MEHAvIQHh6OmZkZn3/+Od9++y39/f1s2LBBjKr19PRQWVnJb7/9Rnx8PGvWrCEqKorU1FQsLCyE2PDLL7+koaFBfKYSExMpLCxEU1MTExMTrly5QlZWFnZ2doKKUlBQwKxZs4ZslKO1tVUgMlVUVDAwMKCvrw+JREJMTIwQ2kmFqYmJiSxcuFDgqN955x16e3vp6+uju7ubmzdv8vPPPxMVFcXJkyfp7Ozk+fPn2NraEhoayn/+8x+++OILVq9ejaurqxjnle7HREZGsmfPHgwMDNiyZQvx8fG8fv2ahIQEAK5evcrqg1aYwQABAABJREFU1au5evUqkydPxs3Njfj4eHbs2IGHh8f/tWD3/6+zaNEiBgcHefDggSC8/fzzz1RXV6OgoEBTU5PYK2htbSUpKYnGxkYWLlwoRnuKi4sxMDBAW1ub8+fPs2/fPubMmcOqVauYPHkyd+7cob+/n3nz5nHjxg3mzZuHuro6O3fuxMzMDAcHB0pKSvjrr7+4ePEiY8aMETtXgYGBmJiYkJ6ezm+//YaCggI+Pj6UlZVRW1uLq6srnZ2dVFVVoaOjg5+f35DEbf78+bS3t9Pb24u7uzsjR47kr7/+YtiwYVy4cIF33nmHuXPn0tLSQmZmpkgwbt26RUxMDAsXLhTgDDk5ObZv387KlStRUFBAT08PGRkZMjMzsbS0xNvbm+vXr/Pjjz8KCElTUxPm5ubU1tZy/vx5zp8/j0Qi4d1332XkyJGoqKiQk5NDXV0dYWFhbNmyhf3791NdXc2qVaswMTHh+fPnnDlzRlTQN23aNCSxg78T+ZaWFmRlZZk+fToTJkzAwcGBO3fu8N1333H16lWqqqoIDAxk4cKFguwokUi4cuUKU6dOFXRJaaVfSnQqLy9n3rx5DAwMkJKSwpQpU4S4sKOjg9raWjQ0NBgzZgxr165lcHCQ9evXk5mZyfLlywU5ddiwYUyYMIE//viDiRMnUl5eTk1NDVZWVly7do27d++yYsWKIYtZZWUln3/+OZ6ennR3d2NgYMDp06dZtWoVzs7O1NbWCuro8OHD2bBhA/Ly8vT39xMXF8eiRYt4/PgxLS0tLFiwgIyMDL777jtxD9HS0qK2thYXFxfmzJlDREQEZWVltLS0iI5GVlaWoM7m5OSwcOFCvL29+fbbb+no6BD7X8nJyWRmZrJu3Tr+85//EBISQlNTkwD4SIvU/835V8mHlMBTWlpKd3c3g4OD4s9iYmK4ePGi+Gfpcun/r/P8+XPa2tq4evUqlZWVeHt7Y2RkxJdffsmhQ4ewsrLCyMgINTU1amtrKSsrY86cOZw6dQpZWVnmzJkjHqoSiYTz58+jr69PWVkZL1++ZOLEieKyOzg4iIqKCsnJyfj6+tLb24ujo6O4ZDY0NLBv3z68vb0ZNmwY3t7eDAwMiMr1p59+KnCj165dIzk5WeDPRo8eTWZmJgYGBv8mrP/4vHjxAnd3dzEOIMXazZ8/HzU1NbZv387Vq1c5f/485ubmomq3d+9etm3bRktLC6mpqZSXl3P27FlsbW2Jjo5GUVFRtH0tLS2xsrJCWVmZp0+fUlJSIqR4UtSskZERsrKyGBgYYG5ujq2tLa2trUJ81tHRQWVlJRYWFkgkEubMmYOcnBwlJSUCPamsrMzp06dZs2bNG49bY2MjhYWFon0oXehNTEzE2NgYFxcX+vv7UVdXx8nJCVlZWWJiYhg5ciTnzp1j8uTJ9Pf3c/fuXaqqqpgzZw6XLl0Su01nz57Fw8ODwcFBlJSU0NLSYmBgAG1tbYHhHRgYwNbWlunTp3P69GkSExN5//33MTc35/bt2xQUFODs7Mzs2bPp6Ohg165drFu3jv3796Ovr8/o0aMJCgoiKyvrHxEm/t+e8+fPU1ZWRnR0NLa2thgaGoouUGhoKIODgxQWFmJoaIiLiwuysrLk5+fT2tpKcHAwMjIydHZ2iuTK0tJS7M+UlpairKwsLLi+vr6Ul5eTn5+PlpYWa9aswdXVlYqKCvr6+hgzZgxNTU28ePFCsNylGM+uri5cXV25fv26GNOR0pJUVFRob28nLCxsyOI2Z84c8vLyhEfgwoULaGtro6amRmVlJba2tqSmpuLo6IiDgwP5+flERUUxZcoUZGVlOXr0KH19fZiZmeHp6YmpqSkBAQFUV1dTXV2NmZkZ2dnZ1NfXC2rJlClTuH//PjExMfj4+KCrq0txcTEPHjxg9OjRFBcXU1RUhKmpKdnZ2bi5uWFubs7169eZMGECM2fO5ODBg6xfv15I+ry9vVFRURmy5GPMmDHk5uYyZswYdHV1yc3N5fHjx0yaNAlXV1fBt09OThbPnK+++oqPP/5Y7Hvo6+uTmZlJSUkJoaGhQniZmJjIlClTMDc3Jz8/n+PHj9Pa2iq8Ut9//z3u7u6EhYWhra1NV1cXERERaGhooK2tTXt7O5mZmWRlZSGRSJg2bZqwcr9+/ZqysjIWL17M4OAgsbGxFBYWsnnz5iGJ2+nTp5kwYYJYYpWTk2PEiBEkJiYSGRlJUFAQ8vLypKWloaSkxPLlywXf/z//+Q8VFRWC9NXY2IinpyfXrl1j3rx5zJkzh5KSEsaPH4+rqyuDg4Pcvn0bLy8vXr58KcSq0mLDlClTyMjI4MmTJxw+fJhXr15RW1uLqqoq+vr6ODs7C/jH4sWLSUpKYty4cQJv3tzczKxZs4YkbpmZmWKZtqWlhc7OTsaNG8e+ffuYNWsWkyZNIiIigqysLFpbW4G/i6c7d+4kNjYWf39/IVN0c3NDXl4ea2trHj58SGVlpfAc5efn8/r1a2JjY1m+fDk7d+7E0NAQOTk5AUKYOHEig4ODXLlyhfnz51NZWcnt27fJzc0FQFNTk5KSElEAs7Kyor+/HycnJ+bPn096evqQjuQuWbLkf+yVSil50dHRfPbZZ2hoaBAQEIC6ujpdXV3s2bOHmTNnCpVBdnY2RkZG1NTU8OTJE27cuEFISAj9/f0UFBQQFhYmQDC6urrExsYyY8YMNDQ0uH79OsbGxhgYGNDb20tOTg7p6emMGjUKJSUlSkpKxM+zvb0dHR0d9uzZg7GxMUpKSjx79gwjIyNsbGwwNzcXiO2hOLq6uhgYGBAfH09fXx+enp60trbS0dGBRCLhwIED9Pf3IysrS1JSEgYGBtjY2KCkpISKigpRUVGYmppSUVFBSkoKrq6uFBQUiAkDDw8P5OTkaG9vx8fHBwsLC+7cuYOnpyc//PAD06ZNIzQ0lIqKCmpra4mMjBTPLuk+SFtbG69eveLu3bti6X3NmjVUV1fj4eFBZmYmjx8//keqhH+VfKxbt44nT55gYGAgpCXwN4aztrb2H3+93NxcMc9XX1/Pw4cPmTBhghi5Ki4upqSkBBsbGwYGBsjJyWH69OlUV1cTFRXFJ598QklJCWlpabS0tKCtrU1KSgqtra0MDg5SUlJCSUkJTU1NolUnZZCXlJQgJycn3AvFxcWUlpYyfPhwrKys6Orq4sWLFzQ0NGBiYkJdXZ0Qwdy/fx8FBQVRAZFIJKSnpxMTE8PYsWP/TWj/0VFTUxMPGynRRlFREW9vb86fPw8gsHYtLS3cvn1bWDLHjh1LdXU19fX1FBUVUVdXR3Z2NiUlJeISFxoaira2Ni0tLRgZGWFraysqhbNmzRJVGkdHR2pra6murhZEqMbGRnp7ewW1ycHBgYqKCp49e8bTp09pbW0VBvHGxkYqKyuHjDDR1dVFS0uLMPRqaWmRnZ2Nv78/2tralJSUoKenR319PTk5OQwbNozu7m6srKzQ0dFBTU2NuLg46uvrxWdS2oaEv5MbWVlZ3N3dkZOTE/PRsbGxyMnJ0d3dLcZ/TE1NOXPmDIGBgWhoaAjSibRS0dXVxd27d5GRkUFGRgYnJyeam5sF011qsh2q4+rqioeHB7W1tQwODiIrK0t2djZdXV2ChCRN8IuLi7l37x7Nzc1CjtXd3S3m7+vq6lBRUaG6upqMjAz09fUxNzfHzs4OOTk54uPj0dPTQ19fn1u3bjFv3jwxu97a2srdu3cxNDTEzMyMK1eukJKSQkdHB52dnejo6BAYGCjiLx1JmjFjBt7e3sjJyQ0p0UQqkBw1ahTt7e08ePCAsLAwAgMDefHiBa2trTg5OWFoaCgwnGPHjhUz5NXV1Zibm6OnpycQ5FpaWuJik5ycTGpqKnV1dWhoaDB16lTk5eVxdXXF2toaU1NTVFVVxeXY1NSUuLg4Ll++jLa2tuC2NzY2An+PnygqKtLT00N6ejra2toMDAyQn58/ZG4U+PsZZ2FhQVtbGy0tLaioqODg4ICFhQUVFRXi/7GlpYWioiLU1NSQk5Pj1atXFBUVISMjQ0NDAzk5OcjKymJlZYW6uroQzCoqKqKlpUVLSwvp6ek0NTWhqqqKk5MTmpqa6Orq0tPTQ3t7OxoaGjQ2NrJp0yY6OjpoamrCzs6O9vZ21NXVCQkJIT8/nydPntDc3CziqqSkxMDAAMCQEf2kBTt9fX1evXpFYWEhU6dOFZc4Kdq1ubkZIyMjPD09efnyJUpKSuTm5or3qBRrrKCgQHFxMdXV1YwfP57PP/8cU1NTbGxs6OnpwdXVldTUVDGu1tHRgZKSksDXS1HlgHB2tbe3o6qqip6eHk1NTWRnZzNixAjhXVJVVUVdXZ3m5mbs7OyGZAFYR0dH/D9lZmby4MEDRo4cKQptFhYWKCoqUldXJ9wVlZWVSCQSYc+Wl5dHVVWVwcFBysrKUFBQ4Pz58zg6OorEvaamhubmZkaMGIGVlZW4PJeXl2NhYYGnpydGRkbk5OSQn58vxpJqamro6OjAyMgICwsLCgoK0NTUpKuri7y8PHJycrCxsWHs2LFIJBLKysreeMykp6GhAQ8PD8rKykhISKC/vx9ra2tSU1PF58rY2JiGhgYaGhrQ19cX0xeFhYV4e3vT1tZGXV0dnZ2dJCUloa2tjbW1NSkpKQIjLHXpJCcn4+bmRlxcHEpKSjQ1NWFqaoqOjg79/f309fXR09ODt7c3paWlmJmZYW1tLbwjYWFh3Lp1CysrK2RkZHj+/DlWVlZMmTKFoqKiIYubi4sLhYWF3LlzB01NTYYNG4a1tTW//PILu3btQldXV+zIqKio0N/fL9DD+vr6qKurU1tbS319PYaGhowaNUo43caPHy9+Ho2NjQwbNkzgdwMDA7GysqKoqAhbW1tUVFSorKwUxEVpgTAtLU0UB+vr63nnnXfEzpOSkhKmpqbiPd7Q0PBff9//KvmIj4/n4sWL/0eZ3v/a9fhvj6GhoaBaxMbGcvXqVeTk5NDS0iImJkaM+Ghra6Ovr4+SkhIJCQmMGTNGJAzSKoSxsTGTJk0iNzcXGxsbUR34XxGyXV1dAh3Z0tIicIw9PT3Iy8sLHr+CgoJoq2tqauLo6CgqY7KysmhpaeHk5ERTUxNtbW0UFxejo6PDw4cPhyT50NDQoL6+nuLiYiQSiaBESGk1z58/x8/PD3NzcyorKykoKOD+/fv4+/uTlZVFVlaWMIoqKiqKapSnpydFRUXY2NiQnZ1NeXk5w4cPx9ramvb2dtzc3IQHRSKRIJFIaGlpITs7m9mzZ/Pxxx/j7u5OfX09L168IDk5WbTgq6urSUtLo6qqCjs7OxwcHDAwMCAxMXHI2Np2dnYoKCigpKQkWq75+fkMHz5cMO0rKipEJaKvrw8NDQ3a29sxNjamq6uL5uZmLC0tcXNzIyMjQ4jb9PT0sLe3x9nZGSMjI3p6eigoKBDdIVtbWzH2oK+vj4aGBtbW1sydO5c9e/YI5rbUs1BQUMD169eZNGkS165dE5ZR6SVcOis6VMfHx0fIxKqrq+nt7UVWVpbS0lKampooKSlh2LBh2NraigfXiBEjCA8PF2NBUi+Mnp4eNjY2XLx4kZcvX4oF1p6eHp4/f05OTg5Tp07F39+fP//8k76+PvF73NfXx5MnT5g8eTJGRkZ0dnby8uVLkWwDNDc3Y2BgwJgxY4iOjkZFRYWRI0diamrKq1evRPI8FCcuLk783AsLC+nq6sLc3BxNTU3Onj1Lf38/oaGhVFZW8uzZMyGovH79OoWFhfj4+GBiYiIqyrm5uVRXVxMeHk5eXh537twhPz8f+JsQ9e677xIREYGTkxPh4eFkZWVRXl6OjIwM7u7umJmZoaCgwN27d2loaOD9998X3HgnJye0tbXJzc0lMDCQjIwM5s2bJyzLQ2n/bWlpYXBwkLq6OgYHB7G3t8fLywtDQ0OKi4vx9/entbVVcP7t7OwIDAzk6NGj6OnpERwcTFZWFm1tbYKOZWpqKrpMMjIyYiZ+woQJNDQ0iM6YFEhQXFwsikvSyqiUjDN16lQcHR0pKCigs7MTZ2dnsWc3depUMWaop6dHYGAgxcXFwsH0Jo90TFlPTw9LS0u6u7uJj48nOTmZPXv2sG/fPtTU1DAxMRFOhIaGBgICAqisrERWVpb29nbhO5KVlUVJSYm+vj6ysrLIzs4mOzubtrY2XFxcCAgI4OHDhxgaGtLb24ubm5sQgEoJfRoaGjx48IDq6mq0tbXFTkpzczPGxsZcvnxZ/N2qqiqBJ7awsEBNTW1Ikg9PT0/U1dWF36O4uJienh5CQ0PFjprU6yGNSX9/v7DFZ2dno6uri7W1NfA3yai5uZmqqirs7e2pqanBxMQEWVlZuru7Wbt2LZcuXcLBwYGBgQHk5eXx9/cXbp709HScnZ0pLS1FX1+fCRMmkJOTQ19fH3Z2dhQVFTFu3Dj09PTo7+8XnSI7OzsMDQ2HlEwnnYq4c+cOL168QCKR4OjoSGFhIVFRUcyZMwdDQ0Py8/Opr68nKChIjJqZmZmJi3BfXx9qamoMDAzQ3d3NiBEj+P777ykoKBAKAVlZWdHJ7uzsJCgoSExtaGhoiCLE5cuXaWxsRFVVFW1tbUxNTYG/77BGRkacOHFCdJ2uXbtGYWEhs2fPHrKuB/ydfEif81KYkYaGhnBwuLu7i72XYcOGUV1dTW1tLXJycqiqqmJra8uFCxcoKytj5MiRDB8+HCcnJyFelBIOpSO52dnZmJqaoqury/Dhwzl69CjNzc3iDmlra4uLiwu3bt0iNTWV2tpa2tvbkZeXJzg4WCClb9y4wcSJEyksLERNTY2RI0fy4sWL//r7/lfJh4+Pj3Be/H+f0NDQf/z1xo0bh5qaGrm5ueTn59Pc3MzDhw/x8fFBTU0NMzMzQkNDcXV1RUtLi97eXk6dOsXWrVsZGBhg06ZNJCcnExISwsyZM1FRUWHjxo14eHiwdetWYdn28PDAxsaGvLw81NXVefvttwFIT0+nv78fFxcXxo4dy6FDh9DS0gL+XgaS/pI/f/4ciUQikhSpvdrc3FxIWCQSCbdv3/43Yf3H59y5czg7O4vuhZTckpCQIHBsMTExQl7z/vvvc+vWLR48eEB9fT1Pnz7Fy8uLrq4uOjs7xYjAp59+yqRJkygvLxfs+q6uLgYGBqiqquKDDz5gy5YtvPXWWzg6OopKfH9/P0FBQdjY2DBixAiuXLlCUlISlZWVHD16lA8//JDOzk727t3LRx99JJwM48aNw9HRkWvXrjFmzJg3Hre33nqLGzduoKSkJJLXVatWcfz4cWbMmMGwYcNIS0sTjPw///yTWbNmERUVRXd3N0ZGRv9jRrezsxN7e3tOnDjBxIkTBRHi3r173L17F3t7e7Kysli1ahVdXV1cuXKFmpoa+vr6sLe3R1lZmfT0dNra2mhubua9995DTU1NdOVcXV15+vSp6NDo6uoKT8isWbNwdXUdEoIOQGRkJLW1taipqWFoaCi6LmlpaUyYMIE7d+7g6+srTO/KysosWbIEOTk5du7cSVdXFyEhIXh6eiKRSKivr0dFRYWKigqys7MJCgriypUrFBYWMmHCBOrq6tDR0cHZ2Zmamhq8vLxoaWlBU1OTzZs3k52dzZ49exg9ejTz5s2jra1NVGF+/PFHSktLWbVqFZs3b6a+vh5TU1OePn3KtWvXWLdu3ZDEDP6ueEvR3F1dXVhaWhIaGsrChQt5/fo1GzZsEHK1trY22tvb+e2332hpaRG/u1IIhqysLGPGjGHfvn1YW1vj7u7Ow4cPRWds1KhRKCgokJ+fj6mpqRg1kJeXR1dXl87OTp49e0ZPT4+o/KuqqoqEuampidWrV/Of//yHhQsX0tnZKZJ1Z2dn2tvbUVFRGZK46erqcuPGDUaMGIGBgQGRkZEkJCSwfv16KisrcXJyEmMsenp6TJw4kaKiIpqbmwkPD8fKygo1NTW6u7vFJXD06NFkZ2fj5OSEq6sr+fn5dHR0MHnyZHR1dbl37x5qamqcP3+eDz74gDFjxvD06VOuXLnC4cOH+eyzz/Dy8sLb2xstLS1CQ0PJysri0KFDgua0detWjI2NSUlJEYnniBEjePz48ZDE7bfffkNNTQ09PT3U1dWpqanh3r17+Pj4CJeWdDQnOjqax48fM3HiRHJzcxk7dix1dXXU1NTQ2tqKmpoaEyZM4Ndff0VHR4eNGzcKMW9ra6swdpeWlrJ48WLi4+NZtmwZw4YN48GDBzx8+JCuri4mTpxIdHQ0r169wsPDg9bWVpqbmwkLC2Px4sV8++23VFZWMn36dF6/fk1iYiKKioosW7ZsyDpGfX19aGlpCaGao6MjX3/9NSNHjhQ7puPHj8fY2Bhvb28sLCwIDg7m3XffFWheRUVFjIyM6OrqIjo6moSEBJYtW4a3tzfR0dFIJBKqq6tJTU2lvb2djIwMrK2tiYiIIDw8HCUlJcrKyhgcHCQzM5NZs2Zx6NAhPvvsMxYsWMD9+/d59OgRtbW1vHjxgtWrV+Pv7y98MqWlpdy5cwcjIyOuXbs2ZACcCRMmcODAAerr6xk9ejQSiUQgsk1MTNi0aRPa2tqUlpYSExMjdmmMjIzw8/Pj+PHjeHl5oaSkxKtXr1BTU+P999+np6dHJCRSH5uvry/a2tokJyezZs0aFBUV8fHxISsrSzwL6uvrcXBwID4+XhSJq6qqkJGR4dWrV1RXV5OYmIitra0gPT179oyCggLs7e3ZsmXLkMRtcHBQ7K60tbXx22+/sXz5cn777TeKioq4du0axsbGmJqaYmdnJyhh27dvp6ioiLi4OCorK4WIW1FRkU8//ZSlS5fS3d3NV199xbNnz0hJSSElJYWKigp+//13ZGVluXfvnkiEra2tmTVrFlevXsXPz48HDx7Q09Mj9mykAJL333+f+fPnY2NjQ1dXF7GxsfT19aGnp/ePxvz+VfLx0UcfceLECXF5l57+/n6xKPNPTnt7Oz/++CNlZWXIyMiI1pesrCzGxsZUV1dTWlqKrq4uKSkpnDhxAhcXF/bu3Yufnx9r164VoxunTp0iJCSECRMmiDbarVu3GDNmjFhaW7RoEQkJCYI7HRUVRVxcHI2NjTg6OrJ9+3beeustpk+fjoKCAgMDAxQVFfH69WtaWlr46aefePToEY8ePaKoqEigajMyMrh48eKQYQEVFBQIDQ3F1taWW7duERERwdmzZwVK08TEBAcHB7Hspq6uzvnz51m1ahVKSkq88847PH78GBsbG8aPH09+fj4ODg788MMPItvV0tISNKzCwkKePHnCnDlz2LVrF/n5+fz8889kZGQgLy/P5s2b2bRpE2FhYaSmplJRUYGfnx8jR45k7NixYh7zzz//xNbWlrFjx5KXl8emTZuwtLQkODh4SOJWUlLC4sWLUVJSoqenBzk5Odra2tDW1kZXV5fXr1/j5uYm8JDPnz9n9uzZzJ8/n1mzZomKnFSKGRcXh7GxMbt27SI8PJyLFy8yevRo/Pz8+OKLL0hNTeWnn37CxcWFsLAwEhMTSUpKoru7m2PHjhEfH8+ff/7JkSNH8Pb2Fg/ZV69e0djYKDCUUmRefX09MTExHDx4EBMTkyHBOkvPjBkz2LJlC3PmzGHJkiXk5eVx4MABpk+fjoeHB7///jvPnz+nrKyMoqIiLl++TGVlJXv27EEikaCpqSkqxw0NDWhoaGBhYcEXX3whTL8SiUSMwpw9e5Z33nmH9957T4inenp6yMvLo6OjgwMHDmBgYEBYWJioCPn6+jJhwgRaW1u5d+8ely9fFpS6/7XbNJRjV3Z2dri7uwMIyllxcTH19fV88sknODs7IyMjw507d8TvkoWFBU+fPsXT05MHDx4wefJkcnJySE1N5YMPPsDFxYXXr1/j4ODA3bt3RUv+0qVLfPTRR6SnpxMYGEh0dDTbtm3D3Nyc9PR0EhMTuXPnDsuXLxcvaH19fVpaWsjLy2NgYID6+npu3bpFU1OT8AFJzfTJycl8/fXXQxI3dXV1LCwsuH//PlpaWlhZWREVFSXGQt3c3ISDKTExkbfffpvt27ezatUqPDw82L17N1OnTmXWrFnCpFxYWMjSpUvR0NCgpKREdHBdXFzQ0tISuy3jxo3j8uXL/Oc//8HY2Jg1a9bg4OBAWFgYW7duZd++fVRXV9PU1MTg4CDBwcEUFhbyySefEBERwbp16wTD39HRkd7eXj744IN/NJrwb490/EJJSYl79+6Rk5PDjz/+yPjx4zl9+jSnTp2itLQUOzs7jI2NSUhIoLKyUoz5GBgY0NLSQmtrK8rKyjx48IDIyEiMjIzo7+9n7ty5TJkyRRC/Fi5cSENDA9euXWPYsGHExcWRlZWFgYEBO3fu5Ndff+Xnn3/m7bffxt3dHS0tLUGHXLp0KQcPHsTKyooJEyYQFRWFs7Mznp6eZGZmkp2dTUREBNu2bXvjccvPz6exsZFbt24J39jcuXNxdnbGy8tLvEulI2taWlpkZmaycOFCcWm0sbEhPj6eoqIixo4dKz4fqqqqolurrKxMfHy8cPwUFhYyfPhwrl+/zosXL2hqauLJkyfcvHmTyMhIZsyYwe3bt/H09MTb25uAgABSU1NJTEzE39+fGTNmMH/+fNEtv3btGitXrmTZsmVvPGbSs2HDBlasWCEmTmxsbOjs7CQ4OJhp06ZRUlLCuXPnMDIyYsqUKaxZs4by8nLu37/P999/LwR4XV1dbNy4EScnJyorK7l79y5aWlqsWrWK9vZ2Dhw4IHxQERER7N27Fzk5Od555x0UFRUFCXVwcBA7OzsOHTrE+vXrKSwsFFMFVlZW1NbWsmHDBqqrqwkICCAyMpKamhqUlJSGjBAGCBhFYWGhwNe6ublRWVnJ/fv3qampQVlZWUAhpCPN0s/CwMAA7u7uAhhUUVEhkr2kpCTKyspQU1Nj8eLFODs7s3//fq5fv052djYBAQGEhoby5MkTbt26hby8PK2trYwbN048J44cOUJoaChBQUGcPHkSDw8P/vzzT169eoWfnx8ffPABnZ2d3Lp1C39////6+/5XyUdTUxOnTp3iu++++z/++T9NPqRoOOlIxZgxY9i5c6fYGRgzZgwxMTHExMQgLy/PBx98wKlTp5gxYwYzZsygoaEBVVVVZGVliY2NZdGiRbz33nucO3eOoKAggoKCePjwIRcvXhRSqq+++orw8HDOnj3Ld999R319Pc+ePePu3bukp6ezYsUK9PX10dXVZe/evYwcOZJLly4xMDDAkSNHeP78Odu3b6ezs5PExESePXuGjo4OKioqbN++nZMnT/6b0P6j8/333/P7778jJyeHvLw8enp67N27lwcPHrBq1SqmTZvGli1biIuLQ1ZWFlNTU3bs2MFbb72FjY0NY8aMEXi3mzdvClJBSUmJIHf5+/tjZGREQEAA8+fPZ8qUKdy7d4+2tjZ2796Ns7Mzy5Yt4+zZs2zcuJGAgADgb2qItHrk7OzMiRMnkJWVRU9PDy8vLy5fvoyBgQErV67km2++QVlZmRUrVhAeHv7G49bX18euXbuYNm2auPwFBgby888/Y2VlxdWrV3F1deX169e0tbXxwQcfsHLlSiIiIjAzM2PPnj20tLQwfvx4dHR0SE5O5ujRozg4OODs7Exra6tYmuvq6sLBwYEJEybwww8/0N3dzYwZM5g7d654kUvxiPX19Vy6dIlz584REBCAu7s7a9eu5eHDh3h4ePDxxx8zYcIE8dAxMzNDV1cXVVXVIasM/vrrr4wZM+Z/WMmtra25ePEid+7cobu7m9OnTwtD9OnTp7GxsUFGRobRo0dTXV1NVlYW9vb2qKmp8fXXX/PkyRMuXbrEs2fPMDExQVtbGwsLC0xMTLhz5w7BwcECe7pnzx7U1dVRVlYmMTFRMO2dnZ1Zv349dXV1HDp0CFVVVUaPHo2SkhJRUVEEBQWxadMm+vv7KS0tpbS0lJSUlCEbu3r27Bnd3d1i2dHHx4crV65QUlLCDz/8IAzZ+fn52NvbExgYSF9fHxcuXODx48eoq6szMDDA4sWLsbOzY+rUqYSFhVFVVYWnpyeTJ0+mrq5O2HGVlZX5+uuv2b9/P729vZSUlIjfxaysLBYsWEB2djazZs1i1KhR6OnpERcXR0dHB2+//bZYZjcwMGDhwoXiBWZlZSWs8kNxjh8/zjvvvIOjo6Ootk+aNAknJye2b98ukviqqioUFRUZNWoUlZWVrFu3jokTJ5KRkYFEIkFeXh5LS0uCgoLo7e3l448/Foko/L13+NlnnzF+/Hi2bduGoaEh27dv5+OPP+b169fk5uZy8uRJzM3NefbsGeHh4WK3o7u7W3SFwsPDaWtr4/jx42JRW0lJCUtLSzw9PVm8eDE///zzG4+biYkJN2/exNXVlSlTpjB69Gh++uknvL29+eKLLzhx4oTYIWpoaMDZ2Rl/f3/Cw8PZsmUL+/btw93dnUmTJgms7IsXLzh69ChTpkzh5cuXdHR0MGXKFKZMmcLMmTMZN24cX331FaWlpaSlpYluWWtrK5MnT2b37t3CrzJx4kQ8PDzo6elh27ZtKCsrY2FhgampqbgwSyEvc+fOFft0b/pIR/aSk5OxtrZm3rx5yMrKioLkhx9+SElJCUVFRfT29tLb2yveH5988gmtra388ssv6Orq4u3tzZEjR5g/fz4ZGRkCF/zLL7/w+vVrRo8ezaNHj1i2bJkwyU+aNEmADLy8vEhNTWXlypUMHz6cb7/9lhMnTtDe3k5gYCAWFhYMHz4cV1dXUlJSOH78OM7OzsL1FR4eTnZ29pDEDf7uUtbU1HD//n309fVZvnw53377LQYGBmL8NS0tjbi4OGJjY4UfJS8vj1mzZiEnJ8ewYcMoLS3lwYMHoigqTVyWLVvG999/z8KFC9HT02Pq1KkkJiYKX5IULyu1fL/11lsoKSmRnJzMgQMHOHnypCAcxsbGUlZWxr179xg/fjx3795l2rRpjBs3jqysLAwNDYcsbvv27eP3338nJCQEW1tbUVhcsWIF69evR1ZWFolEgrOzM/r6+jQ1NTFnzhwKCwvR0tLC29ubnJwcent7hVg0JCSErKws/Pz8KC8v5/Lly6iqqjJ16lRmz56Ns7MzKioqXLlyhZCQEEJDQ8nLy+PRo0ecOHGCRYsWCe3B2rVrhV1eTk6OkJAQAgICiIiIoLOzk5iYGJycnHjnnXcwMzP7r4srMoP/K6rqvzyjR4/G0dGRsWPHoqqqKrC7XV1dREZGcurUqf/q63R0dJCVlcWNGzdQV1enqakJe3t7xo0bx6FDh1BSUqK6uppXr14RFBQk7JddXV2oq6vj7u5Oeno6v/76K0ZGRrS0tFBaWoqtrS2mpqbMmzeP48ePY2trKzCuubm5JCUlUVxczJgxY5CTkyM9PR1zc3NCQkLw9vYmMzMTb29v4uLiGDZsGFu2bEFdXZ3w8HBkZGQEHUE6tyi1OkoruuXl5WJJTVVV9Z+G97+O29WrV4mOjmbx4sWoqamxZ88eSktLmTlzJlFRUSxfvpxr164JX4Curi4SiYTi4mJmz55NSUkJVlZW9PT0iA+a1KgcGxuLgYGBWKRuampCVlYWBwcHtmzZwrlz51BXV0dOTo6kpCTi4+P59ddf+eqrr7h+/ToKCgqsXLkSWVlZlixZgr6+vhDmJSQk8Pz5c5SVlbG0tMTLy4uAgABu3rxJUFDQG4/by5cviYiIoKioCFVVVSwsLBgYGEBLS4vU1FQ2btzIjRs3kJOTY+rUqYwePZpvvvmG4uJi3NzcUFNTQ19fX8xC9/T0MHv2bJKSknBwcCAvL4/Lly9TXFyMsbExsrKyODo60tjYKMZ9Xrx4QXt7O5s2beLKlStMnz6dhQsXcuzYMUxNTblz5w53795FTU0NPz8/rK2t8fX15eHDhyQkJJCRkUF1dTVaWlq4ubmxZcuWNxa3/zV2MjIyfPXVV+Tn5zN69GhmzJjB1atXRTVZmsh6enpibm5OREQEvr6+/Pnnn+zevZtz584xd+5cgoKCKC4u5vDhw8yYMYPExERSU1Pp7u5m9uzZYhzm+fPnODk5CeFYREQEmZmZKCgoYGxsTElJCZs3b+batWsUFxdz584d/Pz8cHd359atWxw6dAh7e3sOHz6MlZUVd+/eJT8/H19fX9asWUNTU9OQxO3ixYsUFRVRXFyMubk5s2bNwtLSksTERF69esWmTZt49uwZMTExaGlpERYWxsaNGxkYGMDFxYV169ZhZGREREQE169fx8XFhWfPnmFgYMCBAwdYu3Yto0aNwtXVlZycHBoaGrh+/Tp79+5l9+7dfPHFF/T29lJbW4ufn5+AUsTGxiIrK4u+vj7e3t709/dz5MgRfH19KSoqwtLSEiMjIwwMDHB3d0dRUZHLly+zcOHCIYnbsmXLhGdHuoMlKytLYGCgqPxWVVUxd+5crKys+O6772hvb+ezzz6jv79f+IZ6e3tJS0tDR0eH3NxcqqqqmDp1KtOnT+fevXuUlZXh4uJCR0cH48ePJyoqSpiZdXV1BQns5cuX7N+/n/3794uRQWVlZXp7e2lra0NTU5Po6GiUlZWZMWMGZWVleHh4EBoayv3796msrBQv/zf5jGtvb6empgZDQ0MqKiqEXXzEiBHs3r0bKysrxo4dS0JCAhcvXqS4uJja2losLS1Fd0tPT49Ro0bh6OhIVlYW9fX1vP322xQXF3P27Fnq6uoIDg4mPDycR48eUVdXR29vL+fPn2fOnDlMmDAB+HvvQVZWlu+++45Lly6RlpZGZGQk48ePJywsjNu3b/P111+zbNkyYmNjaW1tZcuWLRgaGgry30cffSQEe28ybr/88gtJSUnMnDmTUaNG0djYSFZWlgAfWFlZcfnyZRQVFbG1taWiooITJ05w//59duzYgZaWlhA3VlVVcfbsWezt7Vm7di0HDx7k008/RUZGhpycHIqLi6mqqsLLy4tz585x8eJFLly4QFtbG4aGhigpKeHl5YWTkxOrVq1i1KhRWFhYUF1dLTqU0iJNUVERtbW1YtHY2dmZkpISZs6cKTqWb/p3VYrprq6uZmBgAD09PfLz8wkNDaW6uppdu3axZs0a0tLSSE5OZtKkSURGRnLixAlGjBjB3r17aW9vp7KyEjU1NSQSCevWraOmpobU1FTWrFmDtrY2ixYtYurUqXR0dPDdd99RUVHBRx99xIsXL4iLi0NbWxtvb282bdrEr7/+KsR3vr6+PH78mEePHjF58mTmzp3L8ePHUVZWJjw8nMOHD3P9+nXs7e3ZsWMHcnJyQxK306dPM336dBISEiguLhbIXzk5Ob766isiIyMJCAjAyMiI3t5eYTe3tLTE2tqaoqIiAgMDsba2RlFRER0dHQYGBtixYwcLFixAR0eH7u5uBgYGqK2t5cyZM6xdu5apU6eiq6uLq6srM2fOxN/fHxkZGRQUFNixYwfjxo3jP//5D0pKSigpKeHq6sqHH35IU1MThoaG7N69m/Hjx3PixAmePn0qCgcTJkz4r+L2rzofCgoKHDly5H+QrqTnn7RdpMfBwUEQDXJzc2lsbERdXR0rKyumTp3K119/TVBQEG1tbVy6dIn09HSsrKx4++23iYyMpL29naKiIuTk5DA2NkZbW5vm5mbKy8uZPHkySUlJyMrKoqKiIigV6urqqKiocPbsWZYvX05xcTF3797F2toaNTU1du7cSWtrKzExMQLn+Pz5cwwNDcUoV2BgID/88AMAAwMDKCoqEhQUxPz58+nq6vo3of3HcXv06BGdnZ10dHTQ3t7O22+/jaenJytXrmTbtm1CBimlcEkr8ps3b2bbtm14eHgIk+2vv/7K6tWrmT9/PnPmzKG2tlbMqZubm7N+/XpWrFiBm5sbVlZWZGVl8eTJE3R1ddm1axdPnz6loqKC/v5+vv/+e3JycvDz80NbW1sg+DQ0NDh//jx9fX2YmJiIi/WtW7eGzHCuqKhIV1cXc+fORVtbm8ePHwt08q5du5BIJNjb29Pf309GRgazZ8+mpqaGO3fucOvWLRobG8nIyADA2dmZadOmUVlZSXR0NH/99Rfp6elMmzYNd3d3Xr58SXl5Oenp6fT19XH06FGePn0qPs8bN26kvr6eBw8e0NnZSWpqKra2tmJEx97enlevXqGgoMDx48dJTk6mtLSUrq4uDA0NGTduHEuWLKGvr29IYrd9+3ZUVFSYO3cug4ODXLhwARsbG9avX8/AwADHjx8nMzMTMzMzDAwMaG5uJjc3lwMHDmBubs6mTZuIiIjg3Llz9Pf309jYiLKysnCouLm5ERsbK5IbLy8vAZw4duwY06dPFzsubm5ugoBy4sQJsbfg5+eHq6srhoaGpKenU15ejqurK97e3mKRNT4+HhkZGebPnz8kcauqqmLevHkUFhaSkJDAX3/9RW1tLffu3ePkyZMsW7aMtrY2lixZgpOTE7/99huBgYF8+OGHqKmp8fDhQ1JSUjAwMGD79u0CYDAwMMB3331HSEgI2dnZ9PT0MHr0aC5duoScnJzoTqenp2NmZkZzczMXLlzAxcWFrKwsbGxsaG1tZdasWVRVVfHw4UPs7Oy4fv0677//PtHR0QwODhIdHU1+fj6rV69m5syZQxIzgM2bN6Ovr4+pqSn6+vq8fv1aYK1VVVXx9/fn7NmzpKen4+rqyoEDByguLsbFxYUTJ04wd+5cXFxcMDAwEOKucePG4eDgwJMnTxgzZgwjR46koKCAlpYW3N3dGRgYoKCggEWLFolktbS0FB0dHXp6eqiqqkJDQ4Nx48bR09ODgYEBDQ0NnD59mnfeeYfQ0FDU1NTo7e0VsrmMjAxMTU15+fLlkMTt/PnzzJo1i9raWgoLC3Fzc8PS0pKUlBT6+/v58ccfBTlNQUGBoKAgfv/9d9TU1PD09KS5uZne3l6UlZWRk5Ojrq6OUaNGYWBgwOvXr2ltbRVUInNzc2bPns3AwAAhISHs2LEDOzs7sTx7+fJlgQlXUVERCb+FhQXa2tpMnz5d0MSioqIYHBzk9evX5OXl0dfXx1dffUVCQgImJiZvPG6TJk2iqqpKoNgrKyt5+vQpK1eu5PXr14J+pqSkJBbMt2/fTkJCAg8ePMDa2poVK1ZgaGhIeXk5TU1NPH/+nAkTJiAjI4OqqioVFRWkpqaSnJwsCoCpqakcPnxYSGnV1dW5fv06//nPfzh79iwaGhqYm5vz4MED0tPTBbZWRkaGBw8e4OLiwsDAAJ6enkIMnJKSAsD69evfeNzgb3/WsGHD0NPTIzc3lydPnlBSUkJMTAxr1qwRSHgvLy+R/Orp6dHZ2YmioiJHjhxh0qRJYoT9hx9+wMfHh6KiIioqKpg/fz6ZmZmCyubm5oaFhQU+Pj7/YwXAz88PNzc3zp8/j7a2NmZmZjQ2NqKrq8u0adMYMWIETU1NbN++HU1NTZKSknj48CEAwcHBuLu7CwLUUJzS0lLKyspITU3l7t27KCsro66uLjoJ06ZN48iRI7i5uTF58mSqqqqIjY1l69at3LlzBxcXFy5evEhVVRVmZmYYGRlRWVmJgoICv/zyCxUVFWhoaDBp0iTGjRuHnZ0de/fupa2tjS+//BItLS0qKiqIjo7Gzs6OHTt2sHfvXv766y86OzsZNWqU0Ah8//33NDU18dlnn1FYWEhWVhYKCgri515QUCCKDv+386+SjwULFlBYWIi9vf3/9mdSpOA/OXfv3hUvFxcXFwwNDUlKSiI7O5vU1FR0dHQ4deoUGhoauLm5ERYWJugn/v7+ogLo6uqKk5MT9vb2KCoqcurUKTw8PJCRkRGL6w4ODly6dIlVq1YxduxYjh8/Tn5+PsXFxejp6dHW1sYvv/xCSEiIMD4GBAQgLy/P69evuXjxIioqKoI6sGzZMh4+fEhzczMODg4CHzoUyUdHRwcrVqygqKiIlJQUXFxcCA0NpbGxkb6+PoFHVFRUFGSElJQUvvrqK86fP4+VlRVNTU1cu3YNWVlZPD09BV64v7+f+vp63N3dUVBQ4Pr16/z000/U1tZy4cIF7O3tMTc3R0NDAxUVFfFQ/vTTT8XFMCMjAwUFBbKzs8nPz2flypVUVlair6+PkZER6urqDA4OUlxcTEdHB46Ojm88ZvA3vlNLS4uGhgYGBwdFh8fIyAhfX1+am5uJj49HR0cHExMTAgICCAgIQFFRkby8PIG3k3LBpcCCsLAwrl27JsADVlZWgo4mHRu4ffs2Dx8+xMHBAUVFRYqLi+nt7aWrq4uxY8fS09PDgQMHBAkqNzeXyMhI9u/fzw8//ICFhQX6+vrIyclhYmKCi4sLkZGRTJo0aUhiZ2hoSGFhoSg8ZGZmUlhYiJOTEzY2NpiamiIjIyOEeDU1Nfj6+v4PMVxGRgaZmZno6Ojg6urK7du36ezsxMLCAm9vb+Tl5cnOzubYsWO0t7ezcuVKXrx4QWVlJQ0NDWIn4eHDh2hoaLBv3z4CAwNJS0tj/PjxyMrKEhERwcDAgCDbTZ8+HT09PZSUlJCTk6Onp4fAwMAhiRnAsGHDUFFRQU9Pj5EjR6Knp0dRURGRkZEkJiYSEBBAZ2enEGW99dZbFBQU4OTkxJ9//omampoQMN6+fVtUpR8+fMjIkSPR0dHB1tYWZWVl2tvbqa+vZ8+ePURHRyMnJ4eVlRUtLS0oKCjg6+tLREQES5Ys4eTJk0yePBlZWVnk5OSEhyQvLw8PDw/S0tLE4u3g4CB37tzB2Nj4//jsfxNHR0dHjMtaWVkhkUgYPXo0J0+eZMGCBejr65OamkpJSQmPHj3C19eXCxcusH37dvz9/SktLRUo9dTUVG7cuMG0adNwdXUlPT1dLPGbm5uzYMECDAwMhFRUenkbM2YMxsbGwu576tQpamtrKS4uZunSpbi7u1NdXY2npydXr14Vci9pBbC+vp709HTk5OSYPn36kMStoKCACxcuYGJiIshNt2/fZunSpezcuVMkJn19fXh7e6Ouro6dnR3ffPMNRkZG1NXViR1H6Rx+TU0Ne/bsEZfeGTNmMHLkSB4+fMi9e/dYs2YNM2fOREFBgd7eXrFHuWHDBtLS0sjOzmb69OkkJSVha2sroBwxMTE4OjqSkpIi9kH6+/uBv1Hx0nfuUBxfX19evnyJpaUlenp61NXV0dzczLRp03j06BFnz54VxRDpMTQ05PTp04SHh6Ompoa1tbXA7drY2DBs2DDu3buHmZkZOTk5pKWlkZqaSltbG+PHj2fYsGHMnDlTACGk1KOZM2fyxx9/kJycLHxZioqKyMjIUFBQQEdHB++99x55eXl4enpSWVmJubk5dXV1pKenM2vWLDEGPRSnuLgYZWVlXFxcUFJSoqCgAFlZWRYtWoREIuHrr78We7IuLi4MGzaM+/fvExAQgKamJi4uLtjb22NhYYGdnR329vY8fvwYfX19du/ejYmJCaNGjUJXV5eioiLS0tJ4+vQpsrKytLa2snLlSnJzc6mtrSUtLY2+vj46OjqEQfzGjRuYmppiampKQ0MD06dP59y5c6ioqGBoaEhrayvW1ta4uroKj9VQnPnz54vijqurK/b29qSkpNDT00NhYSElJSVoamrS2dlJZmYmPT09+Pv7891337FgwQKOHz9OU1MTw4cPZ/jw4dTV1dHf309ra6uYxpHSJRsbGwkODkZLS4uOjg4BYJF2RV68eMGMGTM4deoUdnZ2pKamYmlpSX9/P11dXcyYMYOKigquXr3KqlWrMDQ0xNraWhBjpc/M/+b8q+RDXV2dzz77jKCgoP/tz+Li4jhz5sw/+nqysrKkpKSI5ENZWZnGxkZ0dHSQSCTU1dXx9OlTxo4di729PY2NjXR2dnL9+nXCw8Px8fGhu7sbXV1d8SGqqqri1atXNDc3Y2VlRXZ2Nr29vRgbGzNs2DBBxQkJCUFfX5+ioiKx/JSenk5AQIAYyykuLsbCwgJjY2MUFRUxNjYWL5WQkBC6u7vJzMxERUUFFRUVwcp/0ycpKQl1dXVSUlLo7e1l/PjxvHz5EkNDQ9EW1tTUpK6ujpaWFpycnBgYGMDX15e9e/cybtw40fqrqqrCwMAAfX19Tp06JRaCQ0NDMTAwoKurCwUFBSZOnCiq1V1dXfj5+TEwMMCDBw9wd3cnPz9fLGAPGzYMfX194G8hotSXMWPGDHJzc9HU1EQikWBoaEh3dzeenp5DMtvb1taGkpKSaHurq6sL2oOCggIlJSW8fPlSoDPHjh1Lbm6ukGNJMcNGRkYYGhpy7NgxTExMKCkpwdfXV1QupJIzHx8fGhoaePnypSBcaWtrA4h2qhTvKHUpSP0WUsLao0ePCAgIEJVXGxsbgoKCGBgY4M6dO0OWfEi/54aGBtra2rCyshIYv9bWViG8q6urQ0ZGBi8vL2RlZblw4QL9/f1ERkaSn58vKnlNTU309/ejpaXFiBEjKCgoEILBgoICEhISMDc3FzPM0r+rrKxMSkoKLS0tKCkpsWLFCnJycujq6qKoqIhXr14RGhqKgoICiYmJqKur09HRgYqKCtbW1igpKVFUVDRkxmkpxlrqkZBIJAL3XVhYyMiRI1FWVqajo4P+/n7B9K+trSUxMZHQ0FAUFRUpLS0VThoZGRn8/Pxoa2vD1dWV4uJicnJyqK2tpbm5mVGjRolRRk9PT/Ly8nj9+jU5OTkUFhZiZGQk5vLLysqor68XTgqplFCK35WRkUFDQwN5efkhRe2mpaXx7NkzlJSUUFVVxc7OjuLiYrS1tdHT0yMlJYWamhqqqqrIyclBIpEgIyPDs2fPKC0tFYK/9vZ2GhsbMTU1JS8vDz8/PyHlkjpWNDU1uXbtGkpKSlhZWREZGSmQxFJSTllZGWVlZUyfPp2IiAjs7Oyorq6mubkZBQUFGhoaBBzl+fPntLe3o6ioCIBEIiErK2tIPnNdXV3IyckJx4Y0IY2MjERfX5/AwEAePHhAR0cHHh4e2NnZMXz4cHx9fbl69apwNcnJyQn3hZycHJqamjQ2NjJq1CiGDx+OmZkZz58/59KlS+jq6jJmzBgxjpabm0tFRQVLlixBVlaW+vp6UlNThbOmq6uLyspKnj9/jpmZGYODgygqKmJubo66urqg/+no6Ah07Zs+dXV1oussLU5ZW1tjZWWFqqoqOjo66OrqUlFRQWdnJ6ampoJAV1tbi7OzMzk5OZSWltLc3MyaNWuwsrJiyZIlyMjIiM+bra2tEDDr6emJbsGwYcPo6enB2NhYdPWampooLi7GzMwMDQ0NHBwcsLGxwcjICDMzM8zMzOju7hbADalp2s/PT4zqDMUpKirCzMwMNTU11NXVxbSJp6cn8vLywg1RWVlJV1cXampqKCkpER8fT11d3f/ohvX09NDc3ExXVxcjR47k/PnzODg4CJlyY2MjhoaGpKSk4OTkxNSpU4V0T15envT0dIGSbmlpEUmJtBPf0NDAkiVLaGhowMjICB8fH/G+l+5SDtVRUFCgo6MDc3Nz0c159uwZeXl5wr0xbNgwIVi0srLCz8+PixcvCq+O1IwuRez6+voSHx+PhoYGXV1dGBgYYGJiIuh0kyZN4tmzZzx+/Ji4uDiCg4MFClvaBXVzc0NFRQVTU1MqKyt5/fo11tbWFBQUEBkZybhx40hOTkZRUVFg9KXKi//m/KvkIzExkby8vP9tTEaaPf3T4+rqirq6OtnZ2TQ3N9PX1yfQaTIyMpSXlxMQECCsrAcPHsTMzIxXr14RHBxMUFAQ2dnZyMnJ0draSllZGVeuXBHyFWdnZ9LS0khLS8PBwYHAwEAuXLiAk5MT3t7eNDY2YmRkRH19PQUFBbi6uorKqdTVYGVlhY2NDeHh4aLa7eHhQXNzs/jhVFVV4eTkRHV1NUZGRv8mtP/oSC9b9fX1YlwsOjoaJycnfH19sbW1RU9Pj+LiYurq6nB1dUVOTo60tDQhrfH29hbt8ZaWFuFvkJeXp76+XggU/fz8ePfdd0lOTiYtLQ0LCwvq6uqEY+HJkycEBATw22+/MXz4cN59910kEongcUvdLCNHjkRJSYmYmBj09fWxs7NDIpHQ0NAwZA/Jmpoa5OTkhPCvo6NDzL1LK34dHR3U1NSgoKCAtrY2t27dEp0OJycn8vLyaG9vp6OjQ1TCDh06JKR6zc3NZGdnk56ezvz582ltbSU1NRV7e3tMTEzo7OxkcHAQY2NjdHR0RCehp6eHsWPHMmzYMEG9cnNzIycnh08//ZQff/yRgoIClJWVaWpqEpf3oTo6OjqYmZlx/fp1uru7CQ8P5+rVq+jo6JCfn09MTIyQCdbW1jJ58mRR7Tp9+rQw2ktb45cvX8bBwQEHBwf8/f25du0aZmZmDB8+nHHjxlFUVERSUpIw/n700UeYmpri6OgopGdeXl6i/d7R0SEuP3Z2dvj7+2NrayuWvRUUFHBwcEBOTo67d+8OCdoZoLW1laKiIpEAqamp0dTUhLa2tkjajYyMsLOzo7GxkQsXLuDg4MDz589paGhAQUEBTU1N1NXVMTU1Zfz48VRVVbFgwQI2b94sZF4JCQkoKiri5eXFwMAAzc3NdHZ20tbWJnZkLl68iJKSEk+ePBHPDB0dHWRkZKiuriYnJ0fYlqVjIs+fP8fHx4f58+f/j6rvmz5S63F3dzeNjY1UVVVx9+5ddu7ciaamJo8fPyYrK0vIP7u6uhg3bhw5OTlER0czZswYysrKyMrKQl9fn08++YSTJ0+KHZHu7m5cXV0xNTXl4cOH7Nq1i4kTJzJs2DBkZGRwcHCgrKyMmpoabG1tsba2Ji4uDmdnZ3x8fIRPqaGhgeDgYAIDA0lOTsbMzIyMjAx6enpQUVFBR0eHESNG8PnnnxMSEvLG49bd3S2wutKKtIaGBjt37mTNmjXIyspSUlJCc3Oz8M1YWlpy584dYmJiaG9vF1I2IyMjrK2tcXR0xMDAgNjYWN566y0xbiaVBUoTs7a2NoYPH46qqiolJSU8efKEGTNmoKWlJUS4vb29VFdX09nZKbwt2trapKamUlNTg42NDQYGBtTU1ODv7z9k74b09HScnJx4+PAhsbGxKCoqEhAQwJMnT8jLyxMS3WfPnonxsaKiIjQ1NXn16hVWVlbU19eTl5eHubk5M2bMICkpSbxblZSUGDZsGJ6enigrK3PmzBm6u7vFaHhISIiY0U9NTUVeXh5NTU1evHghRqpUVVXR0NDA19eXyspKLCwsKC8vp7OzU+xbGBsbU1dXx4sXL/D29h6S2EkTBuk+i1ROWVBQQFdXFzdu3GDkyJGCEPb69WuCgoJ49eoVFRUVYqeypaWF+/fvc+rUKQwNDRkxYoQQYSYmJgooh56eHiYmJnh4eODn58eZM2dob2/Hzs4OTU1NgQTv7OwkJycHfX19+vv7aWlpQVZWlkePHom9Gukkg9Q/4+XlNSQxg7+X3wHxfJFKLqUuo5KSEuzs7IQYVJqgamtrc+7cOTQ1Nenu7qakpISUlBRevnzJmDFjROG3vLyc5uZmFBUVaWxs5OjRowQHB4u7g5QuKb3rJCQkiMKYo6OjkLh2dnYKx4+6ujrx8fH89ddfWFpaYmJiQkVFxT/6vv9V8jF79mxWrlyJi4vL//Zn165d+8dfr7GxkSVLlvD48WOKi4txdnbG3Nyc7u5uli5dyl9//YWNjQ1ycnJERUXR3t6OoaGhWBRubm5GX1+fgYEBOjs7ha1VivH08vLiyZMnAqk7efJkXr16JVwXiYmJBAcH89Zbb6Gjo0NaWhoff/wxFy5c4PDhw6xbt46nT59y69YtDhw4QEJCAk+fPkVeXp7m5mZhc5XOWkqtsW/66Ojo8NZbbxEfH8/Dhw+Ji4sjPDycb775RszDR0dHiwW23NxcUlJShGwsJSUFbW1tQQDT0dHh0KFDfPHFFygrK7N//35OnjyJq6srS5YsQVtbWyxSFxYWEhYWRkJCAs3NzUyePFlI8B4/fsz27dvJy8sjIiKC5uZmQkJCBNpUOjfo5+cnxGVS+tDcuXPfeNy6urrQ1dXFycmJjo4O4uPjxQJkZWUlvb29SCQSQkJC6Ojo4MSJE+zfvx9fX1/i4uLo7+9HVlaWyspK5OXlRecN/mZ2BwQEcPz4caKiogBISEhg9uzZhIWF8ezZMxITE+ns7MTBwUEkunJychw7dgxFRUWRgJeVlSErK8vFixe5ceMGxsbGdHR0YGNjQ1VVFbt27cLa2nrIXswATk5OHD9+XPz8pcQW6QVVSkjy8PBAXl6enp4egU48ceIEfn5+dHV1ERgY+D/kWTU1NWhoaODi4iISmczMTKZNm8aBAwewsrLCwMBA2OF7e3txdHQkODhYdEk2btxISUkJOjo6xMbGCopIYGAgCxcuxM/PDysrK/r6+oQTY6jOypUrOXz4MKqqqpiamiInJ8e8efOYO3cuJ06cYO3atbS0tODr64ulpSUODg5MnDiRmzdv8urVK1pbW9HX18fQ0JDm5mZUVFTQ1NQUF8N79+4JuVlbWxs//PADdXV1rF+/ngMHDnDv3j3mzJmDh4cHGRkZpKWlMXfuXH799VfS09OZMmUKnp6e4iJUV1eHsrIyw4cPJycnRyS69fX1eHh40NbWNiRxs7S0JCQkhHv37hEfH095eTnOzs4UFBQwatQoJk2aJBalPTw8KC8vR1VVFW9vbxoaGigrK8Pf3x9VVVUSExM5cuQIXV1dxMTE8Nlnn9HV1SX2cKKiopCRkeHjjz9m165djBo1iunTpxMdHY2hoaEwmwcGBpKUlMTnn38OwKFDhygtLRUkv+HDh7Ns2TLWrVuHh4cHjx8/Jjo6WnTshuJIL6KpqakUFxeLC2hnZycqKio0NDSIzlZTUxNJSUmUlpby119/8fnnn2NpaYmTkxONjY1kZ2fj4uKCqakpO3fuRE1NTYyrJiQkcObMGfz8/Hj//fdZt26d+FnY2NhQUVFBZmYmpaWluLi4sHXrVl68eIGMjAyvX7+mvb2d6dOni/+WmZkZFy9epKysjLCwMDQ0NDh58iQdHR0sWLDgjcetu7tbYM6fPXuGk5MTM2fOZNOmTcjJyREaGsr48ePFnLxUxvb48WM2btzI2bNnmThxIl5eXjQ0NPDs2TN27dqFvLw8Hh4eVFVVieJJZWUldnZ2yMvLk5SUxLZt27CwsKC9vZ24uDju37/PggULUFJSQltbm8bGRoYPH05CQgIPHz6koaGBxMREVq1ahaqqqqBTysjIMDAwgJWVFTdu3Biy5MPLy4vY2FiuXbsmLv7u7u6kpaVx48YN3n33XaysrHjy5Any8vJMmTKFhIQEXF1dkUgk/PzzzygrK9PX1ydE0xUVFfz55580NDSI3cfx48djZWXFr7/+ypIlS0hOThajzUVFRVhZWbFs2TI++eQTUlNTxTh8V1cXvr6+hIeHY2xszLx585g0aZJ4Dkpt9UZGRri4uAzZHmVJSQmlpaUCc6ujo8OmTZsICQlh27ZtQtzX0dEh9tzq6urExIq1tTX29vZ0dXVx9+5dnj9/Dvy9EyyRSEhPT0dRUZGamhpKS0upq6vj8ePHqKqq8sknn9DV1cXJkyfJy8tj1KhRvH79mp6eHjQ0NFi6dKmggG7YsIHe3l7mzZtHRUUFP/30Ezo6OpSUlNDS0oKent4/okf+q+Rj5MiR/8d/L21h/dPT1dXFwYMHcXR0ZObMmYJf/95773Hx4kV+/PFHZGVlxe7CggULmDp1KmPHjuXZs2ds3bqVmJgYsXH/6aefsnLlSk6dOkVlZSVHjhyhtraWwMBAZs6cSVJSEl5eXqxcuZLnz58LdJt07CAxMZH9+/cze/Zs7ty5g4yMDG1tbWhpadHU1MTjx49FFWPXrl08fvyY3NxcJBIJU6dO5erVqzg4OPyb0P7juB09ehRtbW0xO9rT08PChQvJzMxkw4YNjBgxgpKSEoHhdHd359y5c3zxxRcMDAwQGRkpcKk//vgjNjY2XLlyhbVr19LV1YWZmRmWlpZUVFQQFRWFjY2NMJrfvXuX7u5uenp6OHfuHNbW1uzYsUPMx44bN46SkhJ+/fVXdHV1uXjxIg4ODgIV2NLSwsGDB8nJyWHTpk1DZjhva2vDyclJPLwTExPR09MjJiZG0C96eno4c+YMsbGxYrRucHCQ1NRUjh07RltbmxAEent7s3btWiZNmsSyZcs4d+4crq6uKCsrC0KOiYkJ7777LnFxcaICU1BQwLFjxxg7dixffPEF5eXlPHjwgIiICGbOnMlbb73FqFGjqKur44MPPmDjxo3Y29sL4ZCOjo4wAw/V2bVrFxUVFSgoKIgK0rvvvsu9e/cYN24ctra25OXloaysLHY9VFRU+OKLL4iJiWHPnj0oKiqiqqpKQ0MD+fn5yMvL8+DBA5YuXUpZWRmRkZGYmpri5uZGfn4+V65cYdu2baxevZrp06dTXV1NQkICNjY22NjYiCKBm5ubcBf4+/vj6+tLV1cXxsbGYuwwKyuL6upqLCwshmyUA+A///kPUVFRLF26FIlEQmFhIXl5eSxcuJC3336b3bt3c/v2bdTV1Wlvb+fIkSNERkYKnOyGDRswMjJiYGAAZWVlCgsLGT9+PNXV1Tg7OzNp0iR27NjBixcvmDRpErm5uXz++efo6Ogwbtw47t+/z/PnzzE3NxcXgz///JOxY8eyYcMGzp49y969e7GxseHTTz/l1KlT6Ojo8PDhQ8aOHSu6HUpKSuLnPhSntrYWWVlZTExM8PLyYvTo0airq5OZmcnevXsFHlMquZKisG/evImzszN1dXUUFRXh4+NDSEgIubm5qKur09nZSW5uLhEREQLVvGzZMi5fviyqtVu3biU+Ph6JRCIKE0eOHOGdd94hIyODt99+W2Bgq6ur+e233wgKCuL06dNcuHABdXV1McqqoaFBYmIiampqQxI3Ozs7Ll++zJgxY9DR0SEpKYmDBw+ip6fH7NmzGTduHKNGjRK4XWdnZ44cOYKHhwczZsxg8uTJAn1uZ2fHyZMnUVBQYMaMGVRVVXHt2jVR9JCXl6eyspKFCxfyxRdf4Onpye+//05FRYXoaD58+JDLly9jY2NDXV0dq1evxtbWlhs3brB7927mzJmDtbU1b731Fra2tujo6AijuLe3N25ubgKT+iZPZmYmP/zwA729vTg4OGBhYUF2djaDg4PIyMgwYcIEDh8+LMayZ8yYgbe3N35+fnz55ZccO3YMFxcXurq6ePnyJcePH2f48OEUFRWxf/9+Dh8+jKKiIh0dHVRVVREZGUl4eDjKyso8evQIHR0d7t69S2ZmJkuWLGHZsmWMHz+e1NRUfv75Zw4fPoyzszMhISE8fvwYHx8fjh07hkQi4eLFi8yePZtFixZhbGzM06dPUVBQeOMxkx5LS0sUFRXp6+tDVVUVa2trpkyZwpEjR8Qo85EjR5g6dSpfffWV2MXdvXs3K1as4OLFi3R0dCAnJ4e5uTn6+vp88803ZGdn8/PPP/Pw4UPKysoEnWnKlCmMGzdOFJglEgm//fab6K6PGDGCzMxMli5dSmdnJ93d3Vy7do3r16+zefNmmpqa0NfXZ9euXSxatIjBwUHU1NSwtLQU481DcSorK1mzZg0jRoygubmZ/Px8nJ2defLkCV988QX5+fmsW7dO7JxWV1fz+eefM2/ePJKTk9m3bx+ysrIUFhYCsHr1ar766ivg7+kYqXz62rVrlJaWim6ch4cHH3zwAcXFxSgpKQnH2O3bt3FxccHCwoKffvqJ8vJyURRTUlIS4JHAwEAsLS2xsrIiLy+P1tZWfv755/+6A/KvULvw9yxuSUnJ/8gOGxoa+PPPP/9ri6t03+Ds2bP09/eLrHPGjBkoKyszbdo0jh07xvjx41m3bh16enpChnfv3j0cHR3ZunUrxcXF7N+/H09PTxYtWkRERAQ9PT3Ex8fzzTffsHjxYvLz81FTU8Pd3Z09e/agpqbGrVu3aGlpwcPDg4aGBsrLyxkcHKSyspKmpiZ6enooLy/no48+Eq3f9vZ2sUR148YNli9fjpqaGsrKygwODrJo0SJMTExQUVF541jAoqIifv/9d0xMTITF9p133iEnJ4cvv/xStGzXrl3LggULqKmpIS4ujqNHj5KWlsavv/5KfX09FRUVwj1gaWlJY2MjEomExsZGgVpbv349xcXFQsjX399PX1+fEFiNGjWKjz/+GCsrK54+fcqOHTvw9vYmNDRUvJgAwsPDKSgoYP/+/ejp6ZGQkMDt27dJT0/H2tqab7755o3HTTq3fOrUKVHdWrduHZ999hnbtm1DX1+ftrY2bt68SUxMDGZmZuzbt4/c3Fz6+vooLCwkNjYWX19f7OzsWL16NZWVlRw+fFigd+3s7DAwMADA2NiYzs5OPv30U3bs2MEff/yBvr6+eBG7ubnx/vvvU1hYKKRBWlpaeHl54e/vz7fffou/vz+ff/45EyZMYNasWdjY2JCSkiIAD1KB0JvGAkqXu11cXEhMTOT69eusW7dOeDvOnDlDdnY24eHhODs78+uvv3L58mUcHR0ZN24cFRUVLF68WEjtnJyc2L9/Pxs2bOD999/Hw8OD0aNHU1ZWxqlTp+js7OTixYvcvHmT4OBgdu7ciYyMjMAKTpo0CRcXF/bv38+VK1f45JNP0NbWpqioCCUlJT788EOOHTuGo6MjVlZWvHz5ktraWrS0tAAElvJNx+3o0aNid6WmpgYDAwOqq6uJi4ujq6uLn3/+mZCQEBoaGjh79ixXr14VSGVtbW02bNjAmDFjaGhoIC4uDhcXFyQSCQcOHGDnzp0MDg6SkpJCaWkp3d3ddHV1CUngoUOHaG9vp729na6uLjo6Onjy5AkWFhYkJCTQ1tZGbGys2Fl7+vQp+vr6+Pj4sHnzZuTl5bG3txeXqqioKPbv3z8kcTM2Nubtt9/myZMnTJw4keXLl/PNN98AiE5pb2+veN66uLjw4MEDTp8+zbRp0/j222/Zt28fxcXF2NrakpOTg4qKComJiaxevZrHjx9jZ2eHpaUlJSUlREdHk56eLooEenp6PH78mDNnzvD69Ws+/fRT/P390dTUZPny5eTn54sF64aGBlavXs3ly5dxc3MjKCgIe3t7srOzuXfvHt3d3UgkEjZs2PDGn3HPnz/H2tpa7KCoqKgwfvx4BgYGcHNz49tvv2VgYACJRCIsyt999x1Lly5l/vz55OXloa2tjbq6Oj09PWKcOj4+ntGjR/PBBx9w9epVKioqmDNnDiNHjiQzM5MLFy7g7u6OiooKioqKKCkp0dTUxJEjRygvL+fQoUMcOHBAuKby8vKoqKjgyy+/FLP20l1Ab29vXF1daW9vZ+LEiVRVVb3xuKmrq9Pa2oqioiL19fXEx8fT3NzMrFmz+OSTT/D39yclJUV03g4ePEhBQQHnzp1j7NixwlekpqbGyJEjcXR05N1338XZ2Zm5c+fi5ubGvXv3qK2txdHRkczMTG7fvo2DgwO3b99mxYoVVFVViWKoRCKhp6cHa2troqOjcXV1FaORbm5uovu2aNEibG1t2blzJ6Wlpdy4cYNjx45x9OhRJk+ePCS/q7t27RIeHldXV6qqqtixYweqqqocPHiQffv2ER4ezsuXL4mOjmb48OF8/vnnfP/990gkEk6ePMmaNWvw8vIiIyODW7du4ezsjK6uLpcuXcLS0pK4uDgyMjLQ19dn6dKlrFq1irq6On766Sc2btxIZWUlubm5KCgo8PXXX/Pw4UOioqI4efIkhoaGtLe3k5OTg4yMDH/99RcAbm5u6Ovr89FHH5GQkICHhweOjo6MGjVqSOL2xRdf4OXlJQrYmzZtory8nBUrVuDu7o6fnx+BgYHExcVx5coVBgYGeOedd4TodcSIEYSEhDAwMEBDQwNWVlYcOnSIt99+m+nTp3PhwgUuXrxIY2MjDg4OWFlZsXXrVsrKyrh+/TqhoaHU1tbS2dmJvb29IKw5OTlhYGDA6tWr8ff3R1lZmaKiIubMmcOePXtEEV66vuDi4oKtrS1lZWVvDrW7b98+jh079r9/MXn5fzXPum7dOjZu3IiSkhIWFhY0NzcLOlVvby+FhYUC8SldQtPS0mLDhg0kJSUxYsQIMWdeVVXFiBEjmDZtGv39/WIHQro0WF1dza+//oqNjQ0+Pj58//33KCgoYGpqiomJCZWVlaKKVVtby9atW7lw4QJ37tzBwsKCwMBAjh8/Tnt7O3fv3mXkyJHIyspSUVGBvLw8wcHBJCUlDQmdIyYmhtevXwvSlvSH//7773PgwAG+/fZbtm7dysDAABs2bCA3N5fBwUHOnj1LbGysGFfz9/dHQUGBe/fusWPHDsrLy9m6dSsSiURUTjIyMnj8+LEYVygpKWHhwoUUFRXx+PFjEhMTKSkpYdu2bbx8+ZLvv/+eI0eOsGzZMurr6zE3N2fcuHG4urri7u4uKEl2dnZs3bqVM2fO8OzZszceM4AHDx7g5uYGgIaGBrq6uvz0008EBQVx9OhRtm/fTlxcHMrKyri7uxMZGUloaChffvklKioqjBgxAh8fHzIyMsjNzSUmJoaOjg5OnjxJWloaGzZsoKOjg7Nnz/L48WPKysoYOXIku3fvZtu2bVRWVuLp6Sm6SXPnzqWqqgpvb29sbGzQ0NDAwMBACAj9/Px4+fIl58+f57PPPhM+CD8/P7y8vFixYgWLFy8ektgpKipy8eJFenp6UFdXZ/To0YSHh9Pd3c2qVavYsmULM2bM4M8//+Tw4cMsXbqUDz/8EAsLCx49eoSPjw/x8fHcuXMHTU1NMfa3bt06pk+fTlpaGjU1NSgqKmJpaYmcnBwpKSmEhYXxzjvvkJ6ezsyZM1FUVCQqKgo7OzsqKiqora3l4sWL7N+/H1lZWWbPno2FhQULFizA2NhYUN4SExPR1tYmKChIVNGH4qiqqnL58mWCg4MJDg4WZuwdO3YgkUhYs2YNycnJQr724MED9u3bJyqA0pFHaQWvtLSUzZs3Y25uzqhRo4iIiGD+/PlYWVkRHx/PgwcP2Lt3LwsXLiQ1NZWGhgbWrFmDiooKv/zyC/n5+dy/f5+kpCR+/PFHli1bhrW1NY8ePSIiIoIDBw4gkUiYMmUKOTk5BAcHM3LkSHExG6pz/vx5du/ezc2bN0VR5JtvvuGjjz7i9u3bGBoacv78ebGEmpWVRUNDA2PGjKGlpUWMSnl4eGBqakpaWhpLly6lvr4eHx8fbty4gYuLi5ATrl69Gn19fTZu3CiobL29vVhbWzNp0iSePHnCzJkz+f7778nMzKSzs5P+/n6cnJzYuXMnNTU1XLx4kb1796KnpyeW9Pv6+ujv7+fLL7+kubn5jcdt+vTpVFZWcv36dSHjPH36NNu3b8fJyQlVVVWMjY2xsrJCSUlJjNleuXKFuLg42tvbMTU1RSKR0NXVRW5uLu+99x5Tp05l8+bNIhlVU1Pj9evXfPLJJzx69IgFCxaIxeJnz55hbW3Np59+CsCxY8eYOHGieA+npqaira3NjBkz8Pf3JywsTBC4zM3NyczM5Ny5c3h5eQ3ZEvCWLVtYtWqVWNyWOoMmTZrE559/zsmTJ+nv78fAwICKigq++eYbWltbeeutt9DX10dfX581a9ZQU1NDVlYWWlpa3Lp1i6NHj5Kfn8/Vq1fx9/cXqHpnZ2daWlr45JNPKC8vR09PjylTpqCvr8/BgwdpbGwURZu9e/dSV1dHbm4u/v7+SCQSli5dSnh4OCtWrGDlypUcP36cgoICQkNDaWtrY/Xq1RQXF7/xuAFiH7K1tZWzZ8+SkJBAQUEBaWlpXL16ldzcXCFP9PT0pKuri/T0dLHPsGHDBiIjI0lLS8PDw4Pe3l4iIyNRVVUVSGtzc3Ps7OxYtGiRIDtJJzE+/fRTsfOnqKjI3r176enpEdMoU6ZMobS0FIlEIkSimZmZ6Orq8uTJE6ytrcXC+/9JI/Gmjq+vL9HR0WLUsaysjObmZuzs7FiwYAG///47zc3NQix58uRJtm/fzrlz54iKimLOnDncunWL2NhYKisr6e7u5syZM7z77rtERESwYcMGwsLCuHfvHq2trYwZM4Zt27YxZcoU/P39OXfuHKampkyYMAFlZWUeP35MbGwsr169IjMzk+joaFpaWpCTkxM7cYmJicyfP1/sMrW1tZGamsqpU6d45513/qvv+19FuL6+nsTERJSUlLh69aqY07916xZWVlb/+Ot98803LF++nHv37gl02pEjRwgLC+PWrVvA33shiYmJFBcXo6KiQlVVFd3d3ZiamrJixQr09PQICwsTRARfX19Gjx7NuHHjkJeXp6amBldXVxYsWMDt27cJCQnh2LFjLFy4kJcvXwoU2ZUrV0hLS+PMmTMsWLCAiooK1NTUGDt2LFOmTBGMbmNjY7q7uwkNDeXEiRPiQXv16lXu3bvHli1b/k1o/9FZvXo1lpaWVFdXU1NTQ3p6Ovn5+ezZs4fy8nK+/PJLbt++TWZmJu7u7vz5559UVlZy584dTp06xerVq0lISKCvr4+QkBC0tLQYNmwY8vLyFBQU8PjxYyZPnoyqqiqZmZnMnDmTiooKEd+rV6/i7OzMjh07uHbtGrdu3aKmpkZQFZqbm8X4jbe3N+Xl5YwePZrffvuNe/fuYW5uLhYiPT098fX1feMxA8SFYebMmUyYMIGqqiquXr3Ku+++K9qtWlpa2NjYCBzqwMAA/v7+lJWVcejQIVRUVNDS0hLVFHNzc5YuXcqSJUtITExEUVERQ0NDNm7ciKqqKpqampiYmKCkpISHhwfDhg1DIpEQHByMnJwc9+7dw9fXl5iYGMzNzamoqKCiooK2tjYCAgLIzc1l7Nix/P777/T19dHU1MS5c+cAhsQKLz1Tp07l0qVLYrRKU1NTyLHMzc1FspWUlCTISPv37yc3N5eWlhZ8fHxYsmQJ3t7eXL9+XSBTW1paqKysZNmyZVy8eJGcnBy8vLxQVFTkgw8+IDk5mS+++EJQj/r7+xk7dqzwxixatIj33ntP4C2TkpLIzc1lzpw5REdHM2PGDNTU1GhtbSU/P5+mpqYh8QZIj1SEJy8vT3x8PBUVFZSXl1NXV4ednR1aWlrU1tZy6tQpMXogXYgvKSkhICAAHx8fEhMTaW1tZePGjSQlJaGrqyscFzExMdy/fx+JRIK2tjY6Ojr89NNPVFVVMTg4yIkTJwQVZ926dWzZsoUrV64wa9YslJSUiI2NJScnB1dXV3788Uc6Ojpwd3dn+PDh1NbWcvToUYH4/G9Z7v9vz82bN7Gzs8PMzIz+/n7S09Pp7e1FXV2dK1euMHr0aNrb29HS0sLd3R0PDw+Bt379+jW9vb3MnDkTNTU1CgsLCQoKIjMzU0i3hg0bhpaWFrGxsRw/fhxDQ0NmzZpFZ2cny5cvF/jIhIQEbty4QWhoKNevX2dwcJCgoCAqKirw8/PDx8eHmpoaAgIC6O/vp7e3l8bGRiFmXbx4MV9++SV6enpDknzcuHGD6OhosrOzMTc3Z9KkSfT29tLR0cGPP/6Ira0tDx484MGDBygqKqKlpUVlZSUtLS0CGfvkyRMKCgrQ0dGhoKCAdevWifnvr7/+Gl9fX5ycnLh9+zaenp58/PHHYhE2KCiIxYsX09nZyePHj/H09GT9+vUEBwfzySefUFNTw/Dhw9HQ0OCHH35g7dq1Yoeur6+PzMxMGhsbUVRUJD8/n4KCgiFJPqSLx1IR4J07d2hpaWHkyJHExMRgYmKCo6MjcnJydHZ2An+LeY8cOcKUKVNEkW7EiBEsX76c1tZWent7KS0tpaqqCiUlJVxcXIQ7ZeXKlRQVFaGiosK9e/dwd3fn9evX9PX1MWPGDF6+fImysjKurq64uLhw//59cnJy0NHREUm0s7Mzly5dEl3lwcFB2tvbhXB1qC7SxsbGdHV1cefOHUE0k0qLL1y4QGhoKLdu3SInJ4eJEycKwMadO3ewsbFh9+7dhISEoKioyIULF+jp6SElJYWZM2cyb948NDQ0xLTE9evXMTExITIykrfffpvq6mqGDx9OTU0N9vb2hIWFkZSUJEb+ioqKBBQoPT1djBMtWbKEBw8ekJSURHp6uhhnLikp+T/uNL+JExYWho+PDyoqKmRmZrJv3z7eeecdwsLCaGtrY8aMGVy6dIm6ujrMzc3p7e1l48aN/Pnnn/T09CArK8v48ePp7u4mPj4ed3d3bG1tOXnyJJs3b+bu3bvY2NgwcuRIamtrsbCwYHBwEBcXF1JTU/H19UVRUZH4+HhSUlIIDAykvb2dkydP8v7775OcnMyVK1cwNjbm8OHDbNy4kXHjxiEjIyMQ3RoaGrS3t5OQkPBff9//6lPp7OwsKoYdHR1ieS0wMJD333//vzacS09ISAiJiYm0t7cjIyNDQkICzs7ONDU1MW/ePABkZGSQkZEhPz8fZWVlNm7cSGtrK48fPxYjQK2trWRmZhIXF8enn37Kl19+SU9PD+PHjxeVZDMzM8aPH88PP/xAbGwsY8eOZdq0aYK2MGXKFJSUlDh9+jS+vr68//773Lhxg7a2NkpLS4XZW3ohlC61z58/H3V1daKiooYMtauqqoq7uzs2NjZkZ2fz4sULCgsLMTExoaGhgdjYWHR0dJg0aRIGBgbCLDtlyhSGDRuGhYUFOjo6tLe3C0dCdXW1ILTMmjULExMTXr16RXl5ueg2Sdt1ysrKuLm5oaysTHNzMy9evMDLy4vz588D4OPjI5byVVVVqa6uRldXFw8PD+Lj47G3t0dHR4fs7GxaW1spLi4ekiVgDQ0Nenp6kJGRobm5mcLCQnp7e/nxxx9Zv349nZ2dNDU1kZmZSXZ2tpC5ZWdnEx8fj4+PD4qKiuTk5Ajh0b179wgMDGTJkiVERUUREhIicJ43b97E3d2dCxcuCIy0jIwMRkZGFBUVcevWLbq7uwWB59GjR2RmZqKqqsrYsWNJTExEVVVVCKhevHhBY2Mj+vr6SCSSIavew99455CQEIGxNTQ0FF2bkpISTExM6O3tJSQkhKamJi5cuICioiKJiYls3boVLS0t1NXVBVHN29ubkJAQRo8eTW9vLwkJCejp6eHj40Nrays1NTV88MEH1NXVieTWzs4OJSUlsrKysLKywtPTkydPnpCdnc2UKVNwd3dHQ0NDLJZra2vT2dlJXFwcVlZWApktXf4ciiNNxouKigSdafTo0YSEhBAREUFRURFTp06luLiY2NhYVFVV8fX1JS0tjQkTJpCeno6Liws+Pj5UV1cLb4K8vDyKioqkp6cLxn9ycjKbNm2iv79fFArKysoIDAzE0NCQFy9eYGBgILwp9+7do6Ojg66uLtFZlu7N+Pn5CVxrZmamkPQN1ens7OTly5eCdW9lZcWJEyfYsGEDpqamnDlzBjs7OwwNDWlpaeH8+fMYGBgIV4W9vT1lZWWCCmRlZYWysjJPnjwhIyNDUMKkBMBFixZhZmZGVlYWjo6OxMTEYGdnR09PD7m5uRgbG1NeXs6zZ8+wsbFh8uTJAu3Z2NhIY2MjdXV1wpMiRchLLedDsbcAf4MhtLW1qa2tpbW1lfr6ejo6Ohg7diwVFRU8ePAALy8v0tPTiYqKEuN4ioqKdHZ2oqCggLOzMwMDA/T39wuio5RMmJGRgaKiIqNHjyY4OJjHjx9z584dJk+eLMSeHh4emJub09HRgb6+Pk+ePGH69OnY2dkBf+/edXV1ERAQQHJyMqtWreLly5fcvXsXXV1dQauUlZXl7t27Q1Kc0tHRIScnRyQ+MjIyHD16lJCQEGxtbTly5AiVlZUEBQVhbW3N8+fPycjIICgoiPj4eMaOHUtmZiYFBQW0trZiampKW1sbXl5ePHz4UHQ9FRUVCQwMJDU1FSUlJQ4dOkR5eTlz584lICAAVVVVzMzMyM/P5/nz51hYWPD48WNMTU3x8PDg1atXXLhwATs7O4qKinB0dERGRoa7d+8iIyODj4+PqOIPJRxicHAQKysrgXkOCwujp6cHX19fIapLTk4WcJxdu3bh7+9PcnIydnZ2+Pj4IJFIxNhWU1MTpqamYpJAS0uLwcFBEhIS6O/vp6ioiMWLF2NtbY2enh5GRkZUV1dz8eJFQdzKzc1l+vTpAsjh7+9PSUmJQP0+e/ZMXKIlEgmWlpYYGhoOScwAzp07x4IFC+jt7UVWVhaJRMKJEycICQkRY7lSE7m3tzfm5uacP38eNTU1pk6dKhJhd3d3LC0tKS0t5fvvv0dfXx97e3tyc3NxdXXFxsaG4uJioqKiUFBQIDo6mtGjR5OSkoKsrKwQQUst9QsWLODu3btoamoiKytLVVUVCgoKogP4yy+/oK+vz7hx4zAxMRF4/f/2/KvkIzc3lw8//JDg4GCmTZvGqlWrmD59Os+fPyczM/Mffz1zc3NhTNfW1hYvTCnqVFFRET09PcF2t7e3p6CgAAUFBWJjY+np6UFOTg4ZGRkGBwcFfrayspLa2lqMjY0JDQ0lLy+PrKwsPD09ef78OeHh4WRnZ4sK1qtXr7CxsUFXV5fo6Gj6+/txcXGhu7ubiooKIiMjUVZWZurUqaioqKCsrExCQoK4UJWVlQmb7FCclpYWtLS0xEOyqqqKqKgo/j/s/XV41Ofe/Y++MjOxiU/c3d0ICRII7g6FUtjthnopLfXu2u5u2TVoaanRIqW4uwRJQkKEkIS468QnnonL+aNX7uv7nJ+cbn5P8z3nOazr6h+FEJiV+dxzv2WttXbtWnHZnzNnDpaWljQ3N4uAtu7ubhYtWkRnZ6e4LA4MDAB/CJQcHR1pbm5GrVZTUlJCdnY2ZWVlZGdnY2RkhJubGz/99BOTJk0S2hgnJyfRydXS0hKe2mMPjo2NDTo6Ohw4cEDkDpiamqJQKBgaGkJPT4+ysrJx4W3s59TX14e2tjZGRkaYmppy+PBhLCwsxAPc0tKCQqFg4cKF6OnpceHCBTQ0NFi2bJmwIL179y6mpqbiImhjY4NSqSQzMxNHR0cMDAxENkNLS4sY6ZeVlSGVSkV4WWdnJ7a2tuTm5uLo6IiZmRk6OjpiPaK1tZXCwkKmTZtGW1ubsOPLyclh5syZ48IbIAIiOzo6aG1tZWBggJGREXp6enBzcxMfPoODg0LI1t3djYGBASMjI4SHh6Orq4tUKiUgIAAHBwf6+/vR1tYWuQhdXV3U1dXR2dlJeHg4hoaG5ObmimnT8PAwJSUlXLlyRXR0du/ejVQqxcfHh+DgYLS1tWlububGjRuYmpoyMjJCYWGhyCsYsy0cr+JjZGQEfX19XF1dMTIywt7enokTJ2JgYICrq6swJZBKpUKv4uHhwb179zAzM0OtVtPc3CwEnWP24GMWuWNWvXK5XNjSjiUhj6XdBgcH4+zsLHaLL168CPyxLlFbW0tjY6P4N/r4+FBWVoa5uTltbW3o6+vj5OSEhoYGJiYm48IZQExMDDKZjOrqahQKBd3d3XR1dREWFsaNGzdwcXERVsJjwm9fX1+qq6sJDAxELpczMjKCqakpJiYm4nx2dXVFT08PlUqFvr4+ISEh9PT0CE1XQUEBGhoaNDc309fXh46ODmvWrCE8PJzh4WHi4uIoLi4G/ggtlUqlODo6iqnKjBkzqKioQCqVYmBgIPJoxs7ZvxpjHdKxKWlubi4AhYWF1NbWkpiYyMKFC2ltbaWrq4v29nbs7e1RKpUioNbOzg4jIyP6+/tRKpX09fWRlpaGjo6OcBIby1IpLS3FysoKLy8vEhMTAWhvb8fV1RV3d3e6urqIjY3ls88+Y3R0VDyfWlpaBAYGcu3aNdEQGBoawsLCAjs7OwwNDQHGLRm+s7OTBw8eAGBnZyfWf6ytrcVat7e3t/jaMa2nQqFAT09PuEw1NjaK5sy5c+ewt7cX1v0GBgZYWFhgb29PZmYmtra2JCQkoFAoKCkpwdraWqRFBwQE0NjYiI2NDSUlJfT19eHk5ISlpSV9fX0YGhqSlZVFa2srV65coaOjAxcXF/T19XFwcBA/l/GApaUlJSUlODk5oa+vL5pSN2/exNvbm5ycHJHlMjIyIjKF/Pz86OjooKWlhZaWFpGT5evri6OjI66urnR2dopnXCaT4eHhgZ6eHlZWVhw9ehRTU1N6enpwdnZGrVYTHx/PwMAAU6ZMISIiQjQMJRIJEokEV1dXkpOTuXr1Ku7u7iLoV6lU0t/fj1QqHRfHUkDoysYavLNnz+bkyZPcuHEDIyMjkdUxpmUZu/M1Nzfj7u5OY2MjCQkJdHd3I5fLycnJobCwkFmzZjEwMCBWuRoaGqiqqmJ0dJSIiAjhBFZZWYm+vj5yuRxra2u6u7uFKc/169dpa2vDwcFBGEH4+Phw6tQpUlJS8PLyEhrNpKSk/8jg4KEsS1555RVGRkbEQzc2jr116xZPPPHEf/z96uvrMTExEVaEhoaGKJVKsedcX19Pd3e3uCwvX76c/fv3U1lZKUIFx97IGhoaxMTEcOfOHezt7UUooY+PD3Z2dmRlZSGXyzE2Nmb58uVUVVVRWFiIRCJhaGiI27dvixGeg4MDZWVl4kJ59epVvL29WbhwITKZDBcXF1pbWykqKiI+Pp5r164xMDAwbum/lZWVIpejr6+P0dFRcanu7u4Wq2RSqVSksj/33HPEx8cTEhJCS0sL/f39mJqaIpPJuHjxIqmpqcIf+ty5c6SmpopDISkpidu3b4uE6DFxnlqtJjQ0lEmTJlFeXi6KuUuXLlFXVyfs18ZE/lKpFGdnZ2pqasSlQk9PT3TE/mqkpaURGxsrBFMGBgZYWlrS1tZGUlISdXV1DAwMYG9vz7Rp01i2bBkvvPACra2tuLi4oKmpKaYO2traNDY2ilTZ8vJybGxsSEtLIzExEU9PTxYtWiQKNCMjI8LDw+nt7SUzMxNNTU1mzJiBp6cnhYWFXLlyBSMjIx577DGio6O5d+8eixYtEpOSgoICtLS0CAgIwNDQkN9++21cXZvG1ufi4uKIjY0lMTGRlpYWqqqqsLKyorGxEVNTUyQSCXK5nHXr1mFhYYGrqyuxsbE0NjbS0tLC8PAwVlZW2NvbU15eTkVFBdu3b8fR0ZGioiKuXbuGXC5n1qxZ4iCeMWMGW7ZsYe7cubi7u+Pi4kJfXx8SiQRjY2MhUJVIJJSVlVFWVkZGRgZKpVI45T148ID79++LsKvxwvDwMCYmJkyYMIG1a9eKTtfhw4exs7PD2NiY3NxcVCqVyFcoLy/HwcEBTU1N/Pz8xDpkaWkp+vr6hIaG4uHhIYqE6upqGhsbsbKy4ty5c/zyyy/C6cTS0pKhoSFyc3Oprq4G/uhAymQyNm/ezNq1awkLC8PDw4MZM2Ywffp0Tpw4gUqlQqVSCTMOfX198vLyxo23mTNn4u7uLkLexty9kpOTOXXqFD4+PpSWlnL37l26u7sJCAigra2Nzs5OYeU8adIkFi9eLJowHR0dyGQy3NzcqKmpwcLCgqVLlxITE8OlS5fYu3cv9+7dIyEhQTQPampqmDp1KoODg2KdV1tbWyQOBwcH4+/vL7q2r7zyigiTCw8PR0dHh8bGxnHjTUNDg5KSElJSUqioqBCXi7S0NHJyctDU1GR4eBhjY2OcnJwwNTXFycmJwsJCEVg2Zh+up6cnghRramqIi4sTU8WamhpSUlLo7u5mxYoVdHZ2ir38sWAzb29vBgYGaGpqori4WOR7jOXd9Pb2Ehoays2bN6mqqsLCwkJcMkNCQpg0aRILFy4cF97G7E7VajXwRwEy9t4pLy8XuSRSqZSqqio8PT3FtGNMpyKXy0X2RFRUFENDQ8JKfGxzw8TEhPb2dqRSqXChDAsLo62tjcLCQm7dusWhQ4fEuTb2/s/Pzxd2z4sWLRI/p4qKCtFo8fPzY2RkRIStjheMjIzo7e3F3NwcFxcX5HI5urq6/Pbbb5SVlfHTTz8RGxuLRCIRk8kZM2ZQU1PD/PnzaWtro6Kigvj4eK5cuYJUKmVwcFC4z/n4+DAyMsLIyAiRkZEEBgYyf/58Dh06xMDAAENDQ6jVauGWpauri6urK9OnTxef12PmCV5eXjg6OlJQUIBCoaCmpoba2loyMjI4evSoyN4YDzz77LMUFhZy7tw58vPzRYbLmHbF09NTFJf79+/n9u3bxMTEoKurS0FBAenp6WRlZXH//n2SkpLIz8/H2tpa3I29vLyoq6sjPj6eiooKurq6xHro+fPnyc/Pp6mpSWhcOzs76evro7e3VyTKj7kNmpmZkZeXh4eHBwqFQgQmd3R00NTU9B818x5q8mFmZsbXX38t/n/69OkkJSWJSvw/hb6+Pm+88Ybo0GRkZIjUbolEQk9PD3Z2djQ0NKCjo4ORkREzZ84kICCAJ598kq+//hq5XM7du3eJj49n27ZtvPbaa8yaNYvS0lK6u7spLy+ntbWVgIAAETyzYcMG1qxZg5mZGVOnTmX69OlcvHiR3Nxcvv/+e2QyGd3d3fz73/8WaZNff/01//73vzE3Nxde8CqVCgMDA5ycnIQIcTxw+/Zt4uPjWbJkCaGhoWKd5M6dO8TGxuLk5MTJkyeZNGkSQUFBaGpqoqOjQ05ODtra2kRFRWFjY8O9e/f47bffKCoqYmhoiBMnTog3ukKhEEnpvb29PPHEE5w5c4aBgQG0tLSEvkOpVLJy5UqqqqqorKzk9u3bmJmZiYT0HTt2IJFI+Pzzz4Wl7JgNq46ODu7u7uO2ztHd3Y2trS2amprU19ezb98+IiMjsbW15W9/+xu5ubkEBwfT0tJCZmYm1tbWeHl58c4771BcXEx1dTWDg4OYmJiIRNuxdNfR0VGWL19Oenq66FCsXr2aCRMm8M0333DgwAFWr17N3LlzKSkp4cCBA+zcuZPg4GBu3rxJd3c3ubm5KBQKYcdrZGREd3c3xsbG7N69m8HBQUxNTcW64XitcsAfu+RjQX0+Pj7C73/btm28/fbb/P3vf8fFxUXk8IylIyclJSGTyfj666+ZOXOmKNqampqIiooSHcTGxkakUikLFixg69atDA0NieRpCwsLQkNDsbS0JCoqClNTUyorK/Hx8eGbb74B/rjk//777/z6668APPHEE6JrplKpaGlpwdHREYVCQWxs7LhpF8Y82CUSiXBC2rt3L8nJyUJ8/uOPP2JkZMS0adPw8/Njx44dPP/887S1teHr64u2tjZSqZRbt25x8+ZNjI2NhYjwlVdeIS8vj5KSEkxNTZHL5YSHhxMREcGNGzd46qmnKC0t5ezZs8JWcXh4mNraWiorK2lraxMd7T179nD69Gnkcrmwhm1qahJnqLa29rhwBohzd9KkSejp6eHk5IS1tTXPP/88165d48033xTTnYaGBmJiYoTgu6qqisHBQbq7uykqKqK+vl7oP1577TUiIyMZHBzk1KlTVFdXs3DhQqZPn86+fftYsGABkZGRmJiYMDw8zM2bN/nnP/9Jd3c3t2/fJjQ0lGXLllFTU0NfXx9qtZrU1FTs7OwA6OjoYP78+WRnZ5Obm8uECRNYtWoVzc3N42JGYmxsTEBAAEqlEmtra5EZM3ZZ0NfXR0tLCwMDA6ZOnUpDQwPV1dUiJXos8C8/Px+JRIK2tjZLlixh3rx5vPjii7i7uwsjBDc3N6ZOnUpMTAxz5szhk08+4ciRI+jq6tLf309lZaVweBvTnYzprVpbW2lqamLdunV8+umnPPHEE2RlZZGQkEBiYiK//voroaGhvPPOOzykMed/hIULF9LS0kJeXh55eXki2fmtt97ihRde4NChQ1y+fBk7OztsbGzQ09NjxYoVLFq0iDt37jB16lRsbW3Jz8+noKAAOzs73njjDaytrcnKyuLcuXPs3LkTPT09XFxcsLa25sqVK6xfv56uri6eeOIJ9PT0hMPazz//zJIlSzh48CBPPvkknp6eFBcX89tvv+Hl5cXEiRNpamri1VdfpaqqipqaGhISEpBKpcTGxvLjjz/+5ZyNoa+vj/nz5yORSFAqlQwODtLf34+Ojg6///47TU1NWFhYoKWlRVVVFTk5OVhZWXHmzBmuXbuGl5cXkZGRFBcXc//+fZHndObMGRITE7G3t0dbWxszMzNycnLIzMzk008/JSwsDKlUipeXFxUVFbS2trJixQqSkpI4ffo0169fZ/78+XR2diKXyzE3Nyc3N5dJkyYxc+ZMXnzxRdrb21m1ahVNTU0kJiaOm4EL/DFB27x5s7ib/fzzz3R0dPDtt98yd+5cUlNTcXJyYubMmUJH2dnZyT//+U8++ugjZDIZ3t7eTJw4EalUysGDB3nhhRe4cuUKUVFRxMbGEhkZiZWVFYcOHRINO319fR48eIBarSYoKIiJEyfS1dXF999/j52dHcuXL8fDw0PcO9599102btxIfHw8Tk5O+Pn54e/vj6mpKQ4ODnh4ePxHCecPbbX7/06evr7+f+z9/r9ajX3wwQf09vayb98+zp8/j7+/P3V1dcyaNYuGhgZeeeUVGhsbOXv2LGq1WlxM+vv7uXDhArW1tcJPvaysjH/961+88847KJVK9u7dS1xcHNevX8fDw4OPPvqIw4cP09fXx/fff4+9vT0TJkxg4sSJ2NjYcO7cORwdHenv7ycoKIjt27fT0tIidBOOjo68+eab/P7776xbtw4vLy8GBga4d++eCETas2fPX24LmJubS0pKCqOjo8Ipwdvbm66uLvLy8vjkk08YGhri8ccfZ926dRgbG6NSqWhqakKlUmFtbY2Ojg4WFhb09vYKTvz8/ERBYWlpSXh4ODY2NsJcoLu7m1u3bvHrr78KF6KOjg4ee+wxERhla2uLt7c3ZmZmVFZWsn//fjIzM2lra+PUqVNs375d2DA+ePBATBPGw2r35s2b7N27F11dXaZPn05UVBStra2sXr2a7u5uTp8+LeyLx+wi09LSCAwM5NKlS7z00kt88cUXPHjwAEtLSyQSCdHR0bS3t7Njxw7effddvLy8kEqljI6OMjIyQlhYGE8++SStra0MDQ0RHR2NXC7n3r17vPHGG7z22mt89tln6OrqcubMGSorK5FKpRgZGfHFF19w69Yt3n//fZ544gkiIiKIjY3lwoULPPPMMxw6dIjvvvtuXGwB4+LisLCwwMfHB6VSSXJyMs8++yyBgYHCk37s/TTmGFNcXCxW13bu3Mny5cuZOHEiKSkpPPfcc8ycOZPs7GxCQkIwNzdHS0uLiIgI/P39+fDDDwkNDUUikXD8+HHefPNN6uvrqaysZMKECZibm/P7778TExPDokWL6O/vF+/xnJwcvvjiC5qammhoaOCnn37CwMBAFJ4aGhpYWVmNC2/5+fncu3eP7OxsUWCNNSxkMhltbW2UlpYye/ZsNm7ciLm5OQcOHKCzs5MbN27w0ksvYWZmRkpKCpWVlaxYsQKVSiWc9QIDA+nu7kYikWBmZkZxcTGffvopycnJODo6smPHDpGyPTYNLSsr44MPPmDDhg3Y2NiQlZVFamoqUqkUOzs7zp07R2ZmJkePHuXatWvk5ubS1dUlcmnGg7esrCxOnTol0pMrKytxdHTE3t5eOJpdvHgRpVIJIHJd3nvvPX755RcyMjLw8vIiNDSUtrY23nvvPdrb29m0aRNubm4YGxtjZmZGSUkJZWVlvPXWWzz33HO89NJLYu2ysLBQpE1v2LBB6GIqKyvx9vamubmZnJwcscYZExPDDz/8wBdffIGGhgb3798nLy8PAwMDgoODxTTgrzzj+vr6yM3NpaenBxsbG6RSKZs2bSImJobffvuN1NRUvvnmG5ycnHjsscewsbHh8OHD3Lt3D2traywtLcUUQktLix9//BE9PT02bNhASUkJzzzzDGfPnhVbAvfu3eOtt96isLAQJycnuru7yc7OFhbIa9as4dlnnyU5OZm+vj7eeust7OzsaGpqYmRkhOvXr7NhwwbWrVtHWVkZkydPFu6WUVFRxMfH/6X2zmO8bd26lfDwcObPn8/w8DDJycno6uoSHx/PJ598glKp5NatW2IFytDQEA8PDwoLC2loaBAOkmNn3JUrV1CpVPztb39DrVYzNDSEl5cX/f394ln+9ttvyc3NpbKykps3bzIyMoK3tzeurq5CxymXy3n22WcxMjJCpVKhVCopKSlhz549Ih9jy5YtGBsbM3PmTIyNjTl8+DDbt29HpVKNy7P66quv8t577xEcHCxcQ11dXbGysmLhwoVMnjwZLy8vSkpKhG5mwYIFTJ8+nZ07d3L8+HH09PREqvalS5c4ePAg9vb25ObmcufOHeCPgjU+Pp64uDgRFjhp0iQuX77M1KlTCQwM5PLly+zdu5eZM2eyZs0aoXMyMTHB2dlZ6Ilff/113nvvPf71r39hZWVFTEwMZmZmxMfHM3Xq1HHh7bXXXhOBvXp6etTX13P8+HFu3brF9OnTuX79Os8//zxLlizBwMCA/Px8iouLWbVqFUePHqW+vp74+Hg8PDxYtmwZXV1dfPrppyxcuFCIwJcsWSLMbcbWtnNycoiNjaWkpASVSoWHhwcLFiwgISGBu3fv8s4777Bx40YaGhq4desW8fHx1NTUoKenx/PPP095eTmHDh0iOjqanp4ezp8/j5ubG7t37/5TvP2p4mP//v1iLz06OlrY6VZWVvLqq69SUFCAtrY269at47XXXvvTRcgY+Q0NDRQWFmJoaIiJiYkIe7GxsaGsrIwPP/wQLS0tNDU1xeWhurqaiooKjhw5AvyhQxlb48nNzcXX15esrCw2btzIgwcPCAoKorm5mdOnTxMQEMAbb7xBbGwsR48eFas3S5cuZfPmzZw/f57e3l5u3brFihUryM7OFrawGzZs4MqVK2LE/vHHH2NlZUV0dDR+fn5IpVI6OztFV/yvPCjHUsuLiopISkoiLi4Oc3Nzbty4wfz583nmmWc4ffo0mZmZ6OvrExMTI34+CoWCtWvXsnbtWnR1dblz5w7Dw8M0NDTw7bffcvz4cU6ePImBgQHGxsb09PQgkUgIDAxk27Zt6OjokJKSIr5Xd3c3N2/eFJ78Hh4e9Pf388svv5CTk8Nbb71FVlYWzzzzDC0tLXz++eekpqaKNbVFixaJvfS/mrfvvvsOExMTIiIi6O/vJz8/n6VLl1JYWEhlZSWRkZHs2LGD6upqpk+fzrJly/joo4+wtbXlgw8+IDExkaSkJMLDw0XHau7cuZiZmfGPf/yD7u5uzp8/T09PDzNnzsTb25uCggKqq6tJS0ujurqal156iQULFlBRUYGWlhYxMTG4u7tjZ2fHggULcHFxEbv7gYGBLFmyhPXr12Nra0t0dDR5eXnExcXxyiuvMDAwwODg4LgclGlpaeTl5eHr64tMJiMpKYmhoSFeffVVkUvR0NBAS0sLbW1tSKVStm7dyrp169i3bx/6+vocOHCA9PR0FAoFUVFRQhRnaWmJlZWVsPesq6vDwMBAOGj8+9//5ptvviElJYWAgAA2bNhAUVER+vr6dHR08Mknn/Dmm2/i6OhIV1cXNjY2fPXVV2zcuJG1a9diZmaGl5cX3d3d1NfXs3TpUlatWjUuvO3fv5+QkBAePHhAZWWlyCmxtLTE0NCQiIgIqqqqRDClVColLi4OHx8f1q5dy6VLl/j111+FQLWiooIrV66wePFitLW1mTFjBra2tmLd7+9//zuHDx+mo6ODzz//nMDAQLKyshgeHhZuTiUlJTg6OvLZZ5+Rnp5OX18fxsbGWFhYiNWFRYsW8cknn1BYWMgTTzzBypUr2bVrF88///y48Kavr09hYSEHDhzA0NCQJUuW8NJLL/H111+zdOlSdu/eLYTkKSkpbNmyBSsrK/Lz8ykpKeHEiRPExMRgbW2NWq1GR0eH119/nePHj/Pdd99hZGTE8ePHaW9vZ/369axcuZINGzagVCr5/PPPUavVxMXFYWRkxKZNm8jMzCQ4OJjm5mb+/ve/s2PHDlpaWvjtt9+wsLBg06ZNbNu2DaVSiaenJ3PnzhUuQCYmJhQUFLB27dq//IxLSkoS9p1jYYKXLl2ipaWFrVu3Ymdnx7Zt2ygrK2NoaIisrCz6+voYGBhgy5YtQis4ODhIS0sLSqWSY8eOYW9vz+zZs5k6dSra2trU1NQI6+yzZ8+yfPlylEolH3zwAY6OjvT09DAwMCBywU6cOMEXX3zB1atXMTExYd68eQDMmzdPWOCPPfc9PT1kZ2eTlJSEhoYGn3766V/O29dff42Liwuurq6Ul5dz8uRJqqureeqpp3BycmLHjh1oaWkxf/589PT0+Pnnn3F3d2fevHns27ePdevWiTW2sTyp9evXk5KSwvDwMN7e3sJ57f79+6hUKk6cOIGPjw/GxsY88cQTpKamsmfPHlpbWzl27Bhr165l48aNdHR04OzsTHBwMFZWVhQWFrJnzx7Wr18PQE5Ojvi3GxoaYmBggJ6eHkVFRePyrHZ3d5OTk8Ply5dpa2sjICAAExMTBgYGePXVVzl58iRtbW1MnTqV4OBg2tvbMTc3x8HBgVWrVnHu3DnCw8OZNGkSurq65Obm4uTkxI0bN0RmU3x8PN3d3cybNw8tLS1sbGy4f/8+hw8fZsqUKURGRoospLfeeostW7awZcsWrK2tGRoaEp/dQ0ND6OjoiKybwMBASktLAfDx8RENmvHgLTExETs7O0xNTbGxsWF0dJQ33ngDXV1drl69yrRp0/jggw84e/YsCQkJPPvss1y5coXt27dTUFDAhAkT+Pnnn1EoFERERLB3717u379PS0sLt27d4osvvuDUqVO4u7uzdu1alEolL7zwAkqlUoR9dnZ2olar8ff3Z8mSJaSmpvLUU09x//59vL29xZn666+/4u3t/V+afHPmzBGp9IODg7z11lv/fcWHl5cX4eHh7NixQwSntba2smTJEpqbm4mKihLOIMuWLWPz5s3/EfkHDhzg7t27TJw4UfhE19XVce/ePT7++GOcnZ3JyMgQCbGhoaGsW7eOrKwsJk+ezKRJk4iOjqaoqIizZ88ilUr56KOPOHjwILt27UJfX5+2tjZu3LjB0aNHRUz92L5cTU0NRkZGNDU1cfz4cczMzMjNzeXQoUOkp6dTW1uLp6cn/v7+tLW1ceHCBf75z39y8uRJvL29UavVnDt3jtjYWKZMmSK8pf/qg9LR0ZEPP/wQTU1N/P39sbCwwMjIiAsXLnDixAk2b97MsWPHCAkJEb7vZ86cwdXVlcWLF5ORkUF5eTl1dXU4Ozvz0ksvMWnSJIyNjYmNjeXLL78UF0RjY2Nu3brF3LlzOX78OOfOnQPA3d2duXPnsnr1amQyGWVlZTg4OFBbW8tXX30lChQHBwcmTJhAZGSkSFUeu2xKpVKcnJz45ptvxqW7NRYKZmZmhpaWFtnZ2Xz22We89dZbjI6O0tTURHJyMvX19VhYWDBp0iTMzMwYGRnh9ddfp6Ojg9DQUBQKhcij+PLLL3nttde4dOmS2KucOXMms2bN4sMPP8TMzIz169eL4D07OztmzZqFXC4X3Ye6ujq6urrw8fGht7cXe3t7Pv30Uy5evIivry/PP/88MpkMfX19lixZQlBQEB988AEHDx6kra1tXA7K0tJSbG1tcXBwIC0tjd9++40JEyZgYWGBsbEx//znP+nq6mLt2rXY2Njw7bff4ufnx4kTJ2hqauLLL79k7ty5dHd3U1xczLx58/jiiy/w9fXl+++/55dffhGrPra2tnR2dnL48GEyMjJYsWIFTU1NVFdX4+DgIIo/gA0bNrB48WIePHhAXFwc7e3tTJ8+nYkTJ4qp6JUrV9DW1sbW1pauri7S09P5+OOPx4W3AwcO0NXVha6uLl5eXsTExGBsbMz3339PYWEhNjY2rF69msrKStLS0hgZGeH06dNER0djb2/PpEmT+OGHH2hubmbixImYmZmRlJTE4OAgDQ0NInleJpPh6OjIP//5T3bu3MmuXbuor6/nqaeewtDQkKqqKpqbmzE3N2fBggVs376dDz74gIyMDLEaN3v2bDo7O/H392f69Ol88MEHGBoaigtNdnY2ERER48JbUVER33zzDdOmTcPOzo7k5GQcHBzYs2cPN27c4JtvvmHx4sX4+PigUqnIzs5GKpWyb98+/Pz8mDZtGlOmTCEhIYGDBw/i5OTEpk2bhID32LFjREVFMTIywpUrV3B3dycwMJDJkyeTkpLCwYMHhRHKmBPg2B6/ubk5KpWKgYEBOjs7KS0tZevWrbz33nvo6OiQl5fHxIkTeeKJJ4Q2curUqbzwwgt/+Rk3tuZz48YNKisrcXJy4vnnnyc2NhapVEp2djZz5szBzs6O3t5eCgoKePnll+nr62Pz5s0UFRVhY2NDT0+PaCw+8cQTuLq6oqmpye7du4XQf2hoiN9++41//OMfODk5sXXrVh5//HGuXLnCsWPH0NHRQSKRiCyPjo4OkpOTsbKywsXFhbKyMuzt7dmzZ4/IJnjppZeYP38+/f39VFdXc+XKFWJiYv5y3k6cOIFSqaS2thY3NzfCw8N58803AYSdv66uLnV1dZSUlNDW1sb8+fOZOnUqb7/9Ni+//LJY6bx27RoGBgaoVCoqKys5fvw4KpUKT09PHBwc6O7uJjk5md9//52AgABmzZqFjo4ODx48wMDAgHXr1tHQ0ICbmxvFxcUkJiaKC/JYtlhXVxdSqZQZM2YITWxNTQ2VlZXMnj2bCxcu8O67747Ls5qdnc2uXbsIDg4mODiY6upqbty4wU8//cTvv//OnTt3eP3110lPT6eyspJnn32WJ554Al9fX3bt2sUvv/xCdXU1ZmZmODg4oK2tLfLkRkZGePrpp8nJycHBwYGFCxfyySefiLNh7dq1LF68mIqKCqGlDAsLY8OGDQQHBzNjxgyuXLlCT08PPj4++Pv7Ex0dzdNPP821a9coKSlh//79NDc34+joiI6ODhs2bBgX3u7cuUN3dzexsbFYWFjw3HPPkZOTQ29vLw4ODpw8eRJjY2OxJl9cXMzg4CCDg4PY2dmxa9cubG1tWbduHfPmzaOtrY3Y2FjeeOMN0tPTRahieXk5mZmZxMTE0NTUhK6uLq2trXh6epKVlUV/fz9hYWG88847ODg4YGRkxMjICJ2dncI0aHh4mLy8PGEPPGYidOPGDXEH+frrr//7QgbHtA6mpqbi19566y1UKhVPPfUUb7zxBgAvvfQSzzzzzJ8uPsYQHh7O6tWriYuLIykpCU9PT1avXk1ERATa2tpkZmYKm0epVAr8kW3wyy+/8MknnyCXy/H19cXX1xdLS0tqamq4fPkyFhYWfP755+jo6LBs2TKWLFmCiYkJX3zxBYsXL6a8vJzvv/8eIyMjSktLyc3NZXR0lHfffZennnqKH3/8kdu3b7N69Wo0NTVpbm5GW1ubgwcPMn36dD7//HMxCrW2tmbevHlIpVKOHj06LgK5999/n4qKCnR0dNDW1sbExIT+/n6OHj1KQEAAenp6PPvss2hra1NbW0tDQwOvvvoqg4ODXL16lUmTJqGpqSkCHeVyOXv27CEvLw+ZTCYCo3R1dTE3N2dkZIQ7d+6QkZHBl19+SX9/Pzk5OcLLe8+ePWRnZ7N161YiIiLYsGGDcONwdnamoaGBI0eOMGXKFBQKBf39/QwPD2NmZoZMJsPX1/cv5wwgPz+f7u5ugoKCcHNzE50oMzMzvvnmG5qbm9m0aRODg4PcuXOHq1evsnPnTq5du8bSpUu5ceMGzs7OYh1NW1sbiUQiunojIyNcvXqV0tJSzp8/T39/P9u2bUOhUODo6Ch818d4tbGxQSaTsWDBAnbu3Cms/hQKBb29vWRnZ1NfX8/27duFSNHGxgYjIyNeeuklsrKycHR0HBfuiouLOX36tNgFdXV1RaVSkZSUxBtvvMH8+fPx9vbG2toaXV1dvvrqKz766COWL19OXV2d8FAfu8geOHCA27dv88ILL/Dll1/y1VdfCUcgGxsbcejNmDGDsrIyWlpa8PT0pL+/n7feegsTExO+/PJLGhoaRLBZSUmJECd3d3fz7bffcubMGfbt28eMGTOIjo6msLCQ+Pj4ceEMwNzcnHnz5hEbG0teXh62trbs27ePyspK9u3bR01NDV9//TWDg4NYWVnR3t6ORCLh+vXrHD58GD09PeF8Y21tTVBQEL6+vtTV1Yk8Dg0NDbS0tAgKCmLjxo2o1WrWrVuHQqHgwoULVFZWYmBggIeHh3jPhYWF8cMPPwAIYXVWVhZqtZpTp06JD5/IyEg0NTWprKx8KF3fw8LPz4+dO3eKhG0fHx/x/jE0NBR7yomJiahUKuCPQvT999/H39+fkZERvvnmG6FLam9vx8fHhw8//JD169djY2NDe3s7JiYmBAcHk5qayoMHDzh48CCRkZFoa2uLROWIiAh+++03NDQ0WLRoEQCJiYno6enh6uqKlpYW//jHP1i+fDkFBQU89dRTaGpqimyVN954QwiZ/2rs378fS0tL/P39USgUtLa2EhsbS0tLC+Xl5Sxbtgx3d3fy8/OJi4ujtbVVZB3FxcXx/vvvExsbi1KpRC6X8+9//5uRkRGio6NFtoe/vz+amprk5ubi4eHB+fPneeKJJ0RHX1dXF09PT/r6+oiJiaG6upqEhASmTZvGpk2bSExMJDMzkzVr1nDp0iVef/11SkpKsLW1RaFQcOXKFfbt24e5ufm4ZHwABAQEYGpqysyZM/H398fOzg4HBwcKCwt599138fHxITIyks7OTjIyMigtLeWpp57C2tqajz76SHzt4OAgurq6NDc38/TTT3PkyBHy8/NxcnJiYGBArDBGRESgq6vLuXPn6OrqoqioiOzsbHR0dLCyssLX15fc3Fw++eQT3n33Xbq7u8nPz0dbWxtPT0+8vb3JzMzkwIED/OMf/yAhIYHR0VFmzZpFWVmZeJ+OB6ysrFi2bBkmJiZig2Xp0qXY2NhgaGjIihUrGB4exsPDg76+Pj7++GM2b96MpqYm6enpbNq0iaysLG7dusW1a9ewtLTkiy++4Mcff6Srq4tr164xMjJCbW0tmZmZGBsbc+LECYaGhrC0tERLSwsHBwdhr/vuu+/y7LPPYmVlhaWlJevWrSM+Pp6ioiKhOVIqlRw5ckQI/xsbGykrK2P+/PnjxtuYPsjc3JzR0VHefPNNent7mTdvHpqamkRFRWFmZoaRkZHQvyUkJKBSqXBycuLjjz/m6tWr3L17F4lEgpeXF1ZWVnzxxRf09/dz5MgRJk+ejKamJgMDA1haWnL27Fm2bt2KiYkJR48epa6uTtiI6+vrk56ezurVq/H39+f69esivy04OJjCwkK0tbVRKpUcPnwYT09Pnn/+eSorKyksLPzTr/tPFR9+fn7/pfA4d+4cCQkJ+Pj4sG3bNvHrcrn8oWwYQ0JCSElJIT09nbKyMjQ0NFi7di3p6emUlpYSFRWFv7+/cMxIS0ujoaEBPT09qqqq6O7uJjExETMzMzQ0NISw0NzcnMrKSjFqKygoQKVS8eyzz2JpaSlSaE1MTERHcMwS7ubNmyJvYMy9p7GxkdLSUvz8/EhLS8PT05Pq6mqRoN7V1UVfX9+42XcaGxsTGRkpLCGvXLnCvHnzWL58OdXV1ZiampKRkUFrayvOzs4iaHDz5s0UFxdjZWWFv78/JiYmQnBobGzM3bt3hYWnoaEhAwMDtLS04O/vT1xcHP7+/rS2toqgtv7+fi5dukRkZCRTpkwhJydHdLrmzZuHvb09tra2tLe388svv3Dz5k2mTJlCQUEBSqWSzs5OIdwbD4xZHKalpXHnzh2ys7PFPv3SpUs5fvw4JiYmQhtQWlqKTCYjJSWFOXPmcPXqVXp6esSYNC8vj8jISLZv346ZmZkYC1dVVZGQkICFhQXW1tYcOHCAqVOn4uDggEQiES40CxcuFGm+M2bMoLe3l46ODqytrUUqbEREBG5ubvz6668YGBgILYmjoyN79uzhhRdeGBfuAKqrq8VqwVg+S3t7O3l5eRgaGuLu7i58wcdsR2NjY9HS0sLY2Bi1Wo2VlRV2dnakp6eL8KKxItDIyAgTExM0NTUxNzfn9u3bPPfcc+zatYvZs2cTFRVFRkYGTU1NvPDCC/j4+HDz5k1mzJiBl5cXPT09NDU1UVZWRlBQEJMmTRIuYWMheWM+7+OFsWyk2bNnMzg4SGtrK5mZmbz55pt4e3tTVFQk0ndtbGyEa8umTZtQqVRiX1xTU1MUsZ999hk2NjZCkNre3o5CoSAvL4+ioiJhQR4YGChWI8d2fj08PKiqqiI1NZXS0lLmzp0rLspjTiu7d+8mOjqa3t5eioqK6OzsJDMzU7ye8UBZWRmOjo4YGRlRWFhIdXU15ubmhIWFsWfPHtzd3fH09CQuLo6MjAwiIyNJS0vj8ccfRy6XExcXR0lJCa6ursKyUkdHh7lz52JqakpMTAyVlZWUlJTQ0tLC7Nmz2bt3L/Pnz2f69On09/cLAbaZmRmLFy8mICCAO3fu4OPjw+zZsxkZGUFLSws7Ozt++OEHhoeH0dTUJDY2FplMhoODAz4+PuKsHA+MdSgbGhqwt7cnIiKC77//Hj09PWHbWV5eTm1trehsampqsmzZMiwsLCgrK8PW1lY8k42NjcyfP5/g4GBsbW25dOkSxsbG+Pv7ixwfDQ0NYQXb1dVFQEAAoaGhxMXF0dDQwMqVK8nMzBT2vhKJhICAAMzMzFAqlUKHVF1dzYEDBzAwMEAikVBUVMSUKVPGhTeZTCaeL7VaLaYV1tbW2NjYkJqaSlVVFa2trcjlclatWoWdnR3Hjx/HwsKCK1euYGBgwKRJkwgLC6O2tlZYXmdlZVFUVCQC2QYGBlCr1VRUVODv709OTg7FxcVUVVVhb28vCsaVK1eKaVtvby/6+vrY29vj4eFBYGAgjY2NYvIXHh6OWq2mtbUVMzOzcTUjuXLlirC4rq+vJzs7m7lz59LQ0MDEiRNxcnKioaFBZC9paWkxdepUVCoVdXV1JCYmYmFhITRYvr6+ODg4CI1Wbm4ucrmc5uZmioqKCA4OpqqqikWLFpGfn8+DBw+IiYnB19cXqVTKlClT0NXV5e7du4SFhTF58mT8/PwoLy+nsbGRL7/8kp6eHg4fPsyrr76KtbW1uMN2dnaOG29jltZKpZKcnBwR4DvWSDY1NeXll1+mrq6OCxcuIJfLaW1tZcuWLcLhrKysjJGREXEnjo6ORiaTceTIESZOnCi2McLCwsR099KlS1hYWODh4YGOjg66urqEh4dTXV3NgwcPqKqqYnh4GENDQ+RyOT09PeIu1N3djZ+fn2gMeHp6YmxsLD4f/gz+VPEx5lqgra1NaWkpH3/8MTKZjE8//VRMIsZQUlLynzHPH0FSNTU1Iq2xubmZgYEBjIyMqKurEwXJwMAAcrkcR0dHBgcHCQ0N5fLly2KFY8wytaWlRfg+j46O4uzsjKGhIf39/SJcLiEhgQ8++EDsk4/txo7Zd44F0M2dO5eamho6OjowNzdHQ0OD1atXk5WVRVhYGObm5tTV1dHR0UF3dzdZWVlERET8xxw8DIaGhnB0dBQ6l46ODubMmYO+vj719fWkpKRQXFyMra2tEH7l5uZy/fp1IRKqqKigsrKS0tJSWlpaGBwcxMPDAy0tLeLi4rC0tBTjta6uLpHxkJSUhI+PD05OTvT19dHf309ERARlZWWoVCrhlz46OioSiseEZg0NDcyfP5/BwUGUSiWNjY0YGxujVCrHJVW0vb2dvr4+8Z+Ojg4TJ07k1q1bfPLJJyxevJj29na6uroYGhrCxsaGzMxM7t27h7u7O1ZWVujo6FBfX8/w8DC9vb3ExsYKXVFqaqpwjXF1daW3t5fGxkbS09OFyFhPT09YEz548ICGhgaKiopYvXo1ra2tVFdXU1tbi1QqRalUsmnTJkpKSoQlXnl5OampqWhpaVFUVPSXczYGGxsbhoaGKCoqEuFGJSUlWFhY0NbWhrGxMU1NTXR1dQnt01j69qRJkxgeHqaurg4zMzM8PDzo7e1FKpXS3t6Op6cnSqUSb29vPD09AVCr1ZSXl9Pf38+ECRMYGRlBqVSiVquxs7PD3d1dBFa2t7fT2dmJs7MzNjY2IgBy4sSJDA0NiS752FrFmDPReEChUFBbW4uNjQ2Dg4Pk5OSwcOFC/P39aW9vR6lUig+AMc95Q0NDXF1dqampITQ0VGTqyGQysrKyePDgAcXFxTz22GOiO9/Y2EhKSorIthjLDBnTwRQWFiKVSjE1NaWvr09oi1xdXdHW1katVtPd3Y2/vz+XLl0iJiaGsrIyenp6RDjn2OrHeEAikSCTySgtLeXq1atUVVUxadIk9PX1yc7OFs0jLy8vamtrqaiowMbGBjs7OxITE9HR0UGhUIgLRXJyMjY2NsydO5fbt28LY5Hi4mJ6enp48sknqampwcrKCj8/PxobG+np6aG7u5vh4WFCQkJoamrCxsYGNzc3hoaG/sv+uFQqpb+/n6GhIfT19amurmZoaAgrKys0NTUZGhoaF94iIyNFVlVHRwdKpRJXV1ccHR3JysoSjjWdnZ00NTUxMDDA/fv3mTp1KlZWVly/fp3g4GBKSkq4d+8e5ubmbNiwgcTEREpKSnB3d6e6upr29nZ6enrIy8vj+eef5/fff+eFF14QORdSqZQJEyaIFRJNTU1u3LjB4OCgyLwYS/TW1NTE2NgYiURCZ2encLU7fvz4/+Ge8VdhLGekqKiI9vZ24WJoZGREdHQ0nZ2dtLW1iY2BhoYGcYaNBVUaGxujUCiQy+X4+fmRl5dHTk4OYWFhZGZmoq2tjaampgjRUygUhIWFcfjw4f8yke/t7RXOdYGBgfT29ooE7rGckIGBAcrKyrC2tsbIyEi4BsIfz05mZiZTp04dF+4KCgqQy+UYGhqioaGBhYUFAwMDwg1UrVZTWVkpdGUTJkzA1NQUlUqFpqYmJ0+eZOPGjSgUCjEpHlvZHgulHTOB0dHRwcHBQYTrXbx4UQjcTU1NGRwcZPHixdy6dYvR0VEKCwtFpoiTkxOtra0YGBjg7u6OgYEBdXV1SCQSXFxcMDQ05NatW+PCGfxx92xpaaG4uBgdHR3mz58v8s+cnJxIS0sjNTVVnG/BwcF0dnaSn59PZ2cnBgYGuLi4MDQ0xOjoKNXV1aSmphIQECCMfMY0mM3NzaSnpzN37lyuXbtGbW0tHh4e9PT0UFdXR05ODlpaWri7u6Ovry+mMU1NTfT29jI8PIyuri4uLi4UFxcjl8tRqVRCjxQUFPSnX/efUoZPmTKFRYsW8eKLLwq3o61bt/4f0qj37t1LZWXlf8I7gNjh9vLywsTERFjjjgWMXbhwgYyMDBobGzEyMmL+/PnMnTuXadOmYWNjQ1hYGBMnThSe12PCvoyMDC5evIiVlRUBAQFMmDABJycn9u3bJ6r0uLg4UlJS0NfXFwIpFxcXPvjgAyQSCRYWFhQUFBAfH49KpWLKlCn4+vqyceNGMd7Kzc0V6a9j+4bjgdLSUpqamrh79y5ZWVkYGRmhra3NnTt3KC8v5/79+wwNDYmgnaqqKlavXk12djZhYWHicCovL6ejo4ObN29SVlbGihUrmDp1KgMDA9TX16NSqWhoaCAhIYGAgAAKCgoYGBjAx8dHZLOEhIRQVVXFt99+i4aGhrAEjY+PR6lUiswFW1tbhoeHKS0tZXBwEAMDA2EiMF4P/OXLl2lvb0cmk2FmZkZ4eLhIRs3JyRH7s2fPnuXs2bOUl5cTGxtLb28v165dY9KkSRgaGpKTk0NGRgY9PT0cOnSIefPmMTQ0JALwMjIysLCwYN68eXR3dxMZGYmlpSXa2tpCJNva2srBgwc5fPgw06ZNw97enqVLlxIREYFaraasrAxNTU1sbW2Jj48nLCwMT09Penp6SExM5NChQ+Oa82Fra4u2tjZJSUkkJCTQ399PbW0tOjo6Ijvgzp07wsHMxcUFiUSCkZGRWKPs6OhApVIxODiIk5MTYWFhLF++nMjISDw9PXFzc8PMzIyenh4RsNXZ2cnSpUspKyvj+PHj5ObmYm9vT3JyMikpKcyaNYvi4mIKCwvR1dXFzc0NiUSCs7Mzurq69PX1ERERwYQJE3BxccHMzOwv2+X9P8NYIFtSUhKXLl2iqqqKzZs3ixAnLS0t4fQ1VhxHR0dTXFxMX1+f2L8FUKlUHD58GD8/PzGRsLOzIywsTISZeXh4oFarKSgo4NChQ3R1ddHQ0EBOTg7V1dXcu3eP9PR0sSfs4OCAt7c3jo6OpKamAoif31jis4WFBc7OzuPWvQfE+yAjI0PkOmlpaTE6Oio65rW1tdjb24viNTAwkIyMDBISEvD09GTKlCmEhITg4ODA6OgoR44cobS0lCNHjnDnzh2RwaBQKCgqKmLDhg1ir9rU1FRMvHV1dWlqauLQoUM888wzhIaG8uDBA6qrq9HS0qK4uFg46Tg5ObFq1So8PT1FwautrT1uxYenpydBQUEsXLgQKysrEhMTWbNmDU8//TTOzs7CoMLOzo6Ojg6xFSCTyXjw4AEhISFYWFjQ19cnVmUiIiI4fPgwv/76KxERESiVSg4dOkRWVhYKhYI1a9ZQWVmJn58fM2bMEEnooaGhwhLWwsKC0tJSOjs7GR4epqamRojPx35WEydOxNnZWeQ/9fT00NDQMC68jV3SkpKSyM3Nxdvbm2nTpmFpaSns2OfNm8eaNWtwd3fn9u3b3Llzh1WrVlFZWcm0adNwcHCgsrJSOHstX76c1tZWZs+eTWRkJPPnz2fZsmVERkZibm7O4sWLCQ4OxtDQEAsLC2bMmEFQUBB1dXXMmzePjIwM2traMDExEQWkvr4+/f39NDU1oVarGR0dFQ0XpVKJr68vTU1N1NXVjQtvAA4ODsyfP5/Q0FCio6NZv349FRUVKJVK8vPzuXjxIrdu3aKiokJMZbW1tSkuLsbU1FQYrIyFN/r5+TE6OsrixYu5cuUKLS0ttLe3o6OjQ1BQEObm5qIIAQgNDcXIyEgUe05OTrS3t7Nw4ULkcrmwKC8qKqK5uZkNGzYwd+5cFixYQHV1NX19fTQ2NnLnzh0GBwfHjbexENKenh48PDx46qmnhC5yzZo1mJiYcPPmTWpra4mMjGTNmjVIJBL27dsn9KdRUVFCq2JsbMy5c+dE9k5GRgYSiQQTExPS0tK4fv26yIPR1dWloaGB0dFRETswODjI5MmTcXV1ZcWKFVhbW4s/7+HhgZWVlViZLigoEEXR0NAQa9as+dOv+09NPp577jn09PS4cuUKbm5urFmzhpUrV4rfLysr4/vvvxc6i/8UY64YarVaVGeHDh1iwYIF/Pbbb/j5+bF8+XJu3brFgwcPSE9PZ8eOHTz55JNYWVkxe/ZsRkdH6ezspKioiEuXLuHi4sLEiRN5+umnqa2tpb29neHhYZqammhubmbx4sUcOXIEFxcXvL29SU9P5/bt2zQ1NbFgwQJaWlp4//33xUUmPz+fjo4ONDU1SUtLY+PGjVy7do28vDx6enoIDg4WabvFxcXMmTPnP+bhP4WTk5PInXB2dmbx4sVizJ+Tk8M///lPdu3aJS57KSkp/Otf/2LSpEmsX78eNzc3XnzxRaKioqitreXs2bO8/vrrzJkzh7fffptp06bh7u5OZWUlP/30k0i/VKvVPP300xQXF9PS0kJdXR3FxcW4uroyMDCAm5sbJ0+exMbGBhcXF0pKSvj8888xNDTk559/5s033xShQWO7693d3Q8VUPkwKCoqYubMmaKoaGpqwsPDg6lTp1JYWIi9vb1YKUpNTRUuQNOnT6epqQlfX19+++03kbi9fft21q1bx8DAAC4uLsKP28DAQFgxVlZWsmbNGvr7+9m3b59IRC8vL2fz5s08/fTTnD9/noyMDDQ1NcVFfdu2bURFRXH16lUKCwtZuHAhcXFxSKVStm3bxvXr18eNN/hjShkQEIBCocDFxYWwsDC6u7uJi4sTQXlNTU2sX7+eqKgompub0dfXZ/ny5YSGhhIfHy8mI2Mrk3v37uXq1avY29szY8YMkpKS2L9/P/39/Xz77bccPXqUkJAQvvjiC2xsbISrnbe3N/v27eOrr77i119/ZWBggKVLl5Kfn8+hQ4eEc1ZLSwuvvfYan376KaOjo7S1tdHe3k5paem4cXf16lX8/f0pLy9HpVKJrnJsbCzvvvsuU6dOpa+vT6S/wx/uXqdOnaKxsZFTp07h5ORET0+PCEmcNWsWhYWF4kKuoaGBm5sbzzzzDIsXL+a9995jZGQETU1N9u3bh1wux9XVVRQi9vb2wj9fIpFQUlLCyMgI77zzDrW1taSlpfHvf/9bnCktLS2cP39+XIu2S5cukZOTI3QaHh4e6OrqkpmZyTfffCO6naWlpahUKjZv3oxarWZ4eFjkePj5+YnPlZ07d3Lr1i2uXr2KTCbj9u3brFu3jtWrV3Pv3j3efPNNTpw4gaOjI+3t7aSkpKCnp8f8+fMJCQnh+++/x9HREV1dXdLS0mhpaUFfX5+6ujru3r3LDz/8wNy5c4mPj2fXrl1i/dXCwgJbW1vc3d3p6en5y3m7e/cuRkZG6OvrY2VlhbW1NRcvXhTBZevWrcPNzQ1bW1thyOLj40NaWhp79uxh586dXL58mcHBQTZu3IhMJiM9PV10jC9fvoxarUZfX5/BwUFWrVrF/v370dDQID09HR8fHywtLent7SUnJwdTU1N8fX25dOkSHR0dwsJ8dHSU3NxcYmJi2L17N6+99hrffvstpaWlmJmZiaC0/Pz8v5wz+EOHp6+vT2VlpdDy7N27FysrKwwNDSkqKiImJkZcYp9//nmREG9mZkZpaSkaGhpUV1cLu/RNmzYRHR3NCy+8IM5EiUQizBtsbW1xdHTEwMCA2tparl27xvDwMBoaGlRVVXHixAmCgoJwcnLi8uXLIuD4+vXrbNy4kR9++IE7d+6QnJxMTU0Nzs7ONDc3o1QqRcNiPBAYGIiPj4+YZNfW1nL58mUKCgpwcXERGTcWFhYiAd3c3JykpCQiIyN54YUXSElJISUlBWNjYwoKCrh//z7R0dFs27YNExMTJBIJ7e3twrK+oKCAV155hczMTFxdXQkODqahoYH8/HxxV1u+fDlPPvkknZ2dWFlZMTAwQHFxMRcvXiQkJES4T968eZPTp0/T1tbGhg0bxo23gYEBQkJCRBP7/v377N+/Hzc3N27evImenh7Ozs4sWrQINzc3bt++TVJSEgcPHuTNN99k5cqVnD9/nry8PHx8fPD19cXb25vt27ezY8cOYbZkbm7OjBkzCAsLY9++fRw9ehSZTMaLL76Ii4uLCHTcuHEjP/30k7DsVqlU4uwaM8R5++23RU7b2Orcb7/9xscffyy0d/+f8N+S85Gbm4uuri729vZoaWn96T83Fv50/PhxQkNDaW5upqGhAYlEQmlpKe3t7RgaGrJlyxb27t1LWVkZRkZGaGhoCAX/jBkzmDlzphBqjan4w8PDiYmJIT8/n+vXrzN16lQ0NDRISkoSI8yjR4/y8ssvk5ubKwLTxiq/L774AoVCga2tLceOHRMhSWNWmO3t7SKM5ty5c5iamjJ37lwOHjzIhAkTcHV1xdPTE319/f+n9P5f8nb//n2xitDb24uzszNvv/02zz//PPb29sycOZOhoSGCgoJEfoS5uTmnT59m8+bNKJVKFAqFSJp1cnLiwIED6OjosHr1au7evUteXh52dnaEh4eTlpbGmTNn8PLy4oUXXkBHRwctLS2ysrI4ceIETzzxBI6OjpSUlHDy5Ek6OjqIiYkhMjKS+vp6QkNDaWpq4u2332bZsmW0t7fT0dGBk5MT06dP586dO8yePfsv5621tRUHBwd0dHS4desWBw8eFDupRkZGFBUVUVlZKdYKxhwojhw5gr+/P6Ojo0RERGBmZkZGRgYHDx7kgw8+EKsdP/30E1paWkyZMkXkeQwNDVFTU8OuXbtYvHgxTk5OwB9JxDKZjK1bt3Ly5ElOnz6NsbExzs7OaGpqipCygIAAKioqmDVrFnfv3hWTukOHDiGTydi4ceNfxtv/yt2RI0eEDqq+vl7oP3p7e1myZAkNDQ2kpaWJ6U5fXx8nTpxg5cqVGBsbY2tri46ODjdu3ODYsWN0dXVha2tLSEgI6enpLFu2DGNjY/Lz8yksLBSuKStWrODo0aO0t7eLYnHhwoXs2bOHkZER4X8+5vpmb29PTEwMV69eZdeuXRw4cIDi4mJx8VYqlcLWeDx4G/P/LygoECslWVlZbNu2jZSUFLG3XVBQQGFhIY6OjgwPD2NkZCRev46ODidOnODGjRtERkby+++/87e//Y1FixbR3NyMWq3G1NQUa2tr0cHdt28fXV1dvP7668TFxYkskV27dvHkk08yNDTEkiVL+OSTT0hLS2PChAk8/fTTHDhwQGh5TExMhNX6mNB1y5Yt48Lb4OAgDg4OlJeXk5eXx+DgIDNmzCA7O5svv/yS9evXiz1x+KNzHRMTw6+//sqiRYs4fPgwTk5OhIeHCw3c+++/j1Qq5auvvhIdRy0tLWQyGSUlJdy6dYuXX36Z06dPI5PJ6OvrY2RkBAsLC6ysrOjv7+f8+fN8/PHHBAQEUFJSQlJSEk1NTVhZWTFv3jwOHTpEVFQUPj4+aGtrU1lZya1bt4Sb2F99xhUXF3Po0CG8vLwICgqiq6uLuLg45s+fz8DAABcvXsTMzIzJkycTGhrK4OAg77zzDj09PRgbGwu75/7+fqHt+PTTT/Hw8BBOdk1NTaLgNTMz4+2332Z4eBiJREJISAj19fViXauyspK6ujq+/vprMeXMysoiNzeXwMBArly5grOzM729vUgkEvLz80Va/J07d9i+fTsDAwN/OW+7du0iMjKSwsJCtLS0WLFiBRUVFejq6vLhhx8SEBAgUus9PDyQyWQiBPWbb74hMDAQAB0dHVFUeHt7U1tby61bt0SzRi6X4+LiQn5+PufOneOZZ56hsLCQ4uJipk2bhouLC4WFhUyfPp36+nq+++47Zs2aRV5eHsXFxfT39+Pu7s7LL7/MqVOniI6OxsjICE1NTe7cucOhQ4fo7OzkxRdfJCAgYFye1ZMnT4qpzFjDd/Xq1WzZsoUVK1aI6a9arUZDQwOFQiFWYe/du4ePjw92dnZiDTIzMxNbW1u2b9/OuXPn8PDwQKlUcv/+fcrKypDJZFhYWDB79myysrLE+rtarUYikQiuvb29mTNnjtCiGhsbU1paSk5ODnfu3GHevHmYmppSU1NDQEAAQUFBnD59mmXLlo0Lb5988gmbN2+mp6eH3Nxc4cR58+ZNXnjhBU6fPk1tbS3R0dHMmDGD7u5uDhw4wKRJk1i2bBlbtmxhyZIlaGpqUl1dTXR0NMeOHaOmpgZdXV1eeOEFamtrhWHL2PaGtbU1EyZMwM3NjcHBQa5fv87PP/+MnZ2dcCv18PDgwIED5OTkYGhoKMIMNTQ0sLGx4dixY2RnZ6OlpSXOGn19/T/F239L8fGwaGlpeag1rf9fwZgo978bj3h7ODzi7eHxP5m7R7w9HB7x9vB4dMY9HB7x9nB49Kw+HB7x9nD4M7z9by0+hoaG6OjoEFal/1MwMjJCf38/RkZGwlb1vxOPeHs4POLt4fE/kbtHvD0cHvH28Hh0xj0cHvH2cHj0rD4cHvH2cPhPePvfWnw8wiM8wiM8wiM8wiM8wiM8wv//4H9GufUIj/AIj/AIj/AIj/AIj/AI/1+PR8XHIzzCIzzCIzzCIzzCIzzCI4wLHhUfj/AIj/AIj/AIj/AIj/AIjzAu+GuUNH8S/xMFN/BIHPeweMTbw+GROO7h8Ii3h8Mj3h4ej864h8Mj3h4Oj57Vh8Mj3h4O/wlv/1uLj46Ojv+xVmPw19m0PeLt4fCIt4fH/2TuHvH2cHjE28Pj0Rn3cHjE28Ph0bP6cHjE28Phz/D2v7X40NbWBkClUnHjxg0aGhpQKBT4+Pjg5eVFWloaIyMjKJVKamtrcXZ2ZuLEiZiamrJnzx7Mzc1FeNRYoujw8DAODg4kJCSwdOlSLC0tuXDhAo2NjVhaWhIeHo6fnx/ff/894eHhIvytpqYGe3t7Zs+ezYMHD5g3bx49PT2Ul5fT3NxMbm4uXV1dREVFkZ6eTnNzM1KpFC8vL8zMzPDy8sLZ2Zny8nKGh4extrYWr++v4m337t1MnjwZmUyGtra2CPirq6tj9erVxMXFERAQQFdXF8XFxbS3t6NSqQgNDaW4uJjU1FRWrlyJXC6npqYGX19fjI2NOXz4MBs3bqS+vh6lUsnw8DDa2toiVEpTU5PU1FQA+vv7aWtrQ1NTkxdffJG9e/fy7rvvYmZmRmJiIg8ePKCpqQktLS2effZZEhISSEhIwMXFheDgYAC6uroIDw+nu7sbhULxl/O2d+9e1Go1kZGRDAwMkJCQgJOTE+bm5ty7dw83Nzfa2toYHBzE3d2dsLAwDh8+zIoVK3jvvfeYN28eOjo6WFlZYWdnR3d3NykpKWhra2NiYkJgYCB6enr09fXR3d2NTCZjdHSU5ORkWlpakMlk9Pb2Mjo6irGxMQYGBpibm6Orq4uLiwuXL18WYUOWlpasX7+ekpIS9PT00NLSIjMzE6lUikKh4O7du3zxxReo1eq/jLf/lbsDBw4Irtrb2+nu7mbWrFns2bOHv/3tbzx48ACZTEZzczPFxcV0d3ezbds2srOz6e7uxt3dnf7+fiwtLdHV1SU2NhYDAwO0tbWJiIhg9+7d+Pr6oqmpSUVFBc888wz79+8nOzsbiUTCzJkzqa2tpbm5GQsLC+Li4vj555955513MDU1ZdasWTg4ODA4OEhXVxe6urpcuHABT09P5HI5bW1tgmd9fX20tbXHhbf4+HhycnIICAhAV1eX8vJyVq1ahaWlJb/++itKpZIFCxagUChoaGigo6MDLy8vjh07xurVqwHIzs6mtbUVuVyOgYGBCNcbHBwUqcm9vb2oVCpGRkYoKSnB0tKSxsZGDAwMaG1tRVNTk8DAQDQ1NUVK8OLFi0lPT0dPTw87OzuRwL5x40aio6MJCQmhqqqKjIwM1Go1a9aswdnZeVx4S0hIIDg4mOvXr3Pnzh0MDAzw8PDAz88PZ2dn1Gq1CDTr6uqis7MTHR0dli1bxt69ewkNDaW/vx+VSoVarWZkZITc3FzWrl3LvXv3ePzxxxkYGCAlJYWamhqWLFlCXFwcixYt4ujRo8yfPx8TExNaWlqora1FqVSyevVqvv/+e0pKSpBKpTg7O2Nvb09vby+xsbGsXbuWadOm0dvbS1JSEjo6OoSEhNDW1sb58+d59tln//IzbnBwkIKCApqbmzE3N8fV1ZXy8nIcHBxoaGigra0NIyMjjIyM6O/vp7S0lMLCQqKjo7l16xYvvfQSmZmZ4nMlJSWF5uZmTExMqK2tZXBwkI6ODnx9fVm9ejXa2trs3buXadOm8cMPPzB79mzx9zg7O3Pjxg3a29tZv349JiYmmJmZUVlZSVlZGXK5nJ6eHgYGBgCYP38+BgYGDA8P09LSQkpKChoaGixduvQv5+23336ju7ub3t5ehoeHUSgUWFlZsXDhQmprawUPEydOxN/fn7q6OnR0dOjr6+PChQv4+flRWVlJX18fLi4uhIeHo62tzQ8//MCSJUsYGBggLy8PLS0t3NzcqKmpYe7cuVRWVhISEiIC+EpLS4mLi2POnDl0dXXR19fHr7/+ioODA56enri4uODs7Ex2djbt7e1oaWnh4OCAoaEhcrmchoYG9uzZI4LpxuNZ/f7778V9ZOwMk0ql6OnpkZubi6WlJS4uLlRUVCCRSFi2bBkXL15EoVBQXFzM8PAw/v7++Pr6YmBgQFVVFSUlJdja2pKbm8vAwABDQ0PI5XKcnZ0JCAjg3LlzrFq1Spzrra2tZGZmkpCQQFdXF2vWrEEul4vnNzAwEIVCwaFDh5g5cyYpKSnMmjWLhoYGqqurkUgkmJmZYWBgwPTp08eFt/z8fI4cOYKenh42NjYYGhri6+vL559/zpEjRzhy5Aijo6N4e3tjbGxMVlYWaWlp9Pb2YmNjQ29vLy4uLlhZWTE0NER5eTltbW04OjoyZ84ctLS06O3tJTs7m5KSElavXo2RkRG1tbUMDw9z8uRJVCoVUqkULS0tli1bRkFBAa2trbS0tKBQKNDT08PExARLS0vOnz9PWFgYxcXFvPbaa1RUVBAXF8fw8DB/+9vf/str+7/D/9biY2zUVFVVRUFBAQ4ODgDcuHGD4OBgbG1tuXPnDvX19eIDdGhoCHt7e0JCQrC3tyc+Ph5dXV0qKipwcnIiMjKS3t5ewsLCOHXqFGvWrGHOnDmcOXOG4uJibG1tiYqKorS0lKGhIR5//HGqqqrEwdfU1MT+/ftxdnbm/PnzDAwMMHfuXEJDQ6msrKStrY3S0lIMDAyYMWMGVVVV3L9/Hy0tLaytrUlLSyMiIuK/vL6/irewsDBMTU2pqKigsrKSlJQUdHV1WblyJUqlEkdHR+7evcvg4CCtra3k5uayZs0aWlpa0NTURFNTk9HRUSwsLLC2tsbd3Z2LFy9y9+5dpk2bRldXF0lJSahUKnx9ffH09KS5uZkTJ06waNEitLW1uX37Np2dnQQEBHD8+HFGRkYICgriq6++Eodha2src+bMQS6Xk5GRgYaGBiUlJUycOBFra2tKSkrIyclheHiYCRMm/OW8WVlZkZyczJUrV7C0tMTX1xd7e3vy8vKIjo7mwoUL6OnpER4ejrOzM/n5+ejp6eHi4kJ9fT1qtRp/f3+ampo4deqUKATkcjmxsbFYW1sjk8koLi6mvLwcXV1dpFIparWakJAQlEolXV1dyOVy9PX1uXbtGj/88IMoVHp7e8UHd2NjIxUVFRw7doypU6fi5OSETCajs7MTqVRKYGAgx48fZ8GCBX/p6Hbsezc1NaGjoyMuqgYGBpSWlornQkdHB2trazo7O2loaKChoYHr16/T19fH7NmzOX36NP39/SL5+ebNm6JY1dDQwMXFhd7eXvT19fH39+fIkSNIpVIcHR3FAVldXU1RURFTpkxhwYIFnD59mokTJ1JcXIxEIuHevXvU19ezatUqWltbiYuLw8zMjPb2du7du0d/fz+hoaFMmTLlLx95j31vExMT7O3tASgqKiI3N5fNmzejoaHB/fv3GRoaIiUlBQMDA8zMzAgODqaurg57e3tSUlIoLi7GwsIClUpFZ2cnc+bMoaqqikuXLjEwMMD06dMZHh6mt7cXtVrNjRs3cHFxoaWlhejoaBITE7l37x4DAwP09fXh6elJamoqlpaW6OjoYGFhQUVFhfjQaW1txcbGhoCAACwsLGhqahKp1+3t7f/ltf2VvCmVSurr66murhbvOU9PT5RKJeXl5djb22NgYEBvby9dXV2YmpqSk5NDamoqpqam5ObmYm5ujkQiob29naamJtasWYO3tzdffvklEokEiUSCTCYjKCgINzc3+vv76ejoYObMmdy6dYvq6mpGRkYwNTVFT0+P5ORkurq6WLJkCRUVFTQ1NVFfX4+Pjw+BgYHY2dnh4uLCrl27RKErl8sZGhrC1tb2L+Vu7PtqampSVlaGVCpFIpHQ0NCAv78/RUVFxMfH4+3tjUKhICcnh8LCQnR0dHBxceHevXsUFhZy9OhR8vPzkcvluLq60t7eTkREBHfv3uXevXuYm5vj4OCAq6srQ0ND/Pjjj5ibm3P27Fns7e1JTU3FyMgIBwcHZDIZg4ODFBUV4eTkxLlz5wgODqa5uZmOjg4cHBz49ddf0dbWZs6cOcTHxzM4OIi9vT3W1tYMDg7S19c3LryFhoZy9OhRLC0tCQgIYGRkhJMnT6JWq3nppZeor6/H3t4elUrF/v37aW5uJjo6mqlTp6Knp8eFCxcYGBjAwcGB9vZ2bty4QUhICEuXLqWpqYnS0lLq6+uRyWTU19dTWFhIfn4+nZ2dNDc3ExkZSX19PaWlpWhra3Po0CEWLVqEh4cHenp6ODg44OLiwsDAAIcPH+bBgwdYWFggkUjw8/Ojo6ODu3fv0traSmRkJLdv32bGjBnj8qyampqSn5+Pp6cnnp6eDA0N0dnZSVlZGQUFBXh5eTE4OIiVlRXm5ub09/eTnJzM0qVLgT/WkCoqKujt7cXQ0JD+/n4AbGxskEgkHD58mKCgIHx8fNDV1UUulzM6Osq3337Lli1buHr1KgMDAzQ2NlJfX8/KlSvJy8ujvLycgYEB8Xdqamqip6fH9evXmTx5MgcOHODxxx+nvr6empoaurq6MDMz+y+v7a/kbez93draikqlQltbm5aWFsrKytDQ0EBXV5fm5mY0NTVxcXERRcLFixcxMDBAX18fiUSCQqEA4NatW6xevZrS0lKOHDmCkZERkyZNQi6XU1FRwZkzZ9DR0WHq1KlkZWVRVFSEm5sbQUFBaGtrY25uzs6dOzEwMCAmJgb4444+1nSwsrJi+vTp3Lp1i2+++YaZM2fi7e1NUVERra2tKBSKP8XbfzuzQ0ND//GfkclkmJqaMn36dKKjo9HT00Mmk1FQUIC+vj4DAwMEBwfj7++PlpYWjY2N9PT0MDo6yuXLl8nJyUFDQwNnZ2cUCgVlZWVER0czMjJCTk4OQ0NDaGho0NXVRXl5OUlJSajVauzt7VEoFJiamuLr64uVlRVVVVVERERw//59jI2NcXNzQyaTIZPJGBkZoaCggNmzZyORSNDV1UWhUODh4YGxsTHl5eWkpqYyPDz8303r/yk8PT2pqakhLy+P1NRUTp06xd27dykqKqKlpYXh4WEGBwfR1NRkZGSEsrIy1Go17e3t9Pf3Y2pqilwuRy6Xo6GhQWZmJnfv3gX+mGjo6OgwNDREf38/GhoaaGhoEBYWRmFhIbq6uoSEhODm5ia6VLdu3cLW1pbh4WHq6uqoqKigu7sbHR0dhoeH6enpwcHBgQkTJqChoUFBQQH37t0jLy8PpVJJRUXFuPA2MjKCjo4OjY2NdHV14ezsLA68lpYW9PT0GB0dxdzcHGtra7q7u3F2dqampobFixfj5eVFc3MzDQ0NaGlpYWBgwKxZs5g/fz6dnZ10d3fT2dlJZWUleXl5grvCwkLs7OwwMjLCwsICc3NzhoaGUKvVSCQSiouLOX78OCYmJjg5OdHb2yu6WmOdCrlcjre3Nx4eHqIr19jYOC68Abi4uFBaWsqDBw8oKyujpKSEa9euMXnyZCoqKqiqqqK6uhpTU1NmzJhBUFAQcXFx5OTk0NXVRWVlJfn5+WRlZVFZWYmJiQlGRkZ0dXXR1NREYGAgarWarq4uPDw8qK2tZWBggLCwMDw8PMRF0MvLCx8fHyZOnEh8fDxRUVE4OTlRXl5OYmIiOTk5qNVqysrKkMlk+Pv7U1paikqloq+vj+bmZpqbm8eNN5lMRldXF42NjbS1tdHd3U1ycjLwx0VxYGCAK1eucPLkSYqKirC0tEQqlaKtrY1cLufq1atUV1ejq6uLlpYWSqWS9PR0+vr6GB4epra2lurqagYGBjA2NkapVIozzszMjPDwcBwcHBgaGkKlUvHgwQMMDAzQ0tIiJycHMzMz9PX1KS4uJiUlBaVSyZw5c7C2tqa0tBQTExNCQ0Px9vYWH8zjAV1dXTIzM+nv78fGxgaFQoG9vT26urocOXKEmpoaSkpK6OjowNTUFGtra0ZGRujp6cHNzQ1LS0sMDQ3p7e2ls7MTT09PNm3axIQJE+jr62NgYABLS0scHBzQ1dWlsbGRyMhIjIyMMDMzIzs7m6qqKtGsMTExoaCggKCgIJYsWcKyZcvw8fHBwMAAV1dXIiIicHBwoL6+nrS0NNra2ujv76eqqorS0lJ8fX3Hhbfu7m4MDAyQy+U0Nzdz//59GhoaqKqqEp+H7e3t1NfXU19fz9DQEMuXLxfTpdu3b1NWVgaAjo4Oo6OjoqiaNm0a5ubmeHl5MTo6yunTp8nNzaW7uxszMzMsLCxQKBSEhYXh5+dHX18fjz32GJMnT0ZHR4e6ujqkUik2Njbo6+tTXl6OmZkZ0dHRtLe309fXR0dHBxoaGpiamqKjo8OsWbPGhbfh4WECAgIIDg7Gy8sLDw8P7OzskMlkJCcnExAQwLRp07C1taWlpYWCggLxmVtXV4empiaTJ08mJCSE0dFR6urq0NDQwMrKisTERPT19f/LZ6Spqal4/546dYqcnByamprQ19cXZ6FMJkNfX5+FCxfi5eWFWq0mIyOD+Ph4RkZG0NLSEkVHZ2cnw8PDtLe34+TkhLOz87jwBmBkZMT9+/dRq9WYm5sjk8nQ1dUlJycHS0tL/P39cXNzw8vLCycnJ7S0tJgwYQI6Ojqo1Wpmz55NV1cXJSUlNDU1kZycjKmpKVKpFAMDA5ycnNDV1UWtVovCzc/Pj6tXr9LU1ER/fz+6uroYGxtjbGxMdHQ0RkZGlJeX09PTQ1BQEDKZjPz8fHR0dCgoKKCpqQmFQoGvry+zZ88mODgYmUyGsbHxuPGWl5eHoaEhOjo6mJqaEhYWRk9Pj5iSBwUFoampSX19PV1dXbi6uhITE8Pg4CAmJiY4OzujpaWFpqYmNjY22NnZ0dLSgrW1NUqlkry8PDIzMwHw8fHhzJkztLa2YmdnR0ZGBkNDQwwNDWFkZERMTIxo4tjZ2WFsbIy3tzdGRkZiM2XGjBlkZmbS3t7O7du3SU1Npb+/HwsLCxoaGv706/5vLz7GLq//CRwdHZk8eTIODg6YmppiY2NDfn4+J0+exMTEBG1tbby9vQkLC0NPT4+rV69y+vRp7t27Jx7MoKAgTExMyM7O5s6dO1haWvL8889TVlbG4cOHxYX83r17JCQkYGxsTGBgINra2hgYGCCRSKipqaGiooI33niDuro6Nm7cyOLFi1Gr1Vy7do1z586JX+/p6SE1NRVPT0+efPJJoqKiaG1tpa+vTxzafzWys7MpLy+npaWF7u5ucejs27cPe3t7Ll++jK+vL0FBQRgbG6Ovr89nn31GQUGBKCjGOslXr14lLi4OR0dHHBwckEgk4vD19PTExsaGhIQEwsPDCQgIQKVSUVxcLAqz5ORkZDIZmpqa3L17l2XLlvHgwQMKCwvR0NDg8uXLNDY28uKLL2JtbY2FhQXJyckcPHiQ9PT0cb3Q3LlzB5lMRmBgII6OjjQ1NZGVlYWrqyuXL19m5syZODs7Mzw8jEQiwc3NjcHBQb7++muWLVuGlZUVFy9epLq6mmnTpuHn54e1tTUSiQQrKyuxAmVsbIylpSUbN27ktddeo6+vT3Rl2traaG1tpb29nUmTJnH27FmSkpJIT0/HxsYGd3d3DA0NMTY2xsTEhHXr1mFqaoqpqSnGxsbY2NhgYGDApUuXcHJyGjfunJ2dMTY2ZnBwkKysLA4cOEBhYSHOzs7iMnP37l2xJrFx40asrKyor6/n4MGDTJgwQUwhZDIZ0dHRqFQqkpOTGRgYQKVSUVNTw4MHDyguLiYqKoqUlBSGh4eRy+WUl5cjl8uJjIzEy8uLjo4O9PT0KCkpYXBwkMLCQlpbW9HS0iIvL4+UlBRcXFwICwsDwNXVlUmTJuHi4kJnZ+e48aZSqVAqlSiVSnp6epBIJKSlpdHY2MjIyAi1tbXU19fT09NDT08PtbW1mJubk5ubS3h4OEZGRtTU1KCrq0tAQABlZWVcv36dTZs2sXz5clQqFdXV1fT19WFiYoKnpyf19fVYWFhw7tw5zM3NcXZ2xs3NjSlTplBXV8dzzz1Hd3c3e/fupba2lqCgIGbOnIm1tTW2trZoamqSkJDA6dOnxdSpq6sLDQ2NceNtrKjU0tKioaGBtLQ0Wltb6erqYnR0lKamJo4fP05SUhK1tbVkZGQwOjqKo6MjXV1dTJ06FYVCQUdHB8PDw9jZ2XHv3j3S09PR1dVl3rx5PPHEEzg5OXH9+nXOnDnD9evXsba2FqsEc+fOZdWqVbi4uKCtrU1nZycREREolUqMjY1F4dLf34+enh49PT3k5uaiVqvJysri4sWLnD9/ntjY2HFrTI115PX09KipqaG1tZWzZ8+KS/7w8DA1NTUYGBgQGBiIubm52CwYO0+8vLxYtmwZK1aswNbWlrS0NEJCQli5cqVYD2loaCAvL4/169dTU1PDlClTGBgYYMGCBQQHB9PY2EhmZqZoFrS1tYmGlYmJCRKJhNjYWGxsbHj55ZeJj4/Hw8OD2bNniymUpqYmRkZG48LbmTNn0NbWpra2lnv37qGhoUFMTAxPPvkkly5dQqVS0dLSgpeXF0uWLMHW1paCggIOHz5MZWUly5YtY/369YSHh2NtbU1ISAgymYzU1FTa29txcXHBzs4OhUKBnZ0dMTExREVFERUVRV5eHnfv3qWvrw89PT1aW1txd3eno6OD0tJSvL29KSgo4OTJk6Snp2NtbY2LiwsxMTEYGxtz48YNqqqq8PT0JCQkhIyMDBYvXjwuvAHU1tbS1NREc3MzBQUFXLx4kaNHj9LQ0ICbmxv6+vqi0VdUVIShoSGbN2/GxMSEoaEhTExMMDY2xtraGrlczp07d5DL5WRnZ3Pp0iW8vLyoqKjg7NmzpKWlcfv2bcLDw4mMjKS8vBx/f388PT0xNjbG3NyciooKJk+ejL+/P7a2tjg4OODn54eTkxNtbW3Y2NiQnJzMmjVrsLa2xsfHh5CQEJycnMb1jKuurhar+xERESxevJhly5axaNEi8fnQ19dHcXExeXl5DA0Nic8RS0tLjIyM0NbWpq2tja6uLgICAvjuu+/EpkVoaCi1tbW0tLQwdepUvLy8CA4OxtLSkrKyMrS0tMjKyuL8+fNUVVXR1NTE1q1bCQkJ4fr161RWVqKjo4OlpaV4z3333XfY2dlhZWVFfn4+BQUFyOVytLS0/vTr/lNrV0VFRcTGxv6pb5iYmMjUqVP/9D8A4Mcff8TJyQknJyeKiorYt28fo6OjrFu3jrCwMKZPn86ePXsYGhoiMDCQrq4uDAwMeOONNzA3N+fq1avs27cPPz8/goKC8PPzQ0dHh/z8fBobG5HL5cyaNYv29nZyc3OZP38+J06c4OzZs7z33ntMnjyZvXv3cvfuXXx8fLh58yYVFRVs376d8vJyFi5ciL6+PiMjI+KivWrVKrF6NDo6ikqlQiaT0d/fT2pqKpMmTfqPOHgY1NXViQO9q6sLExMT1qxZQ0dHB2ZmZmK9RyqVIpPJcHZ2pq2tjfT0dPz9/amuriY2NpbR0VG0tbWZNGkSrq6uuLi4sGXLFt555x2qq6sZHBwUk6Pi4mJ++eUXtLW1uXXrFm5ubkIrIZfLWbduHYsXL+by5ctMmDCB0dFRMc67e/cuvr6+mJubU11dTXV1NW5ubixYsIApU6Zw+/btv5wzgL6+Pjo7O3Fzc8PMzAwdHR22bNmCjY0NwcHBJCcn8+KLLwJQVlZGX18flZWV1NfXc/36dUZHR+np6aGyspL9+/dTU1NDaGgo9+/fRyaTUVRUxNKlSwkLCyMyMhIHBwf6+vp44403WLBgAfX19Zw5c4bs7Gz8/f1Zv349kyZN4tSpU7i7u3P+/HkUCgWbN2+murqa999/n+joaBQKBT/++KMYaaekpFBZWSk+IMcDU6ZMYdmyZTQ3N1NYWMj9+/eJj4+np6eHQ4cOsX37dtra2sSULSQkhK1bt/L5558TEBDAU089RVBQEDdu3CAxMZGOjg5WrFhBaGgoFRUVNDQ04OjoSEVFBV9//TXe3t7k5uZy6NAhtLS0mD59uhjJFxcXi25qdXU14eHhNDU10dbWhrGxMT4+PrS2tpKfn8+VK1d488030dPTo7i4mBs3blBQUMCECRPGhTcNDQ3+9a9/ER8fz6FDh+jp6WHu3LlcuHCBwcFBPD09KSsrw9HRES0tLf79739z9+5djh07xpUrVzAyMiIqKgpLS0tGR0dZunQpqamp3Lhxg4qKCubMmUNBQQGmpqZER0dTWlrKkiVLmD17NgsXLuSLL76goqKC0NBQ5syZw9KlSzE1NSUhIUF0rxcvXsz06dOJiooiNjaWnJwcJk+ezPXr1zl58iTz5s3Dzc2NU6dO8fLLL48Lb25ublhbW1NRUUF/fz/m5ubExsZy9uxZnnzySa5du4ZcLkehUIiL/eDgILm5uVy/fh1vb2+8vb0JDAwU+q6ZM2dib29PVFSU6EC3tLQglUrR19fnnXfeYe/evSgUCnEx6u7uRq1Wi9U4TU1Nzp49i4ODA+np6aSmptLa2sobb7xBYWEhEomEvr4+nnrqKfr6+vj555/FBd7d3f0v522sETR2VqnVavT09Jg4cSIfffQR/v7+xMTE0N7eTnNzM7a2tly9epWPPvqI06dPo62tjbOzM3p6ehgYGLBx40aioqLYsmUL6enpbNy4EUdHR/T09Fi3bh2Dg4PY2Njw7bffsnXrVvr7+6mursbIyIjw8HB27drF3bt3aWhooL29ndTUVAICApg0aRJOTk68/vrrTJ48GYlEwvXr12lqaqKlpQVnZ2dWr17Na6+9xvfff/+X8zYwMMBnn31GYGAgM2bMoKGhgTt37hAbG8uiRYs4dOgQdnZ2jIyMMDw8THR0NI2NjTz55JOoVCqhMwsODsbPz4+2tjbOnTtHZGQks2fP5qeffhJ6SXd3d1QqFYaGhnh4eODr60tTUxM//fQTAEFBQVy+fJn29nYSExO5evUqVVVVBAUFCU1lbm4uoaGhREREMHXqVHbv3s3g4CBbt24lMzOTy5cv8/jjj//lvAHY2toyOjrKL7/8QkhICOHh4Vy8eJEff/xRTKNv374tuuy3bt2itLQUDw8PPvnkEz777DPWrVtHe3s7v/zyCwqFApVKRUNDAzNnzmR0dJSGhgahhdy3bx9RUVFs3rwZlUrF3r17MTQ0ZM6cObz99tvs3LmTDRs28Pe//51Tp07xyy+/iGItODiY9vZ2DAwMyMvLo76+XkzjAA4dOsT8+fPHhbcXX3yRnp4ebGxsKCkp4dtvv2X16tU4ODjw6aefArB8+XJ6enqorq4WzfI33ngDW1tbRkZGmDx5MomJiezZswcTExOeeeYZZs+eTWNjI76+vrS3t4tJokKh4MSJE2RmZjI8PIypqSkmJiZIpVKys7NZvHgxcrmc+vp6sYYbEBCAjo4OX331FTNnzuTtt9/GwMCAn3/+mdWrVzNt2jRGRkb+oy2MP1V82NnZcfjwYYaHh9HT0/u//LqRkZGHWmXw8/Pj8uXLWFhY4O3tzbJlyzh9+jTd3d08/vjjvP7666xcuZIbN26QmZnJK6+8wqpVq/Dy8iIkJISffvqJq1evkpiYSFxcHDU1NZSVlREYGMjhw4c5cOAA6enpqFQqdHV1SU1N5fr16xw7dgxdXV1qamqws7Nj2bJlODg4cOfOHXx8fHj//fcpKyvjww8/RKVSsXz5ch577DGysrJoaGjg6aefZsqUKRQXF2NoaIiTkxMSiYT8/Pz/mIOHgaOjI7/++qsQ8np7e4u9y+3bt7Nz507ee+89RkdHsbGxYXh4mOPHj5OQkCDWz7Zt24ahoSF5eXlIpVKsra1Zt24ddnZ29Pb2snTpUgwNDRkYGGBwcJBp06YxZ84cWlpaUKlUTJo06b/wkpSUxN///nfgj8Pz4sWLnD59GoVCQVFREXfv3hXrdB9++CFKpZK9e/eir68/LpwBTJ8+HYDo6GjMzc2pr68XReRHH33EggUL6OzsxMDAgPb2dn766ScePHjAq6++ytatW/n3v/+NmZkZ/f39WFlZ8cQTTxAeHk5paSlhYWG8++67xMXFcePGDeRyOceOHePtt98WO7B9fX1IJBKqqqq4c+cO+vr6rFy5kt27d+Pl5cWZM2eYNGkSEyZM4MqVK3z55ZdYWloyPDzM1atXmT59uujstLW18e67744bdwkJCdTX1zM8PEx5eTmtra2cOnWK7777Togd9fT0MDU1JS8vj8cee4yzZ8+yfft2vvzyS5KTk9m9ezd2dnZs2rSJCxcusHnzZi5cuIC5uTnm5ubEx8dTXl6OWq3m/PnzzJ8/n7y8PObOnUtvby+3b9/GycmJ5557juDgYP7xj3+wdu1a4uLieOaZZ3j22WdJT09n9+7dpKSkoKWlxejoKA8ePMDc3By5XI6hoSFWVlbjxltQUBA//PADERER/P3vf+fSpUu4uLhw4MAB1qxZg5OTE7dv3+b+/fv09PSwceNGVCqV2COfNWsWHh4e+Pv709LSwquvvsqSJUtwcnKitbWVy5cvixUiY2NjXnnlFaZNm8bXX39NdnY2a9euJSsri56eHjo7O1m/fj0ymYxt27YhlUq5fPkyH374ITKZDAMDA9ra2kSB/t5777F7924++ugj9PX1Wbt27bjx9uqrr3L79m3efvttsfL59NNPY2JiQlpaGps3b8bQ0BBTU1NGR0cpKysjICBAfHDfu3eP3377DRsbG/z8/EhKSmLlypWEhIRw8eJF4I8daYVCwTvvvMPRo0dZvXo1ycnJKJVKZs6cSUJCAsnJyWzcuJHHH38cR0dHfvrpJzo7O7l165bQgZ0+fRp/f3+io6NRKpV8+umn1NTUoFar2bBhAxoaGuzevXtcLoMlJSV89dVX2NjYMH/+fKKiotDU1BRaCjMzMw4ePMiUKVOYNWsWhYWFxMfHC93GDz/8QGxsLGlpaQQGBmJoaMiJEyc4fPgwMTExuLq6smPHDoqLi5k9ezYymYz29nZ2797NtGnTsLa2xtDQkOHhYbq7uykvLyctLY2pU6dy8OBBsa7a0tLC3r17WbRoERkZGcyaNYu1a9dy9uxZLl++TEdHByqViu3bt//lnAGo1WrkcjmPP/44VlZWfPbZZyiVSpycnAgJCaGpqYkJEyaI5tu3336LWq1m27ZttLW1sWPHDrZs2YKrqyvnz59n//79zJo1C5VKxdWrV1m+fDk7d+4kPz+f27dvs2nTJs6cOUNVVRW+vr5s3LiRkZERGhoa0NPTY82aNbz22mscPnyY6upqcnNzSUtLQyqV0tPTwz/+8Q/mzZvH119/TXJyMo8//jgymYzbt2/T1dVFd3f3uPAG4O/vz2OPPUZPTw/e3t5MnjyZxYsXC6H42DN34cIFamtr8fb2Zvr06ezbt0906PX09Ojv78fLywupVMqxY8fIyMggKyuLp59+muzsbDZs2MAzzzxDd3e3mDpFREQgl8tpbW0lJSUFmUxGR0cHV69eZeHChTz99NP4+fmhUqnIyckhKSmJ48eP09vbKxrRxsbG6OnpCe3NeCE2Npauri6WL1/OzJkzCQgIoLi4mKamJgoKCrhw4QIVFRUoFAoqKyt55513ePbZZ5k4cSJbt27lySefZNeuXQQEBPDjjz/S1dWFtbU1urq6dHZ2kpiYSG1tLWq1GgMDA+zs7BgeHiY7O5s9e/bw7rvvoqWlxZQpU/D19WV4eBgjIyNOnz5NREQEgYGB2NraUltbS15eHpaWluTl5aFWq3nuueeoq6vj999/x9nZWWwy/Bn8qeJDT0+PZ599lkWLFmFiYvJ/+7UnTpz4U3/x/4oxsU12djbwRzHyr3/9iwMHDrBt2zYcHBzQ0NAgMTGR+Ph4pFIpzz//PF5eXtjb27Ny5UqCgoKYMWMGRkZGpKamMjg4yI4dO0hISGDOnDk0NDRQUVGBr68vPT09xMXF4evrS3JyMhUVFfT19aFQKPD09GTy5MlYWFgwODjI4OAgkZGRuLm5MTIyQnBwMHp6ehw+fJhff/2VTz75BIlEwokTJzh16hSWlpb88MMP/zEHD4P09HRmzZrF4OAgbm5uLF++nNraWs6ePYtEIiEjI4Pe3l4UCgUTJ04U62InT55EW1ub0NBQRkZGSElJobS0lJkzZ3Lx4kX27dvHypUr+f7777GwsMDQ0BADAwMsLS157rnnWLlyJUlJSVRVVZGfn88777yDjY2N0EKkpKSI6YGdnR0NDQ0sXbqUKVOm8MorrzBv3jzKy8tFd2PFihW4urqyc+fO/3hq9jAICwujoKCAvr4+pFIpUqmUEydOcOfOHR577DGhpxgTqW3bto3JkyezbNkyvvzyS7755hv8/f3p6OhAIpHQ1dXFli1bsLS0xM7OjoqKCqysrIQD2tSpU1m1ahVvv/02O3bsQFNTk5CQEPbt24eJiQkNDQ2cOXOGwMBAOjs7+fDDDykuLua7776jurqarKwsDAwMhPhQU1OT3NxcnJyceO+99zAzM/vTD/z/U2RmZmJra0tjYyMtLS2YmJhw8eJF9u/fz759+xgeHubIkSNER0fz/PPP8+yzz9LY2EhAQADffvst3d3dfP/997S1tVFbW8v27duJjo7G2NiYzz77jNdeew2ZTIa3tzerV69m48aN7Nq1i3/961889thjbNq0iddff53e3l7u3bvHypUrmTJlCkuWLOGll14iOTmZuLg4enp6WLduHbm5uUilUkxNTfHy8mLOnDnk5OSwf/9+wsPDx4UzAH19fdrb2/noo49wcHBg1apV1NTUYGRkRGBgIImJiVhZWREREUFGRgbvvfcejz/+uHguMjIyuH//PnV1dXh4ePDaa69RU1PDRx99hIGBAY2Njdja2qKvr09PTw+ampoEBQVx6tQpTExMSE1NJSMjg9bWVqRSKW+//TazZs3iwYMHFBQUUF9fz+OPPy6e+7Emxe7du5k9ezaff/45K1as4Nq1a9TW1o4bb3PmzCEoKIhLly5x9OhRJkyYwD/+8Q+GhobE9NbHx4erV6+SkpKCjY0NISEh/P777zg4ONDZ2SlWAfT09FiyZAkpKSlkZGSgUCjYsmWLWDn65ptvkEgk/O1vfyM4OJitW7cyd+5cFi5cSH9/P66urkRFRXHs2DGqqqrw8/PDysoKqVRKX18fQ0NDWFlZce7cOQBu375NbW2tuIx9+OGH47ZeeuLECbq6upgzZ44Q2UdERLBgwQK++uorsWqXkZEh1kM//vhjvvrqK5577jksLS354IMPaGlp4fLly9y9e5ezZ89y8+ZNvv76a2xsbFi8eLEoZi9evCjMHt555x16e3vJz88nJycHXV1djh8/zurVqzl69Ci+vr5s3ryZxMREpFIpTU1NaGpq8vnnn7Njxw7Onz/P3LlzxQSiq6uLBw8ejNvq1csvv4yBgQGGhoacPn2arq4utLW1OXfuHCEhIRQUFNDe3o6lpSXffPMNr732Gtu3b2fRokXs3LmTs2fPsmPHDqqqqpDJZCxcuFCslZ08eZLLly9TWFhITU0NcXFxLF68mBMnTvDGG2/wzjvvCNfPkZERXFxc+P3332ltbeWll17imWeeYXh4mNjYWNra2khISCApKYn33nuPo0ePIpVKcXV1paOjg9OnT/Ovf/2Ltra2ceHt119/5e233yYlJYWbN29SXV1NTU0N7733Hr///judnZ04OTnh5uaGnZ0dr7zyClOnTmXDhg0cOnSINWvWYG9vL55ttVrNjBkzqK2tpaKigh07dnDw4EE0NDTIz/9/Mfef0V2W29sufKT33nvvPRDSILQECB2kN2mCgmIBUQErCAqCgIhKFZRepAcIpJCEkJDee++99/J+cOR6n/873j32cj3b7Gd+WmPpyDAzv999X9ec53mcWQwMDLBlyxYSExP55ptvyM3NRU5OjqGhIV68eEFBQQFGRkYUFBQgKSnJwYMHMTc3Z/r06WJLc+jQIYyNjfnggw/Yv3+/AM188cUXo6JeAXj+/Dk+Pj78+eef7NmzBx0dHY4fP46pqSl//PEHkydP5p133qGsrIzo6GhBIkxKSuKzzz4TUtDq6mqysrJ4+vQpTU1N4jPy2WefMW7cOLS0tKivr+fkyZN0dnZy4cIFXr9+jaOjo4DI5OXl4e7ujrKyMpMnT2bVqlW0tbWRlZUlJM4GBgYcPnyY5cuX89lnnwkQyatXr9DX1/+P0cQSw8PDw//Jv9jf309dXZ2gdfxfVVVVlVhd/d9VV1cX2dnZGBsbs2/fPkpKShgYGEBPT4/Tp09TXV3Nrl272LVrF0+ePOHly5fiofftt9/i7OzMzp072bNnD2PHjkVfX5+0tDTi4+P54osvyM/P586dO1RUVODi4kJwcLDARhoaGqKtrS2QYKGhoZSXl+Pg4EBsbKyQybS1tVFaWkpVVRVtbW20trZy/PhxNm3axNmzZ7lx4wa6urqEh4fz9OlTpKWl0dTUZPXq1Tg4OKCoqPgf9eKf1EjfvvjiC4qKiti4cSPm5uakpqYyceJEJCQkePbsmUA6jiAoi4uL2b9/PxoaGuzduxcVFRXi4+O5efMmtbW1rF69mqtXrzJ//nyOHz/O7NmzmTVrFpaWltTX1/PgwQN6enqwsLBgeHgYX19frly5QkxMDNOmTWPevHkCYXz9+nU+/fRTPDw8SEpK4t69e+zatYvvv/+empoaPvvsM06cOEFfXx8bN24UBs+2trZ/vW+ampoMDw/z6tUrnj59SnFxMYsWLWLPnj3s2bMHDw8PdHV1yczMJDs7Gx0dHfz8/Hjx4gULFiwQOnkZGRnMzc25d+8ecnJyjB07lhUrVvD48WOuXbsGwKpVq1i9ejUZGRkUFBQwefJkHj58iJmZGZKSkty/fx9PT0/y8/NJTEzkvffew9bWlszMTB48eEBMTAxWVlYcOHCAr7/+Gh0dHXp6emhoaKCjowNFRUW0tLTYunXrv9a3/7V3JSUlhIeHIysrS1dXF42NjWzbto033niDixcv8sknnxAQEMCSJUtQVVUlLCyM8ePHc+DAAZYuXYqGhgaXLl0iLy8PDQ0N8bAawe5u3bpV0Fyam5tpbm6mqKiI58+fM3bsWKysrEhOTqa8vBx7e3vk5OQYGBggKiqKwMBAtLS0kJCQwMDAgDFjxvDbb7/x7rvvkpGRwZkzZ3j77bfR09MjKysLDw8PhoaGRqVvqampJCQk0NjYiJaWFjo6OmIyevbsWWxtbfH09ERXVxcJCQlKSkrYsWMH7e3tLFq0iDfffJOjR4/y9OlTxo0bxw8//MC+ffvYsmWL+PcmTJggZAT9/f28ePGCzs5OPvzwQ4aGhigoKKCkpAQFBQU++OAD4uLicHd3R1JSkoSEBNrb23F0dMTPz4+ff/6Z6dOnC+rPyZMnaWpqwtPTk/r6eiZNmjQqfVNTUyMpKQkZGRlaW1upqKhgxYoVBAcHc+XKFfF8HpHXhYWF4e3tTXJyMtra2pSXlzM0NISkpCSOjo68/fbb/PLLL+K7uHz5ctTU1CgsLCQ5OZnm5mZSUlKorKyktbWVyZMnM2HCBJSVlamvr2fs2LFs3rwZS0tLAgICGD9+PGVlZeTn52NsbMzdu3cpKSlBSUmJZcuW0dTUhLm5OQ4ODly6dImpU6dia2v7rz/jrl69SkREBP39/Zibm+Pn50dQUBA2NjY8fPhQbAHHjh1LS0sL+/fvp6ysjKVLl7J+/XqePHlCSUkJGRkZVFRUMGbMGA4dOkRgYCCXLl3i0aNHvHjxgtLSUqytrTl+/DgZGRmcPXuWzZs3c/DgQdTU1HB3d6epqYm4uDimT59OWFgYp0+f5tmzZ4SGhqKsrCxwx+Hh4TQ2NmJkZIStrS2lpaU8e/YMSUlJNm/ejJub27/et6dPn6KoqIiJiQk5OTncunWLsWPHUl5eTkpKCo8fP6aoqEgQfa5evUpMTAyFhYW88847bNmyhfv37yMnJ4eBgQE3btzgk08+ERKfpqYm4uPj6ejoQE9Pj/r6egoKCggICKC2tpYpU6bQ1tbG0NAQpqamnDhxgo8++ojMzEwyMzNJSkoiPz9fyARHnn1ZWVl8/fXXGBoaEhwcjJGREffv3ycwMFCoIv7t72p0dDRDQ0MMDAzQ1dUlcPIjpM358+fj7+8v5GI+Pj6UlZWxbds2jh07JmADg4ODgm72ww8/sHHjRj744AOam5uJiYlhYGBAAGCOHz/OzZs3UVdXx9PTk9u3b/Py5Uusra2prq5GWVmZ1NRU4W97+fIlsbGx9Pb2smfPHvr6+lBTUxOXvYiICAoKCvjss89G7d2QnJzM7du3xTttzJgxPHv2jPz8fPz8/FBXVyc2NhYvLy+mTZtGf38/3d3d3Lx5k6GhIZycnHB1daWtrY2EhASysrKoq6sTXulp06YJaaWVlRXbtm3jzp07dHR0UFpaKuS4ra2tXL58mePHj3P27FmuXLnCG2+8wezZs9HV1aWiooJHjx5x/vx5nj9/TlBQEENDQ6xcuZKuri5CQkKYNGkSb7/99n/Ut/8YtSsjI/N/e/EA/uOLx/9aAwMDbNiwgejoaOLi4ujo6CAqKgopKSkUFRV5//338fT0ZMaMGQKru3v3brKysigsLGT27Nm0trairKzMkiVLmDhxItbW1uzatYvAwECCg4MF4WME1Xvy5Ek2bNiAmZkZra2t2NraIikpSUREBCoqKsTFxbFlyxbU1NQwNDSkqKgISUlJVq9eTVdXFxcvXmTr1q3CuKeoqMjMmTOxtbUdtc1HV1cXO3fuZGBggMePH9Pb28uaNWuIiooiJCSEZcuWUVZWJihJenp6BAYG4ujoyN69ewUD2tvbW+QyeHl5YWdnx/Xr1ykuLqa1tZX6+nqMjY2ZPn0627dvx97enra2NuE16erqoqWlhaqqKoKCgpCUlKSuro6jR4+yfPlyXFxcsLS0ZOPGjUhKSorV8cKFCykuLiYmJoYlS5aQkpKCpaXlv963H3/8kUmTJonPQ35+PtnZ2QQHB+Pv709kZCSNjY3iMlFXV8fdu3eJjY0V24wVK1bw/PlzUlNTefvtt/nggw/YuHEjLS0tdHZ20tPTg6ysrMgVeOedd3B0dCQwMBAPDw9SU1NpbGxEW1ubAwcO8MYbb5CamsqFCxeEOW7GjBlMnjyZH3/8kcbGRpqbm1m2bBl3795FV1eX4OBgsfYfrZKWlkZWVlYYIjMyMkhPT2fs2LE8f/6cgwcPUl9fT1VVFQMDA0JutHbtWuzs7FBQUGDevHnU1dWhrq6OqqoqFy5cQElJie3btwsz/whh7Nq1a/j5+fHJJ59w6tQpgX1etGiRwO+O0Jngb1SmvLy88KRs27aNR48ekZiYKIYTlZWVlJaWIiUlhbOz86j0TVVVVUzKR2hVGzZsEKSzO3fuEBERIQhmFhYWvP/++5w/f56srCyOHz9OS0sLU6dOFRP7/Px8hoaG2LRpEzk5Ofj6+jI0NERbWxv9/f34+Piwdu1alJSUqKurw8zMjOrqatLS0jh//jxvv/02xsbG1NXV0dfXJ7I/zp07h6GhITExMTQ1NbFr1y4WLFggDgf/4bzq/5EaHh6mu7ubO3fuoKamxvLly6mtreXw4cPY2NiwevVqBgYGmDp1Kl5eXtTU1LBixQqGh4cZGBhg9uzZODo6iuyE69evk5OTg4eHB1JSUlRWVvLixQtyc3MF/crKyop58+YJKeXg4CBNTU3U1tairKzMkSNH+PLLL2lvb+ePP/6goaEBExMTXF1dUVJSwsTEBElJSXx9fZGTkyM9PZ3o6GgWL178r6Ul//+Wp6cnz549o7q6GmNjYyEp/fDDDwXK3tjYmNjYWBITE5GTk6OjowNDQ0O++OIL1q9fz9DQEOrq6qJ3SkpKBAQEEB4eTnV1Na6urtja2lJTU8OBAweQk5MjJycHKSkpAXVwd3cX5MOoqCi6u7vZuXMnzc3NwvMBf0thCwoKiI2Npaqqiu7ublxcXFi5ciWnT5+muLgYNze3f71vsbGxYoNla2vL1q1buXv3Lu3t7cyZM4cDBw6gqqqKkpISysrKwhc0kjsWERGBsrIyhYWFZGVlsXLlSnbs2MGVK1c4e/YskZGRyMjIMGnSJPz9/UlMTMTQ0JCHDx8yMDBAVlYWPj4+eHl5CZrWzp07MTMzY+zYsSgoKODj40NbWxuvXr1CR0eHDRs28PPPPzNlyhSioqKIjY0VUuiysrJ/vWcjZWpqioyMDKqqqnR0dFBbW4uOjg4ffvghW7dupaKiQpCm3N3d0dHR4enTp/zwww/09vaSn59PbW0t/v7+Iirh+vXrmJubc/36dXJzc3F2dmZoaIhHjx4xa9YsGhoamDp1Kvv37yc+Pl5szfv6+oiOjubXX3/l/v37yMjIYG1tTXx8PP39/Xh5eXHhwgXGjRuHjo6OeN8vWbKEpKQkrly5wtKlS0elbyNAiP7+frS1tZkxYwbW1tZs3ryZ7Oxs5s+fz4IFC/Dx8cHGxobMzEyqqqooLy9HQkICJycnIiMj6e3txdzcnMDAQD755BNUVVXZtGkT2dnZ6Ovri7OVnZ0dP/zwA9OnT+f27dvk5OQQHx+Pj48PM2fO5P3330ddXZ19+/Zx+/ZtQkNDqa2tpaioCHNzc9atW8eGDRvYvHmzkMLKyMgQHBz8j2hX/6/mfIzUs2fPKC8vp6ysjLa2Nrq6ujh58iR79uxh2rRpgnk9QiwZ4ddXV1fT09NDe3s7pqamNDQ00NXVhZubGwcOHMDd3Z2Kigo8PT2Ji4ujrq4OQ0NDqqqqyMjIEDdmOzs7cnNzefXqFQAffPAB9+7dY/bs2SQlJWFpaYmNjY0I+5k4cSJJSUnk5eXh6uqKoaEhampq1NbWEhISgoqKyqj0TV1dXTDXR0yQ8fHxXLp0CXl5eY4ePYqRkRFSUlLA36zmEeziSEhiYWEhLS0tGBkZ4eDggLS0NLW1tcTFxSEvLy9elr29vYSEhNDS0oKdnR2SkpIUFxeLL7WCgoKYHKiqquLm5kZPTw/JycnU1dXR1NREb2+vIBw9ffoUKysrpKSkaGtr486dO1RXV4/K5aOtrY2GhgZkZWXx8PAQoZSzZs0iJyeHyspKCgoKhBSwvr5eeEBUVFQoKSmhtLRUBPlYWVmhpaXF48ePmTZtGgoKClhZWSEnJ0dPTw9nzpxBUlKSnJwcjh07Rm1tLdra2oLk0dTUhLy8vMhPqKiooLe3F1lZWYyMjJg2bRoDAwMi2Ku7uxsDAwPGjRuHr6/vqMpgtLW1sbOzE9vDN998k4SEBN566y0OHjwocnNSUlIAMDAwEAZvDw8Pbt26RVpamsiXGPnejxs3Dmtra5G70dfXR29vL/39/QQEBFBfX8+8efOIjIwkKSkJeXl5LCwsSEpKQkdHhzVr1jB27FgyMzMF1cjKyorExEScnZ1JSkpCWVlZbFmGhoYoKysbtctHSkqK8FCoqKiQkpKCsrIy0dHRFBUVkZqairW1NT09PVRUVJCcnMzUqVPZsmULP/zwA5WVlUycOJHh4WGioqLIycnByMiI5uZm/vrrL6ysrKiqqhIIXgBFRUUyMzOZPHkyCgoKwjzc1tbGw4cPcXBwQE5OjpMnTzIwMIC/v7/ItXF0dKSqqorc3FweP36MnJwcsrKydHZ2jmrfzp8/j6+vL+rq6jQ1NZGXl0doaKiYAC5YsIALFy5QV1eHl5cXLi4uVFdXU1VVhZKSEqmpqRgZGeHp6Qn8HZI5QsKaP38+BQUFwqNnZ2eHtLQ0YWFhfPTRR9jb2yMhIUFKSorYrsTHx1NSUkJwcDApKSnCA+Dg4EB0dDTjx49HVVWVsrIy0tPT6evro6urSxCU8vLyWLx48b/et46ODkE4c3V1RV9fnylTpnDhwgX09PRQVlamurqampoajIyMmDNnDk+ePKG+vh4rKytyc3Oprq4WOVCTJ0/mzp07bNiwgdDQUIFaHxwcJC4uDikpKfT09Ni0aRPR0dHiMtfd3U1TUxMSEhJ0d3czZswY1NXVKSkpEWCAkcOgpaUlCxYsoLGxUUiejYyM8Pb2xs/P71/vGfydAdXV1YWlpSXOzs5iUCArK0thYSEDAwM4OTlRWFhIWFgYurq6qKuriwtBW1sbqampxMbGoqKigqWlJWlpaXz++efMnTsXJSUl4uLiBJ7UycmJ0tJSKioqWLp0KVpaWpSXl/P69WuCgoJYuXIlra2tpKenU1paioKCAsrKyujp6WFtbU1WVha9vb1oa2vT3t5OZ2cnOTk5REVFsXDhwlGjqwFkZGSgr69PXV2doNFJSkoyYcIEBgcHRVbQ0NAQpaWlxMXF0draSkxMDPb29ri4uDBu3DjGjRuHuro6L168EKSsjo4O0tPTkZGREX4iOzs79u/fj6SkJGPGjEFbW1uQ8GRlZdmwYQNPnjxBW1ubiIgIFixYgJKSEoODg6ioqPD69WvU1NSQl5fHzMxMvNNH830KkJeXR2trKzo6OmI45ebmxuzZs4UCwMPDg+bmZjIyMjAyMiIuLo6goCDu378vaHLm5uaoqqrS39/Phx9+yMGDB2lubmbMmDHExMTQ19dHUFAQixYtIiMjg/LycgCB63/+/DlaWlrExsbi4eHBX3/9JdDqHR0dSEpKUl1djZmZGS4uLri7u4vLnLGxMb29vf/o8/Z/xOXj1atXREdHo6Ojg5mZmTC3xMbGYm1tjb+/P93d3SQmJtLX18eECRO4ffs27u7uSEhICExlfX09/f39KCgo8OzZM7744guByxsJ16qpqaG6upq+vj5u3rxJQEAAzc3NVFdX09DQIILfPDw80NDQoKOjAzU1NYyNjSksLCQ+Ph49PT3Gjh1LdHQ0pqamgpoSGxvL48eP2bRp06j0bYSM5OnpiaOjIx0dHVRVVaGtrY26urogFRgaGiIjIyNY2B0dHVhaWqKnp0dERAQ5OTnY29tjZmaGj4+PCDVTV1fH0tJSGLvu3buHi4sLgEDljshmysvLxUXQyMiISZMmUVFRIZB1SkpKODs7Mzg4iKGhIY8fPxbG3/b2dioqKv5jreD/bjk7OwudsY6ODsbGxqSkpCAlJSVwr7q6ukKPPGKYnDBhAj09PeTm5ooQsxHZgpWVlWCQd3Z24urqKlKG8/LysLOzIzk5mT/++AN5eXmWLVuGkZERSUlJYoJvZWWFu7u78AKMpL0rKCjQ399PUFCQ+G8eySlRUlISGNnRqPr6euTl5enq6sLMzIygoCDee+89+vr6sLa2JjQ0lI6ODoaGhmhqaqKmpgZPT09qampoaGgQA4PGxkZyc3Pp7+/HzMwMGxsbmpqaMDExwd3dnaSkJHJzczEzM0NbW5uLFy+yZcsWsYUa8Zs0NjZiZ2cnYAsNDQ0UFxczPDyMq6srT58+Zf/+/cjLy1NSUoKRkREKCgr/anLt/78qLS0VxCQ1NTWGhoaIjY0VdBAPDw+6u7vR1tZGR0eHyspKqqqqMDIyYvLkyZSUlGBsbEx/fz8WFhYYGBigrq4uZEdjx46lra2NpqYmNDQ0GBwcxMLCgoiICKGfHiG7jUzXRmRzsbGxBAcHo6enB4C5uTn29vYiUyk2Npb6+noUFRUxMDAQYbCjUVFRUYwfPx53d3fKysro6OigsLCQoaEhEhISkJKSwsbGRmDGXV1d6evro6Ojg7q6OkHH6erqQkVFhbFjxyIpKUlYWBitra1CIz6SIzAydCguLiYnJ4eOjg6qq6uRkJDA1dWV3t5ekpOThRTH0dERU1NTqqqqePHiBWZmZiIrIjQ0lLy8PGxtbRk3bhypqamj5s1KT09HTU2NwMBA7O3tGRgYwMPDg+rqaiZMmEBDQwNJSUnA3589Ozs7mpqaKCgowMPDg8jISIGiHhgYwNLSkt9++43r169TV1dHdHQ0VVVVgqQ1gmiWlJRk3759aGlp0dzcLDZ79fX1jBs3jpaWFmxsbEToaltbG+3t7aSlpYmN+sjzcARqYmNjM2rbXScnJyQlJUUOygjmNCgoiKqqKmxsbEQopYKCAvn5+bi5uYkpv7q6ukjhHglgnT9/PlFRUYwbNw4nJyf6+/uJi4sTMqWhoSHk5OSYMmWKeNaPnGPc3d0ZHh4WZ5eWlhbs7e2xsrJCWlqa5ORkJk6cSEpKitiuVldXk5mZiYuLy6g+59LS0hgeHmZ4eJjGxkZkZWWRkpJi/vz5tLW10dvbS0lJCTIyMrS0tNDQ0ICFhYW4gMrLyzNp0iRsbW3Fxm4k4NLMzIxZs2bR3d1NV1eXyNsZGciN5F6MBEErKChgbGzM77//zpQpU+jp6SE1NVVkiwBMmTKFzMxMDA0NsbCw4PXr1xQXF6OsrDxqeTyAeO6amJggIyPD3bt30dfXZ8aMGQwPD3PlyhUcHBxoaGgQMrERoJKLiwuvX7/GwsJCnPFGyI++vr7k5+djYmIiBqEDAwP4+flRWVmJlpYWzs7OqKmpUVdXR0VFBR0dHYwZMwYjIyNu3brFrFmzRDjqCLI8Ly+PefPmoaSkxMuXL7G3txeDWnV1dTw8PP6j3/v/iMvH4OAg6urqjBkzBjc3N5SUlGhra+Pjjz9m7dq1aGlpsWDBAgYGBsjOziYnJ4f+/n4mTJhAV1eX0ItnZWWhpaVFTk6OwOS5uroyPDyMkZERTU1N4oVuYmJCUVERzs7OPHv2DB8fHyZMmMDDhw+5desWEydO5ODBgzQ1NWFpaYm6ujqFhYXU19czODjIggULqKysJD09nebmZsrLy8nJycHb2xtbW9tR6ZuTkxOhoaEinV1PTw8bGxvc3d356aefmDt3rkhAdnR0RF9fH2NjYxQVFYmLi6OxsVEErtXW1lJfXy/SKq2srIiIiMDc3Fxwpa2trVm9ejVpaWl0dHRQUlIiDr6PHj3C2NiYNWvWoK2tLV78BgYGuLm50d3dzePHj8XfR0tLi+DgYNra2nj+/DmWlpZiOvlv10hq9EiAZUNDA25ubvT29qKnp0dlZSVTpkzBy8sLIyMjWltb2bBhgwgC7OvrQ19fXySZZ2dno6ury2effca9e/coKSnBz8+P1tZWwsPDsbOzo7u7G0NDQ5KSkhg/fjzW1taYmJgwa9Ys7t27R0xMDD4+PmhoaNDZ2YmXlxeTJk0iNzeXW7duIS0tTVBQkAh+rKysJCwsjNTUVD7//PNR6RtASEgIqqqq1NbWIi8vT1NTE/r6+uzbt49vvvmG48ePY2tri5eXF9LS0qSlpREQEEBhYSFxcXF4eHgwa9YscnNzhda5r68PLS0tysrKUFdXF9jU/Px8Jk+eTFFREfX19RQVFWFoaCjCBjMzM5kyZQpmZmZISEjQ1taGp6cnDQ0NpKWlYW5uLkLN+vr6yMvLo7e3V2iSR6hso1E6Ojoi6M7KygoHBweRhmxhYcHatWs5c+YMqqqqzJgxA2lpaSIiIrh58yZnz57lt99+Y3BwkHHjxrF06VIyMjIoLCzkwYMHLF26FEdHR5HMO27cOKqrq/Hw8GBwcFCEaRobGyMjIwPA6tWrxYXbwMBABDpmZ2ejp6dHf38/FRUVxMTEiKnlyItvwoQJo9Y3a2trampqxGBKRUWF1tZWxo0bx6VLlwgLC2PevHn09fVRXFzMkiVL0NXV5caNG4IYNJIB4+7uzrJly3j+/Dmampo8e/aMtWvXUlJSQn19PaWlpdy4cQMXFxcuXLhAa2uryDuxsrJi6tSplJaWMmnSJB49eoSpqamgHT579gxlZWXu37+PtrY277zzzv8IdB0JGh0NoAb8vfkYybUmoTcAAQAASURBVFUwMDAgOzubtrY2PvnkEzFpr62tRUVFhY6ODjIyMlBUVMTCwoLKysr/IZ+pqakhLi6O2NhYEhISBJktJCSE9vZ29PX16enpQVFRUaCj/f39aW5upr6+Hh0dHYaHh5k2bRpvvfUWsrKyKCoqYmxsjJaWFtXV1QJf/9dff7FmzRocHBx4+fIlcXFx4n9/9dVX/3rfhoaGUFVVJSoqira2NmxsbFBXV2f27NkiDHnfvn1oamoyZ84cbt26BSBUEI8fP0ZNTQ1PT08qKyu5fv06J06cYNeuXRw+fJglS5YwYcIE9PX1BdFr2rRpODs7MzAwQGlpKY6OjkhJSQmyoIuLC+PHj/8foAMVFRUePXpEY2Mj48ePJyQkhPnz59PZ2cnLly/JzMwkLS0NOzu7f71nIyUtLY2urq7wA7a0tGBhYYGpqSlKSkrcvn2bV69eYW1tjZubG5MnT6a8vJyBgQGkpaWFFHZ4eJj6+npBTQwPD2f8+PGsX7+eq1evEhYWRn9/P/X19YSFhSEhIcHg4KAYNOvo6NDR0cHdu3dFTpC0tDQPHz7E0dGR4OBgoqOjWbhwIZs2bcLQ0FAEW9vY2ODi4jKqAbRBQUEkJCSgo6NDa2srN2/exNramh07djA8PIyUlBQNDQ0MDQ3R3NxMSEgIOTk51NbWEhwcLEJ/m5qaBOUqJCSEDRs28Pz5c16/fo2Dg4PY4lpYWJCbm0twcDDy8vLY2trS19dHe3u7CITu7u4mNTWVwcFBampqkJSUFOnqv//+OwoKCnR3d6Ouro6uri6dnZ1kZmbi7u7+H//e/0dcPjw9PVm4cCH6+vo0NjaSmJhIZmYmGhoahIWFoaOjg4+PD6ampuTn53Pq1Cm2bt3K7t27MTc3R11dXYSvSUpKCm3c77//TkZGBosWLRITxpFU6c2bN+Pt7c39+/dRUlISqdM2NjYcO3aMCRMmUFNTg7+/v0jblJGRYd26dXR1dTFt2jSGhoYwMjLixo0btLW1sXTpUubMmcPRo0dFTsS/WSPSkzFjxjBnzhx0dHTIzMzk6NGjNDY24uPjQ1VVFe3t7cI4amtrS0JCAomJiTQ1NWFqaoqysjKNjY14eXlRUlJCaGgoq1evxtfXF0VFRUHQcHR0RFFRkUOHDtHU1ER2dja2trb4+PgQEBDAs2fPWLVqFWfPnhW38/DwcGJiYli2bBmlpaW8ePFCBDKqqKhgYGAg6EO1tbWjgqFMTEwUcrnc3FwiIyPp7Oxk3759rFq1CiMjIy5cuEBzczNTpkyhoKCA1atX093dzYQJE4Tvob29naysLJKSktDX1xcPBisrK2pqalBTU2Pp0qVERkZiaWmJt7e3MENXVVUxNDSErq4uVVVVFBQUYGJiQkhICPr6+vT395Oens4ff/xBY2MjBw4c4ODBg/z8888YGBgwODjI8PCw2DA5Ojr+630DKCoqQk5OjtLSUvLy8tDU1GTv3r3Y2Njw008/YWNjQ3R0NPLy8sydO5eBgQF+/fVXCgsLUVJSElN3VVVVTExM0NfXx9DQkM7OThISEmhpaeHUqVMAHDp0SITarVmzhmnTpvH1118L79LAwADwtxSssbGRffv20dDQgKSkpBg2zJs3j5KSEqZMmYKampqYsjk7O48q3tnY2Jj79+9jYWGBu7u7uHx+++23rF69mvb2dmbMmCEySQICAkhMTGTXrl0MDAyILW1HRwdhYWFcvnxZUORGXqwjUr/Y2FjCw8P5/PPP+eCDDwRP39zcHENDQyorK9m6dStBQUFs2bKFqKgoysvLhceuvb2dJUuWsG7dOuBvfn9LSwtycnJIS0vz1VdfcfTo0VHp28qVK8nJyUFWVlYE29na2grIyI4dO3j69CmVlZV4e3ujra1NSkoKVVVVXLhwgSdPnpCXl8fg4KDATlpZWeHh4SHeBcbGxlRVVREaGoqxsTEmJiYCaTnizaqurmbv3r3iYH3t2jXxrO3u7mbevHnY2Nhw+vRpdu3aRV5eHi0tLUyYMIGAgAB0dHRoampi/Pjxwkz7b9bOnTsJCQkR2/rXr18TGBhIaGgoz58/x8LCgoULF1JaWkpLSwuenp6YmZlRWFgo0PE2NjZERUURHh6OlZUV6urqgqQ4duxYBgYGkJOTw8rKiv3797N27VqioqLw8/Pj0qVLtLW1ISkpiZSUlPD3qampkZmZSWBgIL29vYKG1dDQwEcffURtbS12dnb09vaKcNewsLBRG0w9ffqU8vJy4QV49uwZAwMDHD58WHgxFi9eTFdXF1lZWcjKyuLn54euri7V1dVcvnwZ+JvgWVlZiZGREQMDA8TExODg4ICZmZm43FtaWhIUFER4eDjbt2/njz/+YMWKFfT09HD58mUuXbqEn58fkyZNAqCkpITNmzcjLy/Pn3/+SVZWFhYWFnh6eopkbx0dHVpaWqipqSE3N5fXr1+PGtVvypQp+Pv709jYKPyimpqaIogyOzsbCwsLnJyc8PHxQVZWlg8++ICjR4+Sl5fHxIkTsbKyorm5maqqKsrKyggLCyMlJYV169bR19eHvb09tbW15OTkMHnyZJKSkpgwYQL379+nvLycmpoa5OTkRFCytLQ058+fx9TUlM2bN2NiYkJrayuLFy8W+Rbnzp3jrbfeoqCgQDxncnJyMDAwGJW+NTU1CfrWSGZHYGAg+fn5HDp0iLt37/L7778TFRVFU1MTfX19ODg48OLFC2prawkKCuL169eYmZmxfv16Ojs7KSoq4tixYzQ0NPDNN99QUFBAfX09MjIyfPvtt2zYsEEEHcvIyPDs2TMqKirYsmULpqampKSkiGgABwcHent7iY2N5fr16+zZswd1dXUh+Zo+fbrICPkn55D/Iy4fra2tfPXVV+Tm5mJoaMjq1as5duwYjx8/Rl5enm+//VZIFCoqKli2bBkuLi6sW7cOIyMjJCQk2L17Ny4uLsydO5fdu3djamrKhg0bOHfuHM+fP6etrY2JEyeioqLCtm3bxFTg+fPnJCcnEx8fLx64586dw97enq+//poVK1YI2pWUlBRmZmYsW7ZMJAJv3boVU1NTlixZgpWVFb/88gsTJ04clb5paWkRFBQkNIAjFKU///yTtWvXcunSJRITE1m9erX4b7S0tOSTTz7h+fPnDAwMICUlRUdHB2VlZSQlJbFu3TosLCw4dOgQx48fx93dnVevXnH+/Hl6enrYt28fs2bN4rvvvsPe3p7c3FwGBgb44IMP2L59O0NDQ6SlpbF06VJWrVpFWFgYZ8+eZfv27Tg6OnL69GkKCwuRk5Pjxx9/pKOjQ6Sajlbuwvr16zlx4gRKSkpoaGiQn59Pd3c3e/fuJTw8HH19fU6dOoWhoSHd3d3cunWLd955B2VlZX744Qd8fHxobW0lKyuLvLw8Ojo6cHV1ZdeuXQBijd7V1UVeXh5ZWVm4urpy7tw5bt26RWhoKM+ePaOhoQEZGRkqKysFilFbW5vdu3fz9ttvY2try/Lly+ns7ERLS4uXL1+KkEE/Pz/Gjx9PbGzsqK7WpaWlmTBhAoGBgaSkpHDx4kVOnDiBnJwcqqqqPH36FG9vb1RUVEhPT0dZWRlXV1dkZWXZtm0b8vLynD17lrCwMCQlJZk+fTpff/012dnZnDt3Djc3NxQVFWlpaSEnJ4fff/8dWVlZYT7csmULd+/e5dChQ6irq7Njxw5UVFTYvHkzkZGR7N27l7lz59Lb20tkZCSnT5+moaGBPXv24OnpiaKiImpqaujp6ZGcnDxqW0oXFxfOnDkjSFu//PILFRUVKCgocPnyZYKDg7GyskJZWRkXFxcBaUhLS6O7u5v79++TlJRES0uL8Np8+umnPHz4UEhHx4wZg7+/P76+vmhra7Nx40Z6e3upq6vDyckJZWVlamtrkZKSwt3dHUdHR44dO4aMjAw+Pj5ERESQm5vLZ599xvXr1zEyMkJOTg4VFRUcHR2xsbFBV1dXkNxGo548eUJDQwMDAwNkZGQwefJkpkyZQlpaGj///DNtbW3Mnj1bSBS+/fZbET771ltv8dtvvxEfH09vby+2trYkJSUxf/58NmzYIDKQent76e3tRVFRkTVr1uDs7MzGjRvZsWMHHh4e+Pv74+DgQHd3N1evXiUtLY3Fixfz8ccfM3XqVLF9r6+v59GjR+Tl5XH79m1kZGSYNm0a8vLyxMTEYG5uLg5g/3ZVVlZSWVlJXFwcKioq2NracuLECby9vXF3d2fdunXExsZiY2NDS0sLJ0+eZPv27cybN4/S0lKmTp2KnJwcrq6uBAYGIiUlxdq1a9HW1sbR0REtLS1qa2t58OABd+7cITg4mEOHDgHg4ODAunXrcHR0FJsqXV1dIiIiWL9+PQsXLuSzzz4TCeDXr1/nwIEDvP3222hqavL7779jY2NDbm4u+fn57Ny5k4cPH/7rPQN48803qaysxM3NDQkJCaSkpIiMjGTSpEmoqalRWVnJkSNH8PLyYuPGjUyePJk333yT2NhYbG1tefnyJbKyskRFRdHc3CzelQMDA9TU1FBSUiLQ3xMmTCAyMpK//voLFRUVkpOT8fX1pbm5mZqaGsaNG8eRI0f4+OOPhXwI/lYZxMbGMmvWLEpKSnB1dRVD2q+++oqmpiYmTJiAlJTUqEnAAaZNmyZQ6/fv30dXV1d890ZywJKSkrhw4QJZWVnMnTuXhQsXkp6ezpo1azA3N6eoqIjo6Gixxfjmm2/YtWsX1dXVwqMwd+5ctm/fTnR0NMuWLUNHR4cnT55QXFxMamoq/f39gjK3ZcsWamtr0dLSYmhoiOrqaiIiIvj555/R1dUlLCyM9PR0vv76ayGNmzhxIitXrqSqqmpU+jZyMRjZvqirq2Nra8tnn33G6dOnefLkCaGhoYIEN3L2nTVrFnV1dXR2drJ48WKRTD6C5t+0aRMhISHs2rWLN998k9mzZyMlJcWbb77JL7/8wpEjR1i/fj23bt1CRkYGaWlp3n33Xfbs2UNKSgodHR2cP3+eb775hpKSEkFLff/994VpPSIigoaGBubNm4e+vj7ffffdvyu7ev78OfC3Qc/Y2JjHjx9z6tQp9PT0+Pzzz/8x8aqjowNtbW2Gh4fx9/dn1apVdHV10dPTw/jx4zE0NOT58+f09PTg4uKCq6sr+/bt49atW+zYsYPQ0FBsbW0pLy9n3bp1qKurs3TpUpYsWcJbb72FpaUl7e3tuLm54enpya5du/jxxx/ZsWMHgYGBvP322zg7O5Obm8uXX37J2rVrSUlJ4fDhwyQlJTFmzBi6urq4fPkyGzZsEEbC5ORkdu7cia6uLsnJyVy6dIl58+YxYcIEYR7+t+vy5ctoaWmJ9fDI1O/06dNISUmJrIMR/d/Q0JAw+nZ3d9Pb20tCQgJFRUVMnjyZr776igULFmBubk5lZaVAwKqqqrJ37166u7t54403CAoK4uXLl7i5uVFSUsLs2bPZvXs30dHRrFy5kjt37lBVVYWamhoffPABc+bMITw8HG1tbb788ku8vLzYsmULysrKNDU1CVrDaNTBgwd5/PgxpqamGBgYoKurK1Cd69atw8fHh/DwcKqqqpg0aRIHDx7k8OHDbNq0iaKiIvz9/Xn48CHKysrMmjWL6Ohoenp6+Oyzz7C0tBQm3vb2dt58803GjRuHtLQ0bW1tHD58mJ6eHrq6ugRKVktLi5aWFvLy8li1ahULFy4UJjttbW26urqYOHEiV65c4dKlSyQkJIhsl7S0NG7cuMGnn346Kr0b2TaOBAzW1tYK0+UIUWnOnDlUVVXx6tUrnJ2d+eCDD0SIWVBQEOvWrUNDQ4Pw8HCkpaV5/Pgx8+fP5/PPP8fV1RUvLy8uXbrEkSNHCA4OJj09XRjL79+/j5SUFB999BEyMjJcunRJXKwnTZqEvLw8X3/9NTExMWJDcunSJfT19eno6CA4OJjk5GTu3LnD/PnzR6Vn8LfUr6GhgebmZoyNjXnrrbe4evUqX331Fbdv32bBggUUFBTg5OSEmpoaW7duZebMmfzyyy98+eWXREREcOzYMVRUVFixYgUaGhq88847PHz4kOzsbNLS0gQO1MrKCn9/f2JiYkhISOD06dO0tLTg7u7O3Llzefvtt2lpaRFIXX9/f4yMjHB0dBSH8IiICB4+fCgADFVVVYSHhyMhIYGDg8Oo9W3z5s1s375d8P/37dvH/PnzycnJYdGiRWzfvl1cmmxsbNixYwfbtm3D0NCQnTt3cvToUTw8PGhoaCA5OZlly5ZhamrK4OAgY8aMYf/+/dTX1wv53rlz51izZg3y8vLs37+fQ4cOUV5eTn9/P0+ePOHKlSs8e/YMIyMjNm3axOLFi/Hz86OqqorHjx9jY2ODpaUlERERvP/++3z55ZeMGTOGwMBAOjo6mDp16qgcavr6+nj77beZP38+w8PDQg/+7rvvivTmwMBAxo8fT0NDgwiqfPLkCXv37mX9+vUEBQWRlJRESEgI7u7u3Lhxg6NHj5Kbm8vVq1fp7+9HRkaGhoYGYU7V19fn3Xffpbm5WfxdRoYjy5cvx8LCgri4OObMmYOuri5ycnKsWbMGFxcXfvrpJxQUFDA0NOT3338X7y8FBQXeeOONf71nAJGRkURERLB27Vp0dHSoqKhg4cKFJCUlcebMGQIDA8XW9OTJk2RmZjI0NISrqyuXLl3i0KFD9Pf3IyEhIUhyN27cEBAOWVlZLl68iLq6OmvXrhWmcyUlJb744gtyc3O5e/euGNZMmjSJ+vp6vLy8mDBhAgoKCowfPx4TExPCwsKoqKggLi6OgoIC1q5dS1BQEBMnTqS3txdnZ2f2798/avTN+/fvizwhfX19goKCGB4e5uLFi9y4cUPghoOCgggODkZaWpo///xTyPJKSkpYvnw53t7e6OjokJeXx/Hjx6mqquLWrVsoKCgIpOyFCxfIyMjg7t277Nu3D1VVVYqLi/Hw8MDBwYGcnBxevnzJqVOnePbsGVu3bmXbtm2oq6szduxYLCwsKCsrY/r06RQUFLBz504MDAwwMzNDR0eHa9eujZq8NCUlBTk5OZqbm9HX12fSpEnU1tayadMmbGxsqKys5MyZM0RHR/PgwQOamprEd3rOnDn09vaioaGBmZkZAM3NzfT391NUVEReXh4fffQRz54949atW3h5eREVFcW5c+dYsmQJxcXF4uynra3NhQsX2L17N9nZ2UhISGBoaMjKlStRVlZm9uzZ+Pr6EhoayocffoikpKR4h44QxQ4dOsTQ0NB/9Hv/xzkf/2tNmDCB48eP4+HhwevXr1m7di2BgYHMnTuX169f/8cHoRHO8fDwMJ2dnVRVVdHQ0ICKigpTpkwhICAAR0dHli5dSlxcHDExMbS1teHu7s6kSZMYGBggNDQUTU1NzM3N0dTURE9PDw8PD1JSUnjnnXf48ccfSUhIoK+vj4CAAEHUUFVV5a233qK7u5uGhgbMzc0xMjKiqqqK27dvExUVxe7du1FXV0ddXV2gfCdMmMCOHTtYsWIFLi4uFBQU0NjYSGZmJiUlJYwbNw5JSUlmz579rzPJR9KIRzC3I6ZeIyMj/vzzT8aPHy8oEc3NzYJc8Pr1a3Gr7ejoYGBgAG1tbaqqqli+fDljxoxh1apVnDt3Dl1dXfT19WlqaqKtrY1jx47h5+eHlZUV69atw8DAQJiHHz9+zKJFixgeHiY5OZkJEybg6+tLRUUFJ0+eFMFLTk5OqKio8OzZMxISElBTU2PZsmVUV1cjKyv7r/etqKhIhH+NHKIPHDjAzz//DPw9wTl16pRADCsrK2NkZMS6desIDQ3l2rVrtLe34+PjQ2BgIGpqahgYGGBubk5raysXL16koKAAT09P3Nzc+OSTT7CxsWHbtm18+eWXzJ49GxMTE1RVVTEwMKCgoICffvpJ5DN8+umn1NbWEhoaipGRERYWFuzcuZOnT5/i5ubG/v37SUlJwc7OTkxzTpw4MSpM8pG1ra6uLrNmzUJJSYn169dz6NAhDA0NuXPnDtra2pSVlVFbW4u5uTnd3d24ubnR3NyMrq4uWVlZmJubo62tzcGDBxkeHsbMzIw33niDsLAwsQ0qKChg6dKlfP/99+zfv59z584hLy+PjY0Nw8PDJCQkUFNTw/vvv4+ZmRkhISFoampiaGiImZkZZmZm3Lt3T4QZ7tixg9TUVMaNG8eKFStQVVVFWVl5VPpWUFBAf3+/2GjU1dVx4cIFQkNDqa6uZvz48Xh6emJhYUFfXx/Z2dlia1RWVoaMjAwaGhqCavP8+XN0dXWFJOnJkyfCcDoyFMrIyKCkpIT3338fAwMDjh8/TkNDAzt37uTixYvExMSwfPlysrOzWb16NZqamvT09ODk5ERzczOTJk3ixIkT3L17F01NTTw9PTExMaGurg4dHZ1R6dvg4CBHjhzBzs6OyZMnC5Pt999/z4sXL4S0paamRkiECgsL2bJlC8uWLePChQtIS0tTX19PTU0NhoaGREdHc+rUKX788UdCQ0Npa2tDSUlJ5KeEhoaKYVRbW5t4XqWlpTEwMMBvv/3Gnj17OHPmDKtXrxaJv4mJiYLm9v3331NVVcWECRNQU1Ojv7+fuXPnUldXJy5w//a74ccffxTQivLycrZs2SIGJdOnTycvL4/s7GxkZWWxsLDgzz//5Pr16/z555/cu3cPe3t71NTUqK+vp7u7m9mzZ2NgYMCuXbvEoWhEPjsCoPD398fFxQV7e3sKCwtJSUmhr69PTHJ7enpYuXIlY8aMoaWlRVwCd+3axdy5c5k2bRrbt28XpvSuri7ee+89PvroI/bs2fOv9+3QoUO4ubkxZ84csrOzOXz4MIGBgVy4cAEnJyccHR3JyclBR0cHU1NTKioqePr0KeHh4XzxxRdYWFiIi66Ojg6XL1+mrq6OM2fOUFpaKrYADQ0NHDlyBG1tbU6cOMHJkydFbpaTkxM2Nja8fv0aGRkZFBQURI6ZmpoaqamplJSUCCKdu7s73t7e3Lx5Ew8PDyoqKjh37hxlZWVISkpy/vz5Ufmunj9/nsjISNTV1RkeHqa2thYTExOWLVtGY2Mjd+/eFaF4DQ0N2Nra8uDBA06cOMG9e/f45ptvmDNnjqD+mZiYCDqnmpqaMPF3dXVRW1srkMVDQ0MoKioSFhZGY2Mjra2tdHZ2smrVKiIjIwWVKSEhAW1tbdTU1EhLS8PHx4d169aJZ4qpqSlpaWkkJSWxY8cOWlpaRqVvfX19nDt3DltbW4KDg7G2tqa1tZV58+bh6OhISUkJCxcuxNnZmaKiIp4+fcqOHTvQ0NCguLiY5uZmLl++jKqqKjNnzkRHRwcbGxu8vLwwMDDgvffeExvOuro6XFxckJeXZ/ny5XzyySeYmJjw119/UVRUxOzZs3F2dqa7u5t169ahoqJCT08Ptra2BAUF4ezszMcff8zEiRMxMjIiKCiIzMxM8vPzqampoaqqir179/4/m/Pxv9aaNWtEQNc333yDmZkZhw8fRlpamsbGxn/8854+fYqzszNZWVlkZmaipaXF06dPmT59Ou3t7RQUFGBnZyc0+gUFBaSnpwsj8MGDB/Hz88PW1pacnBzOnTvHm2++ya1bt8jIyCAzM5OKigoKCwuZOnUqp06dYsuWLdja2mJmZsbZs2dpbW3F09MTIyMjbt++TUVFBV1dXSxatAgtLS36+/spLS3lypUryMjICDrT77//TkNDg8h2kJaWZv369f9NW/9xHT16FDMzM/r6+qipqREfqBE6y4QJE2htbcXc3Jzc3Fxyc3OZPXs23d3dXLp0iYcPH6Knp0dTUxP19fVISEiwadMmNDQ0yMnJYd68edTW1mJoaIiHhwdRUVE8evSIgwcPEhoaSkxMDNOnT8fFxQUFBQWkpaUxNjbG29sbOzs7EhISuH79urgcVVVVkZqayoMHDwgICEBXVxdNTU3Cw8Npa2sTK9J/u4qLi0lOTqagoEBQpnp7ewkPD8fb25u+vj7MzMxQVVXFxcVFhOkMDAzQ3NxMS0sLa9asITAwkObmZpFBoKioSFlZGWPHjhX0MElJSWRkZHj+/DmHDx9GW1sbaWlp4uPjkZGRYfLkyRw8eFDIjSwtLSkpKSEhIYHBwUEmTJhAamoqCxcu5I8//uDHH39ESkoKIyMjUlNTUVZWxtjY+F/v2Uh1dXUxduxYoqKiuH79utBiq6qq8tNPPzF16lQiIiJQU1MTJJOFCxdy7Ngx1q1bx+3bt9HT06Ovr4+YmBhUVVVZsGABxsbGxMXFic2SnZ0d7u7uBAUF8fPPP+Ps7MzXX39NWloa1tbW2NraUlJSwsGDB7l06RI//PADwcHBdHd3MzQ0JIIJt23bRn19PQcOHKCtrU0E5z158kSEXY5Gtbe3k5SURFRUFG5ubvj5+Ql60q+//oqsrCx1dXUiPLK7u5slS5bw+eefs3XrVqKiovD396elpYX6+nrmz5/PwMCASLzduXMnampq4p+rqqqyceNGpkyZgr6+PqqqqlRVVaGrq8vAwADOzs5YWlri7+8vPFgj6Njo6Gjxsjl8+DDKyspMnTpVaP5HLjSjUb/++isZGRkYGhoiKSmJjY0NcnJy9Pf3o6mpKTwyNTU19PX1ISkpSWdnJ6dOncLKyor4+HjRF4AVK1YQGBhIQkICr1+/FocROzs7Jk6cyPXr17ly5QoTJ05k0aJFlJWV0dTURGtrKxISEoKjn5GRIRKDtbS0cHBwQFJSEjk5Ofbt24eHhwfTp08nKyuL7OxsrK2t6e3t5aeffmLbtm3/et+ysrJQVlbG3t4egJycHL777jssLCzIzs4W4a8FBQVoaGjQ19dHdXU1V65cITs7G3d3d+H5a2hoQF5eHmtra9555x28vb0JDAwkLy+PoqIi9PT0mDZtGkpKShw+fBhNTU1kZGTE0MvDwwMjIyOMjIzQ1dVFQUFBvHvU1dX54osv0NTUxMLCgv7+flavXk1CQgJycnK4ubkREhKCjo7Ov94z+Ns/Zm1tTVtbG52dnUyZMoWVK1eSlJREV1cXKSkp6Onp0dPTQ0ZGBkNDQ3R3d1NeXs7HH3/M7t270dDQYM6cOaioqHD48GFsbW3x9fUlLS2NDRs2UFNTI0iRGhoaFBUV8fLlS7y8vAQNz9HRkdbWVpKSknB2dmbMmDHU1taKIYajoyMODg6kpaWxe/duvvnmG3R1dcnPzyc8PJzs7GxcXV158803R6VvAN7e3jQ2NlJbW4urqysTJ04kJCSEadOm8e2337JgwQLCwsKora3F2toaKysrMjIysLW1FZtZVVVVsT2ZPHny/6AgjiDYGxoa6O3tZcmSJcTGxjJ37lwBFyotLaW1tRV5eXlBmRyhLpqYmNDe3k5NTQ1jxowB4M6dO+jp6ZGfn09ISIgAqIyWcgUgNTVVBC7eunULZ2dn+vr6kJCQIDY2lgMHDqCtrS3AQjo6Oty8eZP4+Hja29tF5saLFy/47bff8PLy4uDBg7z55psioyc7O5uGhgaR0zTy7vHw8BARCAoKCgLJPhIS3dvbKwBBioqKgoL3/PlzHBwcGDduHBISEjQ2NlJYWPiPpPP/1eWjq6uLrq4ufvvtN/Lz88V0CSAiIoIlS5b8o5/X3t4ushE0NDQwMTGhqamJu3fvIikpSUFBAba2tsLJb2dnh5OTE6mpqdTW1gqaUltbG9LS0uImlpaWRnp6OkFBQeTn59PZ2YmcnBzm5uZ88sknPHnyhEWLFjE4OCiM1lJSUvT29pKdnc2cOXN4+vQpPT09GBkZoaysLHItnJycKC8vF+jEEWKCsbExmpqa/01b/3H5+vqKzVF3d7cIk1m4cKHAm2ZnZ9PZ2YmmpiZz584F/pbLycnJISMjI9CS0tLSKCoqEhQUxKlTp5gyZYr4e6iqqoqN0rVr11i4cCEDAwPU19czNDSEiYkJPT09go6lqamJmpoaY8aMITIykri4OBQUFEhJSaGzsxMZGRlkZGTIzs4mMTGRrKwsqqurR+1AY2trS2xsLNXV1WhoaDBp0iThZZCUlERHRwdra2tevXoluNrq6up0d3fT39+PhoYGlZWV3Llzh6KiIgoKCpg6dSqXL19GSUkJXV1d7O3tUVBQIDY2lvLycqqqqmhqasLDw4OWlhZUVVXp7e3l0aNHjB8/nsjISJydnYXJsq2tjeHhYdzd3WlsbCQlJYUjR46gqqqKg4MDjY2N6Ovro6CgIHDGo1Ej+Ov4+HgiIyOpqanB0dGRCxcuUF9fj76+Pubm5tTW1qKqqkpwcDA5OTnY2dlRUlIiwh37+voEgSowMJC4uDhUVVWRl5cnOzubcePG4e7uzuXLl/nwww+pqKhg4sSJKCgo0NTUJC5BHh4e5OTkoKuri6SkpJg6JicnIykpya1bt1i3bh3x8fH4+fmhoqJCfn4+VVVV4gU0GmVvb8/Q0BAPHjygv79f+GJycnJwdHSkr6+P1NRU7O3tsba2FpvG4uJiOjo6cHZ2prS0FEVFRezs7NDX1yc8PBwzMzOBwg4ODkZOTk4cPhwdHVFSUiIvL08gYbW1tSkpKSEiIoK3336bmJgYoTNPTEyksrKSgIAAlJSUBI5bXl4eeXl5iouLaWpqEgbY0aiqqipmzZqFjY2NGExoa2ujoaFBRkaGyJEY2Xo3NTUxffp0vvrqK0JCQqivrxd4V3t7e+rq6nB3d+f8+fOMHTtW0F0GBgbIzc0VEpisrCxBcBoYGKClpYXq6mr09PSYOnUqL168QEZGhu7ubpKTkxkYGMDOzo5x48YRGhqKq6srz58/F5uqZ8+e0dfXR1FR0aj0raWlBR8fHwoLC2lubsbJyYn8/Hy8vLy4e/cuISEh9PT0YGhoiKKiIt3d3bz11lskJSVRVVXFunXrBLlmYGCAly9fkpWVhbGxMb6+vjQ2NgpDuaysLHp6ekKvX1tbi5OTE5aWlqiqqvLy5UuWLFmCp6cn48aNIzo6GiMjI9rb26mvr8fPzw8tLS2KioqQlpamsrKSnJwc8TysqKgQfod/u9zd3ZGUlKSsrEyAWgYHB8UA0t3dXQADent7KS0txcfHByUlJRoaGnB3dxeI4ZFzRE1NDRoaGri4uKCoqCj+ubKyMoODg9y4cYPZs2eLQ2Bra6uYJBsbG2NgYEBaWhqurq4UFBSgqakpnqeRkZHY2dkJdHRfXx/l5eUYGxuzfPlyWltbR6Vv8P/Np7KyskJbW5vS0lLU1dUpLy+ntraWgIAAVFVVUVBQYGBggLi4OIqLiwkMDMTY2JiAgAAqKyvJyMgQ74+qqipMTU15+fIlxsbGNDU1ie97SkoKDQ0NZGdno6qqiqysrHhuurm5ISkpyaNHj9DX10dbWxtJSUnU1dUFVvvMmTNYWFhgbW2Nt7c36enpqKiooKCgQGRk5Kh5d2NjYwkICEBTU1PIr5OSkti2bRsXL15EUlISeXl50tLSyMjIwNTUFGNjY0JCQlBUVBTD+6qqKhobG0lPTxfnsPr6elxcXCgsLKS3t5fh4WGysrLE+a+iooK6ujrs7OywtrampKSEmJgYKioq0NTUxMPDAyUlJeBvY3xYWBi2trZYWVkxfvx4SkpKyMjIQEFBAV9fX4qLi//j31vyv2mWv78/8+bN4+rVq3zxxRd4e3sTGRnJxo0bCQ8P/8c/z9jYmPLyciQlJbGyssLJyYlly5ZRVVVFZWUlvb295OXlUVJSIsKNNDU1hXZXVVWVnp4eWlpa6O7upqOjg8ePH5OamoqEhAQLFy7krbfeYuLEiUhLSyMlJcWyZcuQkZHhyZMnwpw3IqFSUlKir69PaBJv3LhBfHw8jY2NqKmpIS0tjbe3N7m5ubi5ueHm5oa9vT2enp6MHTuWurq6/6at/7hcXV2xsbFh3LhxBAYG4uTkRFZWFgYGBmJiFRMTQ1RUlDC39vT0oKOjw6xZs+jq6iI3NxcpKSk8PT0xNDQUWQL6+vokJSVRV1dHW1sbWVlZ4uESHR2Nvr4+ZmZmgkiRk5NDWVkZqampJCUlic3UyCR6hBzS1taGiYkJGhoaDAwMMDAwgIaGhjh0j0bp6elhamqKs7MzkyZNEsz+xYsXU1tbS2pqKu3t7SK8saCggJKSElJSUigqKkJdXZ2oqCguXrxIcnIyFhYWaGhooKSkhKKiIhISEtTU1Ahu9ghbOyYmBgUFBaqrq+nq6qKpqYnk5GTWrl2Lubk5w8PD1NXVMTw8jIeHB25ubuTk5GBlZcWMGTPIzc3FxcUFa2trPD09WbJkCUFBQaPWN4C6ujqR4qyoqEhPTw9+fn68ePECf39/lJWV8fHxEd9JFxcXQkNDBVZ5JPXdwMAABwcH6uvrRa5CdXW1WLWXlpYiKSlJeno6M2bM4NGjR9y7d4/s7GwiIiK4du0acXFxBAQE4ODgQGJiIrGxsRQXF9PV1YWamhpGRkbU19fz4sUL3N3d0dLSEhklI/z50SpDQ0NcXV1xdnZGXV2dqqoq6uvrRWaEurq6yBUYkRZkZGTg5OREbGwsHR0ddHR00NbWRn19PSkpKURGRuLl5YWZmRmRkZGkpqZSXl5OYWEh1dXVnDx5EhcXF8aOHSsOBL29vSQlJREeHk5sbCx3794lNzdXSG9GtmiysrICu6uurk5+fj7FxcVYWloya9asUeubnp6eIPmVlZVRVlYmQugeP35MZ2cn+vr6qKurIyUlhba2NkuWLEFNTY2IiAhBQrS3txf0phs3bjA4OMi0adPw9fXFy8sLU1NTJCQkBMnO2tqalpYWtLW1GRwcpKqqitbWVl69ekVxcTH5+fk4ODigp6cnMm3Ky8sZHBwUpLWcnBykpaXFFrW0tHTUQt+UlZVF4vjI323EKG5sbIy8vDyenp74+flhYWGBrKwsGhoa6OrqoqKiQn9/v8iEKi8vJzw8nGvXrjFv3jy0tbWJjY2lqakJXV1dFBUViY+P5+bNm/j4+JCenk5ERAQdHR3o6ekhLS1NS0sLLS0tVFRUoK6ujp+fn6A/BQcHU1FRwf379ykrKyM2NlYoDyQkJERC/WjUyDM4JSWF2tpaNDQ0CAkJQUFBgcmTJ7NgwQIx7FNSUkJHR0ckidfX14vB28hnorm5GXNzc0pKSjAxMSEzM5Pa2lqhi3dyckJXV5c5c+bQ2dmJjY2NQO4qKysL8tK1a9eEBHxoaIi2tjaam5tpbGzE1NRU+Afz8/Npb2/HycmJKVOmjJppGv4OGQTElqqkpITW1lauXLlCb2+vGDrKysrS09NDbW0t3t7eSElJUVFRQX9/vxiGampqinODpaUlMTExSEtL09HRQWNjI8PDw7S3t9PV1SVS3MvLy+nq6kJeXp7h4WGUlZVFKOjQ0BDm5uZYWlpibGyMsbExaWlpaGhoUFJSgp2dHf7+/owfPx4rK6tRy+OBvwcF0tLS6OjoICcnR2NjI1JSUgQGBqKsrExnZyft7e2kp6fz4sULCgsLaW9vZ+rUqRgYGJCVlUVcXBzNzc2oqKjQ2dlJcHAwsrKyKCkpCaqmnZ0dBgYGVFdXi0yWgoICwsPDkZGRwdzcXGyS6+vriYmJEYP0kc+3k5MT8+bNY968ecyYMYO8vDySk5PF30xbW/s//r3/q8vH2LFjCQ0NJS4ujhUrVgAwceJEzpw5Q3Z29j/+eYqKikRHRwsmcVZWlmBEq6uro62tzV9//UV0dLQIqjl69CgVFRXMmDFDaCNHkLEyMjIkJiaycuVKFi5ciIGBAfb29sJ0OjK5/fzzz0lOTqa6uho1NTXc3d2ZPn06Hh4eqKurc/r0adTU1PDz88POzo6BgQHy8vLo7Oykr6+PxsZGpk2bJh4YI4FpaWlp/01b/3GFhoZiamqKt7c38+bN46OPPsLNzY2ioiJx0B0YGBCbnRGjW3t7O8uWLSM+Pp6CggKUlZWxtLREQ0OD4eFhtmzZQkNDAz///DP3798nMzOTuLg4zp07JzYWc+fOxc3NjWfPnrFz504uX76Muro6iYmJ3L17l8zMTC5evEhFRYVILE1JSRHBZiOG19mzZ+Pv7y9QtqNRI9ODadOmMWbMGJqbm7l58yZSUlICNJCVlUVAQABbtmzB29sbJSUl0tLSBFWkr68PKSkpvL29Wb58Obm5uSxevBh7e3sCAgLIysoiJiYGa2trJk+ezIoVK4iJiRGH6tzcXJKTk5GTk6O9vZ0dO3YgKytLSkoK9+7do7m5GTk5OS5cuIC2tjZTp07ls88+o7u7W2h5R3CCo7kiNjExQVZWFltbW2bOnMm8efOwt7fH2NiYwMBA6uvr0dbWxsTEhN7eXuLi4igtLUVHRwcZGRmOHTvGkydPqK2tZWBggI6ODiIjIzEyMuLy5cvY2NhgZ2dHe3s7lZWVzJ8/n+zsbIqLizlz5gynTp3i5cuXvHr1SmQyyMvLc/PmTWJjY6mqqsLV1ZW5c+eip6fHu+++y6+//sqsWbOoqKjAwcFB6PBVVFRGrW/t7e3U1dUxadIkfHx8eP36NS0tLSJHQl9fH3t7e/r7+4mPjyc2NpbS0lIsLS3Jzc3l/PnzyMnJ0dHRwblz57h58yZ5eXkYGRmJdPiUlBRevXqFgYEBb7zxBn19fUyZMkUgj1taWmhtbaWmpgZzc3OOHz8ukqcVFRWZPXs2a9asESGQsbGxfP/997x8+ZLk5GRBjBqtwDdAwBhGpLMyMjJ0dnaioqJCaWkpJSUlDA8P8+rVK65fv05jYyPl5eXo6OgIyc+MGTNQV1cnOTmZ3NxcHj58KLYpioqK4jA8a9YssrKyKC4uZv78+eJ7VVpaSllZGVpaWiQmJnLx4kUSEhIIDg4Wl2hHR0eioqJobGxERUVFQFDa2tqwtLTk66+/xtnZedQGBSoqKiQkJAgc+8i0/eHDh8ydO5e1a9cyf/58jI2NkZCQQFFRkW+//RYPDw+cnJx4+vQpCQkJZGZmUlRUJFj+kpKSdHd309fXh4GBAePGjcPe3p74+Hiys7M5duyYCMyMjY2lq6uLtWvXUlVVxaNHjzh27Bj29vYMDw8zZswYVqxYQVlZGceOHaOiooK+vj7hsZOSkqK5uRkTExOePHkyKn178eIFKSkpREVFUVVVJbbkNjY2zJo1C3l5edra2igvL6e5uRlLS0umTZvGX3/9JaTjI54ec3NzOjo6mDlzJmPGjEFOTk6EzlZXVyMpKcmsWbM4ePCgkFtOnTpVwHf8/Pyora0V5uqysjK0tbUpLCzk4cOHaGtrY2pqSmpqKoaGhuJZrKSkJAZgVlZWo9I3AElJSSFtGh4eZvz48QwPDxMVFYWSkhJKSko8efKEly9f0t3djb6+Prt376a4uJiff/6Z2NhYAShQVVUlJCQEGxsbAGRkZPDw8MDV1RUDAwM0NTVxdHRkaGhIBDMWFRWJzVxXVxeRkZEoKCiIZHBbW1uMjIyoqKigrKwMJSUlPDw8uHLlCnFxcXR3d6Orqyvk+KNVFhYW6Ovr09vbS0FBAWVlZQQHB5OQkEBdXZ0I8ausrKS4uJgrV66wc+dOkc0kIyODmZkZWlpayMrKYmRkRHl5OTIyMvj6+nLjxg0aGhrEsGTEEyMhIYGCggJ1dXVkZ2eLi/FI6KGKigqqqqrEx8fz119/0dDQwMcff8yqVasEQCc/P5/e3l4yMzN5+PDhP8qV+a9Ru42NjZSVleHh4UF/fz/3798nODgYBQWFf/yzHj58yNq1a6moqGBgYEA8yFtaWti2bRt3796lra0NZ2dnvL29efDgAeXl5Rw4cIDIyEhMTEyorq7G3NycN954AxcXF06dOiWa3N7ezvXr1+nr62PDhg1kZ2ezZs0avvzyS7y9vVFVVUVTU5OSkhLOnDnDjz/+yPHjx5GTk+Ovv/6ivb2da9eu8fTpU2xtbVm/fj1vvvmmwNq1t7cLHOQIznI0KiEhgbFjx5KXl0d7ezsaGhpIS0vzxx9/iMnohAkTcHFxQUZGhp6eHsrLyzlz5gzS0tI4OztTVlbGgwcPaGxsZPLkyYSHh9PZ2Ymvry96enoii2Fkkl9dXc2ePXswNTXl3r171NTUoK2tjbm5ORUVFaxcuZLY2FiWLVtGV1cXMjIy1NfXc/PmTdasWYO/vz/9/f0oKSlRUVFBQ0MDXV1dPH78GE1Nzf/q8/NPKy8vDysrK9LS0ujr68PJyYn09HTOnDnDzJkzSU9PZ8WKFcjKyorMivz8fLy9vYmNjWX58uXo6Ojw+PFjKisrUVBQ4MmTJ0hJSTF16lRqa2tJT08nOTmZuLg4PvnkE9555x22b9+OgYEBHh4eaGpqUlxczMOHD9m3bx/l5eXMnz+f1tZWqqqqiI2NxcLCgkmTJqGlpYWdnR2hoaHcuHEDTU1NNDU1aWxsFAav0ari4mL8/f3FxNfa2prc3FxKSkooLCzkl19+Yf369VRVVZGfn4+kpCQaGhpISEjw+PFjgoODqaqqIicnByUlJYaHh/Hy8kJeXl78/VtaWujs7KS/v5/y8nLxcpKUlOTUqVOihyOHqWnTpjF//nyRUZGUlERERITgvs+YMYMvv/wSCwsLIYeoqanh3LlzrF69elT6pqysTF5eHtbW1qioqKCsrMyKFSuQlJTk0KFD4vAnLS1NVlaWmGaeOXOGvLw8rly5Qm1tLS4uLnh7e/Pnn39SVFRESEgIBQUFfPrpp5w9e5bOzk62bNlCaGgo06ZNY+3atXz00UfExsayYcMGFi1aRENDA6Wlpfz00098/fXXKCsrc+DAAdTV1VmyZAlvv/02Q0NDfPzxx+zatQtPT0+xtVJRURm16T1ATU0Nf/zxB0pKSmLwsWnTJl68eEFnZ6egIY6kSo/IPCZOnIisrCzBwcGoqKjw9OlTnj17hqamJocOHUJbWxtFRUXee+89kdkUGRnJ7du3UVdXR0NDgyNHjiArK4uysjKOjo4EBQUREBBARkaGCKq8d+8eUVFRwqj/xhtv0Nvby5kzZ0hNTWXDhg0iK6q4uBh1dfVR6VtRURFSUlIsWLCAhoYGYWR+9uwZmzZtoq6ujtbWVu7evUtFRQUrVqzAxsaGa9euYWpqSmZmJsbGxtjb2zN27Fh8fX1JSEjgp59+4uzZs+zfv5/z588TERFBYGAgenp6ODg4CG+SkpISxcXFPHnyBCUlJerq6vD19cXJyYnPP/8cMzMzMWWuq6tj+vTpHD16VEisCwsL0dbWRkdHh7CwMFxdXUelb+rq6ty+fVuoG7S0tHj77bdxcXHBwcEBGxsblixZwvr162lqauLly5fIyMiwePFiIiMjef/993n48KGQ3C1dupQVK1awefNmFi5cyPXr10lKSkJFRQVZWVmOHj3Kli1buHnzJt3d3Xh6etLR0UFUVBQJCQlkZWXh7OzM3LlzOXfuHIGBgcDfWwUtLS1x4bt9+zZycnK88847xMfHc+zYMVJSUliwYIE4wP/b5eXlRUxMDPr6+khJSVFaWsrHH39MSUkJiYmJAGzbtg09PT3y8vK4dOkSy5YtY//+/SxbtozVq1dz4cIF8vPzkZWVJTMzk127drFlyxY2bdpEdXU1ZWVl6OjoIC8vz+zZszl06JC4+JqZmQkze3t7O2fOnBF+tby8PJGtkp+fz5dffsmcOXPw9/fH2tqaY8eO4e3tjYuLi5CljgQo/9vl7Ows0LYjUr7Hjx/T09PDli1bGBoaIiMjg46ODkxMTIC/4ylu3bqFh4cHt27d4smTJxgYGODn58fmzZtZtWoVubm5/Prrr+K85ejoiKGhIXl5eaxbt47BwUFMTU05fvw4Fy9eFPKtnJwcDhw4gKqqKvfu3SMtLU34nbZv3861a9fExr6pqQkfHx96e3sJDQ0lMjISX1/f/+j3/q8uHwkJCbz99tvY2dlx6dIlQR345JNP+OKLL/7R6gX+5jb/+eefGBsbo6KiwpEjR3B0dOS7776jp6cHCQkJrK2tuXTpElFRUbz//vtiHfr69Wv6+vrQ09NDUVFRoOd6enqYP3++CLpLSkqisLCQ6OhorK2tRYiLq6sr48aN4/r161RXV/PNN98IY86dO3d466230NPT45133iEgIICPP/4YV1dXWlpauHDhAkNDQxQUFODq6sqkSZP49ddfCQoK+m/a+o9r7969/PDDD0K+lJeXh5eXF19++SVtbW3cunWLzs5O5OXl6e7u5vXr16xevRpLS0sOHDjAr7/+ioKCAl1dXbS2tiIjI8OiRYtYvXo1KioqnD59mpiYGB49ekRXV5f43e7fv88nn3wivAt+fn4sXryYefPmAXD27Fnu3bvHhAkTePHiBa9eveLjjz8mJiaGefPmcf78eaFDVlRUFCv/ixcvsnnz5n+9b5s3b+bKlSvo6enh7++Pj48P8+fPFweduro6BgYGKCsrIycnh2nTpgkzVU9PDwYGBsyYMYOioiISExNJS0vj2LFjYit37do1pKWlxURDTk6OjRs3MnHiRObOncuHH34oXuaRkZEcOXKEp0+fMmvWLI4fP87XX39NfX09BQUFODs74+vrK1ay3t7eaGhoiET4sLAwuru7RXL1v13z588nIiICV1dXTE1NycvLY+rUqRw6dIizZ89y7do1Xr16ha2tLXPmzMHKyooVK1bw3XffUV1dzYIFC0hJSUFBQUFMEd955x0hgUxISEBBQUFs4R4/fsznn3/O/fv3WbRoEV1dXairq4tEbzU1NU6ePCl0rtOnTxeBjrW1tYwZM4a7d+9iZGTEli1bCAsLw8DAQOAvR6skJSVxdHSkqakJSUlJ/Pz8eP36Nb/88gu+vr4kJiZy/vx5Jk+ejKenJ0NDQ1RUVKCiosL+/fsxNjZm2bJlSEtLk5qaiqOjI5GRkZw6dYoPP/yQS5cusWjRInR0dAgJCSEuLo5PP/0USUlJKioqmDNnDtHR0Tx58gR/f39CQkKYMWMG7u7ufPLJJ3zwwQfU1tby6tUrpKSkRJpwb28vSkpKJCQkIC0tjba2Nk+ePBk19KmDgwNLlizByMiIkpISwsLC+OCDD0RehJ2dHZ999hmGhoaUl5dTWVnJzz//zJtvvomLiwv5+flkZ2fj5ubG3r17ee+99/jmm28YP348tbW1bNu2DS0tLWJiYujv7+enn36itrZWpM1/+OGHREVFUVdXh56eHl1dXezevZu2tjZ++ukn1q5di4GBAeHh4VhaWnL69GlmzJjBlClTcHBwoLS0lOjoaNTU1DA3Nx+14LIxY8awY8cOGhsbWbBgAV988QXFxcWcOnWKkpISkQBvbm6OhYUFd+7coauri/379/PWW28xb948FBQUePXqFTIyMixfvpwTJ05w9epV0tPTuXjxIjNnzqSrq4sHDx7w3nvvcfHiRezs7Ni3bx/z5s3j008/xcbGhsbGRk6ePMmCBQsAuHr1Ko8ePUJZWRkzMzMcHBxYtWoVfX19eHl5ISMjg6mpKS9evODFixeYmJhQWFg4KujTVatWUVlZSX9/P/Ly8ly5coXffvsNX19fkYllYGCAlJQUKioqLF26lPLycubNm0dKSgqamppCJj6y8dXR0eGTTz4hLCxMSBnnzJlDUFAQz58/Z+XKlZw4cYIjR45w8eJFTExMWLx4MSYmJhQXF7N69WrmzJnD4sWLefLkCV1dXXh4eODn50dZWRnXrl1DS0uLpUuXcvToUW7evImVlRVbt24lOjqaqVOn/ut9A1BTU8PW1pbGxkaysrKAv2MUNmzYwKlTp3Bzc0NVVZWjR49SU1PDkSNH+Pzzz+np6aGnp4f4+HjeffddkXqfmppKcHAwiYmJTJgwgZMnT5KamipofiPEtRcvXqCoqIimpiYVFRW0trZiZ2fH6dOnSU9P5/Dhw9y+fRtFRUXKy8sxMjJi7969FBUVUVZWhoODg8DWDw0NMX36dObPnz9q7wd5eXmMjIy4du0a+fn5eHh4oK2tTV1dHd999x1fffUVRUVFqKioiKDtO3fu8ODBA+rq6pCUlMTDw4MpU6agqanJ2bNn0dPTQ05Oji1btmBgYEBhYSFXr16ltLSUnp4ezM3NuXz5MpmZmezdu5fFixfj4OBAcnIyzs7ONDc3o6GhgZGREcHBwSKXzMfHh4yMDF69esXAwABz5sxhzJgxxMfH09nZSU1NzX/8e/9Xl4+DBw+ybNmy/yH30NTUJDg4mL1793Ls2LF/9PPc3NyorKzEzMyMmpoaoqOjycnJYfz48SgrKyMtLc3u3bvJy8vj1atXFBUVYWJiwvnz59m2bRuRkZHEx8ejoqKCj4+PCChLSEhgx44dIlHT0tKS8PBwsrKyUFJS4ocffkBBQYG9e/fS0NBAf38/GzduxNzcnB9//JGPPvqId955h61bt5KZmUlKSgpnz54V2jczMzOUlJRobW2lpaWFwsJC+vr6ePz4saCM/Julra3N6dOnhRb5zp075OTk4O7ujpWVFRISEgwODmJlZYWvry/z589HXV2d8PBwCgoKWLFiBXPnzqW/v5+MjAy2bt2KrKys4GeXl5ejqanJ+++/j56eHn/++SebN29GRUWFtWvXoqysLOQx33//PatXr2b9+vWkpKQwefJk7ty5w6NHj5CQkCA3N1eY2m/fvk1AQABNTU0kJCRw7949LCwsRmXrAZCfn8/kyZN5+fIl586d4/Lly3h4ePD2228Lw/kI6KCqqorh4WHa2trQ1NTk448/Zvv27Xh7e/PWW2+xa9cuKisrefLkCfn5+ezbt08gKjMyMnjw4AGhoaEsWrQIfX193njjDf7880+OHDmCoaEhU6dOJScnh/Xr19Pb28vTp09xcHDA2dkZIyMjtLW1WbhwIerq6hw4cID58+fz4sUL5OXl0dbWxtnZWQRNjUaVlZUxc+ZMcnNzuXHjBrGxsfT09NDU1MTTp085cuQIa9euJSQkhJs3bwpSzMDAALNnzxaUGDMzM2bMmME333wj2Plnz54VhsKcnBySk5PZvHkzmzdvZsKECfz6669888032NjYcPv2bZEG//r1a1RVVUlISGDGjBkoKCgIedGI+XDZsmXk5uZiZGREcnIyFy9eZMqUKaxZs2ZU+vbOO+/w8uVLfH19mTJlitDfmpiYCMxyaWkpsbGxpKamMm3aNDQ1NVm4cCErVqwQ8oXi4mJMTEz44IMPUFZWZvLkyTg5OfHXX3+hrq4ujNe1tbW0trYyMDCAvr4+48ePx9jYWKzyp0+fjoaGhjhs7927F2NjY3R0dDhz5gwtLS3iZXbnzh2GhoYEQnvOnDmj0jP4exLd19fHgwcPaG5uxszMjLCwMKytrfHx8WHlypW0tbXx+vVr8RJOSkqivb2d06dPo6+vj6urK4mJiWRmZnLjxg3Gjh3L7du3CQoK4vLly8ydOxdnZ2d8fHxITEyktbWVjo4O3nzzTfbv38+CBQvYvHkzDQ0NpKSkoKysTGBgIF1dXdTV1WFubi7oRn/88QednZ289dZbdHR08OuvvxIZGSkQ2XZ2dqNiOg8NDWXXrl1immpqasrTp09JTk5m69atyMvL8+677+Lp6YmEhAQZGRnk5+fz/Plzjh07JlKNHzx4wIULF7h69SqKiorCND04OIikpCSLFi3is88+Q0pKiuHhYebMmSPSq2/evEl9fT19fX0UFxdz8+ZNQkJCePr0KRISEoSFhXHo0CHs7Oy4du0avr6+vPvuuyxbtozDhw+TkJAgskhGyzhdVVXF/v376erqIjMzk+TkZMaNG0dxcTHLly/n+fPnfPTRR7i7u6Orq0tpaSm7d+8WyO9Vq1YREBDAwoULBXzEzc2N+fPnCw9XcHAwQ0ND3Lp1iw0bNhAQEMCkSZOYM2eOOPDKyMhQVFTEr7/+yp49e3jw4AErV65k4sSJeHl50djYyIULF5g9ezb5+fn4+fnR2dmJiYkJO3fuxMHBgYiIiFEzTcPf4YfNzc0CIa+urk5ISAjr169n4sSJREVFIS0tzeTJkwXww8/PDzc3N77++muampooKSmhoaEBJSUllJWV2b9/P0+ePEFSUpL6+nrWrVuHvr4+sbGxTJs2ja6uLrq7u1mzZg2//fYbBgYGrF69Gi0tLQ4fPkxeXh6fffaZkE87OTmhqanJwMAA33//PeXl5QwPD+Pp6cnq1at5/fo1X331FatWrRJbhn+7VFRUOHDgAG5ubrz33nuYmpoKpUlERAS7du0SIcxWVlYsX74cV1dXjh49ioWFBdra2qxZswYbGxuKioqYOnUqoaGhWFtbU1lZyfbt22lsbKSnp4eJEydSWFhIU1MTY8eO5bvvviMiIgIrKytcXFxQV1cnJyeHq1evCjmvp6cnGzZsICkpiXPnzuHj48PmzZvZuHGjyA1xd3cX5Mn/tP6ry4euri47duzg8OHD/+P/l5WVJTY29h//vAsXLqCnp8fjx4+RlJTk4MGDODg4cODAAQYGBpgxY4agaxgZGWFoaMi4ceNITEzE2NgYDw8PPDw8RNCMmpoa06ZN49133+XkyZNijdXY2Iivry8LFiygqqpKsMwXLVpEWFgYVVVVjB8/nt9++w0TExPef/99NmzYgKysLHJychgbGwv95+7du0Xol729PZqamnR3d5OUlMTHH3/837T1H9fIy09aWprBwUERQHb8+HE0NDT47rvvhEE8NjaWFStWkJeXx8GDB4mLi2PDhg0oKiry7NkzoqOjhVYyKiqKwMBATpw4gYqKCoaGhhgZGbF8+XKqqqq4ceOGoKjk5OTQ0tIiJvz9/f0cOXIEdXV1Vq5cia2tLVlZWZSWlnLnzh0OHDhAfHw8RkZGwqy3cOFCMjMzBVXh367w8HDCwsIYP348NjY25Ofn4+7uzoULF7h//z5ubm4C+ainp0dHRwf79++nra0NLy8vvvvuO9rb21FRUaGqqoqdO3fi5eWFgoIC3333Hbt27aK1tZXBwUEcHBzIyMggKCiI7u5u6urq2LNnD0VFRURFRQlim4aGBl988QUrV67E39+f9vZ2SktL6evr49ChQwQGBlJcXMz58+c5efIkhYWFGBkZ0d/fT0BAwKj5Ptra2ti/fz/a2tqoq6vj6+vLvHnzuHbtGubm5khKSnLy5Ek8PT05ePAghoaGWFtbc//+fZKTk7G2tsbV1RUFBQUGBwdpampi06ZNzJs3j4CAAH7//XfGjBnD/Pnz6e7uRkFBga1bt5KUlERPTw+//PILQ0ND2NrasnXrVjIyMmhsbKSkpAQ5OTlKS0txcXHBz8+PnJwc/vrrLy5fvkxkZCRDQ0N4e3uLJPHRNOq/8cYbbN++HQsLC2pqanjw4IEw+j158kRscaSkpBgcHMTExARlZWWh3XZ3dycnJ4f6+nohS/H19WX//v1MmzYNV1dX7t27R2JiItLS0vj7+6Orq8uePXuoqqri999/JyAgACcnJ27cuMHMmTPJyclhxowZTJs2jQcPHgjTdkhICOHh4YSHh2NsbIydnR1JSUli+jaaFRMTw/3795k2bRrm5uZiOrly5Up6e3u5evUq77//PlOmTCE+Pp4nT56QlpZGdXU1GzZsQFtbm8bGRqZOnSqm1CdOnCAmJoaNGzdiZWUlPofy8vL09fVhbGwsgs3mzp2Lv7+/SFTX1NTEyckJOTk5CgoKuHTpEnV1dYwbN47du3fj5uZGQkICUVFR1NbWsmDBAjZt2kRrayuZmZlYW1uPSt8yMzNFTtDkyZNxdXVl5cqVlJWVYWFhwbRp00hOThakoLCwMOLi4rh79y5Lly7l0aNHhISEICEhwfHjx6mpqWHPnj08fvyY8ePHo6mpyb179ygrK8PV1ZXr16+zdu1aqqurUVZWFgADPT09MjIySElJYdy4cSxYsABvb2/y8/MxMjJi6dKlZGdn89NPP7Fw4UKWLl3Kzp078fX1JSAggKSkJH766ScOHDhAZWXlv963q1evoqamRkBAgDCN9/b2EhwcLMIQzczMBDZbXV2dU6dO0dLSwsDAANXV1WhpaZGRkUFiYiLbt2/n1atXREREICkpyXvvvUdlZSXBwcF4enpSX19PZ2cnCxYsYMOGDZw5c0ZIztzd3dmzZw9dXV189dVXfPrppygpKYmh1Mh3PjMzk/LycrS0tKipqRHUv87OzlFDFAOsW7eO2tpa7t69S19fH0uXLsXMzAxlZWUGBgbYtGkTv/zyCwkJCVhaWvLuu++Snp5OQ0MDMjIyDA8PIy8vT3t7Oy9evOCPP/7ggw8+ABCB0r29vQwODrJw4ULu3LlDeHg46urqTJw4kWfPnmFsbEx9fT137tzh5MmTFBQUsG3bNj7//HNKSkrIysqirq6O6upqbt26hbm5OSEhIQD88ssvWFtb8/3331NfXz9qfVNSUhIZVJmZmWhoaPD48WM2bdqEkZGR2FSPDIBevnxJamoq7u7ulJaWCkrW9evXef36Nbt372bbtm0cP36cL7/8kvHjxwvwz8hZ9v79+3z00UdUVFSgo6MjMnVGSK4uLi4oKysTHR1NVlYW7u7uYlDx/vvv4+vry5tvvomPjw/19fWoqakhKyv7jz5v/9XlY8SQ8r8SKAYGBoQp8p/W1KlTiY6OFrfQjIwMJk2axKJFi7h27Rp6enrcvXsXVVVVrKysyMrKIiwsjB07dqClpcXt27dFWJidnR3m5uZcvXqVDRs2cPToUZYtW8bs2bMpKiqivr6eK1eukJ+fT09PD1OnTmV4eFiYa2JiYlBWVqa1tRVfX1+ampp4/Pgxrq6uLFy4UIQyXb9+nczMTAICAgTidtasWTg7O/P69WuBKfw3ayR9uL6+nszMTIqLi7G3t2fr1q3IycnR3d2Nn5+fQJ/29vby22+/8dNPP9HW1kZiYqLI8Ghvb+f8+fOoqKiQl5fHkydPqKurY86cOVRWVnLq1CmkpKTYunUrbW1tVFdXIy0tzZIlS+jp6eHmzZtUV1dz/fp1ampqmDBhAr29vRgbG7NgwQI6OjrQ0dFBVlaWxsZGnj59irGxMZ6enlhaWoqE8REc8L9ZU6ZMEQbdkRRyExMTcnJySEtLQ05ODk1NTTIzM8nJyRH5C2PGjGHy5Mni81BaWkpMTAyzZs1i8uTJXLp0iefPn7N3716WLVuGrq6umPKfPXuWDz74gOzsbO7cucOYMWMYM2YMSUlJLF++HH19fSHtGJG5qaurIykpSWNjIy4uLqSlpYlDuqenJyoqKty8eVP4JEajOjs7MTMzQ0NDAzk5OWxtbbG2tubDDz/k888/F99TMzMzioqK+PPPP6mpqaGkpIS8vDy6u7spKSmhrq5OJKR3d3dz9uxZBgYGsLCwoLi4mKysLEG9G1mXT58+ne7ubjFs6OvrIyUlBQ0NDZYtW8b3339PTEyMMIdu3LiR27dvExsby+nTp9mwYQNqamrU1NSgpqY2qhP8sLAwZs6ciZ2dHcPDw0hKSvL555+joqJCZWUliYmJzJkzByUlJTo7OzE2Nhb+g6SkJH799VecnJyYPn06FhYWQovu5OQkDNeDg4MYGhoyNDTEihUrqKqqEqGv+vr6IvTN2dkZe3t7DAwMePXqFY2NjXR0dGBkZISmpiZeXl6cPHmSDz/8EBUVFX755RfS09NRV1fHwsKC9PR0AgICRqVvY8aMEUGmGRkZyMvL4+DgQF9fH/b29ty5cwcpKSlqa2t58eIFRUVFAp89a9YsWlpaBHK9v79f5MqMbH2WLVuGiYmJMDePbIzs7OxYsmQJurq6dHR00NnZiaGhIfb29iLEy8jISGQZjOina2trefLkCRs3biQ0NFTo7RMTE3n9+jVxcXGjIi1tbm4WZLrs7GyUlJSYN28eq1at4o033sDe3p4nT57Q3NyMr68vK1euZPbs2Rw8eJDW1lauX7+Ora0teXl5XLhwgSVLluDn58fdu3exsLAQuFdfX18sLS3p6uqipKSEsWPH0tvbKzbZra2t6OvrM2/ePDIyMoSJe4TUMzQ0hJKSEpGRkXz99df88ssvvHz5Eh0dHfEcmD9/Pjdv3vyPteT/O2VqaipMuNXV1bS1tREcHMzdu3eFKfnTTz9l7NixDA0NUVlZiYqKisBRe3l5ce3aNeTk5HBwcODYsWNoa2vz559/oq+vz8qVK3FycqKpqYnU1FTGjBmDu7s7SUlJwN9UvPHjx6Orq4uSkhLW1tbcvHkTQ0NDJCQkaG1tJSwsjMzMTOTl5XFycmL58uV0d3fz+++/09PTw8yZM5k5cya1tbU4ODj8IynM/06NEDJHzmLKyso0NTXxzTffsGbNGp4/f86UKVPo7u5GQkKCqVOnUlxczGeffSZQ60+fPsXQ0JAxY8YwNDTEuHHjhFR2BK3b0tIipM8jvqQXL14IzK61tTVjx44V8u6RnKNp06bR1NREfHw85eXl3L17l6KiIvbs2cPBgwcJDAzEwcGBgoICLC0taWtrG5W+PXjwAGVlZbHxGVGISElJ8csvv1BdXU1FRYXwQI0ZM4Zff/0VAwMDVq5cSXx8PA0NDfj7+2NjY8Pz58+FHNrDw4P79+8D0N/fT3t7OzY2Npw9e5bFixcLv0leXh4uLi5s3bqV4eFhJCQkhLTy9u3blJSU4OnpSXFxsQjXXL16teixi4sLPj4+LF++/D/+vf+ry0dAQADfffcd9fX1REVFUVhYyF9//UVubi47d+78xz9vhERQVVVFdXW1oLoMDg6iq6vLrVu3hMlUT08PZWVlLCwssLCw4MyZM7S1tZGXl0dNTQ1BQUG4ubnx+vVrNDQ0BKqsu7sbHR0d7O3tycrKYubMmTx69AhpaWlUVVVFgvDI9O/27dtER0ezePFi4uLiKCsrQ05OjszMTMaPH09KSgqLFi0iMzMTbW1tvLy8MDIyIiIigoqKiv+mrf+4Xr58SUtLCzo6Ojg6OuLi4oKLiwuXLl1CSkoKLy8vpKWl0dTUpKmpibS0NJycnGhpaUFBQUEkKevo6GBoaCiQkn19fWJKPZKgOXJDNjQ0REdHh6ioKIHMlZKSQkdHRyTeL1myhBkzZpCSkkJiYiJycnI0NzczY8YMMTUfQauO9Dw2NhZ5eflR6ZuzszO2trYUFRUJkk1NTY0IBzQ2NsbU1JSMjAzKy8sZGBhg5cqVqKmpMTAwgKqqKomJiQKt6efnh4aGBq6urqKnbW1tIg+kp6cHPT09Xr16hZycHC9fvhQacEVFRR49esTWrVuZOXMmBgYGlJaWUlFRQVFREQMDAyxatIi2tjahyx7BT1tYWDBv3jxycnJQU1Mbld5pa2sLjOeIzyQqKgp7e3v6+vrw9/cnMzOT3NxcwUwfCdaTlpbmt99+Q0pKCnl5eRobGwkODkZXV5cTJ07w4MEDdHR0BGaztbUVKysrDAwM6O7uFsm2UlJSaGhoYGZmJqb3Q0NDGBoaUl9fT1VVFe3t7QK0EBISgre3N69fv6akpISBgQHU1NSwtLSkurp6VPo2knkw8rvZ2tqSnZ3NggUL+PXXX5GWlubly5c0NTUhJSXFgwcPBNLV0NAQFxcXgTIuLS3l9evXTJo0ic7OTtLT05k4caIgarW3twN/H0Dd3Nyorq7GysoKExMT8ZmXkJCgqqoKe3t7Ll68KKbVvb29lJeX4+vrK+gq6enpIuQrNjZWTIZHo8aOHSuyWdTU1NDU1OTPP/9k5cqV9Pf3c+PGDUJCQsRnKjAwUOjOg4ODiYqKEocPeXl5enp6yM3NxdLSkvT0dJFHZGVlhb+/P8bGxvz+++8icKu+vp60tDSKiopobm6mo6NDHBjDwsJEgN6rV6949eoVXl5eTJo0iZiYGLq6usREvKmpSdDpRqM8PT2F1y89PZ2+vj6CgoLw8fGhq6uLp0+fUlpaioODgzDf9/X1oampib6+vgipk5WVJTk5GWVlZWbOnMmnn36KhYWF+D0aGxuF+b6qqora2lqCg4NpbW0lNjaWlpYW/P39hVG6uLgYXV1dPDw8KC4u5vnz55SXlzN79mySk5OxtLTExsaG1NRULCws8Pb2Fu/20bh8VFdXi/wkU1NT3NzcUFZWFhkGoaGh3L9/H3t7e0xMTMRGcty4cSgpKZGeni6eLyNqicjISNLS0jA2NmbhwoXiM5Weno6ysjL5+fnY29sjJSVFf38/TU1NKCsro6enR25uLpKSkmRmZqKgoCDQxSMXbiUlJUHklJGRwcTEBA8PDyHrHC01ASC2aO7u7nR0dHDq1CnU1NRobW3lxo0bKCsro6amRltbG6WlpaSnpxMcHEx7ezv3799nwYIFdHZ2CohLZmamMEi7uLiIjBNzc3MUFBSQkpLCysoKU1NTmpqa8PLyEsGZIzCDc+fOsWnTJh4/fszEiRPp7OxkYGCAzZs3Iy0tjZGREcPDwwKBPhLuN5rZWZ6entTV1aGjoyOIrBMmTCAnJwd/f3+uXr2Kurq6UKCYm5uLM21vby8KCgokJCSgq6uLmZkZmZmZTJkyhbCwMNLT0yktLRVgH11dXebOnYuSkhI5OTkoKipSUlIi+n7+/HmampoICgoiPDwcT09PXFxcKC4uJiwsDCUlJVRVVcX3W1tbW5Df/imM5L96Ek6cOJF58+aJKcCJEydQUlLi+PHj/1W694MHD+jt7UVOTg4tLS2srKx49eoVT58+pbGxUVBCRjI2LC0tWbZsGbGxscTGxuLg4MDg4CCxsbEibKeiooIzZ84wfvx48vPziY2NpaGhAR0dHQYHB3F2dkZGRkbkMhQVFQlDjaurK1euXKG1tRUpKSlMTU2Rl5cXpuzXr1+jp6fH9OnThc9DQ0OD7u5u0tLSRk2f2tvbi7KyMubm5jg5OWFqakpjYyM5OTlUVFRgaWlJSkoKT5484cWLF8THxzN9+nRiY2MF7q+pqUkE51lYWNDT00NDQwPS0tI4ODiQm5tLSkoK9vb2TJs2jdjYWAYGBqioqBA8bSkpKRwdHVFVVaWhoQEXFxdaW1tF2Ft8fDwPHz4E/j6ojoRK9vb2igunrKwsTk5Oo9I3GRkZ8aLt7e3l/v37REVFoaysjLu7u8D5ycnJiemTtra2yOXQ0tISHHBnZ2cRFhUQEIC7u7vwAXV3dyMlJUVBQQFqamqUlZXh5eVFT0+PILtpa2uTmZnJixcvMDAwoLW1FTU1NZGT0dbWRktLC7KysvT19XHz5k1yc3Oprq6mqqqKiRMnjhqiGP6W+rW1tQlDpry8PLW1tdy8eZNJkybxxhtvEBQUJC5DHh4eSEtLM2vWLCZNmkReXh49PT1CDx0YGIihoSGTJk1CU1OThoYG1NXV0dXVpba2lkePHlFeXo6Ghoa4fIxsqBoaGjAxMRE5AoqKiigpKVFfX09WVhZdXV24uLhgZ2fH3Llz6ezsJDExkaKiIpEePFo1Z84cpKSkiI2NpaioCG1tbUJCQgRNRENDQ3g0pKSkqKqqQltbm/8Pb/8ZXnX1rW3DZ3pb6b33QippJARSSEjoTXqQ3hQVRFFURCmKDbEhivSO9F5DgBQICQnpvffee30/eGQ+ex/vvp/t3/sx45tRIhlZa/3mHOO6rlNJSYmAgAAmT55MT08P6enp5ObmUlFRQUhICEpKSiQkJIjMeyUlJYyMjEhOTkZbWxsdHR1KS0tJTEwU77umpiZKSkrIzs7GxMQEZWVlAEHQNTQ0JCQkhDNnzhAZGSnAeqNGjWJwcPA/DhT5v6na2loiIyNpb2/HzMxMyOWcnJyQSCSEhYWRnp7Oy5cvUVdXZ9q0afj7+zM0NERZWRmqqqo4OTnh6OiIlpYW7e3txMXFCfBqT08PpaWlFBcXIyMjw9ixY8XlbXjjkZiYKP5Mamoqurq6ZGVlcfHiRR48eMDAwIBgHjU2NmJlZUVERAQWFhaoqKjQ09ODvLw8enp6I2b+NTExEQZ3HR0dcbG0tLSkoKCAe/fuiW1pT08PnZ2dxMfHo6amhouLC/r6+gwNDaGiooKSkpJIdXJwcMDBwQFra2sqKipE5H5vby9WVlaUlpbS2dlJfX29CNTIysoiISEBRUVFlJWV0dTUpLy8nPT0dMrLy5GWlkZPT4/o6Gj8/PxwcXGhq6sLiUSCt7e3mF6PRHV3d6OlpYVEIsHAwABHR0dSUlIIDQ3FycmJkJAQUlNTefLkCd3d3WIDrqGhIbgqZmZmGBsbi54UFhYiJyeHk5MTNTU1lJSUICMjg7m5OS0tLVRUVODi4oKjo6PoTUpKClVVVbS1tTF69GjBt1FXVxf+TW9vb0pLS6mvryczMxN9fX1cXV2RlZUlNTWVjo6OEY3FLi4uRldXFwsLCwYHBwV2Ydq0aVy9epXi4mJu3bpFXFwclZWVZGZmChnlcAqhqakpKioqFBcXk5qaSnR0NE1NTZiZmeHp6UlISAjBwcEYGRnx7NkzEck8atQoJk+ejIWFBU1NTVRVVSEnJ4ejoyMTJ06ku7ubtrY2wW8zMDBg7NixuLm5kZubi5+fn0ho1NbWpqmpacT6ZmRkhJaWlsAgZGRkoKurS0JCAitWrGDOnDlMnz6d0NBQLC0tqampITQ0FFlZWRGuVFRUREZGhoAPe3h4IJFIePbsGQYGBgwMDIhNXl1dHTNnzqSqqgoZGRn09PSwtLREVlaW6Ohobt68SUxMDFpaWkRGRmJlZYWenh4NDQ3Y2NgIntLz58/R1NTEzs4OU1NTBgcH/yPMxD+O2h01ahQHDhz4//t6e3s7EonkP/pezc3NHDlyBHl5eUH+3b9/Pz09PVRVVfH222+TmJhIQ0MDJiYmNDU1YWxszNdff01YWBjTpk2jsbGR8vJy8vPz6ezsZNKkSTx9+hQVFRXy8vIYGhqipaWF+/fvc/fuXXJycsjJycHMzIy4uDgqKioYPXo05ubmWFtbU1paysWLFzlw4ADy8vKEhYXh4+NDSUkJS5YsYdOmTbx69Yra2loyMjJobGxkypQpBAUFjVgmuaOjI0pKSkhLS/Py5UseP36Mrq6uSKLR1tbm0aNHJCUlicNiU1MTBQUF1NfXk5ubK8iz1dXVODk50draSkVFBZaWllhZWVFQUAD85fMZN24cGzZswNbWFgUFBSGZkpKSorm5mXPnzgF/Ue6Hc/mDg4Nxc3MTcLP+/n7S0tJYvHgxTU1NQsK1fPlyNDU16enp+df7NvygHU5VSU1NxdHRkatXr9LX14eSkpK49DY0NKClpcWpU6dYunSpWIFaWFhgbGyMsrIyRUVF+Pn5oa+vz4kTJ9DT06Orq0sAFTs6OmhoaMDd3R0FBQUSExOFuX74AL5r1y7grymIvb09jo6OODk5oa+vz+XLl1m8eDHy8vLs379f5J339fUJv8pIrdYTEhLo7OzE19dXHFxtbGxYvnw5s2bNYmBggNmzZ1NeXi4uKXZ2dtja2qKhoSEkd83Nzbi6utLR0cGVK1eEt2o4TKKpqYlnz54hLS3NjRs3WLJkifAb+Pr6YmBgQHR0NAsWLCApKQk/Pz9u374tLs/p6elISUkJzWxpaSmhoaG0t7fT2NhIdXU1N27cGBEJDPzFR4mNjSU2NhZVVVUBYLx69SqhoaGoqakJCnV3dzevvfYa9fX1bNiwARUVFQ4fPsy1a9dQVFQkLCyMSZMm8eeff4pc/RMnTmBhYcHkyZMZM2YMhw8fxsfHh8uXL/POO+/w5MkTcnJyhMwlOTmZwcFBIiMj6e7uFpdje3t7vv76a2JiYrh8+TIrVqxAX19fbPxmz57NqFGjRqRnAJcuXSI7O5spU6YwNDRETU0NQUFB5OTk0NDQwKZNmzh+/DiPHz8W29T+/n4aGhq4ffs2kyZNorGxkejoaF68eEF7ezsODg4oKCgQEhKCv78/eXl5xMbG8vTpU6ZNm0ZrayteXl7Y2NhQX1+PlZUVWlpaQqIwHGc+NDREbGwskydPZvHixfT393Px4kVycnIAsLGxwdTUlIaGBqSlpcnNzR0xQGN1dTXKysoCgDq8sTx//rwIJZCSkhKcp/Hjxwu2y9tvvy0kU11dXZibm9Pc3MzRo0f5+eefiY6ORkdHh59//pmKigp8fX1xdHQE/vr8unDhAitXrsTOzg45OTna2to4efIk3t7ehIaGoqioyI0bN5CWlmbOnDkoKCiwe/duAgMDyc/PF4dJZWVlKisr8ff3x8jIaET6FhYWJky5WVlZpKamcu/ePfz8/ERs+rfffkttba3YssbFxTF16lRSU1Px9fVFV1cXTU1NWltbefLkiZAQbd++nRMnTiArKyvYV1FRUaxZs4bdu3ejoaGBk5MTVVVVYhgaFBQE/DXwHd7IDw0N0d3djYeHB4mJiXh4eLBr1y68vb3p7e3lwYMHVFdXM2bMGBFjPlJVVVXF0NAQenp6zJ07V3iCLC0tefz4MW1tbbi5uTFnzhw8PT356aef0NbWZvHixeLPycrK0tPTg7u7OxKJBFtbW7S0tEQi2osXL8jJyaGsrIxvvvlGMIj09fXR19dHRUWFqqoqvvzySz766CNKS0vZtGkTampqyMrKEh8fzzfffMPatWu5fPkyo0aNQl5enry8PMGzKSsrE6/pf7uGIZbV1dVCptjc3ExhYSEDAwOMHz+e+vp61NXVqaurIy4uji1btjBr1iyampooKipizJgxKCsr09nZKaCMGzdu5ODBg3h5eSElJSUglKdOneK9997j3Llz4sIWExNDc3MzHh4ewF+BFeHh4Vy+fJni4mLk5ORwc3MTsGNdXV2R9hkUFISlpSV5eXn/kernH18+/k914cKF/3j7oaKiQklJCQsWLGDixIk0NTUJr8Xx48d5+fIl2traTJgwgbq6Ovbv38/69evFwau/v5/KykrMzc2ZM2cOxsbGvP/++8LI+frrr6Ourk5fXx8dHR3MmzeP0tJSli9fzqtXr+ju7kZDQwNnZ2dsbGx4+PAhM2fO5N69e+Tk5KCsrExVVZXIS5aXlychIYHW1lZBr83MzKSpqYlvv/2WmTNnjkhM26+//kpTUxP+/v5oaWkxZswYESG3c+dOEWM4Z84cenp62L59O7du3eKTTz4RKSVWVlbU1NRQWVkpUrHMzMwYPXo0H3/8MZaWlnh5eVFZWcnVq1dJTk5GR0cHPT09Ojs7BWyvurpaQNPs7e158eKFSGUYnjJevXpV6I6trKzEuk9DQ4OOjg5OnjzJwoUL//W+aWlp/TcS7Lx585CRkWHZsmVi2mVpacnMmTMZO3Ysenp66OnpYWtrS21tLUlJSbx69QpZWVlUVVX5+eefBb111qxZ2NnZkZ+fz71793j27BmKioq4urpy8uRJEctoYWFBRUUFpaWlmJiYEBgYSGZmppCN5OfnU19fj7u7Ox4eHnR2dhIREcHMmTMpKChAX18fPz8/Tp8+TVhY2IjJrpycnDh16pQ4RNy8eVP8nrdv387+/fsF/2bcuHFYWFggJydHeHg4q1evpq2tjY0bN/LkyRMuXLiAu7s7KSkpImFpmDKrpqYmvAW3b9/G3d2dJ0+eCIijoqIiiYmJlJSUsHbtWjGVzc/PR1lZmZaWFm7cuIGMjAxPnz7l2rVrREVFYWNjI8IB+vv7R6Rn8Jdx2tvbW3h6Dh48yNdff83WrVspLCzk0aNHnD9/Hj8/P7y9vYmLi2PSpEkoKioSFxdHY2MjDg4OBAUF4eHhwenTp7l+/ToqKiqMGjWK8PBwiouLhVzV1dWVr776im+++QaJRMKtW7ewt7enr6+Po0ePoqKigpmZGerq6lRVVbF+/XpaWlpIT08nPj6eI0eOsGzZMoaGhrh06RL9/f14enri7OzMlStXRiwlbPz48XzyySdIS0tz7949rly5wqhRo1i7di33798nJSUFZWVljI2NKSoq4vTp07z11lts3LiR1NRU1q1bR0hICG1tbdTV1YmUqgkTJogEvmGpQHV1NceOHUNWVpbExERcXV2RlpZm7Nix1NfXk5iYSF1dHdu2bePWrVskJydjbW1NZWUl8fHxwg+zePFivvjiCw4dOiRiy9XU1Pj111/59ttvWb58+b/etylTpmBkZMTBgwd5+vSpSDV89OgRH330EW+88QZ79uyhqqqKsrIyrl27hqWlJerq6hgYGPDjjz8KMNnYsWNxdXVl586dXLt2DQ0NDSoqKmhra8Pe3p4JEybw8OFDjh07xuPHj9m9ezeRkZEsXLiQ5cuXc+fOHXJzc/n888+xsrJCX19ffJYmJCTg7u5OeHg4Cxcu5Pvvv0dPT4+enh4hBTt06BCTJk0SUb3/ZoWGhtLR0YGrqyutra3cvn2bjRs30t3dTVhYGDdv3qStrQ1tbW1kZGSor6/Hx8cHDw8PDAwMhK5+mHhfXFyMtbW1GJbIy8uLC+qqVat4+PAhmzZtEoO+5ORkgoKCGD16NBEREaSnp7Nt2zYOHTrE/v37ycjIEM+GCRMmkJ2dzZkzZ9DX10dHR0cQvXt6eoiOjmb69OmsWbPmX+8bwNWrV7G0tBTbGH9/fz755BMmTZpEWFgYDg4OIkGzt7eXpKQkEQtuYmJCS0sLmZmZPHnyhKioKDo7O9m7dy8rV67k6dOnlJSUEBERQV5eHs7OzmzdupXHjx+zbt06fvjhBwYGBkhOTiYtLQ0rKyu++OILtm/fTmhoKNOmTSMrK4vCwkIaGxvx9/dHWlqarVu3kpGRQUFBAX5+fsjKynLv3j2qq6tH7PIxb948nj59KmTLEyZMYPbs2bz++uvExcWxe/du8vPzxeXUx8dHeH60tLSESsXKygorKyucnJyorq4mMTGROXPm4Obmho6ODsbGxnR1dREQEEBqair29vbo6elRUVEh1D1VVVXCg7h3717eeust4K+lgoWFBfLy8hgaGmJmZsadO3f44YcfBNdMTk6OCRMm/O2f+29dPiZNmiQQ9n+n/tPLx7Rp08SKWEFBAQUFBRYuXEh6ejo+Pj40NDRw6tQppKSkWLduHYcPHxYT/ffff5+vvvqKjo4O5OTkePjwIXfv3hUwqZ9++onKyko2b95MR0cHn3/+Ofr6+jx8+JDVq1cTHBzMa6+9hp+fH62traxcuVJEyK5YsUKY84YTUO7cuUNbWxvu7u68evWKdevWERERQUJCAhoaGty/f5/z58//I/nZf1pr167l7Nmz2NnZYWVlJaKIW1paCAkJ4ejRo+jp6eHn50dbWxvy8vLs2LGDr776ColEwpo1a1i/fj2KiooUFRUxefJkbG1tuXbtGl1dXWzfvp2kpCSuXLkiZEm///47a9euRV1dnTt37oiVc1dXFz/88AMPHjwQoJ7i4mJqampoa2vDwcGBw4cPs3PnTqqrq8UUPykpiVGjRuHn54eVldW/3jP465BhaGhIWFiY4MXcvn1bMDRKSko4e/Ys8vLyODg4YGtri5ubG+rq6sycOZMdO3aIB+7NmzcZO3YsV65cobS0lIiICL755htevnyJpaUlb7zxBiUlJdTW1hIQEMCxY8fo7+8XRs3h3O2GhgYePXrE1q1bWb58OTU1NcTExHDy5Elyc3M5duwYV65c4a233mLZsmWoq6tTU1ODk5MTDg4OI+ZdSE5OZty4cYJMnpiYyJUrV2hvb+fIkSMMDQ0RFBREUlKSMAgeOXKENWvW4OzsTHx8PB999BH19fWMHj2a3t5e/P39effdd9m7d69Ig8nPz0dBQYFNmzaxb98+5OTkaGlpITw8HCkpKREM8OOPPwr5TGRkJAEBAUIqsm7dOmRlZbl58ybLly8nMDCQgwcPoqury5QpU+jv7x8x70JUVBTXr19n48aNzJ8/Hw0NDUHMvnjxIh9++CHh4eE8ffqUvXv3kpubi6urKzExMZw/fx4vLy+xwXR2dmbVqlX8/vvvHD16lB07dojtUnJyMg8ePMDLy4unT5/i4+ODqakpc+fOpa2tTZhCOzo6mDBhAt3d3Zw6dYqIiAhevnwphgwzZsxgzpw5yMvLk5mZiYODA3PnzsXJyYmUlJQR6RkgZE0zZ84kODhYZNfHxMRgaWlJcHAwr169orm5mba2Npqbm3nw4AFBQUGoqKjg7+/PmTNnCAkJ4dtvv+XixYscOnRIbIE/+ugjkZHv4uKCkZERV65cISMjg2nTpgmOVWpqKtbW1nz00Ue4uLiQlpbGw4cPuX//Pv7+/jg6OvLw4UMxvV22bBkSiYScnBysra159913GRwcZMGCBSPSt40bN+Lu7s6MGTPQ0tLis88+486dO3z++eecPHmSa9euYWRkhJqaGoAIJZkzZw6qqqpoa2uzc+dOHBwcyMjIoKKigrfffltsYYcT/woLC8nLyxOb2cLCQtzd3WlpaRGk7e7ubrZs2YK9vT2PHj1CRkaGCxcuUF5ejoaGBuXl5Tg6OrJo0SJaW1vZt28fCQkJ3L9/HzMzM9rb2/nggw/Iz8//1/tWXl7O2bNnhaT12rVrNDc3Y2dnR2NjIwkJCXh6eiItLS0i5E+fPk1lZSWdnZ1s3bqVjo4OMjIyiIuLE+oIAwMDtm/fzg8//EBQUBB9fX1i+7hjxw4BVVVRUaGrqwsTExMWLlyIoaEhR48eFXLV4Wjt/Px8dHR0mDFjBpcuXRIqDSkpKTZu3IilpaWIUh6pmj9/PqdPn0ZLS4tJkybh6OiIiooK27ZtY+nSpaxfvx5XV1dsbW0pLS3l5s2b3Lt3j9GjR3P48GHU1dVxc3MjKSmJFy9eoK2tjUQiYfXq1VhaWpKYmEhoaCirVq2iqamJL7/8kqKiItLT04mKiqKlpYVRo0ZhYmKClZUVcnJyHD16lNdff51FixYRERGBm5ubmOiXlZVx8OBB8vLyWLp0Kbdv30ZWVpbAwECxcRqJioyMJCoqCh8fH6ysrMjOzmb27Nl8+umnjBs3juPHj4sQoJiYGO7du4eSkhL79u1DRkaGr776CnNzc4KDg8nMzMTV1ZVPPvmErKwsZs6cSXJyMhERERQUFKCmpiaSspSUlMjNzSUnJwd7e3uxUV67di0//vgjSkpKPHr0SCS8LliwQMQ5l5aWcvfuXfbt28fly5cxMjJiypQpFBUV/e0t5d+6fEycOBElJSWMjY3/X/+7/v5+bty48bf+x/+1rK2tsbOzQ0pKigcPHnDnzh02bNjAvn378PPzY+HChSxatIgDBw4QEBCAg4MDCxcuFMlI7e3tmJiYMG7cOEJCQtDX12fjxo1s3boVHx8fli1bRnx8PCYmJoSGhgr5g5ycnMh6P3r0KOPHj+fRo0cMDg7y008/kZ6eLlakw2AVDw8Pfv/9dz7++GNGjRrF5s2b8fDwQFtbm4aGBmbOnImJicmIHAbPnz+PhYUFUVFRREZGYmdnx4EDB9i4cSO+vr6MHj2arq4uLC0tSUlJob+/n+bmZo4dOyaSw/r6+igpKeHFixcUFBSwePFiCgoKKCoqYtasWcLwW15ejrOzsyBfysnJMWfOHPFn5eXlef/995k5cyZnz54lJiaGnp4e8YF94sQJfv75Z/bv34+dnR1+fn5MnTqV0NBQcnJyOHr0KN9+++2/3jNA9EBRUZHZs2cze/ZsVqxYwezZs3nx4gW//PILHh4e5Ofnk5qayt27d/nyyy/59ddf+f7775k1axZ79uyhu7sbHR0dPvzwQzQ0NDh+/DilpaVC652dnc2uXbuET6K/v59ff/2V9PR0Tp8+Dfylk3VwcGDt2rXExsYSHR3Nn3/+SX9/P7W1tcjJyfHaa68xY8YMzM3NkZaW5vz58yQlJaGtrc2yZcv47bffmD179oj0bvHixfz444/ExsZibW3Na6+9xty5c7l+/To//vgjX375JUpKSsI3FB4eTlFRER9++CHPnz8X26GSkhIyMzP5448/2LNnDyEhIbz//vscP35ckMkHBgaYP38+VlZWBAQEEBYWxt27d7G1tUVWVpa+vj7eeecdJkyYINb6kydPxtTUlK6uLmxsbETuubS0NGvXrqWzsxNZWVkmTZqEsrIyNTU1I9K3iRMnIiMjQ2FhITU1NSgqKnLq1CkhA0tLSyMhIQEPDw82b97M/v37OXr0KHV1dXz44Ye8evVKJGPFxMQIcnFxcTFWVlZ8//33FBUVMWrUKAIDA9m2bRtdXV1cuXKFiIgIiouLGTNmDIGBgeTm5greQn19PT09PUJe5OHhQWZmppBq3bp1i6GhIYKDg1FRUeHOnTuoq6uP2KZNWVmZjo4O8vLykJaWRkFBgS+++AI/Pz9evnzJkSNH2LFjBxoaGtTX1+Pm5satW7fo7u7mxo0bODo6sn79egwMDNDQ0MDd3R1vb2/8/f0pKytj8uTJeHp6IicnR25uLlOmTGHhwoWcPn0aW1tbKisraWhoQEdHh8DAQOrr61m6dCn19fXMmzcPVVVV5OTkePXqFVevXsXLy4tnz55x4sQJ4Vno6uri/PnzdHV1ER4eLmRZ/2Zt2bKFrKwscWCfNWsWcnJypKSk8ODBA7Zt28b8+fPp6emhqKiI/v5+enp6CAgIID4+nvz8fJ48eYKUlBS5ubn8+OOPPH78mM7OTj777DO2bt1KQEAAz58/56effuLWrVusWrWKX3/9lR9++IHk5GQePXqEh4eHYC9ER0ejqalJfHy8oIYPc0dycnLEdHdYolRTU0NycjK///478+bN4+uvv/7X+/b48WNycnIEt6SgoIBt27ZRUVFBcHAwPT09AlCcmJiIubk5a9as4dNPPyU0NJTt27fzwQcfEBQUJMCmP/74I62trZw5c4aOjg6WLFmChYUFzc3NaGpqsnHjRmbPns3jx49RVlbm9OnTQnb07bff8umnn5KRkcEPP/yAmpoaHR0dNDc309DQIKDL+/fv57PPPqO3t5fHjx9z7do1ETIxUuXv78/KlSu5cOEC+fn5Ijxl2rRpeHt7c/r0aT799FOysrIIDw8nNDSUHTt2cOLECQElPnr0KO7u7ly4cIHNmzejqKhIdXU1GzduFBHzd+7cwcLCgrfffhtVVVXefPNNWltbqaysZOzYsUyePBktLS0uXbrEjh07WLp0qQAgnj59mvv377N9+3bWrFlDUlISFRUVPHjwABUVFTw8PLC1teXSpUtMnTp1RPpmbGws1DfD8szQ0FCCg4PR1tbm9ddfx9/fHxcXFxHDu3DhQqSkpMQF6/r160ydOlWcP+zt7YUKpb29nZKSEh4+fIiXlxdfffUVU6dORVFRkSdPnrBx40bxd0hOTmbXrl28ePGCL774AgMDA5SVlRkcHGRwcJCBgQFu3LhBbW0t48aN44033mDFihVUVFRQX1+Ppqbm3/65pYaGhob+t/9oOI1KXl7+f/2GmZmZf3td1dnZKXSV5ubmpKWlUVFRIcy99+/fF8Ce4RdIZ2cnwcHB/PTTTxw8eJAFCxYwYcIEPD098fDwwNTUlJqaGgYHB/n6669xdXXl0aNHhIeHY2xszNWrV0lPT+fatWs8ePCAP/74g6GhIRYsWICOjg6xsbHs3buX1157jfb2dkpLS9HV1WXx4sUsWLCAvr4+3nrrLXx8fAgLC6OmpgY7OztSUlJISEhg165dVFZWAgjd6v/XNdy3ffv2CVDZsEF5OIVpGFymqqpKXV0dDQ0NyMjIcOfOHZYuXcq9e/eIioris88+Y8KECVRXVwtj+XB0r5SUFA0NDSQnJ1NcXMz06dP54IMPWLZsGW+++Saenp7ExMSQm5uLlpYWJ06cYPv27WzYsEEkXg0b6pydnQkMDKSsrIzVq1cjkUhwcnLCysoKBQUFysvL6e7uZtGiRf9633bs2IGBgYG4VKWmpmJmZsaPP/7Iu+++S2FhIX5+fnh6eqKhoUFNTQ2FhYVYWFjw3XffsWjRImxtbQUx2sXFhZ9//pn+/n5Wr16NtrY2QUFBSCQSGhoacHR05J133iEwMBAbGxuuXr3KwoULmT59OqWlpbi7u9PT08OdO3cwMzNDS0uLuro60tPTyczMpK2tTWgp+/r6GBgYoLe3F1NTU9544w0kEgmmpqb/Wt/+a+9qa2uxtLSkp6eH27dvc/HiRSZNmsTLly9paGhg1apVpKSkiM+K1NRUXn/9derr64mKikJWVhYXFxeMjY2RSCTCaF1YWIi/vz9dXV0kJyeTkZEB/GXUNjExIT09HRUVFeLi4sSHYXFxMaGhoYwaNYqLFy+SkZHB559/TmlpKUePHkVZWZmffvpJ0L5NTU1ZtmwZ3d3dvHjxgokTJ+Lt7T0ifdu8eTN1dXXMmzcPY2NjsrOzsbCwIDIyEldXV549e0ZZWRlvvvkm7u7u7Nq1i/7+frZu3UpycjKpqan4+fnh6upKY2Mjd+7cYdWqVbzzzjt89913fPvtt2RkZBAYGMjSpUvJzMzk+fPnLFmyhD/++IO5c+eKNJ5nz55RXl7Oli1b8PPzo6SkBFVVVUpKSnj16hVDQ0N8/PHH7NmzhzFjxqCnp0dVVRWKiorIysry+PFjVq5cOSJ9a2pqIjIyUqRGDbNf3nzzTTIyMti5c6dgddTW1qKmpsZrr73GiRMncHR0xM3Njd7eXoyNjfH09EReXp6pU6cyYcIE7OzsBMdEX1+f6upqzp07x9y5c8nKyiIiIoJx48aJNMXu7m4MDQ2ZP3++mC5KJBJaW1vp7OzEx8eHcePGMTQ0xGeffYatra1gHKiqqhIUFIS0tDTS0tL/+meciooKP/30ExoaGiLRZ/LkyZSUlHDy5ElcXFzw8PDg8ePHlJaW8vrrr1NUVEROTg46Ojr4+PiQlpaGqqoqHh4etLW18dlnn4lD0PHjx1FTU6O3t5fMzEzU1dVpbm7mt99+44svvmDVqlUUFxdTUlLChAkTRGKOuro60dHRZGRkiG2BoqIi+vr6AqD266+/Ympqir6+PtnZ2URERHDmzBn6+vr+9b7V1dXx559/EhgYiK+vL1VVVeTk5FBZWUlfXx8ZGRm0tbVRVlZGb28vlpaW5Ofnc+vWLb788ks2bdqEsbExnZ2dFBUVkZSUhIeHBx999JFgW3h6etLR0cHDhw9FhHZ8fDzbt29HS0uL8+fPU1NTw9q1a7GwsODGjRvExMTwxx9/EBMTI5LXkpOTMTY2Ji0tDXd3d7Zs2SLkm8NJZhKJhB07dozIe3WYxG1oaIiUlBS9vb0sXryYrKwsZs2axcuXL0Xs6/Dw4rfffqO+vh6JRMLKlStZvXo1XV1dXLt2Tcidh03Uo0ePRkdHh8LCQlJSUgQYMC8vT/DKbG1t0dTUFLiD69evM2nSJNra2nj27BmqqqqMGTMGQ0NDTp48SWhoKPn5+YwaNQolJSVKSkqIi4ujpqaGjRs3jkjfPvroI8G9sbS0xNnZmeDgYObPn8+5c+dobGyktLQUQ0NDTExMaGhoID8/n8TEREaNGkVCQgLTpk0jNTWVZ8+esXr1ar7//nuMjIyora3Fzs4OBwcHlJWVKS0tJSsrCx8fH6GckJeXx9fXl/7+fqEw8vb2Jj8/n5qaGl6+fCmCJobjoffu3Ut6ejrff/89z58/R0VFBT8/P6ZPny7i0P+3vv2tzYezs/P/2LgnT55QVVWFrq4uXl5eGBkZ/SOdXEREBOrq6uTl5VFfX4+TkxPjxo1DVlZWxLQFBgairq4uouykpaU5dOgQFhYWLF++nMHBQTIzM8U0oqSkhMmTJ5OdnU17ezu5ublIS0ujr69PeXm5mJ4Nx656enpSXl5OXV0ddXV1jB07lnPnztHZ2cmYMWPw8PCgu7ub1NRU1q5di7S0NJcuXWLNmjUiTUpOTo7ffvuNWbNm/cc9+Ce1atUqnj17RmxsLFZWVoSGhlJaWkpQUBAPHjygoqKC7OxsDAwMCAwMxNzcnBMnTjA4OAj8ZdwdNocPb58ePnzI2LFjuXPnDps3byY6OhoAFxcXYmJi2LdvH2+//TYpKSlIS0uLBBUvLy+MjY3x8/PDxsYGW1tbjIyMxHp69OjRREdHU1VVxYwZM7hz5w6xsbHU1tbi7e2Nq6sr2dnZI9K3lpYWysrKCAgIENwRWVlZtm7dSk5ODmPGjGFgYAApKSmUlZVpbGzEwsKCM2fOCMnTMKzH2NhYwLDq6+tFHntCQgIKCgro6upSVVVFeHg48+bNo6Ojg9zcXEpKSjh16hR1dXVoa2uze/du1q9fj7e3N3JycuTn5xMfHy8SVUaNGsWFCxcwNzcnLCxMTLS0tbWFSXskanBwkJs3b4rtBiCIzhkZGSQlJVFZWUlrays6Ojp4eXlx4sQJjI2NUVRUFET24bhTHx8f7t27h6enJ9XV1dy5c4fs7Gx6e3sxNzenra2NtrY2Zs+ezXvvvcfYsWMFbGns2LE8efKEc+fOCe3u8ePH0dLSEsT3U6dOUV9fz9tvv42JiYmY9iQkJKCtrY23t/eI9G3hwoXk5eVhZWWFtLQ0ra2tlJaWMm/ePGpra5k/fz6lpaU0NTWRkJCAr68vd+7cQVlZmUmTJlFbW4tEIqGgoICSkhJcXV158uQJs2bNQlNTE319fbS0tMS2s6uri5CQEJ4/f05wcDAJCQnIyMigqqqKhYWFGC6kp6cjLS1NbGys8CbJycmRnJxMQkIC/f394sIbEBCAp6fnf5Ro8n9bFy5cICQkhEePHokL2MyZMzE2NuaTTz4hMDCQlJQUDAwMCAgIEOb54Rj0srIy3N3dGTVqFNra2sBfMl9fX18yMzN59OgRGhoaqKqqUlpaip6eHkePHmXBggVYW1vj5OREVlYW7e3tNDc3IyMjIyK4BwcH0dPTo7W1lcHBQby8vCgtLcXPzw87Ozvq6+uxt7enp6eHzMxMEhISUFJSGjEG1DBDZ/jvPhwjmpaWRlFREYmJiXR1daGoqMjz58+JiYlh2rRpHDlyhBcvXvDaa6+hqqpKRkYGFhYWJCcn89VXX/Hw4UPk5eXx8vKir6+P7u5uPD09efLkCYaGhiI1zdfXFx8fH0xMTJCRkeHJkyfMmDEDWVlZMXhwcnJi/vz5ZGdnc/36dQYHB4mLi8PT01NwC8aMGUNsbCxjxoz51/t2+fJlwdgYht95e3uzadMmNDU1mTt3Lk1NTSgqKlJXV8eNGzfw8vKiuroaT09P4uLiaG9vR0tLi8HBQZKSkpg7dy7t7e0i9UtaWpr29nahRti0aRNFRUVCnjvsiYiJiRHpVqNGjeLzzz8nNDQUT09PXr58iby8PG+//TYffPABr1694sqVK+jr6wuDu6qqKkuXLv3XezZcw6mMw74zRUVFXr58iYWFBdra2jx+/Bg3Nzfa2tpISkqiubmZs2fPMnbsWMrKyggODkZGRoa6ujrhScvKysLQ0BBLS0uSk5MZO3YsPT09gumTk5NDUVGRgFIC5Obm0tDQQEREBGFhYcKIPbz97Onp4cWLF8yZM0fEFcNfz7Zh+K+JicmI9e2NN97gl19+obu7WyRPnT17luDgYJKTk9HX1ycmJoaqqioR2nD48GFcXFyoqqoSiV1VVVWoq6vz8uVLenp6SEtLY9q0aaipqVFbW4uDgwPh4eE8evSIMWPGEBERQVVVFUVFRcTHx2Nubo6TkxOysrKcO3eOd999V4ADKyoqKCsrw9TUFH9/fxEmk5+fT2VlJUpKStTU1GBiYiLOBf9b/SPD+atXr9iwYQNNTU1IJBJkZWXp6OhgwYIFfPTRRyL//+/WsPl4+EOpt7cXW1tb3nzzTc6ePYuysjLp6eloa2sTGBgocrSHTc5xcXEEBASgpKQkZCyjRo2ioqKCsWPHoq2tjbS0NC0tLejo6LBw4UJ27NiBtrY2JiYmNDY2kpeXh7y8PC4uLqSkpODs7MyMGTOorq5mxowZ2NjYUFBQwJMnTwR8ycLCgvb2dhGpN8woGJ7O/ds1MDBAa2srampqSCQSmpubBWQxKysLDQ0NkWbS09PDvXv3AITefjg9Rl1dHSkpKSIiIlBQUBAfwMNvcIlEItZ4Dx8+pK+vD1VVVaSlpbG2tkZVVRVlZWVUVVU5fvy4iLCrqKggMzNTSGQkEgnHjh1j5cqVyMjICC+FkpKSeKCPRIWGhhIdHY2WlhZ6enpIS0ujoaHB1atXsbW1xdraGm1tbQYHB4mNjSU+Pl4wFkpLS6mtrWXatGl4eXlhbW2Nr68v7e3t4oEkLy+PnJwcxsbGKCkpcfPmTcaMGcOTJ0/o6upCQ0MDTU1N1NXV0dDQENOitLQ0KisrUVdXp7a2FhsbG4yMjHB2dkZbW1vEjQYFBdHd3U10dLR4CPn6+o5I71RUVDA0NERGRobm5mb09fVRUFBg4sSJXLp0iZCQEJKSksjMzGRgYABlZWXKy8tZvnw5vb294n2sra1Nc3Mzly9fprKykoGBASwsLKiurhYE9O7ubiFPaG5uRlFRUUzMamtrKSkpwdLSkv7+fjQ1NQkPDyc5ORk9PT0cHBwoKioiNTUVb29vgoODuX37Nubm5jg7O9PR0YGFhcWI9AxgaGgITU1NVFRUBMBMS0uL5ORkCgoKsLCwwNzcnIGBATo6OsT7w8LCgtOnTyMrK0taWhoGBgbo6uqSlJSEoaEhCxcuJCoqioqKCvz9/dHR0SEqKorc3FyCg4PJz8/H3d2d8vJyent70dHRwcHBgZaWFnp6eoiNjcXCwkJM74eGhoS/ZuLEiRQXF2NnZyd+3ykpKSNmxARIS0sThnJlZWUkEgmOjo6cPHkSHR0dFixYIA7zenp6KCoqIpFI8PDwIDc3l9GjR1NcXExGRgaGhoZoaWlRXFzMwMAAbm5uqKqqUlBQILg8Li4utLW1kZqaSn9/P/Hx8TQ3NzM4OEhXVxe2trY8ePAAdXV1kbOvpqaGrq4uWlpa3Lt3j+TkZEpKSrC2tqa1tZXi4mKam5uxsLCguLh4RPpWWFiIg4MD9fX1tLW1CX9HREQEkyZN4uTJkxQVFaGkpISLiwu2traoqKigqqqKhoYGxcXFlJaW0tvbS1FREQEBAcycOZPm5mYcHBxQUlLCwsJC+DaCgoJIS0sT02RZWVlB2x7e6vb19WFkZERxcTGWlpZYW1vT3t5ORkYGGhoaIrHPwcEBY2NjKioqePr0KW1tbZSUlIzI5UNdXV2wC+rq6kSU6/BhtK+vTzz/NDQ0sLKyYuHChaioqDBhwgTBtho2/3Z0dFBZWUlHRwfjx49HVVWVmJgY+vr6MDU1ZfLkyTg7O5ObmyvYDcMHwsbGRmbOnElWVhbd3d309vZSXl5OeXk5HR0dhISEUFBQID4vh9UNVlZWghukp6f3r/dsuIKDg3n06JHgxnR3d+Pn54e1tbWI9FdTU2NwcBB7e3tsbW3Jy8sjJydHhP0UFBTQ0dEhIqHd3d1RUVEhNjYWLS0t4uLi6OzsxNHRkaamJtLS0hgaGuL8+fOCqVVRUYG8vLzYFKenp5OSkiIibWtra8nJyWHmzJlER0ejrq5OUVGRePaPHj16RFI3h8vCwkIMS/T19VFXVyc2NhZTU1MuXbrEunXrRIhBaWkp6enpBAYGUldXR1ZWFitWrKCvrw8TExOhinBwcKCrq4vCwkKqq6sF8DE6Opri4mLGjRvH5MmTefDgAVJSUtTW1ooIdi0tLdTV1TE2NiYyMhIlJSU8PDzQ19dHXl6e69evExoaipKSEgoKCiJ4Z2hoiIiIiL89XPlHnI/PPvsMY2Njbt26xcuXL4mLi+Pp06fIy8uzZ8+e//j7+fn5oaGhIW5Vvr6+VFZWYmJigry8PFZWVsTHx6OgoMBrr72Gq6sr6urqQsaSmJjI0NAQLi4u2NnZ0dLSgqqqKq2trYwfPx5XV1e0tLRQU1PD3t6eGTNm4OXlJQ40GRkZZGZm0t3djbKyMq9evRLa9LCwMHR1dcnPzycyMpLk5GSqqqp49OgR2traREZGIi8vz4QJEwgICMDKyuo/Aq3831R9fb14oWlra5OcnIyMjAz9/f04ODjQ19eHubm58KBcunSJnp4ecnNz0dPTE+s4AwMD6urquHr1KioqKly8eBEXFxeSk5ORlpbG2dkZR0dHJk+ezK1bt0hMTBQvNi0tLfEALysr48iRI0If3tjYKCanCQkJWFhYUFdXR3x8PI6OjsydOxc3Nzc6OjpobW392zfm/9tycHDA0tISCwsLzMzMMDc3Z8aMGejr62NiYkJhYSHa2tp0dnYKLkRVVRWhoaHcuXOH7u5uBgYGMDEx+W/mw8DAQLEpsba2Jjg4GEtLSwoLC3n16hWXL1/mzz//RF5eHolEgqqqKvb29uLBmpaWxuXLlzlx4oSI5jU0NGT06NGCgzL8ofvy5UtSU1MFI2WkqqioSHxA29raoqOjQ09PD11dXQwMDDBp0iSCgoKws7Ojv7+fgoICJk6ciEQiQVpamsbGRmRlZUX/GxsbaWtrIz4+no6ODlRUVHBxccHLywtLS0v09fWJj4/n/v37SEtL09nZKeSQcXFxqKioEBYWxqtXr5gzZ47YAPX19dHS0oKdnR0+Pj6oq6tz9epVamtr8fHxYfbs2SOqhy4tLaW/vx9lZeX/FpWZnJxMbGwsT548ITs7W8AqdXV1GT9+PIqKikRFRSEvL09fXx/a2to4OjoyODgovArDkdDDqXX19fU0NTWJgYCsrKyQ36ioqNDe3i4uidHR0QwODgoo2n+VlMyaNQsdHR3CwsIwMjKioqKC3Nzcf02G8D+Vra0tCQkJDA4OYmZmRlNTE4WFhfz00094enoKb5usrCytra0YGRnR2tpKT08Prq6umJubU1FRwc2bNzl8+DBXr14VkZb29vb4+/tTV1dHQkICAwMD2NnZMWfOHPr7+9HW1haH8O7ubpSUlPDy8mJgYEDk45eWliIrK4uDgwONjY3Exsby008/oampSUBAANLS0uJQpKioKCS5/3ZVVFTg6uqKiooKysrKhIWFYWlpiaKiIjNnzhQaeAMDA6SlpVFUVMTKyoq6ujpMTEzw9vYWstva2lqSk5NZtmwZDQ0N+Pj4IJFIqKuro7m5GTk5OWpqavD19SU9PR1fX19KS0t58uQJT5484eHDh1y/fh0pKSlxwFZVVWXUqFEYGxuTmppKV1cXmpqaeHt7M27cOOrr63n8+DHR0dEicXIkyt7ens7OTtra2hgYGKChoYGbN2+irKzMxIkTaW9vp7q6muzsbIqLi9HW1kZPT4+BgQG0tbVxc3Nj1KhRKCgo0NfXh6urKz09PcjKymJoaIiRkRGysrJiMyGRSMjPz+fp06diWNPW1kZ9fT0KCgro6Ojw7NkzIiMjUVVV5eXLl6Snp6Ouro61tTUPHz7EwMCAcePGoaqqSmdnJ4ODgyLxbyR5Febm5igpKWFjY4OFhQV9fX04OjqKOGI5OTlBDXdychLJkPfu3aOlpYXc3FzKysrEa1FDQwMvLy9BNZeSkiIxMZGcnBxcXFyEl8TJyQldXV2uXr1KZGQktbW1gtGTlpZGVFQUjx8/FgqH4TNQbGws5eXlVFRUkJqaSlNTE+bm5owZM+Y/xkX831RHRwf+/v7id1hUVER9fT1FRUW0traKoXhAQABGRkYUFRXh4eGBiYmJ2DIaGxvj5OSEs7Mz9vb2zJkzBxcXF1RUVKisrERRUZHa2loOHjzIgwcPqKurw9TUFGNjY2xtbcUZsra2VvgDX7x4weXLl4WXbuzYsbS0tPDgwQPa29tpb29HX18fVVVVbGxssLS05Pz583/75/5Hm4+qqir+/PNPrK2txde0tLTYunWriOb6T2rY9CmRSHB2dsbMzIzdu3eLGE1NTU2Sk5Npa2ujo6OD5ORkXrx4ITgfL1++REVFRehGz5w5Q3d3N/Pnz0cikXDnzh0kEgkhISE4OjqSmZnJp59+Sm5uriCFDke9PXnyBHd3dwoKCsREPysrS+TASyQSFi1aRElJCRcvXqShoUFMpnV1dYUpqK+v75+09j8qa2trcnJyaGxspLa2lvLycmpra4W+/Pr160yePFmAjtTU1Ojv7ycyMhL4S7Y1/HO1t7ejqalJVlYWAwMDlJeX4+npiZWVFfb29kgkEhISEigrK8PS0pLIyEjMzc2pra1FQUGBhoYGlJWVsbe3JyQkRHghZs+eTUFBAfv27UMikRAaGsr58+e5ePEiurq63Lx5k4SEBDZt2kRycvK/3jP4a3PX0NCAmpoa7e3txMbGMnXqVKSlpUlNTaWgoAANDQ3U1NTQ09MTFzoTExO0tLR4++23kZKSory8nKGhIRQVFUX6Tnh4OBcuXMDDw4PRo0eTmZnJqFGjqKurw9ramuLiYvT09EhISCA3NxcvLy+UlZXFJkZFRYWCggLMzMyoqqoSvqfff/+dkpISwsLCKC4uprGxERcXFxENOVJ148YNQYMfGhoShuCoqCh27dpFdXW1gFO+evUKRUVFvv76a6ZOnYqWlhYTJ04UdOXw8HA8PDxYtmwZ8vLyODs7U1hYKAyF9vb2PH36lOPHj+Pv7y/iT2tra6mursbAwICnT5+ipaVFa2urkO4NbzKbmpp45513xBp9mGtgaWmJRCIhIyNjxJgVwxsafX19pKWlcXJywsvLSxyUraysKCsrY9SoUUyYMEH8LJGRkUyZMgVpaWk8PDxQUFBARkZGxG5eu3YNOzs7WltbiYuLEw+e3NxcgoKCkJOTQ0ZGhoyMDHx9fUXU7u7du/nqq6/o7u5m3LhxXLx4EQcHB0JCQkhISEAikVBcXCwujTExMQwMDDBt2jTKyspGjLswd+5cYmJiyMzMpK+vDy0tLS5cuEBDQwOFhYV0dXVx69YtHj16hL6+Pq2trURGRmJra8vHH3/M4cOHMTExwcvLi+TkZBoaGpg7dy7Lly+nrq6OlpYWFBUVKS4uJjo6GldXVyQSCXPnzqW6uhobGxuePHlCS0sLo0ePRkpKisWLF4so6V9++YW2tjbk5OSIjY3lxYsXWFtbs2nTJrS1tZGXl6etrY3s7GyOHDlCa2ur4DD9mzUcV9/d3Y1EIkFbW5ukpCSWLl1KQ0MD3t7eTJkyha6uLpKSkjh27BipqanMmDGDwsJC3nrrLWxsbKitrUVdXV1cjIeN+dHR0ejp6WFiYoK+vj6HDx8WEprBwUExpBlm9owfP57y8nLOnTuHpaUlVVVVmJiYMHnyZNzc3EhPT8fS0pKVK1eKIV9fXx/z5s0jNDSU3Nzcf71n8NeQoLy8HG9vb5ydnamrqyMmJoaamhp27txJYmKiuJQMc8WkpKTQ0dFBQ0MDV1dXpkyZwtOnT4mNjWXRokV4enri6OhISUkJ5eXlzJgxg6amJs6cOcOTJ09QVFQUlPhhQGFPT484X8nJyWFiYiI2GStWrMDNzY1Lly5hYmJCc3MzsbGxqKioYG1tLSCFnp6e6Orqjkjf4C9ehaOjI7a2tuTk5FBaWsqdO3e4ePEiZmZmdHZ2AogL7/Pnz3F1dcXMzAwFBQUiIiLEWUpPT4+PP/6YW7dusW/fPp4/f87u3buFTLCsrIzvvvuOvLw8Ll68yIYNGzh+/DiGhoaMGTOGuro6vv32W4qLi7l//z4aGhq8ePECXV1d1NXVSUlJ4YMPPmD69Ok0NDTQ0dEhSODDm6aRqv7+fqqqqrCzs6OgoIAzZ86gqKiIhoYGISEhVFZW4uPjQ09PD9XV1ZSVlbF//342btxIT08Pzc3NZGdnC4ZTW1sbTU1NvPnmm9y6dUtsnJqbm1FRUaGjo0OgLBQVFZGTkxOoCRMTE3Jzc5GSkuK7775DR0dHKIfS09M5f/48AQEB4rNUW1tbxPs6Ozvz8OHDv/1z/6PLx5QpU/6P01ZDQ8P/9s/Pnj3Dz8/v//X7Xbp0ifDwcMaNG8eLFy/YuXMngYGBqKioICcnxx9//IGBgQE1NTUcPHiQV69e4ebmxqNHj2hqaqKhoQFzc3NSUlK4fv06gYGBrFq1ijNnzuDr68uYMWMwMDAQkKWff/4ZVVVVMXFRVFQkLy+PoqIijI2N2bZtm9iweHt7C/3rkiVLOHXqlEjeGl4tDz/Ahld9xcXFSEv/o6XSf1QXL14kOjoaDQ0NrK2tsba2Ji8vT8SghoaGYmxsLA49a9euRU1NjaNHj2JkZCRkMP7+/nz++ee0tLQI4nhKSgqNjY1IS0sL1sTLly959eoV+vr65Ofns2DBAkpLS4WueuvWrUyfPp2+vj6h++zr66O3t5e+vj7++OMPCgoKCAsLo7CwkNjYWEpLS5FIJFy+fJk1a9aMyKVNW1ubuXPn4uzsjJqaGmZmZty/fx8HBwc6OzsxMjKiubkZVVVVxo0bR29vLxcvXhRJJOvWrePDDz/E3t6enJwcDAwMyM/PZ8qUKcjKyvLJJ58QHR0tYgT7+vo4ePAgs2bNYtq0aRQVFVFbWyu2I83NzVy5coWenh56e3vZtGmTSHT65ptvxHR1WGo4efJk4uPjOXr0KLW1tXz88ccjtjXatGkT/f39PHr0iMzMTOF5SUtL49tvv2VoaIipU6eKKNf58+eTkZHBuXPnUFFRYdGiRUhJSdHW1sb169dxd3ent7cXfX19cnJymDt3Lnl5eYJ6+8UXX2BjY4OCggJvvvkmTk5Ogk1RU1PDkSNHcHJywtvbmzlz5rBv3z6mT58u9OkNDQ18/fXXyMnJERISQn9/P5mZmRgYGPzH8tD/m2ptbSUrKwsjIyP8/f3R1dXlu+++Y/PmzUyfPp1Tp06J7eWaNWuwtbXFxMSE8vJynj59SlBQECdPnmTixIm88cYbPHz4kBUrVmBrayuiSIf9Hv39/djb2zNp0iTu3r3L/v37GRwcpL+/HwUFBQICAnB3d2fevHlkZ2fzySefYGZmhoaGBkNDQ+JA+eabb7JixQq0tLQEaVpVVRUzM7MR65uOjo7w5dnZ2aGvr8/69evR19cXSWEbNmxg/fr19PT0kJ+fT3R0NHPmzBHvzfv376OmpsaqVavIy8ujt7eX7777jo8++kho0QcHB9HU1OTJkyfU1dXx+++/U1ZWhr+/P4sXL2bhwoUkJSWxfft29uzZw4YNGwRA7ubNmzx9+lT8bs+ePctnn33G/PnzuXv3Lu3t7UycOJHm5maWLFnyH4G4/mkNDyw8PDyQk5Pj22+/5eDBgzQ2NvL++++zbds2Dhw4IFIL7e3t+eOPP8jPzyc0NBQVFRXBMhkcHGTcuHH09/cTFhbG6tWreeeddwQQ08/Pj9DQUD788EM+/PBDwUp69OiR8B6tXLmSDRs2UFZWRmJiIl5eXjQ1NREVFYWdnR1RUVHY2trS2tqKg4OD2GZGRESgq6vLkydPRgQIamVlhb+/PydPnuT58+ds2bKFLVu2sG7dOgG109PTo6amhvLyckxMTNDQ0OC3336js7OTt956C3t7e9zd3TEwMODjjz/m4sWLhIeHs2jRIhYsWMDAwAATJ07ktddeQ09PDy8vL/78809+/fVXmpubefLkifg83759O3V1dcyYMUMEZHR1dZGYmEh3dzdycnJIJBI8PT2prKxEIpHg5+fH6NGjKSsrE56kkShpaWnGjRuHlZUV8vLyQsq4Z88ezM3NiYiIYOzYsSgpKZGUlERUVBT9/f0oKiqybNkyli1bxvPnz4W/S1lZWXx2Dw0N4eDggKenJy4uLlhZWQl/3LZt2/Dx8WHjxo1oa2tTVlZGc3MzM2bMYMOGDfT29tLb20tqaiouLi5MmDBBeE/++OMPFixYwOzZsxk9ejQXLlzgwIEDIyLxG67t27czbtw4XnvtNdTV1dHW1sbMzIzbt28TEhLCL7/8gr+/PzY2NsjJyaGnp8f06dN57733kJaWZteuXRgYGKCgoCB6+8UXX4gLg5WVFWPGjMHOzo7ly5fz3XffkZOTQ2hoKI8ePSIuLk4MR+fPn09oaChffPEF9vb2tLW1ERwcTHd3N7W1tZw8eZLNmzcTHh7O7du3xUYwLy+Pffv2ERgY+Ld/7n90+XB1dWXHjh1Mnz4dKSkp8fXhm+O1a9eAv6QP165d+18vH0pKStjZ2XH06FHu37+PkZER165dY9SoUYID8dZbb6GtrU1+fj4pKSn88ssv7NixQ8DrDh06hK2tLZs2baK8vJzFixezYsUKmpubKSgoICUlRRyUv//+eywsLNDT0+PatWsUFRURFRUlovFOnDhBZWUlf/zxB46Ojjx48EBMauzs7FBXV2fKlClcvHiR2NhYioqKkJeXx9HRkf7+flxcXEYEMrh69Wrefvttfv75Z6KiotDT06OpqQkzMzPS0tLYv38/u3btQl9fn8WLF4vD865du7hw4QKxsbGsWLECOzs7MXFuaWnB3d1drNYTEhLo6Oigra0NFxcXPD09he/g5cuXjB8/nokTJ5KQkMCpU6fQ09Pj0KFDyMrKMjQ0xL59+0hMTOTrr79GQ0MDJSUlPv74Y+zt7YUOOygoiLNnz/7r/RqunJwc3NzcePDgAbdu3aKjo4OdO3eSmZkJ/PUhev/+fWxtbXF0dKSiooIxY8ZgamqKpqYmp06d4sSJE1RUVGBrayvosgkJCYSEhHDq1Ck6OzvFQ0pVVZUHDx7w22+/ceDAAd577z1yc3NJTU2lurpaUKYDAwN5/vw5SUlJ5OTkYG5ujr+/P1VVVVy+fBlHR0dhHFVRUSE0NJTCwkLmzZvH77//PiK9+/LLL5k7dy41NTVYWFiwePFiVq9eTVpaGpMnT+b8+fM8efIEGRkZJk6ciLq6Ovv27WP8+PG4u7vT2dnJkiVLCAsLIz8/n3379hEQEMAXX3wh0jgcHBxITEzk6dOnXLx4UUhX6uvr2b9/P6+99hpLly7lwoULxMTE8OabbzJz5kwOHTrEiRMnSEhIwMXFBR8fH/7880/Gjx/P9OnTCQ0NZefOnezduxdPT0927tw5Ij2Dv4YwMjIy9PT0kJOTQ21tLZ9//jkff/wxf/75J7/99huHDx8mKCiIzZs388MPP3D27FksLS0JCQmhr68PX19fGhoa2Lx5s0iz+eijjzhy5Ahubm7cvXuX+/fvY2lpyY4dO8jJyaG8vJz29naqqqqQlZUlNDSUqVOn0tjYyIMHD7C0tBSHG319fQoLC8VmydHREVlZWbq6ugRor6ioiIiICBYtWjQifdPR0UFBQYHY2FgiIiIE4+Xhw4eoqqqyaNEiwYhqbm4mLy8PT09P8vLy6OzsRFNTEzMzMxHI0dLSIjgXLS0tvP766+Tn5xMVFUVKSgqdnZ2sX7+eo0ePcvToUd555x0qKys5fPgwaWlpODo6kpWVha6uLpcuXaKlpUV4x+zt7Vm1ahX79+9n27ZtNDY2EhYWRmJiImlpacycOXPE5EPXr18XiTkGBgbU1tYyMDBAZmYmX375JdeuXcPY2FjEXYeEhJCZmcmYMWPo7Ozk/v37qKioEBQUJFKs9u7dy4wZMwgKCmLFihX4+fkhJSXF+++/j6qqKgoKCuzZsweJREJtbS0rVqxAXV2dnTt3UlVVxfz589m6dauQCsXGxtLQ0EBgYCBJSUncvHkTd3d3Hj58yKRJk7C2tqampoZ9+/Zx8ODBEenbcBjKsFQ0IyMDiUSCurq66M9wtL5EIkFHR4eHDx8SGBgoNhvp6el4eXkxe/ZsLl68KC5cOTk5IuTlzJkzyMrKUlRUhJWVFSoqKuzZs4eOjg5WrlyJvb0958+fR1VVFSkpKXbu3MnRo0fp6Ojg0aNHZGVlsXLlSszNzfH09MTW1paysjLOnDlDb28vfn5+TJo0iTVr1rBv374R6d306dNRU1Nj79695OTkMGnSJAwNDZkwYQKJiYlIJBKePXuGoaEhDQ0NIiVp6tSprFy5kuDgYHx8fMTm6MCBAyJiWFNTk6SkJGRkZASAcMeOHTx9+hRra2saGhp4++23MTY2Jjw8nFWrVvHee+9RVlbGgQMHWLVqFfX19Rw8eJB79+6hq6tLSEgIb7/9Nvfv3xd+2Pb2dlxcXP6RfeCfVlBQEF5eXsjIyDA4OEhAQADBwcGcPXuWp0+fsnTpUiorK5GXl8ff35+enh5CQkIYN24cn332GQ4ODuTk5HDo0CHS0tJ44403GBwcJCcnh2PHjvHixQvS09ORk5NjYGCAyZMn88knn3Dx4kW2bt2Kk5MTRUVF5Ofnc/HiRS5evEhwcDAtLS0YGxtTW1vL3bt3qaqqwtHREYlEQmFhIZ9//jnbtm3j2rVraGtrs2DBAmbMmEFjY+Pf+rn/0eUjKipKsDL+pxr+RQL/7XLyf6o9e/ZQX1+PhYUF48ePp7e3ly+++IIvvviCgYEBnj17xsyZM4URy9LSksDAQFpbW5kyZQoDAwMiXWFoaAgrKyscHR1JT0/n4sWLTJ8+HWtra7Heampq4vz583z33XccOnRIeBSysrJISkoSkqN58+YJboa6ujoJCQmUlpZy4MABEfH4xRdfkJGRQWpqKpWVlRw5cgQvLy/8/f3/SWv/oxoYGGDp0qVUV1ejpqZGU1MTPj4+5OfnY2RkRHp6OiEhIdy4cYPt27fz/vvvY21tzdOnT2lpaaG8vJzo6GjGjh2Lu7s7AwMDBAcHExMTg4yMDObm5kyfPp3BwUESExPJzMzkrbfeIjQ0lO7ubhYuXEh8fDx37txBU1OT4uJipKSkmDdvHidOnMDExITu7m66u7sFzdTY2JjGxkb27NkjOB+NjY0kJydTW1v7H+VE/9OaNm0a/f39pKWlMTAwgKenJ8+ePaOzsxM/Pz8yMzPx9/fHz8+P/v5+rl69KkxYww/X8vJyqqqqyM/PR0lJCS0tLaGznj9/PkVFRWhqajJ9+nQBcpOSksLc3FzoSwsKCnj69ClfffUVT548wcXFBW1tbVatWiUOWVFRUUydOpUXL16wevVqvvzyS7KysigtLUVbW5vo6GiuXLkyIhsjgN27d6OlpYWbmxsPHz7kjTfeQFlZmcDAQA4dOkR+fr4Al+Xk5JCQkMD+/ftZsmQJY8aMYevWrXh6eiIlJUV1dTXd3d2oqKgIwvmHH37I0NAQVVVVxMXFCQnE2rVrqaio4MaNG3z66afMmjWLvXv3Mjg4iLOzM4mJiaxduxZFRUVu3LjBw4cPcXJyIjs7G0NDQ5KTkzl79izvvPMO+/bto7S0lJiYGHx8fEakbytXrsTV1RUNDQ0uXLjA77//zpEjR6iurmbx4sXU1dXh4uJCXFwcFy9eRFFRkXv37omEpoMHDzJnzhzMzc3Jzc0lJSWF6Ohodu/eTX19PR0dHTg7O6OlpYWSkhI//PADp06dYufOnaSnpzNv3jzMzc15+fIl+fn5REREMHfuXBQVFWlpaaGlpYX8/HykpaVRUVEhODiYgYEBSkpKWL16NR9++CFjx46lrq5OGINHosrLyzlz5oyQJKakpGBhYcH+/ftRU1NjyZIlXL9+nerqamH6NjIyYsGCBULCMmrUKIyMjGhsbMTQ0BAHBwcqKytZv349OTk5wlyZm5uLmpoazs7OyMrKsnnzZuFNGpa2tbS0cO3aNU6fPs2LFy9YsGAB2tradHd309XVha+vL4ODg9jZ2TEwMEB1dTXV1dXk5eWxfft2XF1dWb169b/et02bNtHT00NiYiLl5eUoKCgQFhbGkiVLWLZsGYmJicBfHJW+vj5OnTrF4sWLKS8v5/DhwxgYGGBtbc2YMWNYtGgR5ubm5Ofn89FHH4mLxIsXL2hvb8ff35/BwUHS09PZu3cvJSUlxMfHI5FIGD16NKtXr2bNmjUcP36cpKQkMjIySE5OFkOWW7duUVdXx4YNG4iOjqa2tpa2tjYBfPPz8+PmzZuEhYX9630b5t0UFBQQFxcnAlumTp3K3r17qa+vJycnh/DwcLS1tbl06RKnT5/G2tqan3/+mffeew8NDQ3Kysr46quvKC4uxs3NjYULF9LR0YGVlRWrVq1CVVWVhoYGjh07Rl1dHYWFhTQ3N7NixQoRtevi4iI26DY2NmzZsoVly5bh6OjI1KlTRcDL6dOnOXr0KJGRkbz22mtYWlqSnp7Onj17mDZt2r/es+E6dOgQNTU1tLe3IyMjQ2xsrAhcyMjIYNWqVTx48AAjIyMCAwORkZFh5cqVHDt2DF9fX+bMmYOioiLHjh3j4sWLYsJvZGTEs2fPmDp1qpB2d3d3M2vWLOFd1dPTY8GCBfj7+1NSUsLcuXNZv349VlZWtLe3U1ZWxpdffklnZyf5+fm89tprIvK6oqKCu3fv8urVK3x9fQWgdeLEiSPSt8HBQVJSUpCTk8Pe3l5sAof9kjdv3mT37t0CjfDhhx+SmJjIwYMHKSkp4dq1a5iamhIeHo6JiYmQQ48ePZrNmzeTk5NDU1MTbm5uODk5ceLECWbOnMm5c+dIT08XCaQLFy4kISGBY8eOsX79es6fP8+rV684cuQIkyZNYvbs2fz88888evQIT09Pjh8/zqRJkygsLBRx2VeuXPnbgMZ/dPkY5j38b+v3gYEBfvvtt//1+/X29lJfX4+KigozZswAYOvWrfT19bFo0SJiY2P55ZdfUFdXp62tTejI4+LiOHDgAK9evRKJEjdu3MDd3R0pKSnGjRuHn58fpqamREZGioNKZGQkH330Ebdv30ZOTk48lHR1dWlra+Pq1au8/fbbGBkZCfNbZ2cn0tLSVFVVcerUKfz8/FBWVub48ePU19eL1AaJRDJieuiMjAyUlZWZM2eOgDdJSUmxdetWvvrqK/7880/s7OxYsmQJAC9evMDY2JiMjAzCw8P5+OOPRQTbsNn6/v37zJs3D3l5eWRlZWloaKCnpwd9fX2am5vZvXs3a9as4cSJE9ja2tLf3y8YLIaGhsjKylJfX4+UlBSysrL4+flhYGBAT08Pfn5+zJgxg88//5z169cjkUiIjo4mMTERX19fnj59OiKwvPPnz6OkpMSMGTOora3lu+++E6DKiooKNDQ0UFdXF8Ce33//Xay4jx07hqOjI+3t7Xh4eODh4cFvv/1Gb28vly9fBv6acgcGBmJoaMidO3eIjIxEW1sbe3t74uPjxaVNRkYGHx8fLly4gK+vL9ra2hgZGVFVVUVMTAyVlZW89dZb3Lx5k8jISNauXYuCggJpaWlUV1fj4ODA66+/jrGx8Yil6Ny+fZtJkyZhYWGBgYEBbW1t4qK/a9cuPv30UxE+YWVlRXd3N7/++iuOjo4oKytjY2NDZWWlyMAfGBjgzTffxNHRkTVr1vDmm28yduxY+vr6cHBwYMGCBXR3d5OdnU1OTg62trZMmzZNRL4OJ29cv35dvM6HhoYwNTVFWVkZLS0twsLCWLBgAfv27aOiooKffvqJx48fM3bs2BG7fJw/fx4FBQVUVFRobm5GR0eH8PBwamtrOXToEF5eXvT29nLv3j2xEVy7di2mpqYEBQVRXl7Oe++9h4+PD0FBQQwNDTFjxgw+/vhj1NXVuXDhAt3d3RQXFwuI4XCE6bCBvaGhgba2NjQ0NAgNDcXZ2VmYXpOSkoRPpr+/n9dff53KykqWL1/O7NmzkZeX5/z588THx/Puu++OSM/gLy+hhoYGlZWVeHh4sGbNGjZv3kxxcTGmpqaMHTuW7du3093dTUxMDCdOnEBfX5+WlhauX78uIp9LSkq4cuUKQ0NDQtL23XffERQUhIGBgTCt9vb2oqWlxeeff86nn37K4cOHGRoaEtydL7/8kps3b1JSUkJRURGVlZXIyMigoKDA4sWLmTdvHq2trQQGBnLgwAF0dXXFhmF4WzgSZW9vz5dffin04qGhoTQ3N6Onp0dmZiZr1qzh2LFj9PT0iI2jtbU1NjY2KCsrM3bsWDEcOXDgAPX19Wzfvp2EhAS8vLwICQlhYGCAmJgYamtrWbZsGYGBgTx79gx7e3s0NTXJy8tDVlaW9evXc/nyZe7cuUNwcDB5eXk8f/4ce3t7li5dyt27d0lOThZbuQMHDghvnLS0NLt378bNzW1E+tbZ2YmFhQWDg4PU1taSn5/PgwcPeO+994SqQEFBgf7+foyMjJgwYYKQZw17NOLj41FSUhKJfc3NzXh6evL48WPWrFnDoUOHxHbi2rVrrF69mvDwcObOnSsSg27fvk1cXByfffYZR44c4fHjx2zZsgV/f39evXrF06dPcXNzw97enhMnTuDh4cHChQvR0dEhLi6OrKwsBgcHmTx5sojW/7dr165dwicbFxfH5cuXcXFxwc/Pj9zcXD744ANCQkJEKmhycjI5OTmcPXuW8ePH8+WXX7J27VqRQjpt2jTk5eV5+PAhxcXFzJ8/n2vXrnHu3DkMDAywtLTk6NGjrFu3DiMjI2bPno2rqytlZWUoKytjZGTEr7/+iqamJp9//jnXrl2jq6sLT09P6urq+Oabb7CxscHU1BRra2s0NDR49eqV4JO0tLSMSN8yMjIER09eXp7q6mr279/PvXv3CAwMZM6cOYLwPiwJnTx5MgMDA/j5+REUFMTnn3/O4cOH8fT0ZN26dUhJSbF69WqWLVvGrFmzeP78OeXl5ejp6TFnzhxu3brFBx98ILYfKioqHDlyhOfPnzN69Gi+//57JBIJo0aNYunSpSgrKxMVFUVCQgJvv/02Tk5ObNiwgbFjx+Li4kJTUxPPnj0Tz+C/U//o8hEaGvp/3GhkZ2fj4OAAgIyMDCtWrPhfv19RURHnzp0TUw6AsLAwcnNz6enpQVFRkZ6eHnp6ejA0NMTa2po9e/awevVqOjs7mTZtGrKysrx48UIY1RYtWoSqqiqPHj2io6MDe3t7kSQhJydHRUUFMjIyuLu7ExcXh62tLYqKikRHR/P555+TlJREYGAgOTk59Pb24uvri62trZAlKCkpkZeXR2FhIaqqqgwMDNDe3s6oUaOws7P7J239j6uzs5Oenh6ys7MZN24c69ato66uDgsLCw4cOMDUqVOpr6+npaUFbW1tFBUV0dLS4s0338TMzIypU6eioqLC6NGjRWRxVFQULS0tIu8/IyMDc3Nzxo0bR1paGkuWLOHy5ctISUnR1dUlYi3t7OyIiIhgypQpGBsb89NPP+Hg4CBSrObNm8d3331HZWUl2dnZdHR00N3dTXl5OfX19ejr64sp779drq6u5OTk0N3djbe3N7t27SIpKYmIiAhkZGSYN28eycnJ9Pb2UllZSV5eHoaGhkI+dvbsWZqamkhKSkJDQ4MPPvgAOTk5vvnmGzo6OigtLRWxnZ2dnfT29hIUFMT9+/dJSkpi3759BAcH8+GHH9Lb28uhQ4fEQ9/b25uoqChBPI2OjsbZ2ZnS0lLOnz+Pu7s7lZWV4sIO8P3334+IiRUgMTFRpGJ0dXURGhqKgoIChoaGjB07loqKCvT09Ghra6OzsxN3d3fk5OQ4e/YsampqtLW1oa+vT2pqKvn5+bi6utLc3Ex8fDxWVlYUFRVx//59fHx8WL58uUgtGU6nG07lGJYv6enpceXKFeTk5LC0tBRguoaGBoqLi8nLyyM/P5/PPvtMJI91dnaKNK2RKgMDA2FotrOzo6uri6ioKFRVVYmPj+f8+fMEBgZiZmaGg4ODYASEhYXR09PD8uXLqa6uRlVVFWtra8zNzYmPjycsLIyioiJKS0upqKigp6cHXV1dBgcHqaqqwsHBgczMTGRkZFBRUUFeXh59fX309PRQV1fnjz/+EJOq4bTBgYEBOjs7RX+OHDnC9OnTRXpbX1/fiPlldHV18fDwQFFRETs7O3p6etDW1mbq1KlISUlx+fJl7Ozs6Ovro7i4GHd3d8GU+a/fo7S0VDCkysrK2LZtG1JSUqipqaGgoIC+vr5gpVhYWNDQ0EB8fDxycnK0tbWhrq5OaGgov//+O998841gxbx69Upwp4YPo4cOHaKiooKqqir6+/txdXXFwsLib0mQ/7+q6upqFi5cSHl5OVlZWUJF4ODggKurK3V1dYSFhVFaWkpjYyOTJ08mPT2dpqYmSktLyc/PZ8yYMWhoaAiYnrOzM1evXqWqqoqhoSFGjx6NpqYm2dnZ6OrqCoCbgoICGRkZeHl5ERwcTE1NDbdv30ZDQ4Off/6ZiooKjI2NUVdXp729ncHBQb755hvu3buHgoICPj4+tLa2Cs/A9OnTiYqKGpG+3bx5E0NDQ3p6esSGBv7if2zatImjR48K/XteXh4VFRWUl5cLdlFVVRVqamoEBgbi5uZGXl4eDx8+xNTUFEdHR0xNTXF3d6e6uholJSXCw8PFYOnp06f4+vri6+uLkZERbW1ttLS0cPnyZbZs2UJXVxdXr14lNzeX+vp6hoaGaG1tZfLkySgpKXHv3j0B3DQ0NCQ3N5cbN24wffr0EeldamoqDQ0NNDU10d3djZ2dHbKysrS1tSEvL8+WLVuE/Hg4uTAmJoZ58+ZRWFgogJJmZmbMnj1bEO5dXV3Jzc2ls7OTvr4+NDU1GTt2LF1dXdjb29PU1ERPT4/YmOnr6xMSEkJKSgpPnjzhwIEDlJeXU11djZWVFUZGRqSkpJCTkyN8NLKyssTExKCmpoafnx8vXrwQ59h/u+rq6jAzMyMiIoLLly/T3NxMdXU1+vr6VFZWsmDBApF6NYwlMDMzQ1pamidPnuDj40NwcDCqqqrAX/5CJycnzp07x71795gxYwbjx4+nqalJYBmGz7vDoOWysjKKiopwcnKipqZG+F9WrlxJTU0NxsbGguETHR1NfHw8nZ2dmJubY2try+DgILKysn9L6TRc/+jyMTAwQGRkJGVlZfT09PBfIenDOu3h+juRZRoaGlhYWCAvL092draQ35iamnLv3j3mz59PWVkZhYWFGBkZMXnyZIqLi6mqqhKSLF1dXdTU1LCwsGDUqFHIyclx//59Xr58SV9fH3Z2diLdyMHBgfPnz7No0SJevXpFd3c3dXV1ADQ2Noo0j8WLF+Pg4ICamhpycnIUFBSIQ869e/cEFGc4RcDY2Jj29nYKCwtxd3f/J639j6qxsREvLy/a2toYHBxEQUGBlpYWDA0NefXqFQYGBlhYWKClpYVEIkFeXp7u7m7GjBnDL7/8gq6uLjY2NrS2thIREUFmZqYw8mdmZjJz5kyh37OwsKC+vp7W1lZevXqFra0tz58/x87ODmNjY3p7e4W/pqysDDc3NxoaGujq6mJwcJAHDx6QkpIibsqpqanIy8sjJSWFgYEBLS0t/yPM8t8oT09Penp6eP78OV1dXQQHBwvwkLe3NxKJBBkZGUpKSkQkYk9PD0+fPmXnzp04ODigoaGBoaEhCgoKFBYWYmlpyYQJE+jp6aG4uBgtLS0sLS1pamoS0Kpz585RX18vMrn19PSIjo6mpaWFwcFBcflRV1fHy8uLwcFB+vr6aGpqEtKP4Yx3VVVVVFVVRczlSFV7eztJSUkiDURBQYGhoSG0tbXx9/cXsh55eXk0NTUpKysT4KFjx44JOUppaSnm5uYsWbIETU1NhoaGCAsLEyA2eXl5ysrKsLOz48qVK4wdO5bq6mr6+/upra1FVlYWNTU18vLysLW1RVlZGSkpKYyMjLC3t0dGRobGxkYcHR2xtramo6NDxAcCIrd8pEpaWhp1dXV6enqoqamhsbGRqVOnUlBQQH5+PhoaGkhJSVFYWMjQ0JCYQo8bN464uDiam5vx8PCgo6NDQCWHJTOampoEBQWRlJRERUWF2HJUVVVha2vL2LFj0dLSQllZmf7+fiEfGqbb5uXlCVaFjo4O8Ndhq7e3l/v374uUmNraWhobG1FQUBgx78Lg4CCDg4MoKiqioKDA4OAgU6ZMITAwkLi4OPFeGBoaory8XFx609PTRcRwTEwMycnJNDc3k5OTg5eXF2FhYdTU1FBTUyNMr8NZ+Hp6etTV1dHd3S3iP/X19Rk9ejT5+fksXLiQiRMnio0G/BV1OXwIysrKIjU1lba2NmRkZMjMzKS9vR3gv12K/s0qLy+npKSExsZGCgsLqaysFJfH1tZWqqurkZGRob6+nsHBQRwcHMjOzhYcn+rqanFRNzMzw8TEhLNnz+Ls7ExtbS3S0tLIy8tjZmaGlpYWLS0tyMjI0NXVhZGREaGhoXh7e2NhYUF0dDTZ2dns3LmT8+fPC1WCjY0NRUVFyMnJCSK2srIyL1++pLy8XEh/LSwsmDp16oj0LSUlhbKyMkaPHs2oUaNoampCSkoKe3t7MjMzcXBwoLm5mYqKCpGGOH78eLEZ8/LyEiiAmpoaWltbef311zE0NMTDw0NAJqurq+nq6kJXVxcZGRkkEgmtra1IJBIhhSwvL6evr4+QkBDy8vIwNzfnxYsXqKioEBAQIOTmJSUl2NjYkJKSQm1tLU5OTri7uzM0NPTfzmb/dr18+VIMxDQ0NFBRUeHp06d0dnaKiPHhbaGWlhaamprIyMgwefJkIiIiaG9vp7a2Fh0dHdTU1IiNjcXNzQ07OzuSkpLo6OhAR0cHKSkpcaa5ceMGWlpamJqaIpFIeP78OY2NjZiZmZGXl4eNjQ0NDQ1UV1fT2tpKVVUVhYWFAISHh2NhYUFtbS2enp5YWloiLy8v0htH6vIhkUgYHBykvb1dyJB1dHSYNm2aAIUWFhaipKTEpEmTKC0tFdLA4QhrR0dHBgYGyMjIoLa2lrS0NMaMGYO6ujo5OTkUFhbS2tqKubk5pqamlJaW4urqyuLFi0VY0jCMcRim2tnZSUVFBdra2vT19VFdXY2RkZEYGg4DG4eZUX19fSgoKPztQJJ/dPl46623iI6ORldXF1nZ/+dbDK+n/9NqaGhAX1+f0tJSCgoKBGjL0NCQjo4OwsPDhXFLXl4eExMT1qxZw/79+0lJSWH06NHk5uaKS4uKiorQ8NXW1qKmpkZ0dLSI/gsLCyM6Opo9e/aQnJyMurq6gLPIycmRmJhIc3MzNTU1zJ49W9BZk5KS6O/vF9IRHx8fqqurxYNOIpHw4sWLEYPlqaioiINdQ0MDMTExKCkpERsbi7m5OX/++Sdz584VELHU1FQ0NDRoa2vj0qVLuLm5CdJyRkYG2trauLi48OzZMxH9p6urK2jWioqKnDp1ioaGBsLCwoiJiQH+ioorKSmhrq6Ozs5O0tLSmD9/PklJSULWceXKFQFGGs56b2xsZGBgADk5ObS1tdHS0hqRD0sZGRlxqG1sbMTW1haJRIKSkhK+vr4UFxejo6NDR0cH9fX1qKqqoqenh76+PpmZmbi7uwv4mrKyMl9++SXvvPMOHh4eVFRUYGZmho6ODt3d3YIBMAy1s7CwwNPTEyUlJXJycoiKiqKkpAR7e3siIiLQ09MjPDwcLS0tenp6GBgY4McffyQwMBBLS0tOnTpFd3c32traqKuri2SZkSpvb2+ysrJEdHNLS8t/o2/r6OiIy5W5ublgpPT19QnZX05ODhUVFSKBbhj+OWbMGMzNzbGxsRFTsWnTpvHq1StOnTolvp+CggIODg4YGhqSlJTE/PnziY+Pp6mpCU1NTaytrVFSUhLTWV9fX/GZ0t/fL14DI1lqamoYGxuLWMThgIHy8nLU1NQICAhAS0uL2NhYkVhnZmZGfn4+bW1tZGVlISsrS21tLUlJSdjY2KCmpibiUydPnoy5uTnp6en09vZiZmZGamoqdXV1vP7663R0dCAnJ0d7e7uImG1tbUVbW1t4xQDy8vJoaWlBTk5ObCTd3d3Jzs4mKSlJvOZG6uIWExMjEv2am5sxNjbG2toaTU1NMcwYZsq0t7eLQ3dDQwMKCgq4uLhw/vx5SktLhaSxvb2doqIiQXwfGhoSnIEnT54QGhqKvb09rq6uQuI4HIc67KmTlZVlwYIF/PjjjwwNDeHs7Iy0tDSVlZVUVlaSmpoqItxrampITEzEzc2NZ8+eMW7cuH+9bx0dHZw+fVoAOO3s7Hj99ddRUVHhypUryMjIiNhYU1NTCgsLKS8vZ+zYsSgqKmJkZMTz58/p7u4WnpktW7bw4sULwQVpbW0VctS2tja6u7tpa2ujqqpKmNETEhLIysoSlxJ1dXXGjx9PQECASIsc9vJMmTIFLS0tfvvtN3GQSU9Px93dnXXr1v3rPYP/Z8g2zBxycnJCW1ubsLAwFi9ezKpVq3j58iUdHR3iUuzi4oK+vj53795l0qRJzJo1i5iYGG7evImuri7btm1DXl4eGRkZ8vPzqa+vp76+nsbGRpqbm4WcXE1NjdLSUlpbW0lMTCQ5ORlLS0t8fHw4efIk3t7eDAwMCOnpy5cvUVJS4tatW3R3d9Pf309PTw+Dg4Po6enh4uKCgYHBiPQN/hqw9PX1oaGhIaDHw6ZyZWVlzp07h4KCguCBWFpaYmhoiJqaGqNHj6aiooKBgQHBBgNYsWIFiYmJODo6kpOTI8jxycnJaGhokJKSgqamJm5ubigoKJCSkkJ8fLwYBNva2pKeni4YM/n5+cBfw4J3332XK1eu0N7eLp7NFRUVRERE/G3T9P8XNbyFGJYlD/teJ0yYQHl5OU1NTeTn56Ovr4+Pjw8eHh7U1dVRX1+PsrIyCQkJWFtbC7ZLZmYm1dXVTJ06lXHjxpGSkiLwAp2dncjKygrzuK6uLsrKygIwWlZWRkVFBXFxcUJJMG7cOGpqasjJycHa2hojIyNCQkKIjo5mYGCAwsJCGhoaBAjzX718xMfHc/Hixf9xUv1ftx5/t7744gsKCgrQ0tLitddeY+bMmXz66aeoqKjwzTff0N/fz+DgID4+PlhYWJCUlMS4ceN4+fIlDg4O6Ojo8PjxY5E/39XVJdZ5586d44MPPuDq1aukpqZiYGDAs2fP0NDQoKOjg8WLF7N79248PDzQ09Pj4sWLfPrpp/z8888kJydjY2NDdHQ0RUVFaGlpkZ+fz7Vr1/juu+9obm4WurvGxkaePHmCRCJh8uTJ/6St/3FNmjRJGHElEomI9lu+fDlr1qyhrKxM6CX7+/uJiYnB1NSUqqoqtmzZwrlz54iKisLExAQ3NzdsbGy4du0ajo6OLF26lAMHDuDl5UVAQABycnLk5ORw//59lJWVGRgYYPr06SQlJfHq1StsbGyQl5fnhx9+ICYmhlOnTpGWloaOjg6jRo0iICCAR48ekZeXx61bt/jmm29ITEzk0aNHyMnJsWjRIrFB+Lfr5cuXjB49Gi8vL0pKSsjKymLChAlIJBJ6e3vp7OxkzJgxIib2+PHjhIeHY2RkRElJCc7OzoLgPRwVa21tzc6dO+nq6uL9999HWVlZaDR9fX2Rl5fnzTffpLi4mHPnzpGUlCSmesnJyQQEBBAbG4uvr68wbMvJydHT00Nqaiqffvop69evF1nenZ2d1NbWYmBgIIjdI1Hr1q3j4MGDPH/+HENDQ9zc3Hj69Ck6Ojp89tlnbNmyheXLl4tkM11dXd566y0aGhrYsWOH2FC0traSkJAghhgaGhrs2LGDgIAAcagZnsw7ODiQkpLCV199xe3btzEyMsLCwkJsSR48eMCpU6cICgqirKxMEKyHuT8mJiYiZjQtLQ0NDQ3Ky8tpbGwcsUjFYZpsbW0tRkZGuLu7o6enJy7q169fx8PDAwcHBwE63b59Oxs3bsTb2xs7OztSUlIoLi4WWnQ1NTUxWS0tLRUZ+5WVlTg5OfHnn38SGRlJdHQ0JSUlKCsro62tjaysLK6urhQWFnL9+nXWr1/PuHHjKC4u5sWLF+Tn57N161befPNNzp8/T3d3N2fOnBHJWwkJCSN24T18+DBVVVUYGxszMDBAU1MTL168wMzMjFevXjF79myxAbG1teXtt9/m999/Z/bs2bz77ruoqqqiq6uLrq4u3t7edHd3s3z5ckJDQ5k1axbW1tYi/CA5OVkADO/fvy9IzQUFBejr6zNhwgSampqIj4/nq6++oq6ujlevXtHY2EhLSwtTp04lPDycw4cPU15eTmlpKfPnz8fe3h4vLy+MjY359ttvR+TyoaGhgYmJCZ2dnaioqCAjI0Nubi7jx49HV1eX5uZmlJSUGDdunBigDKdLNTU1YW9vj4qKCtra2sITKJFIePz4MZaWlpibm9PW1sazZ89ITU1l0qRJREVFMWnSJHbv3k12djYNDQ0UFRWJ7fb+/fupqalh27Zt6OjokJOTQ2VlpQC0dnZ2ivf9hAkTxJDs1atX7N+/n3feeedf79uyZcu4efMmN2/epLq6GktLS5YsWUJ8fDx2dnbk5+eTkJDAjBkzsLCw4M6dOyQlJREZGcmuXbsoLCykuLhYeAjHjRtHQUEB9vb2aGhocP/+fc6dO0dFRQU2NjY4OzuLlNDExET+/PNPmpubkUgkmJqakpSUxKNHj3j33XfR1NQUW/SKigpevHjBvHnzcHZ25t69ewKgqqWl9d8GPt7e3v963+AvOfPwYMrc3BwnJydMTU3p6+ujpqaGuro6lixZQl5eHg0NDcyePZu0tDRycnKQlZWlsrISS0tLEfnt6+uLoqIiRUVFeHt788svv7Bo0SKGhoa4c+cOP//8s/APVVdXc/fuXQARHtHR0UF7ezvvvPMOjx49AkBTU5P29nZu377Ne++9R2pqKtOmTRMR3AUFBWRnZ4+IcmW4HBwcqKqqoqenR5Dgx44dS0lJCQcPHsTGxkYMX8rLyzE3N2f//v00NzcTERHBZ599Rl1dHQoKCkhLS5OcnMyPP/7ItGnTuH79Oubm5owdO5bu7m7MzMwEoLavr49du3YREhIiAjuWLFnC06dPef78OUuWLCErK0tAu7W1tdHQ0GD69Om8fPkSX19f7O3tiYuLQ1VVFQMDA9LT0//2+fcfXT48PT3/j3Cuf7IeHRgYEIbT0aNHU15ezoYNG5g6dSppaWmkp6fT0NCApqYmFRUVIh71ypUrAoxlamrKunXr8PLyoqCggNdff52ffvqJxsZGPvzwQ2pqapCXl0dNTQ1lZWXa29vZv38/UVFRGBoaUlhYiI2NDXv37mXt2rUkJiYybdo0CgoKsLGxQVpaGk1NTTZv3kxzczNnz57lwYMHODg4sGbNGmF4rK+vH7FpQ29vL05OTtTV1VFcXExZWRlff/01+vr6TJw4kaKiIiZMmICjoyPPnj0jOjpapB6YmZnh7+8vKJXGxsYA+Pv709TUxAcffICysrKIl+3v7xcm8fv374tUMUVFRerr69HT02PTpk3Iycnx9OlTVq5cycOHD3n48CHV1dV8//33dHZ2Mm7cOKEPNDQ0ZMWKFXR2dvLhhx+ydevWEbl8DAwMEB0dTVJSkkjHKS8v5/jx45iZmWFra8vZs2eZPn06U6dOZf78+XzzzTds3LiR58+fc+LECSwsLPD29hYyhY8++ohZs2axc+dO4uPjmT17tpjWDKcONTQ0oKKiQldXF2VlZQwMDKCuri6kV7/99hu3bt0iKSmJ7OxsMjIysLKy4sqVK8jKyopEizNnzlBVVSWSOe7evUtAQMC/3jf4S/8fFhaGubk5HR0dgr8QHh7Ozz//zMDAAIODg9TV1QnYX0tLC9XV1WzevBlbW1usra0ZNWoU9vb2JCUlsXr1as6ePculS5cICgqipKREsGm6urpYu3at6PWw3NPS0hI9PT2srKz45ZdfePz4MVJSUlhYWPD8+XPBr4iMjBT6Yj8/PwICAoT5d968eSPSM/hLBiMtLU1ZWRl9fX0EBARQUlLCyZMn6erq4tWrV1RUVJCSkkJWVhZSUlJIJBLq6+sFiX3FihViOvfkyRNKS0t59uwZu3fvRlpamlmzZlFXV8evv/6Kvr4+n3zyCQUFBVy5ckXIZUpLSwkKCiIgIICGhgb27NnDn3/+SUNDAzIyMtjY2LB06VLWrVsnDu2bN29m5syZ4sC4YsUKamtrR6Rvf/zxB319fbS2tgr2y3D86Y8//siJEyeQl5fHyckJVVVVIiMjefnyJW1tbdjb2/PGG29gaGgoHrrOzs74+fnh7OzM/v37hQzLwMAARUVFzp49yyeffML169fR1tbG1dWVlJQU8vLygL8OChs3biQ/P59PPvkEXV1dNDU1xTMhKiqKQ4cOISUlxdmzZ0lLS6OmpoaWlhZ+/fVXDh06xMDAwL/eNysrK9zc3Lh27RpGRkbMnTuXFy9e4OXlxVtvvYWenh5ffvklWlpaxMXFMXv2bLZu3UpzczMGBgb09fWJKf3AwAA1NTUsW7aM33//XVxYh9kLRkZGPHz4kLy8PHx8fFBVVRV+w6amJnx9fcnLyxNaegsLC9rb29HR0cHQ0JBnz57h6upKSEgIK1asIDw8HDMzMxQVFQkKCiI7O3vEosR///13Fi9ezIQJExgaGsLS0hJpaWni4+P59ttvOX36NMbGxlRVVXHjxg0eP34MQFtbG0uXLsXIyIjHjx9jaGjI+vXrefDgAZmZmWKQ+tZbb5Gfn4+qqiqLFy8WwR1Hjx5FSkoKa2trtLS06O3tpb29nWPHjrFnzx4SEhLEkObx48dcunSJoaEhVq5cyd69e4G/lBCJiYnY2dmxYMECjh8/Lib9I1EJCQkUFRUxZswYnJyc6Ovrw9/fnytXrvDOO+8QHh5ORkYG1dXVmJqaYmJiwrVr1zA3N6esrIwZM2ZgZGTEnTt3uH//PkuWLMHU1JSioiIBLx6OM1ZUVCQrK4ulS5cya9Ys0tPThfdomOXR0NCAgYEBz58/JzMzk1mzZlFZWcnDhw+RlZUlKSmJWbNmsWnTJn7//XeMjY2F73Qk5WqKioqUlJQIn8/Lly9ZtGgRhw8fFuodExOT/wbJzs7OZsaMGaiqqrJ//37u379PQUEB1tbWaGtrExcXR3t7O19++SXV1dVIJBIMDQ0ZPXo0r7/+Ordu3WLatGno6+ujpqaGiooKRUVFHDp0iDNnznDixAkh/dPV1UVPTw9FRUWMjY0pKyvj4MGDhIeHC9ZNaWkp8fHx/9HGSGroH3Q5OzubZ8+esWrVqv/29YGBAY4cOfK3V6SdnZ1kZWVhYGBAZGQkFy5cQFVVlTfeeAMbGxsiIyMZNWoUs2bNYs+ePbi5udHd3c3AwACHDx+mrq4OVVVVAgICSE9PR0VFBXt7e0F2jYyM5Ny5czx8+JCysjLKysoYGhpi8+bNXLt2jaysLD7//HPq6urIyckhKSmJ58+f09/fz6RJk/D19cXHx4ePP/6Ynp4eJkyYgJGREZ6enmzdupW0tDSsra1ZtGgRfn5+dHR0cO3aNUGtHjVq1L+ijR7u2+DgIJs3b2bBggX4+fkRFxeHmZkZ+vr6XLx4kYCAACIiIjA2NsbDw4Pm5mYSExNJSkri4MGDbN68mQ0bNlBeXs6dO3dYuHAhu3btwsjICG1tbSoqKpg8eTK1tbU8e/aMR48eoaSkhLW1NatXrxbkTC0tLdra2rh79y579+7lwoULLFq0iOvXrwtJQnd3N3fv3mXp0qUil/q7774T0EJNTU1kZWX5+uuv//W+Da91i4qKGBoawsLCAmlpaWxsbKivr+f48eNYWFgQFRVFUlISTk5O5Obm4uPjIyQJrq6uwsQ2efJk3n//fUJDQwkKCqKhoYHjx4+jq6vLlClT2LBhA3/88YeQr8Bfq9aOjg7u3LmDvLw8NjY23Llzh40bN7J3716amppElG5jYyNDQ0Pk5OQQFhYmiMVFRUXk5eXh7u7O/v37/7W+/dfebdu2DSMjIxwdHdHW1kZHR4fAwEBmzZpFUFAQOTk5KCoqEhYWRnBwsDDUv/POO2zfvp3w8HD09fVFzPPDhw9F/PPZs2dxdXXl/PnzQqJXUFBAT08Pra2tPHr0iPz8fIqLixk7dix79uyhsLCQWbNmiQjb4uJimpqaGBwcpLi4mObmZjo7Ozlx4gQaGhqcOXOGK1euoKCgwO7du2lpaRmRvg0HQfT29iItLU1jYyNr164lKiqKo0ePCnna4OAgo0ePZvHixcjKypKWlkZJSQn6+vriMAd/magnT57M0aNH8fX15c6dO9ja2goGgaysLMnJycjJyXH48GFcXFwYPXq0gIveuHGD58+f09vbK/wzw7BUX19fzpw5g5SUlJB6DG/djh49Sm9vL3v37h2Rvn3wwQeEh4eLoZGnpycqKipcunSJvLw8kX6opKREeXm5OPh98803YmvT1dXF0NAQDQ0NxMbGiuHZcJKcjo4ONjY29PX1ERkZSXV1NXZ2dsTHx7N8+XIKCgqoqalhypQp6Ojo8P777/PZZ5/x4MEDAgIChJdmWBapoKDA8ePHcXd3Z8KECZiYmKCqqoqNjQ1Xr15lzJgx//pnXGpqKvr6+tjZ2VFdXc2dO3doamri6tWrZGVl4e3tzdKlS5GSkqKurg5vb28MDQ158OCB4Ag4ODhQUVHB1atXuXXrFps3byYhIYG+vj62bNlCXl4eT58+pbe3l+nTp/PJJ59w+PBhUlNTiYiIoLu7m9bWVhoaGtiyZQvq6upiYLFz504cHR0JCwvj7t27TJ06lUePHqGsrMzly5dZsGABCxYsQFpamj/++AM9PT2Cg4P/9b5paWlRXl5OQUEBCgoKmJiYkJWVJVg7a9eupbm5mbq6Onp7e8U2/OLFi0Lmp6qqysmTJ/n1119RVVVFRUVFKDSWL1/Ozp07qaioYM6cOdy8eZNr167x/fffc/LkSRH0UlFRQUVFhQD0Kisr8/rrr4u/x7A/ZNOmTdTV1fHy5UuuX78uLkuxsbE8efIELS0tPv300xF5r169ehULCwsyMzOJioqioqICb29v2traWLBggYjzfv78OXp6erz//vucP3+emTNnMnv2bKZPn05RURH+/v4EBQXR1NSElZUVWVlZrF69WrwOk5KS6OnpYcyYMVhbW7N161aUlZWpqanh559/pqWlhTfffJPDhw/T1tbG0NAQPj4+PH/+XGy+hwfbGRkZvPfeezQ3Nwupq5eXlyCCj0Tfhmntra2tzJkzhwULFnD27FkR6tHX14ePj4+ICe7p6cHS0lIEqixatIjff/+dvLw8NDQ0KC0tRUNDAx0dHU6cOMHp06cpKyvDwsICY2NjHj58yOrVq9HW1mbZsmVYWloSHByMvLw8kZGRFBUVUV9fj7m5OfAXBHHYc3nnzh3+/PNP3nnnHR48eMC2bduETWE4vXTdunV/q2//aPPR3NzM6dOn+e677/7Hf/+f6jM3bNjA8+fPmTx5MkFBQTx//pxFixYRFhbGO++8w9OnTxkaGhJpB0VFRTx//pyLFy/y7rvv8uLFC6ZNm4aCggLt7e2EhYWxb98+Xr58KVJadHV18ff3///x9t7RVZbpw+6VvtN7770XSEJCKEkIvfcu0osiKmBDREERhAFRVESRJlWkhg6BUBJCCum9J2Sn957sJOcP136+77fOOeuMfsfca7nWDDOLmdzZ+32f5y7XhaWlpZhd/uCDD2hoaOD3338Xc3LKyspcuXKFEydOCPGN3Potx5AFBwdTUVFBQ0MDQ4cOpaqqiufPn6OsrIytrS319fWDspCZkZHBnj176Ovro6WlhbCwMLS0tGhtbeXUqVPU1taKQ0xycjLp6eloaWnx/vvvc+jQIcLCwtDQ0MDExIRJkyZhbm6ORCIhOTmZyZMns2vXLnx8fHj16hXKyspkZmbS3d2NtrY2UqlUzJ3Ll6fv3LnDjz/+yMDAALt27cLe3p7CwkJevXrFhx9+yIoVK6isrGTx4sXo6ekREhLCnj17hOhs1KhRg2L/3b59O69fv2bGjBmMHTsWVVVVoqOjWbFiBadPn2bOnDmcPXuWESNGMHfuXH777TcA8QWcOXOmgB84OjqSmJjI5cuXef78OQUFBRw+fJi3335b0GbWr19PWVkZQUFBHDp0CC8vLxITE8UleebMmTx//hxPT08h9tHS0kJHR4fp06czbdo0UZHo6ekhOzubKVOm8M0335Cdnc2DBw/+9ZzJY8OGDXR3dwtSUHd3N0uWLOG3337j5MmTmJmZ0dTUJOR0sbGxNDY2oqGhQX5+PjKZjOjoaOFYmT17tsD0HTt2jJMnT+Lv74+LiwuxsbE8fPiQ1tZWent7mTx5MmpqakRERNDT08OaNWtYvnw5a9euRVdXV9ia8/LyxAvu9evXxMTEkJKSQkxMDImJiSgoKODu7k5mZiZWVlaDkjdzc3N2796NpaUlKioqPHz4EFtbW3R1dVm+fDm9vb10dXXR0NBAQUEBJ06coKmpCQsLC4qKili0aBEuLi5ER0dTUFDAlClTePbsGdu2bePGjRsoKipy4cIFjh8/Lg67ctKVs7Mz8+fPJz09XVD85J2EcePGsWnTJuLj45HJZIKu8/LlS65cucL48eMxMDAQL8kxY8ZQUVExKDkDGDFiBFlZWaSkpODp6YmnpyenT59myZIlbN26FVdXV/z9/ZFIJNjb2+Pt7U1NTQ2RkZHcu3ePBQsWYG5uTnNzM5qamuzZs4ft27dTXl7Or7/+CkBRUREXL14kPz8fdXV1vL29mTt3Lv7+/kLGZ2Njw9GjR+nt7eXChQvs3r2bpqYm9uzZQ09PD87OzowePZqCggL27t3L+vXrWbhwIX/++afo8vX19eHq6jooeevq6uKHH35AV1eXMWPGMHv2bM6dO8fixYspLy8Xexpy9G92draQcv7nP//Bw8ODlpYWlJWVBcXu6NGj1NXVERMTwx9//IGVlRWTJ08mJydHFA/DwsI4duwYbm5uODs7Y2RkRExMDElJSaSlpfH5558LRP3AwIBYfJV7bt5//302b97M8OHDaWtro6CggPT0dMLDwwclb59//jlLlixhxowZPHr0iIMHD3LkyBHu3buHq6srR44cITo6GgsLC5qamvjuu+84c+YMw4cP5+zZs2zevJlt27bh7u7OsmXLhKvkxYsXaGhocPDgQVJTU2ltbSU+Pp4vv/ySOXPmoKCgIDraxsbG6OrqkpqaysWLF9m+fTvTp0/H3Nyc58+fk5ycTGtrKw4ODtTV1YmdV09PT8rKysTeUV1dHZ988smg5A3+GgOXn4lcXV0pLS3l0aNHHDp0SOzLtLS0IJPJMDc3Z9SoUZiYmKCiooJMJuPQoUMcPHiQpqYmWlpa8Pf3x9DQkL6+Pn7//XeioqLIyMjA2NgYR0dHUlNT8fDwEPQvqVTK2LFjUVJS4ubNm6iqqvLVV1+xYcMGbt++zYQJE7C0tKSqqgonJyfKy8tF4aq1tZVJkyZhZ2dHYWEhf/75J7Nnzx6UvB07dkzsnpqZmdHW1kZFRQXl5eXExcVx48YNJBKJADrcuXOHqKgoOjo6OHjwIFpaWnz88ce8fv2a2NhYQRNVUlLi5cuXjBw5EjMzM1paWoiPjxeqirNnzzJhwgTeeOMN1NTUqKmpwc7Ojps3b1JSUkJPTw+ffPIJBQUF4gzY2trK2LFjyc7OZv/+/cTExBAfH4+rqytTpkwhPDz8v/ZA/aPLxwcffCBsrvIZbvjrgXfr1q2//fdJpVJWrVqFVColLy+PmTNncu3aNZ48eSJeqmpqari4uGBsbIxMJhNovmHDhpGfny9aliUlJfz2229kZmairKzMqlWrxAiLqqoq7u7uSKVSFBUVefDgAefPn2fq1Km0trZibW3NnDlz+M9//iNQjkOHDqW5uRmZTIaamhoqKiq8fPkSFRUVzpw5w6effoqSkhKOjo50d3ejoqJCRkYGmzZt+iep/Vvx9OlTYmNj8fLyQk1NjefPn2NiYoKxsTEPHjwQkrb09HQ6OzuJiIjgiy++YPny5ejp6eHh4YGamhodHR2kpaXx66+/UldXx9atWxkyZAi5ubn09fXR3d2NTCZj586drFixgsuXL3P//n2ePXvGwMAAERERWFlZUVlZSUBAAIaGhpw5c0bM7tvZ2aGtrc2qVatYvnw5W7duZfTo0Zw+fZorV64IW+f69evZvn37v563adOm8fjxY7E8GRoayvnz58UB2cTERLgBMjIy6O3t5dChQ/j7+7Nx40YWL14s2smxsbHMmDGDL774gjFjxpCSkkJISIgYw5NXXhcvXsyaNWtYsmQJ586dw8DAADMzM+rq6nj8+DE+Pj7Ex8dz9uxZTExM6OvrE7z9jz76iE2bNuHv709AQADFxcWkpqZy/fp1pkyZIlr/gxGNjY0UFRURGhoq5H7FxcV8+eWXODs709raSmhoKDo6Orx8+ZLk5GRev37NgwcPRHtcPidvYGBAX18fa9eu5caNG8K9cuPGDZ49e0ZoaCju7u6MGzeOixcvoqGhQVdXF9HR0djZ2bF69WqBD6yrq+PIkSO4urpibGyMra0ttra2XLp0CVNTU+zs7HBwcCAwMJB79+6Rk5PDpEmTBi1v5eXldHZ2oqenx9ixY5k8eTIXLlzg66+/xsTEhFevXgnqiLwbMXfuXPLy8qiqquLUqVMsXryY3t5enjx5QmtrK1999RVHjhzhjTfeICwsjKqqKoqLi4mPj+e3334jISFBiAyPHDmCkpISAQEBgrKzfPlyFixYwHvvvUdlZSW2trZ4eXmxdu1a2traaGpq4tSpU6SlpTFkyBBUVVWRyWSsXr160KSWo0aNYt++fUgkErHb1Nvby969e7l48SJvvfUWRkZG2Nvbi/dHf38/mZmZ+Pv7M3LkSAwNDUlPTycnJ4e4uDgCAwPp7u4mJiYGBQUF9PX1hfX3xo0brFy5EiMjI548ecKQIUNwc3MTh2BHR0ciIiI4fvw4+vr6fP/99+Tk5GBlZcXQoUOJjIwkKSkJNTU1li9fzqlTp2hpaWH48OHCsTEY0dbWhq6uLgMDA3R2dmJmZsaiRYvYtGkT7777LqGhoXh4eODn54dUKuXMmTN8+OGH3L59m7NnzxISEsLr16+pqanBwMCA1atXs2rVKpydnfntt98ICwsjKiqKkpIShg0bxvr168nJyeH69ets3ryZN998k9raWl69eoWzszPLli3jypUrJCcnExISwr179+jp6UFXV5eGhgZGjx6Ns7MzdnZ2ZGdnc+fOHSwsLJg8eTJr167l3r17g5I3+e/pyJEjXL9+HYCffvoJExMT6urq+OKLL9DS0mLkyJG4ubnx/vvvc/HiRdzd3UlOTmbIkCEYGBiQmZnJxYsX0dHRYcGCBWhpaXH06FGUlZVZunQp9fX1Yh+zs7OT/fv388477/D2229TUlJCamoqZmZm7Ny5k6tXr4qRK/mhU0tLi4cPH7J//37OnTuHpaUlP/zwA52dnZibm2NtbY2Pjw/V1dUYGxsPSu7a29t59OgRxsbGWFlZiTNGf38/FhYWXLt2DS0tLbE/uWrVKgoLC/nss8/YsWMHI0eOFOQmT09P4fc5ceIEO3fu5M8//2T58uX4+fmRkpKClpYWCxcuZPXq1bS3t2NjY4OWlhZeXl4EBgayd+9eLl++zK5duzA1NeW3334jPj4ePT09mpub6erqIiMjg6tXrzJlyhRevnxJWVkZRkZGjBs3blByBn+N02poaJCWlia+E0uXLuXBgwc0NjZy9uxZXF1dxT7R8OHDuXfvHjExMejr66OmpsbVq1fp6ekhICCAIUOGcPPmTVpbW4Ueoqqqiv7+fjHhsWbNGj799FM2btzIuXPnsLKywsHBgby8PAEL6Ovr48GDB7S1tQnIREdHB0pKSqioqDBx4kQcHBzw8vJCV1eX6OhoiouLCQ0N/a9+7n90+VBRUeHnn3/+H6QrefyTBc5Nmzbh6ekprKc//vgj6urqrF+/XpARLl26RGpqKnp6evT19bFgwQJCQ0NpaGjA0dERJSUl4uPjSUtLo6ysTIxq3bhxg9bWVgwMDMTs95UrV/Dz86OoqIgVK1YQGxsL/CVm6unpYebMmZibm9PX10ddXZ1owbq5uYkdi2nTppGdnc3y5ctpaWkRkq5Ro0YREBDwT9L6t0NRUZGMjAxUVFQwNjamtrZWVCmHDBlCfHy8aNH29fWRkpLC9u3bKSsro7KykkuXLonZ+aCgIIYPH05aWhoSiYSmpiZsbW3p7e0VnG45lvjMmTMoKyszY8YMioqKqK6upqysjNWrV4sKYXl5OYqKihgbG9PX10dkZCTvvfcednZ2lJSUYG9vj4ODAwYGBhgaGnLgwIFBsZsDFBQUYGJigoKCAhKJ5H9U8J2cnDA2NiYxMZGamhpaWlpQVFQkJycHNTU1goODOXXqFHPnzhU0iPj4eDFyJJPJBICgqalJvMz27t2LmZkZaWlpKCkpMWzYMJydnXn48CHJycm88cYbKCkpUVZWRn19PVpaWqipqYlZVflhc9SoUTg4OFBWVibGZkaOHDkoeYO/hEjR0dF0dXUJv0dISAijRo0SXQ9PT0+BrJw7dy5tbW1i5rSmpkZcrNTV1Xnx4gVff/21GP9LS0ujsrKSpqYmWltb6e7uZsOGDcJSnpmZSVtbG3p6euTm5vLo0SPU1dWxsrISh+TW1lYKCgoEb14+7iEHChgYGPyPXaXBiLt37+Lj40NzczORkZFYWlqiqqpKeHg433//PdOmTcPKyooHDx6QlJSEo6MjsbGxVFRUoKqqKg4jqqqqWFtbU1FRwY4dO9DV1eWHH35g/fr1ZGdnExMTQ319PYCoGra0tDBu3Dji4uJITk4WlzA5KcXAwIBRo0ahpqYmSE0+Pj7cunWLPXv2iGphS0sLFhYWKCoqDkrO4K8DTXd3N42NjURHR9PU1MT48eO5f/8+jx8/RlVVlaKiIjFaZWBggI+PD56enigqKgqZnXx0RX6gkV8+HRwcUFNTo7S0lBMnTlBfX09SUhLp6ekUFxczceJEkpOTKSsrY8uWLVy+fBlNTU2BRo2IiCAwMBCZTMa9e/dITU0VFV8jIyN6enrEZ62jo2PQnnHu7u4CqFFeXs6xY8fQ1dXF2tqac+fOYW5ujqWlJQoKCjQ0NNDZ2cns2bN59eoVmpqapKenMzAwQEVFBSUlJSxZsoQffviBiooKoqKimDVrFurq6jQ0NJCVlYWioqLAhJeUlKCsrIyVlRW1tbUkJCQgk8nELHpISAje3t4kJSWJd29QUBAnTpwQvixNTU3q6+t58eIF48ePF3jUfztqa2s5fPgwjY2NeHp6EhgYKJ4f9fX1TJ8+HUNDQ3p6eqioqEBTU5Nhw4Zx7949iouLmTNnDqWlpWhra/PBBx9QW1tLdnY2jo6O6OrqMmXKFJF3OVnMw8NDiGIzMjLQ19fHzs4OIyMjIiMjGTt2LNevX+fFixfU1tZSVVUlirHyS4bcZj9ixAgcHBxoaWlh7NixAvE8GNHQ0IC9vT2Ojo60tbWRk5ODsrIy2dnZmJqa0trayrRp0wgKCqKnp4fW1lZmzJhBd3c38+fPx9PTk7CwMCorK8nPzyc/Px8jIyNqampITU0lMDAQBQUF4XOrqanh6NGjYmR04sSJZGVlUVlZydKlS/nkk0/45ZdfMDc3p76+ntDQUIKDg+ns7BSF4qVLl7Ju3Tpyc3Npbm6mvLwciUTCwMDAoO0EGhsbc/fuXXJycrC2tiYnJ4e2tjY0NDSYNGkSSkpKyGQylJWV0dfXp7e3l4SEBFRVVRk6dKigkjY1NQny5LRp04THQ/5OqK+vRyqV4u7ujpKSkng2dnZ28vjxY3JzcwkMDCQmJkZ0gqysrLh58yaVlZUYGhqio6NDZWUlEydOFJMbo0ePxtPTk6qqKsrKyv7rn/sfXT4WLlxIcXExzs7O/7f/7J/YNO3t7QXrXy6wsrS0RE1NTfDY6+rqSEtLQ11dHQMDA6qrqwXSMzMzU9A45DFjxgxiY2OJi4vD29sbT09PjIyMKCoqoq2tjbS0NMaOHcuYMWN48uQJLS0t5OXl8fr1a7766ivxpTU2NiYzMxMAbW1tMaLT2dmJj48Ptra2YhZPJpNhY2MjFkT/7ZCP6SgrK9PR0UFnZycGBgbk5ORw+/ZtPD09qampobu7m46ODmQyGU1NTRQXF6Orq4uJiYkgEunr61NQUEB7ezsxMTF4eHjg4+NDe3s7WVlZJCcn09/fj6mpKd3d3Xh5eVFYWMjr16/FP/Ilx66uLkJCQgRHv7q6msLCQj7++GM8PT3JyMigtLRUdLHkc/1TpkwZlLzV1tbi6+uLhYWFEJIZGRlhZ2dHWlqawJZqaWlRVlbG48ePhUegtLSUtrY2mpub0dDQwNzcnMrKSkpKSsjOzhaW1cjISGJiYujv7yc4OJhbt25x8OBBpFKpWADT1tZGTU2Nrq4uCgsLKSoqIiQkhPLycmHILS8vp7+/H2tra8EBLykpoaysjJ6eHhQUFAbNuQDg6OjIo0ePSE1NxcrKisDAQPz9/QWJJSoqCjs7O3HokPsTurq6GDduHC9fvsTBwQEPDw+qqqo4e/YsKioqPHjwAENDQ2GBrq2tpaioCEtLS27duoWNjQ3l5eWMGDGC7u5ulJWV6e3txcDAgI6ODkxMTLC3t6esrEw4CCQSCRMmTEBBQYErV65gZGREeno6ampqDBkyZFAWf+UhP3zCX5eCgYEBtLS0yMzMpLm5mYyMDABsbGwE1z03N5fw8HBh5NXT00Mmk4kuzv79+5k2bRpJSUnMmTOHoqIiXr58ibKyMmFhYfT19QmpIPwvx0Rvb6/43MpH1QwMDGhqakImk1FbW0tFRQVDhw6lqKiIMWPGkJeXR0ZGBg0NDSQnJw8a7UruvCkoKBAL5w0NDejp6ZGXl4e/vz/l5eUYGBjg5uYm7O5mZmbExcWhoqIi3Dh1dXU0NTVRXl7OyJEjGTZsGIqKihQWFlJSUiJGVe7du8e4ceOoqKgQUlpHR0eCgoI4fPgwb775Js+ePaOlpQUzMzOMjIwoKysjOjqahQsXcvv2bQoLC/H09KStrY3Ozk7RSQoODh4UL48cUKGsrEx3dzevX78WHdijR49iYmKCkpISpqamFBcX09DQgL+/PxkZGYwaNQoNDQ0ePXrE69evMTIyIjo6WlxkzczM0NHRwcvLi56eHiG0nDRpEgUFBYSGhgp0uZaWFrW1tdy5cwdra2tB0JIvrhYWFmJubo5UKuXixYv09fXh5OREVVUV2dnZpKen4+rqiqen57+eM/hrnzU7O5vRo0cTEhKCmpoaaWlp9Pb20tzczMyZM9HW1iY2NpaXL18KR4d8/7Gnp4eBgQGcnJwwMDAgPj6e7u5u4d9RUFAgKSmJnp4e3N3daW1tpa2tjfz8fGbPno2SkpLoWqmrq5OQkICenh4NDQ2Ym5tjampKZWUlPT09mJiYkJCQgJubGyUlJZibmzNkyBBkMhkvXrzAzs5u0LwyAJWVlXR2dop3koWFBaampjQ3N1NfX09PT484Q6mrqxMeHo6dnR1PnjzBxMQEVVVVWlpayMrKoqysjODgYBITE8V30d3dnYGBAVpbWxk2bBjt7e2cO3cODw8PnJycGBgYEL4KLS0txo8fz71796ipqeHFixdMnToVPz8/Ojs7BZ42JCREFF5bWlooLy+np6cHHx+fQctbUVERxcXFdHV10dbWRnZ2tpBc+vr6IpPJqKioEM8NRUVF4X2qrq6mu7ubqqoqNDQ00NHRoaOjg6KiIt544w20tbVJS0sThMni4mK8vLxQVlamoaGBmJgYQkJCaGtro6qqisbGRmxsbKipqRGeLTn+V45qb21tFShzS0tLrKysaGhoIC4uDnV19f/65/5Hlw8tLS22bdv2/9heiY2N5dy5c3/r73v27BnW1tYkJyczMDBAeHi48HaUlpYikUiQSCTCoKioqEhZWRlXr17liy++IDo6GkVFRTw9PRk6dCiamprY29szY8YM4K9ujJubG729veTm5qKnp0dtbS0jR46kr68PS0tL6uvrSU9PF6ZLAwMDGhoa0NHRoaurS1yMBgYGSEpKIjc3lzFjxlBYWIiOjg7a2tro6uoCf42mDAbxytzcnODgYLq6uigvL6eurg5NTU26u7u5fv06W7ZswdHRkcbGRhobG1FRUeHkyZM4Ozszbdo0MX/c09NDZWUliYmJFBcX09fXR1ZWFurq6rS3t5Ofn09jYyPh4eGsWrVKzPS9fPmS7OxswddPTk5m8eLFjBgxAlNTUyIjI8nNzUVFRQVdXV1evXrF0KFD0dHRob6+HnV1dUpKSkhPT2fWrFn/rwS1/79DW1sbd3d31NTUaGlpISMjAw8PD+rq6oiOjsbPzw8rKyvc3d0pLCwUFfX8/HyuXLnC9OnTkUqlSCQSdHV16ezsJCYmhqqqKoYMGYKamhq6urpUVVVx6dIlQXeSt5Lj4+PJycmhpaWF7u5uIQ8sLCzE19eXkJAQgdu1sbEhJSUFHR0dRo4ciaenJ5mZmTQ2NmJubs7IkSNpaWkZlLzBX5+5YcOGUV9fT21tLe3t7dja2lJdXU19fT3nzp3DyMiI6upqMavv4OCAp6cnY8eO5fHjx4wZMwYjIyOxPDd69GiuXr2Kk5MTZmZmuLu7U1ZWRlNTEwEBAZw5c4adO3cSExPDyJEjRWcO+B8MfD8/Py5evIiRkRERERFi5CE1NZVjx47h7u5ORkYGvr6+YplusEJFRYXMzEwsLCzw9PTEzc2N1tZWrl+/jra2Nr/88gsjRoxg7dq1+Pn5ceTIEVRVVTE0NMTV1VXMK9fW1grR6uXLl7G3t6e1tZXCwkLq6+tRVFRET0+P8PBwgQdXUlLiyZMn9Pf34+LigqqqKgUFBaioqKCnpycogs3Nzejq6mJubi7Glh4/foyFhYUQgaamplJYWDholw91dXUiIiLQ0tKiu7sbW1tbsrOzUVJSIjg4WMhknZyccHV1JTExEUVFRaqrq8nJyWHVqlXCli1/2RobG3P48GFyc3PJz88XC5POzs4YGBigoKCAqqoqDQ0NFBYW4u7ujoGBgdgJNDQ05N69e9jY2KCqqips10pKSmzatImIiAgkEgmBgYG8fPlSYLG1tLTQ0tIalMtHenq6OCzo6OgQFBREU1MTY8eOZfv27dTU1AhUt0wmQ1tbm/z8fNTU1HB2dsbQ0JDbt2/T1taGkpISP//8MxKJBEdHRzQ1NcUCq76+PlVVVbS3t2NpaUlcXByhoaHiktjW1oaysjL9/f0CmFFQUICGhoYwmPv6+vLo0SMx+29tbU13d7d4BsppR4MRVVVVmJiYYGtri4KCAsnJydy+fRtvb2/KysqYNm0aLS0tNDU1UVZWRnFxMe7u7tjb2+Pk5ERBQQEWFhZ0dHTQ0NDAkydPGDduHNeuXWP16tU0NTWJz4qxsbEoXL569UrQJ/93Z5mpqSnnz58X383AwEDh4MnNzRXL+lVVVUydOhUdHR2SkpIoKytDIpEMmigP/vK1tba2UlVVhZGREW5ubtjZ2fHy5UtMTEzE+E9rayt6enq0tbXx7NkzIalsbm4mPj6euLg4dHV1cXNz49dff+XEiROcO3dO7A4aGRnh4eGBjo4O165do6+vj+DgYOGLMjMzo7S0FBUVFebNm4dUKiU3N1egk7u6ukhJSUEikZCfny86pampqXR2dqKlpSW8R4MRiYmJQlgsFzObm5uTmpqKqqqqcHPIi20uLi6CrFpSUoKTkxNlZWWYm5sTGBjIwMAAN2/eZPz48airq9PY2CjEsNbW1igoKIjPR2dnJ11dXcIXV1BQgI2NDX5+fiQlJdHf34+Dg4OApWRkZIiignyfzMbGRhSn/s7Uzz+6fMgtxvL2vjzkiM2/G3fv3kVRURFzc3P09PTIyspCIpEwf/58nj9/zpgxYwgICEBXVxclJSVUVVUpLCwUrae2tjZ+/fVX/P39mT59Ou+8846wZZ4/f56SkhKioqKEsTUzM5Nx48bx9OlTAgICxAvFxMSEnp4edu7cydChQwkNDWXr1q309vaira1NZ2cn/v7+TJw4kb6+Pi5cuCAEftnZ2RQWFnL27FmmTp06KAfpgoICPDw8KC0tpaysjNevXwsZYFlZGV988QVLly5FJpMJR4Dc4qmkpMTx48cZNmyYEMWtW7eOtLQ0rKys2Lx5M15eXtTW1mJpacmKFSvw8vKiurqaM2fOkJSUxNixY0Xbrr6+nqdPn4rxksePH9PX14evry+BgYGEhYWJpV8vLy+sra3FWBhATU0NTU1N6Onp/et5kx+6TE1NuXHjBn/88QcfffQR+fn5wqEhb52bmpqyceNGBgYGKCgooLm5WWBOhw8fLjC9EydO5NChQ9y4cQNjY2NGjhwpugRdXV2sXr2azMxMfv/9d/r6+sQLaOjQoYwZM0bMp+/Zs0csvsnJYsOGDePbb79FS0uLYcOG4e3tDSBklqNGjfrXcyaPY8eOMX36dHGokS+mampq8vHHH2NiYiKqfXILraenJ++99x59fX309vZy+fJlbt++jYaGhuCpf/TRR/zyyy/Y29ujpqYmkL1y4kdTUxP3798XiFxXV1ekUinDhg3jwIEDwqNQWFgoqn1nz55l48aN3L9/H4lEIgzeurq6SCQSuru7By1v8lnd4uJi0tPT8fT0FDQpqVQqKoUaGhoYGxvz5ptvoq+vz/z583n9+jX+/v6oqKjg6+uLnp4eLS0tLFy4kHHjxuHl5cX9+/dJT0/H1taWMWPGIJPJCAsLo6WlRchH29vbhfjy2rVrrFy5kgsXLtDa2oqxsTESiQRNTU2sra2pq6vj9OnTbN++nUOHDjF06FCGDh3KyJEjhd1+MEK+o6GkpIRUKsXa2hp/f3+Ki4uFG2fKlClYWFiQl5dHUlISOjo6REdHs3TpUjw9Penu7hYdzri4OGFrT0hIQEtLi5CQEDIyMkhNTWXFihUYGBhw+PBh8Xmtrq6muLiYpqYm5s2bx+7duxk+fDizZs1CW1ubkydP8urVKxYtWsSDBw9YuXIlly9fZtSoUTg6OvL48WPu379PREQEnZ2dg5K36OhoTE1NxTLuyJEj6ejooL6+nubmZmxsbITEV1NTU8yY37t3j88++4yAgABWrlzJyZMn+fbbb1FVVWXatGnMnz+f9evXU1tby9y5c8V8uLW1NceOHaO9vR09PT0KCwvFjpAcqtHW1kZlZSVr165l+PDh9PT00NXVhY6ODs+fP+fjjz/m559/RiqV4ujoiLOzM/X19bx69YqMjAyCg4P/9bxJJBJMTU15/vw57e3tGBoaYmpqiqurK/39/WKPwt/fHyUlJWJjY9m6dSuxsbE0NzfT09PD7du3KS0tJTQ0lKVLl6KsrMyGDRtYvHixcFTExcWRm5uLl5cXCgoKVFZW8urVK2bOnImpqSmNjY3C2i0/LO7du5cvvvgCHx8fcaG2tLQkLS0NLy8vJk6cyHfffUdRURFr1qxhxIgRgyY8hr8q8sOGDUNHR4eSkhLRNSsvL2ffvn1cu3YNKysrzMzM6Onp4ebNm5w6dYq4uDhRUFZTUxN4/9evX9Pd3Y2GhgaNjY08f/5cdPDkorupU6cikUgYOXIkFhYWdHd3U1JSQmxsLH19fYSFhfHq1Susra3R0dFBS0uL1NRUfvzxR/T09EhJSUFbW5v//Oc/tLa24uHhwejRo4WCYDCioaEBT09PQQIzMzPD3t4eTU1NampqyMnJYf369djZ2Yni0OnTp0lJSSEiIoLZs2ejq6tLQUEBUqmUSZMmsWTJEhISEsjPzyc8PFycNzw8PEhMTOTSpUvY2NhgYWHBpUuXsLa2xsPDg66uLi5evMgXX3zBqFGjkEgk/PDDD6JQIXenLFmyhLq6OgGscHZ2ZuHCheTm5v7XP/c/unzMmTOH1atX/z9Wv+RLWn8nxo4dS3t7O25ubuTl5XHnzh0+/PBDjh8/zqxZs6ipqUFJSQl1dXXc3NxYsWIFNTU1pKWlsXPnTrKyskTiEhISGD16NHp6ehw4cICJEyfy9OlTsdsgF7bt3bsXLy8vLCwsiI2NFTi9DRs24OHhwe7du3Fzc0NLS4sPP/yQ0NBQ2traePHiBf/5z3949OgRH330EWVlZeKA3dfXh7KyMh4eHoOykOnt7Y1UKkVTU5NRo0aRmprK+fPnsbOzo7GxEXV1de7du4eWlpZwTgQFBbF582ZCQkLYu3cvR48epbKyEnt7e1avXs27776Ln58fXV1dVFRUYGlpiYuLCzY2NqSmpnL69GkSEhJYv369qDLAX1WPefPmsX37dkaPHk1SUhK6uro4OjpibW1NZ2enQPDp6uqyY8cO8vPz8fX15e233+bnn38WI13/dsTFxaGvr09WVhZ5eXlC8vPee+/h5OTERx99xH/+8x/8/PxYu3YtBQUFTJw4kaVLl4qDn7GxMRkZGdy8eRMXFxeOHTvGBx98wKeffsqtW7dQU1MjJiZGSBmjo6OZP38+48aN45dffqGpqQl9fX3S0tIwMDDgs88+Y8uWLSxbtkxYnbu6usTcq4uLCwMDAxw6dIiUlBTs7Ozw9fVlz549HD9+fNBGr+bOnUtGRgZlZWUEBgZiYGCApqYmBw8e5JNPPiExMRFfX18yMzO5d+8elZWVmJiY8PHHH/Ppp58ilUoZP3484eHh6Orq0tTUxNatW9HU1OTDDz/E3NycrKwsMWIm55UvWLCAjRs30tjYiIKCAjk5OXz99desXLmSmzdv8vnnnxMUFIShoSHGxsYoKyujp6dHZGQkKioqrFy5ksePH4sFvPfff5/vv/9+UHIGfxVmenp6mDNnDurq6tTV1TFq1Ci2bNnCzZs3BQ7y0aNH9PT0sGTJEt5//30CAwN56623KCsro7CwkIsXL1JVVcXo0aOprKwkIiKCCxcuEBISgqWlpTDFy6kpcgSmqakpbm5ulJWV8fTpU3GI7O3tZfv27eK/4+DgwIEDBxg+fDjjx4/n1q1bojMnl18NZtfIx8eHs2fPoqenh6+vr3hBe3t7097ezqFDhxg/fjy5ubnk5uaK58n06dN58eIFBgYGYpFUQUEBe3t78vPzRcW9srJSjMvKZDJOnz7NTz/9JJ5D+vr6JCYm8ujRIzQ0NJg1axZmZmY4OzvT0tLCiRMnUFBQYM6cOeTl5XHr1i1kMpmAozQ1NeHo6IhEIuHHH39k2rRpg5K38PBwIiMjSUxMRFVVFT09PZYvX46pqSknTpxg9+7dSKVSbG1t8fX1xcPDAy8vL9LT09m8eTP29vaC1hQREYGtra2o5BsZGbF48WLy8/NJS0tDR0cHPT09cbFasWKFOATr6Ojg6emJg4MDDg4OODo6kpaWJkShFRUVJCUlkZycTEFBAQcOHEBTU5MjR47w4sULlJWVUVRUHLROm729vdi7CAoKYsiQIairq5OVlSVQ6/JFeg0NDT777DPeeecdOjs7KS4u5scffxR415aWFtLS0ggICGDjxo1kZWVx7do1oqOjCQ4O5uOPP6agoID9+/ejo6PDd999J6Y/nJ2dsbe3JyAggG3btuHj48O8efNwd3fH2NiYiooKrly5wpkzZ+jt7SU8PJzAwEB8fHxoamri0aNHpKSk8PjxY0Fr/LdDPnKvoKBASUkJz58/58MPP+S7774jISGBqVOncvToUSHknD9/PgMDA5iamhITE8Pu3bvFzoWWlhYvX75kxowZYjG6r6+P6OhoQWwKCwvjxo0bwnR+8uRJVFVVGTduHBs2bCAtLY3m5mZ0dHS4ffs2lpaWZGZm8uDBAzw8PNi+fTtxcXGsWbOGdevW4eTkxMyZM3F1dSU1NXVQcgawb98+Lly4gLKyMm+88Qbjx4/nyZMn6OnpERYWRldXl5gGeP78OdOnT+ebb74hIyMDiUQixH9KSkr09PQIGpatrS1+fn7cuXOHadOmUV9fLz5r7u7u6OvrY2FhgbW1Nbq6urS0tFBUVERtbS2enp5cuHBBeLVkMhnt7e2oqanx5ptvsmrVKqGWsLe3x9jYWKwA/LfL+v/o8vH/ZmhtaGjZa22WAAEAAElEQVT4R7fFOXPmkJqaKogOPT09lJWVoaOjw7fffktDQwMrVqzA2NhY7Gs8f/6chQsXMnfuXJ48eYKamhp+fn6iInjq1CnRoZA/cDMyMtDV1SUjI0OMNCgrK2Nvb09paam4MFy7do3hw4dz9+5dNDU1kUqlgtwUGRlJQEAAV69eJS8vjxkzZpCbm0tpaSm2trbk5+fzww8/8N133/2T1P6tuHv3LkuXLiUhIYG2tjbWr19PZmamsDwvW7aMoKAgzMzMxEP88OHDYoFo6dKlYgHs9evXJCUliZ9v7Nix3L59m9DQUOrq6jhx4gTTp09HX1+f8vJyKioqhMfh+vXr3L59m1WrVolZ4wsXLqChoUFtbS21tbViSVhbW5thw4bR2dlJfn4+MTExxMXFsWzZMhITE0VV/9+MyZMn09fXh7GxMWPHjmXZsmWkp6dz//59bG1tGTduHB9++CEtLS1s3rwZX19fHj58yKVLl+jv7+frr79GWVmZyspKLCwsaG5uZtu2bfz444+MGjVK0GMaGxtZsmQJqampTJkyhXv37rFq1SrRgh4YGCAwMJCRI0eybNkykpOTWb9+PYcPH0ZNTU0sZ/7www989dVXpKWlce3aNWHn1tXV5e7du2zcuJGvvvrqX88bwJgxY4iJicHBwQFtbW1OnTrFokWLxJxtfHw8x48fF98tuWG2qqqKt956C2VlZe7fv09ycjI+Pj5inCI5ORmJRIKKigrnz58HYPfu3Tx9+pTKykrc3NwYNmyYqGzFx8ejqKhId3c3vr6+DAwMkJCQwLvvvktERAS5ublkZ2ezZcsWpk+fzrfffkteXh7Lly9nx44dmJiYkJ2dPSg5Azh//jypqancuXMHe3t7Jk2axMyZMzlw4AAKCgq89dZb9PT0kJOTQ3FxMZWVlZw/fx5jY2OqqqqExHLBggW0trbS3t7Ohg0bKC8v588//yQhIUG8SBoaGliwYAFdXV1ixO3o0aN4eXkxfvx4iouLSUhIwMXFhR07dnDlyhUmT54sdpc2btyIq6srS5YsQV1dncmTJ+Po6CgIPZMmTcLAwGBQ8nbw4EFGjhxJUlISRkZGzJ8/nxkzZgihYnNzMyEhIWRlZVFXV4eXlxf5+flMmDCB9957j71797J8+XL6+vrIyckhJCQEFRUVVFRUxGfG09MTc3NzWltbKSkpYciQIbzzzju8fv2aK1euMGfOHD799FPq6ur47bffePvtt4mOjiYtLQ1zc3Py8/MF5e7KlSts27aN33//nVOnTtHa2kp5eTna2trs3bsXNTW1Qcnb6dOn2blzJ5MnT+bGjRvCgH3ixAlGjx5NU1MT+/btIyAggPLycm7evCkKUb/99hvl5eV4e3ujr6+Pu7s72dnZREVFERkZKS4v06dP5+OPP0Ymk/Hs2TOBj5WP7tbW1iKRSAgPD0dHR0cUFuW/z46ODgICArCyssLc3Jz333+fCxcuiDFoVVVVHB0d8fb2xsbGZlDyVlhYiIGBAerq6mRkZAgR7XfffYeamhr5+flcv35d7Fl+8sknLFmyRFy2YmJiaGpqEuNFpaWlYmfqjz/+oLa2lo8++oj29nY+/PBD3nrrLb777jtSUlLE52no0KEoKipSUVFBZmYmGhoaNDc3Y21tzePHj7lz544oXsh3F0xMTDh79iz19fV4e3uzaNEi4C/87WBFQ0MDN27coKenh4aGBgwNDYVkV46x/+yzz8jOzub999/H3d2dtWvXcvjwYTIzM3nnnXfIy8sjLi4OPT09du7cSVVVlSiqurm58ejRI168eIGPjw8DAwM8ffqUkSNH8sYbbyCTybh69Srt7e2EhYXh4uJCa2srhw4dwsnJiZKSEgwMDNizZw8+Pj5MnjxZnHV+/PFHnJ2dxQj1uXPnOHjw4KDkrbCwkNOnT4sRxdLSUtatW8ezZ88wMTFh3759XLp0ibt37wonmNyVo6GhQXp6OgsXLkRHR4eWlhZGjx5NUVERP//8MwoKCmzZsgULCwuio6Nxd3enu7ubyMhIduzYwcSJE0lJSUFfX5+RI0cyYsQIzMzM2Lt3L8OGDWPt2rWCetrf309eXh6lpaXs2LGD4OBgXrx4gUQiISMjg3v37v2tIsE/unwAgiolk8nEnzU0NHDy5EmePn36t/6u1tZW/vjjD4KDg3F3d8fU1FRYa69fv87ixYupra2lpaUFdXV1mpubWbx4MceOHaOiooIJEyZw6dIlUlJSMDAwQCqV0t/fj7m5OYsWLWLRokXMmTOHBQsWiJe1kZERjY2NPHr0iMrKSt5//33BlF+8eDH19fWkpaVx/Phx4uPj2bZtG/39/XzwwQcUFBRgbGxMcXEx9vb2TJs2jQcPHnDu3DkiIiIGBRcL0NnZKZBzrq6u2NnZcevWLXbt2kV5eTnx8fHk5+ejqqqKq6src+bMQV9fH3Nzc5YuXUp4eDjHjh3jzz//xNDQkC1btrBkyRI8PT3Zvn07q1at4ujRozQ1NbFlyxaxKL1o0SKuXbuGTCYT+Ff5w+/o0aO4ubnxxx9/0NXVhbm5Od3d3Vy9epVbt27x+eefMzAwwN69e9HQ0GD79u3Y2tpy5cqVQUOfyqtXciTsoUOHqK6upq2tjXnz5okvU3l5OZqamujq6qKmpkZQUBD6+vqC0JKVlUV7ezvvvPMOPT09XLp0CX9/f3x8fJg0aRKdnZ08ffqUqKgooqKi+OOPPzh+/Lgwb2dmZjJx4kR0dHRIS0vD0tKSbdu2ce3aNQwNDcWl2NDQkOXLl7Nv3z4++OAD8vLycHV1Zfz48bS0tLB69epByRvAyZMnWblyJZqamty+fZtffvmF77//noiICKZPn87UqVO5cOEC/f39YrZbVVWVCxcu0NDQIAASNjY2+Pj4UFZWxogRIzA2NsbPz4/Y2FhcXV2xsrKipqaGzMxM1q9fz86dOzEwMGDXrl0oKCgQEhJCYGAgt2/fxs7ODi0tLfr6+oiJiaGmpgYXFxf279/P+vXrWbFiBUuXLiU9PR07OzvOnDnD77//jo2NDXv37h2UvMl3NZYtW4ahoSHW1tbcvHlTiOocHBwAhLisurqad955h9zcXK5evcqNGzeIjo6mv78fMzMzjh07hq+vL5qammhra/P5558LoERLSwtnz57ls88+o6Ojg++++45x48ZhZ2dHWVkZWlparFq1imHDhpGWlsaWLVv44osvkEgkDB8+nKioKBQUFEQld9myZbS2tnLp0iXOnTtHYWEhhw8fHpS8tba2sm/fPtTU1AgLC6OoqAg9PT1OnTrFwYMHCQ0NFeCRJUuWMGzYMAoLC5k9ezbm5uacOXMGc3Nzrly5glQqRVdXlyFDhtDU1ERGRgZtbW0kJibS19eHmpoa69atQ1dXl/T0dObMmYObmxt1dXXcv3+fnp4eqquruX37Nn19fUilUsLCwpg7dy6qqqpiF+7HH3+kvLwce3t7Vq5cibKyslhyb21tHZS8GRkZ8eDBA+bNm8fs2bO5evUqX3/9NTo6OpSVlTFv3jxOnTrF559/joeHB+vWrcPf358jR46goaHB8uXLhWhNQUEBa2trsZAbGxvL6NGjBQJaTU2N2NhYHj16REFBgbhoy2QyzMzMsLW1xcPDAwUFBfLy8li0aBFTpkwhIiICJSUlXr16xbp16xgzZgxDhw7lzp07PH/+HE1NTYYMGSJ8C/I9r38zNDQ0+PDDD8V3SVNTkzt37pCWlkZCQoLYgdTV1cXAwABVVVXu3r2Lt7c3mzZt4quvvuLYsWPU19dTVVVFQUEBFy9epLW1lStXrnD48GFsbW3Jy8vD0dGR+Ph4QTo8c+YMgYGBvHr1ioqKCvz9/amvr+fnn3/mo48+4s6dO/j5+bFv3z709fXp7u7G1NSUrq4u3Nzc8PDwIC0tjdbWVqKiovjtt99YvHjxoKF2y8rK2LRpE5mZmTx58kT4qnp7e1m5ciVHjhwhPz+fjIwMOjs7GTlyJDY2NnR3d6OoqCgw1Lq6upSVlfH5559jZ2cnhLFDhgzBxMQEKysrdHV1yc/P5/jx48hkMiwsLFi7di39/f3Exsayf/9+bt26xTfffENjY6O4sJmYmJCTk8Ovv/7K0KFDuXjxIk5OTmzfvh1fX1+8vLwwMDBgwYIFg5IzAEtLSyZNmkRubi6KiooCl37w4EFxzs3NzWX48OF4e3uLgm1qairjxo2jvr5edOvS0tL4/fffMTExYfv27dy7d4+lS5cKHUNPTw/W1tacOXOG48ePM2XKFPT19cnOzkZXVxc/Pz/eeusttLS0cHJy4vz580yePBk/Pz+6u7vR1dWlsrJSdMY1NDQEfnfo0KEsXrz4v/65/9HlY9++fRw/fvz//pf9jZbL/x4nT54EwMnJiaCgIDGGoq6uzoQJE8jLyyMxMZHu7m6Cg4Px9/fn+vXr6Ovr09jYSEpKCvHx8UilUry9vfniiy+Ij48nOjoaLS0tbt26JXjI6enpfPDBB6SlpWFjY8Pu3bvp6uoSuyR2dna8evWK8+fPM2PGDKytrXnw4AFKSkqCHvHgwQNhFT948CCBgYHU19dTVFSEoqIi+fn5fPzxx/8ktX8ramtrKSwsJCgoSOwTbNu2jZCQEObPn8/SpUvF8lx7ezuRkZHY29sTGBjI119/zYULF/D392fMmDHo6+szZswYPvjgA27evElPTw+lpaXMmDGDlpYWkpOTUVZWRk1NTSB7Q0JCuHv3LpGRkXh6evL777+jra3Nzz//zKNHjxg3bhxOTk4oKCiQnZ1Nb28vCgoKnDt3jurqaubMmUNJSYkweo8fP/5fzxn8dcArKioS7X8HBweKi4vR1NSkvb2dy5cvI5VK8fT0ZPjw4fj7+wtSkb+/v8BLypfEamtrxX6R/OIsr2Cnp6ejq6uLpqamQOV+8803hIWFsWvXLnEw+eabb9iwYQOGhoZoa2tjYWGBjY0NUqlUiPNOnjzJhAkTqKqqEgved+/e5Y033hCzl/923L9/n8rKSkJCQjAxMWHWrFno6enx559/smvXLsG4t7Ozw9HRkZiYGG7evMmqVav46aefBFlNzoL39fXl0qVL5OTkoK2tzbhx4xgYGBBt9LS0ND7++GNGjx6NpaUlioqK6Ovro6GhQUlJCSYmJlhYWAjXT1NTE3V1dXR2dlJaWsr48eM5duwY586dw9fXl1u3bhETEyNM44MVKioqqKurU1lZyfXr1ykvL+edd95BVVVVmItVVFS4du0asbGx9Pb2UlZWho2NDT/++CPvv/8+z549o7GxET8/PzQ0NMjKymLTpk0cOHAAPT09KioqqK+vx8rKihkzZhATEyNm7C9cuEB5eTnGxsZkZ2fj5ubGrFmzMDU15erVqwQHB1NTU8Pr16+ZNm0ajY2NlJeXs2zZMi5fvkx2djavX79GV1d30A4z8JcQtL29ndTUVPLy8nj06BHr1q3j0qVLJCYm4u/vz507d+jv7xfisd9//52vv/6aNWvWsGHDBiIiIqioqCAvLw8VFRUhdpN35+RkNDMzM5ycnPjggw/Yvn07TU1N6OrqkpyczB9//EFlZSXa2trs27eP1tZWEhMTuXjxIv7+/owdOxYdHR2+/PJL9u7dy6ZNm7hz5w7vv/8+5ubmaGlp8f333xMYGMi6dev+9by98847/Pzzz3zxxRf4+/uzfPlyCgoKyMvLIzg4mNu3b2NhYcG8efPw8fERQs61a9dSXV3NsmXLGDVqFFOnTsXMzEwQzt58801ycnK4f/8+BgYGBAUFoaamxi+//CIIY/LJglmzZuHh4UFRURFvvfUW9vb2VFZW8sknn1BSUsKZM2fEXoWenh7btm1j/vz52NnZkZeXR1FREVeuXCE/P5/g4GB8fX3/9bz19fWRmJjIqFGjMDAwICMjg8bGRlatWsXp06fR1NREXV1d/P+rr6/n7bff5siRI8yfP5/NmzejpKREb28vdnZ2fPHFF/j6+rJgwQI6Ozu5dOkSJiYmopO7b98+Ojs7RRHp0qVL6Ojo4OzsjIqKClOnTmXNmjXU19cLtP2DBw/o6+sjMDCQoKAgHj58yJYtW4RHo7m5WdAuIyIiaGxs/NfzBuDn5ydGraurqykoKGDXrl388MMPGBsbM336dIqLi8nJyUFTUxOAiIgI/P39aWpq4vnz55SXl6Ovr4+1tTVlZWU8e/YMbW1txo4di7a2Nvr6+ujo6GBgYMCsWbNoamoiLS2NxMREgoOD8fLy4vXr10RFRTEwMMC2bduwtLQkPDycGzduYGlpyfLly5FIJPz0008MGzaM3bt3U1hYSHJyMvfv30dRUXFQLx8vX77kxYsXSKVSjI2NMTY2xtzcnIyMDGxtbUlJSRGFUnt7e4KCgvjzzz+Ji4ujrq4ODw8PHB0dqaioICcnh/7+frZv386OHTuEB6myshIdHR1CQ0M5ePAgkZGRYhfYzs5OQCHku4I5OTmcPXuWtWvXcv/+fUpLS3FwcODy5cuYm5vT1tZGdXU1I0eOFDta06dPR0VF5b8m3v6jy0d9fT2JiYmoqalx7do15s2bByCqkH835GZaeVu/u7tbjFrIcacTJkxAW1ubnp4eYmNjCQ8P56OPPiIiIoL58+fzxhtvkJSUJD70civ5119/zaNHj4SIzcTEhIGBAZ48eSKIT4mJiTx9+lSMsshkMmJjY/nkk0+QSCREREQIvJiGhgahoaH09/ezbNkyvv32W4EyMzIyore3lzFjxvyTtP7tGDlyJCoqKnR1dWFmZsbMmTPR1dXF1taW/v5+lJSUBLXj9evXQpRoZmbGJ598Qnd3N2pqaujr62NjYyOIJxcuXEBLSwt/f39evHhBeno6wP9o/7a0tBAdHU19fT12dnZijKWjo4Nhw4Zx7do1ent7qaurY2BgADMzM27duoWfnx8LFiygrKxM0E28vb3Jzs4W9JN/O+Q+FnNzc2QyGTKZDGNjYw4dOkR3dzfl5eWEh4eLvZC6ujreeOMN0tPTSU5Opqenh9raWnR1dfHx8RFL09bW1gwMDJCbm0teXp4g8ri4uKCsrExjYyPZ2dmCsnbu3DmUlJQwMTHBwMCA2tpaBgYGGD9+PKWlpVy9ehWJRML48eO5evUqCxYsIC4ujpaWFgYGBsjIyMDNzW3QKGEAenp6xMbGoqysLEzkDx8+RFtbm7KyMhobG1FSUhLjAk5OTvz4448sXryYMWPGoKGhwcuXLwWaOiwsjLi4OLFkqKKiIh6iubm5gua1aNEirly5gqamJhKJBJlMhqWlJVFRURQXF7N9+3ZevHghYAqVlZV0dHSwaNEipFIpf/75J/PmzSMvL4/Ozk5mzJgxKIcZeZw5cwY7OzvMzc0FdUkueHv69CkLFy7k2rVrdHR0iD+fN28eV65cISoqCm9vbwICAkhOThZ0OEtLS86fP09gYKBA5+bk5IhLR3t7u1gUNDExwcPDg76+Pjo7O7G1taW7u5uysjJaWlrw8PDA1NQUBQUF/P39qaqqoru7G0NDQ7S0tBg1ahSZmZnExsYO2vMN/hdRTy4qs7a2FjKuuLg4ampqMDc3x9/fHzc3N2QyGWPGjOHkyZOsW7eOpqYmcnJy6OjoYPjw4Tg4ONDa2iou8ykpKQIt/Pz5c/T19ZHJZAQEBAgZoXz0p7i4mM2bN5OUlCTGH+zs7MjMzOT8+fMsX74cV1dXFi9ezLRp04RhXo74HRgYGLTu7p07d0Tlvr+/n66uLvr7+8nKyiIiIgJdXV3Gjx9PWVkZf/75J25ubiQlJTF16lS0tbWZPXu2mDKor6/n2rVrSCQSFi5cyCeffIKysjKOjo6CuuTp6cmUKVP4/fffmTp1KtevX2dgYEBMCGhrawv/lKOjI+rq6hQUFFBRUYGJiQleXl5oaWnR39/Pw4cPcXd3Z+jQoTQ0NODi4jJo42oRERE8e/aMjIwMPD09sbOzE2OGRkZGHD9+nODgYBQVFenq6hLVYV9fXwGviYyMpLGxEYlEwsGDB5kxYwZSqRQjIyOSkpJEgbaiooIZM2YQGBjIBx98IC4OFhYWWFlZ0dXVxc8//4yVlRVvvvkm48aNo7q6Gg0NDWQyGc7Oznz55ZeEhoZy/PhxgcdXUFAgNTWV2NhYnjx5MmjYWFVVVbGrIfeMVFdXEx8fT2NjI0FBQTx+/Fi8Y3/99VemTJmCl5cXp06dEvuj8m55X18fy5Yto7q6mlevXtHU1ISxsTFhYWECRSxHxsrFxkOGDGHlypWEhISQnZ2NtrY2Dx48oLi4WHz3Xr16xdixY1mxYgVdXV1YW1vz8uVLAXiprKwUz+fBiMTERKqqqggKCmLcuHFoaGhw8uRJNm3ahL29PYmJifT29vLy5UsKCwtZunQpeXl5hIWFERERQVpaGnl5eXR0dFBRUYG+vj76+vqMHj1a0BDz8vIE0KepqQllZWVxDtHT0yMnJ0ecEeUIXzkW3MvLC1tb2/8h2tbS0mLOnDlkZmZSUVGBRCIhJiZG+NL+m/hHpT93d3e0tLRQUVERSDn4yw769ddf/+2/z8jIiKCgIExNTZFKpaSmpqKgoIC2tragNHl5eeHv74+qqiqlpaUYGRmRmZlJfn4+Dx8+JCsri5aWFlRVVQXCbuLEieIwUltbS319vdh9UFRUJCkpSfhFWlpaqKiooKioSAj77t69K/wVcjpNTEyMQOz5+Pgwd+5czM3N6erqQlNTc1CFb35+flRWVlJVVSVoPt3d3QJXKl+OTk5OpqKigmHDhvH69Wtu3bpFVVUVCgoK4vdXU1MjxDJSqZSoqChkMhk1NTU0NjZiYGBAf38/GRkZBAYGkpWVJdj7urq6dHR0kJSURFVVFba2tri4uNDT08PTp085d+6cEE3JLehyz4a+vj6Wlpa4ubmRnJw8KHmrrKwU1duSkhIhKZMz/3V1dcUltLe3F3V1dW7cuMGrV68El17uuJFXXTIyMpgwYcL/GDPw9PQUxJKxY8cKyZiLiwsNDQ08evSIV69eUVZWRmtrK729vWRkZGBubo69vT3a2tro6emhoKBATU0NRUVFAm/n5+eHtrY2U6dOHRRCmDy8vLxQV1cXeGZ5+zciIoJXr16Jf+SiNrn8qaCgAEVFRWGaTk9PJz4+nqSkJPLz8zE3N+fy5cscP36czMxMDAwMcHZ2pq2tjYsXL5KTk8Ply5cZNmyYWFStq6vD0dGRpqYmNDQ08PDwoK2tTViDTU1NUVJSwt/fHyMjI+7du4eqqiphYWGMGDFi0Hw88Ndnrq6uDplMhpubG+PHj6e+vh4fHx/q6upobGykoaFBIIxbWlrw8vISS7x37txBQ0MDS0tLlJWVcXJy4smTJ9y6dQsNDQ3i4uKorKyku7tbLGW3t7ejoqIiKo1y2pGuri7Z2dloamqirKxMfn4+eXl5aGpq4uPjg6GhIY6OjnR1dfHgwQOkUilWVlY4OzsLTv9gRVxcHFVVVXR1ddHT00NzczMvXrwQNmxlZWUhjjQ2NhYERplMRn9/vyiGSSQSrKysaG1t5c6dO2zYsAEjIyOUlJTw9vYWBzSpVCp2rdzc3MjIyKC6uhp9fX2Bl4yOjqanp4f29naam5vJysriyZMn4r00bNgwWlpaGD9+vBghdHNzQ11dHW1t7UHJW0dHh6igOzk5IZFIyM7OZsGCBdjZ2YnFeSUlJbEYbWNjQ11dHZWVlQwbNgwtLS0he9PT0yM5OVk4iKqqqkTnsLm5mREjRghvRXNzMxKJRLg64C+ozNSpUzE0NCQjIwNFRUXhWbK3txdUKTkeuKamBm1tbby9vens7BQFsH872tvbefXqFTk5OdTX1wt/h5eXF/DXfH52djYSiQR/f3+cnZ0xMjLC0NBQIEiVlZUxNTXFysqK0tJSgZPt7++npaVFgB00NDTo7u4mJSUFPT09VFRUaG1tRU1NDSMjI3HI6+/vF4dP+d6CsbEx0dHR4j0tk8koLS0lLy+P/v5+PDw8MDAwGDQzPPzlgEpISCAqKoqSkhLRiW5ra0NFRQUdHR1sbGwYN24c3t7exMfHY2VlRUpKiqA+BgYGYmVlhZqaGmpqagwMDCCRSHByckJJSUnsu8lzEhkZiampKX19fSgpKWFkZISpqSnKyspCOqqurs7r16+pqamhtraW4uJi0tLSBIhBfs4pKiqivLycrq6u/+GMG4wwMjLCwMAAa2trhg4dCvx1KZG7jczMzDAwMBCSz4CAAFxdXVFUVERDQwNFRUUMDQ0JCgpizJgxvHr1Sny/EhISyMzMJDc3l+TkZLS0tBgxYgRBQUF4enpiZWVFb28vPT09ojDQ0dGBg4MDWVlZdHZ2iiKDnLIm1zrIhb1y3HtBQcF//TP/o8tHfn4+mzdv5vbt20ybNo21a9dy+vRpPv30UzG393eivb2dzs5OdHR0UFZW5vXr15ibm+Po6EhLSwsymUx0HuQPrRcvXogH5OXLlzl79izPnz+nr6+PUaNG4enpyerVq7l58yYlJSVoaGiIB0BtbS3+/v7cvn2bxsZGNDU1sbKyQltbm4aGBqytrTE3N+f333/n9evXgolvaWlJfHw8N2/e/B9seGdnZ9TU1JDJZAwZMuQf5eCfhNyyqqqqSnt7O3fu3BFGZ09PT5SVlZFKpeTn54v9jOzsbI4fP87Vq1c5duwYycnJZGVlERUVxfPnzxk3bhwODg40NTWRnp6OtbU1w4cPFzAAPT09QduQj5I0NzeL3QR3d3eePn0qpHgFBQVCFjVx4kQkEglSqZSBgQEUFRXp6+tDJpOJef3BCAUFBdLS0jh37hy3bt2ioaEBqVSKr68vPT09+Pr6kpWVhVQqFctdT548oaSkBG1tbWxsbATt5vLly/z00098//33KCsrExsbi729PZMnT8bT01NgnlVVVcnKysLU1JSEhARqamqEKbepqYmenh50dHRoaGigrKwMKysrpkyZgoODA+np6YwaNYq4uDiGDRvG5MmT8fLywsTEBB8fn7+Ft/s/DQ0NDdzd3ZFIJMTHxxMZGYmNjQ2TJk2ira2Nuro6cdHU0tIiJSWFzz77jLS0NF6+fMnz589F1VieE7nt/LvvvuPXX38lMTERQ0ND/P39iYqKIjMzk7Nnz4oHohz519TUxMSJE5kyZYpABzY0NNDc3CwuZDk5OeJ7efPmTVRUVAgJCcHQ0HDQLrvwFzXJysqK/v5+TExMWLBgAQ4ODvj4+GBtbS06iAoKClRUVAjsroKCAnZ2dsKcraKiIl62T548EZW6M2fOUFhYKGSLctqSs7MzXV1dopvc3NwsSG3Nzc20tLRQVlZGSkoKeXl5VFRUkJGRwYsXL4iLi+PatWuUlZWJ74M8p4MVSkpKhIWFYWdnR0NDA8XFxdTX1+Pl5SUKUnJXR3p6Og8fPqShoYHg4GBu3LhBXl4eVlZWmJiYUFVVRUZGBpGRkezcuZMrV65QUFCAlZUVEyZMYMqUKdjb26OoqIiRkRENDQ3k5uaSlZVFc3MzmpqaREZGYmJiIgh+T548QSqVoqyszJMnTzAwMBCOjNLSUtF1sbe3F7TEwQj5M0K+sya/fK9Zs4a+vj7c3d3Jy8vDyMhIoJkDAwPR0dEhMzOTlpYWYbsvLi7GxcUFIyMjbty4wZgxY1BXV6e/vx8dHR1cXFzw8fHh6dOnjBgxgvz8fOEFSEpKorGxkaFDhzJ16lTa2tp4+fKlmDJwcnLC3d2dV69e8fDhQ7EwXVVVRW1tLaampsTGxg4afaiyshJbW1uCg4Oxs7Ojrq6OJ0+eCBu7lZUV6enptLW14ejoiJmZGcuXL6e+vp68vDySk5OxsLBgyJAhuLi4EBQUREVFhdgPsbW1xdTUVIB1zp8/z1dffYWdnR12dna0traiqKgourtbt25FJpPx/PlzoqKiROe7o6NDLL7L916jo6P5/fffiYuLQyKREBQUNKiFAldXV27fvk1GRgYKCgpUV1fz8OFDPDw8UFFRoaWlBQMDA4KDg4WvKSEhgZMnT4o/9/HxQUtLi4GBAczNzbl37x4qKipMmzYNDw8PGhoaSE9PJz8/n4SEBL799lu6u7uJi4vD398fCwsLsrOzefHiBc3NzVy5cgVFRUXa29uJjo4WUKSXL19y+vRpcaFWUVFBKpWSkpIyqCPggNhv7u3tFRMBrq6u/Pjjj1y+fJmenh5MTU3x8vJCVVWVe/fuERwcjJqaGkpKSkycOJEJEyYQFhZGWFgYw4YNIykpidTUVGEdl4Mj5EREucdERUVFPLM8PDwYN24cRUVF/2NUPiUlhbt37/Lo0SPhfIuJiSE1NVV81m1tbTEyMiIwMPC//rn/0djV+++/z1dffSVulm+//TYffvghra2t/2ieVUtLixs3btDY2Eh9fT0tLS34+Pjw/vvvExQURHl5OS0tLWhraxMcHExTUxPfffcdX375JfX19QwZMgRFRUXKy8tpbW2lqKiIoUOHoqKiQlNTExYWFqSnp6OgoICZmRk//PADrq6u5OfnC/65qqoqUqmU5ORkDAwMWLt2LcXFxejr63P58mW0tbUJCAjAwsICiURCSUkJOTk5HDlyRFT6q6qqSEhIICQk5J+k9W9HfHw8M2fOJDg4mJiYGGJjY5k2bRpvvfUWtbW1/PHHH0yaNElg0OQIU2tray5dusTKlSsxNjbG29ub3Nxc9uzZw5o1a3jy5Anu7u5ERkaK9vvZs2fR1dVly5YtPHjwADU1NUpKSgT1SD5u5u7ujp+fH05OTpiYmDBmzBjWrl1Lfn4+U6dOpby8nMTERBwcHISQLiwsjJMnTw7a3oKFhQWPHz/GxsaGN998kylTptDb28vevXvR0dEhLCyMo0ePCkPwqVOnOHz4MD/99BNqamrs2bMHOzs7lJSUcHNzE9WT9vZ2Hj58SGNjo/B/ZGVl4ePjQ05ODu+99x6ff/45GRkZTJs2DR8fHy5duoSenh6bN29GIpHg5+dHeno6paWl6Ovro6qqSlRUFJ999hktLS2inZ6VlUV9fT39/f08ePBAdGL+7Xj48CGenp7k5uaKJfnVq1ejoqKCvb09AAMDA7i5uQlzsYqKCvHx8eJgPG/ePAICAmhvb+fu3btCkqSnp8eMGTPIyMggOztbVA+//PJLQWu6efOm8GMEBgYSGRnJ7t278fPzY82aNYSGhooX97Fjx8To3LNnz+jt7eXWrVsoKCgQGho6qCNECQkJODk50dLSwsuXL9HT02PMmDEcO3aM7Oxs6urqRD6XLFmCv7+/mMHV09NDU1MTTU1NFBUV6enpoaOjgyNHjlBRUcGTJ0+Av56jck7+woULefDgAb29vVRWVhIcHMzkyZNRUVHh1atXzJ49m2PHjhEZGcny5cspLCzk9u3bPHr0CFtbW06cOIG2tjabN2/Gz8+P+/fvEx0dTVtbG5aWloOSM/irmy6RSMQY7tixYykvL6eqqkpY68vLy0lISKCjo4PGxkYOHDjAunXrRJchLCyMxMREoqKiCAwMpLS0lNraWp49eyZs2ra2tsycOZNbt27R399PfHw8DQ0NWFhYoK6uTn19PTU1NWRnZ3Pz5k2ioqLEfpKHhwfd3d3k5ORQU1MjOiZNTU20trZiZWVFY2Oj+P0MRvj6+qKsrMyFCxeoqqpi/Pjx5Ofnc/bsWS5cuMCQIUNQUlJizJgxmJub09vby+HDh/nggw/o7e0VUjP5xEB+fj5r165l06ZNhIaGMnnyZJSVlUlPT6evr0+Mzvzwww8YGhpy//59sRT98uVLwsPDuX37tviu6+vrC3u8oaEhBw8eFB10FxcX5s+fj6enJ/39/WhpaTF16tRBydvGjRtRU1NDKpVSXl7O69evxXz8b7/9xqxZswgPD6e6uprs7GxmzpxJbGwsra2tPH/+HAsLC6ZPn05vby/x8fHIZDJmzZrFo0ePcHFxYfbs2djY2PDw4UN+++03+vv7GRgY4NGjR6iqqopxroqKCnp6etDX12fXrl3U1dXh7+9PQkICioqKWFlZYWFhwe7du2lqaiIlJQUlJSUMDQ1FJ0ZBQQFPT08GBgYGJXdlZWVC9hweHs7w4cOJjY3Fx8eHrVu3smnTJoqKisjIyKCiogIjIyNqa2sZPnw4hw4dEuSz5ORk8eeqqqp88sknHDt2jLy8PGxsbDA2NiYlJYU1a9agr6/Pf/7zHyGL7u7uRlNTk1WrVqGjoyOmEaRSKf7+/owaNQo9PT2ys7N5/vw5w4cP58KFC+jp6TFy5EicnZ1Fx7CtrW1Q8vbo0SPCw8NxdXVFR0eH2NhYzpw5g5aWFurq6ri4uHDnzh3R1TI0NGTPnj3MmDGDH3/8kcbGRiIjIykqKkJJSYm+vj50dXV58OABmzZt4s0338TFxQUNDQ0aGhp4+vQpVlZWXLlyRfx+rK2tUVNTIyEhgSdPnjBr1iyuX79OeHg4ubm5SKVSVFVVMTc3x8bGRkClsrOzmTZtGsrKytTX1zN//vz/Om//6PJhZGTEoUOHxL8PDw8nJiZGCIP+brS2trJ48WJkMhmPHj3ixo0bpKWlkZmZyfHjx3nrrbdoamrCyMiIwsJCDhw4wA8//EBPTw9hYWEsWrSI5ORkdHR0CAgIoKqqiqdPn7J582ZMTEwoLCykvb0dLy8vpk+fznvvvce0adMYGBhg3LhxYsm3oqKC5ORk2tvbmT59OpcvX+a3335j/PjxVFZW8tNPP1FTU4Oenh47duygpaWFYcOGCYb13r17OXHiBD/88MOg0GBMTEyoqakRxvXq6mouXLiAubk5x44dw9/fn9GjR1NWVsa9e/d4+PAhy5cvFyKjZcuWYWFhwZ07d7h27RorVqzAz89PPCSam5s5deoUfX19rFmzhl27dlFbW0tjYyOffvop8fHx3L17l9bWVkaMGEFRUREymYyZM2eKPMgXNp2cnPjss88wNjZm4cKFHDx4ECsrKzQ1NcWH/Z8IKv9JqKmpoaenx+LFi9HU1OTtt98WLxw5eMDDw4OBgQFaW1tFK9TT05PLly+zatUqHj16hImJCaGhoTQ0NLBx40bS09PR0NAQ0i1fX18cHBzo6Ojg448/pqmpiV9++YXS0lIMDAxEu1xON+ru7iY5OVlUqe3t7fn222+Bv3DUz58/JzU1lV9//RV7e3vWrFlDbm7uoNl/4a8DbkFBAT4+PsycOZPm5mZWrVqFvb09ixcvZuTIkdja2vL999+TnZ3Nvn37+Prrr9m/fz/d3d1kZGRgZWUlDLdSqZSMjAwKCgqora0lLCyMgIAAQRT7/PPPeeeddzAxMaGiogJPT08KCwt5/vw5XV1dLFy4EJlMhq2tLfPmzRMLoQoKCigrK1NYWCjazykpKaLKL0cQDlb09/ezc+dOdu7cyZgxYzh8+DCRkZEMGTKEb7/9luPHj1NXV0dQUBCNjY3k5+djZWXFzZs3uXr1KpWVlejp6Yn9KmXlvx7d4eHheHl5sXHjRnR1dXn48CE3b96ktLSU7du3s2LFCn766ScyMzORSqVYWFhQV1fH9u3b2bVrF2+++SZ2dnasXLmSwsJC0ck+efIk27dvJywsDEtLS/T09LCysqKwsHDQLroAwcHB7N27l3HjxjF37lwUFRVZtmwZ69ev54033sDV1VXY15ubmzE0NGTHjh0sWbKExMRERo8eTUVFBQkJCaSmptLR0cHWrVu5ffs2+vr6tLW10dfXh6qqKgMDA2hqanL58mUOHz5McXExubm5lJeX4+zszMqVK1FTU+Pw4cMMDAxw//59vLy8kEgk9PT0EBoayrp16/jtt9+QSqWUlpZiZmZGX18fubm54jIzGFFcXMyzZ8+Av0bOkpOTkclkbNmyhaNHj1JeXi66vVOnTsXKykpULru6usSom4qKCqGhoaxcuZITJ07Q19fHgQMH+Oijj4iKiqKnpwcbGxt6enrYtGkTmpqavH79mpKSElxdXfHz88PW1hYzMzM6OztJS0sTc+kjRoxgyJAhxMbGEhoaysWLF5k2bRqXLl3igw8+ACA1NVVgQAdjcfrKlSu8fPkSd3d3amtrOX/+PEZGRrS3twsJb35+PgUFBWLMZPLkyRQVFfHpp59y7949Xr9+jZaWFg0NDTx//pzc3FxOnDjB9u3bhQzP0NCQkSNHYmBgwIYNGzh//jyPHz/GwMCApqYmmpub8ff3p6+vDxcXFxITE7GwsODYsWMYGhqydu1awsPDGTJkCA4ODqxatYqqqiomT56MsbExr169wsXFhZcvXzJs2LB/PW8ADx48QFlZGYlEQlRUFPHx8SxZsoSioiLy8/M5cOCA6DLId/xiYmJwdHQUQtTTp09jbGzMokWLOHbsGG5ubpw7d45Tp07xzTffEBAQwNOnTyksLGTOnDkC8R8QEEBubi45OTk4Ozujp6fHW2+9JUipbW1tFBYWoqyszJgxY9i/fz89PT34+/szbtw4Mc7q7+9PSEgIfX19g3b5GD58OIWFhdja2uLg4IC+vr6AgEybNg1DQ0MSEhJEgU1LS4uSkhKWL1/OiBEj0NTUpK6ujpiYGKysrDh8+DC7d+/G19eX8vJyioqKRFc8JCSEjz76iObmZurq6vj1119ZtmwZjY2N2NnZcefOHfLz8xk9ejQTJ07k7NmzqKurEx4ezrBhwzA3N2f58uVMmjSJFy9e8O677+Li4kJbWxsdHR2cPn1a0On+v+Ifo3b/92hpaUFLS+sfXTzgL1P3qVOn0NHRISgoiC1btogD3Lx587CwsKCgoAA1NTUcHR0ZOnQoM2bM4NWrV4wePRpra2vOnTuHi4sLMTExHD16FHNzc6ZMmUJoaCje3t5CtAcQEBDAvn372L17N+PHj+ePP/4QD2gnJyeWLVuGoqIiISEhjB8/nqKiImGXjoqKIiwsTMyknzlzhtGjR6Ojo8OPP/5IXFzc31LM/5/EhAkTqK6u5ujRoxQUFLB69Wo2btzIZ599xttvvy2oIa6urqxdu5bIyEhxu8/JycHOzo5nz55RXl5OSEgIFhYWfP/993z88cfs3buXDz74gNWrV7NgwQL6+vpYsmSJuOVu3bqVXbt24e7uzuPHjykqKkIikVBTU4NUKkVHR4cDBw4II6anpycrVqzg2LFjzJgxg6qqKkJCQggODhb7MoM1diXHu8bGxtLU1MSkSZNYvnw569atw9ramt9++w1DQ0Nhg548eTL5+fmMGDGClStX8v3339Pd3c2XX37JokWLcHR0ZPLkySQnJ3PkyBH09fUpLi4WYy2///47SkpK3L9/n+vXrzNp0iQaGhooKioiJCQEKysrYaFOSUlhy5YtTJkyhb6+PtEGNjMzQ1VVlZMnT/Luu+8SGhrK/fv32bt3LyoqKkRERAxK7nbt2sWePXuIjo6mpqYGKysrZDIZBgYGlJaWMmrUKN544w309PSYO3cuZWVlwsB+7tw5MacvHyEICAjg/PnzHD58mNraWmQyGZmZmZiYmDBu3Dja29v59ttvaW5uZt26dRw+fJh33nmHxsZG+vv7sbS0ZMOGDSxYsID09HRWrVqFq6sr0dHR7Ny5k9bWVr766itevHhBa2ur8DI8e/YMZ2fnQVs6nzdvHgUFBbS3txMVFUVLSwuff/45K1eu5MWLF+zYsYPHjx/T399PTU0Nzc3NrF69GolEgqenJ1999RWHDh2itraWoUOH0tbWRnJyMtra2nz33Xe88847Yj/JyMhISN0MDQ1xcXEhIyNDdGlDQ0OJiopCX18fAwMD1q1bh4uLC42NjXR3d9PR0cGDBw9YsGABxcXFzJw5U+wydXd3M378+EGznCsqKmJsbExqaipGRkZMmjSJCRMmCEqcl5cXFy9e5M8//+TJkyf4+/szffp05syZw7x58wTmuby8nDVr1jB58mSkUimfffYZ+/fvJykpCTc3NyQSCQ8fPuT27dtiSf/y5cu4uLgwbdo0TExMiIuLo6ioCCcnJ7799luOHDnCkCFDyM7O5sqVK5w8eZK5c+eKA3NERARz584VY4PTp0/n1q1bgwKIOHnyJCoqKmzYsAF3d3eePXvG06dP2bRpE/v27WP48OGcPXsWHR0d2tracHJyoqmpiXXr1hEWFkZJSQnKysoYGRmhrq7O06dPSU5O5ujRo2zbto3p06eL4p6SkhIJCQmCLuTj4yNMyhkZGURERFBcXMzhw4d5++23xejQL7/8QltbG19//TV//PEHW7Zsob6+HjMzM3JycnBwcMDNzY1vv/2WSZMmDcqOlpyolJWVhaKiImvXrmXWrFl4e3tz8OBBduzYIUaIfXx8KCgo4P79++Tl5bFhwwZOnTqFi4sLv/zyCz/99BNBQUG8++67YsR5z549FBUV4e7uzrJly7h16xYrV67k7t27TJ06laioKKRSKWPHjsXR0ZH09HQsLS2JjIykp6eHbdu2YW5uLuAHmpqaxMfHc+TIEby8vMjMzOTVq1d0d3czZMiQf0Qf/ach3w/YsmULEomEAwcO8NVXX6GhocGUKVMoKSlhy5YtqKqqCqnk7t272b9/P7a2tlhbWwtBrLKysqjOq6qqCtrXqFGjRDfSzc2N2bNnc+bMGSZPnoxEIsHQ0BB9fX2UlJTw8/Nj5cqVKCgo8OGHH5KcnCw+p3Z2dty8eZPnz58TERFBUlIS27dvp6enh+3btzN58mTRyf+3Y+LEiezdu5ddu3bR1dWFo6Mj586dY/HixXzxxRcYGhoik8mYMWMGNTU1rFq1itzcXKZPn05ycjKtra1iZyskJITk5GSqqqqoqakR1LvCwkL8/f1RV1dn69atSKVSMjMzOX36NIWFhaxevRo3NzcOHDjAsmXLmDVrFomJiYSHhwv0tXwXTn7GlHvhtm3bhra2NqtWrWLRokUCOf7/Ff/V5ePkyZPU1NTQ0tJCaGio+ECXlJSwefNmsrOzUVNTY/HixWzduvVvIyzfffdd1q5dyy+//EJWVhaampokJydz4MABvv32W9555x1hDldQUKClpYW7d+8ikUj44osvhGlRPms4btw4/P39xZf3vffe488//yQ7OxsDAwNmzpzJnj172LNnD5cvX8bIyAhnZ2d0dXWJj4+nvb2dKVOmEBkZyYMHDzh79iwtLS24ubkxZswYKioqCA8PZ8GCBTg7OxMVFSX8BDY2Nn+Ldfx/Elu2bMHT0xM/Pz80NTW5fv06UqmUgoIC3nvvPVpbW9myZQu9vb2MHTsWHx8frly5QlZWFpWVlVy4cAEPDw8sLS3R1dUVdKZVq1ahqqrKnDlzSE5OprOzk4CAAFJSUnj33Xc5fvw4xcXFxMXFMX78eFasWEFjYyM2NjbcunWLiRMnEhoaytChQ7l8+TLx8fG89dZbfP7555w/f54///yTb775hqtXr/Lee+/h7OzMjh07Bq3SMHv2bAEmsLa2xsDAgCdPnpCens4333xDTk4Ovr6+qKmpkZaWxrZt29DX12fmzJlUVlayY8cO1NXVCQsLY8aMGbS1tfHrr7/i5OTEqVOnCAwMZOLEiVhYWFBbW4uhoSFffPEFT548YeLEiVy/fl08BO3t7enr6+Ozzz4jPz+fLVu2oKKiQlpaGuXl5Zw8eVLgLy9evEhERARnz57l/v37DB06lIkTJ1JcXDwoeYO/xH9tbW3Cw5Gbm4udnR0qKiqYmJiwfPlyXr9+DUBNTQ1Tpkzhzz//ZMWKFTx69IibN29SW1vLjRs3aGtr46233mLZsmU4Ozsjk8k4evQoPj4+jBkzRsgYN2/ezNSpU9HQ0ODu3bucO3cOVVVVFixYgJqaGlZWVsyePZva2lp2796Nra0tnp6ezJgxg2+++Ybff/+d6OhoDA0NxRxreHj4oFFg4C8wwcKFC0lNTRVVVCcnJ9TV1Vm6dCn79u1jxIgR6OnpUVpair29PVevXiUnJwdra2uuXbuGi4sLfn5+NDQ0kJaWxvLlywUC+ty5c7x8+ZIbN26Qn5+PoqIiW7duZcOGDXR3dxMdHc2YMWMIDg7m5s2bbN26lVmzZlFfX8+tW7dQUlJi2LBhtLW1sXv3bpSUlLC3tyc6OhpFRUUSEhIIDAxkzJgxbNmyhd27dw9K3uSXW7m8rauri/v371NWVsa0adM4deoUw4cPJzAwEIlEwqlTp1i6dCmbNm1iYGCAzs5OvL29kUgk5Ofnc+TIEQwMDNDW1sbd3Z1bt27x+PFjXFxcBPUrICCAmpoajh8/Tn9/P4mJieJAl5WVRV5ennCPHD58WIzGmZmZkZGRwfr163nvvfc4ffo0lpaWqKmpoaGhQUpKCt99952ACPybMWHCBLFrNzAwgLe3N4cOHRKH6oyMDHR0dFBXVxfgltjYWJSUlLCwsEBHR4euri5u3LjBgwcPaGtrY+nSpRw8eJCdO3fy5MkT8vPz6e/vp7GxEQcHBw4cOCD8FrW1tRgbGwsq2bx587C1taW2tpbDhw9z69YtTE1NWbhwIW1tbeKSnJCQgFQqxdzcnLS0NK5evYqpqemgwSGio6MZGBigsLCQ5uZmamtrefLkCdXV1cJT0tjYiJqaGl1dXeTl5TFq1ChMTEyYMWMGHh4eFBQUoKWlJTQB7733HrNnz+bAgQPExMTwySefYGFhIYos8r2OlJQU4uLiaGtrw9TUlKCgICwtLent7eXkyZOcPn2au3fvUl9fT11dHZaWlmzfvp3g4GDefPNNFBQUUFVVJTs7W1wWra2tB63zceTIETZv3szOnTuZNm0a+/fvZ//+/cyePZuLFy9iZ2eHlZUV2dnZdHV1MW7cOC5cuIC7uztdXV0sWbJEfI/q6+tRV1fn+++/Z8eOHXR3d7N161aysrJ4/vw53d3d1NXVsXbtWtasWYO2tjbm5uYClf/s2TOCg4PZunUr3t7exMXF8dVXX+Hi4sK9e/f44IMP2LBhg6BSHjhwQIwWyade3nvvvUHJm6OjI5s3b6anp4e8vDxu3LjB/PnzUVVVZe/evWRkZAhjfUtLC3p6ety/f5/vv/+eJ0+e8Omnn6KkpCT2ZH7//XdkMhkbN27E2toaJycnNm7ciLOzM8+ePcPX15cTJ05w5MgRcnJymD59OgYGBvT29rJ8+XKxt5mVlUVZWRkLFizAxsaG8vJyli9fzqFDh9DV1aW3txd7e3uWLFkiJM1ywM5/E//V5WPv3r0EBgZy8OBBQQlqaGjgjTfeoLa2lpCQEFFt1NfXZ82aNX8r+RcvXsTHx4fFixfz7Nkz7t+/z8aNG5FKpdjY2ODn50diYiLW1tYYGhry9OlT3N3dmTVrFnPnzmXYsGHcvXuXoqIinJ2dMTExISoqivDwcC5dusSxY8cIDg4mIiICNTU1AgMDCQkJwdzcnIiICL788kuMjY1RUlIiJyeHlStXoqWlhaqqKioqKnh6eopxmClTpnD48GGWLVuGrq4uxcXFdHV10dzcLEhOp06dGhTx2/z583F1deX58+eYmJgwYcIEYmJi2LlzJ0uXLuXTTz9FU1NTLOzLW29Xrlxh1apVLF68GD8/PyoqKrh16xZXr16lu7ubjRs3kpSURH9/P9XV1WhpaWFhYcGpU6f4+eef8fDwwMzMDDU1Na5cuSKIMXv37iUzMxP46wt19uxZQew4duwY3t7e1NXVCRGkfNlLS0uL/fv34+Li8q/nDBDceEVFRSF0amlpYc+ePTx48IDc3FxaW1sxNTUVdI4HDx7wxx9/0NfXJxaD5WNZdXV1glf/6aefcvDgQeLj4zEyMqK/v5833niDZcuW8Z///IezZ8+SmpqKoaGhIHv88MMP/PDDDwwZMoTbt28zZ84cXr16xbNnz/Dx8eHIkSN0dnZiYWGBlpYWUqlUjBY2Nzfz1ltvDUreAKZOnYqqqqrAAzo7O4t8+fj48Pz5c2xsbMQFwMjIiL6+Pn766Sd27dol8MK2trY4OjqKf52Tk4ObmxvW1taoqqpy48YN7t+/j4KCAuvXr+fmzZvIZDIuXryIjo4OEomElJQUPvzwQ7GQPX36dCZOnEhfXx+ZmZk8ePCAPXv2iJHN7OxsFi1ahJ2dHc3NzSgoKAxa3kaNGkV1dbVYVpVKpezbt4/w8HBhZjc2NiYqKoq2tjYWLFjAvXv3CA0N5c8//yQzMxNLS0sKCwsFCrqnp0ew9TMzM6mvr2fMmDFMnTqVmzdvijlcuYsgJyeH5ORkFi9eTFtbm/hMwl8Lyi0tLbx69QpFRUVu3LjBW2+9JfDXKioqPH78mJaWlkFl4H/33XeUlJRgaWmJhYWF2JWZMGGCQGHKRWYNDQ10dXVRX1/PqFGjaGhoICcnh0mTJjF37lw6OjpQU1NDQUGBx48fC2RxZmYmjY2NTJs2jerqajIzMwXu9OzZsyQmJuLo6MiiRYsoKSnh4sWL3L9/n7lz5zJ58mTi4uIoLy9n7ty5nDhxAg0NDWpra+nu7qa5uRlnZ2dmzJiBtrY2ly9fZvLkyf963uRQFvlu2tOnT/n999/ZvXs37777LkeOHEEqlXLlyhUUFBRYuXIlERERAu8tJ6vJcaZJSUlkZ2czf/58+vr6aGxspKCgAD09PbFXIB8JuXbtGuXl5XR0dDB06FD8/PxISUkR30EDAwOGDh2Ki4sLXV1dHDlyhMbGRkaMGEFpaSl37twhNTWVsLAwvvnmG5SUlP71fMljxYoVAsKQlJREUVERU6dOZf/+/Vy7dk0UXDw8PGhvb2fXrl309fUxZcoUYmJi0NPTw8PDg8DAQCwtLdHQ0EBXV5ejR4+yZs0aFixYQGJiInfu3EFfXx8vLy/Onj0rilYqKiqoqalhampKRkaGoBp+88033Lp1i08++USI3pSVlZkxYwbffvst6enpmJiYiCkDuXNl8uTJ1NXVDUruHj16xNq1a3n+/DlKSkooKCjg6OjImTNnCAoKIjc3l++//x4tLS0MDAzIzc3FxcWFyMhI1qxZQ1RUFPPmzaOnp4esrCzefPNNHjx4gLq6OjNmzCAnJ4fq6momTpyIh4cHJ06cwMPDg9WrV7N3716kUimPHz+mrq6OsLAwKioqKCsro6mpCSsrK3HuyM/PR0tLi7y8PFRVVfn2229RV1enuLiYzs5O1NXVBy1n8FeRzsLCgrNnz1JXV8dHH32Eqqoq+/btY2BgAAcHBzHW1NHRwcaNG9HR0aGoqIjly5eTnp5ORkYGEokETU1NRowYgZaWFq9evRLf7YKCAjGqnJKSwq+//irgEBMmTMDT05Pa2lpKSkqYOHEi1dXV3Lp1S3jd5Oeh3NxcgoODGTNmDGVlZWK3TO46q62t/f/38qGurs6hQ4cwNDQUf/bxxx9TV1fHypUr+fDDD4G/xEbr1q3725cPHR0dCgsLgb8kP01NTYLgJCdzyFnuJiYmrF27lpSUFHx9fRk5ciQJCQmYmZnh6OhIfX09CQkJlJeXi7lKOfGjqamJpKQkLCwsiI+PR1lZmblz5xIQEEBlZSUAI0aMEBg3qVSKnZ2d4LorKiry4sULBgYG8PX15c8//8Te3p6RI0eioaGBmZkZ/f39g0bRGRgY4Pbt24IQ4uPjQ2JiIufPn0dFRYWTJ0/S1dWFi4sLLi4u9Pf3ExkZSXNzMwYGBqioqFBZWYmWlhbBwcG0tbUhk8m4e/cut27dws7ODg0NDXR0dAQBbGBggKqqKtzd3cnPzxfird7eXuLi4liwYAFmZmY8fPiQgIAAYZ42NjYWZJnW1lZSUlJEW7OhoYH29nYeP378t2gJ/zRCQkJQUVGhqKgIFRUVhg4dSkJCAk1NTbx+/Vo8wLW1tdHV1cXOzo7i4mLq6uowNDRER0cHLS0tsrOzxaKfh4cHjY2NYlzFyMiI6upqSkpKKCsrQ1lZmePHj1NUVCQq9kpKSgJZe/HiRUaNGoWXlxd5eXkAuLm5ifFDeTextbWV/v5+zM3NcXNzo7OzU+yHDEYoKysLNGFDQ4OomNja2nLjxg1mz55NUVGRmBf38PBg5cqVxMTEYG5uzvHjxwkKCkJTU5PS0lIaGhqoqKjg2rVrfPrpp8KzoK6uztChQyksLBSkttmzZxMbG4uGhgYWFhZ0dnZy7do1pkyZwunTp3nrrbfIzs4WBI6GhgbGjh3Lhg0bWLhwIRKJhNLSUjQ0NLCxsaGwsBBHR8dByVtMTAydnZ3Y2dmhp6cnKCVNTU18//33eHh48PjxY/T19Rk1apQgCcklUmlpaWLsqaioCD8/P9ra2vjpp5/Ytm0bxcXFJCYm0t7ejqWlJcOHDxdW8oGBAXx8fDA3N+f169eia/buu+8ik8nEDo8cbdnb28vOnTuFs0E+QtPd3Y21tfWgemXkB+GGhgaqq6tpaWnBxcWFnJwcVq1aRVFRES9evBDPXltbW+7du8fw4cN5+fIljo6O6Ovr09XVRWNjI319fSQlJbF+/XpRhU1PT6e+vp6hQ4fS39+Pvb09P//8M6tXr6aiooKBgQEaGhq4ceMGurq6BAQEcO/ePdLT05k6dSojRowgLy8PLS0tNm7cSH19Pe3t7UyePBkzMzPhEdHT06Ovr29Q8paYmIivry/t7e08f/4cDQ0NIiIiOHbsmDC/NzY20tXVhbq6OomJibi7uxMeHs6+ffvEsq5UKqWpqUmMy3h5eVFYWEhpaSlaWlro6enR2NiIiYkJ+vr6PH36lIkTJ9LV1SU8SpGRkXR1dWFpaUlXV5cQaNbW1tLa2kptbS3m5uaoqqoSExPD9OnTyc/PJz4+HjMzM8LCwnjw4MGgFKe6u7vJy8tDV1eX8PBwAgICcHR0ZNOmTSgoKHDjxg3U1dWxtLTEzs6O999/n7Nnz/L++++joaFBUVERr169wtHREUdHRwwNDenv78fT05NHjx4xMDAgdgutrKwYGBggMjISdXV1vL29GRgYoKmpCRUVFZSUlASa/Pr167zxxhtYW1tTXFxMYWEh/f39LFmyREBJlJSUsLGxEaK/yZMnY2hoOGgHabmILiAgAKlUyrNnz9DU1CQ4OBg/Pz/s7e05d+4cpqamjBo1SmDBFy1ahIWFhSgK6ejoYGVlxYsXL3j06BE7duwgKioKQ0NDysvL0dDQEKOB6urqLFq0CHt7e27cuIGBgQEhISF0dHRQXFyMm5sbCgoKjB07lqKiIhITE0lNTaWlpYXHjx+TnJzMO++8w/Xr18U7/Nq1a4OSL3nk5+fT1tZGW1sbXV1d5Ofni8tTUFAQ169fF4ABJycnrK2tKS0tZfr06bx+/Vq4xlRVVTEyMqKiokKQIktLS1m4cKEABMk7/3l5eQJ/XVBQwKNHj9DR0WHcuHFiL3Py5MkcPXoUZWVlXF1dhSQ0JyeHJUuW0N3dTWtrK3FxcSQnJ6Ovry92Ef+b+K/mo7y8vP7HxeP69eui+/C/L21qaGj8I0mc/IGcnZ1NWloaMplM0KfkVSQ5jlJ+wz9//jxBQUHk5OSQn5/PkCFD8Pb2pqenh76+PvGyMTMzo6qqipaWFiQSCRKJhLKyMjo6OsjLy6OhoYFRo0ZhampKTU0N9fX1PH36FC8vL7KzswW2MygoiKFDhwpaQ3x8PN7e3pibm+Pg4EBgYCAjR44UD/DBCHnLXFNTE2dnZ3p6eujt7eX+/fs4ODiIJTUzMzOqq6tJS0ujvr6eSZMm8fLlSwAhblRQUGDatGm4uLhQW1srXtxycZf8cpidnU1ISAjDhw+nqamJ6upqmpub6ezsZObMmQQGBjJp0iSMjIxQVVWlp6cHDQ0NUa2Q+zIKCgpoamqit7cXmUzGwMDAoLXWzc3Nqa6uJiUlhczMTDo7O3F1daWpqQlFRUX09PTE5aC+vp60tDQcHR0pLy+nuLiY2tpadHR00NbWRllZGRsbG3R0dGhvb6ehoYERI0bg6+uLk5MTNjY2lJWV4e3tLRCgnp6egmnf29uLkZERpaWlxMbGoq+vj7a2trhYd3V1YWRkJIhulpaWmJiYiCW90aNHi9/NYER1dTXKysp4e3tjZWVFVVUVlZWVmJmZYWpqSmBgIAEBAfT29goEsIODA+rq6uLF2traKooMT58+RVNTExUVFeF0kDP25WNGpqam4iATGhrKyJEjcXNzE74P+YG7sLCQ1NRUmpubBUO/q6uL4OBgQkJCmDFjhvjfLCsrE5bdwYiioiLU1dUJDAzE2dmZuro6enp6qK6uFiMc8qXnoqIiHj9+LJCTUqmU4OBgVFVVsbGxYc6cOTg4OBAbG0tSUhIVFRWUlpZSWlpKW1sbSkpKVFdX4+vri7q6OiYmJtTX1yORSDA3N6euro47d+7g7+/Ps2fPBBmnpaWFyspKiouLCQgIwNbWlvj4eAoKCoTvQA5FGKwICAjAw8MDV1dXgbJOS0tDV1cXV1dXZDKZQAFXVFSgrq5ObW0tWVlZxMTEUFBQQElJCR0dHaioqFBeXk52djbV1dXY2tqiqKiIg4MDSkpKPHnyBB0dHWpqarCzs6OkpIShQ4cKoENrayuvX79GKpXi4OAgnh1GRkbo6enR0dEhPtfW1tbY2dnR1NQk5KHyru9gRH19PY6OjqKIZmxszIgRI1BVVWXJkiVYWFigqqqKsrKycH3Ex8eTn5/Py5cvKS8v59mzZxQVFWFlZSWwvY2NjQKVrqWlRWdnp0CQx8fHY2trK4SWcseJmZkZdnZ2eHh4YGdnh6OjIx0dHVRVVYlngYqKCgMDA6SnpxMUFERgYCAymYyXL1+KWf3BCLmPSCqVUlNTIw5dchy8/DKspKSEhoYGrq6uODk5kZOTg4uLCyoqKuTn55OdnY1MJmP48OEEBQXh7u5OamqqeNcZGBjg4uJCaWmpGA/s7OykqqpKYMnlYy8pKSkEBgair6/P8+fPiYmJoaGhQTiM0tPTMTQ0RCKR0NfXh5qaGq6urowbN054bwYjXFxcKCgoQENDAw0NDWJjY1FVVaWlpQUbGxsUFRVxdHQkICAAe3t7URSZPXs26enpGBsbk5SURH19PVZWVty9excdHR3Gjx9PZ2cnPT09ODg4YGFhITqyWlpajBs3DhMTE5qbmzEzMxMXDl9fX0JDQ1FXV6elpYXS0lIkEgmhoaGEh4cLB0lvby8dHR0oKCigr6+PmZkZKioqg5a3rq4uSktLhbvo/2LvP6OzrLeub/iX3pMz5UzvvSekkEASSAKh90hHQRAUUbaI4tatiNuyxYqKBbEiIr0HCBBCQnrvCem9954z7fngyH9c+3nf573dPpe573G9zDH8AjHhmDmP4/ivteaaMz4+nrKyMry8vEQDamq3aio8VklJCZlMho6ODllZWaioqODm5oatrS1ycnJkZ2fT1NQksramphpDQ0MsXryYpqYmYmNj6evr4+7du5SUlNDX10d6ejqXL18WLn0dHR1oa2vj5eWFs7Mz/f39opFvbGzMnTt36OjoEKYkDQ0Nf/i6/1DxMTo6ysjICPD7zfn222+jqKjIe++99/8xEi0rK/sPaP8ddXV1Yjzc398v3CWmXqJFRUW0tbVRWFgoXBSmHHK++OILWltb0dTUFB96X19frKysRHfwwYMHIrPiiSeeYMaMGaxevRobGxshv5jSuKalpREVFSV82afsL+fOncusWbMwNzcnPT2d/Px89uzZg0wmQyaToaioyMjICDKZbFq69/C73MDZ2ZlZs2ZhYWFBY2MjHR0dWFpaMjo6ir6+PrNmzUJRUZHExERycnLQ0dFh1qxZlJWVoaKigq+vr7BMlEqlDA0N4evri42NDRYWFtja2jI6OirsBJOTk3nyySeFa8fIyAhtbW0oKCiwevVqCgoKRGpmTk4OcXFxPHz4kP7+fpydnfn6669JTk5maGiIwsJC6uvr0dDQoLOz8z+emP1ZDA4OUltbS2lpKffv3+fq1atoa2vT1dWFvr4+tra2/3agy8zMZM2aNSKBtrq6GmVlZTw8PAgNDcXf35+Ojg5hkDA0NCTcwrS0tFBSUhKdxzVr1giZ3tjYGL29vWLf6NtvvyUzMxMnJycsLCzEi7m6uhoXFxc6OzuxtbUV3XMVFRXU1NREyOd0YHh4GFVVVSIiIggJCREW2CoqKuzatQtdXV20tbVRV1dneHiYpqYmKisrSUpKEqYNqqqqqKmpIZFIyMrKQktLi7lz51JbW8vQ0BD19fVkZmZSUFCAuro6JiYmFBQUcP78eVpaWoTD25RBQV5eHhs3bqS9vV0c8mJjY7l48SLNzc0cOHBAhIJ5eXnR09NDUlLStAW+AaIAMjQ0ZGhoiLq6OlJSUqioqMDNzY329nacnJzo6uriypUrQhc9JXcMDg5mZGQEXV1d1q5di7GxMWfOnMHOzo68vDwmJiYwMjIiNDSUxYsXEx0djYGBgZBW9vf3i0mfn58fV65cobCwkLy8PBwcHBgdHaWjo4PJyUnxvHj++eepqanh6tWr9PX1oa2tLeR+0wUzMzM8PDwICAjAwMCA9PR0EhMT0dLSEsGq2traNDQ0kJGRQVNTExoaGmRlZaGrq0tOTo7I4VBVVWVgYACJRMKvv/6KgoICLi4uwrSkqamJiYkJHjx4wIYNG2hpaWHu3LnMnDkTT09P1q5di42NDa2trdjb29PW1kZdXZ2YILS3t3Pp0iXa2trw8PCgrKyMjIwMZDIZrq6uSCQSLC0tp4U3c3NzIZmaCiHLzc1l1apVeHl5ERYWJizh29rasLW1pbW1lVu3bqGpqYm7u7uwqY+IiCApKYlvv/2WxMREMjMz0dHRob29nerqapE9U1RUxMaNG5HJZFRXV1NTU4OCggJhYWGsXbtWhL9JpVJcXFywt7dHIpGIScjUZE1RURFPT08cHR1pb28nNzf3T50r/gwUFRXx8/NjaGiIzMxMUTDeuXMHXV1dlixZIsLZppp/c+bM4dy5c8jJyTExMYFUKkVLSwstLS0WLlxIUFAQVVVVKCsri922kZERNDU1SUlJEbuEFRUVPHz4kOrqaioqKsjJyRENuscff5yzZ8/y888/09LSgpubG66urhQUFDA4OMiCBQtwd3dHR0cHbW1t9PT0aGtrmzbeAGbOnCnygAYHB0U4aWZmJlVVVVy4cAH43S21ubmZmJgY3N3dMTAw4ObNm6KomNoBUlVVxcfHh+7ubvT09Ojs7MTMzAxlZWVu375NcXGxeF+UlpZibW2NkZER3d3ddHd3Ex4ejkQioaqqimPHjtHb28usWbPYunUrL774orD5HxwcxMPDg4KCAmpra4Upz3RhdHQUiUSCnZ2d4KalpQVfX1+io6MxNDRET0+PwsJCoqKiqK+vx9DQkOjoaAICAkhKSqKqqorx8XH09PRwdXUVhjBjY2NiYlRWVoaOjo7YASorKxM7RDNnzhQS/u7ubsrKyrh58yZKSkqYmppiaWkpGiehoaFUVVUJVzM1NTXmzZuHq6vrf5Q59odmJCEhIaIrPiUfeOmll3B2dv63r/vhhx+orq7+wz98ClPdECsrKxwcHCgrK+PIkSN4e3vz0ksvERYWhlQqJTAwkImJCYqLi3Fzc2PPnj3MmzePtLQ0MYY0MjJCX1+fiIgIfHx8REDPlLfxM888w/z587l58yZVVVUsXryYqqoqZs+ezaZNmygtLeW1117j6NGjJCQkcOrUKRoaGujr60MqlWJiYoKhoSFvvvkmJSUl3L17l+XLl2NgYEBRURHvv/8+EomEo0eP/sc8/Ke4ePEiwcHB2NjYiPTUkpISYUHn5eUlUlbNzMw4ePAgmzZt4vDhw/zwww/8/e9/x9nZGUdHR0pLS/nss8/o7u4WjkIPHjxAU1MTT09PlJSUCAoK4t69e9y/fx83NzcxXi0uLiYtLY0HDx7Q0tLC7t27MTY2xsnJidzcXIqLizlx4gQqKirs27cPQ0ND7t69K1yQOjs7hdxjOmBvby86aUpKSsjLy5Odnc2HH37I2bNnhZ3p4OAgfX19GBoaMjw8zKZNm+jo6KCoqIiRkREcHBxQUFAgISGBiYkJlixZgrOzMxcvXhTBgcPDw+jp6dHU1ISuri4//fQTkZGRQmbW09ODs7Mzzs7OVFRUEB8fj52dHS0tLSQmJmJoaMjAwABtbW3Ex8cL6YlMJiMuLg59ff0/dc/9WRgbG3P27FlmzpyJhoYGNjY2REREUFhYSHNzMwYGBpw+fRpDQ0M2bdqEkpISSkpKIqRt6jMWHR1Nbm4us2bN4quvvkJBQYHnn38eNzc3kVnT1NSEuro6n3zyCfn5+WzevJlLly4Jj3gjIyPu3btHe3s7NjY26OnpUVJSws8//0xXV5eYjiQkJFBTU8OcOXMICQlhdHSUe/fu8fPPP0/bvsyBAwf47LPPaGlpEROMXbt20dbWRlpaGtra2ly9ehVlZWV2796NlZWVmEjKZDIqKytxd3enurqaW7duERISgoWFBZaWlmRmZrJnzx5KS0sZHBykp6cHLy8v0tLSsLOz4+LFi2JZWldXl4iICOTk5MRz9fz58/T19eHh4cHKlSuB3xPVFRQUOHz4MF9++SVKSkoEBgZib29PZWXltHAGiCTi3NxcysvL8fLyYvbs2SKN+Mknn+SDDz6gsrKSzs5ONDU10dTUpKWlhXPnzpGYmIiZmRmZmZmcP38e+D3FfPv27bS2tiIvL8/t27fR09Nj06ZNfPLJJ1hbW/P222+jr69PTk4Obm5uBAUFiSntk08+yYEDBzA2NiY2NpbIyEixE7ls2TIKCgqEnnpqubyhoYHCwkJ27NgxLZPKKYnXxMQE/f39pKSkCBtMTU1Nfv31V/bs2YOWlha1tbX09vayc+dOJBIJw8PDqKiosG3bNiwsLHj48CGnTp2iqamJoKAg8vLyMDY2pqKiQhis2NrasnfvXq5evUpgYKBwr6yrq+Po0aO89tprPHz4kJqaGmQyGY8//jgJCQnExcVhampKfHw86enpbN68mfLyclpaWmhpacHExISVK1dO22duzpw5QjEw5czX2trKnj17SEpKIj8/n9DQUNHR7+rqIiEhgSeffBJzc3OOHz/O6OgoAwMD1NXV0d3dzalTp4iJiWHz5s2kpaUJB8rW1lYyMjI4ffo0GRkZ7Nmzh1mzZhEWFoa8vDwVFRUUFhaSmJgoAmun+Pb19eXhw4eYmJjg7e3NyZMnxd7b8PAwp06dYvv27dTX1/8pNcqfQUdHB9XV1cKufio40NraWkh/ppa6NTQ0qK2t5ccff2Tr1q0oKSkxY8YM4Hdb8vHxcXbt2sVnn30m3O3mz5/PuXPnyM7OxtLSEhcXF37++WfU1dVpbGxk48aNothpbGykv7+fn3/+WXTjx8fHyc3NpbGxEX9/fzHN/fXXX4Xd7VQhPl3qFfhdkhsYGCiksyoqKpiZmbF3714mJiZITU0V59cphUZBQQE2Nja0tLTw8ccfi2JsKovDz8+PyspKOjo6hCx6qqB98OABu3btEgYSc+bMIS8vj5ycHGFQkpuby4kTJ3B2dhbywKkpWnl5OSUlJSLo+O7du/T39xMaGiqCaP8I/lDxsXv3bjQ0NLh58yb29vasX7+exx57TPx9RUUFX331FTdu3MDQ0PAP//CJiQng9+KjrKyMmJgYsXj24osvcuXKFV555RW6urrw8PAQy6sGBgYkJydjZmbGli1bSElJITc3F39/fzZu3Ii2tjY3btzg7bffJjQ0lIiICMrLy2lvb6e0tBR9fX26urp47bXXOHHiBPPnz2d0dFRkLZibm7N9+3bS0tKEv3JbWxvl5eXY2NgQFBREbGws58+fF4vrWlpaLF68GG9vbw4fPvxv1/ffjanv6+DgQFxcHOXl5QQFBeHk5ISTkxO3bt3CzMwMJSUlSkpKRGrvgQMH8PHx4Y033mDTpk2YmpqKPZjGxkauXbvG/fv3WblyJX5+fjz//PO0t7dz9+5dysvLiYyM5J133uGxxx7DysqKZ599ln/9618kJiZy+vRpXnzxRV555RUOHTrEnj17+PrrrzExMWH9+vVkZ2eTmJhIeHg4n3zyCYODg6xfvx5XV1eGh4eZnJzkiy++YNeuXX85b0NDQ2KPoK2tjdraWsLDw9myZQtaWlq0tbVhYGCAhYUFampqmJubi0XooqIiMjMzOXfuHLNmzRKJ4zU1NRQUFLBkyRJyc3OZN28eCxYsYHBwkMzMTDQ1Nbl+/Tp79+7FysoKKysrYSG9adMmWltbqamp4dixY5SWlrJixQoOHz6MvLw8ra2tjI+Pk56eTkREBCkpKfT19eHk5MTExAS7d+/+t+v7K7nT09MTe1bW1tY8//zznDt3juHhYeTk5Dh48CD+/v5UVFRw7tw59u/fz+TkJGfPnqW+vp6uri5xwHn48CE5OTlYW1uzf/9+EbhlZ2eHp6cntra2VFRUcOvWLfbv38+hQ4d4/vnnSU9Pp7Ozk/Xr16Ompsbw8DCLFy9GVVUVJycn5s+fT0lJCUlJSXz//fc4OTkREBBAcnIyUVFRYmfi4MGDtLe3TwtvU53PxMRElJWVcXZ2ZtOmTbz77rs89thjKCkp0dzczL179zh58iTu7u7Mnz+fV155BRsbG2F16+7uTldXF1FRUQQGBopi7vPPPyc3N5e5c+cyY8YMkpOTuXr1KgsWLGDVqlX09vayYsUKSktL+fHHH7Gzs+Pu3bs0Nzezfv165OXlUVNTo6enh1u3blFWVkZRUREvvPACzz33HCMjI8jJyTE0NMTAwMC/XdtfydtU+GJ7ezs+Pj5s3rwZRUVFzpw5Q3h4OCdPnsTLywuZTEZVVRVz5szBxMQEFxcXEhISKC0t5ebNm7S3t6OoqMjw8DBubm7MmTOHkydPsnr1arHoa2pqyscff8zJkyc5efIkJSUlnD17lrGxMYKCgujs7CQqKorLly8ze/ZsgoODOXHiBNXV1Zibm/PEE0/g5OQksjxeeeUVPv30U2pqapg5cyYWFhZkZGSgq6v7lz/j6urqKCkpwc3NjdDQULq7u0lMTERFRUXYA2dlZSGTyXBzc0MqlfLss88SEhKCVColPj4ea2tr6uvrhSOOr68vH3zwAevXr8fLy4uhoSHKy8vJzMxEQUEBMzMzbt++jbGxMfX19bS0tGBnZ8e6desAmDdvHtXV1eTn5xMfH4+enh4vvPACCgoK1NTUCLecqYwUPT09JiYm2LdvH++99x6jo6N/OW/vvPOO6CAHBwcTGhrKlStXGB0dpbm5meeff1502qcmCxUVFXzzzTdIJBK+/PJLcnNziY6OJi4ujra2NmQyGd999x16enpkZGTwwgsv0NPTQ0JCAh9++CHnz58nMzMTVVVVlJSUaGtrIzExkYaGBj744AM8PDyIjo4mNDSUdevW0d3dTWpqKitXrhRNHVtbW1RVVWloaBDp8RKJRHTwp+NenZiYQFFRkd7eXkJDQ1m0aBGHDh1i8eLFzJ07lxdeeEEECDY3N6Ompoa7uzu1tbW8/PLLHD9+HBUVFVpaWoStq6KiItevXyciIgILCwvq6uqQSqXMmTMHJycnPvnkE1xdXfH19eXnn3+mp6eHvr4+ampqKCoq4uWXXxZT7ocPH6KsrIy2tjZxcXF8/fXXdHd3s3fvXoqLi9HV1RWToinZ1XTwFhkZSVRUFIsXL8bMzIzPP/+c3377jQ8//JCUlBQUFRUxMTERygAfHx+ysrJQUFDg3LlzIhhxKrjztddew8nJSTh0NjY2CsfTsLAwbt++jbq6OvHx8Tg6OuLl5UVVVZVomL7++us888wzPP/88zQ3NxMVFcU333yDvLy8yIELDQ0lPz8fHx8fOjs7xfM3Pz+fyMjIP8Sb3OR/Q/xlQUEBampq4oD2RzFVKf9PhbW19b/tyvx34RFvfw6PePvz+J/M3SPe/hwe8fbn8egZ9+fwiLc/h0f36p/DI97+HP4Ib/8txcefxdjYGD09PaioqPzH2SD/J2NiYoKRkRF0dHT+o+3/P4pHvP05POLtz+N/InePePtzeMTbn8ejZ9yfwyPe/hwe3at/Do94+3P4T3j731p8PMIjPMIjPMIjPMIjPMIjPML//+B/Rrn1CI/wCI/wCI/wCI/wCI/wCP/H41Hx8QiP8AiP8AiP8AiP8AiP8AjTgkfFxyM8wiM8wiM8wiM8wiM8wiNMC/6aTZo/iP+JCzfwaDnuz+IRb38Oj5bj/hwe8fbn8Ii3P49Hz7g/h0e8/Tk8ulf/HB7x9ufwn/D2v7X4mEqL/p+Kv8qm7RFvfw6PePvz+J/M3SPe/hwe8fbn8egZ9+fwiLc/h0f36p/DI97+HP4Ib/9biw8VFRUAbty4QVxcHHJycsjLy9Pf34+TkxMffvghhw8fxtzcnIKCAtzd3VmwYAGTk5McOnSIxx9/HIlEwq1bt0RSdGBgIJqamly8eJF79+7x2Wef8dNPP5Gdnc34+DiWlpZ4e3uzceNGnnnmGfbu3cv9+/fp6upCU1MTc3NzVqxYwUcffURbWxv79+8nNzcXNTU1RkZG+Oabb4iMjERXV5fW1laUlZUpLCykqakJJSUldHR0RLDe1PX9VbwNDAzw448/MmfOHPT19bl37x5z584lMDCQVatWsWHDBhITE+nu7kZXVxdtbW2MjIzIzMxk7969fPfdd8yaNQtLS0taWlqoqKggKSkJOzs79PX1KSwsZOfOnairq3Pp0iVcXV05e/Yst27dor+/n0OHDol0+BUrVnDnzh20tbVJSUlh69ataGtro6CggKKiIl1dXZw9e5acnBxWrFiBgYEBM2fOxNLSkqqqKj7//HMmJiY4cODAX87b0aNHMTMzEwm2k5OTuLi4MDk5yaVLlwgPD0cmk5Gfn099fT0qKirk5OQwc+ZMzM3N8fX1RV1dnZKSEurr6/Hz86O3t5e6ujoqKyvp7u4mMDAQLy8v2tra+PjjjzEyMuL111/n9OnTaGtr09zcTGtrK5aWlrzwwgvk5eXx7rvv8sQTT1BcXIyxsTH+/v6oqanR1dXFxx9/zA8//EBMTAzNzc0oKiqiqqrK5OQkUqkUW1vbv4y3/8pdUlISCxcupKioiPj4eBF6FBISwiuvvML27dt5+PAhPT09GBkZYWZmRn19PQ4ODhw+fBhNTU3Gx8cJCAjAycmJmJgYli9fzoULF+jt7cXV1ZXFixfT09PDzZs3cXR0ZGRkhLy8PDo6OggLCxPBVGfPnkVDQwNdXV0cHR0pKirCy8sLHx8fjIyM6O7upqioiO7uburq6vD39yclJYWSkhL09fVZtGgRvr6+08JbXFwcRkZGdHR00NXVhby8PPX19ejo6JCdnU1YWBgymYy6ujqam5vR1tbm1VdfJTo6moSEBLZt24ZEIqGzs5Pa2lrq6uro6ekhODgYR0dHvvjiCwIDA/H29kYmk6Gtrc3OnTtxcHBgfHycffv2oaamxujoKLq6uvz0008MDAwwPDzMM888g7Kyskhw1tPTEy/GvXv3curUKdauXYuCggLJycn4+vpiZmY2LbwdPXqUVatWYWRkREVFBZWVlfj5+Ykk6VdeeYWSkhKSk5OZnJwkPDwca2tr8azeuXMntra2tLS0UFlZiUwmo7CwkDVr1vDJJ58QHh6Ol5eXSKT28fEhMzOT7u5uNm7cyPXr15FKpTg7O6OgoICenh4PHjzAy8uLwcFB4uPjKSsrY3R0FBUVFXp6epgxYwaDg4OYmprS09ODpaUlnp6elJeX09TUhJub21/+jPv8888JDQ1lYmKCgYEB1NTUqK+vJz09nTfeeIMff/yR8PBwxsbGaGhowNDQEE9PT/Ly8lBUVCQ9PR0VFRVGRkZob29HRUWFxx9/HJlMhqWlJampqRQWFmJsbIyrqyuXL1+mpaWFiIgIJiYm8Pb2FgnyHh4enDx5EolEwpw5c8jMzKSoqAgtLS3c3Nywtramra1NpFU/++yzZGVlUV9fj5qaGlVVVRgbGxMZGfmX89bW1oampiZFRUVUVlaKAL/z58/j4uKCvr4+tra2DAwM0Nvbi5KSEoWFhbz++utERUVx7do1ZDIZFhYW+Pv7ExERwfDwMI2Njfz444+EhITg6OiIgoICJSUlXL16lb6+PiQSCR4eHsjJyQHQ1NREamoq6urqaGpqsn79eu7du8eSJUvE+0NdXR1ra2syMjIwMDAgPj6e1tZWnJ2d8fPzo7Ozk/HxcXx8fKblXpWXl6e7uxttbW2Gh4cpKiqip6eHxYsX8/rrr1NfX4+FhQVDQ0PY2dlx4MABurq6OHjwIAEBAWRnZ+Pr64uzszNSqRRDQ0OOHz9OQUGBeJZpaGhQX19PVlYW/f39pKWl8fbbb/P++++zfPlySkpKePDgATo6OqxYsYIlS5bw2WefsX79etra2ujs7KSpqYnc3FxWrlxJUFAQkZGRfPzxx1y/fh0FBQVmzJjBL7/88peeRf4rbxcuXKCkpARvb29UVVXp7Oxk586dHDt2jICAAM6dO8fatWvR0dERZzkVFRXef/99IiMjsba2JioqCm1tbWbOnEllZSXJyckMDw9TW1vL+vXrGRgYoKqqiqamJpqbm9HS0uKFF15AWVmZxsZGLC0tGR8f5/r167S3t7NixQrKy8sZHR3F1dUVAwMDiouL+eGHHzA1NeW1117j5s2bREZGEhsby9jYGOHh4WhpaTE8PPyHePtvKz5qa2tpamoiICDgD/8/U6Omjo4OVFVVMTMzo7u7m/r6eoyNjXnjjTdQUlJi7ty5uLm5UV5eTkpKCk5OTiKp0tjYGA0NDRElX1VVRUJCAlpaWuTl5YmDTnd3NwYGBqxatYqGhgY+++wzZs+eTUNDA1lZWXh4eDB37lx6enp45513KCgoYMuWLaSnp9PV1UVraytKSkrs3bsXMzMzurq68Pf358iRI0ilUubPn09/fz+HDx9GT09PpAb/FZj6voODg0gkEtTU1JCTk0NLSwsTExPOnj3LmjVrcHFxwcbGhszMTMbHx1mzZg3Dw8OsXLmShIQEBgcHsbS0xNbWFkVFRWQyGWVlZYSGhhIcHMzs2bNRUlJCJpMRHBxMS0sL5eXlrFixgjNnzrBgwQIyMzNpb2/nxo0bzJo1iz179mBoaEhMTAzBwcFUVlZSU1PD/Pnz2bhxIz4+Pty6dYtFixYRExODjo4ODg4OhIWFkZqa+m/X91fxFhoaioeHB8rKymRmZnL16lV++eUXvL29MTExwcbGhnfffRcbGxueeOIJysrKyMvLQ1dXl5kzZyInJ8etW7doaGhASUmJixcvoq+vz5kzZ3j88ccJDAzE2dkZDQ0N5OTkePXVV6mtraW/v5+4uDjmz5+PVCrF3NwcS0tLXnzxRSQSCZGRkVhaWlJaWkpKSgr19fUsWrSI2tpacnJyaGtrQ1dXl7y8PMrLyxkZGUFBQQEXFxdsbW3/0tHt1PceGhrim2++QVlZmYGBATo7O5FIJJw6dYry8nLs7OyYmJggLS2NxsZG1NTUOH78OLdu3aKqqgpHR0eam5sxNzfHyckJHR0dLly4wI4dO6itraW4uJgff/wRiURCcHAwfn5+ZGdnc/nyZaRSKdHR0YyOjjIyMkJpaSlPP/00JSUlFBUV8dRTTyEvL09hYSGnT5+mo6ODhQsXkpycjIKCAg8ePMDKyoq+vj7a2toIDAxkdHR0Wnjz8vLi+vXr+Pv7o6enx08//URHRwcGBgaMjo6irq6OkpISTU1NKCsrs2/fPmpqaqipqcHDw4P6+nrGxsZITk4mLy+PNWvWIJFIRNFhaGiIhYUF4+PjlJSU0NzcjLGxMT4+Pnh4eKCoqEhWVhYA4eHh+Pn5MTo6SmtrK52dnWhoaBAYGIi5uTnnz5/Hzc2Nbdu28e677yInJ8exY8ewsrLCx8eH0dHRf7u2v5K3iYkJ4uLiWLZsGXPnzsXc3FwU8I899hj379/Hx8eHrVu3kpWVxXfffYezszMFBQW0tbVx584djI2N0dHRQUlJiZ6eHvz8/CgpKUFFRUUUI5mZmRQUFDAyMkJSUhJ1dXVYWloyOjrKjRs3uHjxIh4eHkgkEu7cucPChQvZt28flZWVeHt7M2PGDDo6OjA1NaWiooKEhAQsLCyYPXs2k5OTNDQ0iITmv5K7qe+7bt06rl27RktLC5qamtjZ2REQEMDRo0f54YcfmDt3LgoKChQWFiInJ4eXlxfnz5/nzp07PP3001RXV2NjY4OhoaE4TCYlJTF37lx+++03bt26hZ+fHwMDA5w+fRqZTMb69eu5c+cOCgoKREVFERYWhpmZGe+88w4jIyMsWrQIMzMzRkdHuXbtGs3NzWRnZ9Pd3Y2npyfPPvssO3bsYN68eTQ2NtLb24u6ujp6enrY2NhMC29OTk5cuHABY2NjNm7ciLq6OgoKCmRmZvL444+TnJyMsbExVVVV9PX1YWpqSmZmJkNDQ1RVVbF7927k5ORISUnh7Nmz3L17l2+++YbU1FSysrKwtramtbUVMzMzzMzM6O/vx8DAgKVLl+Lr68uPP/6Iubn5v71XXnrpJT766KN/OxtZWlpiamrKzZs30dXVxdramhUrVtDc3Exubi5RUVFs3bqVpKSkv5S3//q91dXVSUxMpK6ujoaGBurr63FxceHixYu88sor9Pb2IpPJaGtrQ0lJifr6eq5cuYKhoSFaWlrMmDGD1tZWBgcH8fHxwc3NDU9PTyYnJzl37hyzZs2ioaGBjo4O1NXVGRoawszMDKlUymOPPYaFhQVJSUlkZWWhpKSEhYUFjz/+OEuWLKGhoYGffvoJFRUV5syZw5o1a6iurmbPnj2oqqpy6tQpzM3NUVBQIDo6ms7Ozmnjbd68ebS3t2Nvb8/ExAQ3b95EQ0MDFxcXamtrsba2xtDQkIyMDM6ePcvg4CBmZmZUVFTQ3t5OfX09iYmJuLm54e/vj7y8PAMDA+Tn57Np0yby8/MxNjZmcnKS5uZmIiMjcXZ2xsvLi97eXuzt7UXTuKysjKVLlxIREYGHhweDg4PExMRQUVFBd3c3TU1N7Ny5k46ODqytrWlvbxd/3tzcjKamJpGRkX+Itz9cfKSmporupLOzM5s3b0YqlYq/t7S05NKlS7z66qvcu3fvP/olNDQ00NPTg1QqRUdHB1dXV8zNzfHy8uKjjz7ixRdf5MGDBxQVFTE+Pk50dLToDkokEpydnUlKSmJ0dFR0Dx48eMDWrVuJjY1FW1sbFxcX+vr6xEvh3LlzvPTSS1y7dg0fHx8kEgllZWUMDg6SmpqKv78/iYmJLF++nJ6eHhobG5GXl8fPz4/29nYsLS05ceIEnZ2d2NjY0N7eTlZWFjKZjMcff/w/uv4/i4aGBrS1tVFSUmJiYoLx8XHi4uIoLy9n/fr1ODs709nZSXZ2NiMjI9jZ2VFaWkpubi4VFRXMmzcPFRUVampq6O7uRl9fH39/f5YuXYpEIqG9vR1VVVWqq6spKyvD29ubl19+mbNnz/LWW2+xdOlSAgICqKioYGJiAnNzc1RUVFi5ciXx8fH09PSgoaFBX18fZ8+exd7eHiUlJTZv3oyFhQWnTp1iYGCAkJAQ5OTkcHBwmBbeUlNTefjwIerq6oyOjoqfe//+fbZt24aKigptbW2iM21jY4OzszNDQ0MUFBRQUFCAmZkZwcHBdHZ2Ehsby9q1a/nyyy/R1NRkbGyMkZERuru7ycvLQ1VVFT09PfFnNTU1WFlZoampSXNzM/n5+fzzn//kwYMHhIaG0tbWRk1NDZqamtTX13PhwgU8PDzE4b2yslIcWCcmJtDQ0JgW3uD3aZuysjKurq7Iy8tTUFBAQkICfn5+7Nq1Cw0NDbKzs0lISMDKyorFixezdetW3n//fV599VWKioowMDDA3d0dOzs72tvbqaio4NKlS/T19REcHIyDgwODg4OiczMyMoK/vz9paWn09fUxOjqKr68vSkpKNDY20trayqZNm0hISMDc3Jze3l5UVFSYMWMGRUVFNDY24ujoSFBQEENDQ4yPjzM+Pk5vby9qamrTwtvUv9nQ0JC2tjb09PQYGBhg+/btHDt2DIlEgo2NDVKplLq6Ou7fv09GRgZbtmzBwMCAL774gtmzZyOVSsXUwc3NDXd3d1paWoiMjKShoYG4uDiGhoYYHh5m69atnDx5kuDgYPT09NDT06OsrIxz587R3t7Oc889x+DgINXV1ZSWltLf34+KigrBwcF0dXXx008/YWlpiYuLC9HR0TQ0NIgD+HRBTk5OTLoGBwexs7Ojp6eHqqoqcS81NDTg5uaGuro6VlZWyMvLY2Zmxvbt29HR0aGiooKOjg6MjIywsrLC1taWS5cusXnzZu7du4epqSlmZmaMjIzg4OCAgoICN2/epLW1lbKyMuD3g1VeXp4oqO/fv8/Y2BhNTU3isCiRSOjq6mJychIHBwdqamrIyMhAS0sLFRUVTp06hY+Pz7Tw1tXVRXV1NZaWluLgrqGhwb59+3BxcUEqlTI+Po62tjby8vIYGBgwPj7Ok08+SU5ODv39/ejr6+Pl5UV3dzc3btxg+fLlqKurk56eTnBwMHPmzEFbWxt9fX3y8vKQk5NDW1ubyspKCgsLkUqlNDY2kpCQQHBwML/99hsBAQFIpVIiIiKIiooiLy8PHR0dzM3NSUtLw87OTvy7dXV1GRsb47HHHqO/v39aeKuvr+fBgwcoKChQVlaGsbGxmDB+8cUX4lwCUF5ezsOHD4mMjKSsrIw7d+4wMjLCmjVr8PT0pLW1lYmJCX777TeKi4tRU1MjPj5eKCSm3r2dnZ3Mnj2bwsJCPDw8hNJDV1eXAwcOYGNjw9jYGP39/QQGBmJgYCDe1SUlJYSHh6OiokJiYqL4u56eHh4+fDhtnzeAjIwMuru70dLSQldXl8bGRoaHhzl//jwADg4OWFlZMTo6SmdnJ52dnTg7OzM8PEx2djampqZoa2ujpaVFY2MjR48eJSIiAn19fb799ltxxpBKpaioqKChocG1a9c4f/48w8PDODs7o6Ojw4wZMwgNDaW7u5uDBw+yevVqMR2vrKwkMTERiUSCRCLBx8dHfPZbWlpoampiYmKCjRs3ThtvZmZmhIWFMT4+TltbGw4ODlhYWCAvL4+mpiZ1dXWcOHECFRUVnJycyM3NpaqqCm1tbeLi4rC1tSUkJAQ7OzsUFBSQl5enoaGBDRs2oKenR1paGm1tbbi4uLBv3z50dHSoq6sjOjoaNTU1QkNDycrK4v79+2hra1NaWsro6Ch2dnbcunWL3Nxc7O3tCQgIQE5OjomJCdLT0xkYGOD27dsYGxujqalJVVUV8vLyREZG/qHr/kNlXVRUFNu2bePWrVu0tLQQGxvLokWLOH369L99nZOTE01NTf8x+YqKioyNjSEnJ4dEIsHa2hpra2sWLlyIq6srHR0dAGhqaqKhoYFUKiUgIID29nY6OztRUlICEJ1CLy8vrKyskEqldHV10dbWhkwmo7Ozk9LSUtTU1FBVVcXU1BRTU1Pk5eVpaWmhtraWyclJ5s6dy9KlSxkaGkJVVRWpVIqrq6sY3ysqKpKXl0dCQgIAk5OTdHV10dvbi7Gx8bQdaOD36nlwcJDOzk6am5vJzMzEzs6OhoYGYmJi6O3tZXJyks7OTmpqamhqauLSpUtiBF5eXs7NmzcpKysTHYTJyUna29sZGRlBTU2NgYEBioqKkJeXx9vbm3nz5qGmpkZzczP9/f1IpVLc3NyQSCTY29vj6uqKTCZDVVUVDQ0Nent7iY2NJSoqirS0NGQyGV1dXaioqNDZ2UlmZiZKSkqMj49PC2fKysrExMSQlJSEkpISy5YtY+PGjUgkEjQ1NcnIyMDe3h5zc3Pq6+uprq5mzpw5mJmZ0dHRQW9vL7a2ttjY2KCkpISCggJdXV1YWlrS2NhIf38/w8PDNDQ0kJSURFJSEmNjY9y9e1c8IGpqaigvL6erqwtlZWUAEhMTaWhooKamhoGBAbS0tNDQ0EBRUZGwsDBqampIS0tjdHQUIyMjLCws8PX1xdLSclp4A1BQUEBbWxtdXV0xvZg6JGhoaFBYWMjIyAhmZmYYGxszOjqKv78/cXFxLFiwgJkzZ+Lu7o6KigodHR3o6ekxPj5ORUUF1dXVyGQyIRV5+PAhJ0+eJD8/Hx0dHZydnQkJCWF4eJi6ujrc3NzQ1dXFxcVFSBGys7OZmJjA09MTiUTC2NgYnp6eWFpa0t7ejqKiIu7u7vj4+NDe3j5tvKmqqjI2NsaDBw+oqKjAz8+PoaEhMR2b6rRZWVmho6NDWloaY2NjODg4YG1tLf5cV1cXJSUl0tLSaG5uZsWKFQDo6urS1tZGS0sLpqamBAQEoKamhrm5ORoaGmhra6Ourk57ezv37t0jNjYWVVVVcTCVyWQUFxdTUlKCq6srjY2N3Lx5Ex0dHXGgHhwcpKioSBzIpwNdXV1YWFigoqJCY2Mj7e3teHl50d/fz40bNxgaGqK4uJi0tDQaGhqEDMjV1ZV169ahoqKCqqoq2traAOL+TE5OZnx8HE1NTSYnJxkbG2N0dJTS0lLMzMzQ1dXF1tYWIyMjsTgpkUhQV1cHoKioCD09PQwMDFBUVGRoaEhIkjo7O1FWVmZ4eJj29naKi4uF3G9oaGhaeCsrK6OhoYHh4WHGx8cZHR1ldHQUS0tL2traUFdXZ3JykuHhYYaGhhgZGUFeXp7AwEDKy8sZGBigv78fZWVlbGxs8PLyYsaMGTQ1NWFhYcHKlSvR0NCgtraWvr4+hoaGhPRsZGQEiUSCsrKymBaPjo4yPDzM8PAwampqQh5pb2+PnZ0dqqqqJCYmimK6sbGRwcFBVFVVMTY2nraF3IqKCtTV1WlsbOT27dvExMQwMTGBs7MzJSUlyMnJ0d/fz+DgIEpKShgbG+Po6EhFRQWNjY08fPiQ+/fv8/DhQ9TU1NDV1eXMmTMYGhqKKdvIyAg9PT3Ex8fT2dmJtrY2RUVF3Lx5U3weJycn8ff3p7u7m6tXr7J+/Xr09PQICQlh6dKlWFpaUl1dzZIlSzA3N0dPT4/S0lJRIHd1dYn7d7pQV1fH5OQkJiYmGBkZAYhD7O3bt+nu7qanpwcAHR0dNDU16enpobKyUhQDAwMDQtI2JTvr6OggKCiIjo4OBgcHkUqlGBsbU11dTX5+PlFRUeKgrq6ujrOzM1u2bMHR0ZHi4mJGR0cZGBhgbGwMiUSCvLw8qampmJubM3v2bDQ0NGhqaqKqqkp89oOCgqaNt+zsbCwsLIDfZX8aGhq0t7cjLy+Pra0tDg4OlJSU0Nraiq6uLvr6+qxevZrQ0FCys7MZGhrCz88PDQ0N7t+/T0FBAcbGxqxZswY7OzukUqmQ7+no6NDZ2Ul3dzfj4+OoqKiQm5tLdXU1urq6eHh4iLNdT08Ply5dEr+3qqoqlJWVhax3ZGSEqqoqDAwMsLS0RE1N7T86i/yhO/qrr74SH6BLly5x5coVoqOjqays5J///CcTExMAQq/4n8LMzAwHBwfs7e2xtLQU3bbJyUm2bNlCSkoKISEh+Pv74+joyOuvv87atWspKSnh/v37tLe3Y2BgQHt7O1FRUVRVVREaGsq9e/fQ0tJiZGSEiooKob/V19fH3d0dX19f1q1bR1FRER0dHTg6OuLq6srKlStxcnIiKChI6LNdXV2ZMWMGk5OTKCoqcubMGYyMjDA1NUVLSwsjIyM8PDywsLAQRclfDQsLC/r7+2loaKC5uZnu7m5GR0dxd3cnKiqKgwcPkpOTg6KiIiMjI6SmpjI2NkZrayu2trbIycmRkJBAamoqw8PD6Orq4uPjQ3x8PKmpqfT394uCBX7vbNy4cQNzc3O2b9/O2NgYzc3NqKmpYW1tTU9PD/b29uTl5SGVSpk5c6b4sOvp6dHR0UFdXR1Hjhzh5s2bTExMUF9fz+XLlxkbG+PixYvTwtuGDRvEYWzq5paXl8fLywupVCo6lE888QSenp6MjIwwb948dHV1cXBwICIiAolEQn5+Pnl5eVhZWXHmzBnmzp3LwMAAVlZWaGtriyLE2NiYoaEhTp8+TVBQEPb29oyPjzM8PIy5uTlubm4cPXqUyclJoqOjUVVVRVdXl8HBQXR0dFi/fj1aWlqMj49z9epVysrK6Ovro6Ojg5GRkWkr2gD09PRobm4mIyODgoICFBUVmTdvHtnZ2dy9e5eLFy9iY2PD1q1bCQgIIC4ujqioKKysrMjKyhKd566uLiEDmpiYwM/PD2dnZ1JTU7l27RoZGRlUV1dz8eJFCgoKyMzMZNu2bWzZsoXR0VFiY2NpaWlhxYoVPPvss1RUVODv709LSwujo6Po6emRmZmJr68v/v7++Pn5ce3aNQAiIiIIDQ1FS0tr2njT0dEhMTGRmJgYGhsbxYHhxo0buLi4UF5eTmxsLHfu3KGkpARTU1O2bdtGdnY2DQ0NLFmyRHRAGxsbiY+PJzs7mxkzZtDX10dWVhYKCgr4+fkxb948Fi1aRHFxMRs2bMDAwICuri4KCgooLi6mt7eX9vZ28vPzyc3NFYXu1LOsoaGByclJfH19GR0dJS8vj+7ubtTV1env7+fmzZvTxtvUvo6RkRGamprk5ubi6+uLVCoV1+Lo6IiKigrFxcXU1tbi4uKCsbExHR0d3Llzh97eXpSVlWlvb6egoICGhgbKy8uJiYnB09OTsbExHj58SH19PVFRUVRXVzM8PIy3tzcRERH09fWJrvS6devo6elhdHSU/v5+PDw8sLKyoqenR0i6ampqGBsbw8LCAjc3N7q6uoiPjyc4OHjappRqamro6+vz8OFDHjx4QGNjI3V1dcTHx/Pll18yODhISUkJ+fn5VFZWUlVVRX19PYWFhaioqCCRSGhqaqKmpgYtLS0WLlwoCj5PT0/6+/u5f/8+J06c4OTJk0If3tjYKHYR/Pz8WL16NevXr6esrIy5c+eipqZGXV0dg4ODODo6EhwcjI6ODs3NzZiYmKClpUV3d7fo1hobG1NWVkZ5efm08DY2NkZQUBARERFCBx8eHk59fT2rVq3C29ubsbExhoaGsLa2ZsmSJbS0tFBUVMTMmTOJiIggKSmJqKgoGhoayM/Pp7u7GxsbG7S0tFBUVMTe3h4XFxcMDAywtrbmySef5Pz587S1tZGdnU1hYSHa2trMnj2bn376iWvXrrFkyRJMTU2RSCS4uLigo6PDL7/8goODAz09PXR2duLt7Y2Kigqtra20t7eLqfJ0QV1dHV1dXbFb1tvbS09PD3v37kVBQQFfX18mJibQ1dXFy8sLVVVV4uPjuX79OqtXr8bLy0s8lzo7OzE3N6enp4eMjAwWLlxIZ2cnMTExZGRk0NzcLM4NHR0dODk5MTAwgLy8PPr6+qipqREQEEBAQABaWlrcu3eP69evo6Ghwdq1a8UEd2RkhPLyci5dukR/fz/y8vKiKThdiI+Pp6mpSZwXBgcHSUhIQEdHBz09PYKDg/H29gZ+3wXS1NRk2bJlrFy5ksHBQVGw5eTkcPbsWeLi4sSEbO7cuTg6OmJvb8/AwAC3bt2iu7sbQ0NDNm7ciIeHB3fv3mVwcJDAwEAcHBzw8fGhoaGB5ORk8vPzxU7wsWPHiIqKQlNTE1dXV+zt7Vm0aBE+Pj6iEePv7/+Hr/sPya6am5s5dOgQxsbG4s8MDAx47bXXSEtL4x//+AcHDx78zxj/L6isrMTLywstLS3U1NSws7NDR0eHgYEBDhw4QHNzMy+88ALl5eW0tLQglUr58ssvWb58ORcvXuTll18WVWx4eDgFBQXiRjh16hQuLi7IycnR3t5OR0cHmpqa3Lp1i7feeovTp08za9YsfH190dXVpaioiC+//JJFixaRn5/P5s2b+fTTT2lpacHX1xcjIyM+/vhjQkJCxC/ZxsaG+Ph4zp07h52dHYcOHRK66L8SpqamQgLk6OiIkZERaWlpnDt3jvT0dLS0tPjmm2/Q1dXFyMiIkpISNmzYwNjYGGlpacTFxVFUVCQW48rLyyksLBQ6fCcnJ7S0tMRi6o0bN6ipqcHMzIzLly/z0ksvYWBgAPz+0P7666/ZsmULW7duZfny5Zw9exZ9fX3WrFmDmpoar776Kk1NTfj4+DA2NkZubi7m5uasXLmS9vZ2FBQU/nLO4PduqqqqKu3t7aSkpNDd3U1CQgIymYyFCxeSnp5OYGAgzc3NjI+P8/TTT9Pd3c3OnTs5ffo0IyMj9PX1kZeXR0VFBQcPHqS8vBxbW1vU1dWxsLCgsLCQrq4uvL29efzxx/n666/x9vZGU1OT7u5uNmzYgKGhIeXl5ezbt49169YxZ84cEhMT2bVrFzk5OVy5coWhoSEWLVrEu+++S3R0NDNnzuTKlSuMj49jZmYmDrNTUoC/GhMTE7S1tZGcnIyioiIWFhaMjY3xr3/9i6ysLA4ePEhDQwMhISGoqamRkpJCfn4+AP39/cydO5fZs2fj5OQkXrY+Pj4UFhbS3d3N2NgYW7ZsQUVFhZMnT2JoaIiamhoxMTGMjo5SUlLCzJkzWbduHXJycrS0tODg4MDGjRv56quvGBoaoq6uDhUVFXx9fbGysmL//v388ssvPPPMMzQ2NvL9998DsG/fvmnrRJ89e5bAwEA2bNhAcXExsbGxXL16ldTUVGxsbPjoo4/Izs6mpKQEmUxGZGQkAQEBPP300/j6+lJeXk54eDiGhob4+vpibGws9POjo6NcvnwZNzc3vLy8aG1tpaSkhN27dxMQEMCePXvE/kNdXR1SqZSenh6uXbvGxYsXeeaZZ4iNjcXR0RF3d3dOnTrF1q1bKSsrY926dUilUg4fPoy6ujohISEcO3ZsWjiD3ye7dXV1ooE0dXB9+PAhCxcuJC4uDn9/f9ra2sjJycHc3Bxra2s8PDw4ceKE6CJHR0fT3t7OBx98gJKSEv/4xz+EfENBQYGQkBDCw8MxMDAgKSkJNTU1Wltb6e7uRklJCVVVVYaGhjA2NhaykPb2dkJCQqipqSEuLg5fX18SExMxNzfnyJEj1NTUUF1dLXTRPT09zJ8/n7a2tr+cN3d3d5YsWcJPP/1EcnIyzc3NfPvtt+zdu5eQkBBOnz5NfX09XV1dSKVSMjIyaGtrY2BgAAcHB1xdXWloaGBkZIS4uDh++eUXPvzwQy5evMisWbPIzs7G39+fmTNnUltbS2JiIidOnEAikWBmZkZnZydaWlp0dXVx/fp1SkpKmJiYYO3atbz66qts3ryZ1tZWbt++jbq6OmvXrqW+vp74+HgGBgaEdEkmk9HR0UFGRga+vr5/OW+6uroUFxdjbW2Nrq4ut27d4vXXX6e4uFjsD8jLy1NdXU1sbCy3b9/m7bff5oMPPuDEiRPIyclRVlaGnp4eDg4OfPfdd8ybN4/du3dz9epV3nvvPTHZ1dDQIDw8nIiICLKzswkNDeX48ePMmzcPMzMzSktL+f777ykvL+fDDz+kt7eXhoYGiouLkZeXZ/Hixbz//vt88sknzJ49m2+//ZYnn3yShw8fUlpaio2Njdgxmg6Mj4/j7++PkZERqqqqYjextLSUwsJCsSwOv+8IFxUV8cILL/D999+joKBAZWUlnp6ePHz4kNzcXOzs7CgqKiIgIIDW1la2bNnCr7/+SkFBAWNjYzz//PPk5+dTWlrKoUOHmDlzJp6entjZ2ZGRkYGnpyfx8fGEhoZy8+ZN1NTUMDExwcLCggULFrBz505u3rwplrnh94lmdnY29+7dY+HChdPC2+zZs0lISKCwsBBLS0s2b96Murq6mF52dnZiYGCAiYkJ1tbWGBkZsWzZMr7++muUlZUZGxsjLi5O7LNUVFTw8OFDWlpaGBkZITc3l8TEROzs7Ni6dSu+vr68+uqrrFy5khMnTlBeXs6dO3cwNDQkODiYy5cvs3TpUsrKyggODhbyaFVVVTQ1NYU8a3BwkIMHD1JaWkpNTQ0KCgpUVFTg5ub2h677DxUf3t7e/4+H6SnHonffffcP/9D/O8LCwoDfDzYpKSl89913bNq0idjYWCorK8WiIPxu4RUQEMCdO3dQU1PjxIkTjIyMCLnMzz//zMqVKzEwMODvf/87p0+f5t69e+jp6WFqakp/fz+ffvopdnZ2VFRU8Pbbb1NdXU1vby/p6ekkJSWxbds2pFIpu3btYuvWrRQWFvLMM88wf/58Dh8+zPz58zEzMyMjI4OrV68iLy/PmjVr2Lt3L8rKykLj/ldDQUGBJ554gtzcXLG8mpeXR21tLcePHxddUnl5edrb24mPj6elpQV9fX3mz5/PxYsXcXV1xcnJiZ6eHnJzc7l//z7p6elCxvDkk0/i5uZGUlISJ0+eRElJiUWLFrFjxw5Onz5NXl4e3t7ePP300zz33HPCzcXW1pZnn32WgoICkpOTcXFx4dixY2zYsIFNmzZRVVXFtm3b6Ojo4KuvvqKmpobt27f/5ZwBYjkvKipKFFNWVla0tbWxZ88eXFxcSEtLw9HRkeHhYfz8/FBWVuaLL75AIpGQmZmJnp4eK1asQCKR0NzcjJGRETt27GDBggXY2dmRkJCAo6Mjr732GkNDQxgaGuLm5oaCgoIYq6ampnL37l0AtLW1kUqlfP/997zxxhtkZmZiaWmJsrIy0dHRvPPOOxw5coT6+np8fX0xNTWlrq4OZWXlaSl0p6Cmpoanp6eYaKmqqmJkZMT4+DhLlizh/fffp7S0VMgksrKyWLhwIWfOnAGgqqqKBw8esGnTJoyNjfnyyy9ZvXo1GzZsQFdXl7S0NFRUVDAyMuLZZ59FUVGR9vZ2goOD+fHHH9HT02NsbIzi4mIqKirYs2cPd+7cobi4mNdeew2pVEpvby9ubm6EhYXx448/8tVXX/Hjjz8yMjKCTCajtrZWOIZMV/HR2NhIT08P5eXlODg48Oabb6KgoIC7uzsdHR3IZDK2b98uuvm7d+/mjTfeYP78+axatYpdu3Zx/Phx5OTkMDc3Z9u2bZiZmbFjxw4uXLiAiooKf/vb37h+/TqbNm2isrKSn376ievXr1NeXs6vv/5KcXExWlpaTExMYGZmhq+vL6dOnUJFRQUzMzOcnZ0JDw/HxMSEo0eP8s0337BmzRq+++47hoaGSE9PR01NjX/+859CJvZXIzIyEjs7O0xNTbGzsyMxMZGKigqio6O5efMme/fu5fr16yQnJ2Nra8sHH3zA8ePH+fjjjwkODmbz5s34+PgwMTFBcnIyOjo61NbWsmLFCgICAvj1119xdXUlMTGRc+fO8fLLL6Ovr8/777/PgQMHePLJJ3F0dKSuro64uDi+++470bixtrYGICcnBzc3N1atWkVVVRWLFy/m4cOHWFtbc+fOHa5evYqJiQnffPMNqqqq01J8qKurEx8fj4qKCrq6ulRXV/PJJ5/g6enJ7t27KSkp4a233iIpKYmCggJmzJhBaWkpe/bswdbWFk1NTQoKCpg5cyYzZ85EKpVy9OhRoqKi6OnpITo6GltbW7q7u4mPj8fW1lZIlM6cOcMXX3zBP/7xD5SUlMSe39GjR3nqqadQVFTk/fffR1NTE4lEwuDgIIODgxw4cIA333wTc3NzAgMDSUpK4vvvv8fX11ecEf5qDAwM8Ntvv7F7926kUikymYwzZ85w/PhxkpKS2LBhA5aWlsLI4fLly7z44ouMjY0JyfXSpUvFDtXhw4f5+eefmZiY4JNPPsHHx0c4KTY0NAjnpdjYWDZv3szJkyf5/PPP+e6779i2bRsPHz5kbGyMX375hfv376Ovr09NTQ0VFRXU1NQQExPD3//+d3bs2IGVlRUPHjwgJSWF5uZmYmNj+fDDD2loaJgW7ubMmUNCQgLGxsZ0dXUxPDzMjBkzeO6553BycqKyspIjR45gZ2fHhg0bxE7Bv/71Lw4dOsSaNWswNzcHwNnZme3btxMTE8P27dsxNjYWJhqenp4oKSlx5swZ3nrrLRwdHXniiSdYs2aN2CEpLy9n+fLluLm5ERcXR0dHB4cOHcLR0ZGHDx8yODiInp4e//rXv5gzZw6bNm2itrYWd3d31qxZw/3796eFM/jdAMTe3l44kvb19TEyMiIadAUFBaxevZqsrCxyc3N5/PHHUVdX5/Tp00RERODu7o67uzsuLi7U19fz+uuvs2TJElRVVfnuu+/Iy8tjcnISJSUlysrKyMrKYv78+SxdupSRkRE8PDzw9/enq6uLkpIS7ty5Q0ZGBrt27eLSpUtcuHABExMT1qxZw+zZs6mrq2P27Nnk5uZy5coV4uLi0NfXx8XF5T/6rP2h4uPll1/mH//4B3Pnzv3/6t1rbGzMa6+9xiuvvPLHGf8veOyxx+jr62N8fBxfX18yMjK4cOECixYtEvaJbW1tSKVSVFVVOXHiBDNnzmRkZISJiQlyc3NpaWlBSUkJd3d3ZDIZoaGh/Pbbbzz22GOEhYUxNDREU1MTMpmMTz75hDfffJOLFy/y1ltvsWbNGnJycrh//z5WVlb87W9/48knn8TAwIB//OMfwkKuqamJ9evX88wzz4juUWNjIzExMcTExLB06VKkUum/LeL/lTh8+DAxMTGsWbMGBwcHsXB79epVhoeHuXv3LjNmzMDR0ZGMjAy+/fZb0tLSOH36NJmZmSQkJNDT00NycjJz5szhgw8+EHrn/fv3c+HCBSYmJjA2NkYikdDf38+FCxeYM2cOkZGRQluupaXFyZMnOX36NO+99x5ubm6YmZmxf/9+5OTkcHZ2JjY2lpycHFxcXDh9+rRYVHdxceHTTz8lJiaGS5cuCQ37X4n169ejo6PDrFmzkEqljI6OCg3y8PAwhYWFpKSkcPPmTfT09HBxcWHv3r1s2rSJxYsXi+X83t5eAL7//ns2btzIBx98wBdffEFERAR+fn7k5eXx0UcfsX37dnHwGB8fJzg4mI6ODmG16+HhgampqXCSKigooLe3F4lEwtNPP01mZiZ+fn6sX7+epqYmjh49SnV1NR4eHty7d4+TJ0/S0tLyl/MGvxcPXl5e+Pn5cfv2bb744gsxEZ03bx6Dg4PY29sTEhKCmZkZnp6e3L17F1dXVzZv3kxpaSlxcXFcvnyZXbt2kZCQQHx8PGlpaTz22GMsXLhQ2OTGxcWRmpqKlZUVx48f56uvvqK+vl44iV27do3k5GSeeOIJgoODMTc359KlS7i4uBAUFERRURE1NTWoqakRERFBZWWlsOzt6+ujrq5u2qRXR44c4dy5c6SlpYlFZBUVFZSVlbG3t8fR0ZHCwkJycnJob29HU1OTJ554gp9++onFixdTUVGBtrY2a9euxcTEhIMHD+Lm5savv/7KwYMHWblyJe+88w6qqqq0tLQgLy8vOu9nzpwRexvBwcF88sknVFRUcOzYMdauXUtaWhoFBQVMTk6io6NDT08Pbm5uyMnJMX/+fL7++mvc3NxYuXIl3d3dPP/887z11lvTwltxcTFHjhzB3t4eiUQiirPnn3+eoqIiOjs7UVBQICIiAkVFRa5du8bKlSspLS0VUxtNTU02btyIm5sbH3/8MWZmZigrK7Nx40bRTFq6dCmDg4OcOHGCd955h++//x5NTU0GBgawt7dHU1OTiYkJqqqq+Mc//sHhw4d54oknqK+vJzQ0FC8vL44dO8bMmTNpbGzEzMyM1atXs27dOt555x1KSkp4//33KSkp4Z133vnLeSssLKSnp0dMyAYGBsjNzUVRUZHbt28TGRkpHPJ6e3v5+eefkUgkODo6oqenx8TEBNra2pw4cYKYmBiuXbtGXV0dL7/8Ms7Ozly8eJH58+cze/Zs9u/fLwwoVq9ezVNPPcV7772Hubk5+vr61NXV8fPPP/Prr7/y3nvvcfz4cTZt2kRXVxfd3d04Oztz+PBhDh48SHx8PM8//zzj4+Niqbq+vn7aio+FCxfi6OiIsbEx/f39bNy4kQcPHjA4OMjRo0e5du2aOPxO2Z5LpVL8/PxYvnw5VVVVLF26lP7+flJSUrC1teXcuXOcOnWKVatWERISQnJyMqqqqixZsgRra2vy8/M5ePCg2OvauHGjcCE6c+YMBQUFXL9+nba2NlEE37p1i/HxcS5duoSTkxMtLS2sW7dOOIYlJycTExPD008//f9KlfKf4LfffuPXX3/F0NAQqVSKlpYWW7Zs4cqVK7S3t3Px4kV6enpEIyApKYn169fz1FNPsWTJEuHIZG9vT0VFBSEhIZw5c4axsTFmzZqFo6MjMTExFBYW0tfXx/DwMD/88ANRUVF8+OGHdHR0cP36dYaGhpBIJJw7dw4FBQU++OADli5dSmdnJ19++SXd3d0888wz2NraEh4ezsqVK/nss89ISEgQuw979uyZFs4AfvjhB6qqqvDw8GBgYICoqCi0tLSoqKjA0NCQp59+Gnl5eaysrCgvLycoKAgNDQ16enooKCjgwIEDWFlZ8d1333Hq1CnCw8Pp6OigurqaHTt2YGlpiZKSEra2tgwNDXH48GHc3d1ZtWoV9+/fF3EKTU1NDA8Ps3//furr6ykuLiYwMJD6+nqqqqro6OigvLycPXv2cOnSJUxNTXF0dKSqqkoYKrz66qt/uDElNzk5OflHvrC5uZlLly7h5+f3/6jrGh8f5+233+bQoUN/6IcPDg5SXFzMnTt3qKiooKuri+bmZkZHR1m9ejWamprcuHGDsrIyXnrpJdTU1ITWctOmTWIMNDQ0RFhYGKtWrSIgIIDBwUHeeust9u/fz+eff05mZiba2tpYWFigo6PD+Pg4ampqtLS04OrqiqenJyYmJkxOTlJWVsbVq1f54osvCAsL47HHHhM6WF1dXbq7u3nzzTfZvn07jz/+OIsWLeKXX34hNzeXmTNn8sQTT3Dnzh1cXV1xcXERC4r/nfivvPn5+QEIh6Xvv/8eGxsb1q9fT09PD59++imDg4OEhIQQFhaGiYkJH374IRoaGjg6OnLlyhWUlZWZOXOm2PF46623RPrmxMQEqamp3L59Gw8PDxwcHOju7uaXX35heHiYF198kaVLl4qdmgMHDvDRRx8xMjIC/K517+3tJSoqihs3bvDhhx8SHBzMwYMHCQkJoaWlhQsXLuDt7U1HRweHDx/+y3krKioSDi29vb14enqiqalJU1MTo6OjLFiwQFjtBgUFkZubK+Qq/f39wk1sxowZJCUl8dprr3Hnzh0hlZJKpaxcuRJ9fX2Ki4vR0NBAQ0ODkpISrl27xoIFCygrK0NdXZ3IyEhefPFF5s2bR1hYGB0dHSQkJAibSUVFRdzc3IiMjKSmpgYDAwOampq4f/8+sbGxDAwMYGdnx969e/8y3v7v3E0VoLq6upw9e5b8/Hw+++wzXnvtNY4fP85vv/2Gg4MDy5YtExKDiYkJrKysGBkZ4ebNm1y8eJG6ujoCAgJIS0ujpaWFvXv3EhMTg6mpKRYWFkgkEoKCgsjMzCQ2Npa5c+fyyy+/YGtry7p163BzcyMlJYXJyUnu37+Pp6cnJSUlODo6Eh4eLpaMy8rK0NDQ4PPPP8fX15e+vj5iYmLw8/PjmWeemRbejhw5QmxsLEuWLGH16tXY2NigpqYmlli///57IiIiMDc3F04wM2fOpKKigt7eXu7du8eMGTOETtnCwgKZTMa+ffv4+9//jr+/PyYmJrS0tJCdnU1PTw9Hjhzh1KlT1NfXM2PGDOD3Z7ScnBxffvklL7/8Ml9++aWQVtra2op8jIULF9LW1kZMTAzvvvsuKSkpwnRCQ0PjL71P/ytvJiYmnDlzhjt37ohuaFpampg+PPvss0I+VVFRQUZGBidOnKCkpISvvvqKzMxMwsPDCQwMRCaTcefOHaysrIiJiWHHjh3Y2dnR2dnJrVu3RLNm6jl/4MABrK2thavW1H7JnDlz8PX1xcvLi9zcXGbPni0sZf/2t7/x8ccfo62tzTvvvENOTg5FRUUMDAxQU1PDP//5T7HT+Fc+47788kuqq6sJDw8nNDSU4eFhDh06xKVLl4iNjRXZJSdPniQjI4PIyEi+/vpr4fzz4osvUlpaiqamJjY2NmIXa8oVKCwsjOXLl9PV1cX58+dRVVVl6dKlZGVlcePGDXp6elBTU8PBwYGgoCCMjY1xc3MTUrasrCzhWGlubk5KSgqnT5+mtLSUnJwcTE1NKSoqIj8/n/379zM+Ps7Y2NhfzltXVxfFxcVi96K1tVU403l6erJ8+XJ0dXXJyclhcHCQyMhI9PX1iY6O5vz589jZ2bFmzRoUFBRoaGjAwMCAp59+Gnt7e2bMmCHkoLW1tVy9epWwsDBeeOEFgoODeeqpp1BVVaWmpoa+vj4cHR3ZuHEj27dvR01NjdraWgICAmhqaqKvr49t27ZRXFzM8ePHOXXqFDdu3KCoqAgrKyucnJxISkpiYmKCl19+eVru1XfffVeY3XR3d+Pl5cW8efN46aWX8PHxoaqqCjU1NTZu3IimpiZHjhzh6NGjvPvuu7z88svExcXx4MEDjI2NcXJyorS0lDfeeEPkYCxfvpy+vj6SkpJobm5m586dFBcXM3PmTDE9Pn/+PKWlpXh4ePDgwQO++uordu3axYcffsixY8coLCzE3t6eBQsWsG3bNs6fP8/p06dpaWlh+/btyGQy4uLiRCzAdPDW1dXF5cuX8fb2xtjYmLS0NOrr61FUVGTdunXY2try7bffUlJSgqenJ4899hgPHz4kOzub5ORkduzYwfj4OCYmJmhraxMVFUVoaKjYEQ0KCkJdXR2ZTAb8/g6orKzkhx9+YNWqVWzbto0LFy7Q0dHBc889xzPPPMPcuXMpKipi8eLF6OnpIZPJRIzFxMQEX3/9NRKJhIMHDyKTyTA1NRWqgin1yP+Ktz9stWtsbMzu3bv/f36NgoLCHy48/iucnJwoLi7G0NCQRYsW4ezsjJKSEidPnuT555+npaVF6AddXFyYN28ec+fOpa6uDh0dHWEzW1JSIvSnJiYmPPfcc8Ju0dHRkd7eXrKzs1m2bBlSqZT09HThEBUcHIyuri719fU0NjYK+0pLS0uhR5yyN+vo6MDLy4vZs2czMjJCV1cX2tra2NraCiek6YCTkxPfffcdSkpKwknI2NiYpKQkcnJy2Lx5s3DPUFRUxMDAABUVFe7du0dgYCCrV68WLh2dnZ0MDQ3h4uJCb28vH3/8Me7u7igpKTE8PIyXlxddXV0sW7aMuro6srOzGR0dJTExkZ6eHoKCgkhJSeG5554TmRhT3vZTOR5NTU1oa2tz9OhRQkJCUFBQYGBgAD09PVJTU1m+fPm08Hb37l0MDQ3R0dGhvb2dY8eO4eXlxfz582ltbRUOHdbW1sJyMT8/Hw0NDT7++GM+/vhj0tLSUFRURF5eHnV1db755hsCAgJ44okniIqKorW1VXBfXFwsXKlMTEzQ1dVFR0dHOJKZm5uTmprKwMAAO3bsEAuiZmZmGBoacu3aNTQ0NHB3d0dBQYF79+5RWlpKWFiYGF1PF+rr69HT0xOdwf7+fv72t78xNDTE4OAgPT096OrqEhsbS3Z2NsHBwYyOjrJt2zbee+89HBwcUFVVxcLCQljoBgQEcP36dTo6OliwYIG4f0pLSzl58iTm5ua4urqSmZlJW1sbfn5+WFpaiudFS0uLMH0oLi5mYmICAwMDBgYG2LdvHxKJBEVFRXJzc+nq6sLDw4MtW7ZgaGg4bbxt376dhQsXIpFIqK6u5vjx45iamgrHnF27dpGYmEh9fT2WlpZoaWnx6aefoqOjw4YNG2hsbKS+vh4TExPmzJlDcXEx33//PQcOHGDZsmXcvHmTgoICamtraW1tRU5OjrfffhsLCwu++uorzp49i7W1NfLy8uTm5tLY2EhTUxO+vr709PTQ1tZGUVERMpkMd3d34fp0/PhxHj58yPj4ON7e3tjZ2YmibjqgpqaGtra2kF7k5ORw7do1Nm7cyPr16zl16pTYo2lsbGT79u2sWrVKOAxNfd6m9gXHxsZwc3PD0tISc3Nzjh49KrKi/Pz88PHxobW1FVdXVz799FMsLS2FraeJiQl37twhNDSUmpoa7t+/L+w76+vr2bVrF+np6Xh6euLg4EBfXx8zZsxAVVWVpKQkLCws+Omnn6alEz0V5jkVUqmlpYWDgwPR0dHcu3cPmUyGlpaWcJSqrq7m7bff5saNGyQlJfHPf/6T0NBQ5s2bh0QiYXR0FJlMhouLCy+88AKffPIJHh4e4hna2NhIX18f5ubmfPjhh8LdCBCHxddffx1bW1uSkpKwtbVl8eLFAOTl5fHYY49x/fp1zpw5w+zZs4mLi6O3txddXV0OHTrEu+++Oy12uzU1NTg5OTExMSGUFpmZmfT09GBubk5iYiLNzc3Cdn+qUAsPD0dJSUlYg9vb2yMvL09PT48oLlRUVDh27JhYrl+4cCG2tra8/fbb9PT0YG1tTUdHB93d3aioqODl5YWysjJvvPEGO3fuZHh4mMDAQEpLS8XU19nZmZ07d5KcnExVVRW1tbXi8D9lwDFd8Pf3Jzw8nBs3bnD9+nVu3bol5MdTOUJTTQxvb2/c3Nx46aWX2L17N/n5+WhpaeHu7k5eXh4pKSkYGxvz3Xff8eSTT7JlyxY6OztxcHCgs7OTrKwsfv31V1544QVGRkYoKyujqKgIU1NTbG1tKS4uFkWuTCajv78fFxcXZsyYgbu7O6qqqty+fZv79++za9cuTE1N0dHREU5tV65cmTab4qysLCGnS0lJEVI7Q0ND7O3tOXnyJMXFxejr62NgYEB9fT3+/v4i/ykjIwN3d3cGBwdpbW0V+2qzZs2ipaWFjo4OYYXt6ekp9v2++eYb3njjDXx9fenv76e5uZlbt25RVlbG3/72N2JjYxkfHxcGBjU1NUxOTrJ//36x55Sfn8+cOXNE6PJ/wtn/1oTzKfT09BAaGio8ivv6+oS0Q05ODkNDQzw8PIStZ0VFBcbGxqioqAgN9ZSzg6mpqXB6mPKMnnIQMDMzQ1VVld7eXlxcXMThx9TUVGjRp2xrq6qqcHNz4/79++Lgp6uri5aWFtra2piamlJbW0tzc7OwzJz65be1tU2L/amcnBx1dXWMjY0Bvx8M165dK3YVZDIZk5OToio9duwYYWFhBAYG4uLiIoJ91NXVxZitv7+fsrIyDAwMcHV1pb29XYzve3t7+fHHH8XSq62trQh4KykpYWRkBGVlZQIDA7l37x4ODg7i9xQSEkJHRwc2NjYUFxfj4+NDTU0Nenp6hIWFoa6u/pemif5XhIWFYWBgQEdHB0pKSujp6VFRUUFDQwOWlpZiLN7e3k5JSQklJSWoqqoyOjpKRUUFixcvFonBFRUVrFq1iqioKJycnNDT08Pe3p7JyUmys7PFGF5fX5+LFy/i4OBAYmIiZWVlWFlZ4ezsTG5uLsHBwVhYWJCamkpdXR2dnZ1YWloSEREhkuf7+vpYtGgRQ0NDyMvLY2Njg4uLC8PDw9PCG/x+UFBSUhL2fO3t7cjJyXHixAkWLlxIVFSUyAZoa2tDS0sLOTk5PvzwQ6ytrXnw4AHh4eHMnDkTDQ0NVFRU8Pf358cffxRLzlO2lF1dXejo6NDa2srq1atFdsCUK8qUA1ZPTw9paWmYmpri5uYmtKeXL18Gfu8wbdmyhfDwcJqamtDQ0MDQ0HDasgMAsRiooqKCvr4+EolEhKTC7xPCkpISKisrhU/9VF7Rq6++SmpqKpmZmfT19TExMYGTkxPLly/HycmJq1evEhcXh7q6OqqqqvT399PT00N+fj4tLS3o6emhoKAg7Lin/rOwsBDPsLCwMHp6esjKyqKrq0vYEjs5OaGhoYG+vj7Kysoin2a68MUXX6Curo6RkRHt7e0UFRWJXRltbW2qq6uJj49nYmICIyMjDAwMUFVV5dtvvyUwMJDU1FSxT2VlZUVjYyMnT57k0KFD/Pjjj/j4+ODo6Chsl52dncnIyGDZsmXCRbG7u5vJyUk0NTU5ffo0kZGRPHjwgKGhIZSVlamoqKCvr0/wv379etTV1Tl79iyqqqq4ubmxceNG2tra+INCg//XCAsLw93dndu3b4vPQEtLC2VlZWhra1NTUyMWl7W0tJicnGTevHli8bauro6MjAxkMhm6urrU1dWJ5OMpk4upJGkFBQUWLFggJtldXV04Ozsjk8lEdkJzczN2dnYcO3YMdXV1qqurUVJSQiqVCkczHx8fmpubxZ6ImpoaEomEjo4Ofvvtt2lpTtXW1tLT00NfXx8KCgpoamri6+srHNCmDr/29vbMmjVLhObp6OjQ19eHlpaWeE+Ul5djYmJCQ0MDV65cQV1dHUtLS2HXLpFI6Ozs5Pr16ygpKYlAzOHhYUZHR+nu7qa6upqbN29ib2+Pg4MDvb29NDY2imT6oKAgsrOzhWNbc3Mz7u7umJubc+fOHRwdHf9yzqbg4OAgbJyn9hU6OzuZmJigtrZWyHBbWlq4du0aExMT5OTkMGvWLC5duiQcIuvr6+nt7cXf31+4eTo4OJCdnY2SkhL29vZoaWlx69YtXnjhBaqrq0VDeMpAwtTUlIaGBtTV1fH19eXOnTtYWlqiqKhISUkJSkpK4t2toqJCQkICnZ2dWFtbY29vz9KlS6eNt6n9H01NTczNzVm9ejWKioqoq6tTXFyMsbExJiYmKCsrIy8vT39/P0ePHkVHR0eEiWZlZWFrayvOu+Pj42hoaNDW1ibyZurq6igqKhIyQSMjI5EBNRVwm5aWxvPPP49UKmXFihVCQqWpqYmDgwOjo6NcuHCBzs5ODh06hJ6eHnJycpSWllJXV8fKlSv/8HVPj3n2/wIlJSXikJKfn8+5c+e4desWpqamFBcXi2CTqTFOcXGxSIgeHh5GVVUVS0tLxsbGqKmpwcLCAnV1dbS1tcnIyGByclK8wJydncUC3tSoanR0lOrqajo7O0U3tLq6Gjk5OfLy8kQcvaenJ7NmzSI/Px8LCws6OjqorKykvb1djGuvXbtGYmLitPAmkUjEZGFoaEg8bDZs2CBCxwwNDdHX16etrY20tDQuXbokqtMpL3c9PT08PT0xNDQkOztbTIJUVVVF8vLIyAiOjo6cOnVKLDhPaXKdnJzo6OgQbmEAnZ2dQpcpLy+PVCoVqaOWlpbi3y6VSlFTU8Pe3l6MBf9qTO3kVFdX09/fj6enJ2ZmZmRlZdHR0cG9e/dQUlISrkFWVlaMjY1hYGBAUVERxsbG+Pr6oqCgQGNjI2FhYWhqajI4OEhUVJTIXEhJSaGmpgZ9fX0hI5BIJOjr6wseptJpbW1tmZiYEEFRxsbGYrl46nfY0dGBgoKC8MwfHx9HWVl5Wg+DysrKNDY2UllZSW9vL4qKihQWFjIwMMCyZcvQ1NREQUEBT09PwsLC0NPTQ1lZmfz8fJH2PBWop6qqSmpqqrDXHBwcRFNTk5GREerr66mpqUEmk9HY2IiBgQFaWlp4eXmhq6tLYWEh165dE12wuro6Ojo6kEgkohEwNDSEnp4e8+bNw9jYmGXLlmFqaoqCggJjY2Okp6dPG29NTU20t7dTVlZGa2urkPCNjY1haWnJjRs3RJ7E1CRnanStoqIiGgAaGhqUlZVRXFzMrFmzyMrKIi4uDiMjIxwcHNDX10dOTg5lZWVqa2uFVGPRokV4enqira2NtrY2y5cvZ/ny5TQ0NNDX10dfXx+qqqqYmZlhYGCAubk5tbW1XLt2jdLSUgwNDcVkeDrzUe7fv09hYSGdnZ2i2F+wYAGpqamMj48za9Ys4ZI4ODhIXFwcbm5upKWliayInp4e0VHu7+8nLi6OO3fuAIiuXW9vr7DBlUql5OTksGjRIqRSKQYGBujp6dHd3Y2cnBzl5eUoKiqyePFi0ZSQSCTo6OggJyfH2NgYeXl5ZGdn8/DhQ+Tk5ETA6tSS+l+NiYkJVFVVsbW1xdTUFPjdmr2iooKxsTFsbGwwMTERtrGKiopcuXKFgoICLC0tWbx4MSoqKqSkpJCYmIiGhgYeHh54e3vT2toqrI+VlJTQ1dVFQUEBfX19amtrOXv2LJWVlRgYGDBz5kwCAgJQUFCgvr6ea9eu0dvbK+7vqUN+V1cXNTU1rFy5EisrKyFB6ezsRF5enujo6GnhrbW1VeyCTZlXTExMoKKiIpoiUxkVUwG+8HvzQEtLS4RcDg4OinNHc3MzaWlpDAwMiJyQiYkJtLS0yMnJoampiZCQEFJTU8nJyWF8fBxFRUUKCgooLS3l7NmzzJ07FyMjI5qamlBWVsbT0xN9fX2RRePo6MjIyAiDg4NoaWmJXZvpykeB3wvWGzduoKSkhKenpwivnMq2mjo3SSQShoeHcXJyYsGCBbS1tdHf309xcTE1NTWoqqqKENqamhrKyspYtmwZtra2jI6Ooq2tzcyZM9HW1qa9vZ07d+7Q1dWFq6srIyMjFBYWoqCggL+/P0NDQyxcuJDy8nLGx8eFde9Uo1VTU5O8vDwqKyvFHmBra+u0Fh9GRkZ0dHSgpqaGt7c3c+bMYcmSJaxYsUIsnqupqYn3Vnl5uchycXZ2Fg30qZDCqR2NqQDPyspKOjs7xT1maWlJQEAAMTExaGlpoaenh7a2NmpqamhpaWFtbU1JSQl+fn4UFRWJz5S5ubmQuIWFhZGWloa7uzumpqaYm5tjZ2dHYWHhH77u/yOKj6amJuHr39fXR3V1Ne+++y5FRUXC6zszM5Nff/2VmJgYVFRU8PPzw8rKCgcHByQSCaGhoejp6ZGXl4eWlhaBgYGUlZVx9+5ddHV1CQgIQE9Pj9raWhwcHKitrcXGxobMzEyOHTvG4OAgwcHB4mCcmZlJXV0dioqKKCsrU1NTI5Kxb9y4gZycHNbW1uJg39bWRl9fHxcvXiQ5OXlaeDM0NMTW1hY/Pz+CgoKwtbWlvLwcZWVlSktLxcEZfu/+BgUFUV5ezvDwMLGxsXR1dZGeno5MJmPFihUsW7YMDQ0NCgoKkEgkxMfHU19fT0dHB4WFhejq6mJiYiK0u7m5uYyMjBAUFMRTTz2Fj48P/f39ZGRkYGZmRm5urrBwnArwARgaGqKnp0cclNLT00lISBBhkn81zp07xw8//MD58+dFpkRAQAC1tbXcuHGDhoYG9PT0UFRURENDg/nz5zMwMICNjQ36+vpUVlZSVlaGqqoqHh4eaGhoEBISwsDAgHjxlpSUUFdXx/DwMImJibS0tKCgoEBLSwtr1qzhwIEDzJgxg+TkZOzt7amqquL8+fN0dXXh5uYmZBvp6eno6+szd+5cDAwMUFNTE0uidXV1NDc3C8es6YC3tzc9PT0YGBjg5+eHVCqlurqaXbt2YWdnx86dO6murkZeXp7Zs2fT399PQkICQUFB1NbWiu7UwMAAPT09YqLj4uLCjRs3hPQgIyOD2tpacnJyAEhPTycmJoaenh5aW1tpbGxkYmKCkpISMjIyxAN1eHiY1tZWLCws2Lp1K3V1dSxbtoyjR4+SlJREXFwc5eXl4sAzXZDJZNjY2FBaWir22LKzs8nIyMDc3JybN29ia2tLREQEHh4eGBoa4uzsTHBwsOhA+/j4EBYWhr6+PleuXKG+vp5Tp05hY2PD7t278fT0RFFRUfy/8+bNw9HRERcXFywsLHB3dxcFyjvvvCNkfFPW2pcvX2ZycpJFixaJxfavvvqKgwcPipC8q1evTmvRZmRkRGlpqQgIU1JSYs6cOZw5c4aWlhYhv3JychLBcCoqKhgbG/Pzzz9jbGyMVCrl4cOHxMbGoquri6enJ6dPn2bfvn3IZDIuXrxIWloa2tra5OfnM3/+fH7++WdGRkbIyMigvb2dsbExSktLCQoK4sSJE/T39+Pu7o6enh4SiYQZM2awatUq6uvruX37tsjrmZJd3b9/n+joaK5fvz4tvKWmpnL69GnGxsZQUlIiNTWV4OBgBgcHSU1NxcnJiRUrVogpeEBAAPfu3SM6OprAwEA2bdokCjt5eXlmzpzJmjVrUFRUZM2aNVhZWREcHExERAQaGhpcvnyZ3377jTt37pCSkkJqaqo4EK5atQpdXV2+/fZbYaUqLy+PhYUFRkZGaGtr4+LiQkFBgSgGrays0NPTo6Ghgerq6mmzYR8YGEBXV1dMUJWVlWlqamJkZAQ7OzsePHggpgy//vorcXFxtLa2IpPJ8PT0xNjYWBRiNjY2yMnJERgYSGhoKEuWLKGhoQGZTIaRkRHq6uq0tbUxMTFBcHAwVlZWdHd3o6uri1QqpaCggPLycnEoLS0tZWhoCGdnZwICAoT8ce/evcyfPx9nZ2csLCzo6emhtraWxx57TOx6TQeio6NJSkpCR0cHU1NTOjo6hLNmUFAQ7e3t4r5ZsWIFwcHBIsuosLCQ+/fvC8MST09P1NXVKSgoYHR0FH19fWG1nJWVRU1NDStWrKCiooLS0lJqa2spLS2lsrKStLQ0bt68yaxZsygoKBDW0WNjY0xMTAgZrr29PT/99BNDQ0NERkby9NNPY2dnR35+/rROxWfNmiUs6KVSKWVlZZSWlqKjo4OHhwdycnLibNTX10dsbCyLFy/m1VdfpaGhAW9vbxYvXoypqSmNjY10d3dz+/ZtHjx4QGBgIMXFxaSnp4swwmXLljE5OcnVq1dJTk4W0QMuLi74+vry3Xffcf/+fVJTU0lPTxfhmfX19YSHh/Pss88yY8YMFi9ejFQqFe5ljz32GLGxsX/4uv+PkF0ZGhqip6fH3Llzsbe3p6GhgUOHDtHW1iaWVLdu3Upubi6Dg4OEh4djZmYmPpg6Ojrcu3ePiYkJFixYQGlpKZmZmcLh5tq1a+jr6yOVSrl27Rqff/45Z8+epbCwkCtXrmBpaSk+2NHR0QwNDREVFSUW001NTRkeHubixYuMjY1x9uxZ3NzcuHr1KioqKpiamuLl5cWKFSvw9/cXco+/GjExMQwPD3P79m08PT15/fXXhVPYt99+y4oVK7h79y6qqqqEhIQwa9Ysdu7cSVRUlBjF+/j4oKysTFZWFtHR0bz88sskJiZSWlqKg4MDIyMjFBcX09DQgL29Pdu2bWPv3r2cP3+eiooKrly5goqKCs888wwWFha8/vrr4mBgamrKnTt3uHXrFq6urmzfvp3Kykq8vb2pr6+nubmZsrIy5OXlefnllykuLp4W3urr65k3bx6amprEx8cTExNDSEgI1tbWpKens23bNszNzUUhfOvWLZ5++mnmzp0rutJHjhzBwsKCxx9/nJqaGvr7+0lPT8fe3p5r166xdOlS5OXliYqKEiGC9vb2pKen09DQwGOPPYatrS1paWn8/PPPvPjii9ja2tLY2MiZM2dQVFRETU2Ns2fPcvjwYaKjo7ly5QozZ85k9+7d4qBQUVFBVlbWtNkUT3XpdHR0xLRhqlvS0NCArq4ura2tYqKmrq5OUlISnZ2dDAwM8PbbbxMdHY1EIiEsLAwdHR2SkpIIDg7GycmJc+fOAb8/ZDU1Ndm8eTMqKiokJycjLy9PUFCQSGTW19cnJiaGRYsWsX//fhwdHZk1axaWlpaMjo6K5NicnJx/68rp6OigoqLCrl27poUzQHQgVVVVUVVVxdramqNHj1JXV4eXlxd79uzhxo0bzJ49W2QJeHh4cPPmTXbs2CHcstLT03Fzc+O5554jKCiIyspKXF1dmZycJCAggLCwMIaHh8nPz6etrY1nn32WpKQklJWV6evrQ0dHhyVLlvDw4UP27dtHeHg48fHxuLu709nZSWFhId7e3qxbt46lS5eyadMmOjs7uXfvHurq6sJrfrowtePT39+Po6Mjb7/9Ng8ePGD//v18+OGHWFhY4Orqire3Nzt37iQpKYmgoCDhgFZTU0N4eDg6OjrIZDLCw8O5evUqERERaGtro6mpKfIk1NTUuHDhAmZmZixevJgDBw5gZ2cnchsWL16MnJwc7777rrDqNjAwQF5entu3b4tgv61bt+Ls7MxTTz1FeXk5zc3NyGQyseM2HVi7di3y8vJCctze3s6rr77KxYsXOXDggNhLCQwMpLGxEQUFBR5//HFOnjxJSEgICQkJjIyM4ODggLKyMgoKCvzwww8sXLiQmzdvcuPGDREYV15ezsaNG5k/fz5PP/00u3fvZsaMGVy7do3U1FTefPNNNm3aRHJyMm+//bYIBXV1dcXAwID09HQKCgq4d+8ePj4+ODs7s3LlSry9vTEzMyM/P3/apKWjo6MUFxdTXl6OhoYGLi4u/O1vfyMtLY0PPviAJ554AnNzcx4+fEhvby8+Pj5YWlpSUlKCmpoaycnJ+Pr6UlRUxIkTJ/D392fWrFnCjv+1116jtLSUb7/9FqlUytatW4mLi+Of//wnf//737G3t6ejo4OkpCSKi4tFOF9HRwc7duzgrbfeIi4uDqlUSlZWFj/++CMXL17k+vXrrFixgurqarKysmhtbWX//v0YGBhQUlIyLdypq6sTEREhJvdHjhxBRUWFzMxMMQmfktFP7WcFBATwzTff8P777wtpbW1tLQoKChgZGfHpp59SWFjI+vXr8fT0pL6+XkjbP/nkE1544QVu3rxJYGAgV69eZcuWLcydO5fo6GgcHBxITU3l+vXrbNiwgS+++ILJyUk8PDxob2/H0tISmUzG/v37SUtL49atWwwMDIisn+kq3LKysvD19aWuro7ExESUlZW5du0aJ0+epK+vD21tbXx8fCguLqa+vp6xsTFeeOEFHj58iIKCAgcOHGBycpI5c+awfPlyYdyzYMECKisrkclkQiHR3t7O559/Lqa2U/k6w8PDaGlpUVpayuDgIG5ubnzwwQdiz2l0dJSAgACWLFnC7du3ycjIYN26ddy+fZuqqioxmVu3bt0fvu4/VXzExMQAvy88m5ubc+vWLb799luMjIx44403xJj3j2LRokWcP3+eH3/8EXd3d7Zu3SpsE7/++msGBgb4/PPPReLz6dOnsbGxEfKXBw8eiPGlsrIys2bNIjY2lieffJKPPvoIgL///e/A7/a0dXV17N27l9mzZ4stfkNDQ+bPn8++ffvYunUrzz33HO3t7QQGBjJ//nzS09MZHx9n9uzZLF26FB0dHZSVlUlLS0MikWBra8vk5CRGRkYcP36cmpqaP0Ptf4SioiK2bt3K3bt3uX79Ojdv3qS5uRl1dXX8/PxElsnU0lFbWxtPPvkk+/btY9GiRezatYuZM2cya9YsysvLhZTD0NCQo0ePiiyA3bt3C2eiq1ev8vHHHxMbGyucdExMTDh79izPPfccubm52Nra8sorr+Dt7U1vby9+fn6sWrWKnJwcmpub+cc//kFISAgNDQ3Mnz+fU6dOAaCiojItnuRTBgUvvPAC27ZtIzExEalUir+/P/7+/rS2tlJeXk5nZydGRkZIpVLu3r3LxMQEs2fPJisri/Lyci5fvszXX3+Nuro6NjY2tLW1ERkZiYaGBm5uboLz3Nxc5OXlycnJ4bfffkNLS4szZ86QkJBAZGQkkZGR7Nq1i4iICBYsWEBaWhqqqqrY29ujrKxMRkYGUVFR5Obm8tFHH2FsbIy1tTU7d+5ETU1tWjv45eXleHh4cP/+fUpKSvD29sbLywuZTMa//vUvbGxsmJycpL29nfv37xMYGMi1a9dIS0vj3r17vPrqq7z++usMDg7yyy+/sGbNGvbs2UNISAhdXV3i+09JtJKTkykuLmb79u1it2Eq/6Smpobo6Gh++eUXkaA8ldPj4uKCkpISJiYmKCkp8csvv3Dv3j3U1NTQ1dWls7OTpKQknnjiiWnhTVVVVTzLLCwsxC7UW2+9xQcffCB2ibS1tbly5QqlpaV8/vnnrFmzhtHRUZKTk5kxYwbh4eG0trbyr3/9i++//561a9eKhdyp0bqCggI3b97k/fffR1lZmRkzZrBo0SI2btyItbU1n332GTU1NezevVsEhk69dBwdHVm7di0XL17kySef5OrVq3R2dvL+++8zOjrK1q1bhWRsOvDUU0+J7IgLFy6wbNkyRkZGSElJ4f3332dgYID4+Hi++OILSktLaW1t5fDhwxw/fhwPDw+xiK6qqip08P/617949dVX+eCDDwgLC8Pc3Bx5eXlUVFTo7++nqamJhIQETp06xcsvv0xGRobonC5fvpx9+/bh5OTEvXv38PPzE84858+f5/DhwxgZGTF79my++eYbzp49i0wmY926ddTV1dHU1DQtvD148AAXFxfc3d3JzMwkLy8Pd3d33n33XVRVVVmwYAEnTpwQ9qbe3t54e3uTkpJCeXk5ISEhYuozPDwsMhCOHDnC2NgYcnJyaGpqYmpqipycnLBsdnZ2JjIykuDgYC5evEhVVRW3b9/mq6++oqOjg6ioKPbs2UNAQABKSkqikXP69GlGR0c5fPiwmJZnZWWRl5eHs7Mzzz333LTw1tzcTEZGBsrKyixfvpygoCBhsjEVKBsREYGhoSE9PT0UFhZiZ2fHxx9/zO7du4U5jqenJ5GRkfz8888oKioyOTkp3MCsrKyEG9HSpUt58OABCgoK/O1vf2PPnj3Mnj2bGTNmMHfuXL766isuX75MUFAQg4ODwO/hwurq6ixYsIAZM2bg7e0t3KJqa2tpa2vDwcGBpKQklixZMi28Abz55psizFRLS4tt27ahpqbGV199xYULF4Spwb1794iLi2PlypVcvXqVjIwMGhsbWbZsGaqqqnR3d2Nubk51dTVbtmzho48+4syZM5SUlPDw4UOqqqrQ19fHysqKPXv2kJ6eztKlS/H390dTU5Pk5GRu3LjBuXPn+PXXX9m2bRu2trZs3ryZq1ev8s0332BiYkJ3dzeBgYEcOXKEy5cvMz4+zpw5c3BxcZlWaemyZctoa2sjNTUVQ0NDdu3aRVhYGGvWrCEiIoKlS5cSHh4OQEVFBUuWLOHNN9/EysqKe/fu4eTkREFBAUpKSnh4eDA5OSliKBwdHVm+fDl6enpicr1s2TLg9+Dbt99+m2XLlol9rYaGBlxdXXnmmWd47rnnkMlkVFdXi9WG7Oxs5s+fT3BwMOXl5Xh6epKWloZMJmP9+vUsWLBAGE38r/CHrXb/K0JCQvj888+ZMWOG6BTPnz+fFStWkJ6eLg76/ytMWY1N+QSHhoZiampKcnIyeXl59PT0UFRURFhYGIsWLSIzM5MbN26gq6vLsWPHmDNnDk1NTUJzX1dXJyREEomErKwsFBUVCQoKIi8vj7q6OsbHx7lx4wbOzs4sW7YMLS0tfv31V1paWpg5cybz58/nhx9+oKmpid9++40jR47g4+ODqqoqSkpKBAQEkJKSwo4dO/jmm2+wsbEBEG5Y5ubmLF68WDhH/ZW2gOfPnycoKIixsTEKCgpobGzE1NSU5cuXU1FRgaWlJe+88w4tLS3o6uoik8mYN28e27dv57nnnsPY2Jh58+aRkJDAhQsXCAkJob29nd7eXhwcHNDR0SEzMxOJREJwcDDFxcU89dRTeHp6smbNGv7xj38QFxdHXFwcLi4uJCcns2LFCnGwOn/+PD4+PkRERJCXl0dgYCBffPEFZ86c4fr16zQ0NBAfHw/8nvUytfj0V/OWlJSEp6cnfX19XL9+nZiYGFatWsXPP/+Mi4sL27dv586dOxQWFuLk5MSuXbvQ0dER+RM3btxAIpFQUVFBd3c3Tz75JIsWLeK7777D2dkZeXl57t69K9JcT5w4QUdHB/X19ezcuZPAwEAcHByws7PD0tKSK1euEBISQmVlJS0tLcTFxaGnp4eXl5dwUZtKX16wYAEbNmygu7ubc+fO0dbWhpmZGTt37pwWW8DU1FQ++eQTuru7eeKJJ/j73/9OXFwcQ0NDtLa2oq2tLaSKVVVVnD17lt7eXhYsWMCOHTt4/vnn0dXVxcfHB3t7exQUFEhJSWHnzp289957eHt7ExsbS11dHY6OjiIb5Z133qGsrEyk4E4taJqbmzM0NMSOHTv4/PPPUVJSwtfXl5aWFl555RVef/11Nm7cSEVFBfb29pw9e5bMzEyxt/RHbQH/3/KmpKREf38/BQUF5OfnIy8vz+uvv87Ro0dxdXXl119/paGhgf+Lt/+MrrJaG7bhI7333nvvISSQkBBa6E2qVMUCqCi4RXQjKKgoIqioIAjSpHcIJQQIAdJ77733ld6T74ffmuO5x/eO793b5zbznxmOpetMrnnNeZbj8PLywtjYmOrqao4dO0ZKSgpnz55l3LhxuLm5oaGhIfwx1dXVfPPNNxgaGtLU1MTEiRMpLy/n+PHj6Orq4ujoyPvvv8+vv/5KdHQ0NTU1uLm58fbbb2NhYcGzZ8/44osvePDgAU+ePBHADanQLz4+ni+++EIMbUt7rh88eMCSJUvGJG6ffPIJz58/55133mHu3LmMjo6ipKTEvn37WLZsGd988w2enp68+eabmJub8+jRI9asWcOxY8c4ceKEGL6VDuEbGRmRnp7OwoULBVZTWpUzMjJi//79wqr8ww8/EBkZia+vL2vXrsXJyYk9e/Zw/vx5fv31V6qqqli9ejVlZWU8ePAAWVlZXrx4QVBQEBUVFbi5uYnZiZKSEgwMDJgzZw5FRUX/+B6XlZXFb7/9RldXFyoqKhgYGLBp0ybWrl1LaWkp169f5+eff6aiogJ5eXnk5OTw9vZGIpHQ0dFBeHg4urq6HD16lJSUFL7//nvWrFmDjY0Nb775JhcvXqSvr48ZM2Ywa9Ys0tLSGB0d5dNPP+XixYsoKCiQmZlJTU0NRkZGuLi4UFtbi5OTE4aGhmKeq7e3l6ioKA4fPszt27cxMjLi888/RyKREBISQlBQENnZ2eTk5LBq1ap/PG5SAeKMGTNQVlYmPDyckydPcv36dTZs2MCPP/4oTOaLFi1i+vTptLa2Ciny+++/T0FBAQ4ODpiampKYmIiKigodHR34+/uzY8cOTpw4QUxMDPPmzWPbtm189NFHeHp6it754eFh6uvraW5uxtnZmYSEBJYuXYqKiooY4pdeRDZu3Mg777xDWloapaWleHl5ERwcjIaGBteuXcPR0ZE5c+aMybPa3d3NjRs3RCLXwMCAf//736SlpXH37l1+//13bGxs6OjoEJXZyZMns3HjRoqKinjzzTcxNDRkwoQJjIyM8PvvvyMrK8uGDRuoqqrC2NiYkJAQBgYGSElJwdHRkaysLPz9/Zk9ezbp6elihuPAgQMsWLCA5uZmjI2NKS8vp6SkhKVLlzJx4kTOnj3LggULKC4u5ssvv6S7u5tvv/2W/v5+fvnlF7y8vNizZ8+YxC08PFwguy0tLUlNTSUyMpKvv/6arVu30t3djbGxMba2tgQFBTFr1izh7DExMaGjowMFBQWUlJSEfqKlpYW33noLa2trJk2ahKOjIwkJCSQkJHD16lVqa2vJyMhg3759hIWFiTN0QkICBw8e5OrVq+zcuZOCggL2799PQ0MDDx48IDg4mC+//JJPPvmEq1evCuCNRCJBW1ubV155RVzg/tdQu//nWrduHT4+PoyMjLB3716srKw4ePAg8vLyf6tvv7u7m4CAAKqqqnjw4AESiYR58+ahqqpKWloa3d3dfPzxx4SEhLBnzx4aGxvZvHkzq1evFkZGaR9aeHg433//PSEhIbzzzjsCZVdXVycoOx0dHXh4ePyPl6q0f7ezs1NwxaVM99jYWAoKCtDV1UVLSws1NTV8fHz46KOPBJlCV1cXNTU16urqaGhoGBMcpbq6OhYWFgJrGBgYyNdff01nZyempqYcPHiQbdu2oampKbjR0nL67t27+e6777hw4QL6+vrMmzePtrY2vvvuO9566y309PRITU2lpKSEyZMnExoairGxMQcPHqS2tpaamhru3btHfX09ZmZmeHh48OTJE+Tl5QVlpaioCHd3d5qbmzlz5gyLFy9m4sSJREdHk5OTQ3NzM7a2tnh4eDA0NISOjs6YZFSlh1jp4N5bb71FT08PS5cupbS0FFNTU7788kuePXtGZGQkJ06coL6+nvz8fG7fvk1HR4egxLS0tHD8+HE++ugj9PT0iI2NxcHBgfLycmpra/H29mbnzp3cvXtXiKD++OMPHj9+LEgvzc3NvPLKKxw/flwMwbe2ttLT04OrqyuGhobcuHGDiIgIIWi0sLDA3t6e+fPnU15e/o/HTLpycnKEwK+uro78/Hy6urr4+OOP+f333zlx4gTl5eWMHz8eOzs7QkND2b59u0BQz5kzBy0tLczNzRkYGKCqqootW7bw66+/MjAwgLGxMTNnziQlJYWBgQE2btzIpk2b2LVrF76+vhgaGmJsbCzwjatXr8bBwYGsrCzmz5+Pt7c3eXl5PHjwAHl5edLT0zl27BiGhoaYmJjQ3NxMVVUVEolkzFCKAKdPnyYvL4+5c+fy7rvv0t3dzb/+9S/2799PdnY2U6ZMERx86e/W09OT8PBw0aYYERGBkZERVlZWuLm5sXnzZubPn098fLxo91RSUuKLL77g8uXLNDU1UVNTw+LFi/Hy8qK0tJTs7Gz2799PaGgop0+f5v3336epqYkXL15gaGiIn58f2dnZzJw5U1xwra2tuXbtGvr6+gQFBVFfXz9mcdPW1mbmzJk4ODhQW1tLfHw8ysrK7Nu3DwMDA8rKykTbbVdXF/7+/kgkEkxMTLhx4wYJCQk4OjpiYWFBRkYGX3/9NcePH6eiooIDBw7w6aefYmVlRX19PS9fvmTjxo1cvnyZd999l6qqKr755hsGBwdpbW1FRUWF7du3s3//flJSUtDT0xNuqtHRUebMmcMHH3wg/r6io6NJSUkRz/KOHTvYtm0b77zzzj8eNwsLC4aHh6mursbd3Z158+bh7+/P/v378fPz48aNG1hZWVFWVoaOjg5+fn7Iycmxa9cuzp07x61btygpKcHW1pZt27aRnZ3NoUOHeO+99+jv7+fdd98lLi6OoaEhuru7MTAwIDIykqKiIqqqqlBUVKS0tJT29nYMDQ2FRE1ZWZnz588LWp6uri7Lli3j7NmzDA0NsWvXLqZOnYq2tjaNjY3cvXuX0dFR3N3d//GYAdy8eRNtbW0SExOxtLRk3rx5rFy5kilTpohLbVdXF2vXrhX0PDc3N77++mtiYmKwsLAQoAupGPbPP/8U7ahPnjzB3t5euBOuXLnC22+/zdmzZ7l+/TqvvfYaOjo6gnxnY2MjKkbz5s3j8uXLdHZ2YmVlRVdXF87Ozpw+fZrz58+jpqbGN998w86dOxk3bhx79+5l165dY1b9kLZQ37lzh4SEBF577TXWr19PWloasbGxREVFERkZSVBQEJMnT6azs5OKigqOHz+Ojo4O58+fJyUlhbS0NGpqaggICGDlypUkJiayceNGPv/8c1JTU8VswpIlS1BXV8fQ0JDFixfz0UcfUVRURGVlJZ988glnz57l1KlTYpi8uLgYU1NTysvLqa6uxsnJidzcXD766CO0tLSQl5dHS0uL/fv3jxmVDiAgIID6+noePXqEuro67u7u/PDDD2RmZuLi4kJoaCienp5ERUVx5swZHj9+zB9//MH27dt57733kEgk3Lp1i46ODuGrGxoaoqGhAXNzc65evcr27dtZuXIlJiYm/Pbbb9y6dYuBgQHs7e2JjIxEUVERNzc3srOz6e/vFxVOOzs7Dh06xMSJE3n99deRSCT88ssvREZGsnPnTtTU1MS5WSKR4OTk9B9/7791+ejp6aGnp4djx45RVFQkSovwF53kv+n7gr/8IKmpqdTV1aGrq8uECRO4desWmzdvRktLCwUFBV555RX6+/vFhaG2tlZcJOzs7Oju7kZFRUUIi6KiosQLdP78+SIzGxkZyeTJk5GRkREHkMTERDw8PNDT0+P69es4ODjw0UcfkZycLEyibm5uQhontbFfuHCBTZs2ERsbS3d3N2FhYSxcuHDM+lNnzJhBT08P3d3dFBQUUF5eLgQ+ISEhhIeHU19fT3p6Op2dnbz66qs0NjaSmZnJoUOHMDc3F0O7SkpKhISEYGlpSUlJCV5eXixatIhbt27x8uVLmpubsbCwoLCwECsrK3p6eujr62PKlClYWVnR19cnRDbSg72SkhKDg4N0dXXR3d2NrKws+fn5mJqa8vDhQwYGBnBzcxPwgCNHjoxJG0xbW5vocY+Li6OgoIAJEyagq6vL4cOHBb5VIpEIU6u3tzdaWlr8/PPPmJmZYW9vT15eHq2trUyaNIny8nJMTEzYv38/e/fuxcLCgvr6ehobGzEzM6OtrY3q6moyMzPx9fUlJSWF8vJyQkJCGB0d5ZNPPhFDmIqKivT19VFXVyfwvIWFhaxYsQJ9fX1GRkbIzc1lcHAQGRmZMWlVk64pU6YIuWBBQQHXrl1DVlaWpUuXoqOjw8jICMuWLaO+vp7s7GwWL16MhoYGZWVlPH36lKlTpwqDfFtbG62trWhrawvbt56ennDEVFZWoqmpiZOTk0geNDc3k5mZSUpKChUVFaiqqhIcHMzZs2fJy8vD1dWVcePGiYuIn58fqqqq/PnnnxQWFtLf34+JiQnz589n2rRpYxY3qfgqICCAgYEBYmNjsba2Jj4+HhUVFRYsWEBVVRUvX74U7WxbtmzByMgIDw8PsrOzsbOzw8zMDBkZGTQ1NXn8+DHz5s2jqKiIu3fv0tTUhK+vLwoKCkyfPp0DBw7w9OlTxo8fj7u7O+7u7gQHB1NcXMyjR48wNDTE19eXkZERFi5cSGpqKsnJycyaNYtTp04xffp0kpOTcXZ2RlVVlYaGBvr6+liyZMmYxc3Q0JBJkyaJw1hYWBjDw8PY29szODjI0NAQubm5gvQjnX+ztbUVtMKYmBg8PDywtLQkNDSUnTt38sorryCRSFBWViYiIgJ5eXnWrFmDlZUVOjo67Ny5k4aGBgF46OnpITk5mTlz5vDzzz/T0dGBpaUlN27cwN3dnY0bNyIvLy9oRi0tLWLmorOzU7RVdHR0jEncpEPL7u7u+Pj4MDg4yNGjRxkYGGDu3LmCyrd161acnZ3p6+sTFEDp39q4ceOwsbFhcHCQCxcuCJywmZkZhw8fpr6+Hh8fHxQVFbl27RqfffYZR48eFXOYenp6dHR0kJKSQlJSEp999hmxsbEoKCjg4+ODRCKhtLSU7u5uJBIJrq6ubNu2jeTkZNTV1QXBbGBgAAcHhzGJmxQp3djYSH19PcPDw7i4uNDV1UVGRgbbtm3jxIkTPHjwgPT0dJqbmwkJCSE/P5+hoSEUFRWxt7dHW1uburo60XEhTWrq6+szMDAgZheksJFZs2YJolNaWprAlNfV1TEyMsLjx49ZsGABr776KtnZ2cTExPDkyRM6Ojr48ccfsbOzQ1FREQsLC1F1Onfu3H99Fvu/WQUFBWhpafHuu++ipKREX18ffn5+7N+/n5MnT+Lk5ERKSopoYX7ttdcEbe3ly5cC3jB79mxGRkZITk7m6tWrAlUvBa6oqalRWFjIrVu3hBOloaFBnHWkQ9LGxsZcvXqV+vp6amtrMTc3R0VFhbq6OtLS0vjggw/YvHkzFy9epL6+nv7+fry8vAgLC/vHqh3/T6u6upqFCxfy/PlzsrKyBBBldHSUpqYmYmNjiY2NFUnPpqYmbty4werVq/nkk0+or6/H1dWVhQsX4uHhQWtrq+guGBoa4uTJk5w4cQJHR0cGBgaEJd3MzAxFRUXeeOMNkpKSyM/PZ9WqVaSkpFBSUkJra6vA10skEuLj45k1axYPHz7k22+/FS4kHx8fenp6KCoqIjAwUKgf/t/W37p8BAUFsXDhQjo6Oti9ezcBAQFER0dz7ty5v4WZzcnJITU1lebmZqysrBgeHiYhIYEvv/xSIHGlw7jV1dWMjo6yZs0aUT4KCgpCRkaG+vp61NTUWLduHbKyssTHxwvqS0dHBz09PbS1tZGbm4u5uTne3t6oq6ujp6eHRCJBUVGRcePGYWZmxg8//ICRkRG+vr4UFxejpKSErq4usrKy1NXVsWDBAvLy8rh16xa9vb2CUGRoaCiylf/0qquro6mpCV1dXYKDg+no6CA/P5/AwECePXvG8PAwL168wMnJCQ8PD4qLi9HT00NeXh4HBwesra2FzMnQ0JC8vDxevnyJnJycQOHZ2tqKoWJ9fX02b95MRESEOJCYmJgwPDzM48ePmT59OllZWfj4+JCdnY23t7fwgSxfvpxLly6Rm5sr+NGqqqq0t7dz+fJl3NzcBFP6n17S4a2uri60tLQwMTFBTU0NZWVl0csdHByMiYmJGCQPDAzEzc0NdXV13NzchKhNiidWUFAgIiKC/v5++vr6sLGxoaSkhKSkJNLT0+no6EBTU5Ps7GxGR0cxMDDA0tISKysrsrKyaG1txdnZWbS2SGc5nj9/TkdHB1ZWVlhYWGBlZSUQlSoqKoyOjorWv7FYKioqZGZm0tbWhkQiISkpiVdeeYUJEyYgIyPDggULKCsro729HU1NTUZGRigsLKS9vR2A27dvY25ujrq6OiUlJfT29mJvb09/fz9ubm50dnZiZGSEt7c3Q0NDPHjwAA8PDy5cuEBdXR0yMjJ0dnZSX19PRUUFIyMjzJw5kx9//JHp06fj4eGBiYkJra2t5Ofn4+HhgZ+fH/Ly8qL3X4rEdHd3H7PZBWVlZUZGRnj58iUNDQ3k5OQIZru1tTWqqqrU1dXR09NDf38/paWl1NTUMHv2bNH6aGpqKvj/5ubm3L9/n6dPn3L//n2qqqoICwvD2dmZuro6kS12cXHh9OnTmJubY2xsLERa5eXl6OnpkZiYiK+vL3V1dVRUVGBsbIy9vT1ffvklU6ZMYXBwkOLiYtTV1dHR0aG/v3/MyEPwl7hseHgYa2tr6urqiIuLIyAggMOHD+Pk5IS8vDw6Ojro6uqirKwsCHF+fn7o6ekxODiIgYEBg4ODZGZm0tLSQnBwMAUFBaioqHD+/Hna2tqwtramoqICMzMzMb+oqqrK0NCQyOYbGxtjZWVFQUEBFhYW6Ovrk52dTUVFBe7u7lhZWVFcXCwucI2NjZibm6OlpcXw8DCFhYUC5/tPr+bmZmbOnElnZ6d495WXl7Ny5UoKCgpEXJSVlWlpaaGvr4/AwECuXr3KtGnT8Pb2Fkm09vZ2YXfv6enhypUr6OjoMDw8LNoXQ0JCqKio4KOPPsLGxgaJRIK8vDw2NjYC2augoICcnBzR0dGsW7cOPT09kpOTSU9Pp6CgAFNTU3R1dbG1tSU7O5vs7Gx6enoIDg5GU1NT/Lf+ydXZ2Ymnp6dAJVdXVyMrK4uamppIoDg4OFBTUyOoSC4uLiQlJfHFF1+Qk5PD0NAQ6urqomXU0tISMzMz9PT00NPTEyjU2tpawsLCePLkCT4+Pri5uaGrq4upqSn29vYMDQ0hLy9PUVERGhoa3L59W6BNHRwcuHv3LlZWVtjY2DAyMsJvv/2GhoYG/v7+PH78mOfPnxMQEPCPx0y6DA0Nsba2prOzUwBBzp8/j4yMDLq6ujQ2NuLu7o6FhQXe3t709vYSFxeHt7c3M2bMEBXCoaEhMWeUmZmJnJwchoaGyMrKYmVlhampKU1NTYKmJZWHFhUVUVNTIzoa7OzsGBoaorW1ldraWtE2XV9fj6GhIXPmzGFwcJDS0lJx2S0vLyc6OpqVK1eOWdykRvqKigoyMzMpKiqip6eHhQsX4ubmJlpFpRVdf39/kQgPDAzkzJkz4mysra0t9uiJEyeSmZkpWvOlrVlWVlY4OjoSGxvLpk2bhL9mZGSEkZER1q9fz+3bt5k3bx6WlpZYW1uTlZUlzue2trbExMTQ1dVFSUmJ6MSQwlT+03fq30Lt+vn5ERkZSUJCAqtWrQJg8uTJnDhx4m8RiwYGBtDW1sbMzIzu7m6ePn1KS0sLKSkpKCsrU11dTX5+Pk1NTbS1tZGfn4+ZmRlVVVW0tbUxMDAgNgOJRMKKFSsEFae0tJSRkRFkZGTo7++nubmZ6upqYeiurq5m3Lhx9Pb2kpiYiKqqKvb29sTGxlJXV4eLiwtubm7CxSAdMFyyZAnTp0+nqKiI7u5u5OXlqa6uFrMCY7Ha29vFRWLixIk4ODiQlJSEgYEBaWlpKCsrC/GfNGNeUFBAZWWl2OykMid7e3t0dHQ4e/YsmpqaIkMnxS5OnTpVmNybm5uZNm0arq6uopyckpLC7NmzUVdXp6Ojg4qKCgwNDUULybJly+jq6sLb2xsZGRnCwsJwd3dndHSU6upqKisrx4xJbm1tTUNDA7W1tfT396Ouro6BgQFDQ0NMnDhREH2kL8709HQyMzOpra0VLP/MzEx6e3uxsrIiLS2N2tpaLl68SFdXF+np6ZSVldHS0kJnZ6fIVjc3N2NgYEBpaSnwl9BM2uM7OjrK8PAwfX19qKioMDIyQk9PDyoqKqL1UCplktJMVFVVhR9nrFZhYSGPHj1CWVkZX19fdHR0UFNTo7y8nGfPnmFubk5rayvKysro6+uTkZFBRkYG8fHx4vnQ0tLC3t4eAwMDgoODcXNzE1Qe6XDs6OgolpaWlJWVoaCggIyMDA0NDQwMDDA0NERnZ6fwetTW1uLr6ysy+1Iak6KiIvfv36e6uhp9fX3xDGtqaorNeKzWuHHjGB4eJjMzk7q6OrS1tUlOTiY2NhZ1dXWR7ezp6UFGRgYDAwNqa2tFhlNVVZWuri4qKipoa2vDxMQEXV1dHj9+LLwe0ucxNzeXkZERLCwscHZ2RiKRcO/ePe7duyeGPXV0dBgaGhLJmBcvXlBRUcHw8DBdXV3iZVRbWys8KoCQqI3VcnFxEeIyGRkZ7t+/T2pqKhcvXuTChQvCum1qaoqRkRFeXl7i33nx4gUyMjK4urpiaWlJV1cXVVVVBAYGUlNTg4KCAkNDQwKjGx4eTlVVFRkZGaSkpNDX14eJiQktLS00NDRgbW0tcOHS51NOTk4caKSJHQMDAyorK6mrqxN+KD8/PzQ1NVFUVByTuPX39zNt2jQhVZPOV0ydOhVLS0uMjIywtLRETk6OsrIyMjIyaG5uprW1FSsrK3p7eykqKiI+Pp709HRGR0fx9PTExMSEiIgIzMzMMDMzQ11dHRMTE1xdXUlLS8PZ2Vns6TU1NcJNNGPGDMrLy3F1daW3t5e6ujp0dHTw8fFBXl6eiooKmpqa6OvrQ0ZGhra2Ntrb24W9eqye1bKyMqqqqujo6EBVVRVTU1OqqqooLy/Hz8+Pjo4OUaWVeoekBCUTExPgL0+MjY0NNjY2uLm5MW7cOEJCQoiPj6erq4ve3l5qamooLCykpqaGmpoa6urqRMJB+rkeHh7iQCh1kWVmZpKXl0d/fz8+Pj4YGRkxNDREXFwc586dQ1VVldmzZwvJ5FgBDuCvc6HUhSVFBD969IimpiZB+AsKChK/84yMDEGDU1JSIiMjg+rqampra6msrERBQQF5eXmePn0K/FXN09fXx9LSEicnJyHUk0gkTJ06VVymtbS0hHfF3NwcIyMjkUSVzhpZWFiwaNEiMjMz8fb2xt3dnWnTpomEgrSTZyyWhoYGbW1tqKmpYWpqiqKiIgMDA3R0dIg2pgkTJmBjY4Ouri4zZsxAVVWV5ORkVq1ahaurK7W1tSQkJJCdnU1DQwORkZFC8CitQkqrUYODgyLGeXl5PHz4EDk5OSGJdHV1xdfXFx8fH0xNTZGXl0dDQ0NU1Kytrbl58yYVFRUEBATg7OyMk5MT48eP/6/2t78d4ZaWFnGIHRwc5O7du8L8/N8ud3d3Jk+ejKKiIvHx8Zw/f56RkRH27dvH+++/T1lZGXV1dSgoKAhRjLKyMhMnTiQxMZGEhATU1dWF+VlWVpasrCzc3Ny4f/++OGCWlJSIYcl79+7R2tqKoqIiISEhdHR08PLlS3JyclBSUuLNN9/kxYsXlJSU4Obmho6ODurq6ujr6zM4OIiOjg5eXl7i4SkoKCA3N5ecnBwWL178d8P6Xy1pdqqzs5PS0lKSkpIwNDTE0dGRgoIC7OzsMDY2prS0lKysLJYuXcrPP/9MYmIiEyZMEM4Oqe04ODiYmTNnMn78eOTl5ens7GTmzJmMjIzw5MkTYmNjefnyJUNDQ/j5+dHZ2Qkgsu+Ojo5s2LCBM2fOoKCgQHl5OcXFxZiZmQF/DZUrKSmxfPlyJk2aRFRUFK2trSxevBh9fX2OHj06JnErLy/Hzc2N8vJyIcvT19cXg8Fbt25FRkaG8vJyJBIJcnJy1NTUUF1dTVZWFpMmTRLiRG1tbZydnQUpQltbW6Bdq6qq8PDw4PDhw7zxxhvcuHEDb29v6uvrkUgk1NbWYmdnh5OTE5GRkaI9zt/fn/T0dJ4/f46RkRE1NTWkp6fj4+Mjqis+Pj6iQiXNBo/FkvZzSyta0gxeeHg4Q0NDdHR0YGFhIYhXZWVltLW18eTJE5qbm3FxcRHtFNKNtLCwUBiTpa1kHh4ezJw5E2NjY27evElYWBjW1taCRlRYWEhLSwve3t5cu3aN119/nfj4eExMTLCwsMDDwwNra2t27tzJs2fP6OvrY/z48aKVIiAgQFRjxmJNmTKFR48eoa2tLRj2T58+pb6+HkdHR+Lj43FwcCA/P5+GhgZWrFjByMgImZmZIpMoFeVJpXczZ86kqamJtWvXivhnZWWRkJCAs7MziYmJYhj70qVLwsBdXl5OYGAg9+7dY9KkSfz444/AXzNk9fX1ZGRksGzZMvT19cWsg9TILL1Ij9Xq7e1laGhIHI5NTEyIj49HVVWVFy9eMDw8jKenJzU1NdTX1+Pr60ttbS1Hjx6lr68PHx8fIYazsbERL2mpuXvLli0cP36cJ0+eoKysjLGxMd7e3oyOjjJx4kSBdNfW1mbq1KlkZ2fj4eFBWloasrKyjIyMYGhoyNDQECUlJcjJybFkyRJBLps0aZIQrPb09PzHJJj/2yW9XKirqyMjI0NfXx/l5eUMDQ1hbGxMRUWFqDSUl5dz/fp10tLSsLS05PHjx+jp6Qm/haysLAMDA+Tl5aGiooKWlpa40Li7u6Ours7169fp6uri6dOnwjeQl5dHW1sbNjY2zJs3j8jISJYsWUJYWBh1dXUYGRmxbNky0TYjfa8mJydjY2MjMMCXL1+mvb19TC4gjY2Noo1p9uzZoqWkqqqKd999Fz09PQ4ePEhJSQlOTk4EBweTn5/P7t27+eWXXygpKWH58uU4OjoyNDREdXU1ysrKyMnJkZycjKenJ7q6ulhYWJCfn8/169fp7u5GTU2N58+f4+DggLGxMYaGhgJ96ufnx5kzZ1i4cCHt7e1ER0cDEBYWxh9//IGSkhJRUVHifOLl5SWIgGOF2QWwtLQkMjJSzABJAQ9vv/02q1at4sCBA3R2dnLr1i2ysrJwcnIS+Po//viDiooK5s6d+z8qmpWVlYJgWl9fj4KCAmpqahgYGBAfH09BQQGenp7s2LGDyspKYZa/fPkyrq6ueHl5ISMjg6+vL/fv3xczIlJvW2FhITt27CAyMhIPDw80NDR4/vy5sNWPxSovL6e7uxtNTU08PDzo6elBUVGRFy9eMGvWLCIiInj77bcZHh6moqKCwcFB4uPjUVNTE4miuro6ZGVlUVVVRV1dndzcXCHbTklJobe3VxjkU1NTWbhwISEhIVy6dAklJSW0tbVRVFSkv7+fx48fM3PmTDIzMyksLEROTg4lJSU6OzuJiYlh8eLFuLu7ExoaipmZmUi8NzU1oaSk9B9/7791+UhOTmbTpk04OTlx/vx5FBQUCA0NZceOHezevRt9ff3/6vMSEhIICAhgaGiI4eFhxo0bR0REBPb29jQ2NrJ8+XKio6PJzMwEYOrUqYSFhfHgwQM0NDTIz8/nrbfews3NjYaGBu7evcu0adOEF6S/v5+Ghgba29uxt7cXveDTp0/nlVdeYf/+/SxevJjNmzdz7do1srKy2LNnD3v27CEoKIiGhgZiY2Npb2/H3Nyc6upqMd3f0dHB66+/jre3N7GxsSQmJjJr1qy/E9b/eqmoqHDo0CFR8ent7SUwMJCsrCy6u7v58MMPqaqqwtfXFyUlJdFLnpyczKuvvsqOHTt45513GB4e5vLly8TGxqKtrc1nn32GnJwcra2tNDY2EhMTw507d7h48SLZ2dl88803XL58mbi4OBQUFLCxscHT0xNlZWWCgoI4ceIEOTk5WFpakpmZSXNzM1lZWcK4O3nyZB49eiQwhaamply7do3e3t4xiVtSUhKbNm3CxsaGmpoaoqOj2bRpExoaGqxYsYLnz5+Tn58v5i6kkqOBgQHq6+uZNWsW586do6KiQmx8Hh4e7Nq1S5A5cnJyePHihTjgnj17lsWLFxMdHY2TkxPjxo1DWVlZtA7+9NNPhISE8NlnnwmE5YIFCzAxMeHp06fU1tYSGRmJoaEh7u7u+Pr60t7ezhdffMH8+fPHJG4A69evp7CwkLt37xIdHc2MGTNYsmQJTk5ODA8PU1xcTHV1NQ0NDaipqeHv789vv/2Gv78/OTk5lJSUsHfvXnR0dFBRUSE9PR0rKys++OADpkyZwhdffEFLSwtKSko4ODhgaWnJ119/LUSU0ipbfX09EydORF5engMHDhAeHs6HH34o5rGys7M5ePAge/bs4bXXXuOLL77A19eXkydPkp2dLWZHxmqQtb+/n7i4OFFtlApM9+zZw5o1a/jll1/Iz8+nsrKS7OxslixZgqGhIWfOnEFWVhY3NzcMDAxEi56Pjw9paWkcPHiQ8+fPU1tby/PnzxkcHCQ1NZWMjAwaGxuFI+nf//43BgYGyMnJUV5ezjfffMPUqVNJTEyksrKS7du3o6OjQ2lpKf39/URGRjJhwgQCAgIwNDSkoKCA7u5uFBQUePHiBWFhYWMSt2fPnlFZWYmamhpTp07Fy8uLbdu20dTUhJGRkSDtGRkZoaurS09PDwcOHGDVqlXCEaCvry+ynv7+/lhbW/Po0SPee+89Hjx4QH5+PpMmTWLt2rXk5eVx5MgRpk6dSmtrK3JycoyMjFBcXMyPP/7I8uXLsbe3JycnB1NTU0pKSkhLSyMuLo7q6mpWrlyJioqKwGN6enpSWFjIvXv3GB0dZfPmzf9xT/T/zRoeHqa/v5+lS5cC8MUXXyAjI8PDhw/ZtWuXOChraGjg7u5ORUUF3d3dHDx4kPXr1xMUFER0dDSGhoaEhITQ1NQk5g9kZGQYHR0VPektLS0sWLCA9957j8ePH/Pee++J6reHhwerV69mxYoVpKSk8OjRI9rb2wW6Ni4uDgcHB3R1dcU+8O9//5uKigqePHmCpqYm3377LefOnRNdFv/kknqBjI2N0dPTo76+HltbW4yNjampqeHmzZvo6+uzYMECRkZGKCoq4u233xZJte3bt4sEkaenJ+bm5hw4cAAdHR2+//57UlJSGD9+vJilqa2tRVVVFR8fH27cuIGZmRnt7e1UVFQgIyODp6cnCQkJuLu7k5iYSH19PXPnzmX+/PlkZ2eLQ/hHH33ErVu3RGU9ISEBgM2bNwvq4j+97t69y927d7GwsKCzs5Pz58/T29uLkZERAGfOnMHc3JympiZqa2tRUlLi1KlTpKamisqc1B0mNZNPmzaNpqYmGhsbMTAwEDJnBQUFMde7ePFiCgsL2bdvH5mZmWJwfOnSpaLaePPmTT799FMAHjx4IGhPc+bMYWBgABkZGfFeMDMzY3h4eExiBgihMUBFRQXp6eksXboUFxcXFi9ezIYNG/joo4/Iy8vDxMSEe/fuoaioSHl5ORcvXkRbW5t169bR2tpKamoqDQ0NYp7v+vXreHt7k5+fj7GxMc7OzpSXl/Pee+/x66+/snfvXoyNjYmOjhbiWolEwvLly/n00095+fIlbW1tyMjIiMvPn3/+yY8//oiVlRXXrl3D1NSU5ORkHjx4wEcffYSzs/N/9L3/Fmp3+fLlgiry1VdfiZ8/ePCAhw8f8tNPP/1HnyNFjUVERODr60tlZSUvX76kqamJWbNmcfPmTaqqqjh9+jTh4eF0d3fT3d3NtWvXGBoa4pNPPkFOTo6WlhYePXqEr68vS5Ysobq6mpkzZ1JaWsq+fftobW2lpaUFNTU1pk2bxltvvcXx48fZvn07ioqKbNmyhWnTpuHu7s6xY8dElk+a3Y2KisLExEQM05SUlIg/FGNjY6qqqjAxMSEsLAw9PT1OnDjxj+LtpHE7ffo0sbGx2NjYCBOru7s7OTk5/Pbbb+JmLy2j1dXV8dVXX/Hhhx+yatUqhoeH+fnnn/Hz8+Px48ecPHmSH374ASUlJcrKylBWVkZbW5vs7GxevHjBuHHjeP78OTt37iQ3N5fjx48zMjLC5MmTeeWVVxg3bpxA0Z49exYvLy8xD9DT08OuXbuYNm0ahoaGJCUlCSNsfX09VVVV+Pv7Mzg4+I/H7Z133uGbb75BTU2Nvr4+ZGVl2bRpE5MnTyYmJgZNTU3RntDY2EhsbCwSiYTt27dz48YNsXFZWFgwf/58vLy86OnpITQ0lIiICO7evUthYSG2trbMmzdPcP+ltA05OTnU1NR4+fIlv//+O99++y2lpaVER0dTXl7O1KlTsba2FheOmpoatLS0qK+vZ/369fT19ZGTkyNoFnV1dWOGBTQzMxPtZc7OzigoKPDpp58SERFBaWkpL1++pKioSMgrjxw5gq6uLmvWrKGoqIj58+dTWloqzNpZWVmEhISwbNkyPDw8cHV1FWbhoqIiYmJiyMvLEyhpbW1t9PT0UFVVpbi4mDfeeIP33nuPM2fOMH78eAwMDCgpKUFVVZV///vfNDQ0kJiYiK6uLoqKikgkEoyMjNDT0yMiIoKgoKAxiVtBQQE3btwQrVUSiQRbW1uOHj1KTU0NNjY2HDlyhLa2NtGGEhYWxvz585k+fTqnTp3i4MGD9PX14eHhwaNHj8QsUmNjI9OmTUNWVlYgGV++fIm1tTX79u3j7bffJjExkZUrVwop5htvvME777xDUlIS7733HkNDQ7S3t4ts/rFjx7CxseHHH38kPDycS5cu0dzczJo1a0Q/+ljE7ddff2XSpEmYmJhQX18vqgsRERG8fPmSdevWUVBQgJmZmcAuDw4O8s0337BmzRq0tbVxcnKiqqoKOTk5Dh8+zMuXL+nt7aW2tpaysjLs7OwwNzdHTk4OFRUVamtrWblypaDLxMXF0dDQgJycHI6OjmzcuJEdO3Zw5MgR5OXlMTc3F/tDdXU1bm5uvPbaa0yZMgUzMzOePn3KtWvX8PLyQkFB4R/9m/s/47Z27Vqsra1RU1NDXl6eGzduEBsbi7+/vxjM19fXR0lJif7+frZv386rr77KW2+9hYyMDHv27KG+vp7p06cTGBjI9OnTBSb9gw8+4NGjR5SWlmJgYMDNmzd58OABjx49IjU1lSVLllBcXExGRgYGBgaiz3xgYEDss8XFxbS3t1NWVkZhYSFxcXF0d3czb948Fi1ahL6+Pjdu3CAtLY358+ezfv36fzxu0tmsAwcOkJWVxcSJE+no6ODmzZvIysqyZMkSKisrGRwcxMnJCScnJ77//nskEgnfffcdRUVFDAwM0NTUJFqypbOrs2bN4tNPP8XAwIBJkybh7u6Ora0tDx8+ZN26dVy4cIGzZ88SGBiIkZERERERLFiwgMbGRhQUFJg5cyY7duxAIpGwevVq1q9fT3NzM0uXLmXLli14enrS1NSErKyssKt//vnn/Otf/xqTZ/X+/fsEBwcLwMzw8DDHjx8nIyODxYsXs2rVKnbt2sW4cePYuHEjKioq9Pb2impXQ0MDBgYGvHjxgosXL9LT08Pw8DALFizAxsaGtWvXoqOjQ29vL93d3XR1ddHT08OWLVs4ffo0xsbGJCQkUF9fj7+/P6ampiQkJDAyMoKTkxOysrLExMRw+fJliouLef78OV1dXdy4cUPQAZWVlbGzs2PNmjV4e3uPGU787bffZurUqTQ0NJCamkpoaChPnz7F1tYWbW1t0R6al5cnkM6NjY3s3btXOJ40NDTEZTQ1NZWCggIOHTpEREQEFRUVAgJUXl7OZ599xueff46RkRHz5s0jIyMD+Ks75fvvvxeUz+HhYdzd3QUS+9atWxgZGSEnJyeSptra2uTk5FBdXS3Ipf8YatfQ0JCPPvqIgwcP/o+fKyoqEhcX919/nhR7ZmhoKAhWvb29RERE8Oeff6Kuri5aTqSlyOjoaMzNzQkICCAiIkLMXWRnZwvkm6OjI7Nnz+bu3btIJBJmzJjBqlWr2LFjBzIyMqSnp3Pjxg127txJWVmZwIRKJBIeP36Ml5cXJ06cwMvLi0ePHlFQUMA333xDZ2cnhw4dYu/evaSmprJ8+XLy8/PZvHkz5ubmDA0NjQneTk5Ojjlz5lBRUSH+uBobG5k0aRJ2dnbMmTOHV199FTU1NSIjI7l//z7Dw8Pk5OTwyy+/sGvXLt5//33Wr1/Pm2++iYuLCz/++CPZ2dmEh4dTV1dHZ2enIHPY2dmhpaXF6tWrUVFRYeHChRgYGFBcXMz+/fv59ddfMTc3R0NDg7feeovTp08DUFtby6VLl0hOTqa3t5fPPvsMWVlZ9PT0KC4u5vz583h6etLf38+ECRP+8bh98cUXoie0oKCA5ORkzp49y7179wgODiY0NBQtLS1u3LhBQ0MD//rXv3j06BEbNmxg8+bNLF68GCsrK9rb2wW2Lzc3l/Lycs6fP8/UqVOZNWsWbW1tpKSkEBwczMOHD1FVVeWdd95h7969tLe309bWxoEDBxgcHOTIkSPs2LGDgoICurq6iI6ORllZmVWrVrFz507S09PZsGEDPT09WFpaMmHCBPr7+4mIiBhTatOaNWtQUFBg/fr1jB8/ntLSUszMzHB2dubhw4fCfu7k5ISysjIuLi7ExMQIpGdKSgq5ublUVVWJjf7IkSP89ttvfPnll0yfPp3s7GwSExMxMjLi008/JSkpiVOnTnHq1CkAAgMDeeWVV3Bzc8PW1pa4uDiOHj3K/PnzsbKyQlNTUxDwuru72bRpE2fPnkVZWZkHDx4QGxuLjo7OmA4VNjY2Mm/ePKytrWlubqakpIS3336b33//HWdnZ27evMmECROEsyMpKYnTp08zbtw4PDw8OHToEMHBwfT19ZGeno69vT0PHz7ExsYGPz8/Vq5cSVZWFoqKisyePZtly5ahoqLCq6++yrp169i3bx9lZWXs2LEDbW1tzM3N6e7uZsOGDdja2vLtt9+ira2Nu7s7N2/eBP6qEG7dupWTJ0+ipKSEkZERFy9epKGhQbRq/dPr888/58033xRCMCke89133+W9995j165dqKmp8dtvv3Hz5k2MjIxISUlhypQpXLx4kQ8++IDp06eTk5PDjRs3iIqK4tmzZ5iamorW0MLCQkF1cXNz48iRIwwPDwuU59q1a0VLQlZWFsbGxnz77bcoKSkRGRnJixcvsLa25saNGwISkZycTEhICJs3byYqKoqwsDCWLl3K7du3xyRuU6dOJT4+nnPnzuHs7Mzrr7/OvHnzmDRpEnv27CEvL48nT57g7OyMmZkZTU1NHDhwAH9/f/Ly8sRzGRERwZUrV6ipqSE+Pp4///yT5ORk9PX1iYqKws7OjnfeeYd169ZhbGwsqIqAmO2qrq7m0KFDvPbaa+Tm5uLn58etW7eIiorC2tpaSFbT0tL4/vvv6e3t5dixYyxdupTDhw9TU1ODvr7+mLSsSZ0vUiM0/NUW3tPTQ3R0NI2NjaxYsQInJyeysrI4ffo03333HQkJCaxYsYKbN28yNDTEwMAAAQEB2NjYMHnyZAYHBzE2NsbIyIj8/HwMDQ3x8PAQCahbt26xaNEifvjhB7KyssjMzMTf3x9VVVWuXbvGrl27ePHiBaOjo4SFhQkEcm1tLW1tbQKgoKGhIUAd586dG1MYSU9PDyYmJqKq4evri6amJgcPHhRSaKkUUQq4OX36NElJSTQ1NfHbb78hLy8vwBlfffUVW7Zs4dSpU7z99tsUFhaSlJREbGwsvb29rF69mpcvX3Lnzh0GBga4f/8+FRUV5ObmcvDgQd544w00NTVZtWoVp0+fxsvLCwsLCwIDA5GVlWXbtm38/PPPpKenU1NTw8cff4ytrS23bt3i9OnTY7bHTZ06ld7eXjZu3EhWVhbTpk1j3LhxYhTgzJkz1NfXIysry/z589m9ezf//ve/UVRU5J133hHtfO3t7VRWVrJkyRK8vb355ptvmDFjBpMmTUJPTw8FBQUkEgkvX75kxowZnDx5krNnz3LixAlyc3MZGBggNTUVZWVlfvzxR5KTk5FIJGhpaaGkpISBgQGLFi1i3759pKSkoKamRmlpKeHh4SQlJVFfX09RURELFiz4j77337p8SMto/2fv79DQEKdOnfqver6kq729nZKSEsaNG4e2tjaxsbHIysqKwe2+vj4SExMJDg4mLCyMpqYmSktLmThxIqtWrSIsLIzXXnuN0tJSioqKmD59Oo8ePSIuLo7ly5dz/vx5mpubGR4exsjIiDlz5uDu7s6lS5cEI9nc3Jw1a9agqanJ66+/zo4dO9iyZQtVVVX09/eLzKx0kHP16tUcPHiQkZERcQDo7Ozks88+Y+bMmX8nrP/1klJoJk2axPTp02lubsbQ0JADBw7Q3NzMrl27cHR0pK2tjcLCQl6+fAnAnDlzSEpK4siRI2hraxMZGcmhQ4fYtWsXe/bsoaKigpaWFlJTUwkKCmLVqlUoKSlx8OBBnjx5gqKiIjExMZibm1NWVkZNTQ0uLi6YmZlRXFzMiRMnMDQ0pLOzkwcPHpCUlISrqyuqqqosXLiQhw8fMmPGDJ48ecLo6CivvPIK3377LXPmzBmTy8eff/7JyMiIqFitXr1aMOXPnj2LhoYG6enp+Pv7o6Ojw+DgIOfPn2fdunUEBwfz448/0tTUxODgIIODg+jr6/PWW28RHx/P4cOHhdV3dHSU4OBgZGVlCQkJobS0lL1799LT0yNIHCdOnODKlSvo6uqSlpbG+fPnCQ4OZsKECXR1dXHz5k2uX79OYWEhT58+ZcaMGfT19ZGUlERycjLDw8Ns375dDAT/0+vtt9+mo6ODK1eucO3aNUJDQ6mvr2fq1Kno6upy8+ZN/P39SUxM5Pbt2/T09ODp6SmSAsbGxqxZs4ZXXnkFGRkZHB0d+fLLL1FSUmLOnDl0dHTQ3d1NUFAQjo6O7Nq1i927d3Px4kXMzc1paGgQwr6srCycnZ05efIkb731FleuXKG5uZkrV66Qk5Mj2l0yMzO5f/8+R44cwd/fny+//BJtbe0xiZd0BQQEoKioyPPnzykqKgL+eg537txJfX09kZGR9PX1CUKTpaUlFy5c4PvvvxfuiLKyMszMzPj444+Rk5PD2NiY8+fP4+rqira2NtbW1gwPD1NeXk5eXh4ODg6kp6fj5+eHoaEhlZWVKCsr4+zszNSpUzl+/DhBQUHs3r2bnJwcGhsbMTQ0ZOnSpXh7e2Nubk5OTg6RkZGCJJaTk8P58+fHLG5nz57llVdeEaV/aUvilClTaGlp4ezZs2RnZ9Pd3Y2Li4vI8qekpHD9+nVUVVUF9GBoaAhTU1PCwsLYtm2boIy5uroyOjrKvXv3OH78OBoaGsKU7urqip+fH+rq6gKtOn78eJqamsjJyeHtt99mwYIFhIeHCzmptB1LOl80MjJCVlYWKSkpLF68mMbGxn88btL5HylB8ODBg8TExLBx40a6urqor69HXV1dVG5PnDjB+fPniY6OPElEqAABAABJREFUZtKkSURGRhIQECDmEVxdXdHV1SU8PJxVq1bx9ttvCwLl8ePH6enp4eOPP2ZwcJDbt2+zevVqJk2aRGJiIklJSfj6+nLx4kU0NTU5fPgwAQEBvP7668Jen5CQgJKSErKyssyZMwc9PT3gLwtzd3c3ycnJ7N69+x+P27Vr1/D09GTatGmoqalx584drKys2Lt3L++88w579uxBR0cHeXl5ampqKCgo4Oeff+b333/nzz//5OHDh6ipqREYGMi0adOwt7cXgJHLly8THx8vkldHjx4VQlap0Xx4eBhVVVUhHUxLS2Pp0qXs2LEDMzMzZs6ciaWlJbGxsSQlJXHz5k12797NnTt3GD9+PHp6ehQVFSGRSHjzzTd5/PjxPx4z6SorK+PTTz8VNL6CggLOnTtHe3s7L168EK155eXlpKSk4Ovry969e0XFu6SkBE9PT/T09NDQ0OCbb74B/srGf/jhh3z55ZfMmTOHkZERHjx4IDDNr732GocPHxZUUqmoWipdlqLrpfNr/f39xMTEoKysjKamJrm5uaK1MD8/HwUFBY4dOzZmbeCLFi1icHCQ/Px86uvrSUlJ4YMPPsDExIRJkyZhZWXFm2++SXJyMlFRUdTX19PW1sbkyZNxdXUlOzub4eFhzM3NKS4uZvr06bz55pu0tbURFBSEmpoaOTk51NfXo6+vz/r16xkZGREwnffffx8dHR2BqldSUuLy5ct8+OGHHD9+nDNnzjB79mxMTU2JjIxk27Zt/PDDDwwNDZGamsqaNWt4//33yc3N5eHDh//x9/5bl4+QkBC+/fZbIacqKSnh5s2bFBQU8PHHH//Xn6elpYWmpiYSiYS+vj5cXV2FG2F4eFiQQzIzM7l7964QccXGxgp2f3h4OK2trcjLyyMvL8/rr78uSAsffPCB+P/87LPP0NbWxsfHh0mTJtHe3s7g4CB2dna4ubnR2NiIvr4+mpqahIaGcvPmTTw8PGhoaCAvLw9HR0eMjY05c+YMn3zyCU1NTTQ0NAiW94YNG/6WaPHvrDfffJPm5mZMTU3R19entLSUgwcPiuqQkpISWlpaxMbG8ujRI3R1dRkcHGTixIk8fPiQn3/+mZGREZqbm5GTk+PWrVu4urpy6dIl5OTkKC4u5smTJ4KkFR8fz7NnzwTjXroBSytNe/bsYWhoiKCgILS0tCgpKcHGxoa5c+cKmsSvv/7K559/TlFREW1tbeJF6OHhQXBw8JjEbcOGDaipqZGVlcXQ0JBoW/vwww85cOAAGzZsIDc3l/z8fPT19fHz82PDhg2sWLECWVlZwsLCaG1tpa2tDVlZWXx9fSkvL2dkZITOzk6ePXtGXl4eoaGh+Pj4cOTIETIyMggLC+PcuXOYm5uTn5+Pnp4egYGBKCsrC8qb9OBnYmJCW1sbNTU1/Pnnn7z22mu0trYSGxtLRkYGvb29AqtXVlY2ZnSO9PR08vPzyczMREVFRSAlP//8c0pLS5k2bRq9vb24uLgIhLWLiwuPHj3i9ddf5+LFi1y+fFkgixUUFIiLi2PRokUsWLBADGTn5eUJrKWPjw8///wzb731Fn/88Qetra3Ct5OamspPP/3EgwcPWLhwISYmJnh7e9PU1MTnn3+OgoICAwMDeHh4cOvWLeLi4khOTkZeXp7p06czadKkMYnbqVOn8PDwoLKyUpC8pPKtmJgYbG1tkZWVRSKRYGZmJsgr+vr63Lp1C21tbUZGRmhsbKS0tBRHR0f+9a9/MTQ0RHBwMBYWFuL3I0WJ79mzBwcHB8aPHy/8ChMmTKC1tZUffviBxsZGIiIiaGtrY+3atejq6opK4Pjx48VMQF9fHx0dHeTm5lJSUjJm0jIAiURCT08PBQUF6OvrY2NjQ2pqKnPnzuXx48ds376d0NBQMSckbTuQSCRs27aNiIgIIX4rKSnh2LFjom1g8uTJeHl5UVFRQXt7O6Ghody/f5+WlhbRqqGkpERKSgoqKiooKiqSmZnJZ599JnDu58+fp729HVNTU3bs2EFHRwfZ2dmMGzdOGKalaGkpqnYsVmxsLJqamvj6+tLS0kJkZCTDw8MYGxvj6+srfDeqqqpkZWXR0dHBggULeP78OU+ePKGrq4v+/n50dXVxdnamurqaadOmsXfvXl577TViY2MFFlZGRkYgUp88eUJdXR0rV64kNTWVZ8+eibaRAwcO8K9//Yvq6mrRLq2oqIilpSU5OTnExMRgZGQk3D9OTk6YmJhQVFQ0JtJe+Au1Gx4ezvLly1m2bBk2NjY0NzejqalJbGwsGzdupLKyklu3bgmjeH19Pfv378fR0ZEtW7YwMDAgZiy///57Vq1axYQJEzAyMuL7778XF+lXX32VlpYW7t+/T2BgIAkJCZSXl2NgYICrq6sgKz59+pRp06ahrKxMVlYWubm5WFtbs2XLFvbu3cu4cePw9vbmwoUL9PX14ejoyKRJk7C1teXkyZNjEjf4Swja29uLgYEBFhYW6OnpsWTJElpaWjh16hSDg4NkZGSI7LqUwhkUFMScOXPo7+/n7t27dHV1IS8vj5qaGsuWLeOHH37AxcWFjo4OWlpa6OrqQkdHh76+PrZv305jYyNGRkY4OTmRk5NDa2urIChWVVVx8uRJenp6OHPmDCMjI6ioqODn54eFhYWorI4fP57U1FTU1dWxt7enpqYGXV3dMYlbYmIiVVVVVFdX09/fT1dXF0FBQQwPD4szRlpamvg9x8XFcfDgQQYGBsSsoKOjI3JycjQ1NdHU1IS1tTUKCgro6uqyfPlyHj9+THR0tEDfL168mPb2dvbu3YuysjIJCQn09fVRXFxMRUUF69atQ0VFBRUVFRQUFKipqUFOTo5Zs2bx4MEDKioqUFNTY3R0FA0NDUZGRmhoaPivPEZ/i206efJkFi5cSG9vL5988gm//PILampqHD58mA0bNvzXn9fW1kZ3dzd5eXnk5uYyOjqKtra26J8cHBzE19dX4GKdnZ3F4U168HZxcUFXV5fq6mrBxZ4xYwaKioo4OzszZ84cxo8fL7C8VlZWBAcH09DQQHl5OTU1NXR2diIrKyvat0ZHRyktLUVWVhYHBwe0tLR49uwZ8vLyIrOUnp5OVFQUaWlptLa2UlFRMWYvmPb2dkpLS4Wg0crKCnNzczZt2oSZmZm41EnlbSEhIXh5eZGYmIiCgoIog3p4eDA8PMz9+/dRUVEhPj6euro6pk+fLmYNRkdHMTIyYnh4mPDwcDEAFhYWxoYNG1i8eDG2trbiUGdkZMTy5ctxdXWlra0NQ0ND4uPj6ezspK2tjevXr1NdXS1adiwsLMbMH2Bvb096ejp5eXn09fXR0tLCkydP0NLSIiMjQxCupOSfnp4eJk6cyLVr19DS0qKhoYGuri4MDAyE0KyyshJfX18uXLhAVlYW2traWFpaoqqqipGRkSCS1dTUkJmZiUQiYWBgQBzwRkZGRBZWSlTr6+tDR0dHUESkLgEp/aq9vR0bGxvu378/JnGDv1oupX//g4ODKCoqEhoaSm5uLrKyskRHR9PT0yMoO01NTdTX11NWVkZpaSlaWlooKiqirKzM0NAQjx8/xs7OjpKSEi5cuMC1a9cYGBhAV1dXUNWKiopwc3MjLS0NFxcXpk2bhp2dHb29vairq5Ofn4+BgQE9PT3Iyspia2vLpEmTCAwMFLJH6ZyItbU1MjIywnkzVkuKeW1raxMegODgYIyMjAgODhb7XVJSEjExMTx79oyenh7c3d3R1dUlOTlZUMEKCwvFHFJdXR3nz59n//79lJWVibYs6UsmODgYT09P6urqSE9Pp7i4mKGhIXx9fWloaCA9PV2IHKVld2mJPzIyktTUVJqamnjy5AnR0dEC7z1WSyrbGj9+vOhpB1BQUMDV1RU5OTlycnJITk4WPfaurq7ExsZSVFQk+PS2tra4u7uTnp6Oq6srK1asYGBgQAz4FhYW0tPTg7m5OS4uLri6ujIwMCAui62trVy5coX+/n60tLR49OgR/f39JCcnk5OTg6qqKra2thw+fJirV69y5swZIbF95ZVX8Pf3JzY2lkuXLo1J3KTvoMLCQiFC9fLywsjIiNmzZ2Nvb4+ysrKQKEorpxMmTCAjIwNnZ2eMjY1xcHAQGdbBwUGCgoKEzTg3N5eCggIUFRXx9fXl8uXLjB8/nv7+fkG3MzMzQ1lZmaKiIlRVVZk8eTIjIyMMDAwwMjJCe3s7qampDA0NMX36dHR1dTE2Nsbf3x9PT080NDSQl5cfs0plS0uLEAGWl5dTV1eHRCIhLS2N+vp6PD096evrw9TUFB8fH0Gge/bsGf7+/pSUlBAVFUV8fDwNDQ3o6elRVVXFw4cPcXZ2RlFRUXiapPOiHh4eZGZmcu3aNVpbW2loaODZs2fcvn2bsrIytLW1CQsLE54GVVVV5OXlBVHQwsKCtrY2enp6MDU1RVZWltLSUiwtLf/jFpj/jdXY2Mi4ceOElyUnJ4esrCzy8/ORlZXlwoULPHz4EHl5eTHT8ttvv+Ht7U1oaCj5+fnivSl1wkRGRjIwMCAALVLnh7OzM9ra2oSHhwsxpPRdbmBgwKZNm/Dx8cHT05P4+HgaGxvx9fVl8uTJODs7Y2VlxYwZM2hoaMDV1RUHBwfhctPR0eHZs2djFjfpvjNx4kTxPYuLiwkICMDHx4ehoSHU1NRobW0lNzeXjo4OvLy8ePr0KQkJCbS0tNDY2CjgBRs2bMDFxQVnZ2dcXFzIz8/H1taWJUuWMG7cODQ0NBg/fjxxcXF4eHigra0t4AcpKSnU1tZiYmJCVFQUNTU1lJWVUVRUJEYSdHR0mDVrFvb29tjb25OQkMDly5eFEuA/XX9brODi4sKRI0eIiYkhOTmZCxcuEBYW9rekXSoqKkI02NraipaWlsACNjY2ik1S+sD7+PgIvrPUJjp+/HhmzpwpynePHz9GQ0OD+vp66uvr0dXVZfLkycyaNQtVVVWGh4fJzc3lyZMngi/e29uLvLw8Li4u6OjokJWVhZ6eHuXl5QwMDGBgYEB+fj5ycnIsXLhQ2Ii7urrQ1NREV1eXrq4ukYX8p1dUVBSRkZE8fPiQ+/fvk5KSgoGBAba2tgQEBODn54eysjJmZmYEBATg4eHBjBkzqK6upq+vj/nz5zN37lz8/f2xs7PDwMCAuro6tLS08PX1Zc6cOcydOxddXV2Ki4vFEJcUCaupqcm0adOYN28eenp6qKmpMXnyZLS1tWlqasLc3Jz+/n4yMjIYGBggLS0NXV1dmpqaSE1NRU5OTmQFpSbbsVh5eXk8evSI2tpa+vr6xMsA/sIF9vT0YG9vLwzww8PDmJiYCMtyQUEBra2t4iU8MDCAvLw8VlZWYpDY3t6ejo4OcnJymDhxouB2q6ioYGZmJiRmAwMD4tIaFBREeXk5VVVVlJSUkJubS1dXF9OnTyc6Olq4IKQoRqlvQeoeGItla2uLtbU1FhYWmJubY2dnx/z58ykvL6etrY2EhATk5eXp6OgQYIbnz5+jqKhIREQEpqammJiYCAeNNNNfWFjIsWPHyM3NJTExkYqKCvT19amtreXcuXNoamqSnp6Op6cns2fPxsHBARkZGaZOncqZM2dwdnamvb2dpKQkOjs7mThxIosXL2ZwcJDc3FwAJk6cSGhoKL6+vhgbG4/pIdrFxUXsIQYGBjQ0NKCrqyswkFIRnIKCAr29vcTExJCUlISxsTEzZ86kq6uL6upqhoaGkJWVJTs7m9mzZ+Ph4UF4eDh37twhMTGRgYEBbGxshAOmp6eH9vZ2JBIJWVlZxMXF0dnZyaZNm5gyZQpVVVUoKSlRV1dHbm6ukHR1dHTw4sULnj17hqysLG1tbUJqWlBQMGZxkzperK2t0dLSoqioCCcnJ9ra2li0aBHwF2UnKSmJxsZGcnJy6OvrQ0NDg/LyctTU1MSsgImJiSAWSuWoMjIywpWQm5uLnZ0d1tbW1NTUkJ2dTWdnp8hAl5SU4Ovry6xZs8RLWE9PT0gE8/LySE9PR0tLi8uXL1NXVydgGmVlZTx79mzM2mDMzc2RkZEhISGByspKJkyYgLy8PP39/cjLy9PW1ibkjEZGRnh6egqRoqurK+7u7lhbWzM6Okp9fT29vb3k5+fj5OSERCIRVU9pRUl6ULe2thZAEem7RCoGlZJxhoaGMDc3x9XVVfxzeXk5/v7+hIWFYWhoiJ+fn4AMWFlZjdnlQ09PTyTdpH6PlJQUCgoKRMXC0tKSWbNmMWXKFPr6+gQZS3q5jYiIIDs7Gz09PZYtWwbAjRs3MDExobKykvb2doaHh6mpqSEuLg4rKyuqq6vR0dHB3d0dHR0dCgoKCA8Px8jICG1tbcrKytDV1WXKlCkCx1pQUICfnx9lZWWMjIwwe/Zspk6dipmZGb29vXR2djJlypQxiRv8VaVUV1dnYGCA5uZm8T5vbGxk/Pjx9PX10dXVhZOTE76+vjQ1NVFTUyPmjKQesKlTp+Lr64uZmRmVlZV4eXmhp6dHS0sL9fX1tLa2Mjw8jIGBAbdv3yY5OZnHjx8TGxtLa2srdnZ2zJo1Cz8/PyZNmkR/f784gPv5+WFvb4+npyfjxo1DT0+PmpoaWltb6e/vB/gf8syxWB0dHaIqaWlpiZaWlvDqSMlh0vm0xMREuru7iY2N5fHjx+jq6gq3Wltbm5BMpqam0tXVhYaGhkioKikpoaCggJGRkdBCSM8xvb29KCoqYm1tjbOzMwkJCTQ3N4t2sIKCAiQSCf39/RgYGODn5yfcZJmZmRQUFKCuro6Dg8N//L3/19++V65c+a+rH9KsSUdHB0FBQTg4OBAZGUlISAjFxcX09vZy8eJFtLS08PPz4+nTp9jY2HDx4kVcXFxEtnXatGmsW7eOAwcOEBkZSUNDA2lpaUybNg1VVVWcnJyYOnUqjY2NXL58md9++43BwUFmzJghjLhVVVWsXLmS0dFRwsPDWbZsGZcuXSI/P18YzqVDNbW1tcL8bWBgIC5Ipqam/9th/X9c0guYvLw80dHRPHr0CDU1Nfr7+1mzZg3KysqC8ayrq0tLSwtr1qyhu7ubu3fvYm5uTlFRkbD+ent7s2/fPnFIa29vx9DQkNraWrKyspg/f77I+lhZWdHS0kJraytZWVl88803WFhYcPLkSV68eEF9fT2ZmZmUl5ejq6uLRCJh8+bNHDt2TAia3N3d6evr4/79+wwMDPzXiOa/u27fvi0IYPLy8jQ3N7Nx40b6+/sJDg6muroad3d3XF1dRXZO6gS4deuWeMFKTdVSpn5qaioffvihaD94/vw5OTk5rF27loSEBGbPns3IyAgbNmwQ1KMlS5Zw9+5d4uPjcXR05MyZM+Khr6qqQkVFhYaGBiwsLPj0009RVlZm5cqV+Pn5CZeIj4/PmMQN/vJ8DA0NYW9vj6amJkZGRujo6DBnzhx++ukngdzNz89ndHSUFStW8Nlnn7Ft2zb++OMPbG1tycrKIiMjA0dHR5YuXcrx48cxNDTE2NiYJUuW8PTpUyQSCW5ubhw8eBAFBQXCwsLw8fHB2tpakIqkVVCpnLSmpoYHDx4wfvx4bG1tiY+P5/79+7S3t+Pp6cmSJUsE8tnR0ZGoqKj/arP8v1nm5uZUVFQQGhqKhoaGkB/W1dUxYcIEmpqaCAkJEZUZiUTCyZMnWb58ufAN5Ofno6mpiZmZmRjAXrNmDV9//TVaWlpUVFSgoKAgWh3U1dX58ccfCQkJoa+vDy0tLTFfZ2JiwtGjR5k4cSIyMjJiHufVV1+lrKyM3Nxc2traGBwcFG2A1dXVxMXFYW9vz/Tp08ckboODg7S2thIREUFHRwdDQ0MEBgZy7do11q5di6urK1ZWVujq6jJx4kQKCgrIyMjgyJEjpKenExoaSl5eHvn5+TQ2NqKpqUlWVpZg5/f39zNv3jz09fW5evUqEyZM4ObNm5w9exYjIyPc3Nzo7u6mr6+PhQsX4ujoyPDwMF5eXtjb2xMcHExNTQ39/f2kp6ezcOFCli5dyrZt28jPzyc3N1dkA6UEorFYRkZGqKio/A85ZVVVFXl5eeTl5ZGcnMzKlStRUFCgra2NTZs2cffuXYqLi1m9ejX19fU0NzeTlJQk/DShoaHcunWLzZs3i2evt7eXe/fu8fLlS3bs2CEogsrKyuTk5KCoqIiOjg7jx48nIiKCiRMnoqysLDoWdHR0MDU1Zd26dZSXlzNv3jzu3LmDo6Mjo6Oj5Obmsn79+jET906aNAlPT09aWlowNTWlr6+P2NhYVFRUaG9vp6WlBUtLSwCBtre2tmZkZIT+/n5sbW2prq7G2dkZd3d3+vv7sbCwYHBwUPikpPK8qqoqZGVl6ejoIDQ0VFSVmpub6enpobW1lVWrVjFz5kzi4uI4duwYBgYGPHr0iOrqahwdHVFTU+PSpUtcv34dGRkZoqOjRavw48ePkZeXx9PTc0xip6enx/Pnz6mvr8fExES0coaHhzMyMsLGjRv59ddfUVFRQU9Pj3HjxuHq6oq5uTlLlizhnXfeYWRkRKCBVVVVWbZsGenp6QCkpaWRlpZGXV0dBgYGODk5ERoaSk1NDSdOnKCxsRF/f3/Rjqyrq0tnZ6eQ1T5//hxTU1P09PQICAhAVlZWJKE1NTVRUFAQP/Py8hqTmAGiTdTGxobh4WF0dHTYvHmz8Oy0trZSVFSEra0ts2bNor29nR9++AFdXV3hIerr62NoaIju7m5evHhBdHQ02dnZAupSUFAgBODTpk1j+/btuLi4UFRURFVVFe3t7QQEBLBx40aio6M5fvw4p0+fprm5WcyYSP9Oz58/j6ysLPfu3UNZWRl3d3cmTpwoqqP/6fqPLh8zZ86ksrLyP/7Q//bykZeXx6JFi3jy5AlnzpwhJiaGAwcOsHPnTs6cOcN3331HZWUla9euxdfXl4MHD5KXl8cff/zBs2fP6O/v58WLF8jKyrJy5UouXLjA9evX+fbbb3FxcaGxsZHy8nI6Ojrw9/cnKCiIDz74AIlEwuLFizE0NKS4uJjk5GRhSz506BDHjx8XGNbbt2+TlpbG+PHj2b17t5i3SEhIQEdHR1Q74uPjWbhwoch4/JNr+/bt3L17Fx0dHczMzBgZGcHKyoojR47w5MkTIdCTZlP7+vpYt24dlpaW+Pj4oKioiJ+fH9ra2pSUlJCfn4+qqipDQ0MkJyezevVqTp06xfDwMGvXrmXRokW8//77oqKSnJxMW1ubcDrs3buXu3fvUl9fL7LTUmnkF198QWRkJKWlpfz8888MDg4yMjKCnJycuN2Xlpbi5ub2j8etvLycgIAA0tPTGRoaYvbs2Tx+/BgVFRUMDQ15/Pgxx48fx8PDA1NTU27evIm7uzsXL14UKNOkpCScnZ3x8fFhx44dvPrqq1y5coWEhASRXR4ZGaGtrY27d++yZMkSFBQU8Pb2prOzEy8vL9TV1RkdHWXWrFl899137Nu3jy1btvDw4UNhdS4uLubjjz9m//794sCekZFBVFQUPj4+bN26VbTGjcW6e/cu7u7uSCQSMfz9/fffExISQkVFBTExMYSHhyORSDAxMUFFRYWkpCQcHBwoKSkREjI3N7f/UeFMTk7m0KFDnDhxAj09PRYvXoylpSWnTp3CwsKCd999l4MHD2JqasrVq1dRUFDgrbfe4ujRo5w5c4arV68K3Km9vT3Pnz/n22+/ZcaMGVRUVHDnzh0hRvX392fRokXcuXNnTGIGUFRURFNTE8nJyUyZMoVPP/2U6OhooqKiePfdd8nPzxcs/4qKCl5//XWuXLnCuXPnUFZWZs6cOXR3d5OZmUlvby8+Pj5cvnyZzz77jM8++4zKykoiIyNJSUlhz5499PX1oaioSGRkJF9++SVLly4ViNrY2FjxwvHy8iI0NBQvLy+uX79OXl4ee/bs4cKFC7z22mtUVVVx7949IW/t6+sbsyQB/NWuJvUpKSgoMDo6yrfffouJiQmZmZmcPn2axYsXc+nSJfbt24eHhwfe3t5oamry5ptvYmtri7q6OioqKjg7O3Pq1CnMzMwYHR2lpqaG7777jnXr1rFo0SKCgoLo6ekhKiqKmzdv8ttvv5GRkYGrqyvKyspkZmaSnp5OXV0daWlp7N69G0NDQ7S1tWlra6O6uprS0lJ+/fVX8f4KDQ1FR0eHO3fucO3aNezt7cckbomJicydOxcLCwuysrLo6uriwoULfPPNN2KgOjMzEz09PUpLS/nxxx9FMmDTpk2cPn2akpIS2traCAsLY+XKlVy5coXDhw8zc+ZM/vzzT6qrq8nOziYgIIAVK1ZgaWmJl5cXHR0dWFlZERgYKA7vM2bMQCKR8OWXX6Kmpsb333+Pi4sLoaGhPH/+XMxhLly4EG9vb2RlZVFSUsLf318IM8diSWWVt27d4urVq3R1daGmpoaGhgZbt25l9+7dAtygpaWFsbEx5ubmTJs2DQMDA+7du0dZWRnjx49nZGSEW7duoaysjIeHB99//z0jIyPY2dmJmYXAwEBiYmLYsGEDxcXFuLu7i8TpJ598wtmzZykrKyMzM5PHjx/z/PlzCgoKMDc3FxJVDw8P9PT0BEjDyMiI+Ph4cnJyMDc3H7PLR2dnJw8fPsTV1VUghB88eICzszN3797Fx8eHly9fMjg4iIODAxoaGqirq7N79248PT0JCAjg119/JSIiAicnJ/bu3UtHRwfNzc1MmTIFDQ0NhoeHcXBwEK3TZmZmTJkyhcjISDQ1NTEwMEBRUZHW1lZ0dHTYtGkTr7/+Ops3b6a9vZ3R0VEqKyv58ssvyc7O5ssvv8TExITHjx8zffp05OTkuHz5MpWVlRw4cGBM4qasrMy7775LQkICWVlZ+Pr60tnZyapVq0hOTkZVVZX169czbtw4ZGVlaWpqYvLkyejp6Yl2fx8fHzo6Oqiursba2pqDBw/y7rvv0tDQgJKSEuPHj2f27NliD5X6nqKiogRUQltbm+joaE6dOoWCggL79+8H/rqQ19bWcv36dW7evImFhQVaWlpYWFhgb2+PmZkZcnJyFBQUUFNTw9y5c/+j7/0feT4OHDgg2kX+/62hoSHu3LnDuXPn/qP/uJRznJqayvnz51FUVBQZAWNjY6ytrfHz8yM1NRUfHx9CQkIYHBzk999/Fz6Qx48fk5WVxYsXLygvL0dJSQlHR0c6OjqQkZGhvr5eyPDWrFnD+vXrefz4Menp6eTk5PDdd9/h5OQkhFTbt2/Hy8uLcePGoaWlxYcffoiLi4tou9m+fTuysrJMnz6dqqoqtm7dyqVLl4iIiEBWVhZra2tsbGxYsWLFP84kV1BQ4Pz583R3dwuee0xMjMASqqqqsmnTJurr60lOTkZHR0dUiK5fv05dXR2tra2MjIyIYSOpb8DS0pKioiJqa2t59OiRkJ3Fx8cLW++HH37I3LlzWbt2LTk5OWzdulV4BGbOnElPTw9mZmaUlpayZcsWQR1zcHDg4cOHxMXFERISwttvv01RUREFBQU4Ojr+43GTDsD19/fT0dFBZmYmjo6OhISEcOXKFS5fvkxnZyeNjY2UlZVRUFDA5s2b6e3tRVZWlrq6OmpqahgZGcHe3p6JEyeyf/9+WlpaCAsLEz4KOTk5mpub6ezs5NGjR8jJyRESEiKyVkpKSsTFxTF58mS+++47amtruXbtGufPn8fa2pqpU6eSkJBAQUEBRUVF2NjYoKWlhYqKChKJhJqaGgYGBuju7ubUqVNjwiSXiqw8PT2Ji4vj+PHjAtm8efNmZs2ahZ2dnRjc3bx5M99//z3Jycn88ssvgrrW3NyMs7MzK1asoKGhgYKCAjo7O1FTU6OjowMbGxusra3Zu3cvXV1dhIWF4efnR2RkpMA4urq6Cub9V199RXFxMZMnTyY+Pp6LFy8yMDCAmpoax48f548//mDKlCmi5S47OxsfHx927949JnGLjIxEVlaW1tZWIYq8du0aXV1dzJkzh5MnT+Lv74+DgwP19fUkJiayZcsWamtraWlpwczMjJ6eHmpqatDW1ua1116jsbGRrq4unj17xt27d/H29mbevHkoKyuzZ88eDh06xO3bt3n77bcB+O2330hPTyc4OJjR0VEKCgpET7+ZmRm///476enp/PzzzxQVFbF8+XJWrFhBZ2en6JM2MTHBw8OD4uLiMYmbsbExn332Gc3Nzejp6WFoaMjs2bO5d+8eTk5O3Llzh87OTtavX09AQAAPHjxAVVUVd3d3NDU1UVdXp6WlhYGBARQVFYUY79KlSyxduhRLS0t+/vlnNDU1+eqrrxgcHERXV5fffvuNkJAQkYlUVVUlNTWVZcuWMXv2bGpra4XPor+/n7a2Nvz9/fn999+JiooSvdeTJk1i3LhxdHV1UVdXx5MnT/5RJ8//6Q746KOPqKio4Ny5c+Tn5zN//ny++OILuru7aW5uFtS85uZmgoKCUFVVxcLCQoiCKyoqMDAwEH3n4eHhPHr0iClTpuDv78/Q0BA5OTkoKytz9uxZHB0dWbhwIXp6erz22mviwu3j48OZM2ewsbEhJCQEHx8fioqKuHbtGo2NjWzevJmqqio2btzIokWL8PDw4MaNGwwPD+Ph4UFUVBTy8vL89ttv/3jczp49y4ULF/D29sbDwwMtLS0WL16MgYEBb731lnh3LVu2DBcXF7766ivmz5/Pvn37iImJwcbGhq6uLtLS0kRFKCMjA319feLj49m6dSvBwcH4+PhQVVVFd3c3u3fvFgfxK1euYGtrS0FBAQkJCRw7dgx1dXW+/vprMYulq6uLiooK5eXlHDp0iKCgINauXUtUVBTXr19HW1ubuXPniuz04cOHx+RZPXfuHDdu3OD111/H0tKSmJgY3n33Xd5//32ys7NJTU3l1KlT5OfnY29vT2BgIIODgyxatIijR4/i4ODA4OAg8vLySCQSYmNj2b9/P+PHj8fb25uMjAysra2Bv/QMEydOpKenh7Nnz5KUlISWlhYPHjzgwYMHAOzbt4+NGzfy5MkTgZi9fv06bW1trFmzhlu3brFkyRKSk5NRUFAgPj5etBUNDAywf//+MYmbFGHe3NyMh4cHzs7O/Prrr2KW6PLly2LOr6ysTCSS169fz/Hjx3FwcMDJyUnseXFxcUgkEtTU1AgNDRXnmMTERIqLiwkMDCQuLo4vv/xSXAzr6+uxtLRk/PjxmJiYUFBQwFdffcXHH39MdnY22dnZtLS0oKenx6+//oq6ujpbtmzB2dmZiooK4Rh59uwZhw4d+t/zfMyePRtHR0cUFRX/X//dv5O5vnDhAnFxcaLXc9asWTx79oxvv/2WRYsWiaHdmpoaHB0d2bBhA52dnXzxxRdoa2tjZ2dHWloaxcXFeHp6sm3bNnbv3k15eTnOzs6cPXsWGxsb0tLS2LdvH25ubrzxxhvIy8uLbL6pqSlKSkrEx8dz8OBBkZXevn07q1evpq+vj4GBAX766SfBTndyckJGRkZcNKS/dFnZvz1K818taclaSqJ58OABcnJyLF++nNbWVu7du8e0adNob2+nrq4OFxcXgoODsbKyYvbs2WzYsIG7d+9iZmbGjBkzSEpKwsXFhZycHN577z2+++478vPzycjIYMaMGezatYtff/0VTU1Nnj9/TmFhIc7Ozvz444/8+OOPeHh4EBAQwKlTp0hKSqK0tJS1a9fy3nvv8fDhQy5dukRmZiampqY8ePCAnTt3MnPmTIG8NTIyGpMMfnp6Ok5OTmIYsrW1ldHRUVauXEl6ejpvvPEGM2bMQFdXl5ycHCIiIoRgR2rpnTZtGk5OTgL3uX79elauXMnevXtpbm7m2bNnJCUlCblZWFgY/f39BAYGcubMGY4fP46bm5u4DL948YINGzZw69Yt5s2bh6ysLOnp6QwPD1NaWsoXX3zB0aNH2bt3L8XFxZw9e5bq6momTZo0ZtlUADMzM27cuCFEnNbW1rz77rvY2dnx+eefs3z5cuAva6uGhgaHDh1CVlaW5cuXo6ioSGxsLLdv38bR0RFvb28OHTpES0sL2trafPPNN1y/fl0MXgYGBjJx4kTu3LlDbW0tt27dQkZGBj09PRoaGkhISODWrVv4+fkRERHB+vXrxVBebW0t3d3duLu7o6qqyvLly7GyssLe3p65c+eioqIyZtUi+Kuvt7GxkdDQUAICAlBTU8PS0hJvb2+KiorYuXOnGMCvrKxk4sSJvHz5Ejc3NzE3EBsbS2BgICtXrqS8vJzZs2fz4YcfEh8fz4cffigy8wsWLODrr7+muLgYOzs7Fi9ejJaWFvAXHr28vJxFixbR2dlJcXExbW1tGBsbExISwsqVK4mMjOSNN94QToHk5GQ6OjrEQVVPT2/MHClVVVUYGhoKXKm0PVRBQYFdu3aRlZWFt7c3CQkJ1NXVYWpqKqpD+/btY+7cuaxatQo3Nzfy8vLYu3cvoaGhrF27lo8++oje3l4+//xzFBUVefPNN/nwww+FWyo9PR05OTlcXFyIj48XFeXZs2fj5ubG77//zpkzZygrKxMv/mXLlvH1119z9+5dJk2ahKGhoXAALVmyBGVl5TGJm5GREU1NTcTFxVFSUoK6ujrl5eU8fvwYQ0NDNm3ahL29vSCqFRQUcP78ec6dO8fZs2dJTEzk2rVrqKurMzw8zI0bN9i6dStxcXHY2NggJyeHg4MDJiYmxMTEEBAQgKmpKVu3bkVfX58ffviBx48f4+DggKurK++++y4AdXV1eHt7s3PnTlavXs3z589ZtGiRmPu8cOECbW1tKCkpMWHCBLZt20Z9fT2bN28ek7g1NDRw5coVPDw8uHbtmkDPT5w4kaCgIGbOnImVlRW2traYmpqyYMECzp8/T2JiIj/99BOJiYmiejtjxgwCAgLo7OzkxYsX5OXl8fvvv5Oamsrw8DCvvPIKqamp2Nra0tPTw7p16/jss8+wtbVFQ0NDDK8/fPiQW7dusWHDBhQUFCgrK6OpqQkDAwNsbGzw9PSksbERZ2dn3NzcMDc3JzAwkNjYWLZu3TomcQMYN24cQUFBGBoaoqysjLW1NR0dHezbt49ff/2VPXv2oK+vz9y5c9HX1yc/P5/k5GQAYSXX09OjtraW3NxcOjs7CQwMpLe3l+3bt/P48WMyMzNRVlZm3Lhx5Obm0tvby9atW1m3bh379++nubmZxsZG0fFy79493nrrLczNzUlJSUFTUxNLS0uOHj2Kr68v1dXVJCQkYGxszNy5cwkMDERGRoarV6+OWdz6+/vR19cnJiYGiUSCrq4ubW1tzJo1CxMTE8LDw8X8yvDwMLGxscyfPx9bW1vq6+v59ttv0dXVZWRkBD09PaZOnUpcXBxdXV1s2bKFHTt2MHHiRGxtbSksLBQCTOm+0N/fj6qqKt3d3Tx8+JAdO3awc+dOXFxciIiIwN3dHTMzMzo7O8XFuKCgQPiXNDU1SUtL48WLF//VWeQ/uny4u7v///ysp6eHZ8+eif47Pz8/TE1NcXV1/c+j/v9d33//PfBXybOmpoa6ujqBP5UeSCdMmEBZWRlRUVHMnDkTJSUlfv/9d7Zu3crTp09RUlLCxMSEnJwcPv30U5HVu3nzJs+ePWPJkiWEhoYKFvnBgwfJyMjg5MmTvHz5koiICJqamjAzM2Pp0qU8fvyYzs5OXn/9dXJzc0VJ1NXVlbVr1/L555+zZ88eoqOjaWhoQFNTkxkzZqCpqSnkev/0OnnyJC4uLmRnZ1NYWMjkyZOpq6vjzp07eHt7s2vXLm7fvi3IFwoKCmRkZDBz5kzmzp2Ljo4OVlZWNDY2CpLQhg0b2LJlCwUFBZw5c0ZUR5qbm/nXv/5FfHw8Ojo6rFixgu7ubkxNTfH09GTNmjW4urpy5coVEav+/n66u7tJSkrijz/+YOXKlaxfv54///wTNzc3VFVVUVJSorq6mg0bNjB9+nQWL178j8ft2bNnQmqVlJSEkZER8vLyLFy4kIKCAoaGhli+fLkw2V69epUXL15gaWlJVFQUNjY2ZGZmkpKSgpWVFUuXLqW6upoVK1aQkZFBenq66A22trYmLy+PpKQktmzZwosXL3j//ffR1NSksrKSjIwMmpqaWL58OdbW1hQVFWFlZYWrqyv29vbU1tYyYcIEjh07xsKFC+nr68Pb2xtXV1cxJJyUlPSPx0y6cnNzRZtjT08PJSUlmJmZoa2tLRCvwcHBODo6IisrK/DbCxcu5Pz583R0dPDGG2/Q2trKs2fPWLBgAVu3biUsLIxHjx4xODiIm5sb1tbWTJs2jcuXL+Pg4MD777/PkydPuH79OoaGhlhbWyMnJ8e//vUvbty4wbhx4zh9+jSvvPIKoaGhYh5q165dpKam4u3tTWRkJPfu3RN2Yh0dnTHDO0vbfsLDw3ny5AkzZswgOjqahQsXAn9RxCQSCUFBQUKypampyb1798jOzmbPnj3Y2trS2NjIiRMniImJ4bvvvuPRo0f09vZy8+ZNMjIyUFNTQ01Njblz51JZWSkstqWlpbi7u+Pm5oa2tjampqbcuHGDOXPmoKWlRWlpKYmJiQwPDzM6Ooq7uzu7du2ioKAAe3t77OzsqK2t5d69e5SXl49JzACOHDlCcHAwTU1NyMnJ4e/vT3t7OyYmJqSmpnLp0iXRXvby5Us0NDSIi4tj6dKlnD17liNHjvDVV1/h7OyMvb09QUFBxMTEkJWVxWeffcYvv/zCkydP8PT0ZObMmQwODrJz507mzZvHjBkz+OWXXxgeHmb69Ol88803JCYm8vnnn/P1118jKyvLxx9/zPDwML29vZSXl3P16lXs7OzQ1tYmJCSEmpoawdivr6//WzTIv7O6u7uJjIyku7sbMzMz1NXV2bZtmyBZLVq0iKKiIjo7O7GxsRF/bxEREbz++uuoqqoyZ84cPD09GRoaYtasWfzxxx/CJ+Do6EhLSws6Ojp8+eWX1NfXc/ToUT744APWrl1LYGCgeLaqqqqIjIxk0qRJ/PTTT/T19XH79m3Ky8vp6+vD0NBQDBcXFhbi5uaGkpIS165do7KykrfeemvM4BBDQ0O88847aGlpoaCgIPair776Cg0NDZqamrC0tCQzM5OXL1+io6PDgQMHOHToEKqqqjg6OhIQECB8HcPDw0ybNg1ZWVlWrVolqG0PHz7krbfewsnJCXt7e3p6eoiLi6OiokIkUaVdAb29vQQHB9PY2MjAwAB5eXmi9UteXl5cdGNiYpg6dSoLFizAwcEBZ2dnnjx5MiZxg79gLVlZWdTX11NdXc2jR4/o6OhgZGQER0dHnj17xs8//8yECROIiYnh2rVrKCsrU1FRwaNHj3j58iXV1dUEBAQIMeN7771HUlISq1atEjMg3d3dpKSkcPToUTHzevv2bd555x3h8lFTU2Pnzp2sX7+eqqoqiouLCQoKEhLk2bNnExcXR19fH7NnzyYtLQ09PT0xnzpWc7vwl4T5+fPnTJ8+nZCQENrb27G0tGTFihXcuXOHiooKlJSU6O7uxsjIiJMnT3L16lXq6uqIj4/n6dOn1NXV0dzcjKKiIitXruTixYt4eXkxffp0LCwscHNzQ09Pj/7+fkJDQzl27BjBwcH88ccfgqhZU1NDQkICnZ2dnDx5kg8//JCKigpWr17N8uXLkUgkjI6OkpOTQ05ODitWrGDz5s1YW1vj7e0tno//dP2tJzotLY133nmHtrY21NXVkZeXp7u7m+XLl/PJJ5+goKDwX32ekZERUVFRAqMGf2VOz5w5Q0ZGBps2bUJTUxN3d3eUlJR48OABISEhmJmZkZubS15eHl5eXsjLy/PixQvxMnjvvfd4/vw5r7/+uthEMzMzKSsrEwNy0vaapqYmtLW1mTVrFlZWVvj4+BAXF8ejR48YGhqio6ODpqYmysrKOH/+PHPnzuXw4cM4OzsTFBSEmZkZCgoKYihyLFZdXR36+vrIyMggIyMj+lM//vhjysvLcXNzE+SJqqoqMjMzWbBgAc7OzuJy19jYSHp6OoWFhWhqagobubKyMgMDA4Io5Ofnx5MnT9ixYwc5OTnU1NQwefJk2tvbCQ8PZ2BgADs7O7ERHzx4kOXLl2NgYEB4eLgQDvb19ZGXl0dJSQnPnj1DV1cXLS0tlJWVSU1NHZPLh5TcUl5ejqKiIuPGjcPCwgJLS0tsbGxQUVERNuWamhqUlZUJCwtjy5Yt/Pvf/6a2tlaUwCUSCTt37mTRokUoKyujrq6OoaEhJSUl1NXVMTw8THFxMcuXL0dOTo78/HyB3czLyxOzQkpKShQVFWFtbU1JSQkSiQRjY2N0dXWFvfTOnTsi8yNtQ5QO143VkuKUdXR0KCsro6uri08//ZTm5ma+/fZbli9fzvPnz7l79y6mpqZYWloSEhLC06dPqamp4ZdffhGDy93d3bS2tuLh4cH777/P7du3mThxIvr6+sJxEhgYSHl5ORcvXmTChAmsW7eOmJgYfvnlF3R1denr68PBwYHLly+LKpaWlhYGBgZkZGRQWFjI+PHj2bp1K7NmzRJuH2klYqyW9Hv5+vqSlZXF06dPGRkZYebMmVhYWPDixQvU1NTEQczQ0JCBgQGOHj3KwYMHxeBqf38/9fX1TJ8+nefPn9Pf38+//vUvvv/+exQUFHB2dkZPT4/u7m7S09OprKzE3d2d1atXo6+vT15eHi9evCA0NFTQeq5cuSIIZUZGRrz55ptoa2vzww8/CAzj+vXrBRVl/fr1YxY3KXVJQ0ODnJwcfvrpJ2RlZXnnnXeYO3cuXl5evHz5ksbGRrS1tUWbk7+/P2fPnkVVVZWmpiYKCwsxMDBg4cKF1NfXMzAwQEtLC0NDQ2hqaiIvL099fT0qKipcuHCBRYsWER4ejqmpKe3t7URFRfHixQvMzMzYtm0bhw8f5tixY8ycORNNTU0GBgZQVlbGyMiIqVOncuPGDdzc3BgZGaG1tZWenh7WrFkj/FD/9AoLCxOzMs+ePSM/Px8jIyNCQ0NFtlJFRQVbW1umTZuGu7s777//PocPHxZJLDc3N1pbW8XA+ZtvvskHH3yAtrY2L168wM/PT/Sh37lzR1DGDA0Nqa6uFoP46urqaGtr8/nnn+Pi4iIIbGpqapiZmXHp0iV0dHS4d+8ehoaGGBkZMWnSJIEH1tXVZdOmTf94zAABe5CXl8fCwgIjIyP6+vr44YcfxDBySUkJ/f39jI6OUl5ejoaGBnv27OHatWs4OzszefJkUlNTRYV369at/PHHHwQEBPDTTz8xbtw4AgICxID2zp076erq4urVq7z22mtERUXR29uLn5+fMFbv3buXOXPmUFlZSU1NDQ0NDdja2pKbm8vx48dJTEwU77GkpCSioqLGtNIGfwEVJBIJUVFRdHV1ERoayvXr19m3bx+tra28/vrruLq6Iisri6mpKaGhoYJaZWFhgaqqKr6+voJ01t/fj4qKCk+fPmXy5Mm4uLhgZ2dHdnY2KioqNDU1ce/ePTw8PNi+fTtDQ0NoaWnR2NhIdHS0AEYEBgZibm5OTEyMqI52dXXR3NyMu7u7GHy3sbER4KCxNMNraWkRGBgoMPwBAQE4Ojpy7949KisrqaqqwtXVlcrKSvLy8sQM7m+//cbTp08xNzcXf7P6+vr88ccfDAwMIJFISEpKoqurS1DSbGxsOHHiBAsXLhTQFh0dHRwdHZkwYQKTJ09GTk6OmzdvMjg4yKRJk3j48CElJSWiOtPV1UVKSgpfffUVWVlZSCQS7OzseOWVV7h169Z//L3/Vn/Q7t27MTMzIzw8nOTkZOLj44mOjkZRUZF9+/b9159348YNzp8/T3V1NSYmJjg7O6OlpUVSUpIYbunv70dDQwMtLS0x/D46Osrjx4/R0dGhsrISbW1t0fvb0NBAYWEh48aNEyKpK1eucP36ddLT09HQ0GDevHkkJSWJ8uXQ0JDYWLKzs6mpqaGwsFBwjT09Pbl48SL379/H29ub/Px88QusqKjg9u3bJCQkjJmEq7W1lfj4eOGckErr5syZQ2BgIENDQzQ1NeHm5sbEiRPJzMykqqqK+Ph4Ll++zMDAgMgiSy2Y0l5fKysr4XIwMDAQGRt/f3+sra3FYJuBgQGGhoaoq6vz4MEDZsyYwYwZM1BRUWFkZAQtLS2RbZA+DHZ2dmJotbOzk9HRUaZPn87s2bPHJG5mZma0tLQgIyODvr4+GhoawmGipaVFQEAAycnJDA0N4ebmRmFhIYqKimRlZf0PT8yECRMwNjYWl4bs7GwuXbpEf38/Ojo6GBsbo6OjIy63JSUlWFhYUFhYKHwKOjo6zJw5E4lEQmtrKzNmzMDIyAgFBQX6+vqIjo4mKyuLmTNnMmHCBNrb24WUMCMjQzgaxmp1dnbi6ekpfCQABQUFDA4OMmHCBExMTOjr66Ourk5IxHR1dQkKCgL+IpgMDg6ipKSEpqYmxcXFKCgoYGJigq6uLlZWVoyMjJCamkp4eDglJSVoa2sLEZwUDJGenk5jYyO9vb1YWFgIZ0xXVxfp6elUVVXh6emJiooKtbW1xMTEUFNTg5qaGtbW1tja2mJkZDRmcevt7RXUHE9PT4yNjZk3bx7JyckoKSkJ/Ka8vLyg4bS3t2NlZUVvby+3b98WjglplbW5uZnFixeTlJREUFAQCxcuxN7enu7ublRVVdHT08PZ2VlUF1tbWzEzMyM4OJjS0lLCwsIoLi4WDgZtbW06OzspKytj6tSp2NjYMHv2bAIDA8nIyCA3N1f4SMZqaWlpERUVRXV1tfBtODs709LSwtq1a8UsxtDQEOPGjcPOzg4VFRU0NDTQ1tYWGPDKykri4uK4c+cO5ubm9Pb2Cu+QsbExXl5e+Pr6YmJiImYZpHun1Prb0NBAQ0MDFy5c4L333kNfX5+ysjKqqqoEVWjz5s0MDAzg5+dHRUUFhoaGLFq0iKVLl2Jvb/+3OgP+zlJRUWFgYICGhgYUFRXx9/dndHSU4uJijI2Nqaurw9zcHDc3N3p7ezl//jwtLS309fUxZ84cZs2ahaamJjIyMlhZWeHp6UlsbCwWFhaUlZWhpKQkMNZPnjwhKytLdAo0NjYiJydHe3u7eDfl5OQwMjKChYWFmIvU19dHV1dXkK2Ki4sFDUwqLRweHiY7O5u6uroxiZumpibz5s0jKCgIDQ0N6urqqKysREtLi5GRESQSCR0dHfT399Pb20tNTQ2JiYkkJiaSkJCAhoYGALKyspiZmeHg4EBVVRWKiooUFxdTX19PcXGxEFO2tbVRXl5OVlYWMjIy+Pj4EBYWxoQJE9DX18fHx4fy8nKqq6t58eIFaWlpjIyMoKurS2trK2+++SaTJ0+mqKiIwcFBNDQ00NPTQ0lJicrKyjHFsHd0dNDd3Y2MjAx9fX3U1taioqIi4BaZmZlcvHiRpKQkJBIJJSUldHd3I5FIsLCwoLa2VghkU1JS0NLSIjo6Gm9vb1auXImlpaVAXPv6+vL777/T399PQ0MDdnZ2aGlp0dvbi5KSEn5+fiKB4+7uTlhYGDIyMsLRNTAwIMh5mZmZwm5++/ZtIiMjx4yCCKChoUFlZSWVlZV0dXXR0dFBenq6cMVMnz6doqIi4THKy8tDX18fV1dXRkdHsbGxEXGTCrktLS2ZOHEiampqNDQ08Pz5c5KTk5FIJKItVVdXF0NDQ7GvysvL4+rqKva+BQsW4O3tzcDAAM+fP+fmzZuUl5fj4eGBsrIySUlJjI6O4uLigrm5OYODg//VyMHfqnzU1dVx+fJl7OzsxM90dXXZsWOH6O38b5aUEa6goIC6ujr19fXCpbBixQo0NDSEXbezs5OhoSFKS0uJjY0VZTrp/MHcuXNJTU1FW1ubCxcu8P/h7T/Dq67WR2t4pPe60nvvPSSEEHrvXZqABVBBREABEUFREEFkC0jvAkovgUAoISSQTgoppPfeey/vB681r7Ofc87739vnMfOTCNeCdedX5rzLGOPHjycpKYlnz55RXV0thDz6+vrU1dVRWlrKxIkTRRZWmqmRssyVlJSQSCS4uLigqKhIcnKyEDgpKyujrKxMRkaGqMBMnTqVsWPH0tnZ+XdC+18tVVVVUlJSxAnfwcFB/L3S2ZPs7GzMzc2xtbWlpqaGsLAw4C/CWG5uLhYWFsjJyfH27VtkZWUFf31gYIDm5mZaW1vJy8sjJiYGU1NTXrx4gZGRkaBiqaqqYmtrS0NDAz/88IMYnDIzM0NWVhZDQ0PMzMzIz88XcsiFCxeSk5MjJG/d3d2MHj36H4+XdFlaWgrmtdQj0NbWRkFBAY6OjtTW1nL37l2GDBnCyJEjBXbS0NCQ169fk5eXh4yMDH19ffT29uLt7Y2ysjIFBQXC+CknJydKt9Jr59WrV5iamtLQ0CCyudIXsIWFBaWlpcLf0dLSQkVFBS9fvsTAwIB3332Xnp4eQQqRDgz39/djZGQ0aLHr7OxEW1sbeXl59PX1cXJyIjIyElVVVZYtWwYgHk59fX3U1dVhbm6Ok5MT2dnZ4qBiaGgoXpYNDQ3cunWLgYEBOjo6qK+vF9deVlYWJiYmGBkZkZmZyatXrwCEi0c6UKytrY2dnZ1IHNTV1bFq1Soxw2RhYYGKiopopZPKzAZrSSlKioqKuLq64u7ujoGBAY8fP0ZJSUnct1KTttSt4OjoyI0bN2hubkZLS0uItHJzc3F3d2fmzJmsWrWK6dOno6mpSXZ2NtnZ2QwZMoSGhgZMTEyora0VVToTExNMTU15/fq1MMlraGigo6NDc3MzjY2NpKens2TJEuGUUVFRITw8HC0tLZycnEhKSmLkyJGDErfs7Gyqqqqoq6sTGUJbW1uBtY2OjiY7OxsNDQ0UFRXJzMwkLCwMdXV1xo4di6urK48fP6a9vV3Mt6xYsQINDQ1KS0sFtUUikYhqppqaGpGRkWJ4WvqCt7a2prOzk71795KVlSUqKOrq6ujp6WFubo65uTkLFizAz8+PR48eiY2QlpYWb968wdfXd1DilpaWRmNjIz09PaiqqmJqasrLly+pqKggKCiI2tpafH19UVBQ4NGjR7x48YI5c+ZgbW2Ns7Mz6urqwh8xbNgwFBUVuX79OosWLSI2NpYxY8aQm5srqsdSHLG2tjbPnj0TRu/GxkZkZGQoKSnhnXfeoa2tDQUFBfT19env76e3t1c8Y42NjamqqkJfX5/i4mKBnZUeygcDKa6mpoZEIkFZWRltbW3Ky8vFbFRnZydycnK0tLQIJ4+ZmRnFxcVCLCuRSIiPj6eurg47OzsMDQ15+PAhfX191NbW4u3tLRDCAOrq6ty7d09geGtqanBwcMDKykrI5Q4dOoS3tzdVVVX09/eLw3BSUhJz586lqKgIOTk5AYxxcHDA2NiY/Pz8QRMeA7x48QJ5eXmsra2Rl5cnKysLU1NTsrKy6O7uJjU19d/amUpKSkTVUFFREQUFBRobGykvLxc27eTkZNasWSP2OgUFBTg5OREQEMCLFy9EC2lHRwetra3iOeHt7Y2KigovXrxgzJgxKCoqoqSkhIaGBpaWlhgZGREaGoq3tzcnTpzA3d2d5uZmCgoK6Onpwc/Pb9Cw2N3d3RQUFKCnp4eBgQHFxcXk5OQI6bKbmxsZGRnU19eLazIuLg5ZWVmcnJzw8/MjLi6OzMxMlJWVGTZsGD4+PnR3dwsvV09Pj6hGOjs7i+eVqakpSUlJAGIf1NbWxrBhwwgICCAqKgpfX18ePXpEWloaY8aMYcyYMbS2tpKQkCDAAR0dHYSGhgqn0n+y/tbhY8qUKf/X4XNjY+N/+7V0SPL/35o3b554wBcWFnLkyBFqamrQ0tJi1qxZ9Pf38/HHH1NRUYGRkZE4Lb948YJhw4aRmZkp8G6VlZWCIBMWFoampiaXLl2iqqqKSZMmMWHCBH744Qdqa2vFxk5VVZXOzk7s7OzYvHkz8vLyTJkyhYaGBiorK+np6eHly5eYmJgIuklzczPKysrMmDGDx48fk5qaiqWlpUAGSzO9/+Ryd3cnPz8fJSUlXF1dGTp0KBs3bsTX15cff/yRFStWIJFIRC/pu+++y/Xr19m9ezdlZWWEhYXh7OwsLmZpBnrbtm3s2bOHzs5OFBQUiIuL4/Xr1+zcuZMLFy5w7949Tp48iZqaGikpKRgZGQkviHQOQJrRl8rhtLW1WbhwIb/++itmZmZ0dnYiIyNDc3MznZ2dBAQEcPny5UFpu1JWVhYZeVVVVXHYtLS0ZO7cuSxdupT29nbi4uJob29n9OjR7Nu3Dy8vL9HnfPv2beTk5HBzc8PLy4tXr15haWnJuHHjiIqKEi0cFhYWfPrpp1haWrJy5UpUVFRYsmQJgYGBKCoq8vbtW0JDQ/nxxx/Zvn07ERERGBkZUVpaSmpqKkZGRmhoaBAZGcnBgwfZsGEDaWlpqKurY21tzePHj5k5c6ZoV/ynl5+fHy0tLeKac3R0JD4+nrCwMLZv387BgwdxdHSkv7+fly9fEhERwcmTJ4mPj2f+/Pm0t7eLjYqenh5TpkwhKiqKXbt24eXlJUy13t7ejBkzhoKCAuLj4xk3bpwYdnVwcEBLS4vS0lJycnIoLS1FW1tbOG50dXXR19dHT0+PgYEBPD09mTRpEtOnT+fixYs8f/4cS0tLMRw/GMvY2FhI06Tiu5s3b6Kjo8P58+fx8vKis7MTV1dXdHR0iImJwczMjJqaGmRlZZk5cyaJiYkUFBTQ3NzMo0ePOHXqFDU1NWzevFl4KaTW4ydPnnD8+HEcHBwoLi7m888/F/Sc3t5ebGxsePz4sTAsFxYWUltbi76+PmPGjEFLS0tgQ6uqqpg4cSKenp7o6+sP6qEtLS2NlStXUlRURF9fHwEBAeLZ5OnpyYkTJ5CXl6e7u5uHDx9SUVFBd3c38fHxLFq0iLKyMpFdV1JSwtnZGVNTU+zs7Lh//75ATIaHh3Pz5k1GjhzJqVOnWL58uajiSaVmDg4O2NjYcOzYMZKTk4mKimLSpElYWFiIdhwdHR0hpc3Pz6exsZHs7GwkEgmpqalYWFgMyjOuqKiI7u5uJkyYgLy8PPfv3yczM5Nt27YRHh6OsbExzs7OREREEBUVhY+PD1OmTGFgYAAFBQXy8vKIjY1FWVlZtPt99913eHt7ExQUJCrkenp6YjhbW1ubHTt2CF+BqqoqmZmZpKamEhgYiI+PD7///rvIVkvbRNTV1Rk2bBh+fn5s27YNVVVVZGVl6e7uJjMzEyMjI+bOnfuPxwz+Gny+c+cOvr6+TJo0iSlTphAcHIxEIsHBwQE9PT2OHj1KWVkZ9vb2DB8+nDt37mBnZ0dcXBw1NTVUVlaSmZlJXl4eVVVVbNiwgX/961+MGTOGuro6+vv7Bchl6NChvHz5ksmTJ4uqiNQ6LdUDNDU1sX37dtFeI531kEgkBAcH09HRwaxZs/jzzz8FXUtDQwNzc3PGjh07KHEDuHfvHuvWrUNDQwMLCwsCAgJIS0vjgw8+4LfffsPU1BQXFxdSUlLIz89n1qxZ2NjYIJFIBJXPwMCAsLAwwsPDSUhIQENDg8zMTBQUFKioqKC8vBx1dXUcHByYMWMGv/76K0uWLKGurg4nJychpo2NjWXEiBHs3LmTWbNmkZSUJDbjUhS3dO5IS0sLDw8PMYxeVlbGkydPmDhx4qDELSsri+HDh2NsbIySkhLZ2dn4+Pjw6NEjXF1diYmJYfTo0WL2Vk9Pj6SkJPH7WlpaWFlZiQO8lZUVw4cPZ/LkyXh7e7NgwQLU1NR4/vw54eHhzJo1i3nz5lFQUICysjJxcXEiofjnn39y+vRpsSdqbW3F29ubyspKysvLUVNTo6mpiYkTJyIrK8uIESOoq6sjJCSE8PBw/P39/+Pv/bcOHx4eHnz77bdMnz79306HRUVF1NbWir6vnp4e7ty58z8ePn7++WfROpWfn09qaqqwTNfW1vL06VORkSgtLaWwsBBbW1tiY2OJj49n9erVuLi4YGpqipGREZMnTyYnJ4eMjAx2797NwYMHSU5OprCwkNjYWHx8fARVKDo6mqSkJCorK2lvb2fHjh10d3cTHBzMV199hZ+fH3Z2dmRnZ5OZmUl9fT179uyhrKyMsWPHYmhoSFNTE3JyciLz+scffwzK4aO7u5sZM2bg4eGBhYUFHR0dfPzxx1hbW1NRUcH169eZPn06kydPRl5envb2dr799ltu3LiBpqYm9vb2vHz5kqqqKlF+c3Z2Zvr06SxYsEC0f0gtoL29vdy+fRt7e3sePnxIe3s7qqqqQmKmoKBAQEAAtbW17N69m+7ubkFJUFdXR0NDg56eHr777jvWr1+Pq6srd+7c4dSpU5SVleHu7v6PxwyguLiYsLAwFi9ejL6+PqdOnaK9vZ1JkyYxf/58amtrWbZsGQoKCkgkEgICAlBXV2fevHno6uqybds2dHR0BNlhYGBAyNoiIyPFfJK8vDwGBgb4+/uzbt06cf1qaGgQFRVFamoqEomESZMmoaenR15eHvPnzycvL09geQ0NDVFXVxfECkNDQzIzM2lra2PkyJEMGTKE3bt3s3HjxkGJndRWLPUaxMbG0traSnBwMCdPnuTatWsMGTKEoUOHoqWlRVRUFEuXLkVTU5OtW7cKmeKECROQk5MjJycHd3d3Xr9+LcRtqqqqZGVlce3aNdra2rh16xZ79uwhJCREyKGGDBnC/Pnz+emnn/jxxx+5c+eOeJHb29tjbW1NXl4ez549w9PTU6AnDQ0NWbhwIYGBgfT39w9KzAC++eYbqqurkUgk6OjoMDAwILLN8vLyHD16lGvXrpGamkpPTw/u7u4EBwcTGRmJrq4uS5Ys4eOPP8bGxobw8HBiY2Pp6enh5MmTTJkyRfgQAGH7/uqrrxg5ciRr1qyhoKCArq4ugoKCMDEx4eDBg2hqajIwMEBqaiqmpqYYGhri6+vLsGHDaGhooLa2liVLlpCTkyMAI8rKytjZ2Q1aT/TMmTO5f/8+dnZ2BAQECPRpbGwsJiYmfPPNN+Tm5hIdHU1ubi7t7e1s3ryZFy9eCMeMk5MTBgYGpKSkEBUVxe7du2lvb6erq4uSkhLOnTtHfX09fn5+TJgwgZs3bxIZGUlFRQUff/wxAwMDPHnyhLy8PH7++Wf8/f355ZdfMDMzIzExEUVFRTw9PcnNzWXs2LF8//33lJaWcuLECbKystDV1RXtqoNV4V2xYoU4LObm5jIwMMCMGTMoKyvjzJkznD59Gg0NDUxMTFi7di3Tp0/n4cOHGBgYcOfOHcLCwigqKmJgYABvb2/Wr19PXV0dFRUVHDlyhBUrVmBvb095ebloY75x4wbHjh0TZLmbN2+Kn4mOjg6ff/45+fn5vHz5kqtXr5KWlgb8tfmytbUV96d0Rqejo0PQsq5du8ZHH330j8ftnXfewcTERIgqVVRU+Oijj/j555+ZPXs2M2fO5OOPP+bo0aM8efKE2tpa8vLymDhxIhUVFejq6qKtrU1paSkNDQ04ODjwzTffsHXrVvbu3cvIkSPFniInJ4fg4GAKCgq4dOkS169fJyQkBAUFBRwcHEhLS8PHxwdtbW3evHlDcXExbW1tlJSUoKqqypQpU0hJSeHFixfCSyNtq66srBSUxcGydWtra6Orq4u8vDwhISE8evSIRYsWibbtmJgYzp49i6urKyNGjKCgoIAJEybQ09PD5cuXmTt3LpqamigqKlJRUUFeXh6TJ09m165dHD58GHV1dT788EMyMjKYN2+eQGmvXLmSX375hfT0dDE3bG9vz8mTJ9m6dSsyMjLEx8czYcIEsZfbtGkTVlZWnDx5kp6eHtasWYOvry+ampoUFBRgZWU1aIeP3377jU8//RQjIyOeP3/OgwcPsLa2JiIignv37gmQwYULF2hqamLlypXIy8uzY8cOGhoaKCoqwtHRUcy8vPfee4SGhrJ48WL8/Pxoamri8OHDaGtrC0CLlL52//59jI2Nefz4MSYmJmzdupXa2lp+/vlnjI2NkZWVpbq6GlNTU0aNGsXDhw/x9vYWIABpElFRUZERI0YQFBQkpKr/0/pbh4+IiAhevXolWiD+n+vRo0fiv/+T0tXo0aPFadTCwgI7OzsmTpwoDNIxMTFUV1czZswYNDU1OXLkCFFRUSQnJ3PmzBk+++wztLS0xICvqqoq+/fvp6Kigh9++AF5eXnee+89kpOTuXXrliA6PXjwgKVLl9LV1SUcCq2trTQ2NjJq1Ci2bdsmeji7u7vx9/dn6tSpTJo0CS8vL2ElXrBgAcrKyrx69QoZGRk+/PDDvxPW/3qZmJgwcuRIbt26JVCdK1as4MaNG3z55ZdYW1sLYZaXlxe7du1i165djB07ljdv3vDixQu++eYbtLW1SUxMxNHREQcHB7799lsmTpxITU0N7777LvPmzaOyspK0tDQ2b97Mhg0bSE5OJjw8nLCwMNE61NnZSWJiIrdv36a5uZlnz56JgfwxY8bw5s0b3r59KzbYwcHBlJeXY21tLTL9mzdv/sfjlp6ezt69e+nv7+fFixc4OzuzY8cOpk2bhoaGBl9//TWPHz8mISEBLS0tYZCX+gY+++wzdHV1uXv3Lvfv32fjxo10dnYyatQonjx5woQJEygrKyMhIYHHjx+zZ88eamtr2bBhA35+fgLVu2TJEuLj47l8+TJXrlxh8+bNXLhwASUlJeTl5YWkcOnSpcjJybF582aRJdPQ0KC1tRUPDw82bdrEf6Dr+f9k3blzh4qKCt555x1x37W1tZGZmYmtrS3Kysr09PTw9OlT6uvr+eijj/D392f58uWYmZkBf/W4JiQk8Oeff1JeXo67uzvnzp2jvLyc/fv3M2fOHFxdXcnPz0dPT0/0LsvKyqKqqoqHhwcmJiYkJyfj5+fHjz/+yKhRo9DQ0BCun97eXpG5HzFiBOXl5YKWlZGRgbe3t5AoDcY6fPgwra2tmJiYkJaWxtmzZ/n666/x9fXl119/Zfbs2ezevRtfX1/i4+PF92hvb2fRokVi2PvRo0ccPnxYxMXS0pKQkBDOnj3L/Pnz0dTU5N69e1hbW3Pu3DnWrVtHUVERLS0ttLS08Pr1a7Kysjhx4gTl5eXk5+dTUlJCQkICXV1ddHd3c+PGDZSUlHjx4gVhYWGoqqrS0dEhHDPl5eWDFreHDx8yefJkGhsbefjwITY2Njg6OrJixQoxk/LRRx/h5eXFBx98gIWFBZWVlRw5coRPPvmEL7/8ko6ODtHX7eDgIA4SlZWV2Nvb8+2332JsbCxidPLkSYH/1tDQEC9rKdL3+fPnHDx4kAcPHqCtrU16erpo/8rOzhZuBjs7O5SVlVFSUiI1NZX4+Hhev37Nrl27/vG4Sf0bfX19NDY2kp+fT3h4OKGhoRgZGbF//37Wrl2Lt7c3kZGRLFq0CDMzMz777DO+++471NTUGBgYYOrUqQKpKSsrS0hICLa2tpw6dQpTU1NMTU3p7OyktbWVN2/eCO9QamoqHh4e+Pj4UFVVRVhYGIWFhWzatAklJSW2bNmCsrIyz58/Z8mSJVRXV3PkyBFB0lu9ejXKyso8fvyYX3/9FV1d3X88ZvBXVXz8+PGkpKSIQd3m5mZsbGw4f/48r169Ql5ennfeeYcpU6Zw7NgxPvzwQ3766ScSEhLYvXs3r169QkdHB3t7e548eUJ5eTnbt29nzpw5SCQSQkJCyMzMpKamhrKyMq5duyZm11paWvj6668ZMWIEH3/8Md9//72oYHl6evLmzRsOHz7MyZMn+eOPP7hw4QKzZs0StDopbaq7u1s8p/9bANDfXTU1Nfz444/iWnFwcODixYtMmDCBY8eOYWNjw4QJEygpKeHly5dYWVmRkJDA0KFDuXv3LhEREbx580Z414qLi1FQUGDs2LHCZdTf34+BgQEfffQRH374IT///DPvv/++2DtmZWWRkJCAnJwcy5cv59ChQ6xevZodO3awf/9+KisrcXNzY+7cuaKd9ezZswQGBpKcnExZWRl+fn5s2bKF2traQYnbsWPHeP/991FQUBD7ybCwMBITE9m/f7/ws82YMYOPPvqIQ4cOceTIEfbv38/QoUOpq6sjKyuLrq4ujIyMyM/PZ/Pmzbi7u1NfX8/MmTPx9PQU10FrayuHDh3i2LFjhIaGCo9Nb2+v6CCwsbGhsLCQ7Oxs8vPzsba2Fl0YU6ZMISAggObmZi5cuIC6ujpeXl74+/v/8zMf06dP58svv8TCwuL/75/r6+vj2LFj/+PnhYWFceTIEWRlZZk9ezbLli3js88+E7+uqKhgw4YNDB8+XJzopVr51atXExERIYaqc3Jy+OWXX6ioqODu3btkZ2dz+fJlTE1N0dXVxdnZmYqKCp48eYK3tzdr167l888/x9bWlurqal6/fs2NGzd499132b9/Py0tLdjZ2eHs7ExNTQ2///47wcHB3L17l1mzZmFgYICsrCyJiYkEBwcLZvJgrNTUVBwcHNDU1MTY2JicnBwuXLjApEmTKCoqEmXHmzdvcvPmTT777DOCgoKYOnUqaWlp/Otf/xLZGz09PUJDQ7l37x43b95EQUGBJUuWkJiYyJ07dzA1NcXPz4/IyEiqq6t59913xcC1oaGhyDScOnUKDw8P3N3dCQgIICcnhxcvXmBqasr169fp6upi2rRp3Lx5k3nz5pGZmcmRI0dQVVXl5s2b/xWq7e8uaabz3r17qKurM3v2bCIjI3nw4AGnT5+moaGBlpYWPvvsM/T09Ni8eTMDAwN8+umn9Pf3s337dhobGxkzZgyBgYEcO3aMd999l8WLF1NWVkZeXh59fX0oKiri5eXFmTNnuHLlCqNGjUJeXh41NTVqamq4e/cup06dor6+Hnt7e1pbWykpKWHcuHGi719OTo6jR49y5swZFi5cyLJly+js7BTtDNIZpPnz5//jcYO/OPhDhgxBTU2NsLAwYmJiuH//Pr6+vmzduhUVFRUuXbpEd3c3jo6ODAwMcOLECSQSCVZWVtjb2/PmzRvS0tLQ09MTWNP09HQ8PDxQU1MjOzub8vJyXFxcSEpKIjo6WlR4fvnlF86cOUNTUxP6+vrcuXOHFStW8MUXX9Dc3ExxcTFVVVX09PRQUVEhWlzU1dWxtLRkzJgxODk5CSvrYK1vv/2WiooKJk2aRHNzM0lJSfj4+BAREcGvv/4q+rsHBgZwcXGhr6+P2NhYampqSE1NxdnZWUjM9uzZg62tLd3d3axcuVJkPK2srJCVlWXkyJGsXbsWT09Ppk6dysmTJzE3N0ddXZ2NGzeSlZXF4sWL+eKLL9i8eTMlJSUYGhqSnZ3NtWvXyMvLY+7cuZw9e5YTJ06gpKTEnj17REvhy5cvmTBhwqDEzcHBgdbWVtTV1cnKyuLZs2d89dVXuLu7s3jxYuF4MTc3x8XFhdLSUpycnDh8+LCwBhsbG2NgYEB5ebloNb19+zYnTpxg48aNotoUExPDpk2b+OSTT1i1apXor58xYwbvv/8+NTU1fPrppygoKGBtbc2hQ4c4f/48CgoKBAUFYWlpydOnT4mLi+Px48ecO3eOjz76iJqaGk6fPs369euZOnUqDQ0N/3jcKioqiIyMRFtbWxxClJWVBbjA0NCQ06dPi8HzLVu2UFdXx/Xr11FTU2Pjxo0YGhpy5coVZsyYwbhx43B2dmbZsmWCpFNeXs6TJ0+4e/cu8vLyjBgxQogUfXx8sLW1pbOzk5ycHJYuXYq8vDyysrLs2rWLpqYmDA0NsbGx4aeffsLU1JRNmzaxfft20tLSRCuJ9O8arOz9tm3bRJZ8165d6OvrExQUhIyMDFpaWtTW1rJu3TocHBxE5e3+/fv8+uuvaGhosHXrVlHtqaurIzg4mMzMTI4fP86aNWuoqalhyZIl7Nixg66uLuHLmjJlCmlpafz0008cOnSI27dvk5eXx8mTJ6mtrWX69OksW7YMLS0tLCws+Omnn3BwcODLL7/kq6++4rfffmPBggU4OjpSXl5Od3c3f/zxB2FhYaIi+k8vMzMzpk2bhre3N1paWuTl5TFq1CimTZtGZmYmc+fOJTc3l66uLjw8PNi5cycNDQ2sX79eDIBra2sDf1VRTp06xaFDhzhw4AAzZsxg1apV9PT0kJ2dTV5eHuPGjWP58uV89NFH5Ofn4+DggK2tLUpKSsjIyGBra4ujoyNnz55FIpFgYWFBQ0MD3d3dTJ06laioKI4cOUJubq5Aofv6+mJlZUVpaemgkcLu3LnDypUrBeVSOtOspqbG6dOniY6ORkVFhdzcXI4cOSJQ/zExMVy4cEE46qTApMLCQiZPnsz48eNRUFBg3759LF++nHnz5pGUlMT9+/fZs2cPP/zwAx0dHcTGxlJZWUlOTg66urp89tlnHDx4kICAAFauXClcU48ePaKoqIjW1lZu3LhBXFwcNjY23L9/n6tXr+Lq6sqaNWv+t9GL/9v6W4ePCRMm/F8rGpmZmeJil5OT47333vsfP2/y5MnMmzeP9PR0NDQ0KCkpoauri8WLFwtqUFdXF52dnaioqKCgoMDdu3fZtGkTlpaW1NXVcevWLTIyMlBSUsLb25uwsDCePXvGo0ePsLS0pLGxEW1tbebPn09/fz8bN27k1q1bfPjhh8jIyFBRUUF0dDQHDx4EwNbWlq+//ho/Pz/evHlDeXk5ZWVlyMjIsGLFCkxNTbl79y7Lli3j999/59mzZxgYGPDHH39QUlIyKDjFVatWERERIYbXpA/qTz/9lJMnT1JcXMy+ffsoKioSEj9pb+WHH36IpqYmtra25OXlkZSUhImJCYsWLWLq1KmsWbOG/Px8ZGVl8fDwIDAwEBcXFzZs2MAPP/yAt7c3ZmZmeHh4oK+vT1dXFzY2Nujq6uLp6ckff/zBo0ePWLx4Mc7Ozpw7d46cnBwiIiJQV1fn5s2bhIaGihLs9evX+fnnnwcF42lsbIyqqiqOjo5ERUVx7NgxNDU10dHRwdTUVPRmSwexFi9ezOPHj7GzsxOCQmdnZ1paWsjIyGDWrFmoqanx3nvvCbmelK8+c+ZMGhoaiI6O5vLly0LmM2bMGHR1ddHT0+PHH3/k0aNHTJs2DXl5eTE4JxWAjR8/HltbW/T19QkNDcXY2BgtLS0x9F9SUvKPx0y6nJyc6O3tJSEhATU1NUaOHMn8+fNZuHAhampqGBkZ4ezsLKhhxsbGDBkyhKVLl4p2MhkZGeGjqKysZNWqVcyYMYNXr14xY8YMBgYGSEtLo7+/H1lZWfbu3cuTJ09EPJubm4mKikJJSYng4GBycnLEZl1XVxcvLy+MjIwEXU3KH799+zampqYMHz6cjo4Ozp07x5o1awYlbqNHj6ahoQFbW1uMjY0ZO3Ysvb29WFhYsHfvXioqKmhra0NZWRlNTU0kEgne3t78+OOPwF9+laamJmbMmIG6ujr79+9n586dSCQSbG1tKSgooKmpibFjx7JgwQI0NTU5e/Ys3377LXPnziU8PBwXFxdaW1v58ccf0dTUxNzcXNi/v/vuO9zd3dmyZQtz584lJSWF8ePHi8H39vZ27t27R1lZGV9++eWgxAz+apGsrKzE2dmZwMBAxo0bh7KyMqqqqtTV1fH06VMmT56MtbU1r1+/5vDhwwwZMkS0xo4cORIfHx+Sk5PR1NRk9+7dZGZmkp2dzcOHDwUMQdpWEBQUxP79+2ltbcXMzAwDAwOePHlCcXExAQEBwvsUEBAgfk6JiYkkJSXR1taGn58fRkZGpKSk0NDQwNmzZ/Hx8WHTpk1IJBLWrFnD7t27//G4SYl0wcHBhIaGMjAwgLGxMadPn2bXrl3Ex8fj7e3N6tWrMTc3Jz8/n927dwuhnbm5OcrKylhYWAgJ3pQpU/jhhx+wsbEhLi6OvLw8bGxshGlZ2sb1xx9/0NXVxfPnz8XcS2trK/fu3ePevXsMHz6c27dvi/kFBQUFgV5NS0vD29tbDNZKN2SDhROXOlqkaNP09HRRCZJWyMzMzLhx44aQuL148YLFixdTWVnJuXPnKCoqorS0lLa2NiwsLJCRkaG3t5eff/6ZP//8k+fPn3P//n1BtHNxcWHq1Kns27ePRYsWsXLlStzc3MjJycHMzIxnz55hbGxMd3e3mG9qbGykr6+Po0ePCoKkoqIiMTExdHd3o6GhwdixY/Hw8Bi0w0dhYSGnTp0SbdhRUVF8+eWXjB07lrVr12JpaYm6ujr19fW0tLRw8eJF7Ozs+O6777h48SJjx44lOztbyF937dol6H1ycnJUVlZSVVVFSEgIISEh2NjY4OHhgYGBAQoKCqKyC7B06VKcnJw4f/4877//Pubm5pw5c+bfCIyLFy9m1apVrF+/Hjs7Ozo7O9HV1cXY2HhQXUZJSUniWVxQUEB7ezsqKirIysoSHR3N8+fPCQgIwMTERNBg4a/kfkJCAnPnzqWrqws3Nzfc3d15/PgxEydOpLm5mfPnz1NQUMDevXs5ePCgSJAYGhqyd+9eOjs7cXd3Z/Xq1RQUFHDixAlUVVVxcnLC2NgYNTU17ty5Q1NTE21tbXR1dXHo0CH09fW5efMm06dPZ/ny5bS1tVFUVMSrV6/+40To3zp89PX1ERYWJg4J/2vLx4sXL/7NDqmurv4/fl5eXh7jx4/H2tqatrY2amtrUVFRoa2tjTdv3oiDSUdHhxgYnDVrlrggraysqK+vR1dXl6lTp2JmZoaVlRURERHCxCwrK0tnZydv3rwhIyMDX19fdu3axdChQ3F2dhZDYLKysqirq6Ojo8M777xDVVUV+fn5ovTq6enJhQsX0NTU5NmzZ9jY2FBUVIStrS3m5ubiBzwY6/jx44waNYqFCxeKIb6UlBSOHz/O27dvmTt3rmBa29vbi9LtunXrGD9+PGpqauKF6enpSXNzMz4+PsTExLBmzRra29sZGBgQQ8Dl5eXMnz+fhoYGXrx4gZWVFY2NjVRWVtLY2Ehubi4xMTHiJR0REUF3dzcSiYTx48dTU1NDa2srV69eFRI4KT5ZStUajFVSUsLJkycxMzPDyMiI+Ph4xowZQ1RUFEOHDuXs2bO0trbi5+eHiYkJSUlJ6Ovr09jYKMgT6urqwvD77Nkzrl+/jpaWFitXrqS7u1u8LNvb2ykqKqKhoYGVK1dy9OhR1q5di4ODA8nJyQwMDFBZWcnUqVNFNcHExISenh5aW1vR0dHh0aNHeHt7s2vXLpqbm8nLyxPELB8fH6ysrAYlbvBX1bOgoICsrCzS0tJ4/fo148aNY9++fRw6dAhjY2MSEhLo6+sjKSkJOTk5LC0tBcghJCSEkpISnJyc8Pf3F6ZxX19fOjs7aWtro6ysDA0NDYYNG4aGhga1tbX88MMPODo6MmLECOzs7MjMzKSxsZHffvuN7u5utmzZgkQi4dmzZyQmJmJubs66devw8PDg9evXKCkpCeGUrKwsysrKNDU1DVrcpL4X6bNNWlE9d+4cGRkZ7Ny5k4SEBHJzc+nu7kZTUxNLS0umT5/O9OnTOXHihMhmd3R04OnpKVpON27cyOzZs4mPjxdSKi8vL1RUVMRsjdRsKy8vj5GREQsWLCA2NlbI2zo6OoiLixObVHl5eQoLC9HT00NOTo4XL16IX0tnoAZjeXp6ipZMd3d33n33Xdra2tDR0RF2aXl5ed6+fUtBQQHLly+no6ODb775hj179lBZWUl8fDxlZWU0NjZSUlKCjo4OEydOxN3dHQUFBWpqajA0NBQHm6ioKObPn4+2tjaxsbFoaWlha2tLZmYmn376KT/88AO2trZUVFSQmZkpWgL9/Pzw9/fnk08+oampic8//xxFRUXRipCcnDxoOHEjIyMkEokghUmlruvXr+fBgwc0NDRgaGhIW1sb2dnZREREMHXqVG7duoWzszNlZWU8fvwYdXV13nvvPRITE4mLi+PBgwcoKiry2Wef8c4779De3k5VVRVz5swRMy7vvPMOSUlJODg4YGRkxK1btxg9ejTm5uaoqamhpKSEqakpbW1twockIyMjnCpKSkpkZGQIMpa/v/+goXYnTpxIf38/XV1dFBQUUFBQgJ+fH+bm5hw5coSIiAiMjY1JTU3lyZMndHd34+3tzalTpwQm28jICEVFRVRUVBgyZAjl5eX88ssvTJ8+HVVVVczMzBgYGMDQ0BBHR0eamprEAbu8vJycnByampqws7Pj4MGDzJs3j/Pnz/P48WNBdZNu4n19fXnz5g2mpqaYm5sTFRVFR0cH6urqqKqqDqqTx8rKSgyD5+bmUlZWhoKCAg8ePMDHx0cgi4cPH05vby+vXr1iyJAh9PT0MGnSJKqrqzEwMKC2tpbw8HCqqqoEQri4uJjw8HBB7bOxsSEgIAAHBwdKSkpwdnYmPz8fHR0damtruXHjBhKJBEdHR2RkZNi3bx8KCgqoqKiQmpoqWvry8vJQUFAQYmBlZWUBLhk3btygxG3evHlcu3YNZWVl3NzcqKmpISYmhnv37vHy5UvhQtHT0yMjI4MrV67Q39/PoUOHKCkp4eLFi8yaNQt1dXWSkpKorq7m2LFj9PX18cEHH5Cbm0tcXBzV1dUYGRmhqanJgQMH2LlzJ/AXYTExMZHIyEh6enqIjIzExMQEGRkZMZtlYWHBuHHjmDVrFnV1dbx8+RJra2tx7Uq9Kf/N3vdvHT7Wrl1LZGQk+vr6/2YeHRgY+FttM+bm5hQVFaGrq4uioiJ9fX2CT19eXo63t7co10lxaa9fv6awsJCysjKWLFnC1KlTxY2dkpIi+g3fffddgT9VV1envb2dlpYWRo0axaFDh8TBRF9fH11dXby9vXFzc0NTU1MIVrS1tTE1NUVHR4fGxkbhIXn69CnKyspIJBLq6uro6+tjypQp/4Yg/ieXtCVD6kKwsLAQ8xsjRoxAIpGgoqKCpaUlbm5ugqZQVVUlMlRycnLo6+sLbGpoaChaWlooKioiIyNDfX09nZ2d9PT0UFZWxrRp01BUVBTs8rq6Ourq6sRg9MiRI3nw4AFmZmYMHToUa2trenp6cHBwYMmSJSQkJNDf34+joyPt7e3o6elhYmLCxx9/PGj+gIaGBrS0tJCRkRGbXD8/P5qbmwXlwdDQkO7uboFndnZ25vHjx2zevFmIKhsaGmhoaBDSuhUrVhAQEEBBQQGqqqq0trbS2dkpqirTp0+nu7sbfX19KisrBWFNR0cHR0dHSkpKBBff0NCQ2tpaKioqePr0qWgxCQ8PJzU1VZh2pdlDDw+PQYmd9AWXn59PQUEB3d3dmJiYUFZWxtu3b+nv70ddXZ2mpiZBx5Ca2ktKSnBwcEBRURGJRCL6S6uqqgRx7uXLlygqKqKjo0N9fT0jR45ESUmJCxcukJ+fL+YP5OXlBTbXw8ODgoICGhsbKS4uRk1NDU1NTSIjI/H39yc3NxdbW1v8/PwICQkhMTGRxsZGuru7ByVm8BeiuLKykra2Nrq7u2loaGDq1Knk5OTQ2dmJhYUFUVFRyMnJoaWlRV9fH11dXWK+wsbGBltbW2xsbLCxsaGnp4dnz56hoKBAZWUlTU1NyMrKoqKiQk9PD8nJyUyePBlPT09KSkpEpUxDQ4OpU6cSEBDAe++9R09PD11dXVhZWVFcXCyybFJhak5ODmPGjBEEHT8/PzIzM9HX1x+UuDk4OGBmZsaTJ09ITEzE2NgYLy8vTE1NSU9Px9zcXFQ1jIyMhOE4JiYGGxsbQUOrqamhvLyc+/fvs2jRItrb2/8NqSo1gk+ePJmUlBS+++470tPTSU5ORlZWVgg/k5KSMDY2Rl1dnd7eXlxcXMTnWFpakp6eLjbXw4cPR1NTk6ioKEJDQ1FQUBg0w3lSUhIVFRVoaGjg7e2NjIwMlZWVuLi4kJmZiZWVFc7OzmhoaJCWlkZERAS+vr4iGTNkyBDxc7a2tqa9vZ2nT58SGBhIVFQUra2tArMrpRe2tLTw9u1bPDw8qKurE0RI+KvafPfuXRwdHUUVTmp9lzpZioqKSE5ORiKR4OzsLASqQUFBxMXFDUrcmpqaRHtVY2MjqqqqJCQkEBcXx6hRo2hvb0dJSQlVVVWqq6sJDQ1lxYoV6Onp0dnZSW1tLf39/ejp6YkNcm5uLqdOneLdd9/FwMCArq4u9PT0RLxzc3MpLi5GRUWF+vp6VFRU6OvrE6jjvLw8li5dSkJCAgYGBtTV1QktQHFxMSkpKSxfvhwFBQX09PTQ1NTEzs6O4uJi/P39KSoqGpTYSZ8ZUnSukpISSkpK5Ofn4+Ligq2trcCjd3V1YWFhwYMHD9DX16e8vBw3NzcKCgpEYknq7HBycqK6upqWlhaqqqrQ09MjMDCQjIwMnj9/zps3b+jv7xe+HQcHB2RlZUlNTUVRUZHZs2djbGyMo6Mjb9++JScnB2VlZTw9PfH29qaiooKsrCwsLS3R0tKiqKiIoqKiQTt8aGtro6SkJFq1pQeN6Oho+vr6sLa2Fs8pe3t7+vv7UVFRITs7m/fee4/w8HDxPu3s7MTX15dbt25RX18vpJ1VVVVoaGjg4eFBREQEioqKdHV14eDgIGYCdXR0kEgkKCgo4O7uzrNnz9DU1AT+eu/b2dnR3t5OX18fxcXFgv7W39+PRCLB3t4eNTW1//h7/63DR1xcHNevX8fNze1/+73/terxny7pkGVWVhaqqqro6OigpKSEgYGBQOva2dlhYGCAjIwM6enpJCQkoKCgQFVVFWlpaRgZGWFsbExPT49AjpmZmeHt7U1ycjKKioqoqqrS19eHra0tGhoaBAUFoaurS2ZmJoDIRFhZWQmhl5ycHLq6upiamiIrK0t8fDybN28WmThpC0BhYSFycnL4+/vT0dHxd8L6Xy9PT09BLTAyMmLcuHHU19eL4Z/IyEjB6jcwMBCYU2n/cmFhIf39/VRVVWFubo6NjQ3x8fHMnDlTyBalf8bY2JiioiJBt/L19RUiK0D08y5evJh58+ZhZ2fH+vXr0dHREZZwdXV1MjIyUFZWFhhLExMTnJyc6OvrExf6P726urrw9/entraW3t5e7O3tMTU1JTk5mYaGBkaMGCGISx0dHWzcuBE5OTkOHTokKj3SuZDS0lJUVVUZMmQIkydPFihUFRUVmpqaqKioEELGkpISgoKCRJ+4k5MTDg4O4iUidSn09vYyMDCARCKhp6cHiURCWloa7e3tJCcnCyGdlGyiqqo6aDMfjY2Ngvqmrq6OmpoaLi4uhIeH09nZSVVVFWZmZmImQXo4OX36NKampixZsoT09HRycnIEOruxsZGQkBAGBgYIDw/H0dGR5uZmYmNjWbJkCV5eXly+fBldXV3Cw8PR0NDAxsaGvr4+4UiJiYmhsbGRxsZGZs+ejY+PD7dv30ZHRwcdHR2MjY3JzMyktraW/Px80tPT8fT0HJSYAejo6AiPUU9PD/39/YwcORJlZWVevHhBd3c3paWlojLR1dWFnJwchYWFtLW1MXToUOzt7bGysqKtrY2LFy+KjaP04NDe3o6trS0uLi4kJiZia2srDLdeXl6iWiEnJ4eioiK1tbU8f/6c2tpavv76a9FOU1hYyMDAAN3d3fT09AjzubGxMTY2NoSFhTFixIhBiZuCggJubm60tbXx+vVroqKihEk7IyODoKAgcnJyBCXnxYsX+Pj4MGrUKFHJlt6vfX194roNCwtDX1+f+vp6hg8fTkFBAX/88QeysrJYWlpSX19Pbm4uNTU1VFVV0dnZyfDhw7l8+TIuLi5CEOft7U1vb69oQw4LC2P9+vXExsYKd1VTUxOZmZno6OiQk5MzKNdddXU1AwMD6OrqIisrK9C2lZWV+Pn5kZKSIg4VUlGiubk5RkZGXLlyBW1tbSwtLcVBtrGxkYGBAZYuXUpbWxsNDQ1kZ2djaWkpWnfHjx9PVlYW0dHRAoUtRV0PDAwQGhrKjh07uHPnDkOGDEFDQwNZWVlxTXd2dtLc3ExlZaVo4ZVWzv+n+dL/r1ZYWBgBAQF0d3fT19dHZ2cnkZGRQnIsfX7IyMjg7u6Ojo4O8BeCPDc3l8zMTKqrq7GyshLzoFZWVkgkElxdXSkpKUFPT084e+Av6a1U2Cg1mzc0NHD37l3mzJnD2bNn+fnnn+nt7UVPT08k6dzc3GhpaRFS2ri4OLq6urC1tcXX13fQ2q2kSzpDJxX5SR1ifX19YtBbV1eXuLg4mpubGTNmjDDH5+Xl4evrS0pKCnV1dfj7++Pi4oKdnR3Nzc2kpqYyZMgQkQSxs7PjxYsXFBQUCJS/rKws1tbWODk5oaamJropmpubGTZsmDgIaWhoYGpqSl9fH9OnT+fq1asoKSkxdOhQLCwsePr0KdHR0YMWNykApaKigsbGRtTU1JgyZYq4ltzd3ZGRkRE/Ww8PD2RlZQUOWjpI3tPTg4uLC+bm5igoKBAaGkpRURHq6uq0tLTQ09NDZ2cnWVlZTJ06lVOnTjEwMEBbWxs+Pj5CnO3m5oahoSEPHjzA0dERFRUVfH190dLSIiQkBHt7e5qamqirq8PNzQ0VFRW0tLSQSCT/MekK/ubhw9fXF2dn5//j7/0du3djYyPu7u5UVlaSmpoqesFHjx7NkCFDiI+Px8DAACUlJeLj4/n999/57LPPaGxsxMzMjD/++IPs7GxGjhzJ4sWLmTFjBjU1NXz33XfcuXMHFRUV0U+npqaGgYEBnZ2drFq1itjYWKKioigvL8ff3x9DQ0OuXr3KjBkzcHFxQV1dnc7OThoaGnB1dWXlypWirOXu7s7t27dpa2vD0tISa2trsrKyKCgoYNSoUX8ntP/VUlZWxsjIiNraWuTk5GhubkZNTY0xY8Zw4sQJHj9+jLe3NxYWFmIIV1qtkG422tvbUVRURENDg5ycHFGBGDdunChztrW1UVpaSnNzM48fP6agoIBVq1aJ7HFfXx+hoaE8evQIZWVlbG1tmTp1KoqKirx584bCwkJMTU356aefWLJkCUePHmXu3LmCZuHg4MDx48c5duwYzc3N/3jcGhsbRT+trq6uoFps3bqV1atXs3XrVrZt20ZLSwvjx4/H19eXiooKhg4dyqNHj8jIyBAIxKKiInJychgxYgRlZWUcOXIEGRkZ+vv7UVZWFg/LgYEBfvrpJ1xdXSksLGThwoWMHz+euLg4fvrpJzw8PLh//z7e3t4kJCTQ3NzMkCFDWLduHaqqqpSXl/Py5Uu8vLyYMGECfX19tLe3Ex8fPygDrNIltVxbW1ujpKREY2MjT58+ZcOGDYwbN478/Hz8/f0ZN24cSkpKPH78mM7OTmxsbERFQ09PTwiPcnJycHFx4cCBA8ycOZOmpib+/PNP+vv70dfX58iRI4wYMQJ1dXX27NnDF198gYWFBe+88w4tLS0AXLt2TeCltbW1xb/v008/5dmzZxgZGZGamkpwcDDW1tZIJBJUVVUFKnkwlpeXlwAvSAV3XV1dotxvamqKsbExCgoK2Nvbo6CggIeHBx9//LGo0EkrIUlJSeTk5ODn58e6detYtGgR27Zt4+7du5SVleHr64uhoSHNzc3ExMSwaNEiNDQ06O7uJicnh9TUVIYOHYqNjQ2xsbFIJBIUFRUZNWoUZmZm7N69m/LycnR0dNiwYQN//PEHQ4cOpbe3l2PHjg0aUAOgoKAAFRUVJk+ezLhx40hJSeHx48f/ZtOeOXMmycnJPHv2jL6+Pl69esVXX33F8+fPaW1tJSUlRVDSpC0xsbGxWFpa0traSkVFBb29vXR3d/Ppp5/yr3/9i6NHj2JqaioqKkZGRpSVlTEwMMD58+dFq4S0sittv1mwYAGGhobAX0m6rKws+vr68PLy4tGjR9y8eXNQDh+zZs0Sfe5v3rwhICAAb29vmpqa6O/vFxUa6fVkbW3NmjVrOHjwIIGBgTx+/JgFCxYgkUhIT08XrpSOjg4MDQ2ZNm0aw4YNo7q6mrS0NLKysli0aBHjxo3j5s2bLFiwgJycHLq7u1m6dClv374F/tqYSolkmpqaIll36tQpDh8+zOTJkzlw4AAvXrzAxMQEAwMDgoODcXV1/cdjBpCfny9wuHFxcRw/fpz6+nomT57M5MmTMTY2Ji4uDjU1NVasWIGvry+FhYXcvn1b0PlaW1tRVVVFX1+fiIgIcnJy+PTTT6mvryclJQV/f38aGho4c+YMe/fuFRLI7OxsUlNT6evrQ0NDg/b2dhITEykqKiIkJITo6GghwfPy8sLS0pKCggLWrFnDs2fPuHbtGgYGBvT19SGRSJg9e/agzi54eXnh4eFBeXk5mZmZouqalJSEr68vbW1t4qDR1NTErFmzWLlyJfv372f8+PGUlpaKzP3UqVMpLS0lKyuLpqYmsfG2sLCgoqKCpqYmPvnkE4YNG8aLFy+YNm2aaOuTJsiGDBnC8uXL+e6773BwcKClpYWSkhIkEgk1NTVs2bIFe3t7hg4dKnxfOjo62NjYDNqMEUBubi4zZ87E0tKSpKQkOjs7mTRpEqNGjWLmzJksWrQIiURCc3MzNTU16OjooKWlxZQpUwgNDWX48OGEhYVRXV0tyIBjx44VBMOkpCTa29tpbGzk1atXDBs2jNraWpSVlWlubmbEiBFYWFiQkpJCSUkJHh4e2NjYMGXKFOLi4nBzcxOt4BKJBHNzcxwdHUlNTRUH3fLycm7cuIG1tTWzZ8/+j7733zp8fPnll1y4cOF/KyH39fVx+fJlVq9e/V99XkREhDAuSs3ae/fuRVtbm+rqatLT0zlz5gwpKSkYGBgwYcIEioqKaGtro7CwULQSJCcn88477zBmzBgiIyNJTEyktrYWLS0tJkyYQFtbG1FRUcIuXFVVxf379/+tRebDDz9k0aJFfPPNN5w4cYIff/xRDINqaWkRFBTE06dPee+997h06RKVlZV4enoK6pObmxsXLlz4O2H9r9fFixfx8vJCR0cHbW1tMWzk4+PD/fv3cXBwoLCwEBMTE/r6+jh8+DDr1q1j1KhRlJWVCWNveno6/f392NrasmPHDsaOHUtDQ4MgJDx58oRr167h4eHBnj17ePfdd9HT02P+/PncunWLoqIiZs2axYMHD9iyZQu7d+9GRUUFGRkZHB0dMTIyorKyksWLF3P37l2CgoJYuXIlv/32G2/fviUwMJDz589z5MgRFixY8I/Hrbm5GX9/f54/f87z589paWkRyMioqCgaGxsZPXo0fn5+6OjoEBERgYaGBlu2bOGTTz4RbU7S1hhfX1+uX7+OqqoqqqqqxMXFYW1tzZIlS5g8eTJhYWEEBweLg7O0dSg0NJQDBw7g5+dHTU0Nfn5+fPfdd0RGRlJYWEhnZye7d+8mJycHX19fBgYG2LdvH99//z2Wlpb8/vvvJCcnM3PmzH88ZtJ1/fp1jIyMaGhowM3NjWnTpvHLL79w5MgR/vWvf5GXl4eHhwfh4eG0tLSwb98+Jk+ezOjRoyksLCQ0NBQPDw8mTZpEREQEBw8eZO/evWKgTZqtHRgYEO1uLS0tDBs2DAUFBZYuXYqWlhZGRkaikvn1119z48YNVq5ciYGBgWj5ks5XBAQEcPPmTQYGBnB1dRUzUoNp/1VQUEBGRgYbGxssLS3p6+sTm4qOjg42bdpESkqK8OEsXryY3bt34+/vz9WrV3nz5o0QXk6aNIkFCxagq6tLcnKyQCOOGDGC5uZmnJ2dkZOT4/Xr14SEhDB58mTRBlFbW8vjx48ZOXIkEokEJSUlHj58yIEDB/jxxx/R1dUlMDAQT09PEhISuHTpEo2NjaIdFsDR0XHQ4nbv3j1kZGTEfXj9+nUeP37MgQMH+P333xk2bBipqano6uri6+vLxYsXaWpqwsnJiTNnzrBkyRKmTJmCiooKZWVlHDhwgOTkZGxsbBg/fjy//fYbTk5O2NraMmLECGprayktLWXVqlVoaGjw4MEDPDw88PX1pbi4mOjoaExMTDh+/LiopDU3N1NUVMSjR4+YNWsWAwMD9PX1sWTJEh49ekRqaip1dXV0dnYya9asQYnbxYsXaWxspLS0lOLiYrKzs5k1axaysrKYmJjQ1dWFjIwMM2bMYMGCBdTX1+Pm5sbixYsZOnQoHR0dRERE4O3tLarou3btwsTEhMmTJ7N161Z6enpQUFDAzs6Oe/fuAbBo0SJ++eUXkpKSxHv26tWrVFdXc+HCBXJzc4mIiEBWVlYcdt+8ecPjx485duyYsM2PHDkSCwsLsrOziY6OHrQq5aJFi/juu+9Yvny5+Flu3ryZ9PR0DAwMeO+999DQ0ODChQscPXoUeXl51q5dy9WrV8U80oIFC3B1daW0tJR9+/axadMmRo4cybNnz0TbpxQZ3dTUxMyZM7lx4waysrIkJSWhra1NQECAqLZs2rSJy5cvs2HDBs6fP09+fj7d3d3cvn2bVatWsW/fPrZv3y46EZSVlamoqOC3334TaO7BWIaGhqSnp+Po6Eh3dzf37t1j6NCh1NbW0tLSwsDAAFVVVYwcOZL29nYOHz5MeXm5wOC6uLhgaWlJVFQUT58+FUkp6bthx44dODs7o6CgwMuXL9HX1yc1NZWzZ8+ioKDAlStXkJWVFYdrCwsLQkJCmDFjBiEhIVhYWAgDfUhIiEhgzZ49my+++IK4uDhhSP8/dfX8U0tZWZl169YRFBSEt7c3xcXFrFixAmNjYzw8PNDW1sbBwYHm5maio6MJDg7GyMiIpKQk7ty5Q1xcnDjg1dfX89lnn4n5tZs3b7JlyxacnJxEZVFDQ4Pr168TGhpKaWmpSMLIy8szf/583nvvPUxNTRk6dCjd3d0MGTIEMzMzQdc8ceIEZ86coaOjg7t375Keno6Pjw/+/v6Ulpb+x99bZuBvCAJiYmLYtm3b/3UITJrl+J9We3s7b9++paSkhNLSUmHwvHr1KrGxsSxfvpyVK1dy8+ZNcXK+f/8+N2/eFH3en3/+OS9evBCUIYlEwujRo1FSUhLG2uDgYOTk5LCxscHFxQV3d3e++OILTp48ib+/P3v37kVHR4dbt24RERHBiRMnUFNT44svvhBtX15eXgQGBtLZ2UlwcDDvv/8+sbGx9PX1cePGDZKTk3Fzc+Pw4cN4e3uTmZmJs7PzP5IllMbNzMyMhw8f0tjYKCg6T58+ZdGiRTg6OvLrr79SUFAgysWXLl1i2bJlREZG0tDQwFdffSUqGi0tLTx48ABjY2N27tyJpaUlKioqaGtrC7qG1AaclJQkKDsAISEhXL58mVOnTjFq1CguXbpERUUFmpqaPHjwgGfPnhEYGMiSJUv417/+xTvvvENMTAy2trakpqaSnp7O1atXkZWVpaio6B+P26+//srw4cPJysqisbGRgIAAAI4ePcrjx4/54osvUFdXp7Kykrdv31JbW0ttbS0GBgaEh4cLnLG0FcTV1RUnJyeam5tpbGzk0qVLpKamClb727dvWbt2LcuWLSMkJIS6ujqWL18uJIfGxsbEx8eTk5NDVlaWQBqXlZVx8OBBQkJCuHnzJtXV1QCMGTOG2bNno62tza5du7CwsGDp0qX/WNz+19idPn2ahQsX8vLlS/Ly8nB0dCQiIoIhQ4aQm5uLqqoq48ePF20fs2fP5o8//qCgoAB/f39aW1sJCAjg7du3pKWlsXTpUo4ePcrDhw85c+YMO3fuRF5eHg8PD/z9/Rk7dizz5s1j/fr1eHl50dPTw/Xr1wXD3s3NjZMnTyInJ8ejR4+QkZFBRUUFDw8PVq5cSVdXF6dOnUJTUxMfHx/S09ORkZHBy8sLDQ0Ngd/+p+MWEhKCmZkZsbGxNDc34+7uTmRkJA8fPmTPnj2cOHGCqVOnoqmpSW9vL56enri7u5OQkIC7uzt1dXVYWFhQW1vLs2fPiI6ORl9fn4kTJ/LNN99gbW3N6NGjGTZsGPLy8hw+fJiYmBi+/PJLIiMj0dDQEG1A0hfMhQsXcHJyIj09nXHjxvHo0SMSEhL4/PPP2bBhAwoKChw8eJDw8HAhILWwsKCwsFD05f/Tcdu0aRPR0dHs3LlTDErOmTMHBwcHfv31V7755hvRAiU9aDY1NZGSkkJPTw/BwcGMGjWK1NRUEhMT2bhxI0ePHhU8fRUVFXbs2EF8fLyocq5fv55169YRHR3NJ598gp6eHsHBwVy8eJEtW7YwZswY8vLyRHvC27dviYqKora2FlVVVfLz83F2dubt27e4ublhZGRET08PSkpKPHr0iHXr1v3jz7jOzk5u3LhBQUEBDg4OuLu78/PPPyORSEhOTiY5OZlLly5RVVWFt7c35ubmbNq0CRsbGw4cOMC2bdvw8vLCyckJRUVF2tvbWblyJYcOHRKUNmtra2pqakhOTsbU1JTz589TVFTEO++8Q0VFBZaWlnR1dXH9+nUqKyvp7e3l1KlTjBgxgnXr1qGjo8OYMWNISEjA29ubQ4cOMWHCBEaNGoW6ujr9/f309vbS0dGBtrY2fX19/3jcZGRk2LFjB05OTujq6hISEiIGdwsKCrh16xbz589HQUGBoqIilJWVMTAwYOXKlcyaNYvu7m5qa2tFG4+UpvnTTz+hq6uLsrIyr1+/prOzkxkzZrBr1y7OnTvHzz//LNDHUru39MBdXV3NunXrmDlzpqBW5ufns2fPHtzd3bGzs6O+vp6SkhLGjh1LUFCQqO61trbi4+MzKPeqqqoqKioqxMbG8urVK2pra/Hw8KC4uJgTJ06Qm5tLRUUF58+fJz4+Hi8vL6ZMmcK+ffvo7Ozk6NGjaGtr8+DBA65du0Zvby+fffYZ69evx9zcnK6uLhQUFDA3N8fKyore3l6ePXvG9u3biY2NxczMDDs7O4Gq9fT0ZNu2bWzZsoUhQ4bw6NEj7t27R0tLC3PnzmX27Nl4enpy9+5dkpOTsbKywsXFBTU1NbKysrCxsRmUuBkYGNDS0kJ1dTU6OjpYWFgQHR3N/fv3kZOTY86cOezdu5chQ4YwcuRIQkJChHn8+fPnon1bU1MTfX19nJ2d2bBhA/Pnz+fmzZtCZCzdb/3666/MnDmT+Ph4DA0Nqa+vp6ysjI6ODnR0dITgUiKRMHHiRDQ1NamqqkJTU5OZM2cKZcLo0aMF/a63t5fMzEzGjBnDyJEj/6O4/e3Kh6OjIx988AGqqqqi37Wzs5MHDx78158XFRXFrVu3CAwMZMqUKXzwwQeoq6vz448/Iicnh4aGBo2NjZibmwsa0/fff8/mzZsJCQnhzZs3fPTRR0ycOJG+vj5SU1Oxs7OjpqYGJSUlvvrqKzo6Onj+/DkPHz4UJeiVK1fS3NxMcHCwyHhUVlayadMmAgMDmT9/PioqKty7d4+kpCQUFRXFSdTQ0JDg4GCUlJT44osvsLKyIiMjg7t37xIaGvofl57+36w3b95w4sQJFBUVGTt2LK6urpSVlfH++++ze/duLl++jJaWFrNmzWL+/PlMmTKF/fv3ExwcTFtbG0eOHBHZgKysLDF7ISWVfP7558yfPx8NDQ0OHTpEXl4ePT094sDz7rvvYmJiwrx589i5cyeurq5s2rSJGzdu0NTUhLa2Nt7e3jg4OHDw4EGKioowNTVl48aNtLW1sXLlSjFofOzYMWxtbf+v7Xz/X66uri62b9/OqlWrWL16NRkZGXz11VecOHGCDz74gLVr15KamsqkSZOwtrbm4cOH3Lhxg+vXr9PT04OysjLKysrU19cTHx9PeHg4ISEhHDt2jPDwcL777jskEgn5+fnExsbS1dXFzz//zL1797h//z4NDQ2cPn2azz77DFdXV7Kysli3bh0zZszg7t27+Pj4IJFIBKViwoQJqKurIyMjw6tXr9DQ0KCpqQlVVVUmTpzIiBEjBi2LX1VVxfvvv8/w4cOZM2cOY8aMYfXq1Tx69Ah/f3/Onj3LgwcPkJOTo7u7m8TERNTU1Hjw4AGLFi0Sh3tpi5Q06WBkZERiYiKWlpYUFxeTmppKR0cHXV1dTJ06lcbGRvbt24e3tzc6Ojo0NDRw69YtDA0NSU1NZebMmYJm5O/vj52dnRCOdnV1ERYWxunTp9m+fTtOTk6UlZWJnunBWJ9++ikqKip0dHTw8uVLiouLUVVVFS86e3t7Fi5cKIacdXR0iIuLIzw8nJSUFD7//HMOHTokEM59fX1kZ2djb2/Py5cvOXHiBCNHjqSwsJADBw6wYsUKAZRYs2YNz58/5+nTp9TU1NDU1CSIf8nJyezfv5/y8nKqq6tpbm4WlJrt27eLf4MUXtHf3095eTkSiWRQ4jZp0iTGjRtHe3s7xcXFTJgwgaCgIDFb4ePjw8aNG/H39+f9998nNTWV58+fc+TIEV68eMGZM2coKirC0tISS0tLsWk5e/aseOZLh+rt7e35+uuv+eijj+jt7cXJyYmbN2/i7+/P8OHDRRuQoaEha9eu5ffffycpKYmioiLs7e0ZO3Ys7777LitWrMDZ2Zlhw4Zx7do1nj59iry8PPHx8QQFBQ1K3OLj44mJicHf3x9NTU3CwsLYvXs3UVFRfPrpp2zatInW1lb6+vrIz88XPgQnJyeCg4NZu3YtDQ0NokIyMDDAzp07RWtfd3c3Hh4e9Pb2Ul1dzSeffIKdnR1NTU1CwNrZ2cn48eP58ssvaW9v5+7du8IlMG7cOAwMDNDX16ekpIS3b98K0WBaWhrDhg1jYGBAoFfV1dVZv379Px6377//noSEBBITE5k3bx43b96kp6eHTz/9lLlz5xISEkJbWxu3b9/GwMCAzZs309DQQGhoKH5+foSGhjJu3DgmTpyIjY0NFRUVHDp0iPv37/Po0SN0dHQYPXo02dnZZGVl4e7ujoeHB/39/ezZswdZWVnee+89lixZwqVLl9i9ezepqakEBARw/PhxgT8eMmQIf/75J3V1dUK6t3z5cl68eMGRI0eQk5PD0dERbW1tfHx8/vG4wV+meg0NDdLT09HS0mLatGk8f/6c+vp6YmNj+fXXX0lKSmLy5MnMnj2bhw8f8vTpU/GuNDY2pqGhgYqKCpydnTl8+DBJSUkEBASwdetWXFxcqK+v59atWzx79oylS5cSGRmJkZERVlZWApCTk5PD9evXkZeXZ+vWrWRkZPDLL7+wc+dOtm/fLuzreXl5bNq0iYsXL7J+/XpxPUdERPD777/z7bffDkrcfvjhB9rb23Fzc8PW1pa4uDiOHj3K1q1bSUxMZMuWLWIsoLq6mqSkJDZt2iSSxMHBwXz99deUlpayf/9+rK2txdjC5s2b+eKLL7hy5Qo5OTk4OTlhbW3Nd999x7Vr16ivr+fQoUMCTjBv3jxycnI4fvw4U6ZMYe7cubx9+xZ3d3fGjh1LSkoKX375JeHh4SxdupTy8nIqKipwcnJi8uTJTJo0icbGxv/oe/+tw4eCggLHjx//N9KVdPn7+//Xn+fj40NHRwcqKiokJSXR1NTEqFGjCAwMJDw8nAkTJlBXV0dvby/u7u5s376dHTt2cPHiRY4dO4a3tzetra3k5+ejoqLCxYsXmTlzJqmpqXzxxRfs3LmTly9fUltby6RJk0hMTOTmzZt4e3vzzTff4OnpSW5uLjt37qSjo4PAwEDKy8tpb28nOzubpqYmJBIJXV1dKCoqMmfOHFavXo2vry8ZGRlcvXqVoKAghg8fjr29vei3/qeX9GBRUFBAUlISqampbN26FU1NTbZs2cKyZctobm5mYGCA+/fvEx4ezrRp0ygqKmLv3r2CSBIUFMT8+fPJysoiJycHLy8vMWPz9u1bNDQ0kJOTQ01NjaCgIO7cuYO+vj6rV68mOTmZ4OBghgwZwt69ezl58qRAuBkaGpKRkcGzZ89QUlJCQUEBAwMDzp07JwbQ4uPjKS4uZvr06YNGu/Lx8SE/Px8DAwOB1lu6dCkXLlxg0aJFnDt3Djs7OzQ1NcnPzyc0NJTVq1fzyy+/sHr1apYuXcrAwAB5eXmoqqrS0NCAoqIidnZ2XLx4UZB53r59i6ampgAjXLx4kUuXLmFlZYWqqir+/v5Mnz6d58+fk5ubi5ubG5MmTcLExARnZ2eMjIw4evQoe/bsoaSkhHPnznH06FHKysqAv9pfJBIJsbGx2NvbD0rsFixYgKKiIkVFRTx+/FhsqPv7+6mrq2Pr1q3Iy8tTVFQkZIGFhYVs2LCBQ4cOUV9fj6Ojo+gfj4+PZ9y4cRgbG3P27Fna2tqoqqqit7eX3t5e3NzcCAsLExSTyMhIBgYGxLPn119/ZfLkyezbt4+RI0dSUFCAi4sLysrKXLlyBTMzM/r7+0UFwMbGhrKyMs6fP09ISAjbt28flLh98803Avwwbtw4Ojo6KCws5OOPP0ZeXp6AgAAqKipwc3NDWVmZnTt34unpybhx40hNTeXBgwcoKChgYWFBTU0NqqqqKCkp4ezsTE5ODgEBAfT29lJcXExHRwcnT54kMjKSjRs3cuXKFbq7u8nKykJLSws7OzssLCz44osv+OCDD9DR0WFgYAAzMzPh8dDT0xM25/HjxxMdHU1ISAhubm6D1n8PYG9vj62tLa2traIn3MbGBisrK+bNm8eNGzdwdXXF2NhYCPOkL9JDhw6xZs0asrOziY2Npbe3l/7+fsrKytixYwepqam0trbS09ODrKws9vb2zJs3j9u3b3P+/HkuXbok7mMrKyuUlZWprKzE0NCQiRMnEhYWhqGhIXJycuTk5FBQUMC7775LQ0MD/v7+xMXFUVpaira2NgsWLGDjxo3CI/VPL+m8hZubGwYGBkRFRfHVV19x+fJlduzYwfz587GwsKC+vp6srCxxP0sNyVKaX3t7O729vTQ2NhIXF8fChQuZOnUqlpaWYl6krq6O06dPk5WVJUS/UkR9TEwMAwMDBAUF8fXXX3P//n1qa2sZOnQosrKyxMbGcunSJZSVlfn111+Jjo5mwoQJ5OTk0Nvby8KFC5GVlf2v2jn+36y5c+eyfv16IiIiUFBQoKSkhEOHDuHj48OVK1eIiYnBxcUFU1NTQRF69913GTVqFD4+PuIekqoBdHR0+OabbwgODhYtkNbW1oIoqaSkRFNTEx988AG6urqkp6fz7Nkz0Qb+xRdfIJFIyMzM5NtvvyU4OJienh7y8/NZsGABlpaWonXNxMQEc3NzUlNTGRgYwMjIiMjISD788MNBid3NmzdxdXUVbhcdHR18fX2Ji4tDT0+Pjo4OLCwsKCoqEpvtnp4eoqOjOX36NGFhYWhoaGBpaUlFRQXjx49nYGCAQ4cO4enpSUhIiKAyLVy4kMmTJ3P37l0kEgnLli3jxo0bFBYWUlVVhYKCAu3t7Rw7doympiYuXLjA3bt3yc/PR19fn7Fjx6Kurs6vv/6KgYEBpqam1NTU8Pr1a968eYOfn9+gxAz+wmKPHj1aDIO3tLTw3Xff8ezZM6ZNm8Y777yDnJwcWVlZxMbGYm5ujpKSEocPHyYuLo7Vq1fT2tpKTU0N7u7umJmZ8fr1a9ra2ujo6MDMzAxra2tqa2tpaGggJiYGHR0d3Nzc2LNnD/PmzUNBQYH09HT+9a9/iZYtaddPdHQ0Dx8+5NSpU5SVlREYGEhrayvTpk0jJCQET09PZs6ciZOTE3V1df/x9/5bh49FixZRUFDwf9zw9Pf3/9efJ0WLpaamUlRUREdHhyAD/fTTT7z33nvi4VdQUEBnZydKSkq8fPmSqVOn8ubNG54+fUpqaiouLi6sWLGCrKwsWltbCQwMpL6+XpRDpTQUExMTQfOQk5PD29sbJSUlkpKSmDRpEi0tLRQWFtLQ0ICmpiZaWlpUV1dz8OBBhg4dioqKCoGBgSgqKpKdnS2GeqQW58E4fJw7d45hw4ZhY2NDfn6+eFmcPHlStCwEBwfT1NSEo6Mj48ePJyIigoKCAhISEpg6dSoyMjICn9bS0oKjoyNKSko8ePAAV1dXXFxc6OnpwcrKCiUlJeTl5dHT0xPG3JqaGsLDw8nNzcXU1JRly5Zx+vRp4K8HuZqaGuPHj2fhwoVkZWWRmprKxIkThTROW1sbHR0dfvzxRxwdHQdlE62goMDHH3+MiooKDQ0NmJiYCBuwtM+5u7ubjo4OjIyMmDhxIra2tkRGRiIrK0tdXR03btwgPz8fiUSCu7s7Bw4cwNjYmPnz55OXl4erqysmJiYClmBqasrhw4exs7PDysqK9PR08vLyKCkpQV9fnwkTJpCWliaQeNK2N3l5eSIjIzEwMOCzzz4jMjKSzMxMXFxc0NfXp7CwEA8Pj0EjrJWUlGBmZoaZmZnAoFZVVXHnzh1qa2uZOHEi+fn59PT0CJSudHPX29uLjY0NDQ0NSCQSbGxsiImJYdasWVy+fJmNGzdy584dUemRMv+lPfnBwcF4enqioaGBjIyMOAR5eXmhoKDAsGHDGD58uJj5kA5stre34+Pjw5MnT2htbcXBwYGlS5f+LSz4310aGhooKyvj7OxMU1OTqD7m5uayfPlybGxsxBCwg4MDU6ZM4ebNmyK7pK2tTW9vL2ZmZsjLy4tr5eHDh1hbW9PY2Iifnx82NjZMmDABfX19nj59ira2Nu+88w5NTU2ihUWKNFdVVeXAgQNoamoSFxeHn58f77//vpB1aWpq8ueff+Ln58fw4cNpbm6mtrb2/5h0+qfWixcvSExMZMKECSgqKnL79m0yMzNpb29n0aJF5OXl0dHRQVFREeXl5fT39zNlyhQOHTqElZUVycnJmJubo6urS0JCgqAmurq6EhcXh5aWFhMnTkRPT4+8vDymTp0qqESRkZGMHDkSa2trCgsLSUxM5MMPP+TVq1ckJyfT19dHTk4O7e3tqKqq4uzszNixYykvLxd9+W1tbRgZGeHt7U1NTc2gJQk6OzuRlZWlo6ODtrY2dHV1GT16NFZWVsTHx7Nx40aePHmCmpoaMjIypKSkYG5uTmxsLE+ePKGnp4e5c+fi4uJCfn4+169fZ/PmzVhZWXHkyBGCgoJoamqisbERU1NTtLS0iIiIYMGCBbx48QIlJSWKioowMTFh1qxZ9Pf3c/jwYQwNDamsrBTo34qKCt577z0GBgZwcHDA0NCQO3fuUF5eLgiNBQUFTJw4cVDiJvXK5OXlUVNTI2YVWlpamDp1qqAMVVZWiva1qVOnMn78eN68eYONjQ1+fn5oa2tTXFzMuXPnmDp1Ks7OzkyaNInw8HDheikqKsLb21tQsZycnCgvL6e3t1ccbJ49e0ZwcDAbN27E3d2d4uJi4K/KZ3x8vKBwLlmyBBkZGTw8PNDU1KSlpQUVFZVBk6jCX4mpzMxMhg8fLtrkGhoayM/PR1FRkZqaGubMmQNARUUFKioqVFdXU1paSm9vL+Hh4dTW1tLZ2YlEIuGjjz4iIiKCGzdu8Pz5c+rq6igtLcXBwYE5c+YI0aK+vj4VFRX4+vqK55SrqythYWHo6uoydOhQgoODheOppaWFxMREent78fb2prS0lAcPHtDV1UVRURHNzc34+voOWtxaWlro6OjA3Nyc2tpasZeaPXs2V69eZcGCBRQXFxMZGUlnZyfjxo0jMzMTVVVVgoKCiI+PF8qH2tpaYmJi+Pzzz6mtrWXfvn3U1dVRUVGBoqIiNjY2+Pj40NjYSH9/Py0tLfT399PR0YGGhgaTJk1izJgxXLlyBXNzcwoKCnBycqKtrQ01NTVxyPj2228xNTVlxYoVGBkZUVJSIuYP/9MCxN96i6irq7Nt27b/I9EpKiqKK1eu/FefV1lZKcySLS0tlJeX8/btW8Ffb29vFxSC8vJywsPDxQBqbm4uNjY2ODk5CUZ2c3MzEokEY2Nj5s2bx7Nnz0Q2WTpY7erqKqzI9fX12Nra0tHRwcDAABUVFSJrLeVqKysr097eTk1NDcbGxujr65OWloasrCzy8vL09PTQ3t5OZWUlCQkJGBkZ/Z3Q/lcrPj4eBQUFwVlXVlYWswnOzs6YmJigpaVFV1cXsrKyGBoaoq2tTX5+Pg4ODtTW1tLR0YGampqgUKxYsYKEhASePXvGpEmT6OzspL29HUdHR2RlZQkKCsLW1pZHjx4RHx+PioqKuA5KSkrIz88XvG6py6K/vx9ra2vS0tIEulBZWVkIg6QG28GkNunr6wuUqLq6OqampsLAvXTpUrq7uykuLiYvL09k+aytrdHV1eXVq1dUVVUBoKqqiry8vBBOfvjhh4SFhWFra0tjYyO1tbX4+voiJydHRkYGXl5epKWloaKigp+fn6goOTg4cOvWLZKTk0lPT8fa2hoVFRWUlZUJDg7mwIED6Onp8dNPPyEvL4+amhoNDQ2UlJSImaTBWOXl5cjLy+Pj4yOQf9HR0UL0JC8vj7y8PB0dHaiqquLp6Sk8Cerq6mhrawufiUQiQV9fX7RcyMvLM2nSJIHwbWxsJDExkYaGBpydnQUGuaysjPLycrS0tIiLiyM/Px8tLS3q6+sJCgoiIyODV69eiTYiaYbXxcUFJSUlcUj/O4mSv7s0NTXFvdTR0UFNTQ0lJSVCZKmgoEBOTg7Nzc14enqira1NTU0NT58+JSMjQ/Qym5mZ4erqioqKCmlpaaSkpNDR0UF1dbVAknt4eNDV1SWsyPCXv0CKYKysrOTYsWO0trZibm6OtbU1xcXF9Pf309fXR3d3NzIyMsTFxZGeno6Ojg5eXl7IyMiQlZWFoaHhoIktKyoqyMvLQ0lJSdwrRkZGnDlzRrTQdXV1iTbIjIwMZGVlcXFxwdvbm5MnT2JlZYW3tzf19fWUlpaipKRER0cH1tbWogJqYGBAa2srdXV15OXlkZ2djbW1NWPHjhUJmsDAQHx9fdm+fTvFxcXMmDGDBw8eoKmpKWIeFRWFkZERnZ2d4rOlba05OTmDRlgLDAxEQUFBbPo6OzsZOXIkcXFx6Ojo0NbWRlNTEwYGBsjJyYlKx4sXL1BWVqavrw87Ozs8PT3R1NQUuFI1NTWSk5P/7TosKSnB1NQUW1tb3NzcqKqqor29ndzcXBobG4WLqqGhgfr6evLz85k9e7ZA6nt5eQk4hLy8PHJychgZGVFXV0dkZCRVVVWoqakNSiuzhoYGqamp9PT0AIhDuJqamkCoV1dXk5KSQkZGBs7OzmhqatLT04OOjg5paWnMmDEDiURCQUEBRkZGZGRk0NjYKN6F/f39NDU10dLSIuiH2traZGRkYG5uTm9vL/Ly8lhaWorWXWnlp729XTjJxo0bx+vXr1mwYAGmpqYkJiYKAae1tTX19fWYmZn94zGTLktLS+Lj43F0dMTd3Z2cnByePXuGl5cXV69eJTs7m9LSUtzc3NDT02NgYIDS0lLs7Oyora2luLhYWNwNDAyYOnUqKSkpSCQSnj59ysyZM6mqquLNmzdoa2ujp6dHV1cXubm5whkzevRoIavs7+9nyJAhzJ8/n9OnT+Ps7IyhoSGKioqiKqekpERJSYk46BYXFyMrKzuoRD8dHR3y8/Npa2tDSUkJb29v0tLSCAoKQkZGhpqaGh4+fEheXh729vYoKipiaWnJhQsXUFJSIiwsjNmzZ4v7saioiJKSEkJDQ8WwfW5uLgMDAxgYGDBx4kRCQkJEfKTodX19fWRkZEhKShLVXelzUFtbW+yT5OXlKSgooK6ujlWrViEnJ8fTp0959eoVrq6u/+zhQ2ri/X+WWPr7+/9WNjEzMxMlJSX09PREaTw7O5uwsDD27dtHQ0MDra2teHh4IC8vz9OnT7Gzs0NfX5+oqCgmTZqEmpqaGFy/f/8+M2fOxNbWFi8vLy5evIi2trbASyoqKpKVlSWMytnZ2UL2BX/RB3777Te2bNkiqDpaWlrIy8ujr6/PnDlzqKio4P79+0ycOBF1dXWUlJTQ1dWlqamJFy9esHDhwr8T2v9qycrK8vz5c7S1tUW2vKenhyFDhmBqakpvby9GRkbU1NRQW1srONhSy2VCQgKNjY2iPFdfX49EIiEsLAxFRUX6+/tFK5S5ubnwc9jb23P8+HF6enpwc3Nj1KhR6Ovrc/r0adLS0rh+/TphYWHU19fz7Nkz8vLyaGxsFISk0tJSgoKCMDU1JTY2lp6eHhYuXEhiYuI/HjP4SzL4+PFjDAwMsLKyQlZWlkWLFrFz507s7e2pq6tDU1OTkpISioqKGDp0KK2traioqPDmzRs6OjrE8LRUXqatrU1aWhrNzc2oqqrS29sLIMyzmpqajB8/HllZWUHY8fb2pqSkRGQm0tPTqaqqEg4Wc3NzUTHo7e2lpaUFiUQiZEhVVVVIJBKio6MH7fAh7fkfOnQofX19vHz5kocPH4r7y8XFBScnJ0pKSujt7UVVVZXJkyfT0tIiDh5ycnIoKCjQ09MjfADm5uYi09zc3IySkhIuLi7C0ZOYmMjYsWMxNTUlKytLwC4yMjJ48uQJFhYW1NXVUVNTg6ysLDIyMiQnJ4tyf0FBAdbW1qipqZGdnU1kZCR9fX2DRgprbW2lo6NDbBDgr3L7rFmzRItMTk4OhYWF1NXVibbEGzduUFlZia2trQBDaGhoYGVlhZ6eHvX19TQ0NAjBXV9fH7NnzyYsLIyenh5xgKmurmbIkCHY2dmRm5vLrVu3GBgY4NNPP0VLS4u3b99SWlrK1atXycrKEllwXV1d+vr6hEE8MzNzUFsSHBwcyM7O5smTJ0gkEkaNGoW3tzcuLi60t7djZmYmNmzp6elkZWURHh7O2LFj6ezsxNzcXHgXAgMDOXPmDPr6+sTGxjJnzhzy8/NpampCQUEBOTk5rl+/zp07d7C2tmbt2rX09fXx+vVr+vr6mDp1qvCMWFtbo6+vL4RuUnnetWvX+Pzzz5GTk6O8vBx9fX2am5u5cOECnZ2drF27dlDi5u7uTnV1tah+9Pf309DQQHp6Ou7u7sKrYGxsTGVlJU5OTuLalNLSFBUVaWxsREVFhXnz5lFUVERxcTF6enooKysLO7V0BtDCwoL+/n5cXV1pa2ujra2NsrIyQkNDyc3N5csvvyQxMZGwsDCGDh2Kl5cXampq1NTU0Nvby9u3b9HS0sLU1BR9fX0yMjKIiYmhs7OTV69eDcrho66uDiUlJSwsLNDQ0BC/trOz4/79+9jY2FBXV0dhYSHKysqYmZmRnZ3NrVu3eP/99wkJCSEiIgJzc3Pa29txd3cnKSmJM2fOYGlpydixY+nq6qKqqgptbW10dXU5fPgwn3/+OUePHmXSpElifm/06NHCoRAXFydaKlVUVDAyMkJHR4eenh48PT3p7u4mPDxcbO4DAgLEs1pXV/cfjxv8lXxsaWkRFdLq6mqysrIIDAwkMTFRzGv09PTg7e1NQ0MDSkpKTJo0SSRvLS0t0dPTw8LCgt7eXvLy8li2bBkZGRmMGDGC/v5+nj9/TlxcnEBnS+EmT58+pbm5GVtbW+FdkyJ2pZ4jAwMDtLW1CQwMpKOjg4yMDOTl5env7xeS0qampkGt7lpbW5OamkpsbCyOjo74+/vz559/iu6atrY2Ia9sb28nKSmJxYsX09HRwb1791BSUkJZWVmghmNjY7l69Sr+/v4MHTqU9vZ2IVA2MDBgYGCA1NRUGhsbcXZ2pqOjAxkZGZqbm3nz5g0PHz7kp59+ws7OTrTd6+rq0t/fT2VlpUjoKSoqUlhYiIKCgqicGBsb/8ff+29FeN68eaxcuRIXF5f/7ffu3r37X3+edMPe19cnsLHSEpE0O3X69GlBDpFIJMyZM4evv/6aHTt2oKysjKKiIjExMURGRoo+Q2lgfX19efLkCaWlpXzyySei9D1hwgTxwJS2TrW0tGBjY0N/fz82NjZoampiYWGBlpYWHR0dwpfxzjvvkJqaypgxY0hPTyc9PV1kTAbrZldXV0cKK+vs7BTDgfPmzePkyZOCMy8VJaqoqHD16lXOnTtHXFwc7777LleuXEEikQgmd0xMDElJSTx9+pSDBw+io6ODgYGBwA3v3LmTixcvUl1djYmJCXFxcTQ0NLBq1SrU1dU5cOCAyLSpqKj828P60qVLwuKckZEhRGqenp7Y2NgQGRk5KHFLSUkhKioKHR0dfHx8GDFiBFZWVowZMwY3Nzf2798vSsTz5s2jvLwcCwsLzp49y+7du7l//75oTZFy76U9qfv37yczM5NNmzbh4OBAbm4uqampbNy4URxeFBUViYqKIiYmhurqamGOjo2NZejQoZiZmYnMmI2NDe+//z4HDhxg/vz51NXV0dbWRmJiInV1dWzevJmtW7f+x0Ne/2+XsrIyeXl5ZGVlkZmZyaVLlxg+fDj5+fncvn0bQ0ND6urqUFdXp7S0lJ9//pmTJ09y8OBBLC0tiYyMFEZ56fD1jh07BO3p/PnzWFpaMn36dGxsbFi9ejUqKip4enqSk5ODiYkJeXl5QkopJydHUVER27ZtQ0NDgxcvXmBvb8/y5ctJT08XrQydnZ1cvXqVJUuW4OHhQX5+Pnl5eYMSM4COjg4MDAwoKirizZs36OjosGfPHo4fP05oaCjvv/8+nZ2dFBYWUlBQgLKyMl9++SW//fYbampqXL58GWNjY+Tk5IiLi2PVqlWMGzeOgoICamtrGT16NPfu3UNTUxMXFxdycnI4e/YsGzZsoKmpCVNTU3x9fYXPZ8OGDWzatImtW7cSHh5OXl4eiYmJ5ObmoqioKGahRo0aJRC9VVVVGBkZDZpgEGDixIlCFtbZ2cmbN2/IyMhgzZo1lJSU8OeffzJ//nwqKyu5fv06sbGxeHh4MGHCBC5dusSWLVvEQL2fnx85OTnY29tz7do1PD09CQwMJDQ0lJcvX9Lc3Mz9+/fR1dVl+vTpVFRU8OjRI4qKikSGeu/evXz66ad4eHiIGRhTU1OKioqEVHPOnDls27YNGxsb3rx5w+vXr6murhaWZWnV9J9cz58/59WrV1hbW2NsbIy3tzdlZWW4u7tTU1NDVlYWY8eOFW1rO3fuZOHChaIa+L8mRuTl5XFxcUFBQYEtW7bg6upKbW0tKSkpBAYGMm/ePH7++Weqq6tFZe/+/ftkZmZiZ2dHYGAgysrKdHV18eOPPzJ//nyOHDmCmZkZjo6OeHh4MHToUH777TemTZvG6dOnmTJlCiNGjMDExIQTJ05gamr6j8cM/kqEzp07lwsXLlBcXMy8efNQV1enu7ubMWPGCEGji4sLcnJy5OXlMW/ePLZv346pqSmBgYH8+eefogXo9OnTWFlZMTAwwLJly8jJySE5OZne3l60tbWpqKgQdu++vj4eP34MgJmZGW1tbUyYMIG7d+8ycuRIBgYGiI+PB/46JF25ckUATKTYZ2mSqrq6Gnt7e7S1tQclbgA1NTVoampSWVlJUVERaWlpZGZmCsiMNMmWkJDAmzdvyMrKYujQobi5uQkPhfT6k5L9+vv7efv2LbNmzRKHkyVLlqCpqUldXR1GRkaMGjVKVJUfPnxIdXU1X3/9NeHh4bi6unL8+HHKyspYtGgRdXV1lJWV4ezsjLq6OpmZmcybN4/MzExGjhzJyJEjiY6OprKyctDiNjAwQE1NDWlpaaSlpZGQkEB3dzd37txh0qRJgpqXm5tLUVERXV1d3Lp1i5kzZxIXF8fKlStJTk4mJiZGSCjHjx+PpaUlioqKYlbQ1tYWe3t7YmNjSU9PJykpierqauzs7EhJSSEuLo7e3l6cnZ355JNP+Ne//kVycjJDhgyhpaWF7OxsvL29UVBQoL+/n++//57du3cjJycnDtZjx46ltbX1P/ref+vwMXz48P/j/6+vrxeCpf9m9fb24ufnR29vL0OHDmXZsmUUFhYyf/58NmzYwJo1a5g+fTpJSUlkZWXh4eHB3bt3RQl3165dTJ8+XbS6uLi48PbtW8aOHcsvv/zC3Llzqa6uFoNcZ8+epb6+nsTERLS0tDh8+DCOjo6MHTuWsrIy1NXVGTNmDNu3b6exsRGJRIKuri7q6uoYGxuzbt06XFxc+PXXXzlx4gSZmZkUFRWhp6fH999/T3Bw8N8J63+97Ozs6OzsZMqUKWIgedq0acjJyXH79m3GjBmDoqIi3t7etLe3c/DgQXbu3ElbWxuGhoa0trYK4WJnZycbNmxg8uTJHDp0iJCQEB48eICenh7Dhw/HxcUFe3t7/Pz8yMzMpKqqChUVFVFCjYiIYMmSJYwcOZLffvuN3377jezsbAYGBvDz8+O9994TBAUdHR38/Pw4ffo0f/75J/Ly8jg6Og6aEEl6rUlbR27cuIGzszMvX74kLS0NMzMzPD090dfXp6GhAQUFBTGcqqqqyvXr12lubiYlJYWcnBz09fX5/fff2b17Nw4ODhgZGaGnp4exsTEWFhZClFRTU0NqaqrIrIwaNUpw/21sbDA0NKS7u5v6+nrk5OSwsrLC0NCQxYsX4+zsTGJiIg8ePGDVqlWYmJjw8uVLSktLxVD7YKxZs2ZRXV2NgYGByHaMHDmSq1evsmfPHg4fPixmPJydnQW21NjYmJSUFCZOnEhjYyM1NTV4eHgwb948HB0d6erqorS0lPr6embOnImvr6+oUJWVlbFt2zZu3rwpNuYeHh4MGTKEwsJC8vLy8PPzIy8vj6CgIFRVVamsrGTYsGH09vYyZcoUduzYgYWFBfLy8mRnZ/P69WsmT548KDGDv5ID5eXluLq68t577+Hi4iKuNUVFRSHokr58CgoKuH37NpaWluzZs4eTJ0/y+vVrbG1thezs+PHjrFu3joGBAT755BOio6PF/Meff/7JiBEjyM3NpaGhgUWLFmFsbEx0dDQJCQkEBgZSVVUleqefPn1KVVUVc+fOZc6cOaxbt47a2loUFRWFeychIYG0tDSio6MZN27coMTN1taWL774AlNTUwHDMDIyYs+ePTg5OSEnJ0dkZKTY5L59+xYjIyMCAgJYt24d+/bto729HWNjYwYGBlBQUKCgoICgoCBqa2s5deqUMP7OnDmT6Ohotm7dSmlpqRhCNTExAf6yX3///feEh4djYGBAUlISDx8+5P3338fZ2ZlLly4xceJENDQ0BM1MeugYPXo08vLyBAcH/y0oy3+7IiMjcXBwoK2tjevXrwPw+PFjcd1Nnz6d+/fvM2vWLMaMGUNOTg6LFi3i7Nmz/PTTT6SkpDBkyBAyMjIIDw/HxMQER0dHJk6ciEQi4c8//+T+/ftCKFpYWEhISAhlZWXU19eLgemcnBwqKyvR1tbmu+++4+bNm6K1r6ioCDc3NxYuXMj+/fs5d+4cU6ZMEQProaGhYuOfm5v7j8cM/mprSklJYfTo0SxcuBB1dXX+/PNPbt68SW1tLWfOnGHatGkUFhZSUVHBzJkzcXR05PHjx/T393P58mVBZ3v06BF3795l9erVxMfHs2/fPl6+fMnSpUsxMzMjJycHV1dXZs+ezYoVK/juu+/44YcfGD16NN7e3rx69QpfX19MTU0FGKG6upoHDx6gpqaGhoYG0dHRdHR08Pr1awBBpevt7RVtzfr6+oMSu/DwcF69eoWOjg7GxsZ0dnZSV1fHl19+iaurKw8ePMDLywsVFRVevnzJ9u3biYmJ4ffff2fDhg309vZSW1tLe3s7VVVVNDc389NPP2Fubs4PP/xAa2srs2bNoqGhgV9++QV/f3+MjY05dOgQy5Ytw9XVlZaWFtTV1ZGVleXGjRssW7aMFy9eUFhYKPZCUmfGiRMnePbsGdnZ2SgpKRESEiJmMV1dXf+WMPvvrNraWqZPn46+vj4FBQVYWFigrKxMU1MTMjIyGBsbiwO/VFoqff7fv3+fZcuWYWlpiY+PDxUVFQwbNoyVK1cyfPhwysvLMTc3Z+3atdTW1vLzzz8THR2NoaEhFhYW4mchIyODn58fmpqafPTRR+zfv5/169czevRompqahO/n7du33Lt3j99//x1tbW3Onz8vDj6RkZG8ffuWFStW/Eff+295PuAvzGtxcbFoL4G/Dh/nz58nIiLiP/oMKee4pqaGu3fv8uTJE0pKSlBUVERbW5v58+dz79499PX18fPzE9STyMhIoqKiWLhwIdeuXePly5eYm5tz9uxZjh07ho6ODh999BHKyspMnjyZK1euMDAwIEp7o0aNYuXKlXzyySecO3cORUVFZs+eLdwN0hvBysoKLy8vsrOzGTZsGFpaWnzzzTdcv36dxsZGQkNDWbVqFUpKSty+fZukpCT279+Puro6eXl5/ziT/MCBA9jZ2eHt7Y2RkRHNzc3cuXOHR48eCXlRSkoK/f39BAYGMmPGDMrKylixYgUhISH89NNPzJ49m/r6ei5fvkxlZSU6OjocOHBACIEcHBwER/zkyZPIyMjQ1NTE8OHDsbGxobCwUGBf9+3bh729PQEBAaSlpWFpaSnwdU+fPuX999/nwoULgr7R0NBATk4OFRUVWFlZoaWlxdixY//xuJ07d46FCxciIyNDb28vWlpa/P777zx58oT4+Hhu3LiBuro6FhYWlJeXc/LkSd68ecOePXtE5qG6uhotLS3c3d2xtbUVPPi2tjZRAZs+fTqffPIJNTU1eHp6snfvXjIzM3n48CElJSUoKChgamrKiBEjWL16NYcPH6a9vR0HBwccHR3R0tKiqakJZWVl/P39CQoK4ubNm8jIyIjWMCUlJQ4dOsTnn38+KExyTU1NysvLBfyhtbWV1NRUOjs7uXz5Mi0tLWRmZtLS0kJNTY3w3Xz55ZecOXOGAwcOsH//fkaMGEFaWhqJiYkYGBgQFBTE6tWr+fbbb7l58yb379/H2tqajz76iLq6OvLz81m4cCH29vaCVldcXMzvv/9OS0sL8+fP58KFC+zevRt5eXkWL14sDN3Sf//48eMZPny4ILQtWLCAadOmDUrcQkND8fb25s8//6S8vJzp06cTFRXFgwcPGDJkCFevXmXt2rW8fv1atLsMHz6c3t5eRowYgaOjI6amppiYmKCsrEx+fj6RkZGYmZmxZcsW1q1bx/jx4+np6eHBgwccOXKEgIAA8WKT+n76+/spKCjAx8eH7du3o62tzeHDh+nq6iIjI4PCwkJaW1tpaGjgjz/+oLe3lw0bNqCkpCT+XY6OjmLD/U/H7fr160ycOJGYmBghKJMOP37wwQd8+eWXAl366NEjKioqmDdvHhoaGkyfPp2pU6cyffp0QXeqqqpi3bp1vHz5kvz8fA4ePEhHRwctLS0UFBRgbGxMZGQkSUlJfP/998jIyAgTsHTO6ObNm4SFhQlAR2NjI1VVVejq6nLx4kWuXLkiJIcvX76ku7sbiUTCunXrsLCw4LfffvvHn3Gtra3cunWLMWPGCJS5l5cXiYmJKCkpsWbNGhQVFQWaND09naFDh7Jw4UIWLFhAYWEh27dvp66ujvPnzyMnJ0dFRQXe3t5cv36dbdu2MWHCBBQUFDh//rzwO6ipqXH06FFsbGw4f/48169fF+9yfX19rl69yvfff8+pU6d48OABBgYGbNiwgaFDh3LgwAGqqqrYtWsXGhoa9PT08PbtW3bu3MnBgwfR0ND4x+Mm3bt4enqioKBAdnY2enp6hIaGcuvWLZYtW4axsTGFhYXk5OQgJyeHj48Py5cv5/jx41RWVjJ//nyKioqIiYlhzpw5BAcHI5FIyMvLw93dXZCYpAS/JUuW8MMPP1BVVcXatWtJSEjg+fPnqKmpUVRUxKJFi8jKyuLs2bOC9DRt2jQaGxs5fvw4ZmZmrF+/nq+++or8/P8fe/8ZXXW5RnvDv/S6kpWerPTeCymQTuiELr2rgEgRRRRFxe7eig0riKIUpW56J7QkJJT03ntPVnrveT84co+zx3nGeJRzzHnf8zLH2B8c27H2XjP/9b/v67rmNWcJfX19tLW10d3dzeHDhzEzMxuT32pdXR2xsbEYGBigqqpKfHw8V65cYfPmzZiYmFBdXU1fXx+2trYiBDUoKIisrCx+//131NXV2bVrF+3t7fznP//B0NCQd999ly1btmBgYMDy5cuJi4ujr6+P1atXs3z5csrKysjJyWFoaIj33nuPVatWsXTpUmJiYrh8+TI+Pj588cUXbNmyhfnz5xMfH8/Zs2exsLBg48aNeHl5sW3bNv7973+TnZ3NjRs3aGpqYtasWXh5eY0Jb6Phw0uWLMHV1ZWbN28il8t59OgRVVVVREdHo6SkxIULFygpKWHq1KnU19dz9+5dHB0dWb58OVlZWTQ0NAhToOXLl3P48GFGRkaQSCQi9V5LS4vr16/z5ZdfEhoayuXLl4V5wt27d8nJyeHAgQOsWLECJycn6uvr+f777zEyMiIjIwNNTU0cHR1xdHTk1Vdfpb6+nlWrVuHi4kJFRQVlZWVMmDDhn8v5+Pzzz/ntt9/+5w9TVmbatGl/+/O++uorgoKCePnll0lOTiYnJ0cEP82bN4+VK1fy5ZdfUlxcjL29vbDIHbVFlEql/PLLL/T09PDGG2+QkJDAuXPnsLGx4dtvvxXL1tra2lhYWKClpUVXVxe//vorR48epbGxkd9//52rV68SHh7O2rVrkUql7NmzB2NjY7Zs2YK6ujqZmZmsWbOG3NxcDh8+zM8//8xvv/1GeHg4Hh4eKCgokJuby88//8yuXbuehNq/BVNTUxQUFMjMzOTu3bs0NTVhY2PDzp07efToEVu2bOHo0aM0NzeLxbjRHBJzc3PGjRtHYmIiSkpKrFy5End3d3x9fcnKymLq1KkcOHCAwcFBamtrSUlJwdLSkrlz59LZ2ckvv/zC0aNHRbhNXV0dR44cwdHRkaSkJObOnctPP/1EZ2cnS5YswcPDg/7+fpYsWUJjYyO5ubnExMTg5uZGSEgI33//PUFBQUyePPkf521U8xgREYGOjg5lZWVMmzYNLy8vrl69yt27d4Vm1cLCgpdffhkXFxeWLFnCtWvXaGxspK6u7r/2bBoaGnj48CHr169HWVlZFGlffPEF+vr6ODo6YmhoiLa2NoaGhmhqauLp6cmiRYsICAhgypQprFmzRuwvJSYmcv36ddrb26moqBDP5E8//cTatWspKSnhxx9/xNraekyetVG8+eabwkwA/jykV61axSeffIKqqirHjh1DLpdjaGiInZ0ds2fP5tatW2zevBljY2O2bt1KQEAARkZGODo60tzczL59+3BxccHc3Jz9+/fj4ODAzp07AUhLS+PevXvk5ORgbm6OsbExycnJDA8P884773Dq1Ck2b96Mh4cHX331FVZWVuIFumnTJtLS0vDx8eHq1atUVlby66+/cufOHezt7Vm4cCF9fX1jwpuysrK4XMGfXcLdu3fz1Vdf8e9//5tXX32VGTNmsH37dtTU1Ojo6KCzs5MffviBcePGcefOHWFr2t/fj4aGBrdv3+bmzZtYW1ujr69PYWEhCgoKBAUF4e7uTnZ2NkVFRVy4cIFdu3YRGBiIlpYWw8PDlJSUYGJiQnx8PJs2baKgoAAtLS1sbW0JCAgQuwkzZ85ER0eHsLAwIftycXEZE87gz4Xzjz76CD09PSZMmICKigo///wzXl5eouiYPn06Tk5O1NTU0NnZybvvviuS7FVVVfH09CQ9PZ2PPvqIgIAAVqxYwfz588nIyGDlypX8+uuvPHz4EENDQ9zc3Lh+/TpXr17l7Nmz/PbbbyQlJXHmzBlR8Hz00Ud8+OGH3Lt3j/fff5+cnByOHj2Kra0tXl5eLF26lK1bt/Lbb79x7do1Jk6cyLRp00Qm1FggMTGRtWvXUlBQIHz6jxw5QkBAAF9//bXY1zIxMWHp0qUMDAwgk8koKSnB3d2d119/nZCQENTV1fH29mb//v18/vnnnD59WmRg6enpkZaWRmlpKc888wyWlpZMmTIFQ0ND4bY06p7T09PD9OnTaWpq4uHDh5iZmfH8888jk8nQ0tIiLCyMadOmkZSURG9vL5mZmUKzP3PmTM6dO/eXO6r/Kxh1Ofrpp59QUVFh586dXLt2jczMTD766CNu375NW1ubsFd3cXFheHiYnJwcDh06xJw5c/juu+/o6ekhJCSEiIgITExMcHJyYvr06bzyyitoaWlx6tQpTpw4QUBAACoqKvzyyy8sXryYixcvMm7cOHbu3El+fj7vv/++KHxHzUbKysq4cuUKHh4eIi/L2toaAwMDCgoKMDIyYsWKFcybN2/M3m+ASMBWU1PDy8uLsLAw7ty5g6GhIT/88ANz587l7t27AERGRrJ69Wr27NnDpEmTWLp0KaWlpcTFxaGtrS1c1jZs2EBWVhYhISEcP36c0NBQJk6ciLGxMR988AF6enpCifHDDz+QmJjIli1bsLW1ZenSpairq5OYmMjAwADFxcWEhIRgb2/Phx9+KJzvVq9ezdtvv01gYCCzZ88mKyuLY8eO4eXlNSa8VVRU0NzczJEjR4TZyuLFi3F2diY+Pp758+djYmKChoYGzs7O6OnpUV1dTWFhIebm5vT392NqaioKlaamJlatWsVnn33G7t27iYmJYe3atbS1tfHxxx8zefJkNDQ02Lx5M4mJiWRnZ+Pg4EBoaCiFhYVcu3aNAwcOkJycjKGhIT///DM5OTkoKCjg7e3NwoUL8fLyQk1NjZkzZxITE8OePXuQyWTs3bv3LxsHPVHx0dTURFJSEmpqaly4cEGM5a9du/ZELiheXl54eXmRkpKCTCbj5Zdfprm5maioKHR0dNiyZQurV6+mrq6Ovr4+li5dyoULF/j111/R1dVl//79yGQyGhoauHHjBlpaWjg6OoqLXG1tLYGBgTQ3N4t0yJ9++okHDx5gaGgo0jSDg4OxsbFheHiYTz/9VFy0KyoqRPr01KlTGRoaYtKkSXzxxRcoKSkBf9rmnTt3ThxIY4HOzk7U1dWFE829e/c4fvw448aN4/79+/j4+LBkyRJkMhlpaWl88MEHvP/++wwMDPDaa68RGhqKj48PJSUlxMTEkJaWxo0bN9i7dy/Lli2joKCA4OBg4UbR0NBASEgI9fX12NnZoa6ujrKyMvb29sybN0/4UF+6dIlp06axfPly6uvr+eyzz5DL5QwNDXHkyBF++OEHGhoa2LJli0hMH7VtHQuMHz9eFGA6Ojp8//331NbW8uKLL2JlZUVKSopY3HVzcyMxMRFfX1/Gjx/Phx9+yOLFi4VNamZmJvb29ujq6qKmpoaZmRnGxsbcvn2bgoICFBUVheXzW2+9xerVq/H29mb8+PF4eHiQn5/P6tWr+fLLL+nr6+Po0aPC5crS0hKJRIKDg4PQSI/6gXd1deHt7Y2VlRX79+/njTfeGBPuPD098fX1xdDQUGTfjGabWFlZ8fbbb5OVlYWysjLV1dX88ssvVFZWEhYWRnJysrDBvnHjBqWlpVhaWnLo0CFiY2MpLi4mKChISJA0NTWJj48nNDRUOPR88skneHl5sW7dOrFsnZqaip2dHf39/SIVeXh4WLhw7Nq1i7KyMiorK4XrzmgK9lhdpKuqqli/fj2mpqb09PTQ1tZGeXk5ACUlJdjZ2aGkpMSpU6cYHBzkzTffJCMjg6SkJDo7O8nPz6e/vx9fX19cXFwYGBgQhZy6ujrnzp1DJpOhra1NY2MjOTk57N69mzVr1rBy5UpaW1tpbm4W8q+vv/6aXbt2sXPnTl5//XVqa2upra2lu7tbuJhs2LCB48eP8+uvvxIcHIy9vT319fUoKiqOCWcAGhoadHV1oaurK9xwdu/ezfnz53nmmWf44Ycf2LdvH9ra2tTX19PU1ISDgwPPPfccOTk5bN68WUw0li1bxq1bt0SOgKurK6dPnxbLv93d3WRkZIg9hNHUb0A4Xt28eZPKykrWrFmDoaEh586do6WlBU9PTxwdHXFzc+PixYu89NJLyOVy1NXVaW1tFf9fWlpasLW1/cd5e+aZZ6iurqauro6cnBzy8vKYOHGiOCOzsrIoKCgQl51RRzkPDw+2bdvGsWPH0NfXJz8/nwsXLuDl5cX58+eZPn068+fPR1VVlZycHNTU1Ni4cSPfffcdixYt4tq1a9TX1+Pl5UVjYyOGhoai8RQRESF2NIeHh7l//77Ymzl48CD379/nzTffpKysTFjEj2bKjJXVblVVFV5eXqxfv57W1laxsK2iooKDgwM//vgjO3fuRE1NjdjYWBEU6ODggKurKyEhITx69EgYkbz++us8++yz6Ovrs27dOnp7e2lubkZFRYVJkyaxbds20tLSuHjxInfv3hWfk5uby7///W/U1dV55plniIqKIiYmBi8vL/FblslkVFdX09raSnd3N4sXL8bd3Z2CggJaWlrQ0NAQ+3djgYqKCrq7u9HQ0KC3t5fGxka0tbUpKysTCpEtW7bQ0tJCQUEBe/bsYdWqVbi5ufHNN99gY2NDXl4eFhYWQrly584dzp07R3NzM3Z2dlhZWaGpqUlJSQllZWU8ePAAKysrJk6cyMWLF/Hy8uL1118nLS2Nn3/+mdLSUn766ScOHTokJJnOzs6Eh4ezcOFCJBIJ/f39vP/++xQUFHDmzBnU1dXHLBsFQEtLizfffJO4uDji4+Pp6emhurqazZs3c/nyZRwcHBgZGWHKlCl4eXlRX1/PokWLePjwITY2Npw7d46GhgbMzc1ZuXKlMGjR1tZGVVUViUTCtWvXaGtrw9HRkVdeeYULFy5w/vx5goKCiIyMxNDQkPLyclasWIFEImHPnj3Y2tri4+PDc889R3Z2Ng0NDXh7eyOTyaitreXq1auYmZnR1NSEm5sbERERpKenY2Vl9Ze+9xMVH6PLOvDn6Ki5uRl9fX2CgoLYtm0bf/zxx9/6vMmTJwsb3VE5QW5uLhoaGmzdupX4+HjU1NREvoexsTG6urrIZDK6u7uJi4sjIiKCzs5OKisrxYi7tLQULy8vceBqaGgwYcIEurq6xOV5z549VFRUMHnyZBHQExQURHNzM/fv38fT01N0ruvr67l16xZNTU38+OOPrFy5kqCgIKRSKdXV1QwODmJlZUVLS8uY6CznzZvHyZMnyc3NxcHBQRyAra2tlJSUYGtry/3796mpqRFWhubm5uTl5Qm7vpycHEpLSzEwMGDSpEncv3+f4eFhurq6sLS0/K8clNjYWCQSCQ8ePCA6OhpFRUX09PSE887169fR0dERrkT29vZYWFiITtgHH3zA/fv3he+3RCKhu7ub2tpa9PX1x0yDn5CQQG9vr3BSUlFRQVFRUbhLubi4EBgYKHYEXFxceOutt2hubmbJkiWkpqYK6109PT2OHz/OypUruXDhAgcPHsTIyIiKigpUVFRwc3MTEzcVFRXCwsK4du0aOTk5DA8PY2hoyOLFi0lNTRWXq1Hfb11dXQICApDL5ZSWlrJt2zYePXrEhAkTkMlk9PX1YWlpSVZW1pjwBn+6S43K7Eb/I5PJMDQ0pLS0lF9++UVo7mUyGd7e3qxbt074lGdlZZGdnU1dXZ04RJ9//nlSU1NxdXXFz8+P4uJiysrKkMlk3LhxA21tbWHioK6uDvxZeGtrayORSGhoaODWrVuYm5vj6emJh4cHg4ODdHd3k5CQgLq6OjKZjLq6OubMmYOBgQG1tbVjdijDn1rsoaEhiouL0dfXx8/Pjzt37pCXl4dUKmXRokXo6upSWlpKfn6+CAVdvHgx9fX1qKurM2nSJPH9AwICREdqdGcrLy8Pb29vPD09qaysREtLSwS6XbhwgdzcXPT19UlLS6OsrAxTU1Pc3d3R19cXezrw52RwNIQqKipK6Pbt7e2xtrZGJpM90W7fk2A0Lbq9vV1Yd/f29gq79O3btxMVFcXAwICwp54+fTp//PGHmMrK5XJh1+vk5MTjx4+xtrbm4MGDeHt7k5GRgaGhIf7+/uTn51NfX090dDR1dXXU19czb948DA0NuXr1KhKJhOjoaHR0dLC3t6e5uRmpVCouehoaGsyZM4effvqJ559/nuLiYrKzsykrKyMwMJBx48aNCW8GBgYij6S+vh4rKyumTJnChQsXOHPmDFOmTEEqlWJra4uOjg75+fmEhYUJ96C8vDx0dXWpq6sTtqWenp6Cw9HfT2VlJTk5OSI/prS0FFVVVbHH1NDQwNdff82WLVtYtmwZhoaGPHz4kLy8PACCgoJwdnbm2LFjzJ49m+HhYbHnlpKSQnp6OsrKymhrazNnzpx/nLeMjAxu3LiBkpISUqlUPGf5+fnCham+vh6ZTIajoyMqKioMDQ0hl8tRUFAgJSWF2tpaYdOsqKhIc3MzpaWlJCcnU1hYyKRJkzA3N6esrAxjY2M0NTWF011dXR2JiYkiB2PGjBl89dVXZGdn8/zzz+Pi4iIaLaPORXv37mX79u04OTlRWFiItbU1oaGhwq1rrN5zjo6ODAwMiK54Tk4OH374IeXl5Tg6OnL8+HE0NDQIDAzEw8OD7OxsYX/e3d3NmjVraGhooLq6mri4OHR1dbl9+zavvfaaSIu/ePEiHR0dWFtbk5qayksvvST2eQMCAtDQ0EBbW5vAwEAuXrwoCj4LCwvGjx9PS0sLxcXFDA8PExAQQFxcHBMmTKCxsZHGxkaamppQUVEZU7erkpIShoaGaGxsREdHh3HjxqGlpcXRo0fFnqmlpSXKyso0NDRQUVFBTk4OWlpaxMXF8cILLxAXFycaRx0dHVRUVLBkyRLu3LkjjAs6OztJSEgQtvZ1dXXcunVL7DOPRiIUFxezatUqIYl3cXFBT09PcGNkZIREIkEikeDm5kZnZyd9fX2oqKjQ0tLyzxYfhYWF7Nixg6lTpzJ37lw2btzIvHnzePToETk5OX/78wwMDEQC+dDQEBkZGcCfI/+6ujpx6I7akD5+/Jjk5GQhITA1NRWuL0pKSrS3t+Ps7MyFCxeYMmUK2tra4pJkY2NDcXExV69exc3NDR0dHaZNm4anpydVVVUkJiZiaGjIxIkTxUJxdHQ05ubmwoXI3t6e7OxsjIyMcHJyIjs7W1h5Dg0N0dzcPCbFh62tLW1tbVRUVKCuro6RkRF9fX3o6ekJbXxhYSHV1dXCkeDKlSsUFRUxadIkxo0bR2ZmJlKplJkzZ+Lg4MD169dF12vGjBno6uqioqIiLiSJiYlioXL27Nm4uLigoqLC7du3KSkp4ZVXXsHc3Jxr166RkJCAvr4+mpqaKCkpYW5uztGjR5k2bRp5eXlCQ2hkZERbWxt9fX1oaGj847ypqalhZGREfn4+KioqmJiYiFTW/Px8rKys0NfXF24vmpqaXLhwgYiICIKDg/nuu+9EtsToxc3MzIyJEydy+vRpIiMjCQkJEZKC9PR0zM3NxRLe6MWvo6OD1tZWIiIiSEpKIjs7W7xoRrX3JiYmZGZm4ufnJ0K9qqurGRgYoLCwUBQwY4WOjg7MzMyoqamhvr5eyMl+++031NTUhFtJQUEBCgoK+Pn5MWfOHM6dO4e/vz+ampqkpaWhrKyMg4MDbW1t3L9/n+bmZlasWEF5eTkPHjxgZGQEb29vcanMzMyksrISLy8vOjs7xQE/PDxMXl4eZWVlGBgYYGtry8jICEVFRaSnpzM4OEhDQwOlpaU0NDTQ1taGqakpUqmUjIyMMZu2jRYfCgoKYr9i1Mp23rx5uLm5kZOTg7GxMXp6eujr6+Pq6sq0adNoa2vD1dUVe3t7cnNzqa2t/S8py+XLl7GxsWFwcBAtLS1kMhkuLi7ExMQwceJEJkyYQF1dHWVlZZSVlVFQUEB/fz91dXXY2dmJZ35Ul/3o0SOhUf/jjz9EjsPIyIjISRorqKio0NbWRmlpKYqKilhYWIjE+7S0NKZOnUp1dTVtbW3IZDI8PDxwdHSkv7+fBw8eUFFRgZKSEsrKykgkEiwsLEhLS2PatGlER0djb2+PpqYmw8PD+Pn5iWwGqVSKqakpysrKwhZ69N8bLXIADA0N6ezsRFVVVVh1zpo1i6tXrzI4OCiKEysrK9GdHItA0JKSEuLi4kS3UyqVCve3np4eGhsbxd9cS0sLdXV1HBwcUFFR4Y8//hA2rQMDAzg7O+Pg4CAstHNzc8nNzcXCwgJ7e3sUFBSwtrZGU1OT5uZmtLS0sLCwEAWZRCKhtbVVpHEXFRVRW1uLgYHBf2VPjRYrXV1dIgm7s7OTiRMniinhP43W1lYqKipoamoS02wbGxtkMpnYX8nIyEBbW1vYOPv4+JCQkMCECRPQ19cXZgM2NjaoqKgQHR1NW1sbxcXFTJ06FQcHB7EXWlJSgqWlJSdOnEAul1NbW8vg4KAwZRk3bpwIEtXU1CQ3N1fsxObk5NDR0SGCaK2trdHW1hbn/6j0d6zg7u6Oo6MjdnZ2FBcXEx8fL+zADQwMcHV1FXc0Ozs7IiMjqaqqEs9VS0uLCHeuqqoSDcr4+HgUFRWxs7Ojvr6euLg4amtrqaqqoq2tDScnJ7G3lZWVRX9/P7a2tuLd3tbWhoGBwX/Z3+vp6YmmjpubG1VVVdTU1CCRSDA0NKSxsRE7O7sx4a29vZ3+/n709PTEgrmfnx+//PKLyNewsbFBX18fiUSCqakpp06dwtPTEwMDA3R1dXF2dqajowM1NTXa29vR19fHyMhINHrr6+tpaGigpaWF6upqurq6CAoKEjl3xcXFaGhosHDhQgYGBhgaGsLLy0tkcY26bMbExDBt2jSGh4dRVlYWDlyje21/5zx9ovn5q6++yvDwMCMjI+jr67N161a+//577t69y5o1a/7255WVlREfHy8SjQcHB/Hw8BBLuqPWj+bm5hgaGpKVlUVqaipVVVWkpaUJ+83RwqC3t5eGhgZUVVVJT08XIW7GxsYMDQ2hoaHB0aNHqa2tFcFRzc3NJCUliS5ZaGgokydPpqCgQKSna2pqMnfuXF5//XWOHj2Kn5+fSHaVy+VMmDBBZJaMBTo6OtDS0sLT0xOpVMrt27f5+eef6e3tRUFBgaNHj9LU1IS9vb14kO7evSsOWA8PD2xsbAgMDCQgIIDMzEzMzc05c+YMtra2hISEMG3aNIyNjcnMzGR4eJgTJ07g5uZGUFAQS5cuZenSpUilUk6fPo1cLicyMlLsiSQkJHDjxg1u3bpFbW0ty5Yto6ioiBkzZqCjo0NVVZX4obS1tXHt2rUx4W3WrFmMHz8eqVQqLlQ9PT3U1NSQkpKCnp4emZmZxMTEkJSURF5eHu7u7oSFhVFYWCiC9EbleAYGBiQkJLBgwQJhUrBkyRKmT5+Ompraf2V2XLp0ieLiYuzs7LC3tycvL4/W1lZcXFzQ0NCgsbERU1NT7O3tMTIyQkNDA0VFRebMmUNJSQna2trU1NRw//594uLiKC8vRyKRjAlv8Ke9c0BAAAEBAUIepayszOPHj8nLy2Px4sUEBQUhl8vFhKmurg4tLS1Wr15NeHg4ampqSKVSEaZ38+ZNLCwsmDZtGvn5+VRXV4uDaObMmYSEhIjujLq6OiMjI1RXV5OQkEBxcTHNzc2YmpqKZGGJRCK6/hMnTqS7u5u7d++SmZnJ+fPnqaqqwt7eXuiPxwIjIyNCs6ukpMSNGzdENkJAQADJycnExMSI1F1/f38WLVqEtbU1xsbGohtWX19Pbm4uGRkZmJqa8sknn+Do6IirqyuRkZG4u7vT1tYm3MWqq6uFkYO9vT3GxsYEBQUJ+9RR9ytjY2PhAvP777/T1NQkpHEjIyPiktje3j5mts4AxcXFHDp0iEOHDpGTk4ORkRENDQ3I5XJOnDhBUVEREokEFRUVEdAll8tZuXIlOTk55ObmUl5ejrq6urhMKCsr4+npKYLYRi1yGxsbkclk4vkOCgpiypQpYpFWVVWV/v5+AgMDCQoKore3V+wSjqYDjwbs+fr6kpeXJ/JBNm7ciEQiGbOzISYmhocPH4qsAE9PT3JyctDV1eXZZ5+loaEBQHTkFRQUqKqqIiMjQ+Ro6evrY2pqipubG7q6utTW1lJdXc3Dhw+pqKigpqZGmLosXboUXV1dkaVjZWUlMr+2bt1KZ2enUDNIpVI8PDywsrKir6+PxsZGfH19kUgk2NrakpyczL1790SDwd/fH0tLyzHhTV1dHV9fX9zc3FBVVRXfc/78+Xz++edUV1cLO+HR0EoHBwcKCgpwc3MjNDQUmUxGTU0NiYmJFBUVCR29VColLCxMWISbm5tTWVlJT08PqqqqaGtr09PTg56eHt7e3uLMXrRoEdOnT6empoYTJ05w8eJFHj16xIMHDxgaGmLNmjU8ePCAqqoqTExMMDIyoq6ujsePH4vssrHizs/PT7hWSSQSrl+/TlNTEz09PSxatEjsEY0qDK5cuYKysjKtra08fvyYlJQUqqqq6Onpob+/n8jISOLj4+nq6mL69OmMHz8euVxOdHQ0Dg4O/PHHH+jp6fHaa6/R3d1NYmIiWVlZ1NXVYWJiwsWLF0lKSqK7u5uoqCiSkpIwMDAgPDycmpoanJycUFFRoba2lv7+ftzc3AgLC6OxsXHMeFNUVMTDw4Pw8HDc3d2RSCR4enoSGhqKt7e3KIJHczQcHByE4iYyMpIHDx7Q2tqKpaUl48aNE5EBBQUF2NjYYGlpSWJiIjExMSgpKQmL6PDwcAwNDTE1NUVLS4uRkRGUlJRQVFTk0aNH9Pf34+PjIyaPWlpa3Lt3D7lcTlpaGo6OjpSVlZGXl0dOTg5VVVV/K1z7iSYfhoaGfPPNN+KfJ02aRHx8PL29vejo6Pztz3v48CHbt2+nr6+PM2fOkJmZiUwmIz09Xbycjhw5wpQpU9i2bRvl5eXo6uoSERHBuXPnOHToENra2ixevBiZTMYHH3wg9KnvvPMOK1asoKmpiczMTEpLS1FQUMDExARPT082btxIZ2cnUqkUMzMzpkyZwty5c/nPf/7D/PnzuX37Nps3bxYa9oCAALS0tPDz88PAwIBjx45hZWXFrFmzMDU1JTU1VYQE/dPQ0NAQHZHa2loKCgqYOHGicEUalVXBn10JHx8fRkZGaG9vZ9++fUJ6pampSXp6OmfOnOHs2bPs27ePyMhISktLhRQuKyuLgYEB8Td+5ZVXaG1tJTk5mfLyclRVVUV39/nnn2fbtm1IpVJiYmLo6upizZo1qKioiL0bTU1NpkyZQnNzMzExMWRmZtLS0sLKlSv/cd78/Pzw8PDA1taWBw8ekJ6ezvjx4/Hz82NgYECknXZ0dGBpacmnn35KSUkJFhYWrF+/nhUrVoiE7FGntrS0NBYtWsTMmTPJy8tDIpGgoaFBXV0dH3/8Mba2ttTU1BATEyM+v729nQkTJqCrq8vatWspKirCyMgIFxcXbG1tUVFR4dq1a6xdu5aWlhaee+45XnrpJXGJVFdXZ+HChZw9e/Yf52wU/f39/Pjjj4SHhyOTySgrK8PBwYG1a9eSmZnJvXv3xPJ+W1sbSUlJKCgooKmpiZOTEyMjIzg4OIjDe1Sv/OKLL4rutY+PD1VVVZSWlrJw4ULWr19PT08Pu3fvxt3dnaKiIq5evcq9e/ews7Pjyy+/JDc3l6VLl3Lq1CmGh4cZP348QUFBVFdXM2PGDABh/1lfX09jYyPe3t5jxttoATYqc9TR0eGFF14gNTVVXChGn4X09HSio6MpKSkhMjKSxMREFixYwMjICBYWFmRnZ/P5558THh5OW1sb69at4+rVq9jZ2Qnba01NTRYtWsQnn3zCxo0bUVFRwdjYmAkTJmBra0tdXR0LFy7k1q1btLW10djYSHt7O/n5+ejo6DBx4kRqamrw8fFBXV1dJGBbWlpy5MgR9uzZMya8jUqDmpqaqK+vp6SkhCVLlqCjo8OmTZu4fPkyRUVFmJqaYmlpSVtbm0g/1tXVRUNDg7y8PAYGBoT8US6XMzIywo8//khERISQMgwPD/Paa69x9epVYZc+Z84c7t69S1lZGSMjI4wbN46KigrU1NTo7+9n/vz5tLW1UVRUJJwYMzIyWLFiBTY2NqLhVVZWJibVY4Hk5GTU1dVRUFBATU2NWbNmMW7cOJYsWYKzszOvv/66CN/s7e3FwMBASMp6enqYNWsWnZ2d9Pf309rayoEDB0TIqY2NDS+99BK//PILhw4dwsXFheXLl+Pq6sqyZctoaGgQRd2o401vby++vr6kpaURGRmJubm5kJqMTiZH98ZycnKorKxkxowZrF+/niNHjhAUFDQmvI1OuUJCQqioqCApKUlMPpSVlUWGU01NDQ8ePMDAwIALFy5gbm7OxYsXsbe3Fy5GtbW1bNq0Scju/Pz8yM3NJTs7m5ycHDo7OwkICOCHH34QjkUtLS34+vri6+sLgKampph0Dw8Pi8mGg4MDlpaWDA0NIZVKhZxoVIrb0NDASy+9xEsvvTQmvMGf0265XM6lS5dQUVFh6dKlHD58GEVFRc6ePYu3tzcVFRXY2dnR29vL4cOHaW1tpaqqCj8/P8aPH4+3tzfJyck8ePAAb29vysvL+fLLL/n1118xMDDA0dGRrq4uOjs7WbRoEYcPH6ampgYzMzMWLFjApUuXaGlpQV1dHV1dXRHY9+9//xsjIyPy8vKE5G/VqlXY29sTHR1NSkoKwcHBhIaGoqSkRHR09Jjx1tXVha2trQjdtba2prq6mueee45Tp06xZ88eMbU3MzNDW1ub559/nh9++EFIGHNzc4Whwagj38GDB3Fzc8Pd3R0PDw+hxunp6WFoaIi8vDwqKiqoqKjAxsaGgYEBTp06xYULF/j444/58ssvxa6XtrY2jo6OODg4sG/fPgYGBvjkk0/Q19fnyy+/5P79+8K986/ef/+3CNtG0xOfpPCAP1+UlpaWwkJ03LhxPPvss3h5eWFhYUFtbS0bN27EycmJhoYG7t27x+XLl+nv76ezsxM3NzdeeeUVfHx8SEpKIigoiPz8fPbt24eHhwcPHz7E19eXiooK7t69y8qVK3nzzTc5efIkq1at4tixYyKIr6amhmeffZb4+HjWrVsHgImJCQMDA5SVlZGVlcXbb7/NV199xcDAAHV1daioqHDs2DF0dHT45JNPeP311/8fAxj/d+PYsWNoaGiIxNklS5bg7e1NSUkJv/76qwjJ8/LyEmFsLi4uFBUVMXHiRJG+ferUKUpLSzlz5gzh4eHs37+f1tZWJk+eTGJiIlZWVrz88su8++67HDhwQEw5du7ciYqKCv39/ezYsQM/Pz9OnTqFjo4OFy5cwN/fn9DQUBwcHOjr6yMqKora2lpiY2Pp7Ozkww8/JDIyEktLS37++WdeeeWVf5wzgIGBAZ577jni4+OxsbHBxcWFe/fu8eqrr9LY2MiBAweorq4WmviSkpL/su2rrKykt7cXDw8PIiIixKTkueeeY8WKFVRUVNDR0cH8+fPZvHkzubm5woY5KCiIwsJCsaPg7e0tFnltbGzw9/dn7ty52NnZkZCQQFRUFGVlZVy6dAktLS2effZZQkJChHRCTU2N9PT0MeEN4Msvv2T79u1i2nby5EmuXr3Kw4cP0dPTIykpCSUlJby8vHjmmWdQVVXlzJkzXLhwgXv37rFx40YyMjJYvnw5a9asob6+nkmTJrFv3z4++ugjTE1NmT17Ns7OznR2dvLmm28KG9qffvqJrq4ukQPS2NjI1KlTOXToEA0NDcTHx6Otrc39+/f59ddfkUgkfPPNN2RnZ6OsrExQUBBlZWWYmJgwf/583NzcqK6uHhPeRjvvKSkpaGhoMG7cOI4dO0Z8fDzBwcHs3LkTLS0trK2tKS8vZ/fu3ZSUlIiwqaSkJJFdsn37diorK0lMTOSNN96gtbUVHx8fka8wNDQkXP4sLS2ZPHky7733HqWlpchkMqRSKZqamvT19eHo6MjixYtJS0tDIpHg4+NDa2sr0dHRrFu3jilTppCcnEx7ezttbW309PTg6ek5JpwBYrJ+5MgRHj16RExMDO3t7SxcuJCmpibOnTvH1KlT0dHRoa2tDVVVVb755hvhgnX58mU8PDzQ09OjsLAQiURCWloaFy5coLa2lsLCQkJDQ1m0aBHDw8NUVFSwdetW1qxZg7KyMkZGRnR3d7Ny5UrWrFnDW2+9RXh4uAh5c3V1RSqV0traSmdnJ62trQwODnLhwgXa29vx9fUlPz9fLBCvX7+egwcP/uO8zZs3j+zsbJydnZFKpVy8eBEnJycGBwfZvHkzK1asoLi4WOR8xMfH09LSgrm5OUlJSbS2tpKens7IyAhubm588cUXokkXHR3NlStXxKR74cKFWFtbk5CQQHZ2Nrdu3SInJ4cVK1YQGhrK+fPn0dTUZNq0aVy/fp2IiAhSU1ORy+Woqamhra3N+vXrKSgowN/fn6ysLNHlLykp4cUXX2TTpk1jwltXVxfp6ekUFBQQERHBvn37kMvltLe3o6CgwJ49e4Tduru7u3CXS05O5tixY6xduxZTU1Pmzp0L/Nl0GF0av3XrFqtWreL8+fMoKyvz6aefoqenx8qVK/noo49YtWqVCIGsqakhMDCQqVOnEh4eTkdHB/b29mzfvh07OzthhPPhhx/y22+/8fnnn1NSUiLMUgICAnBwcBATrrFASEgI169fJzIyUiw9r1ixAg8PDyZOnEhHRwfjx48nMTERTU1N7t+/T2dnJ48fP0YqlfL48WOGh4dxcnLC1dWVqqoqRkZGSE5OxsPDg87OTvFsGhsbs3//fj744APh4Dl79mw2btzIo0ePePPNN3nllVeYOXMmVVVVhISE0NTUhLe3NxKJBEVFRTw9Pdm/fz/q6ups2rSJ1NRUdu7cSUdHx5gunNvY2KCoqMjp06dpbGzk5Zdf5t69eyQmJrJ7924mT57MkiVLUFdXF2nuZWVlNDU18fzzz3P8+HH6+vro6enh4sWL9PT08ODBAxwcHDAxMRFySm1tbVJTU9m2bRuXL1+msbFRNL6UlZXF7/vixYscPHiQH3/8kb6+Ppqamrhy5Qq+vr589913+Pr6EhkZibe3N2+88QYPHjxAJpMxceJE4uLiROH8/4a/VHwcPnyYhoYG2tvbhW0g/CmX2rFjB7m5uaipqbFy5Upef/31v+2GMqqrHV1GcnR0FKnZcrmc2bNnEx0dTVZWFoaGhjg6OvLdd9/xxRdfcObMGV555RWysrK4cuWK0DGvXr2aWbNmUVxcTE1NDVFRUairq/Pss88SERHBjz/+yKZNm2hvbyc5OZkpU6YQGRlJRkYGCgoKjIyMsGvXLk6fPs0777xDQ0MD6urqSKVSGhsbeffdd7lz5w6rVq3izp076OjoEBQURGpq6hNJz54EVVVVrFixQuy7GBsb89tvv2FjYyOW+Orq6rh69SolJSVMmjRJPHCvvfYaNjY2nDlzBk1NTVatWiUq8OzsbC5evMibb76JTCbD0tISBwcHfvnlFz755BOhwZ84cSJLlizhhRdeQFdXl7feeostW7awf/9+SkpKRPd7dOdkNGU9IyODzZs3c+HCBX744QcsLS155513aG9vHxPeRpcfN2/ezOPHjyksLCQxMZHU1FTeeOMNrl27xpQpU5g4cSJGRkZER0cTGhpKbGwsSUlJPPfccwQGBnL27FnOnTvHq6++ytSpUykpKeHTTz/lxIkTVFVVIZfLuX79Oh9//DGvvfYa//rXvzAyMiI3N5f8/HwkEgkuLi5s2LABS0tLzMzMaG5uZtmyZTQ2NmJtbc3y5cvF7tORI0fQ19cnIyODM2fOkJ2djYaGBvPmzRsT3gBxAcvMzOTSpUtYWlry8OFDzp07x82bN3nxxRfZu3cvFy5cEPrVN954g+PHj7Nz505KS0sZN24cSkpKnDt3DgUFBaZNm4aWlpZwU0tLS+P333/H2tqa3377TUgp3377bWpra8Xlx97eng0bNvDMM8/Q0NBATk6OsPMcLci+/vprJkyYgJeXF/r6+vj4+DA0NER8fDwvv/wyR44cGRPeqqqqUFZWxsbGBiUlJdFhCw8PR1tbG11dXdrb2/nss8+EG1VxcTHBwcEsW7aMd955h6CgIObNm4eVlRUqKips376djo4Obt++TUBAgJCvZmRkMDQ0RHp6upBIRUZGkpCQgKqqKoGBgdTX13P58mU++ugjlixZIvbXDA0NsbGxISEhgeXLl7N//36Sk5MJDAz8L5ngWCE9PZ3t27czfvx4lixZQnd3N3l5eURFRTF58mS++OILdHR0OHPmDNXV1SgrK9PT04OWlhaurq4oKyuTkZFBQkICw8PDzJ07F0tLS2QyGRs3bkQqlXL37l2uX79OY2Mjy5Ytw8jICF9fX27evMnVq1dZt24dM2fOpLi4mKqqKsLDw4mKiuLbb78lPT1daJ2zs7OFR/7q1aspLy8XHfvi4mIhDRwLjDrFFRQU4OLigoGBgehifvbZZzz//PNYWlry3XffERYWhpGREYsXLyY5OZnt27ejoKAgJByenp4oKCgIaahcLheNFyMjI4aGhjh06BCBgYEEBweTmJjIkSNH0NDQ4Nq1a9y5c4d169YREBDAgQMHqKur4/z588jlchwcHDAzM6O1tZXCwkJKSkrE7o2amhpubm6sXbt2THYB4c8mgY6ODitWrEBHR4cffviBlStX8umnn7J27Vr8/PxwdXUVhiU//vgjly5dwtzcnBkzZvDqq69y9epVHjx4QH19vSgSTExMOHbsGDdu3KC5uZmmpibef/99IiMj2bRpEytWrEAmk/H888/T39/PqVOneO655zhw4ABhYWHCRv+5556jsbGRBQsWMHHiRGFLW1dXxxdffMHWrVvx9fUVeRUGBgZjwhsgJhwhISF4eXlRUVFBfX29SHTX0dHh3r17REZG4ufnx9dff83g4CCrV69GLpezdetWZDIZSUlJNDY2sn79evbs2SPMIaytrVmwYAGhoaGYmJigqKjInj17MDIywtraWtwb7e3tuXnzJn19fVy6dIlff/2VX3/9lRs3buDm5sbcuXMxNTWltbWV/fv309HRgb+/P/b29kybNo3S0lLu3LkzZkGqEydO5OzZs2LKm5iYiKmpKdXV1Xz77bfExMRw4MABdHV18fX1JSQkBC0tLbZv305sbCzPP/88ioqKYpJ57tw5RkZG+PrrrykrK+PevXv09/fj4uLCli1bqKioYGBgAB8fHz788EO8vLwwNDSkrq6OhIQE9u/fj6amJr/88gt1dXVs374dR0dHHj16RGxsLO3t7ejq6nLr1i1Onz6Nr68v1dXVvPPOO/j7+//vLT4+++wz4Q8+Orppbm5mzZo1yOVygoODcXZ2Jjo6Gj09PV544YW/Rf4LL7zA999/T1FREfb29qxatYolS5aIH+77778vOnvXr1+nsLAQTU1Nbt++zYcffoiRkRFVVVUcOXKEmpoaVqxYwbZt21i2bJnoEp84cQJ1dXWmTZuGq6sr1dXVpKWl8cUXX7Bs2TKMjY1FemRVVRXTp08Xtry7d+9m/PjxFBYW8vPPP3P8+HHa2tqIi4sjMjKS2tparl+/zsOHD3FwcGDJkiVjssjq6+vL6dOnMTU1ZWRkhPT0dObMmcORI0fEw9fZ2Ul7ezsaGhrU1tZy9uxZvv/+eyFl09HRwcLCgoyMDH7//Xe0tLTw9/fn0KFD+Pv7o6enh7OzM1ZWVnz66ad88MEHnDx5Uti+Tp06lcLCQr777juGhoZQVVXF3d0dFRUVPvjgA0xMTPDy8iI6OpoPP/yQ/v5+zp8/z6xZsygpKeHEiRPEx8djYmJCYWEhb7311j/O26JFi/jqq69Yvnw58+bNIysri1u3bmFpaUlhYSEtLS3CnrihoUHI/MLDwzly5AiJiYnU1dVhaGiIpaUlBw4cEP7Zb775Jvb29hgYGAiLzcjISNLS0oiIiKCpqQlDQ0Ohiy0tLWXVqlU8evSIZ599lo6ODhoaGnjw4AFyuRxnZ2fOnj1LdnY2Z8+e5fTp02hqamJgYICzszNqampcunRpzAqQV155hYSEBODP3ZnRlPvS0lJOnDjBunXrkMvlhIaG4ubmxrlz57h+/Tq3b9/mzp07Qj4wagM6MjJCeHg4a9as4e233+aVV15h9erVrFmzRqSXjzY3Pv30UzFWVlFRwd3dnbt376KlpcXrr78urKZdXV35+eef8fHxobGxkW+++QYLCwtSU1PR0NCgqqqKlpaWMemkjqKwsJCoqCg6OjpIS0tj//797N69mxdeeIGtW7eyYMECzp49S0pKChYWFgwPDyORSHjrrbd47bXX0NLSYnBwkMePH1NTU0NkZKRYBC4rK0NZWZmZM2eioKCAqqqqaM5MmTKFb775htbWVqZPn46uri4HDx5EV1eXgYEB7ty5Q05ODr6+vqSnpyOXy9HV1cXDw4MpU6Zw7Ngx5syZg5eXF6qqqtjb26OkpERzc/OY8Karqyus3LOysmhvb+fll1/G2tpafIezZ8+ioqLCjBkzGB4e5tVXX6WtrY033niD7du3o6+vz8KFC+nv7+fjjz9GR0eHqVOn8sMPPzBjxgxMTU0JDg5GLpczefJkjh8/joqKCgcPHuTdd9+lsLCQwMBAzM3NiYyMZPbs2UyfPp3h4WEGBga4fPkyEomEjz/+mK1bt3L69GlefvllZs+eLVLiZTIZO3fu/MsH8/8qcnJyiIiIwMbGBrlcLlwMm5ubqa6uZu/evWLRNCAggB07dvDHH3+Qn5/P4OAgx48f5/bt22RnZ6Ovr8/8+fMxNzcnNjYWBQUFLC0tOXnyJB0dHaxcuZJZs2ZRWlrKDz/8QHNzMxcvXhRuTt9//z3p6em4u7tz5swZkS1SV1fHw4cPiY+PF7bXWlpaKCoqisyPuLg4IbUeC8yaNUt08BMTE+ns7OTmzZv861//4t1332XHjh309fVhYmKCiYkJtbW1DA8P09vbS19fHzExMVhZWYkJZnZ2Nt3d3aipqfHo0SNh3dvX10dHR4ewOr1y5QqLFy9m1apVzJs3j9mzZ6OtrU1vby+vvvoqBw8eZP/+/WzevJmoqCiOHDlCf38/YWFh1NfXEx8fz3PPPUdCQoJIaP/hhx+IiYkZE97gz7w2Nzc3XF1dsbOzw8jIiCtXrrB9+3YyMzPFDsKoFfGCBQtYs2YNnZ2drFq1Cm9vb44cOUJJSQmOjo5cunSJ+/fvExISwpQpU1i2bBkZGRlcvXoVd3d3ysvLUVZWZu7cuSgpKREbG4upqSkuLi7k5OTw2WefsWfPHr766itUVVX5+uuvkUqlwj46KioKVVVVZsyYwQsvvMDNmze5dOkS/f39LF68eMx4Gw0e7ezsxNbWFjU1NeFuFh0dTW9vL88++yxNTU0MDQ2hra3Nv/71LywtLTExMUEikXDhwgU0NTWJiIhAX1+f3bt3Y2Njw4YNG3j11VfR0dEhNTWV33//ncDAQH7++WcqKyuxtbXl008/xd7enokTJ+Li4sKCBQvw8fEhLCwMHx8fOjo6qKurE7KwUZfAn376iRkzZqCmpkZFRQXu7u5/KxvlLxUfGhoafPPNN/9VRe/atYvGxkbWrVsnMga2bdvGiy+++LeLj4kTJ3Ls2DFRxfv6+oqlyra2Nj744AOxDL1mzRoyMjKIjY3l+vXrpKamoq6ujrGxMdra2ri4uPD999/T0NBAYWEhKSkppKWlYWNjg6+vL5mZmSLxsr6+HldXV+F6o6CgwNWrVwkODmZ4eJiFCxfy0UcfiU5qd3c3EokEKysrli5dyjvvvINEIqGzsxP4UyLQ3t7OzJkzx+RwVlNTE8uE/f39orP54osviqXotrY2BgcHsbS0xNXVle7uboyNjdm0aZNY4h3NBxjdY9i3bx9z584lNDSU+Ph4SkpKcHJyYvv27ezYsQN3d3cqKytZt24dvr6+yOVyVqxYwePHjzEyMuKtt95i8uTJwoWspqYGLS0ttm3bxrRp08QyVHV1Na6urtja2nLmzJkx83K/fv26kA8kJiYik8kIDw9n586djBs3jqCgIJYtW8bIyAhZWVnIZDIuXbqEr68vv//+O6qqqhw9ehRVVVVmz56Ng4MDenp6fPPNN8ICLzo6muzsbHR1dTEwMGDt2rWcPXuWqqoqgoKCePjwIY8fP8bDw4P33nuPL774gurqalavXo1MJiMsLIyWlhaGhoa4du0a//nPfygpKSE0NJRJkyahqqpKbm4uAwMDKCgojAlvABMmTCAqKgoHBwciIiLo6enh4MGDfPbZZ3z33Xf861//QklJCRUVFXR0dHj55Zf54YcfSE1NFRbOSkpKDA4OCvlTQUGB6FDr6enR3d1NamoqRUVF2NnZcejQIUpLS1m0aBF1dXV4eXmho6MjMlZ6enq4fv06O3fu5OjRozx48IDy8nLOnj1LWFiYcDFJTU3FxsYGNzc3zMzMsLW1paqqakx4MzExwcfHh8LCQnp6emhtbWVkZARPT09SUlJECKJMJhML4b6+vpw8eZJt27bh5uaGuro6dXV1tLe3o6mpyeeff87Fixfx9vZGTU2Nvr4+WlpahMPaggUL6OnpoaCgAICLFy9iZWWFl5cXcXFxrFy5knv37vHKK69QXFzMyMgIBgYGJCUlUVFRgZmZGcXFxURFRVFeXk59fT15eXmMGzeOWbNmjQlvDg4O2NraoqioSG1tLampqezfvx9tbW1CQ0OxtrbGyckJc3NzSkpK+Pzzz3nppZdIT09n1apVHD58GHd3d4yNjens7GT27NksWbIETU1NPvvsM4aGhvD19WVkZITKykrWrl3Ljh07mDRpErdu3SI4OJjw8HCGh4eFLaWTkxNXrlwRS55Tp04VF3NHR0fU1dXR0NAgNjYWLy8v/Pz8MDc357333uPll18eE97q6uoIDg4mIyODW7du0dLSIn4D9vb22NrakpGRgYeHB1OnTsXLywsTExOMjY1Zu3YtcXFxKCkp4enpSW9vL1988QWLFy/m1Vdf5cCBA9jZ2eHs7Mzt27c5efIkzz//PI8fP0ZBQYHnnnsODQ0N0Wy5desW06dPZ/ny5Zw6dQqZTMaJEyeYMGEC8+fP548//hDhnzo6OjQ1NQF/nqd6enrMnTt3zBoFo6HBkZGR6OjocPfuXTZs2ICDgwPPP/88J0+eFHJrVVVVdu/ezeeff84vv/yCs7MzFRUVnD59moKCAry8vNizZw/3799nxowZtLe3i8ldTk4O6urqfPXVV5SUlGBqakpxcbHYtfrpp5/o7e0VZ9G1a9eIiori6tWraGtr4+rqSkFBAefPn2fnzp1Mnz5dvGNLSkpQVFREJpON6eTD3Nxc7DSNGhI1NDSwZMkSqqurhRPh+PHjMTc35+rVq6xatQo9PT1qa2t56aWXxHnZ399PT08P2trafPfdd/T399Pd3U1bW5u462VmZmJgYMD+/fuxtrYmLi4OZWVlXF1dcXJyEhPdWbNmoampia2tLS0tLSgrK4tzdMWKFaioqJCZmcng4CC2trbU1taSlZU1Zu+4wsJCXnvtNaqqqsjLy0MulzNu3Diqq6spLS0lJyeHwsJC1qxZw+zZs5HL5dja2hIeHs61a9f46quvRA7UvXv3sLW1Zfny5ezZs0f8rru6usT0yd3dHSMjI86cOcOGDRtYtmwZDx8+FOG1a9euZcGCBWhpaQlpa1NTk7DUt7W1pby8HHNzc1Ggd3V1YWRk9LdcXv9S8eHh4fFfD/HFixeJjY3Fzc1NhDDBn6NePT29v0H7nxh90KRSKXp6ehQXF3P+/Hl8fX0JCgrC0tKS2tpajIyMRLjRokWLcHR05NSpUyxfvlwszDU3N5OSkoK3tzezZs3i0qVLDA0N0dnZKRJ8MzMzOXDgAN3d3dTX16Ojo8OlS5cwMTERad3z5s0jKSlJeJk3NzdjbGwsLqUTJ07EyspKLCqOWlzOnDlTBA/+03B1daW4uJju7m6UlZVF9klmZibfffcdhoaGFBYWEhAQgLu7O48fP8bBwYHjx49TWVnJ4sWLkUqlVFZWUlJSgoqKCuPGjePevXts2LCBvr4+DA0NkcvlFBQUsGjRIkxMTAgKCuLevXsiVXNUhzlq3ZiVlYVUKkVdXZ2IiAiUlJRISUlh9uzZPH78WHhwd3d34+3tTVBQEPr6+k+8M/R3MWvWLPr6+nj8+LEIMDt16hSWlpZMnz6dM2fOUFVVhZWVlbi4WFhYYGBgwOXLl9m8eTNz586luLiY+vp6bG1tKS0tFUXB6A6Ts7Oz+E5dXV3cu3dPOKVoaWkxadIksaBYX19PcHAweXl5XLp0CU1NTaysrBgcHGTHjh0EBwdjZGREcXEx0dHR2NnZ4enpiYqKClOnTh0T3gBOnTqFl5cXRkZGZGRkUFxcjFQqpaysjOeff56LFy/S29tLaWkp1dXVGBgYUFJSwksvvcTQ0BAPHz7EwsICS0tL+vv7uX//PnPnzkVFRQUXFxecnZ1pbm4WEozRdODq6mp6e3tRVFTEwMCA9vZ2VFVVCQ4O5pNPPmHp0qXCj1wul9Pa2kpfXx9yuZy2tjb27duHs7Mz1dXVpKSkCAeQUQnpP41x48bR2dmJgYEBS5cupbu7m4MHD5KZmcn69euZOHEiv//+O1KplK6uLvbt28ekSZN44YUXRAL5qGW4sbExNTU11NbWMmfOHGxtbenp6eH48eO0trbi5+cnbJy9vLx4//33OXv2LLm5uWhpaTFr1iwRKLplyxaio6MJDg7GxcWFkpISEhIScHV1RSaTYWZmhpmZGT09PdTV1aGkpISPj8+YcAZ/XqLv3btHYGCgKLAWL17M119/jYWFBVFRUXh6emJkZERtbS0KCgrcuXMHS0tLtLW1CQkJwdfXl9raWsrKyrCxseHQoUNMnToVIyMjYcFsbW2Nv78/rq6uxMbGsnXrVg4ePIinp6fw18/Pzxehri4uLqirq9PU1IRcLmdgYIC4uDjgT0OWF198kbKyMiwsLHBwcGB4eJitW7fi7e09Jk46pqam2NjYkJSUhKKiIv7+/igoKDBx4kQuX75MX18fEokELy8v9PT0+PHHH9HQ0MDMzIz29naRNG5oaIiKigo1NTWiAI6Pj6eqqgodHR0MDAzEHo6SkhJtbW3cuHFDTOK8vb2Jj48XMiyJREJlZSVubm40NTVRXl5OaGgo5eXlrF27luzsbIyNjamvr8fAwIDh4WH27NlDXV0dCxYs+Md5q6ioIC4uTmRpjOaBlZWVCQegnp4e6uvrsbCwwNnZGRMTE1JSUujp6SE2Nhb484wZdYosLy8XUvT8/HwmTJjAnDlzkMvlVFRUYGVlhaenJwEBARQWFlJQUIChoSHW1tbCeaytrY3m5mYCAgKEO5GdnR1OTk7CKau1tZWhoSGRrXXixIkxS+mGP50QRw2CWlpaaG5uxsbGhoKCAtasWUNcXByampqUlpaSnZ0tZNb19fUoKyszODiIjY0Nzc3NlJWVsXbtWp599llyc3M5deoUixYtws7OjsrKSgoLC5k5cyYVFRXk5ubS19fHM888Q0dHB6qqqpiZmVFZWYmGhgZXr15l+fLl/P7773R1dYkd3vLycjQ1NSkqKmLOnDloaWmho6NDWVkZhYWFY8ZbcXExWlpa4p87OjoYGhpi3bp14p406gYGf0YsLF68mGvXrqGvr8/w8LCY9rS3tzNlyhSio6O5ffs2JiYmpKamUl1djVwux9TUlLq6Otzc3CgqKkJFRQV9fX0mTpxIc3MzmZmZRERE0NXVxcjICI6OjtTU1GBtbY2Liws2Nja0t7ejrq5Oeno6/f39KCgoiCboqNX+X8FfKj4GBgbo6+tDTU2NoqIiPv74Y5SVlfn3v//9P120n+SPVlxcTHt7u7iUDA8PC99wfX195HI5+vr6aGlpIZfLqaurQ1FRkdjZlwgAAQAASURBVMePHzN+/HhaW1tRVFREIpFgZGSEm5sbhoaG1NTU0NPTg6OjIyYmJpiammJoaIi9vb1wKJk+fboI91FXV8fCwoLBwUFcXFxYt24dra2tFBUVYWJigrm5OcPDw0RFRREREcG1a9ewtLREV1cXMzMzTExMRHE0FjkfDQ0N5ObmMjQ0hJKSEoWFhchkMnJycqirq2P58uU0Nzejq6srQpO0tLTo6OggICAAb29vqqqqREZIamoqbm5uaGlpiYLCwsICd3d3ent7OXv2LBMmTCAgIIB58+aJTlpZWRmOjo6UlpZSWFiIq6sr/f396Ovro6ioyNDQkAhrhD/170VFRXh6euLq6oqLiwv29vZPlBHzJDAxMcHQ0FC4Venq6pKVlcWzzz5LeXm5GDFWVlZSU1ODioqK6IjExsayfv16zM3Nqauro7GxkebmZjQ0NEhNTaWjo0Okk+vr69PV1UVNTQ2AkMuYmJigp6cnbKUzMjIICgrC2NiYlJQUHj9+jImJCb29vWhpaeHj48OVK1cwNzenurqapqYmdHR0UFVVpbu7e8wC3+DP36q3tzeVlZXCEnE0dKinp0ckxI8Ws97e3sybNw8LCwuSkpJEqryysjLDw8MoKCigp6eHrq4uDQ0NDAwMiMA7qVRKXl6euBTr6+tTVVXFwMAAOjo6BAcH093djZmZGdOmTaOnpwdlZWVhFzhq++fo6EhPTw/BwcGcPn2avLw8Ojs7aWxsHLPiY2hoiMzMTExNTcWYOiYmhqCgIDo6OpgxYwYpKSloaWkhkUh4+PAh+fn5dHV1oaysTG9vL15eXoyMjNDb24uurq6wXi4tLcXKygo1NTUGBgYYHBzE2NiYvr4+dHR0kMlkImPBy8tLeLSPOhIVFhYyffp0NDQ0aGlpITg4mEmTJmFgYIBUKqWnpwcdHR2srKxQUFDAw8NjzGRXqampZGRkoKWlhbOzM+PGjSM4OJjdu3eL79vZ2Ym6urrIjrGwsEBPT0+83yUSichXUVRUpKamRtjEjoZaDg4OYm9vT2FhIUVFRSJHR0VFBSUlJfr7+8UBvm3bNmJiYjA0NEQqlSKXy8nKyqK2tha5XE5lZSVlZWXif1MulzM4OEhnZyf37t0bk4X90fynuro69PT0CAsLo7y8nMjISOEyNHPmTOzt7cnPzycqKorNmzeLQioiIoLi4mLKy8vFO6a5uVkYOsjlcnR0dER2zah6wMLCgjt37qClpSU62KP5TaPna15enniXtbS04O/vT19fH52dnXR0dKCioiKkxN3d3airq//l4LL/Vfj4+GBkZISOjg79/f0oKiry4MEDEbrm7++Prq4u5ubm9Pf3k5OTw4wZM0TD5eHDh3h6eorpak9PD2lpaSQlJYmGgbm5Ofr6+jQ2NlJXV4e3tzetra3U1dVRXV2NmZkZzs7OwJ9n/Kj+PzIykilTpqCkpCTyQBYsWEBMTAwGBgbk5uaiqKiIr6+vSL4ey8mHtrY2JiYmQi6roaHBggULGBgYEFle9vb2Qv7X1dWFRCJBSUkJQ0NDRkZGUFNTE8+Knp4eubm5zJo1i8LCQpSUlIQ17mgIpoGBAS4uLjQ2NhIYGIiioiIjIyNIJBIuX76MsbExUVFRQpZlbGyMi4sLBQUF+Pj4EBwcjImJicj6aGlpEQqasYKOjg45OTkoKCigrq6Oi4sL5ubmeHl54evrS0NDA5aWlvT29pKSkoJEIqG4uJjGxkZhmNPd3Y29vT0qKirY2NigpaVFZGQkxcXFPHr0iJGREbS1tRkcHCQlJYXJkyczPDzMo0ePsLa2ZmRkRJzl8+bNY+/evYSHh2NiYkJNTY0Irr5w4QKWlpbCBTUoKIj6+nrhdFVTU/OX81H+UvERFhbG3LlzcXJyEvHvr7/++v/0B/rtt98oKyv72+SnpaWJw1FHRwcbGxsCAgL4/fffOXr0KPPnz8fa2pqhoSHa2trQ1tYmPj6e2tpadu3axVdffYWpqSnPPPMMfn5+ODs7MzQ0xMGDB0XRERYWJmQWlpaWYsF3zZo1nDlzhu7ubqytrdHS0sLQ0FC4cxw6dIiEhAQiIiIYHh7m9u3bVFVVsXTpUo4fP8769etRUFBAQ0MDBQUFEhIS6OvrG5PiIzk5mYqKChQVFUWS6mjifHBwsOiYFBUV0dXVhaenJ319fcycOVNMdGJiYrC3t8fb25uLFy8Kh5Zjx45ha2uLjY0N48aNo7u7m23btvHss8+ioKDA9OnTqaqqEn7atra2xMbGkp2dzZQpU8SyXVxcHAMDA2zbto3//Oc/BAUF8euvv+Lo6Iivr69ICVdQUKCkpOQf5wwgJSVFLNcqKCjQ3NyMn58fpqam7Nu3TyzvJyUlcfXqVTw8PEQ3YlTzXl5eTmtrK6qqqjQ0NBAaGsqOHTtQU1PD09OT1tZWamtr6e7upqysjLCwMOzs7Fi1ahWKiooUFBQI62c1NTU2bNhAamqq8D8fTc5VUlLi2LFj1NTUCB3q6AJpUVERjY2NVFRUEBERMSbc+fj40NbWRkpKCr29vTg5OVFQUMDUqVNZvHgxNjY2VFVViYJz3rx5yGQyvv/+e9Gtamtro7a2Vrg7paam0tXVxdWrVyktLcXNzY1x48YxMjLCo0ePKC8vx9TUlIiICPbu3UtDQwMREREi3d3b2xtDQ0Pu3r1LVVUVzc3NDA8Pi+nK7NmzaWtro7+/Hx0dHfT19VFTUxvTA6a6uprKykpUVFTo7e3l9u3baGhosHPnTtavXy9ck8zMzDA0NGTKlClIJBJ2796NlZUVZmZmzJ07l+bmZpKTk5HJZNTX1/Pw4UMyMzPZsGEDZmZmtLS0CEmIoqIiDx8+5NixY2hpabF48WKMjIw4duyY0Bf/+uuv4lCKi4sjKyuLVatWiQnd6EE3GnJYX18/ptkyBQUFSKVSqqur0dPTIzw8XNi6j77Hu7u7sbS0RFVVlYyMDHFgd3V1YWdnJwoBDw8PBgcH6e7uRktLi6GhIebOnUtiYiJ9fX0oKCgI++ZRCWtlZSXV1dWiuzw6gY+Pj8fT05OJEyeK4E8DAwMyMjLIysri8uXLSKVSzM3NsbKyoquri2+//RYLC4sxMTkoKChATU1NGKWMhqqam5tjbW1NQEAAkydPFpbWlpaWuLm5cffuXQICApg6dSr5+fmcPn2axMREzM3N6evrw9TUlLKyMtTV1VFXV6e/vx8/Pz8RemdnZydCx0a723p6egQHB1NXV8fw8DCdnZ3k5eWJy87w8DDTpk3j+++/F1I/qVQK/Fm0L168mL6+vn+cM/gzNsDV1ZXOzk7u3r1LbW0tAwMD4vl3cHAQ52hycjLp6emsXbsWNzc3EZxobGxMaWkpBQUFjB8/nsHBQVJTUyksLMTY2JiqqirS09Opra0Vv9PRZHQNDQ0iIyNFKORow7Sjo4MlS5agoaFBc3MzLS0t3L9/nwkTJjA4OEhdXR0NDQ3i/ebg4MDs2bP/Vu7C/yr6+vqwt7cX556Ojg6urq4cO3aM+/fvo6Ojw8jICEZGRmhqalJZWYm/v7/IaWtubqavrw9dXV0sLS3p6enh1KlTIlcnIyNDWGibm5uTl5cn7nElJSU8evQIOzs7JBIJ5eXldHR0iAbxo0ePUFZWxtTUlP7+furr61m6dCnnzp1j+vTpomnT0dFBR0fHmJ2n8GfxYWRkJHKDPD09cXFxoaKigqlTp1JRUSGa6V1dXdTX1/PHH3+wZs0a2tra0NfXp7+/HwcHBwwMDMjLy8PKyort27fz2WefiT1CU1NTWlpaKCgooKamRjyLo5M9VVVVFi1aJCbCGzduJC8vTzQbVFRUqK+v5+WXXyYmJgYTExO8vb2JiopCTU0NR0dHsYLwV/CXio/NmzejpaXF9evXcXBwYNmyZf+1kFNcXMy+ffu4du0axsbGf5v8hw8fsnXrVq5cucKFCxeYNWsWd+7cISwsTCxpqqqqoqCggIODAw4ODqSnp5Ofn8+///1vFBUVKSsro7W1FYlEIiYPZmZmzJo1i9jYWPr7+2lra+PBgwfcunVLLAcfOnSIadOmkZmZSWdnJ/b29nz66adiwfLixYu0tLSQkZEhgs8CAgK4c+cOGzZs4OrVq9TW1tLY2IiWlhbr168fM/mQh4cHurq6pKSkoK+vz9q1a5FIJOjr62NlZUVNTY1YGFRRUeHAgQO88cYbSKVSVFVVuXv3Li4uLuLfdXZ2ZuPGjSKJe1TXq6amxsjICNOmTSMxMRH4c/mzqKiIkJAQdHR0+OqrrygqKuKtt96isbGRvr4+rly5gpKSEhMmTKCwsJD29nZkMhnffvstBQUF/Pbbb+Tk5LBt2zacnJzGLBBp1P41ICAAVVVVHj58SFdXF+fOneOnn37irbfeIikpiaKiImQyGdOnT2dwcBAnJydSU1Pp6ekhLi6Ojo4OZDIZ0dHRmJqaipf/iRMnaG1txc7OjqlTp+Li4sK3337Lp59+Sm5uLtevX6e6ulp0+4aGhvj8888xNzdn/vz5DA0NUVpaKn7wW7du5Z133mHixImYmJhQXFwsQpH+xyyXsYBMJhP65bt379Lf3y+kf+rq6sTExKCjo8PkyZMJDQ1FWVmZt99+m6qqKn799VeSkpKwsLDAxcWF6upqNm7cSGhoKP7+/oyMjFBeXo6Xl5dwt3n55ZdZuHAhmzZtwsPDQ4zGa2pquHnzJl988QWHDh2ir6+Pjz/+mOHhYZSUlEQmwcDAAGvXrmXv3r3s27ePBQsWYG5uTlVV1Zi6hDk7O1NeXo6dnR3jx4/Hx8eHCxcu0NLSQn5+vgi5LCwsxM7ODltbWwwNDUXuSX9/Py0tLTg5OWFvb09jYyOnTp0iICAAGxsbbG1tReaKs7MzFy9eJCUlRWiZ7e3taW9vR1FRkcrKShEYZWpqyrPPPsvQ0BB2dnb4+PhgYWHBwoUL2bBhA9OmTRN7AkZGRsKoYqzyA0b3hDQ0NEhJSeHOnTt0dnbi6+uLgYEBPT09PHr0SOxujC7pf/nll7zwwgti+piYmEhDQwPr16/n008/ZfPmzQQGBtLY2ChkkAYGBsydOxdXV1fef/99tm3bxr1790QBFBQUhIODA0ePHmXKlCmcPHkSuVwupIHt7e1IJBLs7e05f/487733HmpqaqioqIi9u9FL9T8Ne3t73N3daW9vp7Ozk6qqKk6dOkV4eDienp6sXbsWFRUVGhoaMDAwYNq0aQwMDFBQUEBYWBg3b97EzMwMXV1d2traSEtLIyQkhK+//pqFCxcSExPDokWLcHBwoKuri5kzZ3L//n1+//131q5dy+3btzEzMyM8PJy+vj5eeOEFpk6dSmBgIOvWraOpqYnr16/T3NyMs7MzbW1tKCgosGDBAg4ePCjMKUbNOV577bUxOVebmppEsOyjR49QVFTknXfeISoqCi8vL06fPk1cXBwGBgaMjIygoKDAt99+y/vvv8/48ePZsmULEomEO3fu8Ntvv/HDDz8wZ84c+vv7MTY2xtXVFSUlJerr63F3d2fevHl8+umnrFixggsXLuDm5kZfXx+lpaVoaWlhbGxMfHw8n376KVFRUVRVVVFRUUF1dbWYNs+fP5+ff/6ZyZMnk5KSwv3791FWVsbFxYW0tDTc3d3/cd4AoqOjSU5OxtnZGQMDA5KTk7lx4waxsbFMnz6d559/noMHD/L48WNCQkJYunSpuGC///77fP3116SlpRETE0NOTg4LFy5kzZo1HD58mLa2NhwdHcnJyUFPTw8XFxcMDQ1FkPSUKVNITEwUSel37txh7969pKamMm3aNBQVFWlqaqK9vV00Jc6dO0dCQgJBQUFcvnwZX19fnJ2dGR4eHjN3NYAzZ86wZs0a/P396ejoID8/nytXrqCoqMj9+/eFk2FHRweKiopUV1ezadMmenp6SEpKEnuhLS0tBAQEEBgYSGxsLPPmzaO5uZm3336bpqYmBgcH0dPT49y5c7z++uuUlZVx5MgR/vjjDwwMDJDJZNy8eZOQkBDy8vI4dOgQDx48oLm5mXHjxmFsbExMTAxSqZSUlBR27txJamoqOTk5DA4OYmhoyEsvvfSXC5C/VHwoKiry3HPP8dxzz/0//vc9PT1s2bKFTz/9FFVV1b9M+qg+zNHRkfPnz4vu5MmTJ7G0tERDQ4NZs2bR1dXFqVOnhL5+7ty5lJSUkJuby48//oijoyMFBQVivG5nZ8e8efP4z3/+I6z/SktLKS0tJT8/n1mzZvH555/zxRdfEBISgqurK/7+/qSmphIbG8vFixfp6Ohg165dbN26Vci/lJSUSE1NJTc3l8TERAYHB3F0dBSEnzt3jjNnzoiF+7+jf/s7GP1cDQ0NnJychIRk1GHk8OHDpKen8+2337J06VKxTL548WKamppobW2lrKwMOzs7lJSUhAPHaDjj48ePef311xkZGaGtrY3U1FSGhoawtrZm586dbN26FTc3N1544QUuXbpERkYGL7/8Mm+99RZvvvkmixYtIjAwEGtraywtLVmwYAEdHR0UFBRw8eJFli1bhq+vL4qKiigpKaGpqUl0dDTXrl3D39//H+fNyspKJBaPhjJqaGjw+PFjmpubefbZZ1FXV2fBggV0dXVRUVHBqlWrmD59Oi+++CL379+nsLBQTDm2bdsmXN7a29tRVlamqqpKyF9cXV05ffo0x48fJzY2lk2bNglNZWBgoFi2HH2uli1bho2NDcXFxRw5coQlS5Ywe/ZshoaGaG1tJSsri+bmZnEwj+pF/yne/sfP1tTUpKOjAwsLC7y9vdHQ0GDatGmcPn2agwcP8s0335CVlYWnpycymYyTJ0+iqanJjz/+yP3796mvr6ewsBAzMzOsra2ZPn06hoaGIrDL0NCQyspK4aW/Y8cOjh07xrhx4/j+++/ZuHEjjo6OVFZWMjw8TEtLC8uXLyclJQVTU1OmTJmChoYGFRUVqKioEB4eTnJyMkuXLkVJSUnsi4xeMoKCgsaEt7S0NLGXkJqaipGRES+88ALvvfce06ZNE1IdQ0NDOjs7iY6OZv369cycOZOioiK2bNnCrVu3yM3Nxd/fn8bGRjIzMxkaGuLixYscPXqU4OBgQkJChF3znj17WL16NSkpKdTX14tOq62tLVu2bBGLnKMXoVFe9+3bx9mzZ/nkk0+YMGECxsbGnDlzhrKyMszNzdm1axednZ1jwpulpSUff/wxg4ODyOVyDAwMUFFRwdfXl2XLlom9i9EwPUVFRaEzV1FRoaWlhbS0NEZGRvD29qalpUVMDQsLC9HW1iYnJ0dcOmJjY5k8eTJz585FW1tbOGCFhIQI84w333xTZIGMBr2amppSVFSEkpISb7zxBocPH2ZwcJCioiLMzc3Zvn27mLL/j9/vn+ItNDSUX3/9FX19fcaNG4euri4vvfSSkBDn5+cLc4NRgxV1dXWUlJTQ0NAgOjqaRYsWsW7dOhYtWoSmpibHjx9n3bp17Nq1i7a2NtTV1Wlvb6empobffvuNL774AoDz58+zfPlyAgICqK+vJzo6mjlz5vDKK69w7do1ent7MTY2ZvXq1eTm5rJnzx7mz5/P3bt3mTlzJq+++irvvvsu586d4+rVqzz33HPcuXOH1atX/+O81dbWcuPGDebPn8+OHTuorKykv7+fL7/8kqNHj5KXlyeac0NDQ7i6uvL48WP27NnDK6+8IibR7u7u/Otf/+LixYv4+PhQU1NDVVWVyLBwd3eno6OD5uZm6uvrsbS0ZPny5djb29PX10dhYSGVlZW4uLhQX19Pb28vjY2NQo40upQ/Ki9auHAhCgoKTJo0idjYWGJiYvD09BTFx1j8Vp955hn6+vpISEjA0tKSTZs28corryCTyZgwYQLwZ4ijo6MjoaGhjB8/nt7eXjo7O9m5cydSqRQnJyeGh4fp7+/HzMwMU1NTgoKCiIqKEpOLpqYmEhISRD5KSEgIw8PDbNq0iStXrlBUVCQypg4fPgzA7NmzUVRUJCYmhqKiIsLDw7l//z5HjhwhKSmJSZMmoaurS21t7X81CMaCt+nTpwv5dm9vLwUFBbi7u1NbW8tHH32EsbExly5dIiYmhp6eHvT09Lh8+TK6urrU19fz4MEDnJ2d8fb2xsnJSYTB7t+/X0hCm5qa0NTUxNzcnA0bNtDY2Eh/fz+Dg4N0dXUhlUoZGRmhoKCAq1evkpyczPXr12lvb2fy5MkoKyuLeAUfHx/ee+89zp49y/vvv4+uri6xsbHk5eVx9epVJk6c+Jd4UxgZGRn5x9j9f0FTU9MTybT+fwU2Njb/iObyKW9Phqe8PTn+b+buKW9Phqe8PTmevuOeDE95ezI8/a0+GZ7y9mT4K7z9Hy0+BgcHaWtrEx2r/1swPDwstIvKyv9bQuT/C095ezI85e3J8X8jd095ezI85e3J8fQd92R4ytuT4elv9cnwlLcnw9/h7f9o8fEUT/EUT/EUT/EUT/EUT/EU//+D/zvKrad4iqd4iqd4iqd4iqd4iqf4/3o8LT6e4ime4ime4ime4ime4imeYkzwtPh4iqd4iqd4iqd4iqd4iqd4ijHBP7NJ8xfxf+PCDTxdjntSPOXtyfB0Oe7J8JS3J8NT3p4cT99xT4anvD0Znv5WnwxPeXsy/B3e/o8WH21tbf/XWo3BP2fT9pS3J8NT3p4c/zdz95S3J8NT3p4cT99xT4anvD0Znv5WnwxPeXsy/BXe/o8WH2pqagDk5eVx/PhxwsPDmTBhAmVlZcTHx1NQUMC2bduwsbEhJSUFRUVFtLW16e/vZ86cOdy4cYPk5GTCwsIwNDQkJSWFiooK5s2bx5UrV5g5c6ZImh4aGiInJ4e8vDw8PDwIDw/n/PnzdHR0EBsbi46ODjNnzmT27NnU1dXxxRdfsGTJEs6dO0dfXx8ODg5MmDABZ2dnEUTV0dGBRCJBRUWFtLQ0UlNTCQwMxNnZGblcLr7fP8XbrVu3yMnJEYnFEyZMwN7entjYWDZu3IimpibHjh1DUVERX19f9PX1uXPnDnPnziUqKor+/n5Rcevo6GBtbc358+dpbW3Fx8dHJJPa2tpSX1+Pm5sbb731FosWLSI/P5/58+fj7u5OWloaP//8M0FBQXh5efHo0SNycnIIDw+ns7OTpqYmIiIicHJyorS0FH9/f7777jvy8vIYHh5GJpMRGBhIdHQ0O3bs+Md5i42NJTg4mN7eXkZGRtDQ0ODrr78GYMeOHYyMjNDa2oqRkRFKSko8evSIR48eoa6uTldXF1u3bsXQ0JD+/n5KSkq4du0aysrKLFy4kNzcXE6fPk1XVxfW1tZ4eXnh6elJS0sLXl5eWFhYoKSkxNDQEOXl5cTExJCamsrLL7/Mt99+i5eXFzo6OiIUaPr06Tx+/Ji+vj7u3r2LnZ0dqqqqlJaW0trayqJFi5g0aRKtra3/GG//I3cnT55k8eLFxMXFUVNTg4+PD+fOnWNoaIj29naCgoJoaGigp6cHFxcXwsPD2bt3L9ra2lRXV7Nr1y4uXrxIT08PHh4eIiX+l19+QUNDgzlz5uDn54dcLicxMREbGxsuX77MZ599xuHDh5kyZQqFhYWkpqZibm7O6tWr+e2339iyZQsXL14kOzsbdXV1zMzMUFdXR1dXFycnJ/z9/fnmm29oa2tDS0sLKysrEWg5Frx99913TJs2DRsbG0pLS4mOjqa0tJS9e/eio6PDL7/8wqxZs0SYmJGREbt370ZDQ4OOjg5effVVpFIpw8PDKCgoMDAwgKKiIgcOHMDAwACJRMKECROQSqXk5uby4MEDampq+OCDDxgeHiYhIYEJEyagpaXF+fPn8fLyYtasWSxatAhDQ0OmT5+OsbExBQUFPHr0iHfffZddu3YxceJEJk+ejFQqJSYmhsuXLxMQEMCiRYvGhLfk5GSSkpIwNjbGw8MDU1NTcnNzASgtLSUnJ4fg4GAcHR1pb28nLS0NfX19XnjhBbKyskhISMDJyYmqqioeP36Mubk5bm5uHDp0iL1799Le3s61a9eQyWTMmDGDr7/+miVLlmBhYcGdO3eora1FUVERLS0t9PT08PDwoL+/HzU1Nc6fP09wcLAI4KqqqmLdunV8+eWXzJs3T4SBZWZm4uHhwfvvv8/Q0BAtLS3/+Duus7MTJSUlmpub0dLSwsjIiISEBHx9fWlra+Pnn39m8eLF5OTkkJSURHBwMDY2NmRkZIhQt8bGRszMzEQoo6amJgYGBkRGRlJeXs7NmzdRU1MjMjKSoaEhrl+/jq6uLomJiSgqKuLv74+VlRU1NTWUlpbi7e2NhYUFISEh7N27FxUVFczNzbly5QohISH09PQwODhIQ0MDS5cupaOjg0uXLmFlZUVAQACOjo7/OG+nTp2isLCQ4eFhRkZGGBwcxMDAgKVLl+Ls7ExNTQ35+fk0NTVhbW1NeHg4hw8fJi4ujlWrVvHgwQPa2tqYMWMGDg4OfPbZZ8yfP5/Tp0/T2trKypUrkcvltLa2oq2tTUNDA6+++iqvvPIK5ubmqKur4+Xlhb6+Po2NjQQHB7N161Y2bdqEh4cHDx48YGBgAAMDA2pra3n8+LH43YeHh1NeXk5KSgqtra24urpSXl4+Zr/VI0eO4OTkhJqaGnl5edTU1LB48WJOnDhBSEgImZmZ6OjoMDQ0RGNjI0pKSmzfvp1t27bx3nvv0dXVRVpaGjk5OWhpaTF79myioqL48ssvefDgAampqWhoaFBVVUVaWhq+vr7MmzeP999/n87OTj755BNsbGzo7++no6ODzz//nLVr11JQUMCUKVMwMjKiqalJpHK/+OKLbNiwgQ8//BAFBQWGh4eJi4vj0qVL2Nvb89Zbb40Jbz09PdTX13P37l1MTExYt24dJSUlVFRUcOPGDUZGRqipqUFDQwNXV1d8fHyQSCSMHz+e1atX09XVhaGhIUpKSujq6hIYGMi9e/dQUVFhyZIlaGpq8vDhQ6RSKX5+fhw7dowdO3agrq7Oe++9x9KlS0lPTyc+Ph5dXV16enqYNGkSJ0+e5J133kFfX5/u7m4RiKmmpoaNjQ12dnb85z//oa6uDl1dXbS0tBgYGGDmzJl/ibf/o8XH6MW3o6NDFAej0fYKCgq0t7fzyy+/0NzcjJGREc7OzpiYmDA4OMgff/xBVVUVcXFx3L17FxsbG8LCwhg/fjyHDx8mMzOTkJAQDh48yO7du+no6CA9PZ2ysjICAwNRVlamp6cHT09PwsLCqKqqory8nH379qGmpoarqyt79uzB39+f8vJyurq6UFNTo6+vj0ePHnH+/Hm++eYbCgsLyc7OpqWlhfb2dr788kt2796NpqbmPzZKG/1cd3d3goKCuHLlCv39/UyfPp3e3l7Onz/P8PAwlZWV6OrqEhoaSl9fH6dPnyYvLw+AhQsX8v3331NdXU1ERIS4wEokEqZNm0ZmZiaOjo7k5eVx//59urq66Ojo4F//+heVlZXIZDIcHBzIycmhoaGBRYsW8c0335Cfn8/KlStJSEhAKpUSGhrK8PAwvb29bN26FR8fH6RSKUuXLuXIkSOUlZWhqKhIVFQUtra2//X9/ineZDIZEomEuLg4qqqq8PPzw8TEhMbGRmJiYrhx4wbbt28nPT2doqIivL29AXBwcKChoYGcnBykUinKysrU1tbS2NhIYWEhBgYG1NTU4OTkhIGBAT09PSQmJpKUlER7eztqamr09PSwZs0axo8fT35+PqdPn8bT05M333wTHR0dJBIJSkpKjBs3Di0tLW7cuIGSkhLnzp1jz549XLlyBSsrK9zc3Ojq6kJHR4ddu3axa9euf3R0O/rZbm5u7N27F1tbWyZNmoSSkhItLS1s3ryZXbt2sWPHDr777jvMzc3x8vJCSUmJ3bt3c/nyZZ599lmRaDs0NIREIsHd3Z333nuPVatW0dXVxfXr13n48CFqamrU19fz+PFjlJWVaWlpYWRkBAMDA2JiYqipqWHWrFkYGxvT3d3NwMAAjo6O1NXVoaOjg7m5ORUVFfT29nLjxg36+/uZNGkSEomEoqIi6urq8PT0REVFZUx48/f3p7S0FLlczsDAAH19feTk5KCrq/tfl5Genh7i4+MpLy/H0tKSzMxMvv/+eyQSCWZmZmRnZ3P58mVqa2sJCAggMjKSTz75hNdeew0jIyNaWlqoq6ujvr6eqVOnsmvXLvr7+9HW1mZwcBBzc3Pa2tqIj4+nt7cXbW1tXnzxRdrb21FQUMDBwYGOjg4yMjL47LPP2Lp1K35+fly/fp1Hjx7R29tLVVXVf323f5K3jo4O9PT0kEgkaGtrI5FIkMvlWFlZERQUxIIFCzh9+jQdHR1YW1sjkUioqKggOzub1NRUJk+ejKqqKhkZGVRVVTFu3DhMTU2ZMWMGr7/+ukhInzRpEnV1dcTFxREREcGBAwdYsGABeXl5GBgYYGRkRHd3N48ePaKqqopdu3bh5OTEsWPHaG5uxsnJiXnz5qGoqEhwcDBqamqcPn0aTU1NJk+eTFdXF8899xwvvvgijo6O//g7TktLi8TERGQyGQMDA1y7do329naGhoawsrLC0NAQqVTKlClT0NXVJS8vjxkzZqCpqYlUKiUiIoKLFy9SXFyMVCrl+eefp6ioCENDQ0pLSxkYGKCjo4PW1la6urpwd3cX58HQ0BD5+fkoKiqKAtHb25umpiY8PDw4ceIE5ubm4jKzadMm6urqcHJy4ty5czg4OHDz5k0qKyvp6upCIpGM2dmQlJSEp6cnzc3NFBUVoaenx4oVK0hLS2PatGkMDQ0xMDBAS0sL2dnZKCkpUVJSQn9/P99//z0rV67k/v37nD17FgcHB6ysrJDL5dTV1dHb24ulpSWhoaGoqqpSVlbGyy+/zNtvv83cuXO5evUqYWFh9PT0kJubi5KSErdu3WJgYEC8s27evMnkyZNZvHgxZWVlVFdXM3fuXF544QVqa2spLCzE0NCQ+fPnY2ZmJr7XWPxWV61aRUZGBoWFhWhoaODn58dnn32GVCplcHAQqVRKSEgI2traPH78mNOnT/Pqq69ibGxMdnY2JiYmpKWlYWxszMqVK9HW1iY9PZ3i4mJ8fHz4448/yMrKQldXFwsLC4qKiti7dy+Ojo4sX76c27dv09raSmBgoEiDt7GxQSKRcOrUKXx9fcnKyuLs2bOoqanx4osvMnnyZCwtLfn6669xdHSko6OD+vp6NDQ0xoy3n3/+GUdHR6qqqhgYGKC1tZX09HTOnDnDl19+yePHj7GwsKCmpoauri5kMhnl5eUsWbKEDRs28NFHH2Fvb8+MGTNQUlIiKiqK7du3c+nSJe7fv09aWhqRkZF4eXlRXV2Nvr4+enp6vPTSS8yaNYsTJ05QVVXF0NAQra2tDA8Pc+DAAT766CNiY2NRVVVFX18fMzMz7OzsePvttzE2NiY4OBgtLS3mzp3LyMgIqamp9Pf3/2Xe/nLx0dHRQWVlJQ4ODqiqqtLb28uPP/5IfHw8CgoKTJo0ifXr14s/2t/Bw4cPKS4uRlFREalUipKSEp2dnfT29hIWFiYuG+7u7ri7u9PY2EhZWRlKSkps3LiRgYEB1NXVUVZWprOzE0tLS3JyckhLS8POzo6SkhJycnIoLy/HwMCAgYEBSkpKCAsLo7a2ltbWVkxNTVFRUSEnJwcDAwMuXLiAtbU1ra2tmJiY0NHRwYMHDwgLC6O+vh53d3fu3LlDYmIiSkpKqKio0NbWhqqqKhUVFbi4uPxtHv4uenp6KC8vx83NDXV1derq6nB2dhYPUF5eHtra2igoKKCurk5CQgKKioq4uLhw8uRJ/P39cXFxQSKRUFVVxfDwMH5+flRVVZGbm4uqqirq6uqMjIzQ3t5OcXGxKDo6OzvFpcDExAQbGxuCg4OZOXMmioqK9Pb2ii6DXC7HwMAAW1tbpFIp/f396OvrA9Df34+BgQH+/v6io/lPw8DAgLi4ODQ0NAgNDcXc3BxNTU1qamo4fPgw5ubmdHZ2oqKigoODA7a2tmI6891339Ha2sr48eNpbGykoKAADw8PFBUVUVJSwt7enpGREVpaWtDT02P8+PEcOXKEZ599lqtXr1JWVsbdu3cpLy9nZGSEgIAAAMrLywkNDSU9PR0XFxfKysooLi4mKyuL119/nbq6OpSUlKipqUFTU5PGxkYaGxsJDw8fE85GMTg4iIWFBX5+figpKXH//n3CwsKorKxkx44d5Ofno6mpibGxMeXl5Zw7d46QkBD09PTw9PTk7NmzVFRU4ObmhqurK52dnWhra1NYWIinpyf6+vrY2Nigra2Nrq4uJiYmpKenk5WVRWFhIVeuXCE9PZ3Kykru37+Prq4uBgYG3Lt3j7a2NuRyOYCYOg0MDDA0NISmpiZTpkxhYGAAKysrBgYG0NDQYHBwcEx4c3V1pbKykvT0dPr7+3F3d0cikTA0NERWVhZaWloUFxejpqaGh4cH5ubm+Pn5kZ+fz7Vr10Snta6ujszMTCQSCcPDw7S0tCCVSunr6yMrK4ve3l4kEgnW1tZ4enoyMjKCgoICvb29DA4OUlNTg729PY6OjqSkpGBpacmDBw/Izc1FKpXi5OSEvr4+BQUFSCQS8bfU1tZmYGAAZWVlPDw8xoQzQLzPnZyc0NTUpLa2Fn19fU6cOMHSpUuZPHkyIyMjJCcn09fXh5eXF8nJybS0tBAREUFlZSVWVlY4OztTVVVFXl4epaWleHl5sXjxYuLj4xk/fjzOzs5UVlaydOlS7t27h56eHrW1tSgoKKCqqoqmpiY6Ojr09/dz8eJFAAIDA0VjxdDQELlcztGjRxkcHGT79u3MnDmTvr4+qqurKS0tRU1NjdjYWBwdHf9x3pKSkpBIJNTV1dHc3ExXVxetra08ePAAiUTC1q1bcXJyorq6ms7OTlpbW2lra+P06dMYGBigp6eHvr4+ampq1NTUcP78eRQVFWlqasLHx4fHjx+Tk5ODubk5paWlxMbGEhQUxL179xg3bhxqamoEBQUhkUgoKyujtbUVuVyOn58feXl5WFhYoKGhQXNzM48ePWLGjBncvHkTTU1NUlJSCAwMZPLkyZSVlXH06FH8/f2ZMGHCP85bcHAwHR0dDA4Ooqenh1QqJTs7m46ODn777Tfs7e3JyclBQ0MDNzc3tLS0RBNqcHAQIyMjxo8fz8DAALa2tmhqarJ3717Wrl1LfX09Dg4ODA8Pk5KSQnR0NP39/dy9excrKysmTZqEsbExcrmckZER1NTUiImJYcKECfT29vL48WMaGhrIzs7mwoULANTV1WFjY0N3dzeGhobo6+tTU1PDw4cPmTVrFg4ODv84Z6O4cuUKRkZG2NvbU1NTQ3R0NHl5eYSFhfHw4UM2bNgg7hV2dnYsX76cu3fv0tTUhEwmIyoqivLycvHbKy0tpauri7y8PIyNjbGxsUFXV5eRkRHRbOrs7ERZWZmoqCjS09OpqKggOTmZ4eFh3N3dOXDgAI6OjhgaGgp1gL29PcnJyXz99ddIpVL27dtHcXExurq6NDc3o6enR2Rk5JjxZmpqipOTE+bm5uL7Ojo6oqSkREdHB729vdy9e5eamhp6e3spLy9n1qxZLF68mISEBJSVlXFwcEAmkwEQGRmJjY0NFRUVAGhoaGBnZ4eJiQmVlZV0dnby8ccfU1paSlFREV1dXTg7OyOTyejs7ERNTY3h4WHR6ImIiMDKyoqOjg6KiorEs+nn58fDhw+Ji4vDxMQEW1tb1NXV//L3/ktlXWxsLBERESxcuJAZM2aQl5fHhg0bOHjwIDKZjIULFwLw2muv0d3d/Xe5R01Njba2NgwNDbGzs0MikeDp6YlUKmXatGnY2dlha2uLtbU1enp6qKio4O3tTVdXFz4+Pjg5OaGtrU1XVxdDQ0MEBQVhYmJCUVERISEhtLe3o6ysLF546enpNDU1oa+vj6KiIq2treTk5JCRkYFcLmdwcFBIjgoKChgeHsbMzIyRkREePHiArq4u48ePZ3h4WMgf5HI5WVlZ9PX1UVlZ+bc5eBJoampSVVVFbW0tZWVl3Lx5k6tXr+Lv7y+6zsPDw9TX11NQUEB9fT09PT1YWFgIqYGmpiaVlZUkJydTWlqKhYUF8fHx6Ovri4JES0uL3t5eBgYGuHTpEs3Nzejo6JCUlERtbS2dnZ2kpKRga2uLXC4XL6Hq6moePHhAdHQ0SUlJLFu2jMDAQExNTYWMztTUFG1tbZydnWlvbx8T3kZlcqOjzaysLAwNDQkNDcXGxoa5c+eK50xbWxtFRUWMjIyoqalBJpOhra2NkZERFhYWGBkZoaamxuTJk6mpqcHKygpTU1PU1dWxtLQkJCREyLWmTp2KjY0NAwMDtLe309fXh5KSkpB0hIWFCSmagoICNTU1lJeXo62tzezZsykoKCA3N5esrCwePXpEUlISioqK/5gm9f8JZWVldHV1iYt0ZWUlEomEmJgYHB0dycrKElK74uJiSktLOX/+PKWlpdy5cwcAExMTBgYGSEhI4PLlywwPDyOXy7G2tmby5Mn4+Pjg5uaGv78/ZmZmDA4OCrlBdXU1Q0NDDA0NkZCQwIMHDwDQ1tYmKysLiUQCIC57jo6OzJ07l+DgYHJycmhvbxcTJi0trTHjrba2lqamJvLz88nLy2NwcBBPT0/a2tro7+/H39+f1NRU4uPjUVZWJjQ0lNraWjQ1NTl9+jRlZWWUlZVRUVFBe3u7aHJUVVWxcOFCFBUV6evrQyKRoK+vz9DQEC4uLqxYsYKpU6diYGBARUUFaWlpNDU14e3tja6uLjo6Oly+fJmenh6MjIwwNDTEzMyMuro6Tp48yYIFC1BTU8PAwABHR0esrKxQUVEZM96kUikymYy6ujqioqK4cuUKFRUVJCUlUVhYyMDAgCiKTE1NcXNzQ1dXl8rKSurr68nMzKS9vR19fX2kUin5+flERUXx+PFjMWH38/MTkrPZs2djb28vijCZTIaenh66urqYm5ujpKREREQEN27coLCwUPw7gChuMjMzKSsro7u7W0zGR9+ZHR0dY8JbRkYG3d3dZGZm8vDhQ3E2trS0IJPJ6O7uJjc3l8rKSnp6emhubhZdUmVlZSQSCebm5hgYGPD/Ye6/o6sutzBc9EnvvffeK6mQTuiE3gVBQLoKFhBEQVFEEVHBriAiNXQILZSQhAAJ6b333ntv5w9Hvnv2uHfcs7fnmnvmn3tnRNbMWuv3fXO+7/OOjIzQ3NzMw4cP6ezspLe3FxUVFZydnfHx8RF/n7EthYaGBpMmTcLMzAxFRUUxdFJRUaG/v5/29nax/evr60NSUpLW1lZu3rzJ0NAQqqqqYsulpaWFmpoaioqK49K3kJAQGhsbqampYWBggIaGBiIjI+nq6iIyMpKUlBQx6FBUVBQDM29vbwYHBxkaGsLZ2Zng4GB8fHxwdXXFysoKKysrpk2bRk5ODi9fviQ/P5/GxkZsbW1paGhAWVkZf39/GhsbqayspL+/H4DKykp8fHwYHh5GTk6OwMBA4O+DfnZ2NqamptTV1YkLuqmpKU1NTVy7dk3IW8er4uLiqKyspK6ujoKCAoqKirC1tWV0dJTa2lrx3Td2AFZRUWHixIkMDQ3h6uqKjIwMgYGBTJgwgf7+fgYHB5k+fTra2to0NDSgqqqKjY0NTk5OGBkZ0dfXx6RJk9DU1KS3txc3Nzf09PQoLCzk8ePH9Pb2oqSkhKSkJIaGhmhqauLs7ExAQADa2toMDw9TXFxMZmamGEZJS0uLs+J41eTJkxkYGKCrq4vOzk6qqqrQ19fHzc2N6upqVFRUyMvLIzExkfz8fEpKSsjKyiIgIAANDQ1CQkLo6ekhJiaGoqIiAgICGB0dJSkpCUtLS0xMTOjr66OgoIC0tDQKCgoYHh7Gzc0NLS0tPD09cXFxwcXFRZxRFBQUhIx67MwzNqwbe6+Xl5fT2tpKcXExdXV1DA0NUVdX91+/7v9q8/HFF1/g6+vLZ599xtDQED/++CNJSUm8/vrr7Nq1S/xcS0sLly5dYu3atf9T8ydMmMCTJ08wNDTEyspKrOxevnzJ8PAwo6Oj+Pn5YWlpKVa9tra2ZGZmcufOHVpbW6murkZfX5/AwEAhq5GSksLa2pr4+HjxJn/27BkNDQ20tbURGRmJqqoqmpqaREVF8eTJE/T09NDU1BR//I6ODpqbm4Ve+tq1a0IX5+npiZycHAUFBZSXl9Pb20tnZ+e4mYgcHBxoaGggOjqaqqoqJCUlSU1NZfLkySgrK6OhoYGBgQFKSkrU19cLmUtLSwteXl7k5OSQnJyMhIQENjY2tLe309LSgqKiIsHBweLmPLZK+z9ve8LCwoiNjUVSUhIFBQWqq6uxsLDg5MmTDA4OEhYWRltbG5qamujo6IgJppSUFENDQ0RGRmJoaIi9vT3S0tK0t7djYmIyLn3r7OxkcHBQvHesrKxYtGgRr7zyCps2bUJHR4eOjg6ysrLEwcXCwoInT56wcOFCsrKykJKSwtPTE0NDQ86fP8+7777LxYsXCQ4ORk9PD2VlZZSUlOjv78fGxoZHjx7x66+/0t3dja6uLpaWllRVVREREcGkSZMwMDBgwoQJxMTEMDw8LC7U1dXVdHR0CP+JlJQU1dXVwN8H7q6uLvH3Ga8qLCwkJSUFU1NTPD096e/vp66ujvv374sN5MDAAPr6+ixevJioqCiKiorIyspiyZIlBAYG8vz5c06ePIm2tjZ9fX3Y2dnh6uqKhoYGaWlptLa2oqioyNOnT5GRkaG3txdbW1tUVFTEAXts0NHR0YGjoyN//fUXrq6uyMnJUVtbS0VFhZgyJycnCw2wgYEB5eXlqKqqjtsFZOxgOjIywsDAAC9evCAwMJDy8nIhc4mJieHZs2c4ODigrKzMyZMnkZCQQF1dnVWrVtHb20tJSQm6urrisz5//nymT59OXl6ekLK1t7fT09ODhoYG+fn59Pf3k52dLb6XZGVlxaZDU1OTmJgYFi9ejL+/PzIyMrS1tRETE0NVVRW+vr4UFhYyNDSEp6cnfX19FBUVjdvGbWyTGx0dTUJCAn19fejq6qKjo0NbW5uQs7i7uzN9+nRUVFSws7MjOTmZZ8+e4ejoyMjICO3t7bS2tjIwMICCgoLw9ZmYmNDY2IiEhAStra20tbWxevVqzp07h6GhIR0dHQwMDCAlJYWKigrx8fFs2LCBo0eP0tXVhYKCAqOjo6ipqeHm5kZISAilpaU8e/ZMDIaMjIywtrYmKysLT0/Pcelbf38/0dHRNDU1MTAwQHt7O+bm5gQFBbF9+3a++OILlJWVsbCwQFJSkvr6em7fvs3ChQtxcXHB2dlZTK5lZWUJCgoiJSWFJUuWUFFRwdy5cwHEYS0kJITR0VGxAXJ0dCQnJ4eKigqMjY1xdnamtbWVnp4epKSksLCwoK2tjd7eXvHeV1RURFFRkXnz5vHs2TOuXLmCkZERK1aswMPDg8HBwX+9b1paWkhLSyMnJ8fAwADV1dUoKyszOjqKjo6OGLhYWlqSm5vLvXv3MDIyYtasWaSlpdHV1YWjoyPDw8OUlZWhp6fHokWLuHv3Llu2bOHkyZOYmppibm6OrKwsdXV14mA3ODhITU0NHR0dYmA1Jjesr6/Hw8ODgIAAsrKyePHiBfr6+kycOJG6ujr8/f2RlpamqKiI9vZ2AM6fP4+CggKzZ8/+1/sGYG9vT1NTE0lJSXR1deHh4YG7uzv379/H2NiYixcv4unpiby8PPn5+fT29hIUFCSk12MeUikpKYqKioR3b2wbNLYJ8fHxwdfXl2PHjrF48WJ6enpYuHAhzc3NNDU1oaCgQHFxMfn5+Rw6dIiuri4yMjJQV1dHVVVV/I5du3bx3Xff4ebmJmRfY1vy8RoSAGIjWl1dja6uLk5OTqSkpKCjo4OJiQkDAwO4ubkxOjqKiooKXl5eXL58GRUVFVauXElpaSk///wz9fX1BAUFUV1djZmZGQoKCtjb25ORkUFNTQ11dXU8fvwYAwMD1q5dS1xcHKtXr+bFixfk5ORQU1ODg4MDtbW1nD59mh9//JEpU6YIebq2tjZ+fn5ISkqSnp5OeHg4kyZNwtHREfj78pmTk8OECRP+q9f9X10+6uvr+e2338SEdf/+/WRmZrJq1ar/+DlNTU3q6+v/l74DEBUVRUdHB7m5ubS3t9PZ2cnAwADx8fFkZmbi6upKX18fEhISwjz+7bffUlJSQktLCytXrkRJSYmGhgbS09PF6jE0NBQtLS2qq6vFbTYgIAA3Nzd27NjBs2fP6O/vZ9WqVRgaGjJ9+nTk5OR47bXXsLe3x9LSkgkTJjAyMsKff/6JoqIimzdvZt26dcyfP5/Y2FikpaVRU1Nj2rRpGBkZoaGhwW+//fY/9+CfVG9vL319fTg6OmJhYcHo6CgLFizggw8+4OHDh/j6+oqNTm9vL9bW1hw7doympiYOHz7MnDlzcHBwwMPDA2NjY/T09Dh9+jTvvfce9+/fF28qKSkpgoKCWL9+PRYWFrx8+ZKvv/6ad955h7a2Njo6Oli/fj3y8vIsWbKErKwsEhIScHBwwMvLC2trazo6Orhw4QIWFhY8evRIHOrl5OSwsLDA0tISU1NTRkZG/vW+jWl11dXVsbGxISAggD/++AMJCQkGBgZwdnYmMjKShoYGnJyc0NbWxtXVFWVlZXJzczl16hQWFhZMnDgReXl5hoeH0dHRYfny5cJL1NjYyOPHj4XB/tNPP0VVVZV58+YxMjJCTU0NKioqrFu3josXL2Jubs4nn3zC9u3bOXHiBN3d3QQFBeHv74+5uTmXLl1ix44ddHV1cfLkSaSlpXF0dCQ6OhozM7N/vWdjNW3aNFasWMHx48epqqrCzc0Nf39/cnNzqaioICgoiIULF6Kvry8klFpaWmRnZ5Odnc2pU6eYPHkyWlpaBAcHs3//fnJycjh79ixRUVGUlpaKi0NlZSWqqqpMnjyZGTNmcPLkSRISEpg0aRLTpk2jr6+PefPmceTIEbZs2UJRURFVVVVs376dzZs38+zZM7q7u7l27ZpYz2tra2NlZUV5eTlHjx5l//7949K3RYsWkZ+fj6mpKVlZWfz444+oqKiQmZlJV1cXhoaGhISEMDAwQG5uLjdv3mTmzJk8ffqUKVOm4O7uzpdffom5uTkff/wxaWlpSEpKMnXqVG7fvo2Hhwc3b96kv7+fRYsWsXz5cr777jsuXbrE5cuX0dfXx8nJiaCgICQlJfn6669xdnbm/fffF562qKgoZGRkcHJywtfXF1VVVfbv34+ZmRlz585FVVWV9PR0tLW1x6Vn8Pfh9ty5cwQHBxMWFsbTp09pbW0lISGBjo4OUlJSkJKSEpKsnJwcmpqaKC4uZunSpWKzWlpaKqZyK1asYMmSJaxdu5YtW7YQFxdHZ2cnkyZN4tKlS9ja2tLb28vx48dJT09HSkqKWbNmsWTJEpKSksjJyeHSpUt8/PHHFBUVYWRkhJOTE4aGhhQXFzNlyhSkpaVZvXq1OEQZGxujra0tBgf/dllaWnLq1CkCAgLw8PBAQkKCadOm8fLlS3Hpnzx5MtHR0Vy9ehWAtrY23n//fezt7dm9ezf37t0TA8CHDx/y8ccfMzo6iqmpKXl5eWRnZ5Obm0tzczOWlpYcPnyYo0ePMmHCBDo6OsjLy0NKSgpvb2/c3d35/PPP0dDQIDQ0FHt7e9TU1MjIyODzzz9n8uTJvPnmm2hpaVFXV4e1tTXW1tZiC3Ps2DG2bdv2r/ctPT0dR0dHvL29qaqq4tmzZ5ibm+Pm5oaBgQEHDhzA1dUVa2trLC0teeedd3j+/Dm7du3i2LFjlJaWMjAwQEpKCpcvX8bS0pInT55QX1/P7NmzxfM2Ly+PX3/9FVtbW4qKitDX1yc+Ph5HR0dx6c3IyMDLy4vr16+TnJwM/H1Q1dHRYenSpSgrK/PgwQMOHjyItbU1Dx8+RF5enpUrVzIwMMCnn35KSkrKuF0+XF1daWhowMjIiKGhIZSVlQkODubChQuYmJjwzjvvUFhYSExMDLq6uhw6dIjm5mZiY2P5/vvvWbduHQAFBQU8fPiQu3fvoqOjg7m5OUuXLiUzM1M8E9zc3PD09ERfX5/nz59TXFxMREQE6enp6OjosHr1aoqLizl58iROTk5CNjQm0be2tmZ0dJQdO3YIGWBXVxc9PT1MmjQJf3//cekZwJEjRzAyMuK9997D0NCQuLg4vv/+e8zNzVmzZg2HDh1iZGSESZMmYWpqirq6OiYmJigoKHDw4EEx7AsNDcXV1ZU///yT5cuXc+TIEc6fP8/MmTPR19cnNTUVFxcXFi9ezBdffAHA/PnzefHiBfHx8TQ3NwPg6emJurq6GHY5OzsLmJODgwMlJSXs2rULBwcHGhsb6evr49GjR0RERPxPw5X/6vLh4eHxH9NVaWlpduzYgZ6e3n/83MDAAA8fPmT37t3/9T8A4PDhw3R2dpKcnIyamhpz5syhu7ubPXv2YG5uLvSUV69eRVVVlfXr1xMWFsbg4CA//vgja9euxcXFhRkzZtDQ0MB7772HnJwc9+/fJyEhgZqaGmpra7G1tcXd3Z1t27bR3t6Or68vU6ZMYebMmeKhUlNTw+rVq/nyyy+Jioritddeo6mpievXr9PU1ISsrCy2trYkJSXR19fHW2+9RVpaGkNDQ1hbW5OWlvY/vfb/O/X06VM6OjqEbs/NzQ1lZWWWLFnC7t27SUlJYdGiRYyOjtLX18f69espLi6mt7eX+/fvs27dOlxcXLh58ybnzp3j+++/5+DBg+Tl5bF9+3Z++uknBgcHMTExobKykpkzZ4qbdkdHB+fPn0dTU5OysjK++eYb9u3bx8jICJaWlvT39yMnJ8eLFy+4e/cuwcHBbN26VcjWQkNDefnyJQkJCZSWlvLxxx8zMDDAL7/88q/3rbe3l4SEBBQVFTE2NkZZWVnICO/cuUNpaSl6enpCV3/p0iXU1NTw9vZGR0cHFxcXuru7SUlJwdjYmGXLlpGYmEhVVRXHjx9HXV2dhQsXoq6uTllZGRYWFpSWlnL37l28vLzIzs4mJSWFrq4uLCws0NTUZNmyZZiYmBAZGcn777+Pra0taWlpPHz4kFu3brF//34UFBTIyMjA2toaZWVlmpubqaqq+kc+q39a7733HrNnz0ZFRYWWlhZhJj916hQ//PAD7u7u/7GFO3ToEH5+fqxevRo7OzsGBwfR0NDg0aNHPHjwgNHRUbZs2UJHRwfvv/8+Li4uzJ49G01NTWpra5k0aRI5OTkcO3aMd999F0VFRUpLS4Vu/e7du5SWlmJtbY2trS2hoaGoqalx9uxZHj16RF1dHRUVFbz55pv88ssv3Llzh7NnzzIwMDCueug///wTWVlZGhsbMTAw4Mcff8TIyAhnZ2eioqLYtm0bDg4O2NnZMXPmTFRVVVm6dCkRERF0dHRw4sQJYaKfP38+KioqTJ8+nUePHhEYGIienh6TJ0+mtbWV1tZWnjx5wt27d3FxceGdd97BxcWFuro6SkpK8Pb2xsvLi+3bt3Pu3DkkJCQ4efIkVVVVgtaXl5fHL7/8gru7O3FxcQQEBNDT00NkZCRDQ0PMmzdvXPpmZGTEhg0biIiIoKKiglWrVtHa2srLly+xt7dnwoQJNDc3Y2pqioeHB/39/cKk/ttvv/Hnn3/yzTffEBcXh6OjI8uWLaOxsZGffvoJLy8vYZx+9OgR+fn5nDlzBnd3d+zt7Vm7di2dnZ3o6OgI0+q6detoaWlBSkqKiooKJCQkxMH08uXLhIWFoaysjIODA3p6ely9epWHDx/i7e3Nzp07uXTp0rj0TUNDQ/THzc2NyspKbt68iaenJ4sWLaKzs5OTJ0+ir6/PL7/8IihLP//8Mzt37sTT05P6+npkZGRQUlLC3Nyc33//nTt37jAwMMBnn30moAYrVqzAwMCA8+fPc+HCBRoaGmhsbERBQYG+vj4MDQ2pra0lIiKCy5cvi58tKyvD3t6eAwcOkJCQwOXLl8nOzsbS0vI/NOgxMTHj5jNKSEgQ8iEFBQUmTZrExIkT2bp1K9HR0cyZM4f+/n5qamqQlZUlICAAKysr5OXlKSkpYd26ddy/fx+AhQsX8tdff+Hh4SEGhVOnTqWpqUlsfHR1dXnrrbcwMTFhypQpHD16VIB32tra+P7777l27RobNmzgxx9/JCIiAk1NTRwdHbG2tqalpYWvvvqK4OBglixZwqeffsqDBw+YPn06ly9fFpeW8ahr164J9YKmpiZ6enocPXqUa9euERsbi56eHhkZGTg5OeHq6iokYaGhoWzatInXXnsNTU1NLl68SHh4ONOmTWPu3LmsXr0aVVVVbG1t2b17N21tbXzwwQfo6enxxhtvsHv3boaGhpCSkhJqCn19fb744gs++ugjARdJTU39D0ngpk2bWLduHYsWLeLdd98VcrDq6moSExP57rvvxqVvenp6VFRUEBERgbq6OrW1tfj7+9PT00NOTg4eHh4UFBSIbdmZM2ewsLBASkqKu3fvsmHDBhYuXIienh61tbU0NDSwceNG8vLyuH//Pg0NDbi4uLB27VpBLJ01axbXr1/n559/FlCiMa+TpaUlN2/eJDY2Fjc3N9zd3env7+f27dt88MEHeHt7s2jRIvbt28eRI0fIyMgQMIqVK1f+16/7v7p8fPTRR/z+++/s379fILRCQkL+334uPDz8H3k+du/eLda/8LdeNSEhAYDVq1dz5coVDh48SHx8PDNnzkRaWpqUlBSeP3/O77//TkhICGZmZkRHR5OamsqWLVt48OAB586dw9XVlaNHjzIwMEBLSwstLS20traybds2Nm7cyLZt29DT00NHR4dFixYxMDBATEwM58+fp66ujvXr19Pc3IyHhwetra2cPHmS6Oho3n//fXx9fYmOjubZs2di4lFeXj5uk0FFRUVu3bqFgYEBK1euJDAwkNTUVJYsWYKRkRFffPEFEhIShIaG4uTkhIGBgfBp1NXVcfLkSfr6+tiwYQPHjh3jp59+oqamhuHhYdasWUNcXBzw92G9rKwMfX19EhISMDEx4ZdffmHXrl1cv36dWbNmsXv3bqZOnYqGhgYWFhbCnL927VoCAwO5efMmeXl5/Pzzz4SGhjIyMkJ2djYlJSX4+/uzYsUK/vzzz3HpW19fH6dPn0ZOTo7S0lLq6+tRVlbm6NGjHDhwAD09PdTU1DAwMMDExAQHBwfKysowNzfHxMREeJ3G6Dpj+vpr164xdepUIcmytrYmKCiIu3fv8vLlS6qqqpg0aRLy8vKsX78eU1NT4uPjOXjwIDdu3EBbW5svvvgCPT09fvjhB2JiYvjuu+/w9PRk8uTJvHjxgpkzZ3Lr1i2UlZVZvHgxL1++FOb98ahXXnmFH3/8kVmzZjF58mQeP35MZGSkuGTa2Njg7OyMoqIihoaGwmD+zTff8OzZM3bu3MmLFy9ITEzE3t6ed955h4MHD3LkyBGOHj2KhYUFHh4edHZ2ii9fRUVFrly5gomJCUeOHBHeIAkJCdasWYOVlRUbN27Ezc2Nmzdv0tPTI1CESUlJ3L59my1btpCXlyd07DIyMhw+fJjW1tZx6VtQUBCnT5/m0qVLyMvLi61gamoq3t7eXL58mR9//PE/Lme///47zs7OlJSU4OnpiZ+fH+3t7SQnJyMpKcnhw4dxdHRk5cqV6OjooKOjI7TSxsbGrFy5ktTUVBYvXszXX3/Ny5cvMTQ0xNfXl+DgYJSUlAgPD6ezs5MdO3YwceJEtLW1kZWVJTIyksLCQnbu3MmCBQtwcnKiu7ubwMDAcZX5ycnJoaurKw54HR0dfPTRRwQEBCAvL4+2tjZ6enqCEtbQ0MC6detIT0+ns7NTXFhmzJhBeXk5OTk5DA4Ooqenx6pVqzh37hxPnz7FwsKCDRs2CLPnmDdmbCtlZmaGrKwsu3fv5tatW5SVlWFraytoiWZmZnh5efH111+jqqrKmjVruHHjBq+++ipubm7U19eTnJzMgwcPWLx48b/et99//51ly5YREBBAeXk5cXFxTJs2jcjISP744w++/fZb5s2bx4kTJ/juu++QlZVl5syZaGpqcv78eR48eICZmRkrVqxAWlqaDz74gM2bN4uBX2xsLP7+/tjZ2VFcXAxAcXExL1684NatW4yOjmJoaMj8+fOxt7fn+PHjbNiwgalTp/LFF1+QmprKpEmTWLZsmfj3JiUlsXnzZl5//XWqq6uJjo5GSkqKyMhIMjIy/vWeAWzYsIF3330X+NsbOCbfbm1txcDAACMjI0Hzio6OpqamhokTJ3Lv3j2+//57uru7iYiIwMLCgiVLlhAVFcX06dMxMDBg7969zJ8/nwULFtDa2kpOTg6HDx/m5s2brF+/nilTplBfX097ezsaGhp4eXmRnJyMoaEhBw8exMbGhuXLl1NbW8v9+/eJjIxk27ZtJCUl8eGHHzJ9+nQWLVrEpk2biI+P58033+TYsWPj0jf4+ztu8uTJSEtLExsby59//kllZSWPHz8W0u/Q0FBkZGSoq6vjzJkzSElJsWzZMubMmcNvv/1GZmYmjo6O/PLLL2hqajJv3jyOHTvGRx99xIoVK/j5558xMzPjiy++4M8//0RFRYXW1lYCAwORlZWlqKiI7OxsIiMjBRp81apVbN26lfLycmxsbGhsbMTBwYE1a9awZ88e4uPjUVFRYcuWLRQWFnLy5EmUlZXHrW9DQ0OUlpaioaEhJLKjo6M4OTlRUVFBbGwscnJy5OTk0N3dLTbeBw4coKSkhObmZjIzM4UEVUpKiu3bt3Pnzh1mz55NcnIy27Zto6qqCm9vbyIiIoC/z9179uzhwoUL6Orq4uPjg7u7O3PnzmXv3r0CW9/Q0ICdnR2LFy8WXpPR0VGqqqqYPHky7e3tmJqaEhwc/D8BXP6ry4e5uTm7d+8mISHh/6vW18LCgo8++ui//o+P1apVq7CzsyM9PZ20tDTq6upQUVHh8uXLfPTRRzQ2NvLdd99x79494uLiOH78OC9fvmTLli3IysrS1tZGaWkpFhYW2NnZCZPwmEbym2++ob+/X3w4Vq9ezejoKA8fPsTa2hoZGRnKy8tJSkoSDO+//voLOzs7Xn31VTQ0NNDX18fIyIjQ0FA++eQTzM3NkZeXp6CggMDAQEJDQ+np6cHGxmZc1sPwN5kjMzNTPHx/+OEHcfg6dOgQ77zzDllZWeJLs7u7m0ePHuHt7U1BQQGTJk0SNI/Lly/T39/P4cOH+eWXXwgKCkJZWZna2lqSkpJobGzE1dUVPz8/IiMjGR4eFmvTmpoaYmNjWbVqFfb29hQXF+Pk5ERmZiaffPIJzs7ObNu2je+//57z589jZGREW1sbERERwpdz6dIlAS74t2tskubu7k5RURFHjx4VzPGnT59y8eJFjhw5QlpaGnZ2dnh5eXHnzh1Onz7Nxo0bUVJSEtjmmTNnCllVamoqf/75JzExMbS2ttLZ2YmsrCwvXrygoaGBO3fucPDgQUxMTASC18TERGxJpk6dys2bN6msrEROTo6lS5dia2vLmTNn2L59O/v27WP58uWoq6sLAIC2tvb/RJj4v1uzZ88mICCAsrIyOjo6sLGxoby8HEtLS9566y3a2toE/eX58+d8//33yMjIIC0tjaurK0uXLuWLL75ASkoKOzs7mpqaWLNmDQsWLMDS0pKNGzfS3d1NQ0MD1tbWeHh4cOjQIXR0dHj8+DHGxsYsWrQIV1dXampqOHDgAMHBwVhYWLB06VKePXtGdXU1Q0NDxMfHM3XqVGRlZUU+yRgdKy8vj/379/POO++MS9/U1dWpr69n+vTphIaGMjw8TE9PDxEREfzxxx9cvXqV4OBg3NzcaG1tpaqqiubmZoyNjdmxYweWlpYC69zS0kJAQADe3t60tLTw+PFj8VDNz8+nqKiI1tZWDh8+LFbjY8bouro6vvnmG+zt7YVHITw8nI6ODmRkZJCVlaW4uJjffvuNxsZG7t69i4ODA3l5efT19YnslPGqDz/8UIAM+vr66OzsxN7enkmTJnHt2jVevHiBu7u7eIB3d3cjISFBdXU1dnZ2dHZ2IiMjI6RZkyZNwtbWFg8PD3GwXr58uSCg1dfXo66uTmJiIm+99ZZ47zU0NKCvr88HH3zAqlWr+PTTT9HX16e/v5+CggLhCfDx8cHZ2Zm33nqLkydPIi8vL+AV8fHx/P777+MiLf3ggw/E9lFHR4dPPvmEnp4eZGRkyMjIEJv8trY2PD09BUkyPT2dW7dukZeXxx9//MHz58+ZNWsW27Ztw9HRkblz53Lw4EE6OjpIT0+noaGBmTNnoquri5eXF2fOnGF4eJijR48SEhJCSUkJ4eHhbNq0icjISFxcXPD29qatrQ1FRUWsra1RVFTk0aNHbN++HRsbGw4cOICVlRWampq0trby3nvvsXPnznEh03355ZcUFRWJLKAxI+7p06d59dVXWbp0KQB3797lwYMHZGVl8csvv+Dq6sq8efPYv3+/yPn69NNPmTlzphiYNjY2oqury/Xr1wXeubKykvDwcKZMmcLatWs5e/YsSkpKDA0NER4eztGjRxkZGeHq1ats3LiRkpIS7O3t8fT0xNPTEy8vL+Tl5ent7eWvv/4iJiaGadOm4eDgwPTp09HT0/tHUvh/Unp6euzfvx93d3dmzZrFK6+8grS0NMXFxcJH88UXXwjjeFFREUNDQ5w6dYpt27YxPDxMQ0MDJiYmWFpakpKSgpWVFR0dHQIN7eXlhZaWFpqamhw4cIDbt2+jra2NkpISlZWVxMTE0NzcjJqaGqtWrWLKlCmcPn0aVVVV5OXl0dXVRVVVleTkZLZs2YKFhQU3b97E0dGRvr4+uru7mTZtGlu3bh0XjxGAv78/WlpapKWloaioyPvvv8+9e/fYuHEjX331FaampixYsIDBwUGKi4vp6uri0aNHuLi48OWXX5Kens67776LiYkJFRUVfPzxx+Li7+/vj5mZGW5ubgwNDVFcXMzPP/+Mn58f9vb26OnpCQBFYWEhfX19xMbG8t5777Fu3To++eQTLly4gLq6OmFhYdy5c4fExERGRkZYsmQJ6urq3Lhxg+7uboyNjTE3N/+vX/d/jdpVVVX9vzQZBgQE/Nf/4f9zFRQUCHSohYUFAQEBbNy4kebmZo4dO8bx48d55ZVXcHJyEhO+JUuWCK7z06dPcXR0xMrKCl1dXbS0tAgNDSU6OhoFBQVeeeUVjIyMUFBQoLy8nMLCQkJCQigvL2fVqlXcvXuX6upqFBQUmDBhAnl5efT09FBSUsLy5cu5ceMGqqqqWFhYcPr0afT19enq6uL8+fPY2dlRXV1NVVUV1dXVeHl5YWlp+Y/68L+WtLQ0Hh4etLS0kJmZSVpampAD9PX1cebMGaZMmUJJSQnPnz/HyckJBQUFoqKisLW1xc/Pj97eXuTl5dHT08PGxoYrV64wMjLCyMgIDx48wMHBAWdnZ0ZHR9m5c6cwFysqKvLrr7+KUBtHR0fa2tpIS0sT7OwxPeCYgX/q1Km89957HD9+nOfPn4sNQ3FxMbW1tSxZsoSurq5/vW8hISFCDjGWiaCiosK1a9dEuM7g4CBr165FTU2NK1eusGnTJvr6+vjwww8ZHBwkMjKS+vp6RkdHaW9v5+7duzg6OlJQUMDg4CDZ2dkiGMjExAQvLy8ePXqEk5OTMFumpKRw69YtfH19efjwIXZ2dmzZsoXz589TUVGBkZGROGy+/vrr7Ny5kx9++EFkCYzx+ce8OeNRsrKyDA0NUVhYSE9PD0ZGRmLqp6WlxYMHDwSSc2zCn5SUhLS0NJs3b+avv/6irq6OoKAgnJ2dOXPmDDt27EBdXZ3BwUFu3ryJiooKhoaGODk50dbWxty5c9m8eTN79+5FWlqa/Px82tra0NDQoKOjQ1z+fvnlFxQVFRkdHWV4eBgtLS1BGDI0NBTYUyMjIyZMmMCUKVPGrW8FBQVISEigr6+Pqakpo6OjdHZ2EhUVhZycHH5+fly5ckVMk+bOncvFixdpaGhg9erVAjOZnp4uSGeDg4MMDAzw448/AuDr64ukpCRdXV288847KCsrc+TIEYyNjcnMzMTOzo5XXnmFgYEBzp07h4mJCXl5ebi4uHD79m0ePXqEmZkZ+vr6bN68GW9vb2xtbWlsbKSkpAQLCwtMTU3H7TADYGtrS0BAgJDu6OvrY2BgwODgIF5eXmhra6Ovr4+0tDS2trb09PTg5ubGkydPSElJYfHixVRUVGBiYoK2tjaff/45ISEhBAUF0d/fT319PVJSUtTV1aGvr8+sWbNYvHgxu3fvprS0lJiYGBYuXIiGhgZZWVksWrSImpoazpw5I+RI7e3tJCYmEhMTQ2dnJ9OmTeOTTz4hNTWV5uZm5s+fz8SJE0lLSyM/P39cULvPnj3D29sbc3NzysrK+OCDD6ivr8fPzw8HBwcyMjIoLS3F0NAQY2Nj2traSE1NFehlGxsb7Ozs0NbWxsTEBAMDA9LT08XnyM3NDWtra4qKioiLi8Pd3Z0//viDd999Fz09PUxNTcnJyRH9iIqKIiwsTDw7w8LC6Orq4vr168yZM4eUlBRGRkawsLBgZGSEkpISDAwMWL16NfHx8fz111//k6Tjn1ZgYCDNzc1ioNjb28vJkyext7cX/p5Tp05RW1vLyMgI1dXVODo6smbNGlJSUhgcHKS7uxtFRUW8vb2ZOnWqyCFSU1MTUq2EhATu3LmDs7MzmzZt4uzZs6xbt44ZM2bQ1NREXl4e8vLy6Ovr8/bbb1NWVsb+/fupqqoiPz9f+N0+/fRT7O3tycnJISAggI6ODmpqapCWlubhw4fCdzEeNZYhJCMjQ35+Pn/99RdvvvkmL1++ZNq0aSQkJDBjxgz09PQoKyujpKSEoKAgMaE/d+4coaGhyMnJUVdXh56eHlu3buX8+fPCMwd/b0MTExN5/PgxRUVFpKSkMDQ0REREBGlpaSKUcvHixZw5c0bkw7W0tNDZ2UlJSQlPnz5leHgYdXV1FBQUuHXrFq6urhgYGDAyMsJ3333HG2+8MS5909HRIT4+noqKCvr7+7Gzs8POzo6XL1+ydetW9PT06Ovro7+/HzU1NYqKirCysiIxMZG4uDgWLFhAbW0tT58+JTMzEzk5Od5880327dtHSkoKT58+JSMjAxkZGezs7CgpKSE4OJiIiAgGBwdF3pOVlRWmpqZ0dHQwMjJCbW0tWVlZvPnmmyLEe+xCHR4eTnZ2NjNnzsTX15f09HSuXr1KR0eHuKD/X9X/X0MGxyo/P5+wsDBaWlpIS0ujtraWOXPmiDdgbW0tZ86cYcGCBdjZ2ZGWlkZmZiZ9fX1oaGgwZcoUlJWVxXpcTk6Op0+fMjIygqqqKnJycjQ1NaGuri6mGc+fP0dWVpbu7m5xODIwMEBbW5s1a9bQ0tLC+fPnmTFjhtDhDQ0N0dbWxuzZs1FWVubhw4coKirS0tJCT08PIyMjVFVVjRu1KSEhgaamJnR1dQEYHh6mvb0dIyMjnj59KoKexnI21q1bh42NDdXV1VhbWwtfhoaGBn19fUI6tGXLFm7cuEFvby8dHR10dnZSV1fH3bt38fX1xd/fn4iICBQVFWltbSUjIwM/Pz+GhoawtbXl+++/R1VVFTs7O0xNTZGUlERaWhpVVVVCQkKELrGmpkaYpwoKCqipqUFVVfVf71tzczO6uro4OjrS2dlJf38/aWlptLe3Y2ZmxtWrV7G3t2d0dFRQO5ycnPjtt994//33GR0dpb6+nvj4eNLT0+nu7sbExISNGzeSn58vkK7Ozs5YW1tTWVnJ9u3buXXrFmFhYRgaGpKQkIC+vj6TJk3CxsZGJIxqaWlRWlrK8PAwUlJSZGVlCd+Ju7s7AwMDjI6OUlJSAvz9xRUZGcmSJUv+9b7B36jdjIwMZGVl0dfXR05OTvDkjx07hoWFBXJycqipqYmJ8/79+5GRkcHGxoaIiAi0tLRwc3NDRUWF5uZmUlJS2LFjB8PDwzx+/Fhs2cbY5xkZGaxcuRJHR0eys7Npb28XkptXXnmFR48esW7dOtLS0kRIqaKiokArjn2HeHt7Y2dnh76+PoODgxgZGY1LzwCePHkiksLr6+sxNjbm2rVrAhnu6upKWFgYiYmJ3L59Wxy4W1pahExSXl6e0tJShoaGCA0NRUFBgZ6eHg4ePEhbWxsGBgZoaGgwPDyMpaUldXV19Pb2EhMTg729PYqKinR1daGjo4OlpSWTJ0/G2dmZS5cuCXJaXFwc2tra+Pj44ODgQF1dHSkpKYyOjopMgenTp49b38rKysS/ra2tjZ6eHlpbW3FxccHDwwNlZWWio6OBv8EYxcXF9PX1sWjRIo4fP05TUxOVlZUiLDAwMJD79+/z+uuvIyUlxYwZM7CyskJKSora2lr++OMPAgICWLBgARkZGURGRtLR0SEOMN3d3YyMjAjT6thm6dmzZ+Tm5rJs2TLq6ur49ttvKS8vx9/fH3t7e4HLfvDgwbhcPlRUVOjo6MDe3h4fHx86Ozv57bff2LVrF3FxcaioqODo6IilpSXm5uZUV1fz1VdfcejQIZ49eyYohjU1NURGRuLj48PLly/p6+sjOjoaIyMjCgsLyczMFJ4YeXl5BgYGxIW1qamJ2tpaMjIy6O/v5+TJkwwPD+Pi4oKZmdl/9HLM3xEREcGUKVOEZ2AsxXvGjBn/es/g7wBaaWlp4fnLz89HR0eH2bNnk5iYSHZ2NpmZmQLdLC0tjb+/P9bW1hQWFuLj44OioqLAuN+9e5f6+npkZWXZuHEjVVVVdHZ2ikDP7u5uEeQ29uwuLi6mubkZaWlpzMzM6OvrE9vQlpYWjI2N0dXV5dq1awD09PSwZcsWUlJS6OjoEBfKMSn4eFVbWxtqamooKCggIyPDwMAAv/76K7NmzeLJkyeUlZUxdepUrK2tUVBQwM/Pj9bWVhHCqKCgQGpqKuXl5Zibm+Pl5cXo6CjS0tJYWlpy7949dHV1RTRAX18fIyMjKCoqCs+SjIwMZmZmBAQEMDw8jI+PD+Xl5Sxbtozm5mays7NpbGxk8uTJyMnJidgFOTk58Z6Xl5ensLBw3Po2OjqKr68vBgYG9PT00NbWRnNzMwEBAaSkpAh5v42NDbKyshQUFDB37lzu3bsneq6rqyuCVCdOnMhvv/3Gd999x3fffcfo6KjAaY+Z9V++fMnQ0BCNjY1YWlpiaWmJqqoqhYWFqKmpERcXR19fH87OzqiqqmJpaYmRkRHZ2dmMjIwQGxuLgoIChoaGWFpaIi0tLXJD/tv69+Ib/4caGBhAUlISXV1dcRlYvHgx6urqREZG0tvby/DwMPX19YJzn5CQgKWlJba2tri6ujI6OsrQ0BCysrKUlJQIKscYH7u2tpb09HRKS0uRl5dHTk6Ovr4+Lly4gJqaGpaWlmhra2NhYYGLiwvR0dE8f/4cKSkpDAwMhNfF2tqaqqoqsUkxMzNjeHiY3t5ekVeioaExLn17+vSpeOg1NDQIUs3SpUsZGBgQr9PCwgILCwu6u7sxMjJi4sSJYjsyPDzM0NAQQ0NDqKioYGNjg7W1NU+fPsXc3FxowGVlZUlPTycqKgpFRUXS09OxsLBAS0uLjo4OWlpauHr1Kjo6OmRnZ3PhwgVu3LhBdnY2PT09jI6OIi8vj7y8PLm5uVhYWIippYODA9LS0v/IL/RPSk9PDzc3N6ysrMSK18HBgaCgIKEHHfs3KSgoEBISQlxcHFevXiU+Pl7gnuvr6ykpKSEvL49XX32ViRMnCm64qqoqJiYmSEhIoKenx8DAAG1tbQACw9jX18fMmTMxNDRk2bJl1NbWEh4eLpCVIyMjyMnJIS8vL1CUvr6+eHt7iwliTU0NDQ0N49I3+H9dPsa8PZKSkkyZMoXo6Gji4+PJyMhASUlJ5AOMheC5uLigo6ODhIQEg4ODIj9GR0eH5uZm5s2bh5qaGvr6+gIl29bWJoIuPT09SU1Npbi4mMbGRsrLy8nKysLBwYGoqCgWL17MtGnTcHd3x9DQEB0dHezt7enp6eHZs2ckJSXh6+uLvb091tbWuLm5jVt2AEBDQwOOjo4isyQlJYWBgQGRJ9De3i7IcGOfS19fXwwNDVFSUhIPpMHBQfGeGEOlGhgYYGhoyPDwMC0tLXR1ddHV1cX9+/fFZs/Y2Fh4gxQUFJCSksLIyEjIGfz8/MSheGhoiMTERNTU1NDW1sbY2JjGxkZiY2N58eIFUlJS49a3jo4OysvLqaiooKSkRFDTCgsLxUOvqqqKpKQksrOzaWtr48qVK4SGhtLe3k5CQgJKSko0NTWRnJzMvHnzcHFxITExUUyhTU1NMTY2xtbWlujoaPr7+/H29mb27NnY2toCfx+sxsh+Q0ND4rPd09NDV1cXmpqaLFiwAHNzc+rq6nj69Cl6enpYWlrS0NDAixcvhFRwPMrZ2Znc3Fxqa2uRkZERfsoxKVNfXx/q6uro6uqioKDAwMCACFu1t7envr6euro6SktLxRa3pqYGY2NjBgcHRXilmZkZnp6e4rOak5ODmZkZXV1dIgwuLS2Nnp4e4aNsaGigu7sbGRkZhoeHyczMBP4mdLW0tKCnp4e1tTUqKip0dXWhqKgoci/+7WptbUVaWhoJCQnq6urIysqip6cHQ0NDqqqqePLkCba2tnh5eWFiYoKhoSHNzc3CY9TW1sbg4KCQfkdFRQkohoyMDPLy8uJzbGpqSldXF1VVVfT29jJt2jSRr+Lm5oa+vr6Yend1dfHixQsyMjLo6upieHiYgoIC/P39cXZ2xtTUFC0tLezt7TE1NRUm4vHM+SgpKcHX1xdpaWlqamqQkpIiNjaWzs5O7t+/j76+PhoaGiKSQF5entraWjw9PUWyeU1NjchvevDgARISEkyYMIGcnByGhoZE4HFPTw/m5ubY2Ngwc+ZMUlNTsba2xszMjP7+fjo6OpCUlMTd3V2c48YGDO3t7QQFBWFgYEBfXx9VVVX4+flhbm4uzkLjSfTLyMigpaUFDw8PgoODUVBQICsri/T0dB4+fEhPTw95eXm8fPlS+I9tbGxobW3Fzc0NIyMjJCUlRZ6dr68vUlJSYsCroaGBoaEhMjIy1NfXU19fz4sXL7CxscHNzQ0nJycxSJSTk8PAwECoVuTl5enp6aGxsZHe3l60tLSorKxER0cHSUlJenp6aG9vR1dXF19f3//psvv/iMuHgYEBmZmZKCkp4erqKhpZV1dHeHg47e3trFixgsHBQe7du4eNjQ0uLi5MmTIFbW1tMjIySE1NJS8vT8gSFi1ahJubG1VVVdja2qKvr09hYSFnz57lwYMHTJkyBWNjY2RlZZk7dy6hoaG4uLjg4OAgyBt2dnbo6OhgY2MjElcdHR25evUqSUlJIn9k7EEEiOnPeFRnZyctLS3cunWLCxcu0NbWRlBQEOvWrSMoKAg7Oztef/113nvvPezs7Dhx4gRRUVFUVlayd+9eGhoaSEpKEoY+KSkppkyZQlJSEurq6lhbW+Pk5ISdnR0uLi7MmjWLzMxMnjx5gqKiIhUVFYyMjGBlZYWioiLh4eEkJibyyiuvCGnR2Eapvb0dZWVlvv/+e5KTk3FycmLJkiX4+PgwOjrKwMDAuGUurF69GgsLC9LS0gRSd+nSpYSGhlJbW8uWLVuwtLRETU0NGxsb9PX1OX78OB0dHfzxxx9UVVVRVVVFd3c3+vr6uLq6EhoaSmZmpvjbT58+HTc3N+rq6pg5cyaPHz9maGiI7Oxsnjx5Qn5+Pq2trRQVFREdHY2DgwOKiopi4jEmWxuTbI3xz3V1dQkKCmLGjBno6Ohw7969fyx3/CdVW1uLgoICkpKS1NTUkJeXR29vL99++y3BwcEUFxejp6eHvr6+CL47evQo33//Pb29vVhYWFBXVyfCk8aQgQUFBZw9exZ9fX0WLlxIYGAg3d3dpKamsn37dn7//XfCw8Pp6+ujoaFBkNLS0tLE6tjV1VUESHV2dorN0Weffcbdu3cFxnaMljU6OjpufRvLOaiuriY2NpYLFy6wYsUKnj17Rn19Pfn5+RQWFmJhYSFIJxYWFmhoaBAWFkZISAgzZ84kKCgIGRkZ/vzzT8LDw7l79y7q6upoaWnx9OlTwsPDKSgooKuri6ioKDIyMrC3t6e1tVXkIOno6IgQsD/++IPly5fj4eGBhYUFEyZMwNHRkfz8fGRkZJgwYQKzZs0S0qSmpiaioqLGrW8ODg6YmJigpKREd3c3LS0t2NnZiUym7OxslJWV6evrA2DZsmWUlZVRV1dHW1sbT548wdHRkSlTpqCkpERzczMHDhygtLQUc3NzJCUliYyMJCkpCVdXV/z9/VFVVSUyMpJ3332XtWvXsmLFCszNzYmJiQEQFKfMzEzu3btHa2urkMrduXOHjIwMPD09mT59OhUVFVy4cEGEwhkYGIxL38aSxcvKynjx4gUnTpygtbWVe/fu4eTkREZGBvn5+fT09NDS0kJiYiKhoaE0Njair68vTKxtbW2oqqrS1NSEo6Mjjo6OTJw4EQkJCebNm8cnn3zCzJkzefjwIY2NjVRXV6OlpYWsrCwSEhIinHLMlD6Geu7r66OxsZGXL19y4sQJUlJSmD59OgsWLMDAwAAJCQmGh4cxMDBg4cKFwiT7b9cYgQsQIJLS0lKio6NRV1enp6cHBwcHcTmSl5fn5s2bvHjxgtzcXA4dOsSFCxdoamrCyMgIdXV1tLW18fX15fjx4zg5OWFpacnIyAhdXV0UFBQwf/58srOzCQwMpKOjA319fWbPno2Pjw9qampiiBoQEICBgQE5OTnk5+czf/581NXVmTFjBnfu3MHQ0FB4xtLT01m+fDlJSUnj0jf4++IWFhaGpqYmL1++JDc3FxsbG27evImcnByTJ09GVlaW5ORk7t+/T3p6OvB3IndcXBzS0tKYm5ujoaFBSUkJV69exdXVFRMTE549e4aVlZXIZnJwcBD+M2tra86fP09+fj5NTU1kZWXx5MkTcRbr7OyksrKSzMxMysvL6ejooL6+HmlpaUZHR1FQUMDZ2RkZGRkqKipob2/Hw8Nj3PpWUFDAjRs3aGhoEFAbXV1dTp06hbq6Ok5OTiKVPSMjg82bNzMyMoKenh4TJ04U/R7rp4aGBq+//jqPHz8mJCQET09PbGxscHR0xNjYmPv37zMwMCBQvq6urtTX19PZ2cmMGTPw8PBgypQpIjtFVlaWlJQUDh8+zPnz5+no6GDGjBn09fWRkZFBeHg4NTU1BAYG/k9+wP9HyK4mTJhAcXExhYWF1NfX09jYyO7du3njjTeIjo4WlJO6ujoqKyt5/vw5169fx8PDgz///BNtbW3mzJnD6OgoNTU1+Pr6cu3aNfr7+2lra6OiokJw4T08PDh37hxnzpzB1dUVHx8fcnJyRGJwenq6kJRs3LiRlJQUQkND6ejoEO7/ZcuW8dNPPwF/UzrGAq7GPvxbtmwZF6LJmjVrsLGx4fDhw0RERNDS0sKXX36Ji4sLcnJyrF27Fk1NTXJyckQ4WXl5OXPmzBHGoLG0zLEUTHNzc9TV1TE3N6e/v5/W1lZSUlJITExk8+bNAtVobW3N5cuX0dbWZsGCBejr62NjY8P69euprKyktrZWTL0rKyvFunPDhg00NzeTlpYmEr3v3LnDxIkT2bNnj9Cv/5slKSmJj48PWVlZFBQUiHTk33//nXXr1pGQkMDFixfJy8sjNDSUvXv3IiMjI5KTVVVV+fjjj6muriYvL4/Ozk7++OMP8vPz2b59Ozdu3AD+fniNSczWrVtHW1sb8vLy/PbbbwKGUFRUxOPHj9mzZw8BAQGcP39eyAaHh4fR0NDA3d0dW1tbvvnmG1JTU5kwYQLq6urU1dWhpKREbm4urq6u/3rf4G+J5J49e0hOTub3338XE5sZM2bg5OTE2rVrxUPayspKJLsfP35cgA/G0qPHZAZfffUVx44dY/LkySJXYMKECUhKSvLrr79y8OBBkpKSuHTpEunp6Tx+/Bg1NTWWLVtGSkoKKioqPHv2jAULFgj5UW1tLVFRURw4cICioiKePn1KfHw87733Hk5OTmRnZ5OYmDhuyFgPDw/x/SYpKUlnZyexsbGsXbuWM2fOYGtrS1NTk8A8Jicns3jxYm7dusXatWsFfrG4uJjY2FgMDAzYuHGjOIQ3NzcjKSkpktsHBgaYPn06urq6Qn9vaGhIX18fFy9eFKnTY5+F3NxcAgICmDRpEp999hnwdzBiZGQkurq6SEhIYGBgIA5b/59oh/9GycvL09TUJLYtzc3NzJ49m1u3bjEyMsIPP/wgPGrq6uoYGBiwePFirl27xpQpU4iMjKSlpQVHR0fq6uo4dOgQ3333HQEBAcjKyv7H95SWlhavv/46LS0tqKurU1paysWLF2lpaRF5A/fu3RO42M2bN9PS0oKCggLNzc188803SEtLo6SkhLOzM/Ly8lRWVmJkZISqqipnzpwZN0nukydPWLVqFY6OjjQ1NTF79mwuXbpEbm4uxsbGJCYmCr27qakprq6u7Nq1i7t377J8+XKqqqpQVFQUh92enh4+++wzbG1t2bdvHydPnuTVV19FV1eX6upq4uLiWLJkCTExMdy8eRNzc3Oys7OFl6a0tBT426h98uRJSkpKRNhgeno6YWFhYmualZXFhAkTKCoq4vDhw/T39//P+P5/WvLy8ixevJjw8HBaW1vZvn0727Zt4/bt25iamuLs7MxPP/2Eubk5xsbGxMTEICEhwaJFi4iKiqKmpgYrKysqKirIzc0lJCSEzZs3o6uryx9//EFFRQUvXrzA0NCQWbNmsXPnTiFLbWhoEDROfX19LC0tKS0t5ejRo/j7+/Puu+9y9OhRCgoKsLS0xMfHh2nTpjF79mzWr1/PwYMHyc3NFRr+pKSkccuVAbCysmJkZARPT086OjqIi4tj3759HDt2jB9//JG0tDRu3LjB8+fPMTIy4s033+T69etkZWWhoqIisoQSExMpKysjMDAQSUlJrl27xtKlS+nr60NOTo6MjAzu3r2Lq6srjY2NbN++nfXr1/Pw4UNCQkJ46623KCgo4I8//sDW1paDBw9ia2vLhg0bMDQ05NmzZ9y7d4+vvvqKjz76CEVFRaKionj+/Dnt7e3MmDGDefPmjQvgAP7OzYuLi8PFxQVLS0s0NDTEYGTdunUMDQ1hbm4uhm23b98WqPl3332X48ePY2hoKC4khoaGPH36lJ9//pnr168LtLusrCzW1taUl5cTGhrKH3/8waZNmwgODqa6upq0tDT09PTIysri/fffR1lZmb/++osvv/ySiIgIRkZG8Pb2ZteuXbz//vv4+fkRHBzMgwcPxNBx4sSJ//Xr/keXj8ePHwN/p8+O3aR+++039PT02LdvH4aGhv/T71NQUODcuXMYGBjg4+PD6tWrCQsLQ1VVlfnz53Po0CGSk5NRUlJCTU2Ny5cv8+qrr3L//n0WLFhAcnIyeXl56Onp0dXVxddff426ujoLFixgwYIFXLhwgcmTJ4vwrps3b6KgoMDPP//M4cOHMTU1pbm5mejoaIaHh+nu7sbU1JTc3FyioqK4efOmeADn5ORgY2PDkSNHqKiooKysjIqKChGUOG3aNL777rtxMU6XlZUJn0VwcDDS0tJ89NFHvPfee1y6dEl8iFNTU0lMTKSuro7W1lYOHjxIXV0df/zxB59++ilffPEF8fHxIldl2rRpVFZWcvz4cTZu3MjUqVOxtLSkubkZFxcXPvnkE4KCgnj+/Dm6urqYmZmJSb6RkRGnT59GR0dHmKTGsILNzc1cvHiR1tZWMcn08PDA0tKSuLg4Jk2a9K/3DCAzM5NJkyaJg/OBAweEtMzf31+kApuamqKpqcnjx4954403WL9+vaATjeneY2JiKCwsRF9fny1btrBjxw5hVLS0tOTdd9/l2bNnfPXVV2zYsIG2tjY+++wzsrKyuHbtGtLS0hw4cIC33nqLwcFBhoaGKCoqQk5OjtDQUJqbm1myZAkWFhaUlZUxMDBAfn4+0tLSgt4jIyMzLn2Dv1PulZSUmD17Nn19fdy8eRNbW1umT5+OpKQkp0+fZnh4GFdXVxYvXoySkhLBwcE8e/aM5ORk1NXVKS8vZ8GCBcyfP5/29nasrKwoKyvDzc2Nzz77TEg10tPT+eijj1i4cCFHjhwRvhBzc3PBMndzc2Pv3r2cPXuW999/n2fPnmFoaChM+I2Njfz222/s2bMHNzc3IiMjqaur46233hKhqeNRUVFRDA0N0dPTw+TJk/H29mbjxo2sXLmS1157DS8vLz777DMkJSUxNjYmIyMDW1tbtmzZgoODA6dOnSI3Nxd5eXkcHR157bXXSE9PJyEhgc2bNxMbG8vWrVvx8PAgLS2NsrIyPvvsM3799VdevHiBhoYGd+7cITMzE0lJSd566y0yMzOJiYnhxo0bSElJoaysTGNjI11dXZw5c4YbN27g5eVFXFwcS5cuFSS748ePj1vfbt68iZmZGZqamigpKWFsbExtbS27d+/ms88+48yZM+zZs4fOzk6UlZU5e/Ys27dv59SpU9y5c4c33niDy5cv4+rqKsAj6urqODg4cPDgQV6+fElISAgTJkzg7t27XLhwgZKSEmbPno2VlZXQgAPiUPfo0SMSEhL49NNPRXirrKwsHR0d7N27l56eHnbu3Mnhw4dZtmwZnZ2ddHV1MWXKFK5cuTIufevs7MTBwQEVFRUKCwuRl5cX09CDBw+ipqbGixcviImJwdDQkClTpvDFF1/g5uaGi4sLPT09qKmp4eHhga+vL1paWhw8eJA9e/YgJSXFnDlzePjwIe3t7axcuVJo0bdu3SqIckuXLqWxsZGqqipWr17N3r17efXVVzlz5gyvvPIKjx8/5tdff8XIyIjw8HCRKP7NN99QUFCAuro6X3/9NXv37mXnzp2cO3fuX++bgYEBr732mgiXfeONN/D09GTatGls376dwcFBPvroI/z8/JCQkGD69OlER0fz9OlTZs6cKXCkYxKVGzduMGnSJD7//HMCAgKQkJBg06ZNDA8PU15ezokTJ/jyyy/57rvvePPNN6mvr2fmzJlYWlpSUFBAcHAw69atY3BwkNLSUhwcHAgMDEReXp4ff/wRY2Njdu7cSV9fHx999JEwT9++fVv4XcerOjs7+f3338nLy8PPz4+TJ0+Snp7OgQMHiIyMpKmpiXfeeQcnJydKSkqYPn06U6ZMEQOmLVu2MHPmTGxsbFBRUUFCQoKQkBBB3QwODiYvL4/8/HysrKzYtWsXDx8+FPLSoKAgbGxs6O/vFwfxpUuXcuvWLTIzM5GWlkZZWRlfX1/g71ySZ8+ecenSJaEe0NDQYOnSpdTU1Iwb1a+1tZX8/HyUlJRoaWmhoKCA1atXiyGjtrY2N27cEM+1y5cvs23bNjZt2sTHH39MZGQkCxYsoKqqirS0NFpaWti1axeKiooMDg5SU1ODpKQkAwMDSEhIcOLECR49esSFCxcYHBxERUUFHR0dtLS0uH//PvPnz+f58+coKSmhoKDAhg0bmDhxIrm5uVhaWhIYGEhwcDDvvPMOy5YtY8WKFcLCcOTIkf/6df+jy8cnn3zC8ePHxQTlvffeY+rUqcybN4+//vqLPXv2/E+/T1paWhimcnJykJCQoK2tTWQ/hISEYGRkRFZWFvn5+RgZGeHv78/06dNZv349ysrKlJWViUnA4sWLOXbsGDdu3EBCQgJZWVlBudm6dSsnT54UbO5NmzbR0NDAqVOnqKioYPv27XR2dnLs2DGUlJSQkJBAXV0dW1tbbG1t8ff35/bt2xgZGfH48WOhwx/LAVFXVx+XiweAlpYW7733HiMjIyxcuJD169djZGTEb7/9RkpKCpmZmejr6+Pj4yOMawoKClRWVpKRkUFFRQXnzp3j66+/xtzcnM8//5zTp0+TlZXFjBkzWLhwIR9//DH3799n1apVVFVVkZuby9OnTykvL8fHxwdVVVVhFg8PDxdpoYmJifj6+qKhoSF0vHfv3iUjI4OpU6cyc+ZMamtrcXJywtHRkT179rB7926cnJz+9b5dv36dgYEBrKysqKysJDQ0lKGhITEVt7a2Zs6cOcjLy5Ofn8+dO3d45ZVXUFBQoKSkhNLSUq5evYqHhweGhobig3zo0CEOHDjAt99+Kz7YhoaGbNu2jfDwcL755hv6+vr45ptvmDhxogjDi46O5uHDhzx//pysrCy8vLwEyePQoUMClXfjxg2OHTsmZDVjl7k5c+b86z0bq+7ublavXk11dTWBgYHs3buXyMhIZsyYgbW1NTdu3EBHR4fo6GhxSdqxYweLFy9GVVWVjz76CDs7OyHLS0tL44cffiAxMZFdu3Zx9OhRIiMj6e7uZv78+Wzfvp2vvvqKqKgo3n77beTk5ITva9asWUhLS/PKK68wceJElixZQmlpKcbGxlhYWHDr1i0aGxtF0OjYtL63t/c/PGLjUZ6eniQkJFBWVkZ+fr5I37W0tOTRo0doampy5MgRJCQkqKqqQkNDgz/++IP58+fz008/cf78ebS1tVFWViYzM5OFCxeipKSErq4u+/bt4/XXX+fRo0ecPHlSyBY+/PBDbty4gb6+PpGRkSKMb86cObi7u7NmzRoKCwvp7Ozk/fffJyYmBktLSzZt2oSDgwMREREkJCRgYWHBo0ePSE9PJzg4mLlz545Lz+Dvy0dVVRUDAwMkJycTHR2NnZ0df/31FydOnKCuro433niD06dPc+XKFXR1dfH09GRoaAh1dXWhmb5+/ToPHz5k48aN6OrqMjo6yqZNm9DW1ubhw4ekpqbi4+PDpEmTCA8PZ9++fcjLy7N69WpkZGRoamoiNjaWjIwMzp8/z6lTp5g6dar4Hp06dSonTpxg7ty5LF26lJiYGOFXSk1NJTY2lq6urv9LYuT/r6q2tpaioiI0NDTIycnh7t27ZGZmYmJiIhDPP//8MxYWFtjY2HD//n02bNjArVu3mD17Nl999RXh4eEMDQ1hampKX18fHh4eZGRkEBQURFJSEj09Pdy+fZuioiKOHz9OYGAgPj4+3L9/n/r6egYGBvDw8OCVV16htbWV+/fvk5eXx5EjR5CTkxMI9sLCQkEy8/DwQE1NjYaGBtLT0wX+/cyZM+PSt87OTkxMTPD09ERTU5P+/n709PR4++23xeBgbFOYnJxMYGAgmzZtEhkxu3fv5vHjxxgYGDBlyhQSEhIoKCggKiqKr776SsicW1pakJeXR0VFhbS0NI4fPy7MvcrKyri7u7NixQoePXqEr68v06dP5/XXXxdhtkFBQRw7doybN29iZGSEsbExR44cYf78+WzcuJFp06YRGxs7Lj0bq4KCAgwNDXn11VfJzs5m+vTpnDhxgokTJ4og5JMnT6Kurs6SJUvIzs4mIiKC27dvc+nSJWRlZens7ASgvLycLVu28Nlnn/Hpp5+yd+9e+vv7aW5uJj8/n8HBQZydnSksLOThw4ekpaWxZ88e6urqMDU1xd7enpkzZ/Ltt9/y7bff8uWXXwr/5diwYM+ePcyZM4ezZ8/yzTffsG3bNhYsWIC8vDxdXV3jdvkYC9xsampiypQpLFiwgM8++4yBgQFOnz6NlpYWdnZ2VFVVUVpayocffoiTkxMBAQGEhISIgEA1NTWkpKS4c+cOSUlJbNu2DX9/f9avX09JSQmVlZUArFy5Em9vb0HAWrNmDe3t7YI+NmHCBAoKCpCVlcXb25uvv/6ax48fIycnh6urKxs3buTly5f09vbi5+dHd3c33t7eBAcHExMTw9SpU/+r1/2PLh9r1qxhwoQJjIyM8Omnn2JmZsbRo0eRlpYWEe3/S40ZucZkLmMhgWVlZbz55pu89957dHZ2UlZWhra2Nq+//jqhoaG8//77qKurc+LECR4/fszDhw+JjY1FVVWV8vJyBgYG2L17N42NjVhbW5OYmMjnn3+OrKws7u7uXLp0iaqqKpE3oaKiwueff84bb7xBcnIyr776KgsXLuTBgwc8fvxYsKHnzp2LoqIizs7OxMXFicC0SZMmUVlZyZdffvk/X8D+SamoqIgHrbGxMcXFxWzcuJHCwkK2bNmCp6cnKioq6OnpUV1dzY8//khBQQEbNmzg0KFDQuNnZmbG5cuX+fjjjzl9+jSrVq3CycmJY8eO0dXVhZ6eHk+ePBF0rLy8PKSlpbGxseHWrVtERUWhpKTEgwcPWLlyJZcvXyYoKIgTJ06IFWJsbCw///wzsbGxvPPOOxQUFDBt2jRUVVVpa2tj//793L9/n5kzZ/7rfdPR0UFJSQkzMzNUVVXR1NTk5s2bpKWlcfbsWf744w/8/PwoKCigoKCAhoYGkVkREREhwq/GaBGtra2cP38egMLCQmpqapg/fz5mZmbU19djYWFBTU0NlZWVTJw4kaVLl5KcnMyTJ09wdnbG3NycHTt2iJTvoaEh7O3txfp+yZIlZGRkoKioKBKXp02bhqmpKWVlZeMmuQKYM2cOK1asoLu7Gzk5OZSUlFBUVGT+/Pliot7V1UVtbS3y8vJoaWmhoqJCVFQUX3/9NdevXyc1NRX4e2v07bffikPZ2LRszLtRXl6OiYkJ77//Pnfv3uXMmTNi+icpKcmlS5eEbEhGRobCwkKWLFmCq6srKioqwgy8dOlSXFxc0NbWFu+v9PR0KioqxuWyCzBz5kzKy8sB8PLywtfXV3xX3b17F3l5eV68eEFnZ6fIBHB3dxebD1VVVa5cuUJBQYEg042ZU8cIbZs2bSIsLIzi4mJ+/fVXTExMWL16Nbdv3yY1NZXu7m4MDAzw8/Pj/PnzIptFTU1NULSysrL49ttvcXR05MKFC7z66qucOHECGxsbsbUaz/dbYmIiv//+O0pKSigrK6OkpMTg4CC+vr58+eWXdHV1sWzZMg4fPszs2bM5deoUCQkJqKiocPbsWWRkZCgtLSUnJ4fs7GzOnz/P6dOn0dPT48MPP2R0dJT58+eTnp7OkSNHcHV1JScnB39/f+Tl5ZGUlCQ8PJzY2FhMTU1Zv349dXV1TJ8+HS0tLVxcXCgvL6e6uprTp0/T1taGv7+/kHKYmJiIwDAbGxshP/q369ChQ4SHhwtqjYmJicDnmpubc+fOHUxMTMjMzOSvv/5idHRUeF8ePXqEh4cH8+bN4/79+1y5cgU3Nzd+//13rl+/zvfff09cXBwzZswgODiY0dFRLly4wIEDB7h79y6vv/66QG9LSEhw6NAhoqKiRL6Ju7s7zc3N3Lp1C01NTV577TWuXbvG+vXrmTx5MnV1deTl5QnEs62t7f+UH/B/p8YgKfX19cyZM4dVq1bxww8/ICEhQXh4OGlpaSITZ3R0lD///BM1NTWePn3KjBkz+OCDD1i+fDlycnJER0fj7OzM7du3efz4Mbt372b58uW4urpSWVlJc3MzDQ0NxMbGsn//flJSUqivr8fb2xtjY2MBFPnkk0+wtLTk+++/F5CdgoICPvnkE7Zs2cLnn3/O0aNHMTY25vz58zx//hx9fX0uX76Mnp7euPQN/qbNPXr0CEtLSxYvXoyPjw937tzh2LFjvPLKKyxdupSkpCQKCwtFoKSqqipeXl64ublhYWFBTEwMd+/epb+/n/b2duLj43FwcMDAwICMjAyGh4dZuHAhM2bM4OzZsyxbtox9+/bx/PlzVFRUcHZ2ZsKECSxbtoyuri5KSkoICwvj+PHjLF++nMbGRq5du8bAwACLFy/m5MmTBAYGCnn0s2fPxPvg888/H5e+rV69mu+++44XL14wNDSElZUV69ev5969exQXF+Pg4CAsBJmZmRw5cgR3d3c+++wzlixZIrJkcnJyOHXqFENDQ0RGRvLzzz8TFRWFr68vSUlJyMvLi8+5srIyEhISdHZ2UlBQ8B/y07i4OBYuXIiTkxNbt26lra1NmNpVVVV57bXXqKioQF1dnYGBAfr6+mhra2N4eFiQV/+b+keXj56eHnp6evj1118pLCzk9OnTSEv//auio6NFaul/W97e3gwNDTFjxgwGBgb45JNPKCwsZOLEieTl5ZGSksKECROws7OjtrYWaWlpWltbycvLY+vWraSkpGBubs6mTZvo6OigsrKSqqoqfvnlFxISElBWVmZwcJDOzk4mT56MpqYm9fX1yMvLc/r0aTQ1NYUeXUNDg19++YX+/n5++OEHrKysmDVrFra2toyOjmJra0tJSQkffPABLi4uNDY2Mm3aNEZHR3nx4gVr1qwRa71/uwwMDFBSUkJdXV2w56urq1m2bBmGhoY8fPiQCRMmYGBggLGxMZ6envT19fHqq6+KQ8oYHUdaWpq6ujoOHjxIfX09hw8f5rXXXkNTU5Pm5mYhx7h69SobNmzAxsaG5uZmioqKKC4uxsTEhC+//BJVVVUqKysZGBhg/fr1xMbGkpKSwpIlS9DU1CQ1NZWwsDAkJCREyNBYKN14ITx7e3vR1dWlvr6e5uZmpk+fzrRp0zh+/DiXL1/GxcVF0JiCgoKQlZVlZGSEadOmER0dzeuvv46VlRXFxcV0d3fz2Wef8ddff/HBBx+gqalJbm4u5ubmGBkZoaenJ5CuKSkpKCkpER0djZmZGZMnT2ZkZITh4WF++OEHwsLCqKioEFKF9vZ2MjMzWbFiBcXFxfz444+Mjo6irKxMZWUl5eXlyMvLi/Td8aizZ88ydepUtLW1efHiBVevXqWtrY329naGh4cF+czKyoqBgQEiIiJITEwURsju7m46OzvJycmht7cXBwcH6uvreffddxkcHOThw4d0dHSQn59PfHw8SkpK7N27l+PHj9PW1sbo6Ci5ubmYmpry3nvvoampSVdXF1paWhQXF/P8+XNx2Oro6EBDQ4OVK1eirKzMjh070NPTY3h4WOTTjE3a/u2Ki4sjPj4ePz8/9PX1efLkCenp6cyaNQsnJydhrrW1tUVRUZGCggLhr2lra0NTUxMHBwecnJwoLy8XoV0SEhIUFhbi5+fH6Ogot2/fpqqqijlz5uDn54ehoSF+fn5CrtfU1MS3337L5MmTWb9+PefOnSMwMBArKyt6enrQ1NTEyclJoJHT09N57bXX0NPTQ11dnZaWFs6dO8eHH344Ln0bI690dHRga2uLiYkJampq+Pj4sH//foyMjLh79y6GhobU19cL70d0dDTLly+npqaGzs5OMSksLy/n7NmzFBYW8vnnnxMUFISpqamYdi9atIhPP/2UOXPmEBISwvHjxykoKMDZ2Rk7Ozvi4+PZvHkzkyZNEsby4uJiQa9bsmQJcnJyvHjxgrNnz7JkyRI8PDxQUFAAEGCSf7uqqqqQlZVl0qRJIpzyjTfe4NNPP2Xnzp2kp6ezYMECQkJCKCwspKioSCDYAwICiImJ4fnz5zg4ODBv3jwiIiL44YcfePz4MU+ePGHjxo0CcTpx4kRqamo4ceIEnZ2d/PLLL8yYMQMVFRVKS0tpbm7G0dGR3t5eAgMDAUhNTcXW1pYZM2YwMjKCsbExhoaGdHR04O7uzrJly3jw4AHPnz9n0qRJ40a7Wr9+PcnJyZSXl9Pc3ExHRwdr164VBLmxQE93d3eUlJSEjPPAgQNISEhQUVGBrKwstra2aGtrc+nSJebNm8euXbsYGBhATU0NExMT2tvbuXjxIn19fUL26O/vj6amJhISEly7dg15eXmysrJYvXo1X331FTU1NYSGhhISEkJfXx9RUVF8//33BAUFoaSkRFhYGBYWFmhqagrYx8KFC8elbwCmpqYYGBjQ0dHB48ePGR0dJTY2ltmzZ7Nw4ULu37+Pubk5Pj4+GBgY0NTURE5ODtra2vT19fHtt98yceJE+vr6qKioYOfOncybN4/4+HisrKz44YcfcHJyEt/b5eXlHDx4EElJSQwNDTEwMKCqqorbt2+Tnp4u0tQnTZrEokWL/uOcmJycjIWFBV999RVTpkzBzMwMGRkZlJWVMTMzE4Oi8aiqqiosLS2F9OvcuXNoaGiwYsUK1q9fL2IL5syZw5w5cygrK2N0dJRbt24xffp0Zs6cyaNHj4iJicHa2prXX3+da9eucejQIVRVVTEzM0NCQgIVFRW6u7vFkGTr1q3Ex8djYmKCo6MjeXl5FBQUCPnVWKjhWEjthAkT0NPTY9euXYSGhrJnzx4GBgbEmWWMVvbfDqf+0eXD39+f+fPn09HRwf79+/H19SUmJoYzZ86Im+P/UmNGcm1tbRobG8Vtd+7cuZSVlQlaQW5uLp2dnfj4+FBTU4OOjg7KysoAtLe3Y2Njg6urK9HR0ezatYv29nbu3bsnaFeSkpICL9bY2EhGRgba2to0NTVhbW2NhoYGpaWlTJw4kbi4OGpqakQgmLW1NcPDw6SmpqKuro6FhYVgSpuamgpqyMjIiMDJ/ds1NpFqamqirq4Oe3t7tLW18fDwQFNTk+vXr2NqakpqaqpI+p0zZ454MOnp6ZGYmCjID4aGhnh5eXHjxg00NTVpaGiguroaGRkZLCws6OnpYdWqVVRUVGBmZkZ1dTWSkpK4uLhgYmIimNtjSLy8vDzBsHZ1dUVbW5uysjKqqqrQ1NQU+EY1NTVmzpwpsJb/do2xtNXV1WltbaWyshI9PT1KSkqYPHkylpaWDA0NoaGhgYuLC52dnSgqKlJcXMzg4CD29vZCS5mbm4uqqqqgrgUHB2NpaYmKigptbW0ijEpGRoZXX30VTU1Nbt++TUVFBUNDQyLpWlpamtDQUAwNDSkvL0dPTw8JCQmampr466+/RLBPd3c3Tk5ODA4OCjrGtWvXxi0Qqaamhvz8fFpaWhgeHsbGxoY7d+7g6elJV1cX5eXlgm5WVVWFlJQUCQkJFBcXc+rUKVavXo2mpiYtLS1ISkqipKTE3LlzuXXrFrKyssyaNQszMzOys7NpaGhgx44deHh4kJSUhIODg0hGHkuMnjhxIhMnTqSuro7Hjx/T2dnJ0NAQNTU19Pf3ExMTw6xZs4Q/QlFREW1tbRoaGmhqahJkm3+74uLihJlcSUkJFxcXgaxub28XXoYxc/Xg4KB4GMXHx4uDh5aWFn19fVRXVyMtLY2zszOlpaX09PTQ3NxMfX09WVlZaGlpcfv2bebNm4e6ujqTJ09GT0+PuLg4CgoK6O3t5enTp8ydO5eBgQHc3d3F36W4uJjAwEC8vb2Rk5MjPz+f4eFhkSQ8nhUVFYWXl5dIK3/x4gV6enr4+fmJNOT6+npqampobGykp6eHoaEhtm3bRnZ2NoaGhrS3t6OoqIienh5DQ0NMnDgRRUVFfHx86OnpQVZWFicnJ3p6elBQUCAoKIiYmBi8vLxISkoS34/19fX4+Pigp6cnpHwaGhrIycmJYDU/Pz8uX75MWVkZWlpalJWVISsri66ursgccXFx+df7NqaTr66uZmBgAGVlZbq7u8WBecKECVhaWqKnp4eioiINDQ00NzdjYWGBk5MTsrKyyMjI0NXVRU5ODnZ2dtjb25ORkSH8NwoKCoLYBAgJ9tdff42JiQmurq7Iy8vT19eHrq4uWVlZODk5kZSUhK6uLiYmJgLL2t3dTUpKCps2bRKDg97eXjQ1NbGwsBi3y4ebm5s43NnZ2Qnst4uLC2lpabi7u5Obm0tLS4uQjgUFBQnQRWFhIY8ePaKurk5gjdvb25k+fboASYxhjoODgxkYGKClpQUZGRlKSkoICQmhoKCAkpISrKys6Orq+g/qnJeXF+bm5sjIyNDW1sbRo0dRU1MjPz+fe/fuUVpaKsALs2fPHlecuIuLCykpKTQ2NqKsrIytrS0LFizA2NgYFRUV+vv7cXR0ZHR0VAQx2tracvPmTd5++218fHzw9PSku7sbbW1tvLy8RChrcnIydnZ2eHt709/fz4sXL7CysqK2tlaEYgYGBjI8PCyQ4K+99hpZWVn4+/vz8OFDampqsLW1xdramt7eXpqampg6dSr9/f20tLQwdepUpKWlhZJlvEpWVhZpaWksLCxQVVVleHgYExMTent7WbFiBfLy8rS3t1NTU0NHRwcSEhKsXr2a/Px81NXVKSwsFNJUaWlpJCUlkZOTY3h4WNDHdHV10dDQID4+np6eHrKzs0XI9OPHj0U4pI2NDWZmZujq6vLWW2+RlpaGgoIC+vr66OjoYGhoiK6uLlZWVuIzoqCggJGREcPDw+Tk5PzXr/sfXT68vLx4+PDhf/xvwcHB/zhJ89mzZ7S3t6OioiKC6AwMDHB2dsbIyEgYwhsbG5GVlRVs8NmzZzM8PMzg4CC5ubk0Njbi5uYm1vNxcXG0tbWhpaUlvmTl5eUZGRnB3d2dkydPYmJiQmtrK01NTQwNDaGoqMjSpUt58OABPj4+9Pb20tbWRnV1Nc3NzSQlJfH666+LpMja2loKCgrQ0dHB2NiYJ0+eYGpqOi4p52P6ujE611gC8ljAU0NDAzk5OWRlZQmE4ubNm1FUVKSwsJCRkRGRG2Bubo69vT3m5ubY2dmJvBQFBQXU1NSor68XZKvjx4/T2dnJ4OAgqqqqGBkZ4ezsTHx8vJhsVFZWcu/ePdzc3PD29qa2tlagF8c+bLKyshgYGODk5ERQUBAVFRX/es/g783H8+fPsbOzo6uri9LSUiQkJFBUVGTevHnk5uZSXl7O4OAgPT091NbWYmRkxOXLl3nzzTcpKCgQD+ycnBxGR0dxdHQUIXADAwMoKCjQ3d1Nc3OzyFdwd3cXqeWZmZlkZmYyOjqKj48PysrKmJqaUldXJ7YbampqmJubk56ejqOjozj0jCUrt7a2IiMjw/3798elb/C3d0FJSYn6+nqGh4dxdHSktLSUkJAQEXJpa2srYAehoaEMDAwwMjKClJQUHR0dGBgY0NraSm5uLlJSUvT19REfH8+MGTN45ZVXKCwsZGhoSPhvxrYZGhoaVFRUiOyeMR3rzJkzaW5upr29XeSEdHV10dTURGdnJ6tWraKrq4vY2FhsbW1RUFAQgaHjVWMH2DHe/Nj32p9//klmZiYuLi7iIqKvr4+2tjZDQ0Po6enh7OxMY2MjBgYGqKqqoqWlJczyPj4+KCgocP78efH/d3d3U19fT1lZmSBUjV1Y5eXlmTNnDlpaWnR3d+Pg4EBcXBxSUlKoqqrS1dUltleurq4CVzs2UOjr62PChAnj1rekpCS8vLwICQkR+S55eXkYGBhgY2ODlJQUzc3NqKqqoqGhQU1NDSMjI6ipqZGamoq2tjY1NTU0NzczNDREe3u7MKc7OTnR2trK8PAwKioqTJgwgc7OTlxdXXn69Km4xDU3N1NVVYWamhru7u5kZGRw584d2traCAwMxMTEhMHBQZqbmzE3N+fx48dkZWWxf/9+cnNzRcbMyMiIQAL/26Wrqyu8kP39/VhbW3P79m08PDy4f/8+r776KiUlJZSVldHR0UF1dTUjIyPo6+uTlJSElJQUjo6OvHjxgry8PJYsWcKVK1fE5b2oqAhTU1OBax+7nDg4OCAhIUF3dzdVVVXU19czOjqKs7MzSUlJ9PX1oampiaWlJRISEuTm5iInJ0dxcTFycnLo6+vT3d1Nbm4uEhIS+Pv7U11djampqZBt/ZtVWlpKbW0thoaGODk5oaamxpUrV5g3bx7Jycno6ury/PlzAMzNzTE1NUVfX5+8vDw6OjooKSmhsLCQrq4uvL29hXF89erVFBUVUVBQgISEBPr6+kyYMAEjIyMSExOxsrIiMjJShLSZmZmJ70ltbW0WL16MoaEhBQUFpKSkiCyjMU9lXV0dmZmZpKeniyDHxYsXk5ycPG4HaX19fbE9MDExQUVFBTU1NXEJHsN8j4UoqqqqCoXBGG1OS0sLY2NjVFVVkZaWJjc3F2lpaR49esS0adNQU1Pj2bNnZGdno6enh6SkJFpaWvT09KCsrIy9vb0IfxwdHRWXuhs3bgjM+9OnT1FSUiI7O5uwsDBu3ryJjIwMmpqagq43PDw8Lj2Dvwfn6urq4sw2diYrKCggNDSUmpoanj9/TnJyMm1tbbi4uKCuri4uyi9evKCjowNTU1OMjIyIi4sjPz+fSZMmoaGhIeS5qqqq1NfX09/fj42NDWlpaWhqapKdnc3Tp08xMDDA39+fxsZGVFVVMTAwoL6+XlzWUlJSaGlpITAwUOS0dHZ2YmRkhIODg8i6+2/rH+d8NDc3C+324OAg165d+8fT/oqKChwdHQkMDGTOnDmsWbMGTU1N8vPz8fLyEtQOCwsLrKysKCkp4fHjx0ycOBEjIyOSk5MpLS3lwYMHnDp1isHBQb777jssLS1xdXVl1qxZzJo1i7CwMEFvcXFxIS8vT4R/VVVViT+2vLw8c+fOZdOmTSL4rra2lpSUFPr7+wUGzdjYmPz8fJ4+fUpJSQkdHR3cvn2b2traf9rW/6m0tLS4fPkykpKS2NraiolMSUkJDx48QEFBgYSEBJKTk2loaKCuro729nbhr4mPj8fNzY2wsDB8fHwICAjg999/Z+3atXR3d6OpqSmCtjIyMkSo1tSpUzExMcHAwEBc6MZMrpcuXWLt2rWUlJQwMDCArKws9fX1PH78mPDwcHx8fAgJCaG/v5+KigpMTU1ZtGgRDQ0N5Ofnj0vfxuQ9V69epaioCGtra2xtbQkMDMTa2pqcnBwKCwtJSEjgwYMHPH36lIsXL9LY2MikSZPo6OgAQE1NTWx6lJWVWb58OYWFhfT09CAjI4O6ujqmpqZ4eHhgYGDAlStXBMfdxsYGbW1tZGRkeOuttwSW8+uvv+bSpUtcunSJmzdvIikpya5du0hLS8PW1laEAHl6euLm5sbQ0BDW1tbj0jeAkJAQceAtKSkhIyMDCwsLjIyMcHV1FZufMXPfypUrsbCwIDAwkC+//JLExEQR5DR2ydixYwfu7u7MmTNHJHKP0YGSkpL46KOPePr0KUlJSYJYl56eTlBQkAg9dHV1ZeXKleLy7ObmRmdnJ56enpw4cYKGhgaqqqpEOGRXV9e4pSbD35IEHR0dFi5ciJ+fH5mZmcjJydHb20txcTF//vknaWlpQto5ceJEIiMj+eGHH3B0dMTBwUHALCQlJQV9SkFBAWlpaREIZWVlxcSJE3F2dsbDw4Pc3FzOnj1LXFwcycnJSEpKsn79ejw8PPjoo4+orKykv7+fiIgIfvvtN/Lz81m4cCG5ubkMDAyQkZGBnZ0dAA8ePCAiImLcfDKACNOsqKjAysqKvXv3oqSkRGJiIl5eXrS3t1NXV4eNjQ2zZs0SnPwNGzYgJSVFdXU1ra2tZGRk8PDhQ6qrq7l06RKpqamcO3cOd3d3Ojo6KCsrE36I27dv4+rqSnl5OX5+fjg5OaGrqyuC+06cOIGUlJQYQtjZ2TFx4kTCwsIwMDAQgZp2dnZi8DCWJ6CjozMufZOWlsbDwwMHBwcUFBSoq6vj7t272NrairyEJ0+eiODUtrY2EUx27do17t+/z9WrV4XPsqqqigMHDlBSUoKioiJtbW2Ul5eTkpLCixcv6O3t5e233xZo5rlz59LW1sbDhw9RUlJi6tSpQmIZFBSEsbGxCIesra2lra2NmpoaTp06RUFBgaDkBQcHk5qaSmtr67j0LTExkfb2dhFympyczLlz53jy5An37t0jLi6O3t5epKWlaWpqIjIykuPHj5OYmCiySMYIRWNkoJGREX799df/yP+qq6sTcmVZWVmCgoKwtrbmwYMHjIyM4O/vj4KCAr29vaiqqopJ/YULF/j++++5ePEi6enpTJ48GTs7OwwMDAgNDcXJyQkVFRUxOBtP1G5fXx+BgYEEBQWhqKhIXFwcP/zwAy9fvhQUuYqKCrq7u0Wi+9mzZ3n77bfp7e3lhx9+ICEhgcrKSiE7ffToEQBFRUU0NzeTkJBAeXk5mpqaXLlyhZiYGBYuXEhbWxupqalkZmairq7O/PnzuXHjhvi9CgoKIuTz7NmzpKWl0d/fLwZZs2fPFuGCM2fOFJk+41FZWVl4eHhQX19PeHg4165d45tvvqGsrIz4+HhycnKEWsXT05MZM2ZQWFhIU1MT/f392NvbiwtDUFAQDQ0NIrT77NmzdHR0MDg4iIKCAhYWFigqKvLFF1+wb98+WltbWbBgAYGBgairq9Pf38+jR4+4ePEip0+fxtHRkdmzZ6OkpMSTJ0/EmSQ/P1+ETj9+/JiXL1/S0NDwP4Uz/qPNR1JSElu2bMHOzo5z584hIyNDSEgIu3fvZv/+/f9zOqSHhwfPnz9HT0+PoqIi/vrrL/bv38/SpUuJjo4WnPGUlBRBu2ptbWXnzp0sWbIEZ2dnhoaGkJGRoaenh6+++oq1a9eyZs0anj17RlRUFPPmzcPCwkJM8KSlpdm4caMwZIeFhREXF8eBAwd49913aWlpYdOmTUydOpWJEydiYGBAWFgYo6OjSEpK8tNPP/HGG28QFhZGc3MzZWVlxMbGoqOjQ0BAwLgEmNXX1wvZxI0bN2htbWXFihX4+vry6NEjJk2axKlTpxgZGRFSrIiICNasWSMwizk5OUKjd+TIEfLy8vjoo484cOAA/v7+IpF33rx5hISEUFdXR0VFBTNmzOD8+fOoqKjQ2NjIvn37mD59OkZGRvT09LB161ZOnDhBdXW1SGcuLCwkMDCQ0dFRMjIyaGxspKysjOzsbJycnDh37ty45Afo6+sLRHFISAh2dnY8fPgQW1tbOjo6uHv3Lnv27MHAwIDExERevHjBs2fPMDc3Jy8vj5qaGiIiIjA3N2f27Nmkp6ejoaEhMiUOHz5MYWEhcXFxdHR0iHVpcnIy0tLSlJeXs3z5cmxsbPj88895+PChmHxLSEhQUFAgUkzv379PUlKSkBPB3zjAu3fv8vHHH6OhocH69ev/9Z6NVUJCgrikjUkPlyxZgpSUFElJSezdu5f8/Hza29uFLLK8vJyMjAxBaBrLlfn888/p7+/n7t27XLp0ifj4eCwsLHB3d2fq1KnY2dmRkJCAv78/UlJSlJeXs3TpUnJycsjMzCQ+Pp4lS5awePFikSAcHR1NRUUFzs7ObN68GScnJ9asWcMXX3xBaGgoaWlp3Lt3D319fYyMjP5nLPg/rbEAsZcvXwJ/b4q1tbVxcHDgwoULGBkZsWDBAiZMmICxsTHS0tJERESgr6+PnZ0dampqSEtLEx8fT1paGqtWrUJFRYUPP/wQY2Nj5syZQ0dHByYmJuzbt4/GxkY8PT3JzMzkypUrZGdn8+677xIWFkZqaipFRUU4OjoSGhoqJuE+Pj7U1dVx7tw5JkyYwKpVqzhz5gxSUlL8+uuvZGRk4OvrO+4m1oCAAOLi4oQRsqenh/j4eMrKylBUVGTt2rUoKSmRnp6OiYkJfn5+mJmZERAQgKKiIh4eHgIw4OLigpSUlPAP3r9/X2x3GxoakJWVFanTfX19GBoaYmlpSVhYGHp6epw/f54HDx7w6NEjvv/+e37++WeSkpJYtGiRIMeYm5uLnIwxP+Po6Cgff/wxXl5ewvfwb9bo6Ch37tyhtbVVbKo6OzvR09Pj448/xsTEhDfffJPi4mKxSVqwYAEWFhb8/vvvIuE7KiqK1NRUzM3N0dPT48SJE6SmpnLx4kWio6Opq6sTwwUtLS3y8vJ455136O3tpba2VhDZYmNjUVFRoampidLSUmJjY8nMzKS9vZ3CwkLeeecdDhw4QGhoKOXl5QQHBzM8PMyzZ8/w9/fHzMxsXDaVr732GuHh4WRkZHD9+nWamppYsGABFy9e5MCBA+Tn5zNlyhSMjIx48OABe/fuZerUqYSHh1NaWspff/1FY2MjampqtLS0UFlZiYyMDA4ODkRHR1NeXo6VlRWenp5ISEhgbm7O2rVr+eqrr5gzZ45I6lZQUKChoYFdu3axc+dOpKWlcXd3p7y8nJqaGqG2uHz5Mm+88QZLly5FQ0MDf39/gWgd8zqMl3+hr68PY2NjCgsLxTPA19eXjRs3YmRkJEzfwcHBKCoqkpaWJjxBISEhaGtrEx4eLuhyY143GxsbsrOzefvtt1FRUWHhwoW8+uqrfPjhh+zYsYMtW7bw559/ityusTPHmDx1bPhcVVWFlpYW8vLyPH36lJs3b4rAvcDAQLH9Gx0dHbchAcDkyZNxdnYmOzubKVOmEBQUxI4dO3jw4IHYCo6pVCQkJERG05dffsn9+/f55JNPAHj58iXq6uqEhYUxadIkVq5cyfbt23F2dkZaWlrg/UtKSti9ezfq6ur4+fnR0dGBkpKSUP5s3LiR2tpaNDU1xbnHz89PyNHHckfGzP3Dw8M0NzczOjrKxo0b/+vX/Y8uH1999RUrVqz4jy8DTU1NZs2axWeffcaxY8f+p9+nqKjItGnTRGq0p6cna9euZd++fcyYMQN/f3/CwsKwsbGhrq4OKSkpenp6UFFRISYmhry8PIqKioTvY8xQNJYauWbNGrKysnj58iUaGhrU1dUxefJkdu/ezZw5c9i7dy+FhYW0tbUJI7uUlBQnT55ER0dHHBpu3LjBs2fP+Prrr7l48SKffvopurq6KCkp0d7eTmtrK83NzcjLy4+L58PCwoLc3FyCg4NZsGABZWVlYlJy9+5dRkdHefvtt8nKyuLUqVPk5+cTFRVFTk4ODQ0NqKur09zcTHZ2NjY2NqxevZrjx4+zbds2Ojo6yMzMFJdCc3Nztm7dKlbmY/zzO3fuUFpaiqGhIbm5uUL/qqqqyvLly4mIiODRo0fIy8sze/ZsGhsbuXnzJn19fQQHB9PU1MQHH3yAtra2MGb/27V//34aGxsZGBjg0aNHHDp0iFu3brFr1y7y8/ORkJBg165dYlKpr6+PpqamOPT8+uuvYjJQXV3NhAkTqKurQ11dndTUVGbMmMGBAwdESObBgwd54403hNxm8eLFREZGkp+fzxtvvCGAAT4+PjQ1NWFsbCxScCsqKvDz8+Pjjz/GwMCALVu2cP36dYaHhzly5AgBAQFYWlqSl5c3Lr2bOnUqzc3NwpzW0NCAt7c3X331Fe3t7bS1tXHgwAHMzc1ZvHgxDQ0NLF++HHd3d/r6+vD39+f48eM0NzejpaUlqDu3b9+mu7tbEE0AKisr0dHRwdfXl59++ono6Gjgb9S3o6Mjhw8f5sMPP2T58uWMjIwQEREhkqwlJSWRl5cXRk9bW1suX77Mnj17mDx5MrGxsXh6eo7blnJ0dJSwsDDU1NRQVVUVyMiwsDAcHBwEeneM+Obv7y9yfBYtWiQkGjo6OixYsIDe3l6ysrK4f/8+p06dwtfXl7i4OOrr67l69Sr79u3D3d2dt99+m7a2NiZNmkRWVhZXr17l8ePHWFtbs3nzZlJTU+nr6+Onn36ipKSECRMm0N7ejoSEBK6urkhLS/PTTz/R3t6OiYkJ3d3dpKenjxtU47XXXuPYsWMCETuW3TQGbwgLC+PChQtYWFgwf/58sW3T09MTgbJjHqTo6GjCw8NZt24d8fHxgtA4tulMT09HSUmJffv2UVFRQXJyMmpqavT29iIlJSWSgL/55htOnjzJ7t27RUr9/fv30dTUZN++ffj5+bFnzx7u3LkjoBbd3d0AvPHGG+Mi6Xj33XeFHNfExAQ7Ozvk5eX56aefBO63qalJoM7r6uq4c+eOyNYKDQ1l69at7N+/n4aGBgwNDXnx4gXLly/n7Nmz5OXlYW5ujoWFBSoqKqioqKCpqUlTUxPwt2nWy8uL999/n66uLvF+Ajh+/DiDg4OMjo7S1dXF0NCQwIi6ubnx4MEDEUDY3Nws/Hbe3t7/et+OHj1KUFAQtbW1dHV1sWTJEgwNDXn58iV2dnb8/PPPPH36lIULFwq4wYcffsgrr7wi8Mxjz0s9PT3s7e2pr69ny5YtjI6Ocv78eRHk1tHRgZeXl6CgeXl5ceLECRITE4mLi2PRokXs2rWL+vp6AgMD+f3339myZQt6enpIS0szb948lJSU2LlzJ25ubiJ8rqWlBX19fXJzc/n000/HhbwJoKSkxLp16wThcmhoiJkzZxIREcHhw4cZHBykvLyc+vp61NXVKSsrY8qUKZSVleHo6IiTkxPOzs54e3tjb2/P6OgoSkpK/Pzzz1y8eJGvv/5aDAESExM5deqUyMkak7epqakxMDBAVVUVW7du5fbt2wQGBvLNN9+QlJSEgYEB7u7uBAUFMXnyZCZPngwgPu/FxcUoKSlhY2MzLj2Dv4f5SkpKdHZ2kpqaSnV1NXPnzuX+/fvizPvll19SVFREbGzs/8Hbf4ZXWbXt2vCeZKb33nvvvZIQAoTeQlUpAgICAqIoAiKgUlUQVKQjUqVX6YQaIIUQUknvvfeevD/c5vieZ33vWs+t6zXjjxrYppnnnNd1jXGex7EfvHz5EgsLC/bu3cumTZvYvXs3TU1NLFq0iMWLF5OUlMSdO3fw8vIiIiKCoqIiKioqiI+Pp6ysjOXLl7N27Vr27duHoaGhyMZyc3MjMTGR3bt38+6773LkyBG2bt1KQkICCQkJwotqYGDAzZs3+fLLL7GysiIhIUF4SQBR0/9pyfT/gxb9smXL+OWXX9i5cyerVq0SP3/w4AFr164V3b3/abW1tZGRkcFPP/2Eh4cHw4YNw8rKivz8fLZt28YHH3xAbW0tR48e5eOPP0ZGRob6+nrMzc2ZN28e06dPJzs7G1lZWTw8PDA1NRVkot9++43e3l7GjRvHjRs3kEgkBAYGMmrUKCwtLXnnnXdISkriwYMHFBUVcezYMRITEwkJCWH//v0EBwdz4sQJFBUVOXPmDBKJhJCQEPT09Lh9+zZTpkwRCLdLly6JwLrMzEzGjx+Pp6cnzs7O/4rhS1o3LS0tDh48SHZ2Nurq6oJUcuLECW7evMkvv/xCWFgY58+f5/fffxdBUzt27MDDw4PAwECGDh1KamoqT58+xd/fn6amJmRlZZGTk6O8vBwNDQ2amppoaGhg+PDhbNy4kSdPnnDu3DkiIyNJT0+nvr6esLAwnj9/TmlpKe3t7Xh4eODn50daWhonT54UHqGvv/4aWVlZLl++TH19vciwsLS0xMfHR+jQ/826xcXFYW9vz7Fjx+jr62Pp0qUcOHCA0tJSRo0axW+//cbHH39MSUkJiYmJDB48mIkTJ+Lh4cG0adOora1l0qRJ2NnZ0d/fj4KCAjt37iQ+Pp733ntPbH7d3Nxwdnbm9OnTnDlzhkePHmFgYMCePXuQk5PDzc2N7u5ujh49yvHjx7l27RqysrKCsBMUFMT777/PgwcPUFNTIz09XRyEioqKaGlpYcGCBRw/fpyNGzf+a3X7r7XbvHkzxsbG5OXloaioyDvvvEN4eDh9fX2MGzeOwMBAFixYQExMDHfu3MHNzQ0zMzO2bt3Ke++9h5GREZ2dnbx+/RqJRMLmzZv5448/BLFl4cKFhIeHC43/y5cvycnJIT09nWnTpiEvL094eDjq6urEx8ezYMECQSA6cuQIV69epbKyEisrKyQSCQ8ePODSpUtMmjQJS0tLiouLGT16NIsXL+bVq1dYWVkNSN26u7v57rvvyM3Npa2tDXNzcy5fvsyqVavYvXs3YWFhREREUFBQgEQi4YsvvmDdunWMHDmSAwcOMHLkSPLz81FSUhKo4WfPnnH8+HG6u7v55JNPRNDZjh07kEgkDBo0iP3797NmzRr09PRwd3enpaWFhw8fCj2v9Hsm7danpaXR1dWFvb09KioqTJ06laioKBFMt379esrLy0WI3b9dN2lYYmBgIO+88w4mJia8efOGxYsXs2fPHt68eUNbW5uYdjx8+JBDhw6RnJzM2bNnyczMxNnZma6uLhoaGggMDMTBwYEJEyZQXV2NqampmOb09PRgb2/PO++8w+HDh+nr60NDQ4Pc3FzU1NSYOHEipaWljBgxAjMzMxYtWiQmw4GBgURGRrJt2zaePn1KS0sLpaWlIrTPxMQEZWVlzpw5w4EDB/71e1xDQwN5eXkkJCQgKyvLoEGDcHBwwMXFRejhCwsLRSe9t7eXKVOmsG7dOjIyMlixYgX9/f08evSIlJQUPD09BfnQ0tISd3d3HBwcePPmDTExMXz99ddcuXKFHTt2oKmpSU1NDeHh4Xh7e1NZWUlPTw9GRkaUlpby3nvvceXKFVJSUmhra6Ojo4NFixYRGxsrKE1OTk709PTQ1dXF7Nmz6erqoqys7F+vG/zVQX7w4AFv376lvb0ddXV1ISHy8vIiLS2NkpISZGRkMDMzw9vbmzt37tDW1sbKlStpbm4WzVHp83PJkiWsX7+ewMBA1q1bR3x8vED1NzY2sn79enx8fHBwcOD69eskJCRga2tLa2srMjIyKCoqkp2dzcuXL/Hz82Pw4MG8fv2ay5cvM2LECGJiYvjpp5/Q0dHh5s2bYg81efJkfvnllwG5VlVVVTl79ixKSkr4+PgI/P+oUaO4fPkyBw8exMzMjCFDhuDr6yvM1a2trUydOhUZGRk+/PBDenp6+PPPP6mpqSEyMpLHjx+zYsUKbt++TU9PD56envj4+Ii94YEDB9i9ezc3btygubkZb29vQkJC2L17N/39/URHR9Pa2kpWVhYxMTE0NDQQGRkJ/HUAHzJkCBs2bMDGxgYrKyvU1dWFD3Mg6tbR0cH27dupqKgQByd9fX0WLVqEjY0NNTU19Pf3k5+fT3Z2NhUVFXR0dKCvr09mZia//vor3t7e1NTUcPPmTf744w92797Nq1evqKioICEhQYQq//bbbygrK/Pzzz+LeIk9e/bg4uKCo6MjxcXFLFu2jLVr14pg1vv37/P27Vvq6uqoqqpiypQpmJubEx8fT0hICKamply6dIm9e/cSGRnJvHnz/qO6/aPJh3Ts/l+xgT09Pfz222//KFFTRkaGo0ePUlpaSmhoKAoKCkyYMIHNmzejr6/P7t27MTY25vz58+LBaWpqSkpKCuXl5Tg7O6Ovr4+hoaEY07m4uPD69WvKy8sZM2YMurq6gr195swZFi9ejKamppAONTc309raSkpKClu3bsXV1RUvLy/279/P2LFjsbW15dWrV3z55ZecOHGCWbNmMX78eC5cuICbm5uYjlhZWTF48GAaGxv/SWn/1pJIJAQFBeHv709XVxdv3rxh6dKlrFixAi8vL+Tl5QXVQFNTk71793L//n0KCwsxNTXlwIED9PT04ObmRnBwMBkZGZw9e5YDBw7w8ccf4+/vT3V1Nfr6+kyfPp2goCBcXFyYMWMGampq4jT9+vVr7O3tmTt3Lg8ePGDBggVs3rxZBAPV1NSgrq7OZ599hqKiIj///DPz5s2jv7+fzs5ONDQ0UFBQQFtbW3QI/+26STvQUu1taWkpY8aM4caNGxQXF7N161ZxYywtLWXWrFk8ffqU+/fvM3jwYF6+fEl1dTXDhg0Txufx48djb28vqA979uxBXl6eVatWYW1tzS+//IK8vDzDhw+nurpa4Gbv37+Pr68vP/74I5WVlWzbto2LFy9y7949Hj9+zLVr13B2duabb76hsbGR8+fPY2xszNSpU1FTU2PTpk0DIvMDxDh75syZKCgocOPGDa5fv864ceNYuXIlFy5cYM+ePeTk5NDf34+hoSG5ubncvXuXRYsW8eGHH3L27Fns7e2ZP38+JSUlYjJZXFxMeHg4WVlZlJSUMGTIENauXcuhQ4eYNGkSbW1tuLi4CHKPvb09jY2NfP3115w8eZKKigrS09MxNTUVKcCHDx9m/vz5jB8/nsDAQJqamjA1NaWlpYXc3NwByw8wNjZm79691NTU8Pz5c27dusXChQv55ZdfuHjxItOnT6ewsBB9fX3k5OTYt28fUVFRqKmpsXnzZl69ekVBQQFaWlqEhYURGBjIqVOnePbsGYcOHWLZsmVMmzaNzMxMjhw5QkREBCNHjuT3338X0gs/Pz8UFRVpaWnh448/prS0lKKiImpra/H19SU6OpqGhgbCw8PJz8/H19cXFxcXkQPR3NzM7t27RRjcQCyJRIKLiwsqKirU19cLmIecnBynTp1i27ZtfPvtt3z99dcCw+nr68vVq1dRVlbm5s2bKCoq0tXVxYMHD7h8+TKurq4sXryYwsJCgoODRdf03r17yMjIcPv2bdLT05k8eTK7du0iMTERDw8PFBQUOHjwICtWrBDXq6+vLx4eHlRUVLB69WomTJiAuro6u3fvZvfu3aSmpvLixQvevHmDg4PDgBnOtbS00NbWprm5mbKyMhQUFCguLkZFRYVJkyahrKwsJDChoaFUVFSwdOlSxo4dy7p161i0aBEREREMGTIELS0t7t+/z65duzh48CDnz59HW1ub+/fv8+DBA8rKynjx4gWBgYGsWLGCs2fPMmzYMEpKSjh9+rTwpA0aNIgHDx7Q2tqKu7s7ISEhqKio8ODBA77//nsOHTrE2rVrGT58OPfu3aO8vBx1dXV++eUX/P39+eyzz/71up06dQoVFRUmT55MQ0MD165d49mzZ/z0008cOXKEX375RQR2WltbC8JaWVkZJSUllJaWUl1djZ6eHp2dnUJX//nnn3PmzBkBZLGyskJHR4dnz55x+/ZtFi1aRElJCQsWLKC3t1do+GfNmoW8vDyHDx9m1qxZrF69mlu3bpGcnMzKlSvx9vZmz549rFu3jg0bNuDi4kJkZCS+vr5s376dL7744l+vmXQdP36cIUOG8PbtWw4fPkx9fT0mJiZUVFTg4+ODn58fz58/R0tLC/jLxyE194eFhREVFSW8s1FRUSgpKbFhwwY2b97MiBEjqKqqwtHREUtLS+Li4vj222/x8fFh06ZNYkL88uVLVFRUmDFjBkOHDuXDDz/E0tKSGTNmEBERIabdDQ0N+Pn5oaqqyvnz51FWVqa5uRkTExPs7Oz45ZdfBmxi1Nvbi46ODuPHj6e9vZ2TJ0+yYcMGQkNDOXXqFHl5eeTm5grC66RJk6itreX48ePCMP/tt99SWVmJioqK2Ltev36d5uZmFi9ezJ9//klGRoaYDp85c0bItb28vARgqKysjI6ODqKionj48CE7duwQfrCuri7hBe7p6eH06dO4uroKUt7EiROZNm3af/y+/9HhY/DgwWzfvp3q6mqePn1Kbm4uly9fJjMzk9WrV//t17OxsUFFRQU1NTWBIJX+MzAwkNTUVG7evElJSQmOjo4MGjQIT09Pjh49KpIdm5qaePbsGbW1tZibm1NeXo68vDwdHR24ubmJqPmmpiaqq6uJjo5m8uTJdHZ2ipRQR0dHUlJSyMrKori4mIULFzJp0iSBQ+3v7ycnJ4fY2FhCQkLw9fVl3759mJubo6+vj76+Pn5+fpw4cYIJEyb8k9L+rSXdlEp14MrKygwfPpzi4mJ8fX2pqqriypUryMvLo6CggKKiImlpaaioqGBhYUFpaSmKiork5OQQHR2Nuro669ev59atW0ycOBFHR0cePXqEoaEhenp6bN26VWSa5OTkoKuri6+vL11dXWRnZ5OamoqdnR2HDx/Gz8+PhoYGDAwM+Oijj5BIJLS0tHDp0iU++eQT4uPjheFY2j26cOECQUFB/3rdpJusYcOGUVRUxM2bN/Hy8uLChQvMmzcPExMTQa7q7+9n8uTJvH37VnRApTIzKUZWIpEwevRoAgMDefnypQgBnDp1KoWFhfz00084OTnx/vvvc+XKFY4dO0ZbWxvW1tb4+/uzdOlSCgsLqauro7q6mtzcXIqKitDW1kZWVpb333+fixcvoquri4GBAS4uLsTHx/P999+joaHBypUrkZOT+9frBuDo6IiXlxcODg5UVlZibm6Os7Mzz58/F9eWlHxVUlKClZWVMNZ/8cUXoruVnZ3N8ePHcXFx4eLFi7zzzjvY2tpiZWXF48ePSUxMJC4uDhsbG27fvo2lpaWgq0mTgX18fKiurmbx4sX89ttvdHV1YWBgQEhICGZmZqSmpmJoaCg2hBUVFdjY2KClpUVSUhIvXrxg2LBhA1K3vLw8Ll26RG1tLX19fbS3t4vEX4lEIjJflJSUyM3N5dKlS5iZmYkNr9Q4bWxsTG1tLRcuXGD79u0YGBiQnZ3NiRMnMDAwQFNTE01NTRISEvD29ub27dskJiYSHBxMVlYWFRUVIhPj/PnzaGlpMWnSJJ48eYKWlhaTJ0/mypUrjBw5EgMDA0Fb6+vrQ11dHT09PZSUlAakZvCXXK2oqIj4+Hjq6upobGzk7NmzfP7559y8eZPo6GgA8btGRERQX1+PkZERtra2jB07lqCgIPr7+zEyMsLKyoq2tjYB6xgzZgzl5eXk5ubS29tLXFwcRkZG5OfnY2RkhKKiIsOHDycsLIz29nbq6uqEPEZFRQUFBQWeP39Od3c3Y8eO5c8//yQsLEzkPHh7e2NtbS1QvZMmTRqQuikpKeHl5SU2ym1tbdTX13PkyBEqKysJDQ3Fy8sLTU1N0tPTef36Ne7u7sTHx1NaWkpAQAB5eXloa2szdOhQqqqqyMrKor+/HwsLC3JyclBXV2fMmDEUFxfz8OFDFixYgJubGykpKXh5edHZ2YmWlhZz5swhPj4eAwMDoqKiOHXqFG1tbQQEBDBo0CAmT56MmZkZZ8+epaSkhDt37iAnJ0dERAQeHh48efJkwIItGxoacHFxwcDAgJKSEuAvL2RhYSGjR48WmFEZGRk6Ojro7OxET08PfX194uPjuXfvnoBuAEyZMoVvv/2WgoIC5syZQ2lpKcrKyvT29hIbG4uvry/Xrl1jxYoVKCoqCglLWloaOTk5VFZW8tVXXxEaGspPP/3EO++8g7y8PF1dXURHR3Px4kXmzp1LY2MjH3/8Mc3NzQL9rqCggIaGxoDUDSAkJISioiJ0dHSYN28eNTU17Ny5k6+++opLly6hoKDAkCFDaGtr4/Hjx9TV1aGtrc3Vq1f54osv6OrqIi8vT5AfW1paxIRuyZIlyMr+xUfKzs6msLCQnTt3sm7dOhYvXoycnByBgYGoqKjQ2tqKuro6r1+/Fsh/XV1d8buFhobS09MjvKYhISF4e3vz559/cuXKFQwMDKiqqhqwuqWkpNDe3i7Q+ePGjWPnzp0i0LKgoIDRo0dTWVlJeXk5/f39wqM6ZcoULl++jIGBAYMHD0ZDQ4MzZ87w3nvvsXz5clasWMHQoUOxsLBAS0sLKysrTpw4IbLv/vjjDwYNGkRKSgrJyck4ODiQm5uLhoYGU6ZM4cCBA6Smpgq6lvTet2HDBj7//HPS0tLEvsjc3JxHjx4xdOjQ/+h9/6PDR3h4OAYGBvz888+sWbOGzs5OHBwc+Omnn/5RUJyWlhZqamqio/X27VsR1COVXEgTbgGSkpKwtLQUJ+ny8nKB4lRXVycpKQkjIyNiY2OZN2+eCHiqqKgQ6DZDQ0M6OztF3kVjYyNtbW0iRbqhoQF/f39KSkqIjY3F1dVVmM1v377NoEGDkJGRYfr06SIJNygoCE1NTTGK/7eX9D2rqqoKY+SDBw+YNWuW0JCWl5dTXl4uDNb6+vrU19czbNgwYmNjBQK0paUFRUVFnJychOFUqleVUqwePnyIubm5uGlI6Tva2tqYmJjQ1tbG+PHjOXfunDDwv3z5EjMzM7GRGj58OA0NDaiqqiIvL09xcTH5+fnU1dUxa9asAamb9CIODAxEX1+fhoYG2trayMvLo7u7m4iICKFrd3V1xdraGoBXr16J7oqfnx9aWlrk5uYKlLGMjIx4XemIUltbGxcXF2xtbUlNTaWxsRFlZWVcXV1xdXVFTU2Nnp4eqqqqcHJy4uXLl5iYmDB27FgqKyt5+fIlurq6dHd3I5FISEhIIC0tTWQXSDMtzM3NB6R20s1adna2YO/X1NRgZWVFTU0NaWlp4s9MTU0FPvH7779n48aNPHv2DF1dXTo7O4VG9+bNmwCoq6sLilpYWJjAdVpaWtLb20tNTQ2GhoaUlJRQVVWFh4cH1dXV2Nvbc/r0acaPH4+ZmRmdnZ28evWKrq4ugoODyczMxNDQkI6ODnp7e8V3faAOHgC3bt0iKysLZWVlISHR0tLC3Nyco0eP/rfE+sbGRlxcXFBVVeXEiROkpaXh5uYmMoeqq6sJCAgQGT/STZq2tjaVlZVUVlYSHh6OqqqqAGpIpTja2to4ODgIOYiuri6lpaWkpaWhoaGBq6srgYGBVFRUMG3aNDQ1Nenp6UFdXR0rKyv09fXJyMjAxcVlQOomkUiQl5cXWQFSRPXnn3/O5cuXkUgktLW1CbnO69ev8fT0JDs7Gx8fH3H47ejoQE9PDysrK37++WcWLVpEXV0diYmJ4pAvkUhobW3FzMyM1tZWzpw5Q0lJCaampuIe6ubmJn4fKd++p6dHZPW8evUKdXV1FixYQHZ2NtbW1tjb29Pf309NTc3fhrH80/X8+XPxu6mpqYmDlfR+r6Wlxb179wRFSU5OjuXLl7NlyxZsbW0ZOnQohw8fJjU1FXV1dQwMDOjq6iIqKoqOjg6ysrKEdDQ8PBwLCwusrKzIyMjA39+furo6gb0vKSmhs7NTZC1oamoKGIWU3hYcHMz3339PW1ubUBKUlpYiIyODm5vbgGnwg4KCSExMpLy8XMAKent7sbS0xMvLi/r6eqysrNDW1kZZWRltbW38/PzYtWsXFRUVmJmZ0d7ezosXLwRud8aMGejo6KChofHf8MMmJiaUl5eL52xISAinTp0iPT1dfEZdXV20tLSQnJyMRCIhLi6Ozs5OamtrefLkCUZGRsLYL20ISXPLxowZM6CHDxkZGWJiYhg2bJj4vMLCwnj8+DEyMjKi+VtSUkJPTw8eHh4EBASQk5ODhoYGz58/R1ZWlq6uLp48eUJVVRXDhg0jOTkZ+Gu/U19fL/yo5ubmTJs2jeDgYCoqKtDT0xMNxadPn/LgwQPq6+s5c+YMfn5+KCkpieyWZ8+ecefOHRQUFNDU1MTJyYmamhqSkpJEg2aglrQJW1NTg6qqqsjQkZOT+29eWen3UQqfsbOzE41SW1tbXFxcRFZTYWEhysrKzJw5k5iYGOTl5QWaOCwsTCCQpUTEkpIS7OzsGD58OJqammRlZdHR0UF+fj4KCgp4eXmJTKn6+nrq6+tRUlISqHPp/kdTU/M/ft//GLXr7OzMr7/+SkxMDAkJCZw+fZoRI0bQ0tLyt1+roqKCmpoadHR00NfXp729HVVVVcLCwkhMTERdXZ2enh4UFRXp7u7m/v37AnkrDTvJycmhr68PNzc31NXV0dfXF5kJUr66NIBKR0dH4MnU1dXFSS0vLw8TExMUFRVRVVUVX0hpx00atJWamipeUxow2NXVha6uLhUVFX8rYv7/dpWVlaGrq4ubmxuqqqrU1NTg7e1Na2srZWVlwgwo7apGREQwb948bGxsUFBQ4O3bt4KGJSMjQ19fH8XFxfT29lJUVCSwgc3NzVhZWaGqqioyQpqbm8X7lmId5eTk8PT0FEF8lZWVVFRUUF1dDYCDgwPd3d2oqamJ/BVVVVUyMzMHJBsFwNbWFiUlJerq6lBSUsLPz4+qqiomTpwoTF6tra0oKipibm5OR0cHurq6aGpq4uLigrm5Ob29vYKwJg0AqqiooKCgAENDQ2EIzs3NxdDQEEdHR3Jzc9HS0iIoKAhHR0exAVdVVRW5BVpaWmhpaYmOjJaWFgkJCURERKCsrMz9+/d5/fo1+vr6vPPOO4wfP150hAZiWVlZUV5eTkJCgpACVVRUMHz4cHR1dZGXlyc9PZ3e3l5Bx8jMzKSwsFCENKalpVFcXCykIVIMqBSG0NzcLDbO0jGvmZkZAQEBuLm5oaSkJILlent7iY6OFlMTU1NTioqKuH37NiUlJXh5eSEjI4Oenh6Ghoa8ffuWe/fuUVxcPKDI2NraWhwdHfHw8EBTU5OOjg78/f3p6OgQD1c5OTnq6uro6elh0KBBaGtrc/nyZfz8/Bg9ejShoaGoqqqKCUhjYyMJCQl4enpiZ2eHpaUlHR0dvHr1ira2NpEHY2NjQ2FhIfLy8tjZ2dHT00Nra6vwpUmzaCoqKkhLSxPYRal0TjoV6Ovr4+3bt6SlpQ1Y3ZSUlARQw8bGhtLSUpFFIZFIUFVVxcbGBh8fH9TV1Xn48CFFRUXC7C0jI4OcnBwtLS3k5OQQFxdHbW0ttbW1+Pn58ebNGyoqKlBQUEBZWRknJydsbGzw8vLiyZMnouGVnp5OUVERU6dOpbW1lXfffRd7e3tBI7O3t6e7uxsHBweh0W9sbKSrq0tMM+Xk5ASe/t9eFRUVPHz4UBCVpAQfIyMjYTDPyMgQ3jEZGRl6e3vp6uoSeS/6+vri2WthYUFdXR1WVlb4+fmJ+6BUsTB69GiKiorE51NYWEhXV5d4JmlqaorwPU9PT1xdXUWi+eXLl8nIyMDJyYnIyEgGDx6MgoKCIHG1tbVRUVExIHWTSsSSk5Opra3Fw8ODpqYmamtrKSwspLq6mpaWFtTU1PDw8GDkyJHo6urS0tJCV1cXtra2KCgoCDXBs2fPmDBhAhYWFly9epVXr15RVlYmsKdS8Mvjx48pKCigt7cXQ0NDLC0t0dLSQlVVlYyMDKqqqkTDU0ZGBg0NDRoaGpg+fTrXr19HS0tLHJqkU6q+vr4BvVbz8vJEA+7169diL5SVlUVLSwvFxcXk5ORQU1ODtrY24eHhomFbVFTEy5cvKSkpobe3Fzk5OWRlZYmIiKC5uRkDAwP09PRob28XuTvXrl0TVDQZGRlevXolUL4ZGRlkZWWJzDEbGxtsbW1F+K90D/PmzRtaWlpEI8jGxgZXV1f8/PwGrG4KCgriuVBcXExhYSFDhw4Vckg9PT3hDTEzM6OtrU18/tXV1eIw3NzcLGADLi4uIrQ3PT2dgoICWlpa6OjoICgoiICAAOTl5XFxcaGqqgpFRUX8/f1xd3cnLS2NZ8+eicmRiYkJ5ubmaGho0N3djbm5OY2NjSIAU0FBgerqaoqLi//Woe0fTT7+T+vcuXN/G/2ZnJws6AeAQCjOnj2bK1eusHLlStasWYOsrCzOzs5oa2tjaGjI48ePcXR0RE5Ojtu3b1NUVISdnR22traik7dnzx4WLFiAjo4Ourq6BAYGChKDtrY2Tk5OtLe34+TkhEQiwdbWFlVVVfT19fn++++ZPXs2bm5u6Onp0dLSIlJHa2tr8fT05OrVq1haWmJqairY5wOVAlxdXU1GRgaurq4iv2PQoEEiiXf16tVYWVmhrKxMQ0MDMjIyJCcnM3r0aOLi4nB1dRWhXK6urrx9+5bOzk5aW1sJCgri7t27ODo6MmLECFRVVcnKymLIkCHU1tairKxMZmYmRkZGQrtrY2PDli1bMDU1pbi4GD8/PwICAjA2NhZ//9q1a6xbt47t27fT0dFBQECAMMm9efNmQMbrvr6+ItBH+lnKyMiwZs0afHx8WLduHcbGxqSlpVFfXy/MZ9Ib3fDhw3n+/DlZWVkoKioK7Wh7e7sIt/Pw8EBXV5fk5GROnz7N4sWLCQgIAP7aUF2/fp07d+6gr6/P0aNHqa+vp6Ojg1GjRnHixAmysrIIDg5m4sSJ5Ofns3r1atrb2+no6BBZAj4+PiIUaaDW27dvkUgklJaWkpOTg6qqKqNHj8bJyYn169ejr6+Prq6uuEbb2tq4ffs2S5Ys4dWrV7i7u4uHkaOjIwEBAZiZmWFnZ8eIESPE4begoEB4PFJSUnB2dubDDz8U17GysjLJycmYmppy8eJF5s2bR3R0tAhAk+pfDQ0NhfeovLyc5ORknj59ipqaGo2NjQMij4S/kpOlvHWpVGPt2rVYWlpiaWkpzLwSiQRLS0tUVFTo6OjA0NCQlStXivweeXl58vPzOXz4MFFRUdy/fx8dHR3+/PNPnJyc6OjooK6ujqNHj7Ju3Tp0dHTIz8/HyckJOzs7ZGVliYmJ4dWrVwQHB6OmpoaJiYl4jbi4OExMTPjoo4+IiIjgypUrFBYWoqioSGVlpWDsD9Tq6elhyJAhtLe3k56eTnd3N3Z2duzcuZN33nmH1NRUkTtUXFxMeXk5Bw4cQFFRkdjYWDQ1NYXkqKSkhFevXrF7925Onz7NBx98wI8//kh5eTlGRkaoqakRFhaGsrIyQ4cOpaWlBRcXF2RlZcnPz6elpYXg4GAePHiAr68vJSUlKCoqCqmb1MdkY2PD5MmTWbRoEU1NTSQlJVFeXi7kwQNBCnN3d+fq1atoa2tjZGRER0cHa9eu5eHDh9TW1nLp0iXeeecdnJycqK2tJT09nejoaCQSCU+ePKG0tFRk+ujp6VFXV8f+/fuRkZFh5MiRwlP45s0b/vzzT4KDgzl9+jQTJ06kra0NRUVFbt68iZ2dHatWrRKy6NmzZ9Pf309dXR1ycnJUVFRw7tw5srKy2L9/P83Nzdy4cYOSkhKsra3x8/Ojrq6OlpaWAZl+lJWVsXLlSk6cOCEIW1OmTGHVqlX8/vvvbN++ncLCQlRUVLC2thbQhoULF5KWlkZ/f784lFVXV/PLL7/g5uYm3qesrCzjx48XXojCwkJ27dolMLPBwcE4Ojry9u1bYmNjaW9v5+HDh8yYMYPc3Fy8vb3FxjM9PR1XV1eampowNDTk2bNn6Ojo0NDQwPnz5wVFbPfu3f963QA6OzsZOXIk169fJz4+XiCIDx8+zAcffEBrayvW1tbY2NiI/Bkp4EJ68Hr58iU2NjYsX76cqqoqCgoK0NHRISkpCXd3dxobG8UUwNbWlpcvX6KpqYm6ujpPnjwhISEBExMTRo8ejZycHDt37uT8+fOCalhZWYmcnBwGBgaMGTOGlJQUnJyckJWVJScnh56eHgYPHizUMgOxPDw8MDMzo7CwkNevX9PQ0ICzszNqamoik83e3h51dXVKSkqEt6ipqYnk5GQ8PT1FuHReXp7wkJqYmHDhwgU0NDQoLy9HTk4OX19fSktLRYD3pUuXxHOhq6uLxMREfvjhBwDeffddwsLCKCgoIC4uTihbYmJiaGlpwczMjIqKCnR0dESI8N/x7P5Hh4+RI0f+rfTpv3v4GDZsGH5+fuLh5u3tLWg1kyZNoqmpiaCgIOrq6ujo6MDX15cnT55w5coVNm7cSH9/P8OGDaOrq4v29nacnZ3JyMjA3Nyc5ORkQkJCxM04Li6Offv2kZKSwvXr17l79654oEr15lOmTCE8PJzDhw+joKBATEyMQMy6u7sTGhrKvXv36OzsZPny5ezdu1eMm2NiYpCVlR2QALM5c+awZcsWSktL6ejo4M2bN+Tm5qKjo8OCBQsYOnQo06ZNo7u7m9evX1NYWMgXX3zBxo0bWbNmjaCFJSQkcOfOHVpaWti0aRNTpkwhOjqa4OBgOjs7OXToENnZ2cyZM4crV66QlJTEkiVLuHjxIiYmJmJ8+uLFC8rLy2lqaiI/P5/IyEji4+M5d+4cGhoajB8/nmHDhpGSkkJ4eDj6+vrCFA9/SQUG4vDx4sULTE1NcXFxIS0tjUOHDrFu3TreeecdnJ2duXnzJsbGxjQ0NNDV1YW+vj4JCQkoKSmRkJAgOuwlJSWcPXtWPKiVlZXZu3cvPT09nDx5kpycHExMTLCysuL06dNIJBKsra1ZuXKloKYUFhYSExPD+vXrefXqFdra2sjLyxMbG8uLFy9QVVUV3dOLFy+ybNkyXr58SWxsLElJSYImNVCaaIlEQmNjI3Jycri7u4uwsLS0NPT19RkyZAhFRUXk5eWJAKNPPvmEadOmkZiYSGtrK0VFRfj4+ODo6Eh6ejonT54kMzMTVVVV9u7dKxCVVVVVXLhwgdOnTxMVFYWzs7PY6NXX13PixAmRvfDw4UPmzJkjumQhISH4+fmxbNkyGhoauHLlCl1dXejp6WFnZ4euru6AShKkSeYRERGoqKjQ399PSUkJ7u7uZGdni2nN1atXyc/PRyKRoKioyJdffom+vj5fffUVU6dORVdXlzdv3mBoaEhrayszZsxgzZo1GBgYMHLkSMaPH4+SkhJXr16lt7eXrVu38vHHH2NhYUF0dDTl5eV4e3sL31tXVxeDBw8WE5f29nYuX77MV199xZo1azhx4gTTpk3jzz//FMGP0ryZgVjZ2dn8+uuvBAQEMHr0aGbOnMnly5eRk5Nj2bJlfPrppzx+/BgNDQ2RGj9nzhwiIiL48ssv2bJli/BYmZmZkZiYKA4M5ubmlJWVMWjQICwsLHj69Cn6+vqoqKgwbdo0wsPDRb6MkZERkyZNYtq0aXh6egq6YW9vL5qamigqKlJWVsbbt29RVVXlvffeE3ky4eHhBAcHs2HDhn+NnPO/rujoaHx8fHj9+jU6OjosWbKEiooKDh48iIeHB7t37+a7775j8+bN2NnZMXfuXJGl5eLiQm5uLg0NDbx48QKJRCIm2gEBAcjIyNDf3096ejp5eXlispuYmMjbt2+5desWpqamQtFQXFxMdHQ0n376KdevX2fw4MEEBgZy8uRJjh8/Lu6n8vLyrF+/ngcPHjB58mTk5OSIjo5m3bp1mJqaDoic2cLCgs7OTpYsWSI2U5qamuzfv1/Idd99912RDD179mw6OjqwsbFh/PjxfP/996xYsYIJEyYwceJEHj58yNGjR8nNzeXjjz/mzp07uLu7M2jQIPLz84mOjqaqqooNGzawYcMGtm/fTlhYGN7e3owdO5Zhw4bx+++/iyDQqKgoamtr6ezsZOXKlVy9epWVK1dy7tw5li1bxtGjR6muriYqKgonJyfevHnzr9dMuiIiIjhz5gzV1dVoaWmRlZWFrq6uUABI5cXSwNULFy6I5lx1dTXLli3jwoULtLS0cPHiRVJSUgSVdPny5WRmZuLp6YmXlxd5eXksX76c48eP4+3tza1bt4iKisLT05P09HQx0VBXV+fMmTOUl5czZcoUxowZg729PdXV1Xz88cfMnj0bLy8vDh8+jImJCcbGxqKBM1BZH62trXz22WcMGTKEqKgourq6hORx5syZHDt2DCsrK549e0ZbWxuurq50d3ezZ88eHjx4QGpqKqampvT29lJRUSHuf0eOHMHExAR9fX2Bxu/o6BAhqbNnzyYnJwcPDw+cnZ3Jysri/v37zJs3j4yMDKKjo5k+fToxMTH09fVhZ2dHW1sbH330EU5OTvj6+rJlyxbq6uqE3PrJkyeiyfo/rf/o8DF8+HChb/0/rZ6eHq5du/Yf/Y//6xozZgyJiYn09vZSVVXFmTNnRBT87Nmz8ff3F4YiHR0dQcZavnw5kZGRvHr1ips3b9LY2MiwYcOIiooSHgNra2s+/fRTYmNjsbOzIyAggGXLlrFgwQKSkpKwtbWlsLAQS0tLwsPD8fT0pKSkhC+//JJPPvlEjNGl3ZqLFy8iLy/Pjh07uHbtGnPnzqW6upqhQ4fS1tbG8+fPefXqFcXFxX+7Dn93/fTTT8jIyPD06VN6enqYO3euMIyuWbOGjz/+mJs3b5KRkUFNTQ2FhYWie6SlpUVcXBxlZWVkZGQIqsiQIUNwd3fH3NycPXv2kJeXR1BQEB9++CGFhYXk5+djYGDAy5cvCQkJISAggJaWFtauXcvXX39NRUUF06dP57PPPhPI2KioKObOncuNGzdwdHTkwoULWFhYYGxsjKamJra2tnz44YcDZvKSGqW6u7txd3dn27ZthIeHc+jQIc6ePUtUVBTZ2dmMGTMGa2trNm/ezAcffIClpSXp6ekMHjyYR48eoaOjw2effcaVK1fETfHGjRvY2NgIipCxsTHwlwyioqICW1tbVq1aRXt7O/Ly8uKgKw3BVFNTY82aNfT09BATE8PQoUN5/vw57e3t6Orqsnv3bl68eMHIkSP55ptvgL/kOlJz5L+9TExMWLx4MdHR0fT29uLj48O2bdvo7e3F1tYWAwMDkpKSGDRoEPr6+nz44YcUFBTg6enJvXv32LJlCx999BHl5eXs2bNH0Df279+Pv7+/kDC+fv2agoICVq1aha+vL++//z729vZ89913pKWl4ejoyN69e0UAkzSkcMSIEXR2dpKTk0NpaSk6OjpMmzaNkSNHcvbsWWpqajA1NcXQ0HDAMj7gr9F6f38/ampqDBo0CIlEIgyQv//+O3Fxcdy7d4+wsDAmTZrEjz/+SFhYGMHBwYwcOZJRo0aRmJhIZ2cnEydOFN2x7u5uent7RdewpKQEQ0NDEeJobW2Nr68vzc3N+Pn5UVBQQGdnJyEhIXz11VckJSVRV1fHq1evmD9/Ph0dHWzbto3Lly+jra1NUFCQaPzk5+fT3NxMUlLS36Ka/N8saTde+oCUQiwWLlzI/v37efXqFYGBgcjKylJUVERDQwOTJ08G/pqg79+/Hzc3N5FxNGLECLEZdnFxQVtbm8zMTJGt0N3dzaNHjxg5ciRxcXGEh4ezePFiNDQ0qK+v5+HDh6xZs4bTp08Lb1FLSwsBAQFERESI7rasrCwZGRncu3eP33//HRsbG95//33u3r07IHXT1tYWGvu4uDiePXtGRUUFK1euZO/evXh4eAhykHSCcevWLYHIHjx4MK6urkgkEtEI+f777/n999/55JNPyMvL4/Dhw9y+fVuE93p7e+Pt7c3Zs2fx9fVl5syZAuc5ZMgQfv31Vz788EO2bdtGTEwMgYGBfPvttxgbG4sOra+vL4sWLaK4uJjm5mbRWPzggw+YOXPmv163H374gezsbFpbWxkzZgwfffQRmzdvJiMjg/3797Nr1y7a2tqYNWuW8BBdvHiRw4cPs2nTJmxtbSktLRX3aenBbfDgwdy/fx8FBQX279/P5cuXGTRoEK6urmRmZgo8+Mcffyz8HLW1tbi4uFBXVyekylKy4bhx4xg1apSIIdDU1CQuLo6pU6fy/Plzzpw5w969ezl37hyhoaH/et0AAWmYMmUKxcXFHDx4UACI3NzchEReQUGB3t5egf339/fn0aNH5OTkcO/ePXJyctDT00NNTQ1VVVXq6urYt28fNjY2REREUFJSwtGjR/njjz94/vw5f/zxBytXrhSwjsLCQqysrFizZg0eHh7Iy8tz5coVIS+UEuBkZWWZOnUqX331FfPnzyczM1NIYPv7+/Hy8hqQuo0aNQoVFRWcnJwwMzPj+fPnNDc309HRwZw5c4iOjkZJSYl58+bh4eFBUVERH3zwAQkJCcyZM4eamhr27dtHS0sLqqqq4gBbWFjIzZs3GTNmDIaGhnh7e7Nq1SrS09M5e/Ys3377Lbt27SIuLo7u7m7c3NwYOXIk58+fZ926dRQVFXH9+nXCwsIICQmhr6+PK1euiIBhaRZVRkYGeXl5KCsrM2XKlP/4ff9Hh4/Ro0fj4OCAgoLC//h3/4mO+urVq5w9exZZWVlxw5RutjQ1Nfnjjz949uwZzs7OjB49mg8++IDU1FQCAwNFKMyQIUMwMDDAwMCA7777juzsbPbs2UN/f794iEokEsrLywkICOCzzz6jv78fZ2dnJBIJVlZW+Pv7o6GhQV1dHSYmJty4cYPPP/+c+vp6iouL6ezsRFVVlevXr7N+/Xp+/PFHsrOzMTMzIycnh9bWVrZt28aBAwcYM2bM367D3111dXXMmDGD+vp68eG/evWKx48f09fXxyeffEJ2djaurq6MGDECdXV1Dh48SHl5OXV1dVRWVuLq6oqenh7p6emcOHGCiRMnEhkZKTCV/5UutGzZMu7evUtNTQ1v374lOTkZbW1tzM3N6ezs5NKlS0yfPp2FCxeyadMmPDw8OHLkCHp6epSWljJu3DgqKipQVlYmMjKS2NhYLly4QENDAwsXLhQhNf/2kkINfv/9d5ycnBgzZgwLFy5kzJgxzJ49myVLlrB3716hN5aXl6egoIDa2lp8fHwEa7y8vJy+vj4+/PBDNm7cyPLly5GXl+fo0aPCr/Hy5Uvevn3L4sWLyc7O5uDBg7x+/RoPDw86OzvZu3cvX375JUuXLmXlypXIyMggLy9PS0sL06ZNo7Kykrlz5wqZ35IlS9i5cycXL15k6dKl/PHHH7x+/fo/ujb/v1gvXrzg9OnTNDc3ExkZiaenJ8OGDaOlpQUbGxs8PT0xNTXl6NGjtLS0cPbsWRoaGti5cyeXLl3C2NiY7u5u6uvraW1t5fXr19y4cYMff/yR0tJSFi9eLCRpUh3zlStXcHV1Zd++fXR2duLu7o5EImH37t34+/vz+PFjfv31V5YuXSpSbf/8808BqRgzZgy///47gwYNQktLi/b2dhISEgaUaCIFCEjToidOnMju3bv58ssvuXTpEiNGjODkyZM8fvyY4uJi7t+/T1xcHElJSXz00UecOnWKmTNnMnbsWHR0dCgoKBCTurt371JbW8uxY8d48eKFyHJYsmQJv/76K6dPn0ZVVZWCggJh+DUyMuL+/fsiDXnGjBlCGnT79m2uX78uyCVbt26lr68PFxcXPDw8iIqKGrC6FRQUsG3bNpKSkti5cyeRkZFMnjyZ0aNH09/fzx9//IGGhgY9PT3CiHry5EkmTJjAgQMHSElJoaenhxkzZrB7927a2to4ffo0KSkpXL16VTSYYmJiUFVVFeGgampqfPrpp0yZMoVbt27x6NEjYR5euXIlCQkJLFiwgJkzZ3LkyBGuX79OSkoK69atw8rKiri4OK5fv46hoSHy8vIkJCQwdepU3N3dB6RuOjo6NDc3M2LECObOnStkr5cuXWLo0KHY2dkRGRnJjRs3uHPnDlZWVuzevZs///yTrKwsioqK0NPTY/z48cydO5ekpCRGjx5NTk4O7777LsuWLSMoKIgjR45QX1+Pjo4O77//PvHx8djZ2fHll18ybNgwHB0duXTpEp6enuzfv19kL8jKyuLi4oKPjw/x8fHMmTOH+/fvM3/+fOzt7Tl48CBFRUWEh4ezcOHCAZtShoaGCrKbvb09b9++paenh6+++opFixbR2NjI1q1bSU5OJiYmhpUrV+Lr60toaChycnI0NzcLyeyECRM4c+YMQUFBnDp1in379hEfH4+KigpxcXHcuHGDS5cuMWfOHHbt2kVpaSlZWVm4urry7rvv0tDQIJqoXV1dfPXVV2RmZvLo0SOysrLYvn073377LUeOHBGEv4cPH2JhYcEXX3zBkiVLmDNnzoDUDSAjI4OrV6/S09MjjNNGRkYYGBhQUVHBr7/+ysaNGzEyMhKTxiFDhlBfX4+amhqpqano6ekJ31V+fj7jx48nNDSUqqoqIiIieP36NS9evMDAwIARI0agoqLCrl27+O2333j//ffJy8sTyFhvb2+RMXXq1Cm0tLQYPXq0eC6Xl5ejq6vLl19+SUFBgfCt5ufn09fXN2B1g7+mHz/++CNOTk7Mnz9fyD0rKir45JNP6Ovrw9jYmNzcXA4cOEBISAj19fV89tlnmJub4+fnR3x8PG/evGHNmjW8evUKa2trioqKmDRpEuPHj+fYsWMsXryYmzdviiDIvLw8AgICRI3v37+PnZ0dSkpKaGho4OfnR3JyMpcuXRKS7xEjRrBlyxZMTEy4d+8eXV1dqKuro6ysjETynzs5/qO/6ebm9v/3s7a2Nh49ekR5eblAzJqYmPwjCkp9fT2enp4YGhqSn59PZmYmCgoKrFixAiMjI27dusWKFStIS0vj3r17fPjhh4IJ3d7eTmBgILW1tSQnJ9Pc3ExFRQUaGhpcu3aN4cOHk5iYiK+vL1ZWVjQ1NTF69GjKy8s5efKkMHVJJBLq6+vJysrCysoKb29vvvvuO5qammhqakJTUxNZWVmqqqrw9fUlPDycn3/+mYULF+Lv78/QoUPp6+sjLi4Ob2/vv12Df7JWr17Ntm3byMjIwNvbm+HDhxMTE0NbWxuLFy+mtbVV4NekITXr1q1j7dq1vHz5Ei8vL549e4ZEIsHExIS0tDQ++ugj3Nzc2LJlCwEBAdjb22NtbY25uTlZWVloa2tTWlpKTEwMM2bMICwsjNzcXEpKShg3bhxdXV3cvXuX9PR0EhMTxU0gPT2dsLAwkZC7fv16kUjv7u7OoUOHWLBgwYDUbd26dcycOZO6ujouX77MvXv3iIiIQFZWlsbGRuGt6O7uFh3f4uJifvzxRwoKCjh06BAWFha4u7tTW1vLihUrWLRoERMmTGDJkiU4ODhgaGhIQ0MDnZ2djBo1ivnz55OXl8fWrVuZMGECFy9eRCKRsHXrVn788Ue+/vprFi5cSH19PW1tbfj6+mJubs7z5885ceIEeXl5uLm58eTJE1pbWzE2NqawsJD9+/fj5OQ0YCPigoICNm/ejLa2NrGxsRw6dIjly5ezatUqFBUVKS8vJyMjg5SUFOrq6hg1ahQODg4UFhayfft2QZ8bNWoUbm5u6Ovr8+jRI9asWcOhQ4cwNzcXet3o6GjS0tJ48+YNxsbGfP311yQmJpKQkICenp6YoHz++ef4+vqyatUqzpw5Q0ZGBj4+PsyfP5+mpibOnz+Po6MjWlpaSCQSHj9+zN27d7GwsBiQmsFfEsmysjIyMzN58eIF8fHxjBw5koMHDzJ16lQRlqqtrY2uri62trb09PQIMteuXbtISUnh+++/R11dnaVLl7Jv3z7u37/PF198QU1NDX19fYSFhREUFMRPP/1Eb28vu3btYseOHXh7e6Orq0teXh4NDQ3CROjt7c20adPQ1tYWSbY1NTUMHz4cb29vVq9eTWpqKlZWVkLHnpaWxoYNGwakbmvWrKG9vZ34+Hgx2Zk4caIw5jo6OlJfXy/8VmlpaSgpKXH8+HHk5eWBvyg5eXl5pKSk8PDhQ+bNm4eCggIVFRXk5ORgbm5OQ0MDL1++JCYmhq+++oovvviCKVOm8PLlSwwNDRkzZgwxMTG89957LF26lO+//541a9Ywbdo0LC0t8fX1xczMjI0bN6KmpsbPP/8siH5lZWUCF6qurj4gdQsMDBRNpaSkJPr6+pgwYQIvXrwQmToWFhZUVlbS0tIiSGjSDc+nn35Kd3c3bW1t3Lp1iz/++IOZM2fS1dXF7t27WbNmDaqqqhQXF4t06Pj4eEaNGoWjoyO+vr4AmJub8/XXX/Pbb7+RnJwsAgulYbS9vb2CSOft7c2uXbv44IMP8PDwEEF0ly9fFtKkf3vFxMQwd+5cbt++zc8//4ynpydLly5lx44dKCgoMGbMGKqqqpCTkxOZQ4sWLeLPP//k6dOnPHr0iPz8fKqqqujs7KSjo4Pw8HCys7NJT08X9y59fX0cHR2ZMmUK9fX17N+/n/nz51NXV0dDQwNFRUU8ePAAS0tLZs2axeDBg9m3bx+urq4YGBiQnJxMV1eX8EO4uroiIyODj4+POHgaGxsTGxs7YObpzMxMAGEIf/bsGYsWLWLTpk2cO3eOTz75hLCwMCIjI5GVlSUvL4+3b9+ycuVKOjs70dHRwdfXF4lEQm1tLampqZw5cwYFBQXhldPU1GTOnDlUVlayf/9+rly5wvPnz0lPT+fx48ekp6ejr68vfGDr16+noqKCvLw85s+fL/zBGRkZyMvLs3btWoEOt7KyQktLC01NTQHGGYhVUVHB4MGDMTEx4e7du7z77rusXr2agIAAPv74Y7y8vLCyshKwAy0tLaKiojh+/DgffPABVlZWbNmyhZ6eHr799luCgoJISEhAXl4eKysrNm7cSEBAABMmTGDWrFncuXNHHG5MTU0ZNGgQ5eXlVFRUMH/+fLKysigtLaWmpoZLly4xfPhwZGRk6Orq4ueffyY+Pp6PP/6Y48ePC9BCUVERfX19REVF0dvb+x+9739kOH/9+jVLly4VJ1YponD69OmsWbNG3PT/0xUYGMjNmzcxMDBAUVGRV69e4eXlhYaGBrt27cLDwwNLS0ucnZ0pKioS8qHvvvsOR0dHlJWVSUhIoLe3F21tbW7fvo2hoSGbN2/m+++/x9PTE3Nzc3R0dDAyMiI+Ph57e3s6OztJT0/Hw8OD9PR0bt26Jd5HeXk5q1evpq+vT2SEqKqqMnHiRExNTTl48CA6Ojr88MMPwguQmJjI7NmzBYL0315NTU3Y2tpSVVUlNOJSrKG8vDyJiYnY2NgIOoevry937txBV1eXjo4O4uLiRCaI1BfT2NhIa2srISEhJCcnY21tLRCgzc3NmJqaimlRVlYWFhYWaGpqMnr0aLq6usjJyWHRokVkZ2cL/GJjYyP19fV0dnZiYWGBg4ODIIhJcYrSju5ALCUlJTo6OsRGV+pbaW1t5eOPP6aoqAhVVVUGDRqEra2tSAU1MzNj7969lJSUYGNjQ0xMDIWFhRQXFwu84ZkzZ5g3bx61tbXIycnx6aefIisry/Hjx7G0tOS9995DXl6etrY26urquHfvHkVFRaSlpeHp6YmLiwtBQUFYW1sLqZacnBwSiYQpU6bw6NEjFBQUmDJlCnp6ehQUFODs7DxgpnMZGRmys7Oprq4WXqnKykqioqK4cOECDx8+pKGhAX19fcLDw/Hz80NPT48tW7aQkpLCZ599RkFBgcjk0dPTQ0ZGBnV1dfbt20dJSQmDBw9GRUVF4HVDQkJwcnLiyJEjjB49mpEjR4qapKenC211eHg48BcuMyQkhPj4eIqKivjoo49YuXIlLS0t9PX10dXVhays7IBtBOEvHLH04SztQickJPDhhx+SnJxMZmYmNTU1AsWblpaGhYUFY8aM4dmzZxQWFlJUVISSkhI6Ojq8evWKvr4+0tPTcXBwwNramqSkJHJycnB1dWXt2rUC3LFmzRqePn2Kn58ftra2XLt2jebmZpYsWcKKFSvQ0dGht7dXUNwMDQ2FeVGaHeTo6ChIZgM1oYS/NoP+/v6CCOfv78/IkSMFlVDanJKVlcXY2JjAwEA8PDzYu3cv7733Htu3b0dLSwtTU1PU1dVRU1PD0NAQGRkZJk6cyLNnz2hubsbR0ZFPP/2UW7dusWXLFqZPn05OTo6gVtXV1aGuro6rqyu3bt1i9erVwshZWVmJnp4ew4cP5+HDh3z66ad8/fXXKCsr4+Pjg4KCAgUFBXR3d6OrqzsgdTM1NaWrq0vk70RGRvLDDz+gqqpKS0sLdXV1uLu74+LiQn19PYWFhfz44494eXnR2NhIYWEhcXFxIgBNmpNy4cIFQkJCOH36NCoqKujq6tLc3ExCQgIff/wxlZWVZGdni7yAq1ev4ufnx8yZM3n8+DHq6uqMHj2aN2/eoK6uLtD00mwCKf2qs7MTOzs7Bg0aRGhoqIDR/NvLz8+PpKQkkWvQ3t4uAgFnzZpFUVER165do62tDTU1NZ4/f46bmxsaGhq8evUKTU1NJk6ciL6+PoWFhdTU1NDV1YWfnx+PHj0Sagspuvj27dt88cUX1NbW8v7779Pf309lZSV1dXW0tbVx7949QkNDWb58Oenp6WhpadHT00NjYyOxsbGYmZnR3d0tvEvSia6ZmRlycnLk5uYOSN0ACgsLhYne29ub5cuXc/36dXEvnzdvHq2trTQ3N6Orq8ugQYPw8fHh6NGjNDY2CsKTvr4+iYmJXLhwgR9++AFdXV0++ugj7ty5Q319Pbq6uvT09AgfZn19Penp6fj6+qKurs6bN2+4f/8+xcXFaGtrs3TpUoqKinj+/Dn+/v74+vrS2tpKd3c3srKyyMjIUFhYSFZWFoaGhhgaGvL06dMBkfnBX80RaWMKwMXFRTTcGhsbGTt2LG/fviU/P5+mpiZSU1M5deoUly5dEllD8vLy+Pn50dzczGeffUZrayujR4+mtLQUeXl5SkpK6OvrQ1FRkby8PO7evcv3339Pd3c3tbW1uLu74+7uTnp6OhkZGUyYMIFnz55RX1/PnTt3aG9vx93dHRkZGRoaGpg1a5aYBt+7d4/CwkKBjv5Paa//iNG5YcMGTE1NuXHjhgjFefz4MQoKCmzduvVvv97r168pKytDXl4eJycnQkNDkZeXp7KyksGDBws9Y2VlJbKysrx+/Vo8vN3c3EhPT0dOTk4kL0oRuPX19cTGxoqERnl5eWpqarh27RoFBQWMGTNGyEUMDAxQUlJCV1eXrKwsnj59Sl5enghH0tTUpLu7W5Cl5s2bJ+QzOjo6yMvLo6qqSk5Ozn988vu/XdIOi6enJ46OjqSmppKfn09wcDDy8vIi6KqlpYWioiLa29sxMzPD2NiYyspKLCwsCAwMxMDAgPb2dgwMDET2h76+PsbGxsjKypKZmcmdO3eIjY2lq6sLJycn5syZI3C86urqeHt7c/XqVRoaGkRXzdnZGR0dHerr60VonKKiIufOncPKygpra2s6OzvJz8+nu7t7wDoNEydOpKamRiRw9/T0oKWlRXJyMmVlZaSkpKCgoIC6ujpKSkqYmZkREhLC77//jqqqKlFRUXh4eCArK4uamhrvvPMO3d3ddHV10dvbK8z7ioqKZGRkkJqaKtC8eXl5vHjxAl1dXYYMGYK6ujqNjY0YGhry4sULysrK6O/vJzk5mQcPHqCrq0tERASffPIJwcHBWFlZYWJigrOzMzY2NgNqKIS/MMXSIDI7OzsCAwPp6+ujt7eXpqYmvLy8sLOzQ1tbGx0dHaytrQUaV0oTyczMpLa2FjU1NXGoDQwMFDevzs5O9PX1MTc3F+N7aWiagoIC+vr6WFlZIS8vj4GBAc7Oznh5eaGkpIS/vz8eHh4YGRlhZ2eHnJycyDlwcHDA1dUVDQ0NlJWVBzTnIykpCV9fX9zc3HBycmL06NFoa2vz6NEjYmJiMDAwwNLSktraWhISEmhsbMTBwQFZWVk0NTV5+/YtJiYmBAYGoqGhwYsXLygqKsLR0ZGRI0eiqamJv78/Q4YMQU9Pj6amJpqbm/9bHXV1ddHX16evr4+qqipUVVVJT08nJyeH1NRUkc4sNWVfv36dnp4ebG1tMTY2Fhr3gUqFh7/Sd9+8eUN+fj69vb00NjaSnZ1NeHg4CgoKxMfHU1NTQ1tbm5BIdnV1YWRkRE5ODsOGDWPGjBno6+sLXOnjx49ZuHAhqampGBkZkZubS3Z2tpD5SadT0kA4afhZUVGReAD39fURGRlJZmYmjx8/pqysjK6uLpHPUFxcLCbCXV1dmJub4+7uPmAHt46ODi5fvkxaWhrV1dXEx8eTlJSEvLy8aFbZ29ujrKxMZ2cnTk5OmJiYiPfl6OhIRUUFJSUl9Pf3097eLlCkERERZGVl8fLlS4EADQwMpL29naamJq5du4atrS2enp709/dTXFyMi4sLz549E2S3cePGicnuw4cPcXFxwdTUFDU1NRwcHNDS0hJp8AEBAX+LovN/s0JCQtDV1aW1tRVTU1OGDx/OuXPnCA4Opre3F4lEQnV1NTo6OsIP6u3tLe7hKSkpKCkp0draSnp6OkZGRly/fp3CwkLs7OwwMDDA2NgYVVVVFBUVmTNnDoMGDRL3SnV1ddrb28UEvKOjg3PnznHt2jUCAwNJT0+nv7+f8PBwqquruX37Nh0dHcjKymJhYSEoTdK4AekEaiCWhoYGioqK6Onp4ebmRlBQkLhvpKSkUFVVhby8PLW1tULi+ebNG7y8vDA2NkZLS4vCwkJSUlLo7Oxk0KBBtLa2iomHt7c33d3dZGdn09bWhrm5OZWVlSQlJQmPSEBAAJGRkaipqVFeXs6dO3cwMjIS8BgNDQ0MDQ1RVlamu7ubhoYGdHV1GTt2LEOHDsXW1hZlZWUUFRUHrG5v3rwhKytLYOVNTEx4/vw59+7dIzg4mMbGRoqLi3n69Cn37t0jPz+fa9eukZaWho+PjyCOent7i2dlaGgopaWlhIeHY2ZmJvLAKisrMTExoaSkBAUFBSIiIgQW29nZGWNjY4qLi6mqqiIzM1M0/SdMmCAyVwwNDSktLUUikdDf309VVZWIcpCGvv4n6x8dPsrLy9mxY4dgYsNfGtMvvvjiH+mob9++jbKyspgyDBs2jI6ODtrb25k1axYGBgY8ffqU27dvk5OTQ2dnJ5cvX0ZNTQ0jIyPS0tJob29HSUkJbW1tQkNDMTIy4s8//0RdXZ2amhqRGl1XV0dxcTF1dXWEhIQgLy8vMkJ8fX0ZMmQIHR0dVFZWcvv2bfLz84UcQk9PD01NTVpbW/Hx8aGwsJAnT57w9OlTFBQUCAsLo6amZsBulHJycrS1teHv74+tra0gMUlvbkOHDkVHRwdjY2ORoeHn5yc2Jrq6unh6eqKhoUFWVpbA+718+ZLGxkZMTEzQ1dVFUVERJSUlNDU1SUtLw8DAADs7O5HRoaqqKgyOVlZW3L17VwR+SaVxKSkp4kst7Ya5uLiI9GvpBn0glrOzs5jEqKqq0tnZydu3b7l79y45OTk0NDSIMDFpbkdoaCh//PEHxsbGYlpiZGTE0KFDiYqKQkNDg4KCAoKDgwVyURqKdv/+fZSUlAQRp76+HjMzMzG2l+Yt9PT0iJTzmJgYHj58iKqqqgizjI+Pp6mpCfhL/nT//n0yMjIG1Djt4+ODnJwcysrK4lCurq5Od3c3Tk5OWFpa4urqiq2tLRKJhJycHHJycrCzsyM7O5uHDx9SVVWFu7s7kydPFjxyS0tL8X3T0dHB0NAQU1NTEcwlLy/PmDFjUFNTEwGODQ0N2NjYoK2tTV9fH5mZmairqyMvLy+kRf7+/sKEPHHiRCIiIggKCsLd3X1AaVcNDQ2Eh4czePBg0XHW1tbm3LlztLe34+3tjY+PD93d3WRmZtLf34+Hhwd//vmn6F5Jv0MSiYSOjg6am5vx8fEBEBJGPz8/+vr6uHHjBk1NTaSlpfHkyRMx0ezv78fS0hKJRIKnpye///471dXV4uDf3d0tRvCqqqp4eHiICVtubi7y8vJoa2sPWN1MTExITU0Vm4SmpiYOHz7MixcvxLUlzW9qbGwE/pLxKigokJycjJ6eHsbGxrS1tVFeXo62tjZv374VNCrpn0mzZ6TEKmlwp5ycHPr6+tjb22NqaoqjoyMSiUR4Z+rq6ujq6kJeXp6ioiLc3NwoLCxk7NixQg4p3YhLpzcDscrKyigqKhJp2ikpKYSFhSGRSHB2diY8PFyEp8rKyuLg4ICFhQXNzc2MHj0aCwsLvL29CQ0NxdvbW+A4w8LCkJGRwcbGBg8PD2xtbbG0tGTEiBE0NTWhp6dHdXU1dXV1GBoaism7NCW5rq6O9vZ27OzsxPPk7t27GBsb8/LlS7q6ujA2NsbExEQ0BIuLiwdsSqmvr4+FhYUgohkaGnLy5EkMDQ25ffs25eXlYoNtbGyMoaGhCOeU5mrk5OQQExPD/fv3RcL2ixcvhJcvPT2d1NRU2trasLa25vHjx9jb21NXV4exsbFolmhqamJsbIyCggIBAQHMnz8fFRUV0WQJDQ0V9z8tLS1KSkowMDDA0dERVVVVZGVlByzUEsDe3h5tbW1UVFREUJ66ujqJiYk8ePCAxMREVFVV6ejoIDs7m5KSEs6dO4enpycRERFoaWnx4sULzp8/T1paGqGhoYwaNQovLy/09PSwsbHByckJa2trkfsBYGhoyPjx45FIJPT19aGhoSH2a1VVVTx//pzXr1/T1tZGaWkpcXFx5OXl0draSm1tLfAXmjoqKgpfX19kZGQGVJKbnZ2NRCLBxsZGACBqa2upqqrCwMBAXE8tLS20tLQIT7Svry9RUVFMmzaN0NBQTE1NMTExYfLkyQwfPlw0QszMzERYbFdXF46OjmJqN3jwYKytramrqxO5cKqqqkRHR1NRUYG3tzeurq4MGTKEwYMH09zcTGVlJfHx8WLPKfWjtLa2kpCQ8B+/738kuxo9evT/1uD6v95cnz9/TkhIyP/x9dTV1QkPD6elpUWMD+Pi4lBXVxcpsVKClKGhIb6+vkJOFR0dTXx8PA0NDURFRfHOO+9gZ2fHuXPnyMnJYejQoSgqKopNz7Rp0ygsLMTFxUUQD86dO4eJiQnDhw8Xcq+GhgY0NTXx9fUlNzdXBFmVlJQQFBTEgQMHmD17NgcPHqS9vR0fHx+GDx/O+PHjefHixT8p699eLi4uNDU1YWJiQm5uLrW1tXz88cccOnQIR0dHkaTs6upKaGgoDQ0NXL9+nejoaIKCgkTugq6uLgoKCmRmZqKoqMj9+/d59913gb+6TqamprS2tiIrK8ucOXOIiori119/xcPDQ3SXW1paWLNmDd3d3SK34tatWwwaNAgPDw9MTU2xsrJCSUkJV1dX3N3d6ezsxMHBATU1NR4/fjxgh4/4+Hgho/Dw8MDGxoaDBw/S09PD+PHjef78OUFBQbS0tPD69WvxOzs7O5OSksKtW7d49uwZKioqWFpa0tbWRl9fn0gRnTlzJgoKCqioqDB58mTOnDnD9evX+eCDD3jvvfdobm6murqamzdvkpOTw5dffsn+/fsZO3asSBM2NDQUn0lsbCwTJkxg5cqVqKqq4unpKVKGbWxshMxpIJaRkRHjxo3j+vXrXLp0CRcXF4KDgwkODmbYsGH88MMPDBkyhEGDBtHb20tmZiY9PT1s376diIgIPD09BdwhKCgIgJSUFPLz83n69KnoFEsbAB0dHfT09GBjY0Nqaiq6urpC8mVpaYmNjQ3Kysq89957eHh4YGVlhYWFhcCEjhgxAgsLC+Tk5Hjz5g0FBQV4e3sTGBjInj17+Pbbbwekbvb29lRWVoq09osXL1JeXs7IkSOxsLDAwMBAdDBbW1u5f/8+c+fOZcuWLVhZWbFgwQJBywkLCyMiIoK4uDg6Ojo4f/48BgYGlJaWUlFRQVtbG/39/cyfP593331XfF8UFBTw8/PDwcGBq1evcufOHWRkZAgICMDb21ukh2toaHDy5Em2b9+OpaUljx494s6dO+Tl5WFsbDxgWGeAnTt30tPTQ1hYGM7OzigpKfHDDz+wZ88eoqKiRF6PpqamCAgbOXIksbGxrFixguXLl4uOvVQKExERQUZGBtbW1oI0ZGdnh76+PnJycigoKPDZZ5+hpqbG7du3MTIyYvbs2ZiYmJCfn098fDy6urq0t7fj4OAgzMaNjY188MEHZGRkEBUVJeqroqJCX18fv/32G0ePHqW5uflfr1t5eTnTp08Xkj0vLy/c3d05efIkK1aswMXFhcbGRpydnfHw8KC2tpY7d+4Af2UhPHr0iCFDhmBoaIicnBx+fn4CmX7r1i1cXV0JCgoSz4aqqiqioqKoq6ujrq6OCxcu4ObmhrW1Nb29vRw7dozZs2ezYMECpk6dSnR0tNgonz59mpMnT4pAs4cPH9LX10dISAhycnIcPXqUnTt3DkjQYH19PWVlZbi4uNDQ0MClS5cwNzenoKCA1NRUcR0lJiby6tUrZGVl6enp4ddffyU0NBQTExPS09Pp7OxES0uLxsZGxo8fz7lz5zhz5gxKSkokJiZiYGCAlpYWv//+O/n5+YwZM4ampiYBNGloaMDS0pKnT5+KbBF1dXWmTJnCq1evKCws5PPPP8fU1JSvv/5ahDgGBgZiampKZmYmb9++5e3btwOC/Yf/394vPT0dc3NzXFxc6Ovr4+uvv6aqqootW7ZgZmbGmzdvhAzI2tqa3bt3Y2dnh4eHhzhASHHudnZ2IuTxl19+wcDAACMjI96+fcvz589xcXHBxcUFOTk5kZIeGxtLRUUFgYGB2NjYcPLkSRQUFMjIyODNmzdoaGh/Ch3XAAEAAElEQVSIwEFVVVVaW1s5d+4cU6dOpaamhlu3bgms9EAsLS0t0axraGgQYacTJkxg3bp17Nu3j5qaGiEDLC4uJjAwkPfee4/4+HgUFRWxsbGhs7OT5uZmZGVluXjxIt7e3nzxxRd88sknSCQSiouLqa6upqamhvb2drZu3cr27dsFVOPy5ctYW1vj7e3N48eP0dLSwsbGhitXrpCens6cOXPw9PTk/fffx9fXF2VlZXJycvDy8qKlpYXHjx/j7Oz8H7/vf3T48PDwYNOmTYwbNw4ZGRnxc6nG8cqVK8BfXbQrV678j4ePcePGER8fj7m5Oa6urrS0tIjNyKFDh1BVVSUoKIjU1FSSkpIoKytj9+7dZGVlMXToUB4/fizIWA8fPuT48eOcOHGCIUOGsHbtWioqKpCXl8fGxgZra2taWlpITEwkMjKS5uZmJk2aRF1dnQgi6+3t5dWrV6xZs0bgBquqqnjz5g3W1tbU19dz48YNlJWVBZVBatYsKipi1qxZeHp6/pPS/q0lNVg+ePCA+vp6Kisr+eKLL1i9ejWbN29m6tSpBAYGkpeXx6VLl2hpaaGgoABlZWWcnZ1ZtmwZxcXF6OnpYWBgwIMHD9i3bx8JCQmUlJRQVFREVVUVqampPHr0iHHjxhEWFsbMmTMF7Sk3N5eWlhbi4+O5ffs2N27cYNWqVWJsLJUi7Ny5k59//pkjR47w5MkTCgoK0NLSwtLSkvb2dkpLSzl8+DCbN2/+1+smKyvL/fv3qauro6KiguXLl/PRRx/xwQcfkJiYSE9PD5s2bUJDQwMNDQ1KS0sZPnw4QUFBwmQ1YsQIoQfX19fn9OnTWFpa8tFHH7F06VJSU1Pp6enBwcGBU6dOMWrUKNLT0/niiy8IDQ1FXV2dgoICOjo6xPRt9OjRFBcXo6yszPjx49HX1+fkyZN4e3sjkUiQSCSMHz+e8vJyNDQ0CA8Pp7W1lZKSkgE7fJw+fZqRI0fi7u5OTk4Oly9f5sKFC3h4eLBx40ZmzJghQpukCfIfffQRJ06cIDg4GH9/f0aNGoWdnR3V1dXIyMiwceNG3NzcGDp0KF999ZVAI166dAkDAwO+/PJLke+wb98+9PX1GTRoEAoKCpiamhIZGUlwcDC6urosWbKEZ8+ece/ePWbOnMnbt28xMjISJvnp06ejpqbG+fPnqa+vH5CaAfT29vLmzRv2799PYGAg69evZ+fOnfzwww9cvHiRyspKzMzMCAwMFCnwUiDGBx98gIuLC0pKSv8NlXvs2DFWrlxJTEwMdXV1FBYWiiT4QYMGYWZmJlDl169fp7e3FzU1NSGdO3HiBGfPnqW/v5+GhgaSkpKIjY3lvffeY9iwYdy4cQMrKytu3LhBa2srDg4OODo6ikPjQCzpBDswMBBdXV3i4+NZvXo1x44d48GDB3R1dVFVVSWoaAYGBgJ3Ki8vj7m5OVFRUcjIyFBaWsrkyZN58OABu3fv5ocffuDWrVvExsaioaEhpu5qamosW7ZMdAulAWTjxo3j3XffRSKRcOrUKdavX4+JiQkpKSk8f/6clpYW5OTk+O233/Dw8GDt2rVcu3aNxMRE/P398fPzIy4u7m89oP/pkk7sMzIyUFVVxdXVlenTp+Pg4MDTp0/58ssvKS8vR15eXsBItm3bhrKyMjt37iQsLIxjx45RX18vcreuXbtGQ0MD5ubmpKenc+TIEXx9fVm8eDEWFhYsWLBAyGl8fHxwcnIiICCA6dOn8+OPP/Lbb78hKyvLo0ePqKiooL29XUguZ8+eDcAff/zBqVOnKCoqIj09nbq6OoKDg3ny5AkODg7/et1UVFTw8PDgjz/+IDk5GV9fXzZu3EhcXByJiYkif+TGjRsUFhYyfvx4bGxsaGxsFJKqO3fu4OfnR2RkJOfPn2fLli0MGjRINECKi4t59eoVSUlJREREUFpayvz581mwYAHHjx/Hy8uL0aNHiw32woULkUgkDB48mPDwcExNTenu7iYxMZEDBw6goqKCvr4+Q4cORUFBgatXr3Lq1CmcnJzYtWsXdXV1/3rdAF6+fPnfDgevXr0SXoHc3FyGDx9OSUkJhYWFtLW14ejoSGRkJHPnzsXU1BQ7OzsGDx6MkpIS8vLytLe3s2/fPrZs2cLGjRt58+YNnZ2dKCkpoaqqipubGzExMTg4OPDbb7/x5Zdf0trairq6OnPnzmXx4sWMHj2a7du3k5OTQ3d3N/fv36esrIz33nuPJUuW0NHRwbRp09i5cydWVlZ0dHSItO6BWtIDd0xMjFAQFBYWiubI7t27CQwM5M2bN+Tl5TFz5kyRV3Xz5k0OHz7MlClTBCZcKhXPzMxk0aJFVFVVkZKSgoGBAUOGDCE3Nxd7e3vWrVtHTk4O8+bNIz09nWnTpjFjxgyysrLQ0dFhzZo1VFdX09raKqhWP/30E0+fPmXJkiXU1NTw3XffkZycTFJSEu+88w4TJkwQcsn/af2jw8eTJ0+IiYkhJibm//XPb9++Lf79vx5O/ncrPT2drq4uUlNTkUgkjBkzBnNzc0aMGMHkyZMZN24cs2fPZtiwYWRkZJCcnExsbCwPHjwgKysLDQ0Nxo4dS1lZmTi9rV69mokTJ9LZ2UldXR3Ozs7U1dXxxRdfiKDBwsJCXr58SXh4OL6+vpSXl1NeXo6hoSHr16/n+++/Z/PmzaIrY2try/Hjxxk9ejTz5s0jNDQUe3t7KioqePjwIeXl5fzwww9CX/xvrx9++IHS0lI++eQTAgICKC0tJSIigvv375OQkMD3338P/NV1lcrFUlNTCQ8PZ9asWcTGxtLY2Ehvby+WlpYMGzYMExMTNDU1uXjxIidOnMDa2ppZs2YRERHBiRMnOHnyJPPnz6eqqoo7d+5QXFxMVFQUkZGRJCUl0dXVxY4dO1i3bh3jx48XUwIDAwMhd5GVlUVeXp5jx46RmJgoTvrr16+noaHhX6+bj48Pa9asQUtLi9zcXDZs2MCmTZs4cuQIDx8+pKioiP7+flavXo2fnx/ff/+94Lb/8ssv3Lp1Czc3N/z9/cnMzGTz5s1s2bIFeXl5Pv/8czZs2CD8R2lpaezYsYMFCxawadMmcQB2dXUV3zlHR0fq6uoIDw/nzp07/Prrr2KaN3jwYNavX88vv/yCsbExhw4dYvLkyYwcORIDAwPq6uoIDQ0dkAAugLt379Ld3U1OTg65ubnIysoyd+5cSktL+fnnn4W8ztfXl3nz5hEREcGUKVP4/PPP+eqrr9izZ4/QBmdmZnLu3Dnhd5Bqq4ODg5kyZQomJiY8evQId3d37O3txSEtNTWVvr4+zMzMiI6O5t69e1RXV3PixAnu379PYmIiEomEkSNHcu3aNcLCwoiNjWXRokU8efIEDQ0NysrKGD169IDUDODnn3/ms88+Y+vWrdTV1ZGYmMjw4cNFaF9mZibm5uYsXbqUoUOHkpuby8iRI3nnnXe4fv06n3zyCV5eXkyfPh1DQ0O+/fZbHBwcOHDgAFFRUZw6dYr58+dja2tLUlISvb29zJw5ExUVFe7du0dBQQFqamrIyMhgbW2NpqYmU6dOJS4ujufPn6OiokJAQADjxo3j8ePH3Llzh4sXL/Lhhx/y3Xff4ezszKFDh/j8889xcnLi6NGjA1I3aaf5+vXrNDU1ERoayo0bN5BIJFy4cIHbt2+jqamJtrY2qamp7N+/n7Nnz7J8+XLOnj2Lk5MTzs7OJCcnc/z4cb766itMTU1FZ1EaKmZtbU1QUBCNjY0YGRmxb98+1qxZQ2NjI+PGjcPMzIxt27ZRU1PD06dPsbS05Ntvv6W9vZ03b97Q19fHvn37mDp1KklJSQwbNoz09HRKSkpQU1MTU30PD48B8bapqqqSlZVFZWUlSkpKNDQ0iEOHNOOlqqpKSFjy8vI4cOAAXl5e/Pnnnzx//lzouZ8+fUpaWhoyMjJMnjyZ3NxcnJycsLW1xd3dXXg9b968yfvvv4+CgoKQh6qoqFBaWsrz58+5efMmioqKHDt2jFWrVnHp0iV27twpJn/ffvsthw8f5ttvvxVS1MTERE6fPs2UKVMG5PDxxx9/0N7eTmZmJh0dHSQnJ2NjYyOw1FZWVqSkpBAQEMD48ePp7u7mm2++4ejRo5SUlDBz5kwsLS1JTEzk6dOnLF++HCcnJ16+fMn+/fsZOXIkNjY2guS1d+9ehg8fTnFxMT09PfT29pKbm4u2tjbu7u5s2rSJhoYGTE1NSUhI4ODBg9TV1SGRSEQAbnJyMrKysnz77besXLmS6dOnM3bsWDo6OkQ6/UCsd999l6SkJCwsLMS02dLSkrS0NPbu3cuxY8coKiqivLwce3t7zM3N0dTUFPTB5cuXk5eXh7e3N7NmzWLs2LHMnTuXb775hnfffZd58+ahp6cnAA73799ny5YtLF68WKCMGxoakJWVZd26dYSGhuLi4sKDBw8ARJaPRCLh1atXIivu/PnzWFhY8PLlS7y9vTl37hzq6uriO/xvr66uLrq7u/nyyy9RV1fn5s2bdHZ24uzszMqVK7lx4waysrLY29ujoaFBXl4ew4cPJyIigkmTJrFjxw6CgoI4d+4c5ubm7N27Fzc3Nz799FPee+89Fi5cSEBAAP39/Xz77be4uLhw+fJlNm3axMKFC4mMjEQikZCamkpsbCyTJ08WCF49PT10dXVpaWnBycmJzs5OfvrpJ77++mvWr1+PRCKhp6cHExMTLC0tUVBQ+I8PHzL9/f39f7dYd+7cwdnZ+X/UxfX29rJv3z6WLVv2//rnbW1tZGRkEBsbK2grWVlZnDhxAiMjIy5fvsy4ceOEfr6iogIlJSVGjRpFW1sbR48excnJiezsbCZOnIi1tTXl5eXU1NSwZMkSIiMjmTlzJs+ePWPq1Kk4OzvT2NjIiBEjcHZ2ZsSIEdja2lJfX4+lpSVGRkYUFxfz8OFD/P39OXHiBLNmzWLatGmYmZmRm5vL2bNniYmJ4fz586xYsYK5c+diaWnJ69evKSoqYs2aNeTm5qKgoICzs/O/kmgrrduhQ4fIyclhypQpuLq6Ultbi5+fH76+vtja2rJz506hxWtoaKC8vJwjR45gZWUlzNDZ2dk4Ozvj6upKUlKSICs8fvyYbdu2idTykJAQdHR0UFFRYffu3Zw4cYKrV6+ir6+Ph4cHbW1tPHjwgDNnzmBtbY2Ojo4YwXt4eLB69Wq++eYbvvvuO27evEltbS2nT5+mv78fFxcXEVa1a9euf71u+/fvp7+/H09PT5qbm4mOjhb+GWnHNzMzk4iICBwdHXn48CHGxsb4+vri4eGBvr4+bW1tmJiYICcnx++//y4OTePHjycjI4O7d+/i7u7OsmXLBCPfysqK9evXU1tbi42NDXp6eiQkJPD7778LwtGcOXPQ1NQkLCwMExMTCgoKGDx4MElJSURHR+Pv74+WlhbKysrIyMhQXl5Oc3MzQ4cO/dfq9l9rV1hYiIODA3FxcTQ2NhIYGIiKigpbtmyht7eXBw8esG7dOszNzYmPjyc9PZ0ffviBpUuX8sknnzB48GDa2trYv38/Dx8+5KuvvmLYsGE8efKEr7/+muDgYBISEgQKUUZGhsuXLzN//ny2bNkiSCRS5LCLi4sgbpmZmYkpgrm5OV5eXixfvpwpU6bw008/4ezsLDS+lZWV7N27lw0bNgxI3Zqamjh+/LgIPrW0tGTIkCH4+flx584dDh48iJKSEu3t7fT39+Pk5ISVlRVHjhwhODiY8ePHi4lrRUUFK1asYN++fXh7e4trc/v27Vy6dAlFRUUsLCzIyclh7dq1GBkZYWlpSXV1Nc+ePePly5e4uroyY8YMvLy8KCgoQElJSYTMDRkyhBEjRhAdHc3OnTs5evQocXFx5OfnY2pqipKSEiEhIQNSNwMDAz777DOsra1FAFdmZiYbNmwQSe4FBQUEBQWhoKDAxYsXuXr1KnZ2dnh6ehIaGioyoYYOHcq5c+fIzc3l6dOnbN68mba2NlRUVGhvbyctLY20tDSmT59OREQEO3fuxMXFhaFDhwoQidSzcOfOHVJTUxk9ejSGhoY0NTUhKyuLpaUlmpqarFq1imvXrrF//34AVq5ciZycHFVVVWhra//r97hPPvmEd955B29vb+H9KSgoID8/n7Vr17Jjxw7x2Us7rs7Ozvz8888kJyfT29srkOoZGRkiHf7QoUOoqakBf/nO6uvrBbZ+0KBBGBsbo6SkxLVr19DT0xNp3dbW1jg4OBAeHk5+fj5mZma8//77GBoasm7dOoKDgzl27BiqqqokJSXx+vVr7t69S3NzM4cOHRII1X+7br29vXzzzTdkZGQgkUgwNzcX/iBDQ0O6u7uZPn06zc3NpKenC0O4oqIiKioqODg4EBISIqZODQ0NrF+/HktLSx4/fswXX3zBhAkTUFVV5dGjR8ydO5fly5fT2trKzp07KSwsRCKRUFFRQUpKCocOHWLTpk2oqanx2WefcefOHaFikIJP3NzcOHz4MN3d3airq5OTk0NKSoow7i9atGhArlVlZWU+++wziouLCQoKIjAwkISEBFatWkVaWhqNjY3CZ6SkpISVlRXR0dG8fPmSrKwsvvrqKw4dOkR3dzeTJk1CR0eHDRs2UF1djbW1NU5OToJ0VVpaSm5uLjt27EBNTQ15eXmio6NRUVERKfXSaWhPTw8qKip88MEHZGVlUVFRwVdffcWOHTu4desWNTU1HDt2jMGDB1NcXMzJkydFo3Eg6nbz5k2GDBlCamqqeHbduXOHmTNnsmnTJvz9/YmJiWHixIkEBQVx9OhR8d3q7e1l/vz5vH79mqamJsLCwpg7dy4FBQV8/vnnKCgoYGhoyPDhw4mMjEROTo4NGzYQFRWFj48PqamplJeXU1JSQmpqKgkJCcjJydHT08OePXuora3F399f1PfChQvs3buXCxcuMGLECPbv34+qqiq2trbIyMhQUFDAsmXL/qO6/aPJR2Rk5P92ovH27VucnJyAvwzRc+fO/R9fLyUlBYAbN24Io1pBQQEvXrwgMTGRwMBAMjIy0NDQwNjYmLKyMoE1lH5YFRUV6OnpYW1tLQyZixcvZsiQIXR3d/P06VOampoYNmwYp06dwtDQkLa2NubNm8fu3bu5evUqLi4uhIaGUlJSwnfffcfMmTMFhen169cALF++nCVLlmBsbMzWrVsFllVDQ4OkpCRmzJiBioqKSJ/+N9e0adNITk7m6dOnYvPy9ddfi7TYCxcu4OfnJ0757733HqNGjUJZWZnY2Fg+//xzHj58SEVFBbW1tdTV1dHR0YGGhgZeXl7s37+fQYMG8cEHH9Dd3c3WrVvFRltGRoYxY8aQmZlJSUkJOjo67Nq1C3l5eT799FMhXevp6UFBQYG+vj4WLFhARUWF0PRv3LiR1NRU7t69y6pVq7hx48a/XjOA2bNnY2hoSElJCQ8fPkRWVhZnZ2esra1RUVHhyy+/REVFhYqKCp4/f05vby/h4eG8evUKY2Njnj9/TllZGVZWVkJrP2nSJCoqKtDS0iIhIYGRI0fS1dXFxIkTAdi4cSNaWlpkZWWhqKhIYWEhnZ2d2NjYEBkZyZAhQ/juu++YMWMGrq6u9Pf3ExcXx82bN5FIJCQlJZGVlcX777+PsrIyZWVloqNVXV09IHWDv65Vadibs7MzN27cICMjg6+//prRo0ezYsUK0UHx9PRkx44dvHnzBn19fc6cOYO3tzfNzc24uLjg6OiIi4sLBw4cIDw8nNmzZ3P48GHq6+tFIq4U4zl27Fh27drFkCFDiIiIQEdHhz179qCvr09aWhouLi5YW1sTEBAguO2XL19GX18fAwMDbty4QXZ2tvBJJSUlERgYOGB1+/7778nIyGDFihXY29sTGxuLlpYWP/74I2ZmZmRkZNDS0oK1tTURERGMHDmSpKQkpkyZwi+//IKcnBzm5ua0t7eTnJzMrl27GDp0KEZGRqxZswYvLy+BJH/+/DnPnj3j888/5+bNm1haWjJ8+HCqq6uprq7G1NSUqKgoCgoKcHV1xc7OjidPnqCiosLo0aPR1dVFWVkZKysrAgICuHLlCrGxsWRnZ9PX14eXl9f/KKX9/2pduXIFFRUVKisrefv2LYWFhdja2vLdd98JOa2Hhwf9/f2oqKgwZcoU4uLiePXqFRkZGfT09DB69GgeP37Mpk2bCAgIoKSkhDlz5hAXF4ePjw/W1tbExsaSkZHB8uXLOXr0KLW1teTk5KCiokJSUpIg0GlpabF06VLs7Oz4/fffGTlyJMXFxbx48YLe3l5iYmL4448/RMr5jBkzuHv3Lrt27WLixIlIJJIBMey3t7fT0NDAtWvXKCsrE6n3jY2NbN68GS8vL+Lj40WT7MWLF+Tk5PDzzz/z6aef0tLSgrm5Ofn5+bx9+5awsDDB+7e2tuajjz5CR0eHkJAQYUjNzMzkp59+4tKlS+jr64vAOB8fH0FO279/P1VVVeTn54tcraVLlzJixAgyMjJwd3cnISGBN2/eUFdXR319PRs2bGD48OEDIi39+eefxURMXl6eWbNmkZKSwrhx4wR45uTJkygqKjJo0CABRFi/fj1lZWVcvXqV2NhYFBQU0NPTw9PTk8mTJzNlyhQmTZrExo0buXbtGqqqqrz//vtcvnxZ+CNOnDiBuro6Pj4+uLm5oampyQ8//CAIb7/99hthYWEEBgaSk5NDaGgoly5dorW1latXr4rkdQcHB4FvnzFjxr9eM+mSKgW0tLTIz8+npaWFFy9ekJWVxbZt27hz5w5ycnLIyclRWFhIX18f3t7eXLx4ETU1NR4+fEhYWBjKyspkZ2dz4MAB4C+YhpQyd+fOHXp6eggICMDPzw9tbW2uXLnCs2fPmD9/Pk+fPiU+Pp4vvviC7OxsMd0uKysTaPeWlhY++eQTtLS0OHLkCAsXLuTgwYPs3bsXKysrjIyMBgyJDYjMrqdPn1JeXo6trS2vX7/Gzs6O9evXi4BVqe9RRkaGzz//nB07duDr68u9e/dYvHgxgYGB9Pb20tzcTHl5OStWrGDbtm3o6upiaWmJhoYG8fHxvHjxAn19fS5dusSWLVswMjLC3t5eoOs///xzbt++zZUrVxg0aBC//vor5ubmAiaTlJREeHg4mZmZNDU1UVpaKgic/7rhvLe3l+joaJH6/V+HJ48fP+b8+fPiv6Vdkv/TMjQ0RE9Pj8bGRnR1dZkwYQIFBQV88803dHV1MWXKFLKyspCVlRX0i+joaFavXo2SkhKHDh2irq6O169f4+7uzpgxY9i6dStWVlacPn2a6dOnC0a2k5MTJSUlQsdbUVHBjBkzGDt2LLW1tWRnZzN06FAcHR3R1NSkvb2duro6cnNzqa6uxtXVlQMHDjBv3jySk5Px8PAgOjqau3fvilC/p0+f/pOy/u0lfdjZ2NgwePBgenp6cHFxob+/n2PHjqGvr88ff/yBpaUlISEhxMXFYWNjw/Hjx2lrayMpKQlbW1tcXFzo6upCV1eXP//8E2tra3x9fTEyMsLW1hYTExOKiopobW3lu+++Y/z48Vy/fl1w4A0MDIR57MMPPyQrKwtLS0uGDh3KkydPePv2LQ8ePBDo3wMHDmBra0t2djZdXV1YWFiIzuFArOTkZIYMGYKGhoYwwY8YMYIffvgBJycnXrx4IdDKeXl5gjYhvZkNHjyYuLg4mpubefv2LTk5Odja2pKRkUF8fDxTpkxBRkaG+/fvU19fz/jx43F2dhajy5aWFmpra2lra0NOTg5FRUXMzMwEASU5OVls/Hp7e7lx4wahoaF4eXnx4MEDNDU1xc2xurpaEI8GYkkJaVJiSUtLC9nZ2bx8+ZK2tja8vb2pra3F0tISW1tbnj9/LshgUj2tioqKkCueOXOGtrY2gXOeOnUq5ubmqKioCMRnZmYmXl5eGBkZUVFRwa1bt9DS0uLTTz/F19eXoKAg1q5dy6pVq+jt7SUxMZGWlhbU1dWJiIhAQ0OD2tpatLS0UFFRITMzk6SkpAH1LkgD26QseWkK/IQJE5CRkaG+vp53332X8vJynj59ip6eHmfPnqWyspK8vDwePnyImpoabW1tODg44OfnJyQq9fX1+Pr6CnSxnZ0d/f39Is368uXLYtOdmpoqYAaKiors27ePqKgo/vzzTwoKCjAxMcHCwgJ/f3/OnTtHWFgY9+7dw8bGBi0tLSoqKgZUrlZcXExhYSFycnJoa2vj7++PkpIS+vr6fPTRR+zbt0/IBmJiYigrKyMyMhITExNOnDhBc3MznZ2daGtrM2bMGPr6+li/fj3R0dFkZ2ejr69Pbm4uPT09BAYGcvr0aWpra3n79i2DBg3CyckJeXl50tLSeP78ucDsSn/e2dlJVVUVFRUVqKiokJ+fj6KiIubm5kRHR6OlpUVLSwulpaXU1tZSXFyMubn5v163QYMGkZiYiL6+PiEhIRgaGrJ9+3ZxuO3r66O5uVmkeZubm6OlpcX06dO5c+cOo0aNoqysjMbGRpSUlJBIJHR3d3P48GF++OEHFBQUMDIywsXFRZCWJBIJampqODo64u3tTXV1NY8fPyY+Pp6enh4iIyPZtWsXqqqqjBkzBhkZGUFXNDY2prm5mZ07dzJq1ChGjhwpYDBdXV1Mnz79X68Z/IVhj46ORlNTEzMzM2JiYrhx4wbDhg2jublZBAy6ubkJpURlZSVtbW1UVVVhaGiIl5cXtbW1VFRUYGVlhbm5OU5OTiQkJFBQUIC2trYwOXd0dDBu3DiSkpKQSCQi/E26OZdCTqTXa3t7OyEhIVhbW3P16lUaGxv56aefWLZsGRUVFWRmZiIjI0NwcDCampr/WzDQv7Fmz57NxYsXcXR0ZPz48VRXV1NbWyuaA1JfrDQnLDExkWfPnvHzzz+zePFiAX3o7+9HU1OTDz/8kLNnzzJq1CjGjBnDixcvcHZ2xtHREX9/f+FZsrW1pampCVNTU3x8fHjz5g0XL17E1dWVtrY21NXVWb9+PT4+Pmhra1NQUEBDQwMzZswgNTWV5uZmIiMj0dbWFmGt/zu1zr+x8vLy6O3txcvLCxsbGyoqKvjmm2+Ij48nODgYExMTsrKyhHdr1KhRHDt2TCCdLSwsRM6GjIwMe/fuFZQ9VVVV5syZIyIimpub8fT05MmTJ+zcuROAxMREZGVlcXV1FU3SlpYWVq9ejbq6uriH5ufni0FBREQEp06dYvHixRgbG5OYmMjt27cZO3bsf/y+/9Hh46OPPuLp06fo6+v/tzj1/v7+f9SFlY7ypZsDe3t7LCwsSEpKQl1dHRMTE+rr6wVdyMLCgiNHjuDi4oKBgQHu7u68efNGECE0NTV59uwZgYGB3L17F3t7e6qrq8nPz0dGRgZbW1uioqLIycnh7du3dHV1YW9vj76+Pq9fv0ZeXp7Dhw8TEhIiukby8vIiw+HOnTusWLGCrq4uNDU1ReCZqakpISEh/9qY7n9dNTU1ZGRkiPArGRkZbt26RXNzMxcuXGDVqlUoKChgZ2dHWFgYDx8+FJKWd999l8ePH6Ompoa/vz/e3t6oq6tz7NgxcfiSBlVVVlbS19f331JzpVz79vZ2qqqqaGlpETknWVlZALi6uhISEkJDQwNnzpxh+PDh9Pb2Ymtri7y8PG/evKGtrQ0rKyvU1dUZN27cgNRN+vs5OzsLHGZcXBwZGRmUlpYyfvx4wUs3MzPDy8tLEDikWlCp6a+7uxtbW1txgIiNjUVbW5v6+nq0tLT48MMPCQ4OFoF3vb29lJSUCIxibW0t1dXVdHR0iAva3d0dGxsblJSUMDAwoKenBzMzMwoLC2loaBAo5fr6emRkZEhLS8Pe3n5AaldeXi5whNnZ2dTU1DB9+nTu3r1LV1cXN27cwMfHBysrK+Tk5GhqaiI5OZnQ0FBaWlpQUFCgoaGB/Px8kaQqJWNJx8ZFRUUkJyeLDY+Pjw+Ojo4CANDe3o6hoSFOTk40NzcL8EJSUhJNTU309fVhaGiIv78/urq61NbWYmxsTHJyMu3t7UgkEjGdHagVEhJCTU0NOTk5Qn4i/e8TJ06gpKREd3c3ZmZmIrjNy8uL5ORk8X3t6uqiq6sLFRUVfHx8KCsr4+zZsyKMqre3F2VlZTw9PQkODmbt2rUYGBjQ1taGoqKi2MC7uLiQlpZGeno63t7etLa2CsyikZERMTExGBkZCUN3SUmJ2FBqa2sPiPZeugICAsjMzBS0PSmvXl5eHgsLC7S1tbGzs6O8vJyCggIKCwtpbm4mOTkZNzc3zpw5Q29vL87OzgwdOpSqqipBq5JmpigqKmJoaIi2tjZGRkYoKysLg+Z/NflHRkZy7do1GhsbefjwIXJycjx//pyuri4hObp69SqZmZlMnz4dW1tbMSnS09MjMTERR0fHAambsrKyyHIyNzcX4ZRWVlaEhYXR0dFBRkYGmZmZAr/5X9OzX7x4gZqaGsOGDcPNzQ01NTWRm/Xy5Uv+H97+O7rqav3Xhq/03nvvvQMhlRZ6FelFkF4EBETRjSAiAtatbAUpivQWpJMAAUJCIIH0kIT03ntPVsrK+4djzXF+73Oe8Ww9x8wxGEPBsfbOZK31nfO+7891TZo0CQ0NDWpqasjJyaG1tRUdHR0KCgrQ19enq6sLRUVFYaf39/enqqpK4Fhzc3Pp6upCIpFgamrKo0ePmDNnjngW6OvrM2rUKGFYz83NxcTE5B/ft/7+fgDhwmlqakJfXx9dXV1ycnLQ1tZm2LBhdHR0kJ6ezrBhw1iwYAH9/f1ERUXR39+Pp6cnPT09VFdXIycnx8KFC4mJiWHMmDGkpqaioqIinqujR4/m9evXpKen4+HhQUlJiYDn6OjoCImyRCJBTk6O7u5uGhsbaWlpwdTUlPz8fKqqqlBQUMDHx0d0VCdPnoyiouKQ5T3gz0kXS0tLOjs76ezsFDjlUaNGkZmZyfTp07lx4wZv3rzB3t4eR0dHent7MTY2Zu3atairq6OpqUl+fj6FhYWYm5sLd0dTUxMFBQWiwq6np8fly5fp7e1l1KhRDAwMiP/N9vZ2bt++jZycHMHBwWRnZ1NTU0NdXR3W1ta4u7tTVlYmABvTp08X3SSZ/8bKyuq/zi78ny4XFxcePHggfv6BgQHhGYmMjBRenZycHPLy8sjOzkZZWRkfHx+8vLzIyspCXl6enJwcysrKhPS4uLgYTU1NPDw80NLSIj4+nszMTMLCwrhy5QoaGhqkpqby+PFjFBUVmTp1KjNmzBDnw6ysLKqqqgQ6uaOjQ+TnZDJS2TmnpaVF/Pl/u/7W5ePVq1eEh4fj6en5//iz/7Xr8d8umZSpqakJeXl5WltbaWtr45133iErKwtlZWWKi4vR0dHByckJd3d3QVjS09MTQcHi4mIKCwvFATAkJISoqChiYmKora2lra2NvLw8Pv74Y6ZMmSJkgzk5OdTU1GBsbCy+DF+8eIGZmRmXL19m5syZmJiY0Nvby/Xr17G3txcM5devX6OiooK3tzc9PT00NDQMmYQrNzcXdXV18vLyUFRUxNLSkqioKLy9vWlpaRFYYFn4a+TIkcTGxv6P8YyOjg5ycnIEBcfQ0JCwsDBev35NZ2enqHopKCgQFhZGa2srhw4dYu3atbi5uVFXV0dhYSG9vb0oKysTHh6Oubm5cMC4uLhQUVFBXFwcxcXFtLS04OXlRWdnp/BAlJSUoK2tLUaU/ukl8xrY2toKm3NMTAx2dnbU1dXh5OQk2pTKysq0t7cTHx9Pf38/SkpKFBYWoqamhqmpKfb29iLUJhOcyeSAjo6OeHp6oqamRnJyMiUlJbS2tvL69WtRvZJRNWJjYxk9ejTNzc10dnZSXl4uePAGBgbY2tpy7do1XF1dxf+nlpYW2traqK2tHZJ9A2hra8PS0lLY6SsrK9m2bRsZGRk4OjpSUVEhMlkdHR24u7tz+vRpPD09kUqlqKmp0draKh6g+vr6QnApq2AXFRWJaoyKigrDhg0jLy8PdXV1MS+vp6dHWVkZN2/epL29HScnJwYHB+nv78fGxgYvLy/s7Ox49OgRDx8+ZOLEicLUGhoaKh5oQ7W8vLyE56azsxNjY2PmzJnD2bNnuX79OiNHjqShoUFkirKysvDw8MDDwwNVVVVMTU3R1dUV3UJjY2N27tyJq6srb731Fs+ePcPBwQFbW1u0tbUZGBgQl1Q9PT2qq6tFZVXGdc/IyOCTTz6hsrISe3t7vLy8sLa25unTp5w+fRqpVEp6ejp6enqUl5ejra2Ns7MzjY2NQ0ZXk8EoZPS8iooKqqur0dXVJTExETk5OTFyJZO49fT0UFJSQnBwMO3t7QQFBWFlZUV9fT1KSkrcvn2bGTNmMG7cOCG01NbWRk5OjpCQEDQ0NDh58iSNjY0oKioKO/miRYuIjY1l1qxZfPbZZ8ycOVMckvz9/VFQUGD27NnExMQI/4KioiJmZmZYW1tz//79IfMHVFZW4unpib6+vjDVy4KkdXV14kLU0NCAmpoampqawqfV0dFBXFwcQUFBeHl5YWlpSXZ2tnATySr8ioqK4qLi7OxMW1sb+fn5ghBmZGRER0eHeC5GRUWxcOFCuru7OXfuHEVFRbi7uzN79mw+/vhj9u3bh4qKCn19fbS2tmJmZkZoaCh37tyhoqJiSPZNVsyrrq6mv78fR0dHgRP28/PD1dUVPT09IXtzdXVlzpw53Lt3j9bWVpSVlXn16hX19fWiwy0DNEyZMgU5OTnxs+jr62NkZMRvv/1GQECAIDzJMgq6urpIpVKUlZXFP8sKN52dnQQFBYlRIllHxcXFBRUVFTo6OoZkv/7XlZ+fj4eHB7dv3yYjI4Pp06fT2dmJgYEB9+/fZ/78+QwMDAhao+ySeufOHcaPH093dzd9fX1kZmZy/fp1vLy8xNSFzPDd39/P69evyc3NFejioKAg5OTkKC4uxtvbW3TRKioqkJOT4+HDhwQGBtLU1ERZWRnwZyEnNTWV9PR0tm3bhpKSEsnJyaiqqhIQEEBxcfGQOXn8/PxISUkReOGOjg6io6NpaWkROUFlZWW6u7spLi6mtraW0NBQPDw86OvrIyYmBn19fSEj9Pb2FjLK0aNHIy8vT3t7Ow0NDVRVVWFvb09gYCBpaWkkJyfT19fHwMAApaWlVFZWioLOpk2baGxsZPPmzVhZWWFgYICnpyfNzc2Ul5ejq6vLH3/8gbW1NTo6Onh5edHd3f1fTTvB37x8DB8+/P/1hjNt2rS//HpqamrU1NRQUFDA4OAg7e3tXLlyhUWLFok5aNnYy+DgIIaGhoLONDAwIILQshuYjEZkaGjI/Pnzqa+vJy0tjfr6ejQ0NMTl5PHjx0ydOpWJEydSX1/Pq1evkEqlHDhwgO7ubvT19bl06ZL44BcVFdHW1sZnn33GixcvKC0t5eHDh1hZWWFiYkJPTw+3b9+mp6dnSFj4KSkpDBs2jNraWgYGBrCwsMDAwIAPP/yQgoICkpKSWLx4Mc3NzURHR+Pm5sacOXMwMjJixYoVzJ07l+nTpxMVFcXp06f55JNPCA0NxcjIiO+//55Zs2Yxb948lJWVycnJwczMjEOHDolDSFFREbq6uoSEhIiLo4KCAmVlZcKyLvNpjB8/Hjs7O/Lz84mMjGThwoWsXbuW7OxsTp06RVJSErq6uixfvvwf37eSkhImTpyIqqqqoCctX75cfPj37t3LokWLmDZtmhi5sLOzQ1lZGUVFRVGpqK6uxtDQkNzcXG7dukVnZye+vr5kZ2eLkT1ZGHHs2LEUFBQwatQoHBwccHBwQF9fn4aGBjw9Pdm3bx/37t3j3XffJSEhgZcvXyKRSASa08/PD3t7e3p7e7lz544QaiYkJAwJnli2/P39kZeX5/r160RFRWFra8udO3eYMWMGFRUVTJs2jRcvXhAbG4umpia2traMGDFCgARkocEJEyYQEhLCy5cvuX37Nhs3bmTFihXExcUxadIkAgMDSUhIwMHBga+//pqCggKePXvGjRs3KC4uxtraWsApJk2axNq1awkNDeWbb74Rl5a4uDiio6Pp6Ojg/PnzqKmpYWhoiEQioba2dkiQp7LV1NTEsGHDKCsrE5AD+LPr6+/vz8KFC8UMfEJCAtnZ2Tx+/JgVK1awb98+kpOTRWe4qKiIrq4uioqKRAVKxoivr6+nsLCQY8eOYWlpiZmZGVpaWly+fBlfX18MDAxITU1lzZo1NDc3U1FRQXNzM0FBQZiamqKoqEhYWBinT59mxIgRzJw5k6amJh4+fEhkZCSJiYnMmjVryDpHR44cYd68ef/DGSOTVEokEkEuc3V1ZfXq1XR0dODi4kJ9fT0nT56kvLycrVu30t3dzU8//YSrqyuzZ88mLy+PwMBAPD09yc3Npbm5GVtbW16+fImFhQVeXl7Ex8cTHBxMeXk5jx49IioqCkVFRYYNG4ahoSGBgYHo6+ujpKREeXk59+/f5/fff+e9997jxo0bqKurC4+LiooK27Zt48qVKyJ0+08uRUVFFi1axMuXL3n69KkY15BBRNavX092dja2tra4uLgQExPD48ePUVVVJSoqSuCZY2NjMTAwoLW1lY0bN7Jt2zY8PT1ZunQpY8aMQVVVVYz7Xr16FXl5eX755Rf27t1LQ0MD165do6urS4y5AWRlZREUFISxsTGKiooiRJyTk8OePXvYsWMHVlZW5ObmCqS9v7//P75n8Cfa+erVqzQ3N+Pl5YWZmRmpqancu3dPIIJLSkpwcXFhYGCALVu2sH//fr777js2bdqEi4sLV69epbi4GDs7OyorKyktLeWzzz7j1KlTeHt709zcTH19PVKplJSUFOzt7Tl16hQHDx5k2bJlvHz5kufPn+Pg4ICCggKNjY0sWbKEnp4eqqqqsLGxQSqVcunSJSwtLSkuLhaui4ULF/LkyRN2797NmDFj6OvrY/Xq1UOyd3Z2duTk5NDU1ERRURGVlZWYmZnR29tLU1MTZ8+eFeNVL1684MiRI1hYWFBWVkZ6ejrfffedGIWXk5MjMzNTINaNjIwwMTGhvLyc4uJiIVy1sbERI0jKyso0NzczODiIm5sb8+bNo7a2ljdv3nDmzBmuX7/O/fv3aWlpobW1lb179/Luu++K/KUsU/fq1SsGBweH7PJRUVHB9OnTaWpqIi8vD1VVVQYGBkhNTUVLS4sjR44QFhbG+PHjmTNnDlKplCNHjuDi4sKGDRvESJSfn59ANw8ODjJ58mRmz55NSUmJyHC5u7sLz1t7eztZWVls27YNVVVVEhMT+fnnn3n33XdZuXKlGLuXdT4bGhrQ09Pjgw8+EGeO1tZWMYZqaWlJdXX1f12Y+luXj48++ogzZ86watWq//H7AwMDXLhwgXXr1v2l1zM0NERNTQ19fX1hK25vb+fo0aN88MEHREVF4enpKSpbMsJTcnIyFy5c4P79+5SUlBAQEMC6deuIiIhg9+7dbNy4kZUrVyKRSJgxYwZqampkZWWRl5fHvHnzOHXqlPiSu3LlCtra2ixZsoQTJ04wfvx4lJSUMDc3Jzw8nFmzZrFz507i4+ORl5dn2bJlfPvtt3h6erJgwQJxETl06ND/K4L4//b6+OOPefz4sQhJ9ff3Y2xszIYNG3jx4gW3bt0iLS2Nuro62trauHr1KnZ2duzZswdbW1ucnJy4c+cO0dHR6OjooK+vT05ODqtXr2bChAl4e3vT29srKjgxMTH88ccfzJ8/nz179vD+++/T3t6OiooKK1euZPfu3dy8eZPRo0djZmZGQUEBqqqqmJub09XVxTfffMPDhw/Jyspi1KhRPH/+nKtXrwpB1V8JK/2fLNkH6fLly8IMbWNjw5dffkl6ejq9vb0UFRVx//59MdLT2dnJunXrMDMz49q1a2hqalJVVcWWLVvo6+sjIiKCV69eMWbMGEpLS7lx4wYKCgq88847HDx4kKSkJDQ1NcnKyuLTTz/F2dlZdKPu3r2LpaUls2fPFtVBTU1NHj16REZGhuC9nzt3jrNnzzJr1iweP37M7du3KSgoIDw8nC1btgzJ3kVGRhIVFYWRkRF+fn7Iy8vz7NkzSkpKuH79OkePHuX7779n9erVtLW1CUxqe3s7a9euxcrKik8++QQ5OTnWrFnDggULWLZsGQ0NDeTn52NhYcGrV6/Iz88XIIfw8HAiIyPp7u5m4sSJHD9+nJiYGObOnSuIUFFRUeJQPHnyZEaMGMHUqVMF4So/P5+MjAzy8/PFuNfMmTMZPXr0kOxbX1+fMMO+efMG+LPoMn78eKZNm0ZUVBRFRUW8evUKMzMzjh07Jmy1cnJyODk5IScnh4GBAbm5uXz44YfU1NSwe/duzpw5w3vvvUd7eztKSkpiNNLCwoI9e/aI77jm5maMjIzQ1dVFWVmZzs5OIiIimDhxIufOncPLy0t0N4cNGyYMty0tLWhoaFBeXo68vPyQOIxk69ChQzg5OXHkyBHy8/NxcnJCVVWVCxcucOLECUJDQzl8+DAPHjxASUmJW7dusXr1anbt2sXdu3fx9PQUniYDAwP27NnD4OAgXV1d7N27l/7+fmGGnjBhAnp6eqxatYrr16+TlZVFY2MjK1eu5K233iI/P5/Zs2cza9Yspk6dyubNm+nv72f+/PlYW1tTVlbGs2fP6Ozs5J133hFULdm4cEREBJWVlX+rQPdX18aNGzl58iTx8fF4eXkxZcoUbGxsgD9HJ/Py8ujq6sLY2Jjx48czbNgwEhMTkUqldHR0CCqfmpoaHR0dHDp0iIqKCmJjY7G1tcXGxkZ0m2T4z5SUFEaPHs2vv/5Kfn4+kyZNQl1dXVCkurq6sLa2/h/dvKqqKv71r38xe/ZslixZQkhICC0tLcK5oq2tLWADQzFaGhsbS1ZWFt3d3ZSUlJCamsrChQtZuXIlPj4+BAcH09rairm5ucigyopmn376KcOHD0dLS0uQf7S0tDAxMeHu3bvcuXOH8PBw/vjjD5SVlZk/fz6nT5+mvr6er7/+mnXr1qGhoUFmZiYvXrxAQ0ODlStXkpmZiaqqKh0dHUycOJGCggKampq4efMmCgoKLF68mA0bNrB7926Bdv7www9Ft3So1oMHDzA2NmbcuHEMHz6csrIyXr58ibe3tzCuZ2ZmoqSkRGtrK62trfz+++/4+Piwf/9+NDU1KSsrw8PDg8WLFyORSDh8+DDnz59nxYoVqKurCxXDwoUL+eGHH/jqq69obm7G39+fuXPnioKKDHMvKxhevXqVu3fvis9te3s7hoaGtLe38/jxYzw9PZkyZQqKiopERESQmJjI2LFjh2TfBgYGaGpqoqWlBXt7e8aMGcOzZ88YHBwkOTmZHTt2oK6uzrVr14iLi2Pjxo2sX7+ecePGMWHCBKRSKXPnzsXOzo6EhAQuXrwoMOAxMTEoKCigq6tLVVUVxcXFLF68mBUrVqCoqMiaNWvEZ7mwsJDw8HCSk5OZPHkymzdvxsjIiLS0NNrb25GTkyMiIgJ9fX22b9+Oo6OjiEfIrPAFBQX/9c/9ty4fLS0tnD9/Xngk/v/XX718yIJ/Y8eOJTExka1bt7Jq1Sree+89dHV1cXZ25vvvv6e3t1dUpXbv3k1rays5OTniciILMcfHx3PgwAF+/PFHxo4dy8WLF/Hx8WHevHk8f/6cNWvWMH78eLZt24ampiYrVqwgLCyMwcFBcnJyuHv3LqNGjWJwcFB0VZqbmykrK8Pf3x9lZWVhY71w4QJPnz7Fzc0NR0dHLl68yLvvvjskbU85OTnMzMzw8/PD29ubyspKsrKyqKurY/To0aK7oa2tjbW1NfPmzePZs2esWrWKPXv2sHr1aiwsLNi2bRtjx44lIyODiIgIZs6cKYKrDx8+JDs7Gzs7OzZv3ixmWXfv3k1ISAh9fX1UVVURGxvLxo0bRcD8+vXrqKuro6CgwMDAgKB4yOZelZSUmDlzJnp6ejx58oRJkyaJCuc/vebMmYOLiwt9fX3cv3+fY8eOcebMGfHek0gkooNmZmbGhx9+yMiRIwkNDRV7PmvWLAYGBnj06BHZ2dmcPn2amJgYUlNTWbt2Lf/6179oaWkhNzdXtNfr6+vJzMykpaWFpKQk/vjjDx48eICZmRm7d+/mm2++obm5GXl5edTV1bGwsCA+Ph5zc3OMjY15//33efHiBffu3cPa2ppvv/32f2RPhmI1NDTw66+/4ubmxrNnz3j69Cmff/45Bw4c4MmTJ5w7dw5zc3OSk5PJzs5mwoQJwiegr69PT08PixYtorW1lYSEBPbu3ctHH31EcXEx3d3djB07lri4OCGWGz16NCNHjqSxsZHdu3dz48YN3n77bcaMGcNXX31FWVkZISEhhIeHExERQWdnJ5WVlSJU+PPPP7Nz505sbGzYt28fZ86cYXBwkNmzZ3P+/Pkhu3z09PRQV1fH2rVr0dPTIyYmhqysLPT09HBychJhexMTE86cOcP48ePR19envb2d6OhoNm7ciIqKCsbGxlhbWzNhwgTmz58v3rfx8fHMmjWLnJwc9u3bR2NjI2fPnhXjbK9evcLIyIiioiJRYZRRj7q6ujA1NeX169ckJydjZGSEubk5nZ2d/PLLLygrKyMnJ4eCggKqqqpDKrU8d+4cvr6+GBkZERoaysDAAAYGBowbN47y8nIuXbrE1KlTcXV15eXLl1y+fJnw8HCWLVtGXFwcN2/exN7enrS0NNFJiouLY86cOaSnpzNy5EjMzMwoKSnh6NGj2NjYEBoaymeffcaUKVPYuXMnVlZWhIaGAhAXF0dsbCxnz57lp59+EsbvV69ecfjwYTZu3EhwcDBXr17F19eXvXv3UlhYyO+//46zs/OQUXTu3r1Lf38/O3bswNDQkPDwcM6fP09paSkdHR1IJBJKSkowNTXF2dmZ9vZ2CgsLuX//PklJSeTm5nLy5EnKysoIDg5m3rx5Ig+0YsUK0XUyNzdHXV1d4J7hTwmxbNz21atXqKqqMm/ePB48eMB7773HsGHDhHtAXV2d6dOns3nzZnx8fJCTk+O7777j9OnTjB07lilTpnDixAn09fWHxHC+bds2HBwcxFnD0tJSZDHCw8MZO3YsDQ0NxMfHi+JdWFgYERERfPfddxQVFeHh4cGSJUsICwujvr6exMRE0bk2MDDAxMQER0dHpkyZIrrChw8fRk1NjYiICIKDgwVWNywsDH19fUxMTLh27RrV1dUCUnLu3DlWrVqFjY0Ns2bN4vLly5SUlGBlZYWdnR2JiYncunULBQWFf3zf4M8MpUxCOTAwgK6uLgcOHODbb79lypQpwjn08OFDNDU1GTFihJChnjx5EkVFRXR0dMTYX35+PitXrmTJkiXcu3ePU6dOoa6ujru7O01NTXh5eVFcXMzJkyeJjIzk9u3b1NfXo6Ojw/Dhw5kyZQphYWHU1tZSX19PcHAwnZ2dbN26ldTUVGxtbVm7di2LFy+moaGBq1ev0t3djbW1NWPGjBmSPYM/x8C1tbWZNGkSenp6vHz5kgMHDjBu3DgsLCyoqKggNDQUAwMDWlpaOHXqFNeuXWPixIn4+/tz6tQpvLy8hMH93XffJTo6mmXLljF69Ghu3rxJWloaiYmJqKurc/bsWebNm8fevXsZN24cgYGBVFdXk5iYKMBFGRkZzJ07lxkzZrB+/XqePn0qzvtPnjxhYGCA169fc//+fQoLC2lvbxe+kt27d/9XP/ff7ny4uLiwatUq1NXVBXa3p6eHe/fu/eXXk1kUU1NTMTAw4MqVK/j4+CAvL09bWxuff/45gYGBGBgYkJCQwLNnz0Slxc3NjU2bNuHh4SHanAUFBXz11Ve8fPmS7OxsUSGVSCSEhIQQHx/P8ePHsbe357333mPMmDE8fPiQy5cvU11djaqqKq2trRQWFhIfHy/oMNnZ2RQWFvLkyRNevHghArc9PT0EBQUxfPhwHjx4wNOnTxkxYsTf2dq/tI4dO8bs2bNpb2/nt99+IyMjg7a2NioqKtiyZQsHDx6kv78fDQ0N2traSE9PZ82aNfj6+vLjjz9y584dsrKyUFFREeNsvr6+Imhpbm4uRmQkEglbtmzhp59+Ijg4mMOHD3Pq1CmCg4NFhuPUqVPMnTuX6upq1q5dS3h4OCUlJfT391NdXc3XX3/NrVu3iImJ4caNG4wePRo5OTmqqqpITk5m1apVf+nm/HeXoqKiGH8YGBjAyMiILVu2kJyczJo1a+jt7eXs2bP09/fT0NDA0aNHaW1tpaOjg2fPnjFu3DgSExORSCTo6uoydepUkpOTKS8v59NPP2XHjh3U1dUxbdo0Nm3axLhx44iKiuLu3bsYGhoiLy9PVVUVUqmUOXPm4O3tze3btzl58iTKysqcPXuWqqoqcnJymDNnDtHR0ZSUlPDq1SuuX7/O4OAgxsbGDA4O8vTpUxwcHIbsULNixQoGBwcpKSlBX1+fMWPGkJSUxKxZsygrK6O2tpaWlhZmz56Ns7Mzp0+fxsDAgPT0dAICApgwYQJFRUWi05aVlUVhYSGenp5s2LCB/v5+rK2tWbp0Kbq6uly+fJmnT5+ioqLC5s2b+fjjjwVK99KlS8TFxTFt2jT27dvHBx98wJs3b7hy5QoVFRXMmDGDffv2sWnTJg4fPizwv6ampsjLyzNq1Kgh2TP4cwbf2dmZ6upq4uLi6Ovr4+zZszQ1NXHlyhUKCwuRSqW8/fbb6Ojo8OjRI1auXMm1a9eIjY3lww8/ZGBgAFVVVQwNDYE/XSXnzp1DR0eHpKQkDAwMGD9+PBcvXuTTTz9l1apVpKWlERUVxYkTJwgKCmLJkiVcunSJzz//XIz+5ebmMjg4iJeXF4GBgejq6mJhYcG+ffs4d+4c/v7+BAQE0NPTw6tXr2hqasLPz29I9q2trY2mpibCwsJQV1fnyZMnHDt2DENDQwoLC/n555/ZtGkThw4dwt/fn8OHD1NfX8/EiRO5fPkyg4OD9PX1YWVlhba2NjExMbz99tuYm5szYcIE4uLiGD9+PIODgzx69EjAOvLz88UFYsSIEfT19XHkyBHk5eWxtLRk1KhRwqtSUFDAsGHDCA4O5qOPPmLXrl3s27ePOXPmcP36daKjo1FVVUUikTB//vwh2bc5c+Zw8OBBsrKysLGxYWBggJEjR/Lq1StsbGzYtWsXvr6+KCgocPPmTczMzPjxxx9ZtWoVFRUV/P7770gkEiH3ffDgARcvXmTcuHE4ODjg5uYmhIuyUTcvLy/+85//MDg4yKeffoq/vz8ODg6EhITg5+fH4sWL2b59O9evX6euro7S0lJUVFRwdnbmiy++YMOGDbS2tmJvb8/r16/R0NAQhL/Y2FjWr1//j++bzN+RnZ1NcHAwnp6eggh3+/Zt4uLiMDQ0FGAbmUz45cuXXLhwgYcPH5KZmUlycrIovskoh59++inZ2dmMHj2a3t5evvnmG4KCgti7dy9BQUE0NDQIVKqysjKjRo3C29uboqIiZsyYQX19PW1tbSI3IkPom5mZMWbMGH799VeWLFlCW1sbd+/exdfXlzt37jB79ux/fN8AJk+eDMDx48cpKCgQorvw8HCuXr3Kzp07mTJlCsuXL6ejo4PDhw+LrEBHRweffvopCxcupL29ndjYWDw8PGhqamLp0qVkZGSgpKREVVUVxsbGaGtrc/z4cV6+fMn777+Pj48POjo6uLm5iRG9OXPmMHz4cCGsffHiBdevX6epqYm5c+cSHh7Onj178PX1JTU1lfHjx2NhYUFPTw8//fQTEydOHJJ9+/3332lubkZFRUUAMFRVVfHx8WHdunWoq6vz8OFDBgcHBfQoLCyM9PR0Zs+eLTDrdnZ24nsyMjKSrVu3Ii8vz8uXL9HS0mLOnDlYWVlx7do1LC0t2bhxIxs2bODQoUP09vYyZcoUxowZw4EDB6itrUVRUZG7d+/S0dHBwoULefXqlTDUZ2Vlcfz4caZPn46amhp6enqoqKhQXV39X//cf+vyoaSkxLFjx/4H6Uq2Ro4c+Zdf78mTJ2hrazNq1Chqamr46KOPeOedd3j16hVHjx4VJAMbGxsh71myZAkHDx7Ew8ODGzdu8OzZM5SUlDAyMmLr1q3s3buXBw8eMH/+fPT19RkcHKSgoID6+noUFBQwMzPjo48+EnO+Mm9HY2MjJ0+eFOK7KVOmEBUVRWlpqQjS/PDDD0LoExQUhIaGBhoaGty6dYvXr18PGYpSlpOBP/Mf6enp9PT08OjRI/71r3+hoaGBiooKRkZGNDY28uLFC0pKSkRm4JNPPkFBQQF9fX0KCgoIDAwkPDyc2NhYzpw5Q2pqKsXFxYIUI5VKxQiVt7c3AQEBBAYGinbpv/71L+rq6vjoo49ISkoSQVUZgeaDDz5g+/bt6Ovrc/DgQX766ScaGhrEfHVLSwuzZs36x/dt9OjR4kExadIkfvvtN6RSKbq6uly8eFGMnaxduxYdHR0yMzOpqKhg//79fPrpp2zevJnCwkKKi4tpa2ujpaWFHTt2YGFhIQ4oskt5eXk5+/btE0ScJ0+ecOTIEXx8fASyVibiq62tJS8vD3d3d6RSKQ0NDcydO5ddu3bx1ltvoaGhgb29PQoKCrS0tHD8+HHMzMyYOXPmkIXOb968iY6ODiEhIdTX13Pv3j0h0Lpw4QJ2dnbU1tbi4OCAr68v69ato6enh+bmZtzc3IRQqbOzkxcvXqCoqMj169e5c+eOQKLKaEp6enoifK2mpiYQlsOHD8fZ2RmJRIKWlhbFxcUsWrSIr7/+WlRf3N3dmTVrFn19faiqqooDgaqqKuPHjycsLGxIPR9WVlbExsZSXl6OnZ0do0aNYv/+/Xh6eiKRSGhoaODUqVPIy8vT3NwMwIkTJxg9ejTBwcHcuHEDCwsLTExMaGhoQF1dncuXLxMaGkpNTY2ozv773/9GKpViYWFBZmYmO3bswMfHh6lTp1JQUMD169cJDg4mNTWVOXPmMG7cON5//30kEokQ6MmC+8rKyhw9epSSkhKRCUlKSuL+/ftDtm+VlZXMmjWLc+fOkZqairOzM9bW1rS3t1NaWsqMGTMYM2YM+vr61NfXk5KSQkpKCvX19UK019PTQ2VlpRivLCkp4d69e/znP/9h5syZ3L9/n+zsbJycnNi0aROxsbHs2rULRUVFbGxsMDY2xsrKShBxtm/fTmBgIBcvXhQz2mZmZigrK+Pu7s7nn39OcnIy165dQ1VVFV9fXyEOO3XqFAcOHPjH923Pnj2kpaXR1NREZ2cn8KfULCYmhsHBQXx9fWlqahLBaTc3N86dO8fevXvJzs5GXl4eW1tb9PT0MDY2xsHBgdraWt59912qq6uZPn06aWlpdHd3M3LkSPz8/MjLy2NgYIBly5aRmZnJnTt3hOvCx8eHPXv2oKGhIUAjDx8+RENDgzVr1mBiYkJrayvbtm2jra2Nzs5O6uvrqa2tRV9ff0iygPDnKKSlpSXGxsYMDAzw008/MXz4cBQVFZGXlxfjWElJScjLy6OoqIijoyNfffUVM2bMYNasWWIC4MaNG1hbW4vff++996ipqREod11dXeLj41FUVERDQwNra2tGjRpFS0sLcXFxQgh3+/ZtfvzxRxobG5k4cSIjR45EKpUSGxtLa2srKioqnD17loULF5KRkUF6ejqurq4sWbJkSKEaMqxyb28vYWFhzJgxg/7+fvE9tm7dOkxMTLh9+za9vb389NNP3L59m76+PiZOnMj06dMxNzcnMjKSuro6+vv7SUtL4+HDh4IEWF9fT3t7O+Xl5SxevJiUlBT27NlDbm4uAwMDxMXF8ejRIzQ1NQkNDRUkVF1dXTIzM3F1dRW5xQkTJlBWVsbIkSPR1tbm3LlzNDc3Y2hoOKQQl/3791NaWkpvby/y8vLU19eLnNknn3zCokWLxHe+s7Mza9euxcPDg61bt2JiYsLkyZPJy8sjLi6O6upqGhsbmTNnDvn5+cybN4/U1FR6enpwcHAgLCyMlStXEh0dTU5ODtXV1bz77rsoKipSUVEhBJYff/wxISEhqKur891333H16lUhe7S3t6e+vp5vvvmGiooKurq6UFNTQ1VVFUtLy//65/5bl49FixZRXFz8v53BlEqlf/n11qxZQ1lZGTY2Nnh6euLq6opUKsXR0ZHr16/T1tYm8GFdXV28/fbb+Pn5oaqqyt27d1m1ahU6OjrU1NRQX19PTk4OM2bMwNraGk9PT65cuUJjYyPOzs4YGxsLxOXw4cPp6ekRvPGBgQFcXFwwMTERFw5tbW10dXXR1tbG1dUVMzMzwsPDxZiVVCpFQUGB5uZm6urqGDVqlBjp+afX1q1bycnJIScnh4GBARwdHYmPj+fSpUsYGRmJUPSsWbOYPHkycnJyHD16VKCGHz16hJWVFR0dHTx//pz6+nreeustgoOD+eabb0RLWV1dnatXr6Kjo0N2djbz5s2joKAADw8PwRK3tbVFTk6OhoYG3nrrLXp7e5FIJCKI9PLlS6ZMmYJEIqGoqIhnz56hpqaGlZUVRUVFaGpq4uXl9Y/vGfw5Yzl37lzgzy5IUlISY8aMwdTUlK6uLlpbW5FIJMjLy6Orq4uBgQG3bt3i008/xcbGhr6+PhobG4XVdcGCBVy+fBk/Pz/Wr19PZ2cng4ODtLW1cenSJbq7u3FwcEBTUxM/Pz8MDAzQ1tYWLfmwsDDk5eWRk5MjKiqKuXPninyIubk57e3tODs7k5qaSm5uLt3d3djY2GBmZkZlZSUSiWRI9g1g9uzZ3Lx5U+BYZYKy5cuX8/LlS/Ly8hgxYgTFxcWkpaVRXV3NzJkz8fT0pL6+ntbWVjw8PLCwsKC/vx97e3sAkpOT2bZtG+Xl5fT29tLV1UVtbS0zZszA09OTCxcuoKmpSUdHBwMDA+Tk5BAZGcmcOXN4+fIloaGhLFu2jFu3bmFlZYWHhwfp6elC0CQnJ0dRUZF48Fy9epUJEyYM2b5VVFQwZ84curq60NbWxsLCgnv37gljsomJCeHh4Tg5OTF//nwUFRW5ffu2kJ/q6OiQn59PeXm5QDk3NDSwb98+fv31VxQUFJBIJNTX1yORSNi4cSN+fn6kpqZibW2NpaWlEHy6u7uzceNG8vLySEtL4z//+Q/z5s1DXV1ddPhkhECZDE5JSYmWlhZycnKGDCUOf77fEhMTReB+xIgR3L9/Hy0tLcrKysTorYaGBl1dXeJSJaNPRUdHM3bsWExMTGhpacHPz48RI0bwyy+/cPXqVcLCwvD398fc3Jzs7GyOHTtGT08Pr1+/xsXFBXNzc/r6+sRoxOnTpxkcHMTU1JSLFy+KUHJtbS3Hjh0TOYn4+HiCgoKwtbVFXV2dnp4ehg8fTnR09JDsm62tLY2NjQQEBODv709dXR0pKSlERkayYsUKXr58KVCuMpR8SkoKYWFhWFpaEh0djZWVFa9fv6a8vBxPT08yMjKwtrbm9u3bhIWFUVRUhLq6OmZmZpw/f14cki5dusTkyZPx8/OjoKCAtrY2qqurqaysZO7cucTFxeHg4IClpSVZWVlUVlZy+/ZtZs2aRWNjI/Pnz8fIyEhk84yMjDh58uSQdD4yMjIoLS1lcHAQGxsb/Pz8ePbsGfHx8WzYsEHkUfX19TEwMBAeMHV1dfz9/Tl//jyLFy/GxcWFsrIy6uvrcXNzIy8vDy0tLZKSkrCwsKCjo4MXL17g6OjIjRs3mDNnDjdu3EBfX19gfmWFlaqqKry8vHBwcKCsrIyGhgbc3d3x9PTk4sWLjBw5kmnTphEbG4uCggIaGhq0traKC+RQLR8fH4H9HhwcJDc3FxsbG/r7+zlw4ABeXl4UFhbi7u6OlZUVjY2NhIaG8sMPPzB16lThABkcHBRyyvv375OTk8O1a9ewt7enqakJVVVVDAwMiImJwcjICC0tLX7//XeqqqqwsLAgNDSUvr4+zMzM+P333xkzZgzV1dWMGDFCvA9lYmo5OTk+/PBDGhoahMahvr5+SFHsr169YsSIEUKq6eTkxJ49e1BWVubAgQM0NDRQXV0t3DKpqamcP3+e4uJiDh48CICTkxM9PT20tbVhbW3NsWPHGDFiBMbGxuK92tLSQkREBEuXLqWtrY0PP/xQaC46Ojpoa2sjMzOTnp4eamtrOXPmDMbGxkIREB0dTXp6OjNnzqSoqIiZM2cilUqFjNXPzw85Obn/GlH8ty4fmpqa7Nq16387F/fixQsuXrz4l16vqalJdFGMjY2xsLAgNjYWPT090tPTReeiublZBIWcnZ3FppmYmKCjo4O6uroIuDk7O6OkpERDQwMpKSmoqalhbm6Oq6srr169oq2tjYiICJqamrCwsBAPXYlEQl9fH7GxsSgqKmJvb8/s2bPR1NRET0+PgYEB4uPjycrKEofwmpoadHR0xFynjIn+Ty8rKytBYBk1ahRKSkpkZGQIPK4MZSprV5aUlCCVSlmwYAFycnJYWFjg7OxMXl4eTU1NtLe38/z5c2xsbJgyZQqvXr0SlCeZYC8tLQ0zMzOsrKxoaGggMzMTqVSKg4MDOjo6FBYWMmbMGBITE9HX18fY2BgDAwNCQkJobm5GU1OT1NRUNDU10dHRAUBeXh6JRMLw4cOHpFITExNDRUUFYWFh4t/19PRQVVWlt7eXcePGCellVVUVnZ2d4otQVVWVnp4ebG1taWtrQ0VFReAgrays0NTUpKenBx0dHZ4/f86zZ88EmSM7O5tp06aRmpoq9rurq4vQ0FCioqIoKSmhsbGRqqoq2tvbBRXF0NCQjIwMkpKSkEqlaGpqYmJigpOTE1paWgKfPBTL1dWV/v5+ampq0NTUFCM69fX1wjxbVlZGZmYmqampqKurs2bNGoqLi6muriY3N5f29nbc3NxEhbGmpgYVFRWqqqowNzfH3NycyspKenp6kEgkpKen4+npSUxMDE1NTdTV1Qn/xPTp03nx4gUqKio0NTXh7OyMVCqlpqYGiURCY2MjPj4+nDp1Ci0tLczMzASGury8fMicFY6OjgQEBJCbmyt+tra2NlHllbl03NzccHNz4+XLl6irq2NiYsKwYcOEd8LQ0JDu7m6KiopQUFAgJiaGmpoaGhoaUFJSQllZGTU1Ndra2oQ4NSsri7Fjx2JoaEhRURGvX78WDyvZ4a6zs5PW1lY6OzsxMTGhv79foKHl5ORQVlbGwsIC+HM0ZajWyJEjqaysFDjHuro6XFxcaG5uxtnZmZSUFOGTkcnf1NTU0NDQQEFBgcLCQrS1tdHT00NXVxdjY2Nqa2txcXERmPT29nZ6enqwtLREKpUKuMnYsWNxd3cnLS2N58+fo6CgQHt7OyEhIbS3t+Pn54e5uTnwZ1dBKpVSWlpKYGAgixYtEvTBwcFB4cP4300L/BPL09MTFRUVAgMDRaZDhptPTEzk9evXvPvuu1hYWAis95kzZ1iwYAH6+vqoqKhgYGCAuro6FRUVVFZWiiKbvLw8N2/eFGjZ+/fv8/TpU/z9/SkvL8fDw4OAgACysrIoKiqitbWVrq4upkyZgoaGBp2dnRQXFyMvL4+1tTUdHR3U1tYSExODm5sbOjo6qKqqoqOjg1Qq5cGDB2K0+59e+fn51NXVYWlpKSSS7u7unDx5khEjRtDQ0ABAQEAARkZGFBQU0NnZyZYtW6isrCQpKYmJEycybNgwrKysePHiBXV1dQwbNozy8nKBeJdKpWRnZ1NZWSmKoMXFxXh4eIjLand3txjtHj58OH5+fjx9+pSUlBRCQ0NxcHBAXl6e5ORkDA0N6e/vp729HSMjIwwMDIQxXktLa8j2rr29XXwmSktLaWhoEN+5eXl5SCQSTExM0NfXJy8vj5qaGszMzAQCVjYm7uPjg66uLh4eHjx+/Bh9fX1ev35NWVkZfn5+Ymqgr69PAAJcXFzE5VBPTw89PT0qKirQ0NBgcHCQpqYmenp6MDY2xtTUFB8fH6ysrLhz5w7y8vJoa2tjb2+Pk5OTQPIOxSooKMDd3V10c+vr6zE2NmbYsGEcOnQIVVVVAgMDMTY2FkRDqVQqhImyUS1ZEXLEiBHIy8sL51NDQ4M4H8OfBVfZM8DDw4PIyEjx+err62Pq1Kl0dHTw8uVLXFxc0NDQoL6+XnTYy8vLheevrq4ObW1ttLS0aGlpQU5OToxF/3+tv6WUTkpKEi38//XXtWvXSE9P/8uvd/36dYGgbG1tpampiTdv3jA4OCgOrq6urjg5OaGsrCwIImVlZaiqqlJVVUVtbS1qamq4u7vj5OTEpUuXePjwoWA9t7a2UlpaSk5ODgkJCWhqaopZ0ri4OExNTfHw8CAnJ4fOzk40NTWprq5GTU2N0aNHM3HiRJydnVFRUREyPCcnJ0aMGCEuQxMnTkRZWZnW1ta/s61/ecXExFBYWIixsTEjR45k2LBhWFhY8M4772BsbIyKigrTpk1DS0uLe/fu8fDhQ3HgS05ORiqVIicnh5qaGgYGBigpKQkRYVBQkPgy6OrqEn4FbW1trl27JgRG8fHxPHr0iMzMTDo6OsQXd0FBAR0dHVRUVFBRUYGTkxPR0dGoqanR2dlJaGgoysrKdHV1oaOjQ39//5CEzQESExN5+PAhycnJDAwM4O3tLTjXAwMDBAUFCUqOzAni4ODA7du3qaqqoqamBg0NDfz9/Rk1ahTq6upMmDBBdN3gz/a9rq6uwJ3q6emhoKAgQrN5eXm0tbXh5ubGwMAA9+7dIzo6GmdnZ7q6uoTxXeYaOH78uDDSBwQEiEpuT0/PkDHwAYqLizExMUFVVVVUxGfMmMHdu3cxMDAQCObExERqamrQ09Ojv7+fpqYmtLW1KS8vJzU1VRBJ6urqBOVDdsCztLTE3NwcQ0NDbG1tSUxMZMaMGVRXVwtPSnl5OU5OTiKYGB8fz61bt4A/M2RPnz6loaEBExMTcnNzycnJEez3vr4+rK2th+z9BoggX3p6Og8fPuThw4cYGhri6elJcXGxkD6pqamRnp5OZGQk5eXluLu7ExwcjJaWFr6+vvj7+2NjY4OhoSHGxsbs378fQFCKtLS0cHV1paKigvr6epqamkhNTUVDQwMjIyNKS0s5deqUwBjPnTuX2bNno62tjUQiQUlJCS0tLWGob29vp6qqiufPn1NWVoahoeGQ7ltxcTGWlpZ4eXmhpqZGfn4+6urquLq6EhYWhomJCSYmJsKrI8vvlZeXC1xqeXm5uMTLPFA2NjaMHTsWHR0d7t+/z8uXLxkxYgQLFy7E398fQ0NDxowZI2RwMinm/PnzmTFjBlKpVMgxS0tL6ezsxNLSEicnJ1RUVFi6dOn/kOiZmZmJ6uVQLDMzMwIDA7GxsUFJSQk1NTXc3NwwMjIiMTFRVM8dHR1RU1MTB+24uDhevHiBpqYm6urq2Nra4urqSl1dHW5ublRWVqKoqEhUVBS5ublUVFSQl5eHmZkZr1+/Ft2lqqoqkpKShJ1elgOTSCQ4OTmRm5srHBWyMdfCwkJhPk9PTxeHzfT09CErEsi68fb29mhpaTEwMMDq1asJCAgQQIbm5mYxPlZYWIiioiLOzs4kJiaKApZMsqioqMjLly+xtramp6cHNzc38frDhg2jp6dHUCYlEonIdOno6NDW1kZ2dja6urrk5eVRVlZGW1sbxcXFxMXFCblsYWEhERERYjxMVVUVDw8PkpOTaWxsHJJ9gz9zL1FRUdTX14vDf01NDYaGhrz99tvU1dXR3d1Na2srFRUV5Ofnc/HiRebPn09ubi6BgYFCMK2trU16ejrjx48nISGBMWPGYGRkhLy8vBCEzpo1C11dXXJzcwkJCWHq1KkoKyuTlZVFTU0NTU1NODo6IpFI0NTUpKWlBWVlZaytrdHS0mLMmDHo6uoyZcoUli5dyuDgIB0dHXh4eAwZUAP+RBTLtAT19fU0NDSIS6upqakQb6uoqAjc7aRJk3B1dWXMmDGiYGdlZSU6Z7NmzcLS0pLg4GCMjIwoKSkR4lp1dXW6urrIzs4mLS2NtLQ0kfGwtrZm7ty5At8uE/LKnvf29vbo6OiQl5dHZmamyDw1NDQQFxdHRkbGf/1z/60yzNy5c1mzZg3u7u7/jz+THQD+yrK2tkZNTU18aHt6ekhOThaYSVdXV2prayksLBTVg4SEBCoqKjA0NMTIyAhDQ0MMDQ2xtrbGycmJM2fOYGVlJR5ad+/e5fHjx8TFxdHb24urq6tAwkZERAiRj0xU8+6777J7926ioqJQUVHBwcGB/v5+Ojo6kJeX59133yUmJoagoCCBnpRJgBoaGgT5459c0dHRmJubo6qqKsR3jo6O9PX1sXbtWpYuXUpzczMtLS1UV1czbtw4pFIpJ06cYOTIkRQUFNDe3o6dnR29vb3cvHmT0tJSQkNDuXDhgngDypB9Z86c4fTp05w7dw6JRIKdnR39/f10dnbi6uqKrq4ujo6O6OrqMmfOHOrr6wVdZXBwkEmTJqGqqsqIESO4ceMG7u7uwmA7fPhw7ty5MyT0IWtra0Ht0dXVJTQ0lCdPngjE45s3b+jv78fExIS33nqL5uZmtm3bxpQpUzh16hTR0dH09fXh7OwsvvBk2Nb169ejrq6Ojo4OI0aMwMDAAD09PZSUlLC0tKSjo4OgoCDOnz9PdXU148eP5/PPP6enp4exY8fi4eGBu7s7mpqalJeXCxtzdXU1dnZ2WFlZ4ePjQ39/P0+fPuX8+fMiHD8UKy4ujtDQUGJiYpBIJIwZMwYlJSWmTJmCVCrlo48+YsOGDYwePVpclk6dOsXWrVtFuH/atGmi4yabT545cyZZWVl89913rFu3DhUVFV69esX27duZP38+3d3dODk54efnJwRnbW1t/Prrr6KNP2fOHM6cOUNDQwMKCgpcu3aN0NBQ3rx5ww8//MCHH34oWvMyxGhVVdWQ7FtbWxs1NTV0dXUBCEjFvHnzqKurw8jICFNTU7Kzs4UM8OHDh6KzYWFhQUxMDB0dHSKY6OjoSGFhIatWrUJJSYnHjx8jkUjw8fHBwMCAY8eOkZKSwpo1a9DU1MTU1BQLCwtSUlJITk7m3XffxcrKihMnTuDh4YGvry89PT3Ex8dTUVHB119/zeHDh4WwTk1NjZKSkiEdSThy5AiTJk2ivb0dXV1dAgMD2bFjB+fOnRNzyOrq6owZMwY3NzfevHlDYWEhmzZtwtHREUdHR7KysmhqaqKkpISrV6/y5MkT8b144cIF8vLyGD58uKjiDwwM8OzZM/z8/Lhy5Qr29vbMnTsXJSUlbGxsKCsrw8fHh5s3b1JTU0NfX58YOX3vvffYvn07mZmZpKWlERwcLLIBa9euxdnZeUgub7JQtJKSEgoKCowdO5bg4GD279+Pra0tly5dorGxkfb2dtra2ggKCmLFihXs2bOHxMRE1qxZI4SglpaWfP7551y8eFGgSefNm0dSUhKWlpYsX76czMxMFBQUMDY25vDhw+Tn59PT04OFhQXm5uZERUVhbGyMubk5NjY2hIWFERsby5s3b2hqamLOnDkEBASIQ3dERAR37txhYGCAHTt28NFHHw0J+jQsLIwRI0aQkJCAlpaWQJifOHGCZcuW0dLSIi6V6urqFBQUoKyszNatW1m2bBm1tbVkZmbS2dmJtrY2+/fvFzS0GTNm4ObmhkQiEahjLy8vDh8+jKOjIwUFBYwcOVJ0hTMyMggPD2f//v2cP38eIyMjRowYQWhoKKWlpRw+fJhvv/2WyZMn8/HHH6Orq4uPjw9lZWU8ePCA0tLSIXsuAAQHB1NfX4+BgQFaWlp4eXmhpKTEwMAAw4YN4+nTp1hYWODr64tEIuHp06fIy8vj6OhIeHg4Z86cYdGiRaLgVFtby7x58zh27Bjnzp0jJCREdIrb29uZOnUqqampVFZWEhwczMOHD1FTU2Pq1KkUFxdz/vx59PT0qKysJCQkhM2bN5OWlkZSUhJVVVUCXW5tbY2joyOVlZXU1dWRn5+PqanpkO2brCv96tUrDAwMWLRoESkpKdja2jJy5Eiqq6u5efMmdnZ2TJgwAQMDA549eyaKVwcOHGD06NFCDn337l2qq6v54IMPRCE9Li6O1tZW3nrrLVpaWpg2bRqOjo68efMGW1tbtLS0xBh1dXU1L168QEtLi6ysLHx9fXF1dSUiIoIzZ85w8uRJrK2tGTFiBIGBgZw5c4bk5GTMzc3/Uo7yb10+QkJC/re/39TUhImJyV9+vXnz5pGZmSkIQjIyyC+//MKsWbOwt7cnPT2d27dvk5qayuDgIGfPnmX58uX89ttvXLhwgbNnz9Lb24u/vz9z5szB0tKS0aNH8/z5c27cuEFRUZFA5zo5OREUFISCggI3btwgKCiIgoICtLW1+fTTT/nxxx9JSEjg7t27BAYGMmPGDAwMDHjw4AFffvkldnZ2XL16ldLSUg4cOICBgQE9PT1kZmaira0tzJ7/9AoKCsLPz4+KigoKCgro7u7mzZs3vPXWWxw8eBB1dXXq6+uZMWMGS5cuJTExkdLSUt5++22io6Pp6elBW1tbhPtkb5wHDx7w/fffk5mZSWxsLP39/Tg7O1NeXs7jx49FRuGbb75BKpUSFBREf3+/wMru37+f2bNnExQUJNj3UqkUExMTYWL917/+hbm5OampqaiqqlJXV8fVq1eH5PIxODjImjVr0NDQICsri9OnTxMfH89HH33ExYsXCQgIwMHBgezsbM6fP09vby9XrlxBSUkJOTk57t69y+bNm8nPz+fQoUOcOXNGWHvXr1/P119/zZdffkl3dzfHjh3j0KFDvP322xw8eBBzc3MxWvPHH38QExPDt99+y9WrV7l27Rp3794F/jysdnV1CXyzDPmcl5dHVFQUEolEuDLWr1/PkSNH/vF9A8jLy6O0tJQFCxYIAdvGjRvZu3cvK1euxN7enkuXLuHs7ExgYCASiYSFCxeyYMECjhw5wueff05hYSHXr1+nsLBQHIqeP3/OlStXRDdl9uzZjB07lnv37lFUVMTy5ctZt24dt2/fRk5ODhsbG+Tk5Pj888/R1dUlJSUFU1NTNm3axNmzZ4mIiGDEiBFMnz6dLVu2CKBAZmYmJSUljBkzBnn5v9X4/Vvriy++IDg4GKlUipGREVKplG+//ZazZ8+yY8cOvLy8ePLkCZ6enixcuBBTU1PCw8OZM2cOEyZM4Pvvv8fNzY2FCxeir6/PtWvXcHd3Jzo6ms8++4wLFy4gkUh48OABZWVlGBsb8/r1a7799ltcXV3FOJUsRChrnQcGBvLmzRuio6MJDAzE1dWV1NRUbty4QWlpKUpKSuzYsUOAOpydnTl+/LjITP3Ta9OmTRgaGtLW1oauri6qqqr09fXh7e3N9u3bkUqlzJs3TxQ21NTUuHnzJidPnuSdd95h9+7d6Ovr4+/vj6mpKS0tLcjLy/Pjjz+SlpYGwKpVq2hubub9999ny5YtjBo1Shx2ZfAI2UH6888/5+jRo3z55Ze8ePGC+vp61q1bx8aNG2lubqayshKpVEpfXx8nT54kJiaGFy9eCLStmZkZO3bs+Mf37fTp06xatYrExETKy8uF7f369et8/vnnTJgwgS+//BJFRUUhybWzs+Pnn38WgsHVq1cTFBREVVWVsI+fPn0aXV1dBgcHCQ4Opq2tjaNHj5KXl8fOnTvZsmULkZGR1NfXM3XqVIyMjLhw4YKQ982ZM4e4uDja29sxNjYmMDBQdMEDAwMFQSw9PZ2pU6cSFhbG6tWr/1KQ9f9keXp6kpeXR3l5uTjAf/DBB+jr66Orq0tdXR179+4Vh9WioiKioqJwdXUlOztbPP/T09O5cOECBw4cYPz48YwaNYrPPvuMOXPmiI5HTk4OEyZMYNq0aWRkZBASEiJGnceNG4eGhgZFRUU4Ojryn//8B0NDQ3766SeuX78u/DLe3t6UlJRgbm5OfX09SkpKYpw5ICCAnJycIeu2PXjwQAAiPDw8GBwc5NmzZ2hrazNs2DCcnZ1xdXUlOjqazs5O8cxYuXIlf/zxBwsWLOCjjz5ixYoV/Pvf/xajgps2bSI5OZnp06fj6enJqVOnhOBz8eLFbNu2jZKSEpSUlAgJCaGnp4ejR48KsMGePXvw9/fnypUr3Lt3D3l5eaZPn869e/ewt7cnODgYbW1tpkyZwunTp/npp5/48ccfhwxf39LSwpEjR5g9ezZOTk5cvnyZ27dvU1tbi6qqKv/617/o6OjAwMAAZWVlCgsLMTU15dNPPxUutsrKSqKjo8UY/Pjx49HU1GTnzp2iYOfi4oKxsTFXr14lOjoaAwMDbt68KcYDc3JyRJTh3LlzaGtri6J8R0eHCLgnJiYybtw4ysrK6OjowMnJif7+fsrLy/9SxuhvD6BmZGRQVlb2P27WTU1NnD59mtjY2L/0WjExMZSUlBAWFoaWlhavX79m7969FBQUEBsby/3791m2bBnjxo2joaGB9vZ23nvvPb7++muKi4v58ccfMTExQU1NjaCgIBwcHNi1a5eoBpqZmYnsgr6+PjNnzqSgoIB33nmHxYsXi4Ox7MP+1VdfERERQVJSEqamphw7doxbt26hrq5OSEgIPj4+qKurc+/ePZKTk5k2bRqLFy/G1dUVBQUFJk+ezIULF/7u1v7Xy9jYGIlEIuhVBw8eZP78+Rw/fhwPDw9GjRrFrVu3uHPnjsiAHD9+nNLSUsLDw7l9+zYXLlwgOTkZLS0tNDQ0OH/+PMeOHcPe3p4rV67g7++PiooKRUVFfP3113R2dpKXl8f169fp7OzE3d0dOzs7VFRUUFFR4eTJk2L0xsPDg7Fjx6Kvr4+NjQ0ffPABOjo6giKjra0tDPayTM5QrLS0NFpbW0UeZfbs2WzdupXQ0FA6Ozs5efIk33zzjbgIy6hgsgf2vXv3KCkpobe3F0tLSzo7O1m/fj3t7e3k5OQI2ZGWlhY7d+7EwMAAY2NjmpubOXnyJB0dHXR3d6OiooKtrS2+vr588MEHZGdnc+PGDWJjY8Wo4fHjx9m+fTtv3rwhKCgIV1dX9PX1sbS0pKmpSVTGhmrt27ePo0ePEh4eTm5urhCFLVmyhCdPnnD9+nXefvttJBIJXV1dBAUF8fz5c/bs2YOTkxOfffYZzc3NODo6EhwcjIKCAi4uLvznP//B0dERgKtXr1JbW4uzszP79+8nPT2dDz74gIcPH6Kjo8P69evp6+vj3//+Nx0dHeJweOfOHVHpNTIywtfXl08++YSuri5ycnKws7MTduKQkBAOHTrEsmXLhmTfZDkwWaatvb2dvr4+cnNz+eqrr3BycmLKlCno6OgQGRlJamoqc+fOJTc3l5EjRzJ37lzu3bvH/v37hcDM2NiYFStWcOvWLR4/fgz82dWTzdgrKCgQHx9PYmIiGRkZqKuri67JoUOH+OOPP2hsbGTXrl3ExsaKzrCjoyNOTk4CoGFsbIyCggL9/f3Y2NgIq/pQrDt37rBkyRLu3r3LtWvX0NLSwsrKip6eHgG9SEpKwtzcHCcnJ16/fs3BgwdZsGABysrKlJSU4OzsTHd3N6WlpVhbW7N7925++OEHZs+ezUcffSTIRADd3d2sWbOG1tZW7t27R2pqKg8fPuT69etMnTqVo0ePEhYWRlRUFHV1dTx69AipVCpyR6tWrSImJoaffvoJBQUF5OTkUFJSQl9fHy8vL+bOnStyA//kkhVOZHz/e/fucezYMdzd3UXBTuY5KikpwdramqdPnzJv3jyCg4NJSkri8OHDREdHC5T1uHHjKCwsZNu2bZw4cYL169fT29tLdHQ03377LVlZWcyaNYs7d+7w/vvvEx0dLXw9hoaG2NvbExkZKUAU/f39+Pn50dXVRX5+Pl5eXoSGhpKamsro0aPR0dEhJyeH3bt34+/vT3d39z++b/Hx8SQlJVFeXk5jYyM5OTmUlZUJLGtvby+//PIL/v7+vPPOO3h6elJYWCgKqLIi0cyZM7G1teWtt96ip6eH4OBgjh49ysOHD9m7dy8VFRUEBAQwe/ZsJk2axDfffMOkSZPYtWsXv//+O7/++isdHR34+voyb948nJycWLlyJaqqqujr65OQkMCvv/6KoaEhq1atEroCa2trMjIyiI6OFqTPoVqTJ08WoJnHjx8LXYGqqiqNjY0sWrQIa2trMd5kZ2eHlpYWysrKbNu2jbq6OsaOHUttbS2nTp1i7dq1nDlzhn/961+YmZnxzjvvYGtri5ubG5mZmWzatElkeIuKinj8+DHZ2dmoqqpiZ2cnCtV+fn58+eWXqKiosGnTJtzd3amsrOSDDz4gICCALVu20N/fT1hYGDY2Nnh5ebF69WqOHTs2JPsmJyfHpEmTOH36NFKplNGjR1NWVoampibh4eHExcUJauTAwACzZs1i//791NbWYmlpiYGBAaampnh7ews09S+//MIXX3zBiRMnRPbX0dERd3d3AgMDMTQ0FC4zGUBBlidctWoV5ubm2NnZceDAAbS0tEQn9cGDB5w4cYLMzEx0dHRYsGABjo6OjBo1SuSL/9v1ty4f33zzDadOnfp/vpii4t9iI3d1dVFUVERpaakYIzp37hyRkZGMGzeOY8eOYWRkxPPnz1FXV+eXX36ht7eX9vZ2Nm3aRF5eHt7e3oJi8+LFC+bOncu4ceNYtmwZW7duxdjYWMyuZWVlYWZmxsOHD7l27RrDhg0jJSWFmpoaJk2axMaNG/H19aW5uZnDhw+ze/du3N3d8ff3Z/v27cIvoq+vz/Tp05k3bx6vX7/mxx9/FDfnoVimpqY4ODjw5ZdfEhcXx65du5g0aRKNjY0YGBiQlpbG8uXLsbW1RVlZGUNDQxQUFHjw4AGxsbFIJBLq6uro6OhAVVWV+vp6IYMKCQnB2tqagIAAxo0bR3V1NT/++COurq6UlpYSHx/Pd999R1hYGM+fP+eXX35hz5493Llzh7i4OExMTMQ4lpWVlRhfWLVqFQcPHiQiIoL33nsPa2trbty4wf3799m8efOQ7NuyZcs4cuQIAQEBtLW18cknn6Ctrc2OHTs4fPgwenp6HDhwgHnz5jF+/HgmTpxISEgIb7/9NiYmJnz77bcYGxtz6dIlbt68KfJP+fn5aGtrExUVxaVLl6ivr2fSpEkMGzYMT09PgXqVWeHV1dXJzs5mzJgxXL58mW+//ZaGhgYhOVRRUWHFihVMmDABS0tLUlNTMTY2xtfXFx8fHyQSCWVlZfz73//myy+/HJK9i4uLA/6s1tTU1DBhwgQSEhLIyMhAS0uLyMhIQQyTVXrb29u5dOmSqDC7uLgQEBBAUFAQxcXFLFiwgNTUVNzd3Vm9ejUAzc3NZGdn4+3tTXp6Or6+viQnJ+Pq6kpCQgIaGhrMnDmTp0+f8ubNG8EpnzRpEk5OTkycOBFvb2/a29uxtrYmPj4eVVVVvvjiC4yNjXn+/DkpKSlDdvkoLS0Vs7ednZ1YWVmxb98+rl+/DvxppL548SLd3d0YGxvT19fHs2fP+Oabb4iOjkZRUZGNGzeKC255eTm3bt3is88+w9/fn7S0NPz8/Fi4cCGNjY0cOHCAK1euUFVVxbFjx4iPj8fX15eZM2fi7u5Oc3MzNjY23L17l8bGRnR1dZkwYQKOjo709PTw448/0tDQwMuXL0V38vXr10RGRjIwMDBknbY1a9YQGxtLQ0ODIKP5+/vT1dXF+++/LyrDEomEmzdvcvv2baKjo5kwYQIzZsxgyZIlREZGoqKiIoLAGhoaSKVSbt68yaNHj+ju7mbjxo1Mnz6dZ8+e8cknn/Dxxx/z/vvvo6OjQ2trK9XV1TQ0NDA4OEhjYyPHjx9n1KhR+Pv7C3jEwMAAW7ZsEThzTU1NamtrSUtLo62tDT8/P2pqali4cOE/vm8fffQRXV1dzJs3T7gLrl+/Tnh4OCdPnqS3txf4c+pgypQpuLm50dfXR0VFBebm5ixcuJC6ujra2tpISkpCQUGBFStWYGhoyJYtWyguLsbT0xNtbW2RBUlISGDXrl0cPnyYu3fvClu8vr4+48ePZ8GCBSxevJh9+/ZRXFzMtWvXaGtrw8rKigMHDjBnzhzevHlDYmIiTU1NTJgwgZkzZzIwMMA777zD999//4/vm+wssnz5ciZNmoRUKuXZs2fiMLpo0SIUFBQ4fvw4sbGxbNmyhV27dvH9999jbW2Nn58fZ8+eZWBggDFjxnD27FlaWlrIz89n8eLFzJkzh++++46GhgYuXrzIzJkzKS8vx9ramt9//523336b7u5u0tLSxCRFUlIS77zzDk+fPsXDw4MZM2YwevRojIyMmDNnDq6urnz99dfk5uZy+/ZtKioqBA3x70yi/N3l6enJv//9b1pbW3FwcMDFxYUjR46we/duUlNThSohLS1NjJcaGBjg7e1NVlYWFhYWzJ49GyUlJXJycqioqGDz5s1cunSJ+fPns2HDBpSVlRk+fDhr1qyhqqqKly9fcujQIdatW8f333+Pv78/PT09PH/+HDs7O4KCgvj555/Zt28fS5Ysobq6mhs3bgiiX3d3N4mJibi5uYkzj6qqKs+ePRuyfYuJiWHmzJmcOHGCrq4uqqur+f7773F0dOStt95CX1+f48ePY2BggJWVFSoqKty7d4+bN29y6NAhkQc1NzfHwcGB0NBQTExMuHz5Mr6+viQkJNDU1MTly5e5e/cuixcv5vTp0xw4cICKigokEgmvX7+moqKCwcFBqqurxTiwubk5JiYm3Lx5k6ioKCE1dnFxITs7m4kTJ6KlpcXly5dJT0/n4MGD//VY6d+6fDQ2NpKUlISKigo3b94U4qSIiIi/hXYrKysT6L6GhgacnZ2ZMWMGfX191NXVIScnx+vXr1FTU0NeXp533nmH7u5ujIyMRLeht7eXlJQU2tra+Pnnn6mpqaGlpYWvv/6aoqIiwsLCCAoKor29HQsLC6qrq0U+wdDQUPDfZRXCzMxM8aX9wQcfoKGhQUdHBx999BHNzc2cPn2ajRs3cuvWLV68eMHUqVPZtGkTX375JR9++OGQ0K66u7v5+uuvBQGhoqICqVRKVVUVVVVV7N27l9bWVp4/f05GRgZSqZSKigoxv6yhoYGysjLKysrCarx69Wrmz58vxjbevHkjLMhFRUX09/dTWFjI8OHD+eOPPwQJat26dYINvW/fPg4dOoSFhQX6+vqUlpaSlJTEpEmT8Pb2ZuLEiTQ2NnL58mV6enpoampiyZIlTJw48S9Jav7uioqKYsWKFairqxMbGyugBjo6OgwMDBAbG4uLi4uw1JuZmREUFMRvv/2Gs7MzL168QFtbG1tbW/7zn/9QX1/PF198gVQqZefOnTx58oSysjJCQ0OZO3euIGekpKSIg3ZHRweampri15IlS4QpODAwkMzMTMGOv3DhAtnZ2aipqfHkyRNsbGzIzMwkKSmJsWPHDhlBB/7EKUZFReHj44O3tzdPnz7l3r17guh18OBBOjo6RFj/3r17VFRU8OzZM1JTUwUFTE1NDQsLC9TV1amtrWXPnj3Iy8szceJEXrx4wZMnTygqKkJXV5fIyEgaGxuZO3cuRkZG6OnpYW5uLhCCiYmJ9PX1MTg4KMKcKioqPH36lEWLFrFz507U1NSQSqX88MMP6Onp4e3tjZub25Dt2+TJk4mOjhYkkjt37rBs2TIOHDjA2bNnOXbsmJhpltHYNDQ00NfXFxCLpqYmfHx8CAoK4vbt2wBcuXIFeXl5MjIyyM3N5Y8//hCjkHPnzsXa2lpUlFNSUrhx4wavX78mMzMTLS0tjIyMUFVVFR2N/v5+fvvtN65fv45EIuHDDz+kp6eHa9euoaKiwvr168nOzh6yfYuIiMDR0VEgOJWUlDA1NWXjxo1YWlqSk5NDRkYG8vLyGBkZ4ePjw6JFi+ju7sbCwoKsrCxGjhwpRrIMDQ2ZPXs2jx49IiYmBh8fH2pqanj16hU5OTn4+vqyYcMG4T2pr68XJmrZQTwiIoL4+HjS09OJjo6mtLRU0Glkf3b+/HkOHz5MW1sbgYGB6OnpkZSUhIuLy5Ds261bt+jr60NBQYHGxkaqq6vR0tLinXfe4cKFC7S0tNDS0oK7uzv19fWcOXOGDz74gOLiYiQSCTY2NtTU1IjRC5mBOz4+HldXV5SUlGhvb+fhw4ei2/Tzzz/z7bff4uLigpWVFW1tbWRlZREdHU1raysHDx7k008/JT8/Hx8fH1xcXJCTk0NPT4/e3l7++OMPKioqBGVSJkirrq7+W/6wv7MePHiAn58f5eXl7N27FyUlJUGVKioq4tixY1RVVaGiokJeXh5ffPEF27ZtIyEhgdTUVFxcXJg2bRq5ubk8ffoURUVFysvLWbVqlQj1ynJcADt37iQ6Oppdu3aJ0RgzMzPa2tqQSCSMHj2alJQUMjIyqK+vFyF4LS0txo4dy/bt2wkICBAFPkNDQ+bPn09fXx/nz59nw4YNQ7Jv8GdRemBggNDQUNTU1MjKyuLFixd4enoKetfjx49RUVHBycmJ2NhYli1bxq+//ipEvHfu3MHZ2Zmenh7u3r3LkiVLGDlypJCuNjQ0CC+Kjo6OcCC9//77FBcXo6KigqGhISoqKly+fJnZs2fj5uZGXV0dFy5cYMKECfj5+REfH4+1tTVVVVVkZWURGBhIRkYGV65coaioaEgx7Gpqanz88cciM2FoaMiJEydYs2YNV69eFfkpGTUsMjKSb775hosXL/LixQtBKa2srMTIyEiIKFtaWigqKiIhIUEUNdvb2ykrK2Pp0qWEh4eLz6OtrS2Kiori+/XWrVskJSXx1Vdf0dHRQU1NjSgObty4kRUrVhAQEICCggLy8vKoqKhQV1dHfHz8f/1Z/VunFjc3NyHc6+rqoqmpCX19fYKCgtiyZQvnz5//S6/X1NSEra2twIL19vaK8Qk7OzumTZuGsrIyNjY2uLu7U1BQgJ6eHjdu3MDBwYHLly9jbGyMVCpFIpFQUFBAa2srrq6uwuGgrKxMfX09ampqlJWVcfr0aY4dO8bkyZO5ePEilpaWuLq6cv/+fSQSCfb29pSWlmJiYoK3tzdv3rwhPj4eY2NjKioqWLt2LbW1tcycOVOQup49e0ZLS8uQhbxycnJISkrCyclJkFd0dXUZN24cb968ISwsjPz8fCwsLESgLTU1VYSIoqOjycrKwtHRkenTp9Pd3c3hw4cJDg6mubkZb29vCgoKOHbsGLa2ttjY2PDuu+9y4sQJ+vv7yc/Pp6mpib6+PpqamigqKuKTTz7h8uXLwpHR3t5Od3c3U6ZMwdbWlr6+PsaPH8+vv/5KdHQ0bm5ujBw5kpqaGn755ZchsbEWFhbS3t7OtGnTxHtO9kBdt26dQJ8+ffqU7u5uzMzMMDc357PPPuPkyZN4eXlRW1uLmZkZ2tra3Lx5k9mzZ1NZWUliYqLID1lZWQmKTHl5ufDC+Pn5YWxsLMZZ2tra0NLSoqqqCl1dXYEFbWlp4f79++zatYuCggJKSkoEznDYsGFMmzYNKyurIZuHBqiurmbZsmUUFhby+PFjQTaxsbEhPz9fSJuqqqro6OggLCyMvr4+vLy8OHToEADnz5+ns7OTlpYWlJSU2L9/P5mZmQwMDBAVFUVHRweBgYHiPTl8+HA++OADZs6cSUlJCYmJiQwODqKpqUlubq6oWMsKB4aGhpiZmdHV1cX333+PvLw8g4ODAsktQxIOpeE8Ly9P+GN0dXVxcHAgJyeH0aNHU15ezvjx45kwYQI1NTXU1dWRk5ODjY0Np06dYsqUKSgoKNDU1ER5eTk9PT2iMrVw4UJaWlowNTWlpqZGVBItLCxISEhg6dKl/Prrr3h6eqKgoEB2djb9/f14eXmJNrmCggLDhw+nsbGRiIgI0tLS8PX1JS8vj/j4eNFpgT8xu0N1EIQ/JYPJyckCJNLT08PTp09ZsmQJP/30ExYWFkLYBlBSUiJQlR0dHYwcOZK0tDQqKipoa2tDU1MTDQ0NMYJ19+5dvLy88PHxobS0FKlUipKSEpGRkWzbto3bt2/T3NyMRCLBzc2Nrq4ujh07xtatW+np6REErZaWFvr6+tixYwf9/f3cv39ffE5NTEwoLCykvr6euLg4fH19//F9s7KyoqurS7zXampqyMrK4uDBg9TW1mJkZISamhrq6urIy8tjamqKmpoaxcXFzJ07l46ODhwdHUWRw8XFhc7OTjo7O/n1119FYF9XV5eJEyeSlZUlZsrfvHnDmzdvKCkpETjylJQUUZF/8OABhYWFuLq6YmJiIrpNGzduZNasWeKgVVtbS0REBK6urixYsOAf3zMAZWVlfH19iYyMpKCgAHt7e2JjY5k1axZZWVkC4e/n54eNjQ06OjpijEhNTY1nz57h7++PpaUlXV1d3Lp1i4KCApSUlKitrRVOFV1dXYYNG0Zubi7Lli0jKiqK7u5u1NTUyMzMFI4nWYFXXl4eJycnmpub6ezsRCqVUltbKzqdlpaWaGlp4ezsjLe3N5WVlXR1dVFSUsKwYcOGZO/gT9JgcXEx/f39vHnzBjc3NxoaGpg3bx6VlZV0dHSgoKAgsK+dnZ1UVFQwadIkysrKSEhIEONrOjo6Yu+bmpowNzcX76e2tjbS0tIwNjZm+fLltLW1YW9vj4mJCcrKynR3d/PLL7+wdetWhg0bhru7u0C9v3r1Ch0dHb755htKSkpYvHgx/f39wjtlaGgozrdDsWSxgLy8POrq6nB2dsbU1JTe3l6GDx/O3bt3RQaov7+f2bNnC/iHlpYW9vb2eHp6YmhoKGiS7777ruhayDxsWlpalJeXY2FhQVVVFYaGhvT09IiMk6urK2PHjiU8PJzk5GTGjx8vMr+enp6MGzeOtrY2qqqq8PDwAODkyZPo6uqKsb+YmJh/9vKRn5/PBx98INqi69atY9asWSQkJPytqpiWlpYg2MjJyaGoqMiNGzf+xyGsq6tL/JmpqSnm5uaUlZVRXl7OwMAAvb29KCsrI5VKuX//vsDaqauri2pjbW0t9vb2qKurk5ubS01NDc3NzSgoKGBjY4O+vj6ampoMDg5ibGxMVlYWkyZNQllZGTk5OXp7e4XIUDZHGBQUJMJnVVVVBAcHc+vWLeGQ+CeXqqoqAwMD6OjoYGBgQF1dHXp6eiKgKpFIKC4uBv58g1taWhISEiL2IiIiAlNTU2EpT0hI4NatW/zwww+cPXsWXV1d1NTU6OrqoqqqCk1NTUaOHMmJEyfw9vYWIwiZmZmCD+3k5MTx48cxMTHB2NhYvPkbGhpQVlYmJiaGRYsW8fjxY2xtbdHR0aGiokLMig7FsrCwQF5eHn19faytrZGTk+Pp06e0t7cjlUpRUVGhp6eHN2/eIJFI8PLyIi8vj1WrVvHq1SvBLndwcEAikfDq1SumTJkiDuADAwN4eHhga2sr3DS9vb1MmDCB1tZWwa+vq6sTLpqJEydy5coVwZnX09PD1taWJ0+ekJ+fLyq4HR0dwj0yODhId3c3ZWVlWFlZDcne6erq0tfXh66uLpqamlRVVWFnZ0dYWBh+fn5iHKuwsJCysjJcXFyws7MTf8cKCgqMHDkSZWVl8vLyqKqqwt3dXYxO6ejooKOjIz77NTU1VFZWCjZ7fX09lZWV5OfnC2ljfn4+AQEBZGZmUlBQgLW1Nba2tpiamnL//n2Cg4MZN24c2traQsyYm5s7ZFVo+JNuJePvOzg4YGhoyIMHD0RewdraGnl5eQwNDRk5ciQDAwMEBAQIuVpZWRnd3d1kZWVRV1dHcHAwHh4eSKVSSkpKhFxMliEqKytjw4YNmJmZYWpqSmJiohhVMzQ0xMXFBUNDQ1JSUujo6CAlJYWCggLKy8uZMGECwcHBPHnyBKlUKrDnMgmXtbX1kO2b7AGpq6uLjo4OXV1d4v1eVlaGmZkZHR0dKCkpYWJiwvDhw7Gzs8PCwoLGxkba2tpob29HSUkJeXl50tPThXBMJl5UV1fH3NxcFBMePXqEmpoafX19hIaGUltbKx7WlZWVqKioYGFhQUVFhQjpJyQkEBUVxdtvv42CggJRUVHIy8vj7e2NgoICBQUF4pI8FMvT0xOpVEplZSWVlZVCumZmZsa8efOEZ0EmgvX19UVPTw9TU1Nev379P5wA1tbWYjzj2bNnQkbW3NzMtGnTGDt2LOnp6cjJyfHo0SMGBwdRUFAQGGQZ/lVeXp6enh7hB5L5aIqKitiyZQsSiUSM1Onp6dHR0UFlZaXozA9FVkZ2WFZRUcHPzw8rKysiIyNJSUmhs7MTRUVFvL29GTlyJHp6epSWlmJqaopUKmXYsGFkZ2cLrLOSkhK+vr4YGBgIL01jYyMVFRWoqqpiZGREdXW1yIOVl5fT3d1NZWUl2dnZ4r3e2NgocgEKCgqkpKQIB1JbWxt9fX309vYyceJELC0taW1tJT4+XjgvhmrJfo6amhoUFBRobW0Vbgh9fX1aWlrQ1NQURRhbW1ssLCxYvHixkDnLfg0ODlJfX8+lS5fo7Oxk5MiRYvrFwMCA9vZ28vPz0dfXx8jIiL6+PtLT0ykvL0dDQ4OCggLKysr47LPPqKurEwdzGZ3O1NSUP/74A1tbW9rb2wXevbW1lfb2djHiORTL2NiYGTNmcPPmTXF+kBXtUlJShKOjvLxcFE3T09OxsbERxRWpVCrG8A0MDFBVVeXtt99GRUUFd3d38vLyUFVVZfTo0QKtHRAQQHh4uCBrybp5ioqKIjfZ3d1NQEAA9vb2tLa2CjJgf38/ioqKyMvLC3mthYUFGhoa//XP/bcuH9u3b+fLL78U9KhNmzaxc+dO2tvb/5aF1NbWFg0NDaqrq+no6EBDQ4PHjx/j5OQkLKrNzc309PSgqqqKiYkJjY2NNDU1CWKBzBOhp6cnTLdycnJMmDABGxsb0UKHP7+Y/fz8KC4uJikpCSsrKxF2NjU1paysDHl5ebS0tHBwcKC1tRVVVVVcXV2F4be0tJSXL19iZmbG+PHjMTU1xdbWFl1dXQ4fPjwklw8bGxtsbW0ZGBggKyuL3NxcdHV16e3tFcI6WcVUVVWV4OBg5s+fT21trXjweHl5YWNjQ3V1tbD6NjY2Mjg4SEJCgggUySyWPT09KCkpMXbsWJEryczMZPjw4axfv57U1FSUlJRISkpCR0cHS0tLQWkCiI2N5b333iMkJAR3d3cSEhI4efIkQUFBQ1bBHz16NIaGhgK56u/vz9WrV9HU1KSiogIdHR1RBZWRHhITExk7diwzZszg6NGjotJUW1uLlZUVt2/fZvr06aipqREYGMjw4cOxtbWlqqqK7OxswdxPTEykqKiIpqYmpFIp2tra5Ofn4+TkhLa2tqgYzps3j8DAQPEwy8/PF9SXzMxMioqKeP78Oe7u7jx//vz/lUD3f3upqanx+vVrHB0dMTAwoKOjQ/hwfHx8uHPnDgUFBXR1daGiokJpaSmGhobExMQQExMjclrm5uYkJCSQmJjIs2fPUFFRQVNTE1dXV1RUVISULTs7W4wj9PT0iMC0srIyqqqqTJw4kWPHjjF37lySkpJITU0VHRWZd6Sjo4OZM2dSWVkpDgKySnhQUNCQ7JuVlZXohuno6CAvL09dXR0PHjxg1qxZVFRUCMGmlpYWGzduREVFhcOHD5Odnc2TJ0/o6Oigv78fFRUVKioqcHZ25qeffiIzMxNLS0tx4E5NTaWuro7169fzxx9/EBgYyJMnT/Dy8mLixIkYGxuTmZmJkZGRGIPr6Oigvb0dGxsbNmzYIC6AskNqc3MzAQEBwhY8VEtmb66oqBDeBxmW0sXFBXV1dRITE+np6WH8+PFs3ryZzMxMHB0dSU5O5vHjx1haWmJtbY1UKqWxsZGGhgYCAwNpampi+fLlXLp0iaKiIkaNGkV7eztpaWls27aN1atXs3DhQjQ0NEQ1t6qqii1bttDT00NCQgKGhobo6uqioaFBb28vd+/exd3dHRUVFfr6+pBIJPT29iInJ0doaKj4Hvynl62tLUpKShQVFfHy5UtqamoICQlh27Zt1NbWkpWVRXt7O/X19WhqagpMp7y8PD/88AP+/v4iEO7s7ExkZCS2tra8fv2aJUuW0NjYSH9/PwoKCkilUpycnOjt7RX43TFjxuDk5ERnZycFBQX4+fnR09NDSkoKISEhBAcHi6qrnp4enZ2dqKuri/HI9vZ2cWlJTk6mvLwcNTW1f3zfLCwsKC0txcXFRXQv8vLyKCoqYtiwYVhbWzN69GhGjBhBWVkZb968Yfz48UKKZ2JiQldXF8+ePUNHR4fvvvuOpqYm8vLycHBwICIigvz8fJKSkgCYMGECsbGxlJeXiy6AnJwcg4ODpKen09raSnBwMGpqavj5+aGmpkZ5eTnV1dWYmpqyf/9+7OzscHZ2FkHl2NhYHjx4gFQq/a+Fb/83VldX1/8YjZSNnDk7O9PU1ERVVRUODg5oaWnR09ODgYEB48aNw9bWlrKyMuFac3JyoqGhgdOnT/PkyRPk5OT45JNPePToEf7+/gLTbmhoiLe3N62trSgoKAg3hoGBAZqamvj7+5Ofn09hYSEAb968wcjISBRP9PX1mTNnDkePHmX+/Pno6ury+vVrSkpKmD59OlKpdEj2raOjA09PT4E619TUxNramufPn6OpqUlQUBClpaXk5uaKzllPTw8jRozA19dX0C8tLS3x9fVl2LBhfP3113h6eoouUm5uLjo6OixdupSSkhJsbW1RU1Njz549YjLFxsaGmzdvEhoaioaGhvh+mzZtGkVFRTx48IARI0YwYsQIent7SUhIICAggNbWVlpaWsT5+79df+vyYWhoyI8//ij+fdy4cTx//lygW//q0tbWpqmpieDgYEpLS/n9999xc3MjLCxMfFm9efMGR0dH7O3tKS8vF9W9Bw8e0NzcjIqKCrq6uri7u+Pj40NdXR0qKirs3LmTwsJCqqurSUpKIikpidGjRwsUmbm5uciIODs7k5ycjIODA+rq6syfP1/MDsqESL29vTQ3N9Pa2kp/f7+wwcpwZ/Hx8axbt+7vbOtfXrW1tYSEhFBdXU15eTl6enrIy8sTFxdHYGAg8vLypKSk4O7ujouLCxKJBF9fXwoLCzl8+DCurq7CDjp8+HBWr15NZ2cnmZmZ7N69m/Pnz4sxIGdnZ8EoX7RoEYaGhnh5eQnRUkVFBWPHjuXHH39k9erVHDhwABMTE4F++/jjj2lubkZfX5+srCxMTU2RSCRoaWkJXHBlZSXz5s37x/fN3d0deXl5qqqqqKysRF9fnz179mBtbY1EIqGzs5PDhw9TW1uLtrY2XV1daGpqUlNTw4ULF9i5cyePHz/m0KFD6OrqsmnTJo4cOUJmZiazZs1i/PjxYk6ytraWx48fc+7cOX777TcePHhAb28vY8aMYfr06ejq6rJnzx4uXbrE6tWr0dbWFrZqb29vdu3ahZ2dHREREWzdupUpU6agpKQkREiFhYV/6QP/f7p++eUXli9fjoaGBtnZ2SI3ExsbS0FBAdeuXeO9997Dzs6OsrIyqqqqMDAwEAeHo0eP0tHRgb29vTCjHj16lLFjxzJt2jTRiVRRUUFJSYny8nI+/fRT9u7di7GxMfX19fT29uLs7IyWlhZ37txh48aN3LhxA1NTU1RUVOjo6BDh4JUrV3Lu3DnRVpaZuhsbG8nPzx+yfdPS0mLq1KlkZmby6NEjent7KSsro6GhgUmTJokCQk5ODo6OjkycOJHS0lLGjRvHu+++K+zd8+fPJyQkhPT0dC5dusTz588xNzcXglU5OTni4+OZMmUKERERuLi4cOXKFRYvXkxKSgrh4eEsXLiQ3NxcNDQ0WLZsGcePH2f58uWUlZWRk5NDV1cXiYmJ+Pr6Mjg4KJw9/f39REVFkZ6ezocffjgk++bu7o6SkhJ5eXniIOHs7Mzg4CD79u1DVVWV77//ntevX9PQ0MDdu3c5fPgwtra2QoxVW1srgANvv/02H374IX19fdy9e5exY8eipaVFdHQ0kZGRmJiYsGPHDgoLC4WQsb+/X3TSv/rqKyIjI3nrrbfIzc0lKioKBwcHgoOD+fLLL9m+fbvIKBoYGHDjxg36+/tpbGzk2bNnQwY4kAXlQ0ND0dXVFfhaiURCa2urOLjcunVLFKlWrlxJf38/urq6vHnzhvfeew85OTkiIyMxNjZmyZIlGBgY4O7uLjKWEomE5ORkbG1tGTVqlMiXPHr0iMTERLS0tNDW1sba2pr//Oc/fPLJJ2RlZYnxNicnJ/T09KitrcXa2pqbN28SFxcnDs0ySV5xcfH/1iv2f3uVlpbi7e2Nh4cH/f39Iig9cuRIVFRUkJOTw9DQkObmZrq6unByckIqlbJ//36mTJlCeHg4NjY23Lt3j+zsbAwMDITnIjMzEycnJ+Tk5FBQUBDjKytWrOCzzz5DR0eHmpoapFIpNjY2VFVVMXnyZFpaWvD29iY/P5+0tDTy8vJwdnZGWVkZLS0t8vPzaW5upr+/nzNnzpCXl4ednR319fViHHEolmyaQEFBAWtra+bNmydyk+rq6nz11VcsXLiQ6dOn09fXR2xsLCkpKSQlJeHt7c2KFSs4ceIEpaWluLu7U1NTg7W1NZ988gnZ2dkMDAygpKSEVCoVlMSkpCSmTJnCvXv3CAoK4tWrV6LLlJ2dzdmzZ5kyZQpWVlasWbMGZWVlXrx4wbNnz1i/fj2enp74+Pjwxx9/oKioiJ6eHq6urjQ2Ng7Zc/XBgwfo6OhgbGyMuro6SUlJaGpqkpGRwc6dOzlz5gxnz57F3d0dX19f3rx5Q1RUFDk5OcjLy9Pf38/48eMxNDTk6dOnIm/12WefiTNuX18fysrKApwREhLC9evXsbS0REFBgYGBAZGT/vXXX/n+++95+PAh77zzDs7OzsIZ09DQQEFBAatXr2bfvn0MHz6cMWPG4OXlRUVFhcCX/zfr/0pSVTZL+3cuHgDJycnY2dnR1dWFtrY2/v7+fPPNN2zevJmYmBi++OIL3nrrLUxMTJBIJGhra7Np0ya++OIL/vjjDw4ePMjXX39NeHi4CJPu3LmTzz//HFdXVwICAkhLSyM1NVU85DMyMkT7SpY3cHd3Z/bs2UyYMIEVK1YQHh5Oa2srAQEBuLu7i1/79+9HXV2dpUuXMnnyZPLz8+nr60NDQ4OzZ89iamo6JIbM+vp6kZG4e/cuv//+OwkJCWzatIlHjx6RlpbGwoULycnJobKykh9++IHc3FwiIyOxtLTE1NSUtLQ0Ll26xPXr1xk7diwODg4UFRWRkZHB2rVrKSoqIj8/HzU1Nb7++mt27tyJgoIC3333HX19fUycOJERI0YQExODnp4ey5cvZ82aNSxdupTc3FxUVVVRVVVlzZo1rFmzhtraWj7//HM+/vhjMXu8bNkyDh8+jIODwz++Z/DnA83T05PY2Fjy8/NxdnYmJiaGgwcPYmNjww8//ICamhqurq74+/szZswYvvrqK06dOsXKlSspLS0VuF0PDw+ePHlCXl4eb731FvHx8WRnZwvKl7OzM+fOnRPhYhl3XNYJmDVrFpWVlcTFxdHZ2YmOjg7KyspER0dz6dIlzM3NqaioYNWqVURERKClpcXcuXOZMGECWlpadHd3M23atCHZN/hTwnXx4kWmTJnCzJkzmTp1KkuWLEFNTY1Lly7xzTffcOXKFV6+fCn43zIuu7W1NZqamjQ0NFBXV4e2tjbDhw+nqKiIESNG8OOPP6KjoyMuBZMnT+b69euinS+VSlm6dCnq6uo8evSIH374gZ6eHqysrLhz5444qCgpKZGSkiL+jpcsWSIcMra2thgaGopQ7VAtGZ3F3d1dWLW1tLS4d+8e58+fx9TUlGXLlvHixQtSUlK4c+cO06dPZ+3atWhqarJq1Srk5eWFvf3WrVsCdS2zozc2NopLxevXrzly5Ai//PILhw4doqmpSXgo6uvrWb16NVeuXCEkJAQ9PT0xamJqakp8fDzR0dEcP36curo6vvvuO3F4Hz16tOjQDMXasWMHo0aNIj8/H2VlZRYuXMiVK1d45513OH78OEFBQVRWVqKpqYmBgQEVFRV0dXVha2tLQ0MDDQ0NrFq1Cm1tberr65kzZw4//fQTBgYGnD59Gi8vLyZNmoS7u7sYDV2/fj0rVqwAYPPmzYwdO5YXL17w3Xffce3aNerr65FIJMTGxhIYGEhOTg6PHz9m+fLl2NjY8P7776OiokJiYiJ2dnZMnz4dY2Njfv755yEbLV2yZAlBQUHi8Ddp0iRycnLQ09Nj48aNLF++nMePH6OtrY28vDzr1q1j8uTJWFpa8ttvv3H58mWcnJw4evQoJSUlTJw4URCtAgICuHbtGlVVVUybNg11dXWWLFmCmZkZCxYsQF1dncDAQODPmf6Ghgbx99bZ2YmtrS379+8nMDCQt99+m1OnTnH27FnGjx9PUlISrq6uTJkyhZqaGtra2ti+fTsbNmzgq6+++sf3LTk5mS+//JI9e/YwYsQIiouL+fDDD/nss8+IjIzE29sbFxcXpFIp+fn55OfnU1tby2+//Yaamhpnzpyhq6sLAwMDRo0ahZKSEm/evBFFLplVWyKRYGBgwOPHjzl9+jQjR45k586d7Nq1i5cvX6KpqYm3tzfm5uasWbOG6dOniyLX5MmTefnyJceOHROXG5mAeeLEiQQHB5OamsqoUaOGDF8PfxamZNhfNTU1vL29aWhoICsriwULFrBr1y5GjRqFiooKubm5xMXF8fPPP7NhwwbWrVvH+++/T29vL4qKiri5uQl07ujRo5k5cyZubm6MHj2a/Px87t69yyeffML27dvF8/Xhw4d4enoyadIklJSUaGlpYeXKlRw+fBhzc3NevHjBvHnzhBU8JiYGa2trEhMTmT59uugmL126VHQth2KVl5ejo6ODiooK/v7+jBo1CgsLC6RSKStXriQjIwNzc3NKSkq4dOkSb7/9NsOGDSM1NRVra2u2bdvG1q1byc7OFqCgr776Ci8vL27duoW9vT0rV66kq6uLiIgIHj9+jIWFBQ0NDYwaNYrFixcTGRlJQkICGzZsIDIykkmTJhEeHo6joyNHjhwRIXiJRIK8vDyWlpZ8/fXX7Nu3j8rKSpGLnT59+n/9c8sNDg4O/n/9R6dPnxbYvTFjxgicbklJCR988AFv3rxBRUWFJUuW8OGHH/7X8q6uri7evHnDF198QV1dHdOmTWP48OHIycmJB+3777/P559/TnZ2tpgHLyoqYuzYsTx69Iht27bx6NEjnJycKCkpoby8nC1btmBkZMTcuXMZPnw47733Hpqamly5coUbN27w2WefYWtry6pVq0hJSRHY1fb2dvLy8igsLMTOzo7ly5fj4eHB5s2b0dDQoLy8HG1tbbq7uzEwMOD69euoq6szevRo9PX1RaVXS0uLSZMmiczJ/+0l27fTp0+zefNmTp48yS+//CLaXkuXLmXPnj2kpKTw2WefYWRkxLx589DS0mLVqlXcunVLzMxnZWURGxtLZWUlvr6+qKmpYW9vz4IFC9DX1+eTTz4hPj6e6dOnM3/+fAoLC1m7di0GBgbs3btXhO60tLRYsmSJGGXKzMzE19cXf39/bG1tRQhTS0tLVDNlv0pLS/n111/ZsWMHTk5O//i+ffXVV2zfvl0Y621tbSktLcXZ2RkfHx8GBgbYvn27CFglJiYyfvx44uLi0NTU5MiRI1hZWREYGIiXlxfq6up8/PHHHD58GEtLS169ekV/f79AcM6fP59Xr17xyy+/MHbsWFxcXBgzZgx6eno8f/6cly9fEh0dTWFhIRoaGiKc19fXx65du/jxxx8xMDAgNjYWFRUVtm7diqqqKlFRUairq6OtrS2oHv/Evv2ve7d+/Xq2bdvGpEmTePjwoXhIf/HFF8yZM4cLFy6QkpKCnJwcGhoaAscrw5qam5uzceNGOjo6KCwsZNasWbi6unL+/HkOHDggumqyvTMzMyMiIoKFCxeyc+dOrKys8Pb2RldXl9raWvLz87GxsSEwMJCRI0eKDIWamhq//fYboaGhwlIva+0bGBigqKhIb28vHR0dQ7Jvx44dE5VleXl5PD09SUhIEB6InTt34uHhwdKlS1FQUOCrr77C3NycjIwMioqK+Pe//01tbS3d3d0MDAyQlpbGxo0bkUgk/Pbbb4wePRotLS0UFRXp7++npKRE8OunT5/OoUOHSEtL4/Lly8CfGbCdO3eSk5PDjRs3+P+x959hVZ9r1y/8Aya9l0nvHaQjRUAQG9ZoYktsKZoeNdFkJSZmpfeVmGZiimmaxBZ7V0RAkCK9TXqZ9N6ZtDn3h7xcx7P23se7s3Lf8rz7fh0fRZD/cP6vcp7jHGPdunW0tbVx6dIlJiYmcHBwIDExkQ0bNvDiiy/y9ttvI5PJWLp0KW5ubqITeqd5m5LmTA2qTg3Uv/vuu7i6ujI2NkZsbCwXLlygsLCQ1atXc/ToUQoKCjhw4ICoaCoUCoaGhrCxsUFbWxtjY2NCQ0OxtLREoVCQlJTE6dOncXZ25uDBgzQ3N5OSksLk5CTa2tr09vaKZPiEhAR27drFtWvX8PT0JDMzk+rqajZt2sTBgwd58skn+cc//iG6Q6Ojo9TU1PDhhx+KROY7vcalpqYSFxeHRCIhNzcXuVzOE088IcI17733XgYHB5HL5WKW78SJE6SkpNDY2MgLL7xAa2srra2t9PX1ERcXx549e7hy5Yq4RHd2dtLf34+HhweLFy/mnXfewdramp9//plnnnmG0tJSOjs7WbFihcgT2LRpE3p6euTn5+Pu7k5YWBj9/f2oq6uLvenChQt88803tLa2YmFhQWtrK8XFxchksjvO26lTp5BIJOjp6TE5OYmRkRH33HMPFy5cIC4ujvXr12NsbCxmNmJiYujq6uK9997j1VdfJTg4mHPnzmFiYkJcXJxw1zx//jyDg4OMj4/j4eGBhoaGmFH78ssvuXHjBjKZjNWrV3Pp0iVhe3///fdjZGTEhx9+SFBQEHK5nJ6eHkxMTLC1tSUlJQUHBwfkcjkzZ87k4MGD4t/cv38/y5cvZ+vWrdPyrk5MTJCSksJvv/1GaWkptra2rFq1igULFnDr1i0uX77Mm2++iZWVFd3d3djY2DA0NMSuXbsoLi5m06ZNzJkzh7S0NCorK/nss8/45ptveOyxx9iwYQO+vr6Cv0WLFtHX18fnn39OWFgYcrmcM2fOEBAQgIeHh4hOAGhtbWXlypX09PTg6uqKi4sLTU1NzJkzR5i4PPjgg5SWlpKbm4uWlhaxsbFYWVlNC28mJiaiUzY2Noa5uTmBgYEkJiYSGhrK7du36e3txdjYWChvjh8/ztmzZ8UsbnZ2tlAGffzxx9TW1vLJJ58gk8mExE0ul1NTUyNkkw8++CAvv/wyCQkJNDY20tLSgrm5OZ999hn6+vr09fWxfv16li1bRmFhIUePHkVNTY3Tp09z5MgRnJ2dKSkpIS4uDm9vb7Kzs/noo494++23/xJvf6nz8f777xMWFsYnn3wiKvrd3d1s2rSJjo4OoqKi8PLy4saNG5iamvLoo4/+R/8JoaGhhISEUFFRweeff055eTlOTk7cf//9aGtri2HpM2fOcOLECaytrVEoFDz++OPiNldbW4tSqSQ0NFTceE+fPs0bb7xBWVkZ1dXVXL16FYVCQWtrK2fOnOGNN96gq6tLuPYolUpOnDjBjBkzOHDggNAflpeX4+Pjg7a2Nr/++iuvvvoqTz31FLGxsSxZsoTU1FQqKysxNjZGQ0OD5ORkFi5c+B9x8Hfw0EMPUVxcjEKh4KWXXiI6Opq1a9fi5ubGk08+yXPPPcebb76JSqWit7eX1NRUnnnmGfbv34+FhQWzZs0S/trbtm3D29sbuVyOiYkJQ0NDVFdXM3fuXDZt2oStrS3Hjx9n1apVfPrpp6SlpZGdnc2NGzfQ0dHB2tqayclJ5s+fT09PD0888QSXL19mYGBAyMGuX78uMj6mBqQ0NTXR09Pju+++mzaXsCnLP3t7e7Kzs7l48SJhYWEolUquXLnCsWPHqK2tFUGCg4ODeHt7s2nTJh599FHee+89ES44MDAgQpJ2797NkSNHCA8P5/fff+fKlSviMhgTEyM6gyqVSriynT17lqSkJH788Ud27dqFtbU1GRkZ6OjoYGxszEcffcTixYv54IMPsLCwYPfu3WhoaGBhYcETTzzBRx999Lfsrf8u/vWvf3Hz5k0ef/xxGhsbmTFjBo8//jjvvvsu+/bt45dffiE+Pp6KigoaGhq45557SEhIYPfu3QQFBTE5Ocnly5eRyWQUFBTw008/YW5ujru7O//4xz8YHx+nqKiI0tJSRkZGcHZ2prW1lffee48DBw7w+uuvY2ZmxsqVK8nJySE5OZnnn3+e1tZW3N3dRSpueXk59fX1GBoasm/fPoyNjdm3bx/p6enk5OSgpqaGoaGhyBW509ixYwf79u0TJgZTNZ8LFy6gpaXFV199RWJiImVlZQQHB7N//36SkpIYHR1lcHCQTz/9lJ6eHhYtWkRQUBC//vorhw4dwtHRERsbG44ePYpCoWD27NlERUVx8+ZNmpqaeO2111i7di0///wzJiYmbNu2TVwA169fz9dff010dDRmZmZis5ZIJFhaWhIVFcXFixfZunUra9asYXBwEEdHR3p7e6eFM/jT3CQ6Opr29nZUKhXh4eEMDw8LG9lbt24xZ84cMdAcGhrKvHnz8Pf3x9DQkCVLlpCVlYWVlRVz5szBwMCAb775BicnJyYmJjh8+LA4TMbExFBfX09YWBhXrlyhtLSUrKwsVq9ejbGxMc3Nzfz+++/IZDJ6eno4deoUL7zwAlZWVrS1teHj48MHH3zA6dOn2bNnjxiYbWhoYNasWZw8eZLvvvtuWjqVIyMj4sBvY2PD7Nmz2b9/Pxs2bKCsrIyUlBR27tzJzJkz6e7u5vr16xQVFbF582bRIZTL5ZiZmYnw3+eff57ExEQCAwPJzMxkzZo1zJ07F01NTSorK6mtrWXevHn861//oqqqSswQ+fn5MTIyQm9vL0eOHOHll1+msLCQzs5Orl27xrvvvotSqeTWrVsYGxuzcuVK3Nzc+O233ygqKuLnn3+etr1hyl2wvr6eM2fOMDY2hqOjIy4uLtjY2LBjxw4aGhqorKzEysqKwMBA3nnnHW7fvs0rr7xCUFAQMTEx9Pf3Mzg4iL+/P62trcyePZtDhw6RmJiIgYEB6urqjI2NsXLlSoqLi9m7dy/bt28XhSs3Nzfa29sxMTERoaGrV69mZGSEjRs3EhMTw9dffy1yd9asWUNlZSWOjo50dHRQU1PDp59+irW19bTwBn/OVKirq/Pcc8+hVCrFAP2ePXuQSCQ0NzeL7Cc9PT0KCgpwdXXl5MmTfPnll3z//feCv5GREd577z2RCzI+Pk56ejpSqRQLCwsxm6lQKBgYGCAmJkYUJ7y9vZk/fz5KpZKWlhYKCgrIzc0VszPl5eVMTEywdetWrKysWLp0KV1dXRQUFDAyMoKjoyNlZWXTlpFSV1dHX18foaGhGBgY0NTUxMTEBFKplH/96184OTmhqamJqakp7u7uojja0dEhnK6io6PR0dGhr68PW1tbhoaGKC8vx8DAQJhAzJkzh/feew8XFxfee+89HnroISQSCUlJSTQ2NiKXy3FwcOD7779n//79xMfHs2rVKoqKisT3NDY2snHjRuLj40lJSREyq1u3blFcXEx8fPxffu6/dPnQ1dUV1dcpvPTSS6Kl/Y9//AOAbdu28fjjj//Hlw8TExPs7e3x8vJicnKStrY2nnrqKczNzXF0dMTPz4/PP/8cQLRmw8LCeO211wgJCSEiIoKlS5eKtMzc3FysrKxYvXo1urq6wmFCKpXi4eHBa6+9ho6ODtnZ2cTFxSGVSnF1dcXc3BypVIqDgwMPPvggSUlJRERECPmBiYkJdXV1YkD9scceIyMjAzc3Nzw8PKisrOTMmTNs3779P3r+v4tTp05x5coVPD098fLyEv7Nzc3Nwk7yt99+w9bWFlNTU86ePUt8fDz29vacPHmSq1evYmBggI6ODomJibi4uLBv3z6WLVsm7GgTEhLw9PRkbGyMiIgITp48yfj4uHBi8PDwwMnJibGxMWJiYvD09GTGjBnCmeb69et88cUX2Nvb4+Pjg4ODA2lpaQB4e3szPDxMe3u7GNyeDhtPX19f4uLimJycpLCwEBMTE5YsWYKjoyNFRUVcunSJBQsWiCRqNTU1QkNDyc7OFlbKU4GYDg4OHD9+nNjYWGbPni3kHe3t7fj5+Yl258DAAN7e3jg5OdHZ2cng4CAqlYrIyEhSU1Px8/Pjtddew8zMjO+++46srCw0NTVJSEhg//79fPvtt0Jak5OTw+DgIOrq6nR1dQkjhemAg4MDy5cvp7+/H4VCgb+/P25ubixdupQTJ07g6uqKqakpExMTFBQUoKGhwY8//shzzz2Hh4cHFhYWjI+PExYWxuLFi8nKyhIdOplMxldffcX4+DhyuRxDQ0PWrl1LWloaDQ0NdHd389hjj5GVlcVbb72FtbU1L7zwAsHBwXz11VecPHkSqVRKZmYmN2/exM7Ojps3bzIxMSEO/lMHUX9/f27cuDFtvE3piVetWkVzczPnzp3j66+/Zv/+/bS2tqKmpoaLiwsmJia0t7eLuZampiZ8fX25ceOGMJfo6enh119/RVNTk9dee0346+/bt4/29nYmJiZ47rnnqKmp4eOPP+bhhx/m5s2bwv9+qoM3NQRcUVGBmpqaCOJzdXXFzs4OU1NT9u3bx2+//YZKpRIhrVMSo+nA+fPnhe3kzZs3+eCDD1AoFBQWFpKZmcnevXtJSkpicnKSgIAAdu7ciZ6eHhs3bhTFolWrVmFra0tZWRkWFhasXr2a5557Dn9/f+RyOVKplISEBMLDw9m8ebMIIFSpVLz++uvC8Ss2NhY1NTXeeustVq9ezcqVKzl37hy3bt3C3t5e5AQ5OjoikUgoKioSFpcdHR2UlZVhaWk5LbwtWbKEvLw8ZDIZN2/e5MyZM0RGRpKbm4tKpeL5559HLpfT2NiIi4sLcXFxKBQKTp8+jYaGBmvXrqWoqIjs7Gzq6up46KGH6O7uFtLn1atX09vby3fffYehoSHLli0jODhYWLl7enoilUrp6+vj7NmzhIaG4unpyZw5c4TrVnFxMfBnIKK1tbUooE0ZTYyNjWFpacknn3zCI488gp2d3R3nTSKR8O2332JnZ8fs2bORSqWUlZXR3NzMyZMn0dDQoL29HS8vL8zMzHj77bdpaGhATU2N7du388EHHxAeHo6Xlxd1dXWcOnWK5cuX89VXX/Hss89SXl5OcHAwMTExmJmZYW1tzZo1a4iPjxcXirGxMVxdXYUz2blz53BwcGDDhg14e3uLofi6ujokEomQRTo5OYngvLCwMFQqFampqdNSCIU/CwVz5szhypUrjI+Ps2nTJoqKinBwcBCH1CnL5YaGBm7evImZmRmvvPIKmZmZREVF0d7ejqGhIT4+Ppw4cYLt27fzzjvvsG7dOv744w8RK+Dt7c3Q0BAvvfQS7777Ljo6OkJRUV9fT01NDWpqaiQlJREYGMjWrVsZHh4mLS2N5uZmFixYwDfffMPJkyeJioqirq5OdAgMDQ1FNtd0oLu7m3vuuQcNDQ3RHXvzzTeRSqV8/vnnnDx5Em9vb/Lz87lx4wYxMTFcvXqVkydP8sorr9Da2kpDQ4OQQnd2drJx40aef/554uPjMTU1RSKRUFJSwueff86TTz7JhQsX2LVrl5BuSSQSnJyciI2NxdjYmCeffJJff/0VIyMjzM3NycvLQ6FQsH79eoqKinj11Vc5ePAgTz/9NP39/cJlrLm5+S8/91+6fPj5+f3bxeP06dOkpKTg6+vLrl27xJ/r6en9rSGdWbNmCVtAAwMD4uPjUalU2Nvbs2rVKgoLC6mvrxduV/r6+sTExDA6OkphYSFz5sxBqVSK1FaVSkVbWxsWFhZs2LABe3t72tra0NfXRyqVYmZmhpGREfr6+lhaWtLe3s7t27cxNzfHxMREBE5NHSTNzMzo6upCT0+PRx55hCNHjhAVFYWzszMnTpwQPt+1tbXExsYSGxuLQqH4j3n4T+Hg4ICPjw/Gxsa0t7eLSlVpaSnLli1DJpMRHx8vLIi3bNlCVlYWRUVFPPTQQ2IgvaqqiuzsbIaHh7n33ns5evQoS5Ys4eTJk+KDWV9fT0tLC62trTg5OdHY2CiqUVM5D+Xl5ahUKjIzM8nMzEQul1NZWYmlpSVr166ltbWVyclJ4uPjsbS0xMXFhVu3btHc3Iy3t/e02QIqFArOnDkjcmFiY2MpLy/H3d2d+vp65s2bh5mZGRYWFjg4ODA0NISmpiaTk5PCiW3KlUVfXx9/f3/gz0UkMzOT4uJi1NTUCAoKwszMjIyMDMrLy1mxYgUfffQR5ubmQtuqo6PDxMQEX375JeHh4eTl5REZGcnk5CR5eXlcuHCB/v5+dHV1OX36NKWlpURFRWFvb09nZyeLFi0Suu7pQHFxMaWlpdTW1mJvb8/8+fMxMDAgOTlZtMUvXbqEXC7HxsYGd3d3MjIyhCXglH//1LCkkZGR+Ds+Pj4MDAzQ3t4O/FmU6O7uRqVSERISwtDQELm5uRQXF6Onp4ezs7OQeGZmZhIcHIxKpcLU1BQXFxd0dHSIjIzEwcEBfX19kTrc0dFBUVHRtAZJXbx4UVwyNTQ0cHZ2xtbWltTUVDFf1NfXR3NzM0qlEkdHR2bOnImamhoymYy2tja2bt2Kvb292CQ/++wzQkJCsLe359tvv8Xe3h4/Pz+Gh4fp6uri8uXLPPvss0xMTLB8+XJhIz3lEjW12a9fv57k5GS6urrQ1tbm6tWr7NixQ7iaXbt2jd7eXgoLCzE1Nf3bs31/BwEBAWI2bMrZ5sKFC7zxxhtcvnyZ9PR0PD09kcvlZGVloVAohOlIcXGxGIKsq6ujtbUVOzs7goODMTIyEk5pdnZ2TE5Okp2dzdatW8nNzSUiIoL6+npkMhnW1tZCp9/b2yvye0JCQkhLS8Pb25vY2Fh+/fVXWltb2bBhA9XV1bS3txMQEICLiwuVlZVIJBJsbGymhbepfW5KZqKtrS0MG6assqcuH1PZQXK5HLlczr333isksosXL8bQ0JAbN26wePFiEcZra2tLTk6OmLm6cOEClpaWQo7R3t5ObW0tUqlUZMbo6+tjYWHBr7/+ikwmY3JyEnt7e5ycnDA0NCQ2NhYbGxuhf58yKNHX1+fo0aM899xzd5y3hIQEXF1dKSwsRCKREBoayqFDh1BXVyctLU1Yx8OfJhLh4eGsXr2af/7zn2hoaAgb4ak5taqqKk6dOoWuri6FhYVs2rSJiYkJSkpKGB0dZf78+Tz++OP8/vvvDAwMMHfuXC5fvsypU6cIDg7Gw8NDrFeFhYUMDAyQkpJCT08PISEhrF+/Xnz2x8bGhIVxRUWFMPGZLjQ3N9PY2Ii5uTlmZmaYmpqKi4aZmRk9PT3cunWLFStWEBoaSnFxMerq6sJefuvWrRQUFIiCoJmZmXB6jI+PR11dHScnJ/z9/dHU1KS0tJT6+noeeOABLl++TElJCebm5mhqaqJSqfDx8aG3t5f169dz6tQpfHx8sLOzw8jIiIULF2JhYcG5c+ewsrLi6tWromitVCqndU+9ePEiPT09+Pv709zcTH5+Po8++ihff/01WlpamJqaYmNjg76+Prm5uZSXl/Pqq6/i6+vLU089xZUrV/D19cXQ0JBTp07R19dHcHAwwcHB9Pf3097ezvDwMCMjI2hqamJsbMzy5ctxcHCgr68PAwMD5HK5eGf19PQ4ffo00dHRJCUlMTIygpOTExEREYyNjWFmZkZycjJjY2Pk5eWhra0tJGptbW1/+bn/0nDG/zp8U1VVxVtvvYVEIuHdd99FQ0Pj3/7u33GQmbLsGxwcFIey69ev09LSgo2NDRKJBE9PTzw8PAgICGDu3LmkpaWxZMkSJBIJ4+Pjwp1kbGwMQ0NDPDw8iI2NpbOzk/T0dAYHB9HT0xMOS/fddx/W1taoVCoMDQ2FPq2/v5+ysjISExNxdHQUVdq4uDjhja9SqWhvb6ezsxMNDQ06OjooLS2lrq5OBDVNB6YG0qbySeDPC6CLiwulpaUUFRXh5OSESqWisrISQ0NDTExM8PDwYNasWXh5eREUFISfn5+YaXF0dMTIyAgrKysiIiIAyM7OJjMzE6VSibe3t/DuXrBgAVZWVsjlcoqLiykrK0NTU5OWlhaRVg+gr6+PgYEBERERXLx4EVdXV8zMzFBTU8Pc3Bw/Pz/MzMym7fIxODhIYmIiXV1duLm5iY5Heno6gYGB3HvvvQwPDzM2Niac2NTV1fH29sbIyIjJyUkaGxtF4ntAQAA5OTlERkYyMDBAfX09WlpamJmZMTY2Jlq/t27d4ujRo1y4cIGCggJ6enowMDBgxowZlJaWkp6eTkdHh8gRiYiIQCqVsnnzZs6cOUNWVpboKvT19aGrqys81KcL2traNDc3C1eqkZERDh48SGlpqfBx7+zsxNTUlNmzZ+Pt7S0+B+bm5nh4eGBubi5kB6Ojo3h6eqJUKpFIJNy8eVMcIN3c3BgYGEAqlSKVSklOTqahoUFURN3c3IT8z8nJCTs7O0xMTAgODmbRokViDTAyMhI5LkNDQ4yMjKClpXXHtLz/dygvL0dDQ4PKykrq6uqQSqWcP38eQ0NDoqKixKWkrq6O/Px8Kisr0dHRoa6uTjiWSKVStLS0UCgU9PT0kJmZSXNzM5mZmTQ0NAhraG1tbTIzMxkaGkJbW5vq6mocHBxwd3dHTU2NtrY2Zs2axcyZM0UqfFdXlwiHKywsBP40tPD19SUyMhILCwth8zudQ6xTTlRZWVkMDg5iZWVFSEgIfn5+hISEoKuri5aWFurq6tjY2HDfffcxY8YMbG1tuX37NvPmzRPr09QQak1NDe7u7vT396Ovr4+uri7d3d00NTURHByMu7s7lpaW6OrqkpubS29vrzh0Njc3ExYWxowZM0hOTqampgY7OzvMzc1FTs/IyAi1tbVIJBIxxO7r6yvsz6cDqamp3Lx5U+wHg4OD1NTUsHjxYpqbmzlz5gxyuVwknSuVSvr6+pgzZw6ACGp0c3NDV1eXxsZGent7WbFiBQsWLKCiooKxsTFhSVtUVAT8af/e1dUlZiKmLj/p6emkp6eLhPi6ujrhGGVoaEhFRQXz58+nuLgYf39/Yb87FTQ8Xc502traYi3R19dHR0cHLy8vIiIicHFxwdHRUWQzTblstrW1kZubK2ytu7q6aG5uxs7ODjMzM4qKioQVuJqaGlpaWkxOTtLU1MTRo0fF2SIpKUlIaxQKBZmZmUilUkxNTRkfH6e2tpaWlhZRAR8YGMDQ0JC0tDQCAwPp6OgQ9uJKpZKMjIz/y/nsTsLf31/IxqysrKipqaG4uFjEJgQHB4uEdi0tLXERn4pRgD+tjqfyX4yNjenp6SE8PFwUFqbcNa9evYqmpiY3b95kwYIFeHl50dTURGtrK0ZGRri5uTE4OEhCQgIzZ85ER0cHGxsbPD09sbCwoLKykiNHjtDX10dtbS3Gxsa4u7uLrkd9ff208WZmZkZtbS3V1dWUlJSQl5dHXFwcDzzwACkpKfT29oqw18nJSTQ0NDA1NSUpKUnMh9jY2KBUKsWFXkNDgzlz5ojPgkKhwNnZmQULFjAyMoKBgQEpKSm4ublhZGSErq4uvb29JCUl0dDQwJUrV7C3txdKC5lMRkNDgzAAqKurw8/Pj56eHgoLC4Ub2X+iXPlLl4/Zs2ezfPlynnnmGaH9ffbZZ/H29v63v/fDDz9QV1f3HxEPf+qe29vbRbBTTU2NGPDLzMwkKCiI+Ph4li5dysaNG1m6dKlwLBkdHaWyspKKigpx65JKpfj7+2Nvb8+xY8c4efIkHR0dSCQSYZHr5uZGdXW1sIKdktAYGhqKABZHR0dxOPXy8kJfX59r166JYLO0tDRGRkaYmJhAS0sLTU1NMjMzxUJ8p2FlZSUCi7y8vES4zH333UdmZqYItyovLyc/P1+0jZctW0ZLSwuJiYlIpVLmzZtHbGwsXl5enDhxQrTupjTSU92fuLg4cVDfuHEj8+bNE12QAwcOkJiYSF9fn7CeXLRoEdHR0aipqXHhwgWCg4M5evQoxcXFXLp0iUOHDlFdXS0OmdO1wZiYmGBkZISvry/u7u5MTEygq6tLWVkZS5cuRSKR0NDQQG9vL/39/aSlpVFeXi4Ct+bMmYOHhwfe3t74+vrS1dXFtWvXiIqKQk9PTwzSq1QqhoaGGB8fR0dHh4yMDJycnBgeHhbBZrq6usyfP59FixZRWVmJhYUFMpkMY2NjHnroIe69914eeugh6urqmDlzJrt27UKpVFJcXMzQ0BClpaUYGhpOC29T3BkYGODg4ICpqSnl5eWcOXOGwMBAzp8/j5qaGjY2NsJooKKighkzZlBXV0dAQADGxsb4+fnh6uqKRCLBwsKC4OBgoSNPTU3FxMREfL+rqyuzZs2ipaWFCxcuIJVKCQ4OFn7xcrmc3NxcFi5cKGabJBIJrq6uBAYG4ujoyJUrV7h+/Tqjo6OUl5cDf4aJJScnTxtv6urqzJo1S6Ta6+jokJSUhLu7Ow4ODkxOTmJgYICBgYFYSwwMDGhvb2fu3LksWLCA8fFx6uvraWtrQy6X4+Pjw61btygqKiI8PJyJiQna2towNjamqamJVatWkZ2dTUNDAwMDA2hrazM0NERRURHBwcHY2dmhp6fHrVu3hLPQVEDm1KE6ICCADRs2MGfOHGbNmsWiRYvw8fGZNt7a29vJyMjg/PnzJCUl0dvbS1hYGImJiahUKhYtWkRtbS26urqsW7eO2bNnC5vriooK1qxZg7u7O1ZWVri4uDA0NCQSva9evSryKYaHh4Ud+VQXXkdHh97eXhQKBXp6eqLA4+vri4mJCadOnRL+9g0NDTQ1NZGQkEBJSQmDg4PC9lgmk4kMocbGxmnhLTExkZSUFBQKhXBjOnjwIHp6ehQWFoqC3FRK+yOPPIKXlxdr164lNzeXOXPm4O7uTkVFBZmZmXh7e3P27FkkEgn+/v6ik2NpaYlKpcLT05OOjg6WLVtGT08PAQEBwpVnKhh0KpTWx8eHuLg4EYxqZmZGTk4OnZ2dfPLJJ/T29tLZ2UlXVxejo6P/lqh8pyGTyUTeiZ6eHoODg8TExDBv3jxmzZrF/PnzRdFlbGyMsrIy9u7dS1RUlAjg7OzsFFlhzs7OSCQSYmJi0NHRITU1leHhYby9vXFzc0Mul1NQUMCaNWuoqqqisrISZ2dnZs6ciUKhQKFQMGfOHFxcXIST55ThRllZGd9//z0VFRVs2rQJLy8vdHR0sLe3JzQ0lMnJSTIzM6eFN/hTRt3W1kZvby9tbW0kJydTX1+Puro6UqmU+++/n9DQULq7u6mrq8PS0pLq6mr6+/uxtLTk5s2buLi44Ovry8jICCMjIwwPDxMaGsrVq1fJz8+nqKiIlJQU0tPTsbW1RU9Pj+LiYhwdHXF1dRVZK15eXmRkZKCnpydmbqaMRvr7+zl+/DgHDhxAX18fmUyGra0t8+fPx83Njebm5mkrEsCfyh9bW1thgNPT00NeXh73338/V69epbKykqSkJC5dukR7ezvBwcH89NNPXL58mby8PLS0tMjJyWF8fJwVK1YQEBDAxMQEw8PDREREMHv2bOEC9uyzzzJ79mwyMjI4evQo5ubmwsQE/pw/ycnJEWdZiUQiMj8+//xzUlNTmTVrlih8SqVShoeHycrK4urVq/9RV/wvya6efPJJ9PX1uXjxIu7u7qxbt+7f8hiqq6v56quvROv1P8W1a9eoqKjAz8+PyclJPD092blzJz/88AMnTpzg/vvvx8TEhNraWrq7u7GwsMDFxQULCwuhBR8fHxcLe1RUFAcOHODll1/m8ccfZ3x8HF1dXZHHYWBgwNtvv01JSQmampqUlJSIVtWqVasYGBhg6dKlbN26laNHj3L+/HkuXLiAQqEgMDCQn3/+me3bt3Ps2DFu3bqFv78/Dg4OooL26KOPTsvNeXJykomJCdFZGB4eFu4iJ0+eFBekefPmsWLFCr755hsOHjxIVlYWGzdupLCwEB0dHZYvX467uztvvPEGeXl5BAQEUF1dTWZmJr29vYSEhHDfffdRVVXF3r17MTU1xd7enkOHDiGVSpk1axZyuZzBwUF+++03tmzZIkKAhoeHRcou/FkZKygoEGFJU2GOGzZs4JdffrnjnAEEBQXh6OhIa2sr169fx9jYmFmzZqGjo0NXV5fw9h8fH6e0tJSMjAxu3LjBsmXLiIuLw8XFhYSEBC5dusTPP/+MnZ0d2traPPzwwwQEBJCfn09CQgITExPcuHGDrq4u/P396ejoEOnuXl5eSCQSjh8/zpw5c3jiiSfo7OwkNzeX++67j5kzZ1JdXc2BAwdQKBQcOHCA/Px8IU+YM2cOnZ2dPProo7z66qvTwhvAhx9+yPXr19mxYwcrV65kZGRE6FWnOjRSqRQjIyOqq6s5dOgQkZGRPPfcc2RkZPDLL7+wbt06WltbKSsrY8+ePVhZWQmbvqnOUl1dHYODgzzwwANoampy4cIFPD09kUgk3HfffXh5eSGTyVi7di0AJSUlqFQqvv32W3R0dFi0aBFeXl6YmJiIULyIiAi2bt1KTk4O+/fvp7GxkYcffnhaeOvq6kKpVOLv78/k5CR9fX2sXLmSrKwstm3bhpeXF7NmzSIiIgJbW1tsbW0ZGRkhKCiIkZERLCwscHR0FMne7777Lg4ODjz99NOsW7eOw4cPCy39lDwyJiYGAwMDLl68iJ+fn3ifd+zYwTvvvCP83/v7+zEzM8PT0xNfX19GR0eF89i8efPIy8ujr69PmHJMp7Wzn58fvb29dHd34+zsjJeXF5mZmVhbWzM4OEhmZiYmJiaEhoYikUj4+eefAfjtt9+EBPWee+6hr6+PpKQkUlJSePDBB0Ww51THXalUYmNjI9yKdHV1UalUyOVyGhoasLKyEvk8AJ999hn3338/nZ2deHt7o6enJ9bJn376ieXLl7NlyxbGxsYoLy+nr6+PBx98cNp4mzNnjkhXV1NT4/777+f69es899xzzJkzhwceeAA/Pz8OHz5MSUkJra2tnD9/Hnd3dxEueenSJVpaWvDx8cHV1RWZTMb58+eZN28eoaGhVFdXk5+fT0BAAC+++CL33nsvzc3NrF+/Hl9fX3p7e+nq6mJsbIzIyEhWrlzJL7/8wosvvkhtbS21tbW0trayb98+Idfp7OxkdHSUdevWkZCQgFKppL+/f9ouvG5ubri5uXH16lUx4yKTyYiNjUUulwtZjoeHB0uXLhVuYTExMXh5eZGdnS2kUMePH8fa2hoXFxfy8/O55557qKqqYnJyksTERJGL9MYbbzA8PMzWrVupqKigrKyM7u5u9PT0SExMJDIyUqxhExMTxMXFERMTQ2dnJ3v37kUul3Pu3DkRHOnm5oafnx8PPPAAqamp08Ib/Lk33HPPPdjb21NRUUF+fj4qlYqnnnpK5HC0tbUxY8YMli1bJkKiBwYG2LhxIyUlJUJNMHUBraqqoqenh2PHjtHU1ERhYSFubm4it2jRokU88MADTE5Osm3bNrq6uqivryciIkLY4Pf395OUlIS6uroIn12+fDkWFhbiMzY1y9ra2kpLS4t4z6cDp06dEkGV8KfSJDk5matXr1JeXi6CrP38/LC0tBSS7MWLF+Pu7s4zzzyDn58fYWFhjI+Pc/bsWTo6OsSM3Pbt2zl37hx9fX20tLRgaWkp5m2bmpq4cOEC6enpaGlp4ePjw+XLl4mMjOTQoUNCpjY1t1pcXIyvry9VVVUkJSWRnp7O1q1b6e3t5fz58yIX56/gL10+1NXVeeihh4T3+f8ZIyMjPPXUU7z33ntCD/lXMJUguXXrVpycnOjo6KCvrw9tbW0+/PBDent7cXNzw8TERCTPFhQUiE2jqKiIs2fPsmXLFtFmk8vlXLt2DX9/f6Kiovjjjz+YmJjA29tbJKHX1dWxe/dubt++zezZs2lraxOLSlpaGgEBAfj4+DB79myef/55dHV1cXBwwM/Pj+XLl3Py5EkCAgLEgtTe3k51dTXd3d1ER0eLW/OdSsic+rmpqanMnj1bzNksWbKEsbExjh49yqpVq/j444/R1NQUsyG7du3CwsICGxsb0tPT6e3tZebMmSIgJjg4GKlUSk1NDSqVimeffZba2loyMjL49ttviYqKQqlU8vXXX5OTk8PExAQNDQ0iAO3FF18Um9X+/fvR0dEhKCiIVatWERQURGZmJiEhIcTGxiKTyYQUbso2dSp59E7z5uXlxeDgIHV1deTl5WFgYEBoaChDQ0NcuHCBLVu24OTkxIULF7h58yZbt26luLiYF154gZdffhmFQsG2bdtwc3Nj+fLljI6Osn//fo4dOybCFpOTk7l+/Tru7u4899xznD17VlRb3d3d8fDwEJKigYEBuru7KSkp4ZVXXuH69esUFBQIff2MGTMYGhrigw8+4IknnuDcuXNoaGiI9OHCwkKio6PvaCLr1M+eSjdNS0vj6tWromp1/Phx+vv7cXBwYOPGjdy+fZuGhgY++eQTsrKyOHjwICYmJgQGBlJaWoqjoyP3338/RUVFXLx4kcrKSpGWOhVM2NfXR2JiogiKmjFjBv7+/oyMjHD9+nVqamro6uoSlfyJiQkefvhhsVFPad2PHz9OYmIiQ0NDtLa20tHRgbq6OmFhYf/2bHeSN19fX65cucLg4KCQE0xxNaVxjoqKwsPDg+rqav744w8eeeQRtmzZIsJMs7OzOXPmDJWVlcK1byqtXUtLi6amJtLT0ykvL8fBwYFHH32U2bNnExYWhkwmo7m5Wdhih4aG4u7ujp+fH1paWoyOjlJUVERycjLl5eVs2rQJX19fhoaGuHLliqi4NjU1CV/66eDt4sWLaGpq8tBDD6FSqTh//jwrVqwQGugpt6r/Nf1dJpOxbds2/Pz8OHnypAgns7S0ZMuWLXz00Uds3LiRlJQUSkpKeOihhxgfH+eDDz4gMDCQN954gyeffJL3338fNzc38vPzaW5uZv78+bz00kuYm5ujra3N7du36erqIiMjA2traxYsWIBCoUBXV5fNmzcjlUpZt24dTk5OyOVyKioqmDlzJkql8o6vcf7+/hw+fJi6ujrCw8NZvHgxdXV1HD9+nFOnTlFVVcXw8DDDw8M4OTnh7e3NI488wtjYGFFRUYyNjREdHU1AQABSqZTffvtNyKB6e3spKCgA/sz9WbhwIUNDQyxatIibN2+SnZ3NDz/8wAMPPCD21+DgYK5evQpAU1MTly9fpru7G1NTU8zNzVm1ahVKpVJcmBoaGigvL8fQ0JDo6Gief/553nzzzTvOm5ubG7/88gtz585lYmKCX375hddff51NmzaxadMmDh06hJ+fH9bW1qKjun//ftLS0tDQ0CAtLU10e+rq6nBxcREFpKysLNzd3WltbUVHRwdTU1P2799PT08PL7zwAvX19SQnJzN//nxWrlxJSUkJoaGhpKenI5fL6ejoENLRqeR4a2tr3nnnHX7//XccHR2FzMrCwoK+vj5xNpiOd3VqZmeqYxUUFIRSqWT9+vUMDQ3xyiuv8OCDD9Ld3c2PP/4IgKurK97e3uTk5ODh4UFjYyMVFRUMDAzg4+NDV1cX8+fPJzs7m99//x0rKytmz55NTU0Nt27dor29nU2bNuHk5MSiRYsYGhoSsuDFixezbds20tPT2bZtGz4+PshkMjo7O/Hx8SE1NZXm5mZMTU155ZVXxFqyZs0a4eo6HbwtXbqU1NRUTp48KfbTDz74gMbGRuLi4mhvb8fV1RVnZ2dhfODo6Mjx48dFp8fJyUk4SFZXVxMbG8vGjRs5deoUbW1tmJqaEhISgqenp/hcbtu2jRs3bmBtbc3MmTOxsLAgLCyMgIAA4uPjkUgkxMXFiQ7UlFHLwYMHefXVV2lpaWHevHmYm5szODiIvr4+1dXVODk5/SXe/lLOx51CV1fX35Jp/b8Fzs7O/zao/9+Fu7z9Pdzl7e/jfzJ3d3n7e7jL29/H3TXu7+Eub38Pd9/Vv4e7vP09/BXe/rdePqYGZ7W1tf9yMOH/GzDlomRsbIxE8t8SIv9vuMvb38Nd3v4+/idyd5e3v4e7vP193F3j/h7u8vb3cPdd/Xu4y9vfw3/C2//Wy8dd3MVd3MVd3MVd3MVd3MVd/P8P/mdct+7iLu7iLu7iLu7iLu7iLu7i/+dx9/JxF3dxF3dxF3dxF3dxF3dxF9OCu5ePu7iLu7iLu7iLu7iLu7iLu5gW3JlJmr+I/4kDN3B3OO7v4i5vfw93h+P+Hu7y9vdwl7e/j7tr3N/DXd7+Hu6+q38Pd3n7e/hPePvfevno6+v7H2s1BnfOpu0ub38Pd3n7+/ifzN1d3v4e7vL293F3jft7uMvb38Pdd/Xv4S5vfw9/hbf/rZcPbW1tAPLz80U4z/j4OElJSSxevBhjY2OOHz/O8PAwTz/9NENDQyQlJVFfX8/o6Cijo6O8++67NDY20tnZiaWlJSYmJuTk5NDb24utrS29vb1kZGSwYsUKNDU1OXPmDNbW1mzatInU1FQqKiqwt7dHS0sLpVKJmZkZ4eHhvPvuu0xOTvL444/T0NBAU1MTExMTmJqacv/99zMyMsLQ0BBnz56lq6sLc3NzrK2tGRoaYmJigiVLlojnu1O8aWhoUF9fz8jICAYGBgwNDfHZZ59hYWHB2rVrOXz4MC4uLkRERAB/Jsk7OTkREBDA+fPnKSsrE6nIlpaWzJgxA0tLS4aGhsjPz8fJyYn09HQR9HT48GGam5t57rnnyMvLQ01NDV9fX1QqFbdv32bBggVcvXoVpVLJ8uXLaW5u5tatW4yNjbFs2TKysrK4fPkyvr6+rFixAolEQldXF42NjeTn5yORSNi5c+cd5+3AgQOUlZUhkUgwMTHBxMQEpVKJvr4+/v7+5ObmMjY2RmhoKLa2tpSVlWFsbMzo6CgdHR00NDTg6OiInZ0ddnZ2ODk5sXv3biIjI0lKSqK/vx9dXV2io6OJjY0lLy8PQ0NDLCwsiIuL49NPP2XGjBmEhISI4MyAgACioqJ4/vnnCQ0NxdPTE2NjYwwMDDh69CgvvPACL7zwAtu3b0cmk9HU1IS2tjZtbW2sWrUKfX39O8bb/8rdvn37qKioYN68ebi7u9Pb24uHhwcODg6Ulpaio6NDSUkJ7e3tIkgrNTWVWbNmkZ2dTVBQEJ2dnXR1daGvr4+rqyv5+fm8+OKLvPbaa/T39+Pq6oqnpyeampqkpKTg4eGBv78/8+bN448//hAJw9bW1qipqWFlZcW2bduIjo4WSdzDw8Po6ekRFhbGTz/9hK+vL2ZmZgQGBjIwMEBtbS3x8fGYmZlNC28tLS2YmppSU1NDXV0dQ0ND9Pf3s3nzZtrb28nOziY+Pp7a2lpu3LiBlpYWO3bsoLu7m6ysLFxdXSkvLxeBUC0tLezbt08kp1tZWREXF4e3tzfq6uqMjo6SlpZGbGws5ubmnD9/nuHhYfz9/QkICCAzM5OWlhZcXV3JyMigq6uLgIAAHBwcuHXrFgMDA6xbt47z58+joaFBYGCgCMRUKBSEh4dPC2+jo6MisKqxsZGioiL09PRobGwkKiqKwcFBhoeHcXV1RUtLi9LSUlatWsWpU6fo6uoiJiaG8fFxtLS0GBoaIjk5mZdffpni4mIOHDhAT08PUqkUOzs7bGxssLOzo7q6GplMxrPPPktJSQkVFRXY2toSGBjInj17CA4OxtnZmbKyMjw8PJicnBQBed3d3cycOZNLly4RFhZGd3c3EokEa2tr+vr6qK+vx8vL646vcTU1NQQGBpKSkkJdXR2enp60tbVx6tQpFi5cKIIBq6qqUKlUREREYGJiwo8//kh4eDgtLS1kZmbi6upKaGgoRUVFnDlzhvnz56OmpsbcuXNxdHSkpaWFpKQkcnJyCA8PZ968eezfvx8jIyM6OzvR0dEhNDSU8vJyhoeH2bFjBz/++CMVFRUYGBjg6uqKl5cXAQEBHD16lNjYWHJycggICECpVJKZmcnAwABz5szBzs7ujvMGkJubi4mJCS0tLeTm5rJz506+/vprent7iYqKwsXFRXwu7O3t8fb2JjU1FRsbG/z8/CguLqayspLu7m4mJyd54YUXcHFxoaamBqlUioaGBqWlpWRnZ2NrayvWzxMnTtDc3IylpSX29vaoqalRVFREdXU19vb23HPPPTQ1NdHf349SqaSjo4OamhocHBx46qmnOHz4MN7e3gDU19cTGhrK4OAgDg4O0/Kufvzxx/j7+2Nvbw/8GSZ56dIlnJ2dGRoawtTUFAcHB9TV1dHR0cHCwoITJ07w+uuv8+GHH/LMM8+Qk5PDrVu3GB4exs7Ojrq6Opqbm/H398fZ2RkjIyNcXFywsbHh2rVryGQyHnzwQc6cOYO3tzejo6P09vZiYWFBVFQUv/zyC66urtxzzz1UVFTQ399Pb28v169fp6Ojgz179nDlyhU0NTWZPXs2CoWCK1euMDk5yWOPPTYtvDU0NGBoaEhubi5aWlokJCQwPDyMUqlk3759BAUFIZPJMDExwdnZGX19fRYsWEB5eTlHjx5lcnKS4OBgnJycMDQ0RFdXF3V1dY4cOYKurq4ItZz6moGBAcnJyYyMjLBnzx6Ki4sxMjLCxsaG7u5u0tLS0NPTw83Njblz53L79m1qamrQ0NDA1NSUqqoqampqaGpqQkNDg9HRUeLi4khISKCgoIDIyMi/xNt/y+XjzJkzzJ07FwMDg//o+6ZaTUqlktbWVrq7u/H09CQmJoaxsTH09PRQqVQkJCSgoaFBS0sLk5OT+Pr64ujoiEQiobq6Gl9fX4yNjcnJyaGwsBCFQgHAsmXLGBkZ4erVq9TX16Ovr09XVxcqlQpra2tUKhVNTU04OTnh7u6OSqWip6eHrq4uZs6cyb59+/D09KSsrAx1dXVcXFzQ0dHh7NmzhIaGUldXx8DAAH5+fri4uCCRSOju7qaqqurfnu+/G1M/9+zZs2hpaaGvr8/AwACdnZ20tLSgoaFBbm4uy5Yto7S0lAsXLqBSqRgeHiY7O5uysjKMjIwARMJ3SEgIKSkpTExMEBcXR0ZGBg4ODnR3d4vUXgsLC06ePMmhQ4eoqqpi06ZN2NvbU1xcTGJiImNjYzg6OnLmzBk2bdokDvHW1tYikTsrK4uRkRFUKhXa2toYGRlhYGCAhoaGSBW907zJZDI8PDxwcXFhbGyM8vJyrl+/jlQqRU1NjdHRUWbMmIGfnx8GBgb09/fT3d3N0NAQdXV19Pb2EhISgpmZGdXV1Zw7d47e3l6Gh4fR1tbG3t6e9vZ2RkZGkEgkyGQyIiMj6ezsZO/evWhpaWFiYoKuri7+/v4MDQ0xPj5OcnIyfX19FBUVoVAocHd3x9ramuHhYQwMDHB0dKShoYGxsTEcHBzQ09Ojvr6e2tpa/Pz87mjrdupnW1tbY2JigpubGy0tLVy4cIHFixfj7e3Nb7/9xtq1a0lOTsbCwoLY2FjGx8fR09OjtraWrq4uBgcH0dLSor29ncrKSnG4cXFxwczMjNraWry9vdHX12dycpKYmBixmaWkpGBpacnAwAC9vb0YGxuTlpZGS0sLSqUSHR0dsSj29/czPDyMpaWlOAgkJCSQk5MjLoJXr15l3bp108Kbubk51dXV5OXl0dPTA0BhYSFvvfUWVVVVyOVyMjIyUCgUKBQKGhsbuXr1KjExMZw9e5bt27fj6+tLU1MTFy5cQFNTk9zcXObNm4e6ujqzZ8/GysqK6upqioqKsLGxobKykhkzZlBVVUVDQwMSiQSVSoVUKsXQ0JAPP/wQHx8fVq9ejZaWFoaGhkgkEmbOnImJiQknTpwgOjqampoaJBKJWGfy8/MJDw+fFt709fVpb28XacbW1taoq6tz8eJFNDQ0qKmpYdWqVQwNDVFbW4uuri7Xr18Xyd4DAwPI5XLMzc1RqVRkZ2fz448/smLFCkxMTJg1axajo6PU1NRQUVGBp6cnixYtQiaTAX8e4nV1dTE3N6e0tJTa2lo0NDSIjY3l5s2b6OnpoVAo0NfXx8bGBqVSia6uLnFxcVy4cEH8WX5+Pm5ubsjlcry8vO74GtfZ2SkOCzU1NZSUlFBfX8/Y2Bijo6McPnyY9vZ2UYxqbW0lJSUFFxcX2traqKurw8rKCqlUSl9fH319fcyfP5/k5GRxyTM2Nsbb2xt7e3tu3LhBVVUV8+fPJzg4mMTERHEwOXnyJGvXrqW3t1dcJCMiIhgbG6OxsZG2tjbi4uKIjIwkNzcXBwcHOjo6GB0dxcbGBqlUKvb0O81bdXU1BQUFhIeH4+XlhZqaGlVVVeL3rq2tJS8vj8LCQgwNDZk/f75IitfT0+Pq1atYWlri6OjIwMAAlZWVNDc309XVRX19PQ0NDejq6mJmZoaLiwuGhoaMjIyQkZHBzJkzaWxspK+vj5GREXR0dFAqlYyMjGBjY0NfXx+5ubnY2NgQGRkp1rjU1FTs7OwoKSmhoKAAJycnfHx86OzsJCsriw0bNkzLuxoXF0dlZSUdHR34+voSHh6OTCYjODiYf/7znwQEBNDX14enpydGRkaUlJRQU1ODtbU1SqWS69evY2JigpqaGgUFBbS3t2NjY0NTUxMuLi5IpVJycnLo7+/Hy8sLpVJJYGAg58+fJzk5mYGBAUxNTbG0tMTd3Z329nYsLCwwNzcnJycHW1tbXF1d6evrQ6FQoKmpSX19vdhPJiYmMDY2xtbWFhsbm397tjvJW3V1tbhojY2NYWdnR3d3N11dXYyMjODj40NiYiJ5eXl4enri6uqKmpoaS5cu5eLFi1y7dg0dHR3a2tro7+/HxsYGDQ0N5s+fT0FBAQqFQhSJc3Nzsba2RiaTERgYKAqBJSUlWFlZ4eHhQWdnJ46OjuK9q6+vR01NDS0tLc6cOUN/fz8zZsxgzpw5TE5OcunSJTIzM2lra0NDQ4PIyMi/xNt/y+Xj1VdfJSAg4D++fEyhsrKSiYkJmpqa0NHRQUdHBwMDA1pbWwkICGDu3LkAZGdn093djbOzM9ra2ixZsoTz588jk8mYnJyku7ubwcFBrKysqKuro6enB1tbW1auXElPTw/9/f14enqSk5PDqVOnCAkJobS0FE1NTYyMjNDR0aGnp4eTJ08SFhaGk5MT5eXl6Orq4ujoiIODAyMjI6Snp2NnZ8eRI0cAsLCwwMDAAH19fXx9fcXB/k5jeHgYiURCTU2NOOgC3HfffQwNDREfH4+WlhZVVVVoa2ujr6+PTCZjcHCQoKAgLC0tGRsbE4cKe3t7rly5grm5OU1NTchkMjQ0NET7zNjYmA0bNtDd3Y26ujqDg4N0dHTQ0dHB4OAg2tradHV1oa2tzfnz55FIJFhZWaGjo8P4+DgTExNYWlqydOlS0tPTGR8fRyqVYm5uTlxcHCMjI9PCm7e3N5aWljg7OzM5OcnExAQaGhpcuXJFHNisrKwYHR1FIpHg6upKYWEhpaWl2NnZ4ezsTFBQEG1tbdy8eZPs7GzWr1/P8PAwGhoazJkzBy0tLdTU1KiurkalUlFZWUlwcDByuZyVK1cyNjbG7du38fLywtfXl9HRUc6fP09MTAy6uroYGRkxOjrK7du3sbCwEAe+27dv4+DggKmpKaOjo0ilUrq7u6eFN4CZM2dSWlpKS0sLnZ2d6OrqUl1dLb6ura2Nv78/SqUSDQ0NnJ2dkcvlogPm6OiInp4eZmZmzJgxQxycGxsbCQgIoKysjP7+fuRyOTo6OqxduxYdHR0qKys5ceIEERER4iBZX19PYWEhcrkcPz8/ysvLUSgUODs7MzY2RmVlJXZ2dkRFRaGvr4+fnx9NTU24ubnh4eHBzz//PG28TXWDpg6qBgYGGBsb09zcjKenJ+fOnSMpKQkTExM0NDRQU1OjuLgYU1NTCgoKUFNTw8TEhLy8PLKzs/Hy8mLBggUYGRmhp6eHuro6w8PDdHZ2UllZiVwup7e3F7lcDvy5Ro2MjFBVVYWWlhZaWlrAn4dUd3d3/Pz8KCwspKioCHd3d2JiYnjrrbfYvHkzTU1N6OrqYmpqSldXF319fdPG28TEBAqFApVKhZGREe7u7hgYGKCjo0NzczPa2tqYm5tTX1+PXC4nIiKCo0ePik6TXC7H2tqa/v5+qqur6ezsFJdYKysrjIyM0NbWRk1NDQCJRIKGhgbDw8OUlZXR1NQkKrfZ2dkYGxsTHx8vCiu6urqMj4+LLmpmZiZFRUUEBgaSl5dHU1MTWlpajI6OYmVlRU1NzbTwVlpaioODA7a2trS3t5OamoqjoyOurq74+/uTmppKfn4+KpUKHx8fmpub+emnn/jss8+4fv064+PjzJ07F4lEQlVVFXZ2dgBMTk7i6OjIxMQELS0tjI6OEhQUxLJlyzh79iz9/f04Ozujrq6OsbExSqWSuro6lixZQmJiIhKJRPA2dbGcquDee++9NDc3Y2Zmxo0bN5BIJERERNDb20t3dzdubm53nLepg2hbWxt6enpoaGhQUVGBj48PxsbGlJaWUllZiaamJsHBwUilUg4dOoStrS1ubm40NDTQ399PQEAA7u7uNDc3c/v2bby9veno6ODy5csEBgYSEhIiDpVTHSYDAwN6enrQ1dVFIpHQ1NSEiYkJvr6+rFy5kpMnTzI4OIiuri7W1tb4+vpSV1dHXV0dMpkMGxsb0WXX0dEhJycHPT29O87ZFKysrMjLy6OxsVEUg1QqFSqVitDQUObOnUt1dTUjIyMMDAzQ3NyMvb099fX1rFixQuyV3t7eKJVKGhsbMTExYebMmYSGhuLs7IxMJhPrmrW1NXp6ety4cQMrKysaGxuxsrLCx8cHiUTCwYMHMTIyYuXKlfzxxx90dnbi4eGBtrY2NjY2uLq6cuzYMWbMmEFqaioaGhoYGRlhZGSEj4/PtPE2MDBAVlYWEokETU1NsrOz6enp4ebNm9x777309fUhlUoxNjbGwsJCdMr9/PyIjIwUl5auri7RMdHR0SE4OFgU8zw9PRkbGxPdSC0tLby9vTl//jze3t5oaWmJfTwqKgpnZ2c6OztJSkpibGwMS0tLWltbSU9P5/HHH0dTU5P4+Hj09PQYHR0VRbXR0dG//Nx/6fKxefPm/69fHxsb4x//+Ac6OjoA/PLLL3/5FwDo7e1FW1ubpqYmCgsLGR8f59FHHyUlJQUrKytkMhk+Pj6oq6vT1tZGQUEBjY2NaGhoYG1tzcGDB9HQ0MDHx4cHHniAnp4empqa+Pjjj9m2bRsbN24UG1J0dDS1tbUkJycTExODlZUVvb29JCUloaenh7a2NklJSahUKlatWkVjYyO2trb4+fmhq6tLeno6FhYWjI2N0d3dTWtrKx0dHaJ9rKGhgbe3t6jU3EmEhoYil8upq6tDS0uLmTNnYmdnx+zZs5FKpWRkZKCpqcm6devw9vamra2NtrY2jI2NcXR0xNzcHHd3d65du0Z2djbbt2+nqKiIkpISVCoVNTU12NvbExkZibm5OWVlZTz11FP09fVx+PBhrl+/DoCOjg4+Pj7s3LmTe+65h+DgYM6dO8d9993HwMAA2dnZALS2tmJgYEBsbCwHDhyguroaV1dXAgMDMTU1veN8TSE6OpqrV6/S3d2NkZERExMTLF++nKtXr9LW1kZQUBClpaWUlpbi5OSEs7MzBQUFVFZWEh8fj66uLr29vaSmppKdnU1AQADR0dH88MMPqKmp4efnh5WVFc3NzRQVFSGRSGhra8PHxwcdHR1GR0fJyckRFcZZs2aJA1V0dDTu7u6C73/961/o6upy9uxZ5syZw8TEBLq6ugAoFAr8/f2ndYNRKpXk5OSgVCpxcnIiIiKCvr4+qqqqiImJEZXUxMREmpubCQsLw9zcnImJCQwMDJiYmKC1tRVHR0dWrlyJQqEgOzubpqYmsbEODg5SU1Pzb8WM1tZWVCoVjY2NaGpqoqOjI6SW5ubmdHV1kZuby6xZs5g5c6Y4wC9cuJCmpiYiIyOxtLTEwsJCHL7vvffeaePt6tWrxMXFoaWlRX9/P8bGxoSFhZGfn09cXByurq4MDw+LC4qmpib+/v5UVlaip6dHWVkZAN3d3Tg6OorO0muvvYatrS3l5eWEh4djbW3NjBkzyMjIwMbGhuHhYR599FFRHczPzycvL4+EhASioqLo7+8nKSmJnp4ecnNzKSgoQKlUYm5uTnx8PA0NDeKCNHWQmJJ2TAdkMhltbW24uroCiPUrPDyc0dFREhISkEgktLa2MjExgZmZGeXl5QwODnLgwAEMDQ3ZtGkT3d3dZGZmMjIygqamJj/99BNxcXH89NNPLF26FH9/f0xMTETFMTMzE0dHR8bHx+nu7mZ0dJSJiQlcXFxYv349c+fOxcvLSxxipjqobW1tfPfdd0RHR2NpaUlzczN6enoEBQWhqak5bZePvr4+8vLy8Pb2ZnJyEhMTE5YvX465uTnd3d0sW7aMoaEh1NTU6O/vx8jICJVKxeXLlxkYGMDDwwNTU1N6e3vR1NTE3d2dL7/8kuHhYZ555hkcHBzIzs7m+PHjXLx4kddff51XX32V1tZWZDIZLS0tAJiZmYkq9FRhqqOjg+LiYhwdHcWh/ZtvvmHmzJlERERw8eJFMjIymDFjBvr6+lRWVmJrazstvGlpaREcHIyWlhZZWVlUVFSwevVqVCoVQ0NDWFpa4uDgIKSgBQUFlJSU4Ovri4aGBmFhYVy6dImenh7i4uIICQlhYmICLy8v9PT0yM7OZu7cucyYMYOamhoqKys5fvw4L7/8MqdPn6ampob4+Hjc3Nzo7e3FysoKCwsLJicnGR0dxcfHBy0tLTIyMjAzM0NDQwMvLy8sLS3R0NAAwNbWlsnJSfLz83n66aenhTeAsrIyNDU1MTU1pby8nOzsbCQSCePj46xcuZKYmBgOHz6MTCZDIpGIzllhYSEzZ87E1NSUixcv4ujoyIYNG/j++++pra3l4YcfprS0lJGREWxtbSktLeXYsWPExcXR0NAAgJeXlzgH9fT0kJSUJORbr7/+OsPDw2RmZlJdXY1EIkEulzNv3jz6+/txc3OjpqYGX19f0Q0xNTWdts+cvr4+169fZ8GCBdjb21NQUICjoyMKhQJ7e3vKy8sJCQnBwcGB9vZ2fv/9d4aGhkhJSRHF+fb2dtzc3HB3d6eqqgqpVIpMJsPAwAAjIyPa29vR0tIiOjoaiUTChQsXMDQ0FPuEn58fNTU1FBYW8t577zE2NkZ9fT25ubm4u7uL+RRPT0/uvfdekpOTycjIwNDQUHQ7JBIJOTk5f/m5//Ll46233iImJka0o/5X5OTk4O/v/7cPkC+88AI7duxAoVDg5uaGkZER1tbWuLu7k56ezuLFiyksLMTJyYlXX30VIyMjCgoK2Lt3L9evX6ewsBBdXV08PT0xNzenvb2d++67j8LCQlGdMTc3Z3R0FA8PDy5evEhJSQm7du1CS0uLdevWUV1djVKpZOnSpUxOTuLt7U1kZCTPPvssIyMj6OvrI5VKMTAwICsri08++YTx8XG+++47Fi1axIoVK+jt7eWFF17gww8/nJbuR3JyMqdOnSIoKIjFixcTFhbGokWLKC4uxsvLi59//hljY2N0dXWRSqUolUr27NmDv78/mZmZ9Pb2Ul5ejr+/PzExMSQnJ2NoaMh9993H5cuXWbt2raio1tTUYGNjw/z585HL5bz88st0d3cTFBRETEwMUqmU8vJy1q9fT3NzM4899pjQpmpoaHDhwgUMDAx45513yM3NxczMDCcnJ9ra2vj1118xMDAQHa47jam5Hw0NDdES//bbb7GzsxMVhlWrVnHs2DGuX7/Orl27WLNmDZWVlYyMjNDQ0EB2djYNDQ3ExMTwwQcfUFVVRVBQEEuXLsXe3p733nsP+LMLdebMGU6fPs2vv/6KpqYmX3/9NREREQQFBZGWlsbw8DDLly/n8uXLmJiYMDIygru7O2ZmZixcuJDTp08zd+5cdHV1efrppykrK2N8fFxU06YuI9OBGzdusGLFClpbW6mrq2NiYoKEhATuv/9+nn32Wfr7+9HT0yMgIICSkhKOHDnCQw89xJYtW7h69Sq7d++ms7MTX19f4uPj8fDw4ODBg2hpaaGhoUFISAjOzs5UVlaSnp7OV199JeYQdu3ahZ2dHZ9++il1dXVs27aN/v5+bt++TUNDA1FRUXR1dXH9+nXc3NwICwtDU1OTgwcPcs8999Df388PP/xAS0sLK1asYNOmTbS3t08Lb/feey/5+fniUhYSEsKnn36Kuro6V65cYfXq1Tz88MOcOHGCU6dOYWdnx2OPPca3336Lh4cHX331FU888QRbt24Va9A777yDnp4eNjY2bN68WXRLpipl33zzDefOnUNXV5eamhq6urrw8PAgJCSEhoYGZs+ezQ8//MBPP/2EmpoaPj4+LFy4kJCQEF566SVOnjzJJ598Qnt7Oy0tLTg4OBAcHExoaOi0dSlPnTqFXC5HU1MTQ0NDbG1thWY8ICCAwcFBQkNDsba2pq6uTkhaEhISaG5u5sEHH2T//v3k5eXh4OCAg4MDra2tfPLJJ1y+fJmhoSH6+vpoaWkhPz+f/Px8Dh8+zNjYGIGBgezbt49Fixbx4IMP0t/fz+nTp2lvb8fBwYFFixZhY2ODiYkJtbW1fPzxx6xfv56IiAicnZ1xc3PDxMREdIscHR2nbY177LHHyM/P54cffkAikbB582aCgoLo6OjAz8+P4OBgEhISWLJkCWZmZjQ1NfHOO+/w7LPP8s9//pPAwEBqa2spLi6mo6OD5uZmtm3bxtq1azE2NmZ8fBxjY2OioqKwsLDgq6++wt7ennfffZf169cLGYiBgQEuLi588sknLFu2jB9++IH77ruPCxcu4Onpibe3NydPnuTpp5/ml19+YdGiRUKSOjY2hrq6uuiQTgfy8vJYtGgR1dXVNDY2YmhoiJubG9999x3Hjx/H0tKS+Ph4HBwcaGho4OzZs6xZswYdHR1+/fVXEhISxLyaUqnk6aef5pNPPqGpqQlNTU1WrFiBvb09Fy5cICUlhX/+85/8/vvvJCUlsXv3bnH41dDQYPPmzdTU1HD58mW++uorLl26xODgIL/++iunTp1CR0eHH3/8kQ0bNvDFF1/wyiuv4Ofnh7e3N6ampjg7O/P555/z0UcfTQt3a9eupbOzk7a2NtLS0igsLOS1116jsLAQNTU1IQ+ysLCgq6tLSNT9/PzYtWsXhoaG9PT0YGdnh5WVFW5ubkRHRzNjxgz27NnDxMQEzc3N5OXl0dfXR35+vphd6urqYtasWejr65Ofn09OTg5eXl5CCiSXywkJCcHCwoL+/n5cXFwICAggLS0NmUzG888/z4cffkh+fj4uLi7U1dWxZcuWaeFtYmKC1atXi8J4a2sra9asoaKigm+++YYdO3ZQW1vL+fPnqa2txdjYmB07dnDu3DmOHTvGG2+8QUJCAr29vWRlZZGUlMTevXvZs2cPr7zyihgVOH/+PJqamjz22GN89NFH2NnZMTw8TGlpKZ2dnSgUCuRyOSdPnmTZsmUsX76c0NBQvv32WxwcHHj44Yfp7Ozk5MmTxMXF8d1333Ht2jWkUikLFixg9uzZxMbG/uXn/kuXj/nz5xMeHs7nn3+OVCpl3bp1//b1b7/9lo0bN+Li4vKfsf7/wfHjx9m9ezdqamqcO3eOb7/9lkOHDvHFF1/g4OBAUFAQXV1dGBgYoFKpuHnzJoWFhdy8eZNz586hr69PZ2cnv/76qzgQv/HGGxQUFPDoo48SHx8v2k6lpaU0NTWRl5fH0NAQ3333HVeuXCEkJARHR0fy8vIoKChAU1NT6JwTEhIwMzOjrKyMvLw88vLyxBDiggULCA8Px97eHolEgoeHBy+//DJffvnl3+LiP0FdXR1eXl7ExMTQ1tbGyy+/zJIlS/j+++9pa2vj7bffFnrKmpoaSktLha5248aNODg4UF1dzcKFC4mLi+PKlSvk5ORw8eJFPDw8ePHFFzEzM6Ozs5P8/Hy0tbWxsrLiu+++45tvvsHa2pqvvvqKY8eOsXv3bvr7++ns7GTdunWYmZkJrfnY2Bju7u4olUqeeeYZwsLC6O/vJzU1leXLl3Pz5k3q6uqwtbVlcHDwjvM2b948rly5Qnd3Nz09PfT09LB27VqeffZZIiMjeeqppygqKqK0tJTExETOnz+Pu7s7H3/8MVpaWhw7doyOjg68vLxwdXXlq6++IjQ0lA8++ABnZ2cSExORSqWUlZXx2GOPMXv2bFHxm5ycFMOaNjY2RERE8MEHH/Dmm2+ir68vLkOjo6OEhobi5OREfn4+e/fuxd7eHpVKJdrPR44c4fz58+zatYvw8PA7zhvA008/jUql4tKlS0InOzXQa2VlxcjICOfOnaOtrY3m5mZaW1sJDQ1FV1eXBQsWsH//fuLj41EqlVy9epXU1FQee+wx9u7dS1tbG9u2bSM7OxsHBwe+/fZbHnroIXp7e3n11Vf5+uuv8fHxwcDAgIULFxIQEICJiQnvvfcek5OTLFu2jJdffhlLS0tqampITExk48aN2NvbI5PJcHV1Zf78+ejo6KCtrc26dev44osvpoU3d3d34uLikEgkTE5O8tZbb6FQKMjPz+edd97h9ddf58svv6StrU10gW/dukVhYSHPPPMM/v7+ZGVl8dtvv2FiYsKcOXMwNzfH29ubN954g6NHj5Kens7AwADm5ub4+Pjw0ksvsXbtWkpLS4mJiQFAKpXywAMP8M0333Dr1i2MjY154IEHyMjIID4+npiYGH7//XfRZevv78fExIQ//viDX375BTc3N5YuXUpISMi08PbGG2/wxRdfYGpqysjICCdOnODs2bNs2rSJyspKVq9ezdWrVxkfH0dbW5s333yTXbt2kZGRwY4dO8SMw8jICC4uLnz44YcsWbKEI0eOcODAAZ599ln6+vr49ttvAfj000/Jzs7m+++/JyoqitzcXIaGhvjjjz+oqakRs381NTUUFxezb98+zMzMmDt3LmvWrEFXV5cvv/wSc3Nz0V3V1NTEycmJ4OBgHB0dp4U3Nzc3hoaG0NDQoKqqiry8PMLCwlixYgVOTk4AJCYm0t/fz9y5czEyMuLRRx8lKCiIwMBADh06RElJCTNnziQ6OpqzZ89iY2PDhg0b2LVrF/b29jzwwAP4+PjQ39/Ppk2bmD9/PmvXrqW1tRUPDw+Cg4Npbm7mgw8+wMPDg5UrV/L5559z6tQp0aWTSqVYWFigra3NxYsX6evrY9OmTbi6umJubo69vT0jIyNYWVmJKvedxMDAADdu3KCpqYmmpiaGh4dZsWIF8+fPJzAwkMrKStzd3SkpKSE3N5fIyEi2bt3Kjh07+O6771CpVGRmZpKSksLFixd59tlnCQkJYd68eTz11FPMmzcPQ0NDEhIScHJyYv369Rw4cICdO3eirq5Obm4uycnJGBkZoaamxvXr19m3b5+QLMlkMqqrq/H392fRokWiICGXy1m0aJGQUqupqfHZZ58xODgopJd3GgqFgueffx6VSkVsbCwbNmwgKSmJo0ePcuHCBVpaWvjiiy8IDw8nKiqKxMRE+vr6uHHjBpqampSVlaFUKiktLcXNzY2VK1fS1NREQEAAH3/8MVZWVhgYGPDAAw9QXV3N9evXiYuL4+bNm7z88su4urpy+PBhcnJyUFdX5+uvv+aRRx5h3759BAYGsnTpUioqKjh79qwoWLu4uGBlZYVSqWTt2rXo6emRmppKWFjYtHAGcPnyZYKDg1EoFKK7VVVVxYcffkhgYCA7duzA3d2dhx9+mPDwcEpKSjAyMmLPnj0kJCSQmprK9evXSU9Pp6enh1WrVrF06VI2bNgg9r/q6mocHBwIDQ3l2WefZfv27Rw6dIjGxkY2bdpES0sLHR0dhISE8PHHH6Ompoa3tzddXV3k5OQICXN8fDwaGhokJSWxc+dOTE1NxZz11FzxX8VfnvmYetibN2+ye/dunnrqKRwcHP4W2f9ndHd3s3fvXmJjY4mIiEBHR4fTp0+jUCj417/+xWuvvYaXlxezZ88mMDAQExMTlixZwjvvvMOLL75IUVERX331FampqTg7O7NkyRLS0tL49ddf2bRpE6+99hoLFizA3d0dmUxGeno6ACqVipGREZYtW0ZFRQWXLl0iLy8PiUSCqakpe/fuBUBXV5eGhgYuX76Mvr4+KSkpzJkzhxUrVmBtbU1+fj5NTU2YmZkxa9YsIiMj/1t4+X9Ce3s7Tz75JCkpKeKFiYmJob29ndjYWL744gvhpNHc3My1a9e4ceMG3t7efPLJJxQXF7Np0ya6urq4ePEifn5+/Prrrzg5OTFnzhy0tbWZnJykrq4OPz8/nnvuOc6dO8fGjRt5+eWXCQwMxMPDAy0tLV5//XWcnZ3p6OggMTGRM2fOEBAQIPT1ampq4sAM8Mgjj7B37148PDz4448/yMrKYmBggLfffvuO8+bo6MjOnTvR1dVFU1NTSHRWrFhBZGQkly5dwtPTk56eHgwNDXniiSd45ZVXeOutt3B3d2f79u3k5+dTUVHB4OCgqOq0t7cze/ZsPvroIyYnJ4mKiuLzzz+nt7eXI0eO4O3tzSuvvMIHH3yAlpYWnZ2dWFtbMzo6Snx8PEePHmV0dJTh4WFRFZtqWU9VqFeuXCkqmLq6uuTk5HDo0KE7ztkU9u3bx+zZs6mvr0ehUDBz5kyMjIz4/fffUVNTo7KyEoVCweLFi5mcnGTv3r04ODgQExPDL7/8wosvvsiMGTPQ0NDg/Pnz7Nmzh8rKSj744AP+8Y9/cOvWLSwtLTEwMCA9PR0TExNWrVrFM888w08//UR2djYmJiZ4eXkhl8t57733cHd3JywsjD/++AMTExMWLFjA5OQkKpWKyMhIEhISuHDhAj/88AMhISFoaWnR0dHBww8/PG28ff7557S0tLBu3Tp6enrw8fHh+eef59FHH2Xnzp1oaGjwzDPPiKJIXFwcOTk57N69m/LycpKTk/H09CQ6OhptbW26u7vx9vbml19+Yfv27Rw7dozo6GgiIiIoLCzk1KlTnDlzhri4ONauXYtSqRSOX7///js1NTXU1taSm5uLvr4+ISEhmJubk5SUxG+//Ya5uTkPP/wwK1eupKWlhbCwMJqbm2lqaiI/P3/aLh+ZmZns3LkTHR0dTp48ibq6Or6+vrz11ltkZmYyc+ZMurq6aGhowM/Pj40bN4pZv/vvv5+lS5eiUqlYsGAB3t7ePP/883R2dlJaWkp4eDi//PILzz33HHPnzuXMmTN88MEHPProowQGBpKcnIxMJiM8PJygoCAkEglvvPEG2dnZ3Lhxg2vXrnHfffdRVFREV1cXS5cupbCwkMTERJYuXcqNGzdQKBT09vZSXV0thoAtLS3vOG9qamooFAoWLVrExMQEenp6ZGZmYmBgwJIlS8Qh39ramry8PA4ePEhAQAC7du3i559/RiaTsWnTJpydnZmYmODNN9/knnvuISsri+DgYKKjo3n99dfJy8sT++prr73GjRs3xFC/tbU1J06cIDQ0lO3bt/Ppp5/i6OjIvn378Pf3x93dXfy+ubm5HDhwgAcffJCBgQExZ6Strc2zzz5LeXn5HecMoKuriyVLlmBubk5FRQUTExMcO3aMl156iYcffpijR49y9OhRHn30URYsWMDnn39Od3c3X375JT09PSxZsoQnnngCPT09MjIyyMvLw83NDRsbG2QyGS+++CJBQUH8+uuvvP/++yxYsACFQsHu3bvx9vbm5s2b1NbWIpfLSUpKQqlUsnDhQqytrampqcHQ0JBHHnkETU1NUlNTmZycREdHh5aWFjZv3szt27c5efIkGRkZaGlpcePGjWnhDWDnzp1s3rwZT09PWlpaKCwsFDO0rq6uvP/++5iamgrJjrOzMzY2Nvz4449kZGRw/vx5RkdHaWho4ODBg2J43M7Ojg8//FBIB+fNm8f8+fOJiooiODgYExMTxsfHWbNmDXPnzuXQoUP09vZSV1eHpaUl+/btY2xsDKlUyvj4OLq6usyePZuUlBROnjzJ/Pnz6ezspKOjQxgJREVFTRtv4eHh/Pbbb7z00kvY2dnx1ltvMWfOHG7cuIGbmxulpaUMDg5y7NgxDh48iEKh4NixY3z44YcUFBQwPDzMqVOnePDBBzExMeGzzz4jNDQUmUxGZ2cnbm5ufPTRR3R1dXHq1Cn27t2LgYEB2dnZLFy4EG1tbUJCQigoKODcuXPs27eP999/n/DwcKKjo5k3bx5HjhzhypUr9PT08Omnn5KamipkgS+88ALZ2dl89tlnfPbZZ0xOTv6l51ZTqVSq/5SsoaEhvvzyS2xtbdm4cSOBgYGcPn36P+58TA31GRgY8M9//hMbGxu8vb2pra3l2rVrfPPNN1y7do3k5GSeeOIJysrKkMlk3H///WhqamJra8vLL79Ma2srW7ZswcjIiKSkJIqLi3nxxRd56KGH2L9/Pw4ODhQWFnLx4kUGBwfZt28fmzdvJj4+nt9//53w8HCWLVtGcHAwEomE27dv89NPP/HTTz+hUqk4evQoOTk5SKVSVqxYQVVVFYcPH+a7777j/fffp6mpiblz5xIREcHZs2dZsWKFmIO4E3r8Kd527tyJmpoaIyMjuLm5kZCQwLVr1ygqKuKPP/6gqKgINTU1nJ2d6e3tZf/+/WIQ/JlnniEoKIiqqipMTU3R1NTk448/xtzcnB9++IHPPvuMhx9+mMrKSlJTU9HS0mLnzp1cunSJxYsX89FHH6GhocGMGTNobW3l8uXLfPrppxQVFeHs7MyXX34p5DcDAwP88MMPbNmyRWzAAQEBfP3119jY2PDcc8/R1tbG4ODgtPD2ww8/4OzsjKenJ4aGhvT29nLt2jVSUlJYvXo1XV1dQucslUqprq7mm2++wcnJiZaWFlatWiWkH46OjhgZGbF3716OHDnCiRMnmD17Nl988QWdnZ0kJCRw9uxZ+vr62LNnDz09PXh4eAjjgvPnz2NoaIijoyNz5sxBKpWSlJTE4OAgfn5+hIWFkZeXx9dff42RkRGBgYHU1NSgqanJwoULmTt3Lg8++CAff/zxHePtf+Wur6+PoaEhZDIZampqODg4cPnyZbKzs7l16xZ79+6loKBAzHgYGRnh6enJ2rVriY6O5uOPP+b48eP4+vqyevVqMR/2yCOP8Pzzz6Ouri4G0u3t7bGwsODUqVM0NzdjaGjI2rVrxUZ8+/ZtjI2NRUehtLRUyJsOHjyIpqYmjzzyCE1NTRw+fJh//vOfHD58mEuXLhESEsJ3330nZnHuNG/nzp0TA6ZDQ0Pcf//9qFQqdu/ezdWrV/n222+JjY0VUrXGxkZiYmJIUhX0sgABAABJREFUSEjgvffeY8uWLVRUVKBUKjEwMKCoqIjHH3+cGzduMG/ePFxdXcnNzUVPT4+QkBDOnz+Prq4uJiYmKBQKBgYG8Pf3F2Yc/f39ODg48NJLL7Fjxw5++ukn3NzcxODnqVOnkEqlLF++nLq6OnE5kclk5ObmsmrVqmn7vMnlcpqbm4W74IIFC9DV1aW2thapVEphYSF5eXkMDg7i4+ODn58fv/32G99//z0GBgZcunSJoqIimpubKS0tJTg4mDlz5rBv3z7c3NyIi4vDy8sLiUTC6OgowcHBWFpaolAo2LNnD+7u7ri5uZGbm4u3tzfHjh1DqVQyOTnJ888/T3p6Ordu3WL37t2cOHGCxYsXI5VK2bp1K9u2bcPd3Z3i4mIiIyM5dOgQmzZtuuNr3OTkJI2NjcLiVl9fn+rqalavXs327duJj49n48aNqKurc+nSJZKSknj99deJioqitbWVlStXMjQ0hKurK7NmzWL9+vVoaWnx5JNPEh0dzdq1a3n//fcZHBzkgQce4LPPPsPOzo57772XvLw8XFxc0NXVZWRkBLlczoULF9i8ebMYgL98+TKxsbFs3ryZkZERLl++zP79+9m1axfwp8tYR0eHsCeeP38+ixYtuuO8ZWZm0tjYiIGBAdbW1tjZ2aGnp8cvv/zC448/Tnt7O0NDQ0gkEnGJXbJkCf7+/qSnp2NpacmRI0doaGjAzc1NdIYOHjzI7t27+f7776mqqmL58uU8+eST3Lx5k56eHrZs2cLt27cxMTHhm2++obS0lDVr1lBSUkJ/fz/19fVoaWnR3NzMPffcw+rVqykrK+PFF18kMzOTLVu20NjYSGxsLDY2NqJL8txzzxEYGDgt7+rOnTv55z//iVwuZ3BwEC8vL1566SWGh4d57LHHuHHjBjNmzCAuLg6pVEpxcbGw2O/v72fNmjXcvHkTS0tLbGxs+PLLL9mzZ4+YAfb29mbz5s2YmpoKC+nu7m4+/PBDsrKyqKmpISAgQFx+ysrKhPy3o6MDlUpFdHQ0WlpavP3228yYMYM333yThx56iLfeekv83CtXrmBvb8+6deumhbeOjg5MTU05cOAAmZmZeHh4YGhoyKVLl3j55ZextbXl8OHDVFVVoVAokEgkvPvuu2zfvh0DAwOWL18urP/V1NTIz8/nwQcfpKOjg66uLpKSkvD19cXX15eBgQGuX78u9skZM2Zw6NAhUlJScHNzY9u2bZibm/Pbb7/h5uaGqakpP//8M97e3qxbt47W1lZWr17Nli1beOihh2hqaiIrKwttbW2CgoLQ0dHBzMzsL/H2t9yu9PX1efHFF8nKyuLFF18UNnR/F0lJScyePZucnBwqKiqYNWsWP/74I88//zyzZ8/mgQceEDd8KysrKisrWb58OSdOnGDt2rVoaWlhY2NDYmIipaWlwif5scce48KFC3h4eODq6sq6devo6uoiOTkZiURCamoqCQkJjI6O0t7eTm1tLUNDQxQWFlJeXs6TTz7J0NAQ6urqODo6oq+vz5kzZ/D09KS7u5vPP/+cuXPnIpfLKSkp4cKFC4yMjBAcHIynp+d/iZO/ghdffJGKigouXryIQqFAKpWyfft21q9fLzbRqYP08PAwAwMDKJVKHBwcOH36tLCZc3Nzw9jYmJGREeHGk5CQgIGBAW5ubigUCpqbm8WwqpqaGuvWrUOpVFJZWUlhYSF1dXWcOXNG6CXj4uK4evUqhw8fZnJyEgsLCzEkWlVVxcWLF4Xl6KFDh5BIJERHR99xzgCWL19Oeno6P/30ExMTE/j7+7N+/XquXLlCeHg4mZmZNDQ0oK2tTWBgIC4uLsKmr7a2lsTERHx9ffHy8sLKykoMEZ88eZKvv/4amUyGUqkkODgYCwsLlEolb7/9Nk1NTRgYGLB3717kcjnBwcHs3LmTTz75BJVKhY6ODgMDA4yNjTE8PExPTw9jY2P4+PgQHBzM8PAwt27dwtbWFgcHByYnJ+nv7ycoKGhaeIM/NdFnz55lZGQEQ0ND4bZkZWUl3C5aW1uxsbEhPDwcd3d3KioqkMlkvP/++5ibm2Nra0tnZycFBQWsWbOG9vZ2fv31V8bGxmhoaMDb25uRkRFaWlp46KGHCAsL49y5cygUCrS0tGhsbEQul6NUKsUAeVhYGKWlpSiVShQKBSYmJsTGxvLRRx8xODjIq6++KixQg4ODcXFxQV9ff9p48/T0pK6ujvr6etTV1SktLaWiooKHH34YTU1NXFxc6O3txdXVlRdeeEHkGKWlpWFoaMjBgwcZGRlhYmICQ0ND/Pz8REBVWloalZWVYhh86mIbGxvLpUuX2LFjB52dncIhra+vj5kzZ5KVlcWjjz5KU1MToaGhKBQKbt26hbW1NQ0NDWhoaPDBBx/wzDPPUFdXxx9//EFjYyNLliyZNt7Kysq4du0aXl5eLFmyBCcnJ4yNjdm9ezcbN25EqVTi7+/P8PAw1dXVqKurCznoSy+9xLp16/D09CQyMpKxsTHS0tIwNTWltLSUrq4uFi9ezMjICGVlZSJ/YWow3NfXl4iICHFYbm1tFV07lUolNvK6ujqampr45ZdfmD17Nmpqanz44YeEhoaKQ2NISAhKpZKxsbFp4S0tLY2AgADhDBQcHExjYyOzZs3io48+QldXl7q6OhwdHYmLi6OmpoZ33nmHp59+mqKiIoKDg1FXVycgIEB8b2VlJYsXL8bHxwcrKyt27NhBW1sbY2NjREREUFpayrvvvsvExARhYWGEhITQ3t7OmTNnCA4O5tatW2hoaLBlyxbCw8Npbm7m/PnzwiJ7quDz/vvvo6enh6OjI2ZmZlhaWmJmZjYtvGVnZxMbG0tTUxNlZWVoaWkxY8YM7r//fj755BNWr17NxMQEBQUF1NTUYGxsTHd3N+vXryc0NJR7772XzZs3c/XqVdLT01FXV0dLS4vNmzdjbW3NsmXL+P3336mqqhLFwYiICIqLizE3N8fc3BwXFxeMjIyIjY0lKysLe3t7tm7dSnp6Oh4eHrS3t5OWlsbChQtxdHRk7969bN68mXfeeQcdHR0hAZdKpXcsnfv/Dk5OTmRmZhIZGYmenp6wx962bRtJSUnC+npychI7OzvGx8dxdXXlxIkTGBoaMjg4SH5+PsPDw3h6eqKhocFrr73GDz/8wMKFC9HS0uLIkSPY2dnh5+fHjRs3+Oc//8kzzzxDQkICXV1dwkDh0qVLVFdX89tvv2FsbMzbb7/N9evXuX79OlZWVixevJji4mLeeust+vv7+f7777GyshKudUVFRf+X8YI7hYGBAX777Teys7MZGRmhu7ub0NBQIiIiaGtrY8mSJVy9ehVtbW3hLmlqaipkYlOXktu3bwOwYsUKXn31VbZt24apqSn33nsvv//+O6dOnRLGSadOnWLOnDm89957wurX1dWVpKQkEhMTaWxsZPny5Tg7OzN37lyKiop44403iI+P54svvuDUqVNcvnyZGzducM8996BQKPjwww8JCwtjw4YNf+m5/0ufzPDwcAICAlizZs1/yRlgyt4sIyNDTMubm5vT2dnJrVu36O3tZXJyEmtraywsLCgvL6elpYV58+bR3d2Nubm5WNSnBomys7NZvHgxb7/9thiOgz9tfZ2cnDA3Nyc6Olr41o+NjWFqaoqpqSl6enokJydjbGws5km6u7tRqVQolUr6+/sZGBhgZGSE3NxcoSG3tLTEz8+P3t7e/wqtfxmurq5kZ2cTGRmJn5+fsAKeNWsWFy5cYOXKlbS1tYnDsaamJmvXriUtLY3o6Gjmzp0rOjp+fn50dHRw7tw5JBIJLS0tpKenC53yVPjOlL1gdnY2NjY2NDc3o1Qq8fT0JC8vDzs7OwwMDPDy8sLQ0FBUHG1sbGhrayMyMpLh4WEmJyeRSCTC2SkjI4Ps7GwRiHgnUVRUJOwAnZyc8Pf3Jz8/n/nz54vMDkNDQ9rb27l06RLt7e3iM2plZUV7ezsuLi40NzdTXV2NhYUFkZGRVFZWsmjRIgIDAxkeHkZdXZ3+/n4MDQ0xNDTk9u3bLF68mISEBBQKhTgkSqVSTExMKCsrw8XFBXd3d/T09LCwsGBoaAhnZ2dcXFwwMDBAoVBgaWmJnp4e5eXlpKSk/OU2538HrK2tuffee+nu7mZsbAyFQsHNmzeZPXs2ra2tQrIYGBhIZGSk6JJMdYmKioqAP0P3pqRoZmZm1NfXo1QqCQ0NFZIRQ0NDcnJyyM7OZsGCBVRWVmJhYcHt27eFpWdqaip1dXU0NjbS0tJCcXExIyMjSKVSmpqahKuJh4cHDQ0NKJVK1NTUaG1tFaGI0wEdHR0GBweRSqV0dXWRlZXFsmXLUFdX5+bNm2RkZNDe3k5MTAze3t7CsUQul/Pggw9SW1tLfn6+yGaYaoXr6uqipaWFnZ0dFhYWwJ8SlrKyMjZs2MDw8LAwzJiyuNTQ0EBXV5eff/6Zf/3rXzQ0NGBpaSmceyYnJ4XE0tTUlIGBARoaGigvL0dDQ+P/1nTkTqG+vh6ZTIapqSkVFRXU19ezdetWPDw88Pb25ueff8bOzg4tLS2Gh4dpbW3lxIkTLFu2jBUrVpCZmcmKFStExV1PTw8nJyfS0tL4xz/+QVBQECkpKchkMrS0tJDJZPT09IgZDVtbWzG/VFtby8mTJzExMRGmHF5eXsycORM3NzeSkpKwsbEhNjZWSHCnOkVKpRJvb+9pcwqbypqSyWRUVFQgkUhYuHAhaWlpwl65t7cXLS0txsbG6O3tZe7cuWhra6Ours7SpUsZGRnB2dkZMzMzrly5IvIPphz7ioqKhA1vSEgI0dHRfPPNNzQ3N2Nubo6FhYVY66ccK318fEhJSUGpVKKpqQnA+Pg4Xl5eGBsbk5KSQnV1tbDsnDFjBqWlpQwNDU3LXFtjYyMSiYTh4WHGxsbQ1tbmyJEjotjW2dlJbW0tBQUF6OvrExUVRU1NDY6OjsTHx6Ovr4+mpiYeHh5iJs7KygobGxvMzc2FQ2F/fz9Xrlxh2bJl5OXl0dzcjKOjoxjYlclk/PHHH8TExFBSUoJMJqO2thYDAwOam5uFnGbnzp38/vvvbNiwgQULFtDV1UV6ejoaGhpoamoSGBjIxMTEHecN/jxEa2tr09zcTG9vLw0NDVhbW9Pa2kpTUxOBgYGiS25kZISDg4M447m7u/PTTz9RU1ODkZERHR0daGtrExYWRkdHB+7u7sKyeGqw3NLSkitXrjA+Pi7s1+vq6sjKyqKkpIQlS5bwxRdfEBwcLGZWp9wtp+S5RkZGeHl5UVpaSlVVFY6OjlhbW1NcXDwtnAFoamrS2tqKhYUFZmZm2NnZER4eLoKglyxZwtjYGJOTk2Io/Pr16wQHB3P69Gmio6OFk6S+vj66urokJyezefNmPDw8yMvLY2Jigra2NkZHR8V8UmRkJGFhYQwODjI5OSls8gsKCjA0NBSF4uXLl6Ovr096err4P33kkUcwMzPDyMgIMzMzbt++zeDgIM7Ozn/5uf/L12IdHZ3/8nCOh4cHKpUKXV1d0c4ODQ3F0dGR69evMzQ0hImJiTgAToXlBQQEoKGhIYZebWxssLa2xsnJiXPnzv2bLeeUF76RkREWFhYEBgairq5OT08P7u7uaGtrMzg4iLu7O2NjYyxcuBCFQiFsQ1UqFcbGxtTW1orNacrHenx8HCMjI0xNTTEyMqK5ufm/SutfQm9vLwMDA9jY2IjMgFu3brFmzRpu3brF+Pi40OCbmpoSGxuLnp4ecrmchIQEQkNDRb6Jra2tuBiUlZUJjbCOjo7wL5+cnERfXx87Ozu+/PJLPD096ezsZGxsjKioKDQ0NNDS0qKmpoa2tjZx6DYzMxMha6GhoWhoaDBz5ky6u7uRSqXY2NhgZGTEzZs3p+XyIZfLsbW1/Tdpzw8//MADDzzAF198gZWVlQhaa21tpbe3Fz09PX7++WeRelpZWSmqp5aWlgQHB6Ovr8/w8DBSqZT29nZUKhWGhoZYWVlx48YNdHR0RJaNtbU11dXV5OTkCOvUqaCq/v5++vv7mZiYQFNTE29vb3R1dWlrayM6Opr29nba2toYGRlhcHCQ1tbWO87ZFDw8PEQWglQqxczMjLq6OlGV8fPzQ19fH2tra1paWrh9+zYFBQV4enqKXA53d3d0dXVJS0vj2LFjPPnkkyKwcSoESiKR4OvrS09PDxcvXuS+++5DXV0dCwsL4Xxja2tLdXU1YWFhKBQKLCwsKC4uRl1dHU1NTW7fvi0+X1OprVNyicrKSjFsOx0wNjamtbUVTU1NLC0tGRoaQldXl5KSEjw9PYU9qa6ursgGmArScnV1FZ+5KZ47OzsxNjbG1dVV2O9OVcUKCwuFV/vt27eprq7GyMiI1tZW+vv7sbe3Z2xsDIlEgrq6Og4ODtTX1zMxMcHg4CAKhYL58+dTX19PQUEBXV1dwJ+zUtra2rS1tWFtbT0tvE0dKqY6O46OjtTU1ODj4yPSoqfeqcDAQODP4sKlS5dYtmyZsMtNT08nNzdX5D9NZXx0dXWJdXvK515LSwupVIqurq74XAUHB2NjY8Pk5CQjIyOYm5vj6+uLvb09bm5uwogiIyOD0NBQoqKihIS4q6tLdJ2nyxhiqjtva2uLmpoaSqWSiIgIzp07R3t7O7q6umL/amlpoaWlBTc3N7GXhYSEcOvWLfr7+1GpVFy7dk0ctF1dXTEyMhImJhoaGiIsdMqQRU1NTSgJQkJCqKurw8TEBCsrKzEzY2BgwIwZM7C0tKSrqwt3d3f279+PUqkUIcKVlZXCon06MGWJa2RkxOTkJHK5nD/++IMZM2aIkMqpbKupzm9qaip+fn4MDAwwPDyMjo4OxsbGuLu709/fj5mZmVjP9fX1sbKyQk9PTzhpFRYW0tDQwMDAAEZGRjQ0NFBcXExdXR179uzB3t5e5CQ1NDSIYkNPTw/33XcfycnJFBYWsnDhQgoLC0UQpqurK3K5fNqKBZOTk3h6epKfn092djaOjo6sWLGCoqIiYUZSV1eHXC7Hzs4OGxsbCgsLMTIyQi6XY2lpKfbLqXDYdevW8ccff2BgYIC6ujoxMTEEBASQmprKyMgIRUVFrFq1iqCgIM6fP49cLqejo4OxsTFmzZpFWloaISEhYp+0t7fH0NCQgoIC1q9fLzLLpgKOp6TCVlZW08IZgL29PbGxsaLroq6uTkdHB0qlUhSNpgrwzs7OBAYGkp+fz9y5c7G0tGTBggU0NDQIV9f+/n4SEhIoLy/H3d2dmzdvCivy3t5e7O3tqaiooKSkhNmzZ9PT04NCocDV1VVYO8fExIjAzP7+fmG0YWBgQEdHB7GxsYyNjWFlZUVqairV1dVoaWmJAthfwfT41/0/oKurCz09PaRSqbAr9fLyYvXq1URFRbF8+XLmzp2Lu7s7Dg4OxMbGMmfOHL788kt0dXWxsrISspWpRFnV/8Hbf4ZnWW5tu/Ce3nvvjVQSkpAeSEISWoDQO4JIVylTQEFFpCkWQAFFilSl9w4hJIFQQ3rvvffey/rhlnNbz7bW962pz2vGT5zivEfuXNd5jnEc+zEwwPPnz7G2tsbd3V3kD0ycOBFZWVnGjRvHb7/9RldXF/Pnz0daWpqwsDAyMjJ48eIFI0eO5M2bN2hra2NoaIiLiwsjR46kr68PFRUVkVEQEBAgsKi9vb389ttvJCcnD0nfmpubsba2Ji8vj+vXr/PixQsiIyMxNDTE1tZWTFszMzNpaWlhwoQJdHd34+HhIR56gxeDwcC4FStWcPXqVdzd3dHW1qakpIRHjx4RFRWFs7Mzd+/eFYE2gzSj1tZWdHV1Wbt2Lb29vcTExHDmzBl+/fVXbt68SUxMDOnp6QC8ePGCqKgoWltbycvLIyoqivj4eJSVlcnJyRmSvg16ixQVFamoqCArK0tIw4YNGyZyUGxsbPD09GT+/PnMmDGDzMxMjIyM0NXVpaSkhPz8fBobG8nOzqahoQEHBwfOnj0rwAW9vb2MGDECAwMDoqOjCQoKIjs7m19++UVg/QaTovX09ASiMSkpifPnz/PHH3+Qk5NDZmYmRUVFnD59GicnJwCxQdi1a5eg1wxFNTc38/PPP3Pjxg3Ky8vR0NDgo48+IjExka6uLkxNTfH29kZCQoLIyEgePXok/t1Bzr+DgwMhISGMGzcOZWVl5s6di42NDc3NzUJKZGVlhaurKyNGjMDb21uECXZ0dKCoqIiWlpYIndu7dy+rVq3CwcFBbGMkJSXp7OzE0NCQjIwMoqKikJKSwsbGBnV1dfLy8khLSxuyvklJSVFQUCB8CqNHj+by5ctkZGSgpaWFmpoatra29PT0UFBQgLS0NK9fv8bGxoaYmBgKCgqorq6mv7+f1tZW7t+/T0BAAAsXLhQyh0EZZEpKisAI37lzR9BKXr16xZs3b2hpaaGzs1OQxRoaGpCUlERXVxdbW1vMzc158uQJgYGB1NTUoKSkhJmZGd7e3jg5OREfHz9kfRs5cqQwt5uamvL+++/z6tUrSktLkZCQEN4EJSUlJk2axOzZs0WI56effioM6RcuXOD8+fPEx8fz+PFjLCws2Lt3L6dOncLKyopJkyaJA+HGjRvR1NSkr6+PtrY2TE1NmTRpEosWLWLVqlWUl5dz584dITEcxLlLS0tTXV3NpUuXsLa2pq2tTZCazM3NKS4uFtP+f7tmz56Ng4MDkydP5v3338fFxYX6+noxuEhISEBRUVFgbXV0dIiOjha+yNbWVkpLSwXhMTo6mvv377N7927CwsLIzc3FwcGBkSNH0tnZSUNDAxUVFcjKymJqakpqaio3btwgPT0dDw8P5syZQ319PaWlpQQGBooBTVVVFQMDA9y8eVNI1PT09Fi5ciWjRo2irKwMLy8v8dz7t8vT01OoLAZzOTQ1NYmLi6Orq4v4+HhxoZCRkRFbxtzcXHbt2kVpaSk9PT10dXXR398vsjjy8vKoqanBzs5OHHinTp0qBnfS0tKYmpoSFRUlnhHKysokJycLL+CECROwsrLCy8uLcePGISMjI4iXV65cwcDAgHnz5jF27FgsLCwICAjgt99+G5K+AZibmwsI0eBm3NPTE0dHR1xcXEhNTaW1tRUZGRlaW1tJSEggPj5eyIc2btwoMlBsbGxob28XgcWlpaW4urqipqZGYmIit2/fJjs7G19fX/z9/YXnpqqqCjMzM/T09Ojp6cHU1JS2tjZcXV2prq6msbERJSUlgYrfvn07Bw4coKamBnNzc3R1dZGXlxd0wKEoAwMDpk+fjqenJ4aGhkhLS3PlyhVCQ0PFObOxsRE1NTXGjRvH6tWrhXx+zpw5SElJUVVVRXR0NLdv36ajo4ONGzfy5s0bioqKKC8vJykpSQR1NjY20tjYSFpaGoWFhWhraxMcHIyZmRlhYWGUlpbi4uJCV1cXTk5OpKamCkhTYGAgw4YN4/Xr1zx79oy0tDSh8hg80/23NXSCwP8/9dVXX/HFF1+IB1JERAQVFRWEh4czduxYysvLuXv3LoGBgYwdO5aUlBTk5ORYtGgRJ06cYO/evVRVVYmk9MFV/aVLlwQq8uLFi7x69QoFBQWMjIzYvn07/v7++Pn5kZeXR2FhIWlpadTV1fHRRx/x/fffU1BQQFpaGoaGhuTn51NfX8+BAwdQVFSkpaUFExMTjh07RmBgIFOnTqW0tJTDhw//rdvf/6Y0NDRoampCTU0NOTk5RowYQVtbG2PHjsXNzQ0DAwMcHBzQ0NCgoaGBO3fu4OjoyIEDB4TXoKSkBG9vb2bMmCHwfd7e3hw5coSKigoRVGNgYMC7d+8EfcbBwUFkshQUFPDkyRNCQ0O5efMmy5cv55tvvhG+l/z8fPLz85k0aRKpqalYWFggJSVFRkYGlZWVVFZWIiUlhYqKypD07eXLlyQlJWFkZISrqyuKiops3boVBwcH2traOHDgALdv3xYvkKCgIEaPHs3+/fvFlMbDwwN9fX1aWlqQkJCgtbWVbdu2oaamhq6uLk1NTSK9V0JCAmtraxoaGpgxYwZ6enoiL2Du3Lmkpqbi4eHB2bNnKS0tRVFRER8fHzQ0NITJc9DAKCkpSUtLC4WFhQwMDKCurs6uXbtobm4ekt6dO3eOjo4O7OzsxIT5559/5uXLl0ybNg0TExO8vb0ZP348CxYswMTEBCUlJYqKiigoKGDNmjW8fv0aaWlpLCwsCAkJERk9ioqKZGZmoqCgQF1dHQ0NDWhoaDBlyhROnjxJfn4+EhISSEhIYGpqiomJidi+1dXVcefOHd577z2UlJSIjY3F1dWV2tpaxowZw4QJE4TsqL+/X0gqh6rOnj2Lg4MDsbGxlJWVMWPGDNLT06mpqWHPnj2oqKjg4OBAUFAQzs7OlJWV8cMPP7Bw4UIuXrzIsmXLkJWVRUFBgaCgIIqKilizZg0nTpxgzJgxZGVloa2tjb29PW/fvuXgwYO8e/eOHTt28M0337B48WKx/dXV1aW2thZpaWl2797N119/jaurKy4uLmKzERwcLOhkBgYGPHjwAENDQ/z9/YcEeTpYMjIyfP311yKIVkFBAUVFRa5du8bMmTNpbW3F2tqau3fvEhUVJfyBsrKyDAwMsHr1arS1tVFXV8fHxwdLS0tCQ0O5cOECPj4+WFtbo66ujqamJlOmTOHs2bPU1tYSERHBrFmzqK2tpaWlheTkZO7fv8+4ceOwsrLC09OT33//nbVr1+Lg4ICKigrTpk3jzZs3nDhxgpKSEuE3sra25vXr17x69QoNDQ22bdv2r/dt8JD15s0bysvLhTdhMNguNjYWXV1dSktLaW5uZvPmzbS2trJ582a2bdvGpUuXmDt3LiUlJRw6dAhtbW3OnDnDyJEjSUtLQ1lZGT8/PxwdHUlPTyc+Pl6ELXp5eZGWloa6ujrDhg0TRMHS0lKOHDlCUlISdnZ2zJ8/n2HDhvHjjz+KA/j58+c5ePAgampqWFlZYWpqioODA/v378fPz+9f79uFCxeoqakhODgYW1tbIYV6+vQpW7du5caNG0RHR2NjY8OIESOoqKhgwYIFzJkzhwULFmBra8udO3eEATcyMpIJEybw+eefs2jRIrZu3UpmZibW1tacO3eOly9f8tVXX/H48WO+++471q9fj4mJCfPmzRPBlg0NDdjZ2REUFCTCkmtqavj5558JDg5m2LBhyMrK8uLFC4yNjYmNjeXZs2ci+XqoysrKipaWFlxdXWlpaeHu3bvcunWL8+fPk5KSgpKSEl988QVaWlqkpaVx9OhRfHx8yM3NJSQkhPT0dKZOnYqqqiopKSkYGRlRWlqKh4cHycnJWFhY0NvbS1paGikpKXh4eFBRUcHJkyf54osvhGeysbERHR0dtLS0ePDggfAXzZs3j/r6eurr69m3bx+vXr0iKyuLESNGkJGRgbW1tRhaTZ8+ndra2iHp2+DP6ZdffiElJYWRI0ciLy/P/fv3cXd356effqKpqYnJkyejrq7O1atXycjIQFdXlzFjxuDj48OCBQtQVFTk0aNHaGhoEBUVJZDLvr6+NDY2YmRkxNKlS2ltbeXjjz+mvr6e+/fvIycnR2JiIsXFxdTV1bFz506Kiop4//33KS0tpaqqCnd3d4KCgigtLeWPP/4QaqOQkBCmTJmClZUVjx8//lseo39Eu/o/VYMSnyNHjjAwMEBxcTE1NTU4Oztz9OhRjh07Rk5OjjjEDm4mJkyYwKFDh3j16hXHjx9HS0tLPPijoqLYuHEjV65cobq6moaGBvz9/ZkxYwbGxsbk5+eTmZnJggULcHBw4MyZM1y/fl1IEBITE3FwcEBeXp6ZM2fy6aefsn37doYNG8bjx4958OABP//8M7dv38bd3V3QtoyNjTE2NqampobGxkaOHTv2r5M5Tpw4wZIlS6ivr+fPP/8kKyuL+/fvY2RkhLu7OwsXLuTJkyf09fXh5+fHmDFjePHiBcrKyrS1tWFmZoaUlBQpKSl0d3ezZs0aPvvsM2JiYvj444+ZOXMm3d3dwg/T2dnJ+++/z3/+8x/u37/P8+fPUVFRQVlZGWlpaT799FPmzp3LwYMH8fT05IsvvsDDw4MxY8awb98+canT0tJi48aNvHr1itbWVkxNTUlPT2fz5s3/Kn1osG89PT2UlZXx+PFjkQsjJSXF4cOH2bNnD1evXsXLy4sJEyaIabSEhASurq68//77XLhwgbq6OoyNjYWxclDy89FHH4mclMEJy+jRo/n999/R1tamsLAQa2troqKiqK2tZerUqfT39/P69WuioqLw9/dn3bp1mJub8+bNGy5fvszevXuZNm0a2traYkOQnp6OpqYmp0+fZtWqVezcuXNIyBxv3rzB0dGRmzdvcu/ePaErnjVrFi9evMDU1JS8vDyGDRuGi4uL6HV9fT1nz54VGRGDgVLl5eXY2dmhpqZGQkIC3t7elJaWEhsbS21tLS4uLlRWVvLkyRP6+/uxtrYWideLFy9m586d/PLLL2RmZvLixQvCwsKYOXMmzs7OrF27lnHjxhETEyOC9+zt7Zk4cSJBQUE0NzfT0dExJH1LTk4mJycHWVlZJCQkxLT+ypUrnDp1innz5rFjxw5hJM/MzKS1tZWCggLi4uKoq6tDW1sbDw8PQkND8fLyYurUqfz+++/o6Oiwe/du3N3dCQ4OpqKigg0bNnD27FlevHiBt7c3169f5/nz53h4ePDtt9+SkJDAsmXL8PDwICcnhxUrVtDV1UVzczPTp09nz549rF27luTkZAE7GJShXLp0ie+++25I+hYTE0NjYyMPHjwQl/e1a9eira1NQkIC6urqHDlyhNLSUuzs7PDz80NNTY2mpiZ27tyJhoYG0tLSGBsb4+vry5gxYwgLC+PAgQOcO3eO/v5+ent76erqoqWlherqar744gvOnj0rcj5+/vln0tLSGD16NAMDA0KDffDgQSZMmMCwYcPo6+sTKdQBAQHMmzcPZWVlxo0bh6amJk1NTVhaWopt6L/9jLtz5w5tbW2kp6djZmbGsmXLkJaWRllZmW+//ZalS5ciISHBxYsX/8f7UF1dnbt37+Ln54eRkREKCgokJyezc+dOIa82NjYWgJjU1FQBnDh48CDS0tLs2LEDdXV1wsPDkZGRYeXKlbx+/ZrMzEwmTpyIjo4ONTU1PHnyhO7ubjZv3szt27dpampCQ0ODU6dO0d7ejpeXF5MmTcLU1JT4+Hjc3Nz+9b7t3bsXS0tLWltbyc/PR1NTkx9++IHg4GASEhKoqKhg//79dHd3M2nSJDw9PVm1ahWjR48mNTWVnTt3oqCggIKCAhoaGrS3t1NWViYkzJGRkZSVlaGoqIirqyvz58+noqKCa9eu8dVXX3H8+HEKCgpwc3MjJCSEd+/e0dXVxa5duzh79iznz58nMTGRnp4eEUnwySefEBYWxogRI7Czs8PZ2RllZWWePHnC7t27Beb53/5dlZeX5+OPP8bAwABtbW1yc3OZOnUq8+bNIygoCH9/f1auXElRURE5OTkYGxvz2WefUVFRgb29PYGBgcTExODi4kJwcDCvXr3i22+/5ejRoyxYsICHDx+KgaC0tDT+/v4CM9/e3o6Pjw8eHh68fPmSjRs3iq3wyZMnkZGRQV9fnwkTJiApKcmePXs4fvw4W7du5cCBAxgaGnLlyhXU1NQwNzdnz5497Nq1a0j6pq+vz7Nnz7hz545QpgwMDGBhYUFERITwE8nJyZGens7bt2/p6+tjwYIFGBkZUVhYyI0bN5CWlhZevq+++gpDQ0M8PDzE8DczM5Oenh4+/vhjFi5cSH9/P/X19UybNg0PDw9UVFTEti4oKIjY2FhBOy0uLkZdXR1LS0tOnz7N7t27+fbbbzE1NRVqIBUVFfr6+tiwYcO/R7t6+vQp8Jc+0tjYmEePHnH8+HH09PTEh/471dXVxaJFi9DR0RHGmsOHD3PmzBmmTp1KWlqakE05OzszatQoSkpKqKysZM+ePUyePJnGxkbBeQ4LCyMwMJAnT54wZ84cYmJi2Lx5M/b29syZM0dM07S1tfnhhx+EVENVVRUHBwcGBgY4efIkQUFBGBgYcPHiRaSlpcnPzyc+Pp69e/fyySefsGrVKqZOnUp6ejoqKirY2NgQFhbG+vXr/0lb/3Z98sknxMXFce/ePbKysrC2tqa7u5v169eTlpbGoUOH8Pb2JigoiI6ODj788EOkpaUxMzPjyy+/5OnTp7x8+RJfX1+WLFlCeno6GRkZlJeXEx0djYSEBIaGhpiamlJSUsLKlSt58eIF33//PRMnTkROTo7IyEgGBgaEuX327NksXLiQDRs2YGFhgYeHBwoKCgwfPpzGxkakpaXZs2cPVlZWDAwMUFdXh6mpKWPHjuXIkSPMmjXrX+/bnTt3WLx4McbGxhQWFlJdXc2uXbswNzdn2LBhfP755wwMDHD9+nWuX79OY2MjPj4+HDlyhJcvXzJz5kyGDRtGZWWlMNP7+voKuUJ6errQ/g5OiaOjozl79ixBQUGsW7eO+fPn8/z5c77//nuMjY2xs7Pjww8/ZPHixfT19XHkyBHy8/M5cuSI0E8fO3ZM/I6NGTOGdevWERERwdKlS//1ng3W06dPBe3Kz8+P0NBQ2traWLFiBWlpaVRXV6OsrIyDgwNubm4iw2PQnJuZmUlaWpqQ03R1dQmZw2DialpaGpKSksycORM5OTlhfC4pKaGrq4uPPvoIW1tbUlNTmTdvnpj+rF+/nqamJnJycsTPZcaMGUycOJHz589TUFAgUuStra05f/78kGV93Lhxg23btvHu3TuuXbtGQ0MDqqqq7N+/n+fPn7N+/XqGDx9OSUkJUVFR5OTkICkpyZgxY/joo48IDw+ntrYWd3d3dHR0OHToEAcPHuTRo0ckJyfj5OSEvLw8165dIyMjg7lz55KWloaHhwexsbGoqKiI5OOGhga0tbVxd3fHz8+Pvr4+IiIi6O7uxsbGhoGBAaqqqqirq8PR0ZHdu3cLqZWBgcGQBnDNmDGDb7/9FhMTE6F9LywsJDg4mKioKH788Uf09PRwcHDA09OT9vZ2TExMOHPmDHV1deTm5gpoRkVFBUFBQXzzzTeYmJjQ1dXF48ePuXPnDiNHjmTjxo2Ul5fzwQcf4O7uTnJyMpmZmaxatQo7Ozva29u5ceMGysrK/Prrr2zfvp3a2lrhu1m+fDnjxo0jLi6OyMhI3rx5g66uLo8ePeLq1ausXLmSW7dusW/fvn+9b+Hh4RQUFNDf309BQYHAx6amphIYGEhfXx+NjY0sWbJEGH8fP36MoaEh165do7q6WgwAXF1d+fLLLzEwMKC4uFjgix0cHPjkk08oLS3ls88+Iz09neXLlxMWFsbbt2+FnDo8PBwjIyN27NjB0aNHWb58OVZWVvT19XHz5k2Cg4OJiIjg4sWLVFRU4Obmhre3N9ra2uTn5/Pu3Tu2bt0qTPT/Zuno6FBeXi5S7fPy8tizZw9GRkYsX76c3NxcJkyYIJ5roaGhYqhmaWnJ77//jo2NDaampsjIyJCens7Nmzf54IMPhKRqxowZVFVV8eeff2JoaMgPP/zA7du3AZgzZw7Hjx8nMjISIyMjNDQ0RIjs/fv3efr0KcHBwWzevJne3l62bt1KXl4eoaGhPH36VOC11dXVsbCwYPr06ezfv/9f7xvAmjVr6OnpYebMmfT19REdHc3169c5deoUFhYWREdHi1Bme3t70tLScHJy4qeffiIsLIzExEQ0NDR4+/YtDx8+xMvLi8OHD+Pt7S3ogIWFhbS1tdHY2MjatWvR0tJCWVmZyMhI1q9fz7Jly1BXV2fatGl8/vnnHD9+HCsrK7KysoiLi0NOTg5PT09WrlyJlJQUmzZtIjw8nKdPn1JQUIC/vz+SkpIYGxsPSc8A5s2bJ9DpOjo63L9/H29vb86dO8fkyZO5e/cuaWlpODs7IyMjQ09PDx9++CHt7e3s2rWLcePGYWNjQ11dHXl5eXR3d9PR0cGqVas4fPgwx44dQ1NTE0tLSzo7O/noo48wNTWlpqaG8vJyzMzM8PHxISUlhQ0bNlBfX09RURHjx4/n7t27XLp0iZqaGgwNDcnNzWXHjh1s2bIFY2Njent7kZaWxt3dnZEjR/LgwYP/+nP/o82Hn58fhw4dwtXVlXfv3rF06VLGjh3L1KlTxYPiv6n/+5RmwYIFZGZm0tTUhK2tLfv37yc3N5dt27bR0dHBsWPHkJGRYfbs2YSEhBAeHo6TkxM///wzo0ePFvQpGRkZJCQkkJOT48aNG9TW1rJv3z4eP35MTU0Nw4cP5/z586xatQojIyNhyGxvb8fOzo4xY8YQFxdHQEAAzc3NpKSk0Nvbi5qaGoaGhpibm1NQUMDu3bv5/vvv+fPPP6murmbatGksW7ZMpFh3dnb+61Oau3fvEhMTI/Ie6urq+Oyzzzh06BA1NTXIyMjw6tUroqKi6O3tFRruN2/e8MEHHzBz5kzhTzEyMiIvL4/Dhw/zxRdf0NfXx8iRIzl37hwxMTHCMPv5558jJyfHy5cvycrKwtvbGz09PZ4/f05vb6+gdlhbW6Onp0dtbS2VlZVoaWkREhLChQsXCA4OFg+Et2/fUlhYKEyfo0eP/tf7pqioiIGBAS9evKCkpEQwtV+8eEF/fz+GhoY4ODjg4+ODubk59fX1VFVVcfXqVaSlpTEyMmLEiBGYm5uLRNypU6eioKDAd999Jw6LioqKfPDBB2RkZGBubs7Zs2cpKipiyZIlvHr1ipKSEqZNm0Zqaiq5ublISUmxcuVKTp06RV5eHmPGjGH58uXiAQx/yVAGDenV1dXk5uZy6NAhEVz3b09pjh8/joaGBkVFRRQWFmJgYMDChQuF5+jBgwcoKysjJyeHlJQUDQ0NqKmpCUBEd3c3UVFR1NXVYWJiIvp44sQJrKyscHNzY+/evaSnp+Pl5UVxcTFffPEFL1++FIfoyZMn4+npSV1dHdHR0TQ0NJCYmIiamhrGxsYi10JbWxt/f38uX75MZGQks2bNIjg4mLS0NE6ePIm2tjY7duwYkr51dHRw5MgRXrx4wbBhwxg3bhwPHjzA0tKSnp4eAgMDSUtLE/rkqVOnUlVVhbKyMgMDA7S2tlJTU0NkZCS1tbXs2LEDHR0d4uLi+Pbbb5GUlERZWRkXFxdGjBjBs2fPSElJQVVVVbzkB6lVkpKS+Pj4sHbtWpYtW8Ynn3zCzZs3sbGxYezYsSQnJ5Ofn8/Dhw/x9PTEysqKoKAgYmJiOHbsGKNGjeLjjz8ekr4NDkoGzfaD+U6+vr7Y29tTXFzM5cuXGTVqlJBV7Nu3D2tra4KDg+nv76exsVEMCjo7O0UYm7KyMiUlJbS0tGBvb4+uri5r1qwhJCSEyMhITp8+zfbt22lqasLDwwMdHR1OnDjB8uXLiYuLY/jw4YSFhZGfn4+5uTnz5s1j1qxZ5OTkcOjQIfLz89HV1cXDwwM/Pz+BBK6vr//Xn3EdHR3k5ORgbm5OWVkZz54946uvvmLjxo0cPnxYXAw0NDSQk5OjpqaG27dvk5qaysSJE6mpqeHVq1c4Ozvj6urKpUuXmDFjBqtXr+ann34iPz+fvr4+ioqKaGho4Msvv+To0aNoa2vT2dnJlClTxAE0Li4OV1dXoqOjkZKSYvXq1WRnZyMhIYGZmRkDAwO8ePGC0NBQVq9eTV9fH8HBwUyZMgUZGRm+/fZbLly4QGNj47/et59++omsrCyhr1+wYAFlZWWsXbv2f4S0tbS0iC10cnIyEyZMYMaMGXz//fcsWrSI3Nxczpw5I3x8kZGRHDx4kO+++47i4mImTpzImDFj2LNnDytWrGDq1Kmoqamxfv168a62s7MT0+rr16/T2dmJsrIyPj4+ODg4kJ2dzYMHDzAwMMDAwEDIWFNTU7l+/TpTpkyhtLSU6dOnD8nvalVVFdbW1vT29lJQUEBlZSWTJ08mPT2dgwcPMnbsWHJzcxkYGMDBwUH4NNasWUNUVBQ1NTWkpaWJ9/Ogl7WzsxM7OzsMDAzIycmhoqICOTk5YRJfsGABixYt4ubNmzx8+BBTU1MWL14sVDHx8fG0tbWxZcsW4YF1d3fn2rVrLF26lA0bNvD5559z+/ZtamtrmTZtGn5+fvT29g5J38LCwrh37x5eXl4CB3748GGmTJlCUlISBw4cYNSoUYLCevfuXT788EMyMjLEM2bChAk4ODhQUVHBmTNnhGFdU1OT1NRUent78fHxwd/fn4KCAtatWydoYjNmzEBHR0dAdExMTDh//jw//PADWlpaAOIdVFFRgZKSEtOmTaOmpgYLCwuOHDkiMpD8/PxwcXH59zYfS5YswdXVlf7+fmF43b9/P9LS0oKM8ndKTk6OXbt2oa6ujoeHB1paWnz11Vc0Nzfz6aefCq1udnY2v/32G7du3aK9vZ1NmzYxevRoGhsbRfgZ/DW9mDJlCi4uLqSkpPDu3TtcXV2Rk5MjOzsbc3Nznj9/ztixY5k5cyZHjhyhp6cHDQ0Nent7BQpzkL9tbGxMR0cHSUlJyMvLi5WcpKSkSCIelHb4+fn9LdzY/6ZKSkro6+tDQUGBvr4+JCQk+PTTT7l79y5OTk7ExMTQ1dWFgoIC2trazJo1S/DFU1NTCQkJEWE8/f399PT0sHnzZrKzs1FRUeHQoUMYGxszZ84c6urqqKurw9DQkE8++QRra2vBX1dWVkZBQYELFy6wa9cuenp6RD6BqampMER3dXVx7tw5LCwsMDY2FujGQcxcRETEkBi9BsOclJWVkZKS4unTp7i7uyMpKcmDBw/EpeLZs2ckJSVhbGzM/PnzuXr1Ko2NjUyZMkWsM+/cucO7d++oq6tj4cKFZGVlER4eTnZ2NiYmJqSlpXHixAlmz54tJl6pqamoq6vj6+uLmZkZd+7cYf78+dy6dQv4K3Dv/v37Qn5TUlLC7t27+fXXX/Hy8kJNTU2Qah4+fEhYWNiQTaMnTZqEjo4Op0+fprW1FfhLDrlo0SLs7e05cOAAtra2aGtrU1RUREREhHiRmJqaYmlpiZOTE1ZWVjQ1NREVFcWoUaOIjo4mJSWFP//8ExMTE7GZamlpwcjIiAcPHpCfn09nZyf9/f0UFhaSn58v/n8tXbqUb775Bn19fUxMTMjPzycjI4OVK1ciJyfHqFGjSE5OxszMjJqaGsrKyoYMQQkQERFBQEAAHh4eFBYWkpKSgouLC2ZmZly/fp3Zs2fT3NwsiH5RUVE8evSIdevW8fnnn2NiYkJAQADd3d3U19fT1NTE7t27KS4uZvjw4Tx8+FCgq01NTQkODkZZWZmwsDBGjx7NqFGjkJaW5vnz50RGRjJx4kQxtS8tLWX8+PE0NjZy7do1CgsLaWpqEkje3NxcYmJiBLFo9uzZQ9a3U6dOMXr0aEF4qa6uZsqUKZw7d05suQZ9VYNExMrKStzd3Tl06BB+fn7o6ekxbNgw9PT0BP+/ra1NhNpJSEigpqaGkZERGzZs4LfffsPJyYlffvmF7u5u4Q1SVFQU29vY2FhsbGywsLBAT09PoH+fPHmCvLw8K1eupKenh7dv3woqXEREBOnp6UyfPv1f75uEhASPHz8WGVU6OjriclBSUkJ0dLSQUfT39xMZGcmrV69QUVFBQkKCZ8+eoaysTHZ2NlFRUVRXV6Ovr8/JkyexsLAgISEBVVVVDAwMaGho4MKFC4Kq5ebmxp9//omdnR0jR45EXV0dKSkpNm/eTEtLCxkZGXR3d+Ps7CwoUYOhfvPnzycvL4/U1FQ0NDQIDAwU0IihoDa9//77lJeXEx4eztu3b4URfNKkSYKUNjAwQF9fHzo6OixYsICEhARcXV2Jj4/HyMgI+EsV4u/vz/3799mzZw81NTW4ubmhqamJjY0NEyZMQFNTEwcHB9zd3fntt9/w9fVFUVERX19flJWV+eWXX5g3bx4xMTEEBwdTXFxMUFAQSkpKpKSkkJiYKMKRjx07hq6uLocOHRJZNT09PdTX1//rPRuspqYmXr58SVdXF+Xl5ZSXlwtCl42NDebm5ty9e1dARAZDY1+9ekV/fz/Xr19n/PjxGBgYkJGRQVFREfb29kIiamZmRnFxMa2trTQ2NvLLL78I1HBUVBQGBgbIyspSVlbG1atXxff75MmTTJgwgby8PJSUlHB2dsbFxYWWlhb2798v4DljxowhPj6et2/fDlnmGPzliR3M5Ojp6WHSpEnU1dXx559/kp6eTkdHh0grr6+vZ8mSJTg5OXHixAlMTExoa2vj3bt35ObmYmBgwJYtWwgPD6e5uZnw8HDc3d1RU1PDyckJOzs7gYs+ceIEw4YNIz4+npCQEIYNG0ZMTAzz5s3jyy+/FBCl7OxsRowYgYODA+np6YwbN05AFQaHi0FBQfj6+tLR0fFff+5/dPlob2+nvb1deDLOnj0rjCZRUVHMnTv3b/198fHxJCQkoKmpSUtLC6WlpSgoKDBv3jyysrJYvXo1ra2t4kuirq4uvsx9fX1ISUlhbW1NT08Pzc3NKCkpcfv2bdatW4epqSlhYWECjVtfX4+Pj49gZjc3NyMrKwtAR0eH0Kg7OjpiZmaGrq4uzs7OtLW1UVVVRVtbG/Ly8mzZsgVpaWlhpJWTk0NaWholJSVxKPu3a9A82t3dTVZWFo2NjWhpaREZGcmwYcPo6emho6OD9vZ2ZGRkMDU1RUpKiqCgIAoKCnjz5g2vX78WDzwZGRksLS3Zt28fK1asID09nerqaiwtLenq6qKwsJCenh6kpaVpa2tDX19fBOENoivb29sJCwujrq6OUaNGIScnR29vL1paWjx//pz58+fz9OlTXFxchAZfUlJSUBOGogoLC0XWy8DAAOXl5bi6uuLo6EhJSQl1dXVUV1czatQo3NzchFHZ2NgYd3d3PDw8qKqqIjs7G0lJSWxsbOjo6OD69euEhobi7+9PR0cHVVVVwkD24sUL0tPTmT9/PioqKqSmppKcnExzczPjxo0jNTWVrKwsXr58SV9fn/Ao9PX1YWZmRnx8PH19feIBam5uLg5FSUlJQ3b5aG5u5vXr1+Tk5GBlZYW3tze3b99myZIlApedkJCAk5MTGhoa9Pf3k5CQwLx582hoaGDkyJGMGDECFRUVKisrSU1NpaWlhaamJvGwKygoEOSR8PBwJkyYIFKnBw+ZtbW1NDQ0kJubi4KCAp6enmLSYmRkhJ6eHv39/Zw8eVJIusrKynj48CFmZmbMnDlThDINRZWVlVFZWYmenh4qKiq0t7czMDAgzJkPHz4kJSUFPz8/VFVVSU9PJy8vj/z8fPLy8hgxYgTq6uqYm5ujoKAgnjX9/f20tLQQHByMqqoqPT09HD16FB0dHXp7e1FQUGD27NnU1NSQlZWFjIyMSLdVUVHB3NwcW1tbSkpK6OnpQVtbm97eXhwdHbl69SrBwcFCdjpixAi0tbUZSpvgmzdvmDNnjkCCKysro6KigouLC+bm5jx48ICmpiaRpD047evv76erq4vu7m7i4uJQUFBAUlKSuLg4qqur2bBhA3Z2dnR3dwsPQmpqKtra2lhbW4sXtKKiIiNGjEBTU5OGhgZMTEyorq4WmRWDWUtFRUXk5eVRUFAgyC8rVqygubmZtLQ0wsLCsLW1HbKwvIGBAYFVH9yI1dfXiwPEu3fvcHR0pLm5mdbWVqSlpQkKCqK8vJyOjg6CgoLQ1tYWZvvBfIHBDKiMjAyRGdPT08PAwAAjRozAwsIC+OsgOkjYGRgYEPk/ZmZmKCkpibT6wUOVhIQELi4ueHl54evry4kTJ+jt7cXa2ppFixaRkJAwJJePvLw8PD09KSkpobi4GC0tLcrKylBXVycgIEAMo4yNjWltbeXmzZsMGzYMKysrEdaWn5+PlJQUenp6QmYkIyPD06dPUVVVxdraGmNjYxQUFDAwMMDGxkak0Y8ZMwZNTU2R59PY2Mi4ceOEhFJaWpr09HSKi4vx8fEhJCSEO3fuIC8vj7W1NXV1dejr66Ojo0NiYiLTpk3713s2WBYWFrx584bu7m4aGhqIjY2luLiYdevWceDAAZqamkR46Zs3bxg+fDiFhYXExcXR3t5OSkoKU6dOpbe3VwR62tvbExISQkpKCsnJyUhKSuLo6IizszPFxcWUlJTg5OREeHi4CAQexEXfv3+ftrY2QkNDcXBwEKhfGRkZWlpaCAsLw8TERBArJ02axMSJE3nz5g23b98mNDR0SPoWGBiIpqYmaWlpqKmp4enpyc6dO1m+fDmampooKCgQHx9PVVUVGhoayMjIkJCQwJIlSwRmv7e3l7y8PDIyMigoKBBUvcDAQCoqKpCQkKCuro64uDgqKio4ffo0KioqLF68mEuXLlFZWYmFhQWjRo0iMzOTt2/f4ufnR1paGrq6upSVlZGdnU1fX58woQ/K/GxsbHBxcUFNTY3Y2FgsLS3/q8/9j1C7o0aNYtq0aVy6dInt27fj5eXFs2fPWLFiBZGRkX/778vPz0ddXZ2GhgYxmRs0btva2ooXxCD2dsyYMeIAmJGRIZJ9R40ahbe3N0ZGRmKan5KSQm1trWAmDx6IbGxsKCsrIzc3F0tLS0xNTWloaCA1NVVQdKqqqjAwMKClpYXe3l5BsaqpqWHmzJnIyMjQ39+PsbExRkZGyMnJoaKiQllZ2T9p6z8qBQUFCgoKRMrl1atXqaysJDY2Fjc3N9ra2lBWVv4fL9Tu7m4UFBR4/fo1SUlJtLS0oKKigoKCAnfv3iU3N1fgPsvKyoTxqK2tjYyMDIYPHy6mib29vWRlZdHZ2cncuXOJiIjg8ePHODo6IiEhQV5eHllZWWRnZ3Pjxg2mTp3Ks2fPaG1tpaenR6R519fXY21tPSQ9k5GRQVVVVSCZBw8ECgoKgiihpaUl6FtNTU3iYWlhYSF6MjAwgKenJ6ampuKh5+Hhgba2NsOHD0dbW5uqqiq8vLywtLQkJycHZWVlTExMGBgYEKtpT09PSktLkZOTQ1ZWVsht3N3d0dfXp6enR+SEDFJzBjcig2jaoaq6ujoSEhKQl5fHzc0NMzMzysvLkZOTo7a2Fjk5OYyMjJCRkaG3txc7Ozvc3Nx4//33MTc3R0NDAyUlJVRUVFBUVBSXeQUFBUaPHo2/vz9NTU1kZGTQ2NjImzdvxGQ6KCgIBwcHdHR00NXVFV6kpqYm3r59K35unZ2dIrjs+fPnQlI4mBxsZmbGrFmzCAwMHLK+aWpq0traKn5P3dzcRNBbUFAQ0dHR6OjoYGJiQn9/P1JSUgBUVVVha2uLrq4uXV1dKCkpoa6uzrNnz1BRUREHDWdnZ8zNzamsrOTx48d0dXVhbGyMgYEBSkpK5ObmUlVVJcK9KisrRZIt/IVurqmpwcjICGNjY7Fdq6ysRE5OjgkTJjBp0iSUlZWHFFGsra0tUN3KysqYm5sTFxfHzJkzxWFi8DI2GB42uNGSkJBAX18fNTU1SktLef78uXi2VVZWYmhoSEJCAunp6WRmZhIdHU1mZiaWlpbIy8vj6uoqSEJVVVVUVFQwZswY1NXVmTNnDpaWltjb2yMrK0tWVhY5OTli8pebm0tNTQ2tra2UlJQIauBQhVoOppoPylgH/Xfe3t4i/0ZbW1scCGVlZbGyssLX1xcdHR38/f2xsbHBx8eH0NBQtLW1qamp4dKlSyLrQlJSUiRyu7q60traKqArg5fUlJQU3rx5g5KSEunp6SIXq6mpiYqKCnFpu379OomJiQwMDKCtrY25uTlSUlK0tLQM6RT65cuXdHd3IysrS29vr5BcV1dXU1lZSVZWFnJycsjLy1NYWMjz58+Rk5MjLCxM5L3U19eTlZVFVVUVdnZ2ArNeWVmJo6MjkpKS4p04SCmsrq5GV1cXX19ftLS0hGKhtLRUIMwHQ98G3w+DA9XBvCJnZ2d8fHyYNm0ao0ePFpeZoSoNDQ0aGxspKSlBQkJCfFZZWVmamppobm4WmWqxsbE8ePCArKwsIiIikJeXJyQkhJaWFqGwUFFRYfjw4bi4uBAbG0t0dDSvXr3i3bt35OXloa6uTktLCzo6Onh5eQlU/ogRI5CXlyc+Pp78/HyWLl0qzP9tbW1UV1cTFxcnvIYqKioi6E9KSgpdXV2ePXs2pH0bGBigt7eX4uJiHj58SGxsLLdu3cLGxgZ7e3uMjY3R09NDT09PvEvGjRsnLv2Dz+v+/n4iIiIoKirCzMwMSUlJsZ2MiooiIiICGRkZqqurMTU1RUtLi4CAAEHR9Pb2FkODQXy+i4sLkpKSFBQUiEDGzs5OmpqaiIiIIDMzk8zMTJ4+fUpGRsZ//bn/0ebD3d2dJ0+e/I8/CwgIICAg4J/8dRgbG6Ourk5BQYFw1Q+aMz09PTl//jxjx45lYGAADQ0NQRc5evQoqqqqtLW1oaGhgYuLC/r6+tTU1ODp6UlxcTHnzp0T2LZBGce7d++YNWsWp06d4r333sPe3h5DQ0Oio6O5d+8ev/76K+3t7YSHh6OgoMC9e/cwNDREW1ubzMxMkYJaXl4u0jZjY2NJSUlh1KhRZGdni/Xrv1mDE+CYmBhsbGyYOHEiT58+xdfXl+vXr7NkyRIiIiIYN24cEyZM4NmzZ4IYFhgYSGFhIVJSUhQWFnL69Gmam5vJzc3Fx8eHp0+fYm5uLg7pg7jd6OhozMzMsLCwwNDQkNbWVoqLi2lubmbt2rXcuHEDMzMzFixYwC+//EJJSYmgWQ1mY0hJSYmDw8OHD0lISGDMmDFDFiRlYGAg0I8tLS0CGdzU1ERAQIAI9omMjOT8+fPCkDVmzBguX74sdI8hISEiQdTOzo7Jkyfz5MkT3r17J6Z4SUlJpKSkMGPGDPz8/NDV1eXp06dISEjg6emJmZkZDQ0NTJkyBVtbWyZMmCBezINpw5GRkYwdOxZLS0tiYmLE1NHCwkKYb4eqrKys8PPzQ0tLC01NTbKysgDEBeLu3bt89913pKenc+PGDezt7Zk9ezbS0tI8ffqUqKgoxo8fj62tLWVlZURHR+Pj44OVlRVjxoyhrKxMbITS0tIwMjKioKCA8PBwZs6cSWJiIlpaWtja2iIlJYW0tDTy8vIUFRUBiBT1N2/eMGXKFAIDAzExMeHu3bv85z//wdHRETU1NWRkZJg4ceKQ9U1ZWZng4GBSU1Pp6+vDwcEBa2trdu/ezaxZs7C1tWXlypUoKSmRkZFBQ0ODIPB5enqSmJhIU1MTurq6VFVVcebMGYyMjFBWVsbNzY2kpCRKS0spKSnB2tqatWvXoqioSGdnJ+Hh4XR2duLv709vby8vX74kNDSU+fPni8Ty6upqNDQ0qKmpoba2lrdv3+Lt7c327dtZvHgxdnZ2VFdXU1hYiKys7JB956ZNm8YPP/yAubk5Y8aMQUZGhoiICGbPns2jR49obm7Gzc1NyCh9fX05f/68mJYuWLCAsWPH8uLFC7Kzs7GwsMDe3p6LFy9SWFiImpoaSUlJKCsro66uTn19PR0dHXh4eAis+4MHD3j9+jVWVla89957SEhIoK2tTVtbG83NzeIQMwhFCAoKYsyYMWL639raioWFBaWlpdy6dWtIggbfvn2LnZ0dwcHB4mAlIyODtrY2L1++5ODBgwwMDNDZ2UlhYSFv3ryhurqa9evXi6HdoAJAV1cXRUVFMjIyaGtro7u7GykpKZYuXYqdnR3p6eloaWlx7tw5EfKppaWFtbU1xcXFPH36FAcHB169ekVTUxNHjx5FT08Pe3t71NXVGRgYICwsTMjX8vPz0dPTo66ujitXrjB58uQhCZ+Fv/J4cnNzaWlpEQGHX3/9Nc+ePeP27dsEBATQ09NDTU0NnZ2dAv8/adIkDh06BCA21oN4/qSkJCZPnkxQUBBtbW08fvyYuLg4JCQkqKioIDIyksrKSsaPH4+MjAzKysr09/cTHR2NhYUFsbGx7N69mzNnzmBvb4+bmxuysrJUVFSQnp4u8OIdHR0YGRmho6NDe3s7HR0d4rk4FJWTk0NhYSFZWVl4eHjw0UcfERMTw9dffy1gQIPZWHl5eURHR7N582b27t3L/fv3aW9v58cffxSZQvv27cPBwYEnT57g4eFBe3s71dXVFBUVkZ2dTWpqKmvXruX69et8+OGHJCYm0tnZiaKiIpGRkVhYWKCiooKSkpLA0xsbG2NpaUl1dTWrV69m8+bNFBcXExAQIDJthrquXr3K7NmzmTp1Kk+ePOHYsWN4enry7NkzOjo6MDMzY9iwYWRmZtLW1oazszMjRowgMTGR3Nxcpk+fTlFRETo6Ovj6+lJZWUlKSgpTpkwhJCSEffv2cfnyZV68eIGVlRVmZmYiWDYvL4/169eTnJxMfHw8cnJyALS2tvL06VMOHjwo1CkyMjK4u7sL4qWMjAzFxcXcvn2be/fuoaKigo+Pz3/9uf9xzkddXR3FxcW4urrS09PD3bt3BbP/79bEiRMFYk1bW5usrCxSU1P55ZdfqKqqIjQ0lMuXLyMtLc3w4cNJS0tj9erVhIeHc+DAAWJiYti3bx/m5uYigXrbtm0sW7aMP/74g1WrViEvL09GRgZPnjzB1dUVf39/sWa/f/++kGbU1NSgrq4u1tIuLi64urqirKwsjK3p6elYWVnx66+/MmzYMAoLC9HR0WHWrFkYGhrS0NDwT9v6t2rLli38+uuvxMbGkpCQgIqKCjNnzuTHH39k/vz5PHz4kA8++ABra2syMjK4ePEi7e3tHDx4kIsXLwqN7aAcISsri88++wwvLy8iIiKoqqoiPT1d4ElPnz5NXV0dn376KampqWzevBlnZ2eMjY05efIksbGx7N+/n+zsbF6/fs2kSZMAxO17cDL5888/U19fz9OnT0lMTMTMzIwpU6Zw6tQpXFxc/vW+ycrKcv/+fVJTU1FVVcXT05OCggJmzZrFy5cvefLkCY2NjZSXlzMwMICEhIRIpR0YGBAp7omJidjb2/Pxxx/z/PlzEhMTiYyMZM2aNTQ1NVFbW4uysjLh4eE8evSI27dvo66ujq6urjC8hoaGIiEhQVdXF0VFRXz22WdYW1tTUlIipvVVVVXk5eWxc+dOzM3NefjwIc+fP+fZs2ci6GuoysHBgRcvXuDi4kJbWxt37txhxowZ/PLLL9y7d4++vj7evn1LZ2cnenp6Ikl5UIurqqrK5cuXsbe3x8HBQVyoFi5ciJKSEjY2Nmhra/P48WPy8/NRVFRk2bJlrF+/nmfPnhEYGEhkZCQ7d+4Upvbs7Gzs7OyQlZWloaFBSA0rKirw8vIS5uPy8nJKS0txdnZGQ0ODH374gR9//HFI+hYVFYWkpCS+vr7iQjWYw1NYWMivv/5KcnIyubm5pKam8vDhQ7755hsRQJmWlsawYcOwtrbG3t4ef39/cnJyaG1t5cCBA4SEhDBv3jzi4uKEsTczM5Ply5eze/duli1bJi7GkyZNwtDQEB0dHRoaGpg9e7ZYoQ8+KyZPnoyrqytRUVHMmDGD2NhY5OTkmDVr1pDQmgbLw8OD1atXY25ujqysLOnp6WzZsoWvv/6anTt3oq2tjZWVFc7OziKJ29LSEiMjI0aPHi2IO4WFhVhYWPDll1/i6+tLREQE8+bNIzQ0lLKyMrKysujo6MDT05Oenh5+//13dHV1OXjwoNjovX37FktLS8LDw+nt7WXRokXcvn2biooKJk+ezOLFi1m8eDELFy4UMlUpKSnq6uooKyvDycmJ6urqIemblpYWly9fpr+/n46ODr777jtxKero6BByk87OTkpLS0VOUWdnJ/Hx8Zw5c4a8vDyWL1/OihUrhLrhyZMnTJs2jbS0NOLj40lNTeXkyZOoqqqya9cuNm3aRHR0tJBiFRUV0dfXx40bN3j58iXx8fE0NTWxceNGKioqiImJwd/fH2NjYzZv3szPP//MuHHjGDlyJEVFRVy8eJH169dz+PDhIemboaEhT548Yf78+YwaNUrkakhISDBy5EjmzJmDubk5ampqFBYWEhkZiZSUFL/88gtXrlzhvffeo6CgACUlJXR1dXn16hU3btyguLiYR48eoaKiQlFRERISElhaWpKfn88333zD9u3bUVZW5vr161y7dg11dXU+/PBDtm/fzp07dwgODsba2hoLCwvhz1y4cCGysrJERETw4sULtLS0hDwzOzubzMxMvvnmGzZv3jwkvWtqamLu3LnExMRQWlpKVFQUampqVFRUMGPGDIFTv3nzJoqKiuzcuZPIyEhBW/vwww8pKChg3rx5lJWVUVRUhJaWFoaGhnh7e7Nz504MDQ1xdnamtbUVdXV1Dh06xPTp0/nzzz/p7u7myZMnKCoqMn78eL7//nt8fX2RkpJi7dq1xMfHi9wbTU1NfvrpJ0xMTMjKyuLatWssXLiQ3t5enjx58l9Lh/5PlIqKCvv27RNb1XHjxrF48WKWLVvGn3/+SXJyskDTl5aWEhERwUcffUR+fj67d++mo6MDXV1dKisrGRgYYOHChSxbtozc3FxWr14tyGczZ87E0NCQP//8E2traz799FNu3rxJQ0MD+vr6ABw+fJienh78/PyIiooiNzeX5uZmEcCakJDA9OnTUVJS4sKFCzg6OqKhoSF6+nf8bP/o8hEbG8uaNWuwtbXl/PnzyMjIMGbMGLZs2cL27dv/UcienJyciG8vLCzk2bNnLF26lNraWk6cOIG0tLTIVGhvbycgIEAY/jw8PFi/fj0BAQFkZ2ezc+dOgdQtKSnhgw8+QFJSkra2Nuzs7Lh16xabN2/GxMSEUaNG8erVK2JjY7GwsGDSpEns3r0bU1NT4uLi8PHxwdvbmxcvXogflJGRET/99BOFhYXs2LGDzs5Oga4sKytj9uzZ9Pf3/5PW/q06f/48+vr6bNq0SYSnubm5sWDBAj777DN27tzJjRs3kJOTw9HRkZUrV3Lnzh0iIiJob29nzpw5nD17Fi0tLezs7Dh+/Dg1NTUCG9jY2EhbWxtxcXG8fv2asLAwTp8+zbNnz4iIiGDs2LF4eXmhoKBAf38/x48f5+OPPyY6OpqOjg5evnyJnp4eampqnDx5UqxXT548yaZNmwTVorq6mjVr1nD06FEaGxv/9b7Jy8uTnZ1NZ2cn5ubmYtI0bdo0Ojo6ePPmDRs3bmTEiBF89NFHyMjI8OWXX7JgwQJCQ0P57bffGD58ONLS0ty8eRP465dWXV2dLVu24OTkhKKiotBrRkdHM378eObOnUtLSwu7d++mv7+fu3fv0t/fj6KiImpqauKFPXnyZF69ekVCQoK4cCckJHDt2jVBwQoJCaGhoYHx48fz888/D4mJFeDgwYPMnTsXLS0t7t+/T29vL52dnUIT7ebmhp6eHmZmZmRkZPDjjz/i6OhIZmYmH374Ib29vTg7O4sk156eHs6ePcvixYvZsmULOTk54gFcWFjImDFj+OGHHygqKmLt2rXs2rULDw8Pxo0bx5kzZ1BQUMDV1ZXFixczbtw4mpubmTx5MitXrqSgoIB79+4xY8YMli5dipubG8+fP+fYsWP09fWJNN6hqG+++YaHDx8KL0tTUxOqqqrk5+dz/vx5pKWlycjI4NGjR3R2dhIaGsrvv/+Onp4eQUFBODo6Ii0tza1bt6itreWHH35g9+7dHDx4ED8/P9LT09mzZw8mJiZ88cUX3Lx5k/v37zN69GjevXvHnDlzmDBhAvr6+uTm5pKVlSUC01JTU4mIiGD8+PGMHz+eESNG8NVXXzF+/Hh27twpZGz19fV0dXWxcOHCIevboBQgIiKCO3fukJGRgbe3N25ubrS2tornXGFhIZMnT2bhwoXMmTMHJSUlUlNTuXz5MkVFRTg6OiIvL8+cOXOIi4vjq6++4ueffyY3NxcZGRnGjh2LtrY23333HW/evOG3334T5v8RI0bg6ekpyHIjRoxAWlpayDVra2spKyujoaEBJSUlRowYwdu3b6mvrxdY7pMnT5KZmfm3/ZD/tPz8/Jg2bRpnzpwhMTGRWbNm0dzczJIlS8S2e9euXSQkJBAYGMimTZv47bffsLOzE98/MzMzzM3NSU9P5969e/T29jJhwgRSU1MFaGTq1KkEBQXx1Vdf8fr1a/744w9u3bpFQUEBbW1tKCoqYmRkhJOTExMmTBB0yzt37qCqqoqWlpbIh3j9+jWysrIcPnwYCwsLlJSUxKTc1taW8vLyf71vgxf3q1ev0tbWRk9Pj8B4Ozg48ObNGzZt2oSqqiqBgYEMHz4c+Es6c+vWLfT09ASZTktLi48//hgdHR2uXbtGWloaS5YsEbKgvr4+srOz2bp1K6qqqvz000/ExsZSUlJCVlYWycnJyMrKsnPnTqZOncqoUaMICAgQZLK9e/dSVlbGtm3b0NbWxsjIiJSUFA4dOiRkqEMVPgvg6+uLpqYm7969o6ysDDs7OzEkaWxsZPPmzTg5OSEhIUFqaqqYlufk5FBbW4ujoyNeXl4EBgZiY2Mjfq9bW1u5d++eIAM+efIECQkJHj58SFFREZMnT0ZJSYmPPvoIb29vBgYGSEhIYPPmzUhISODv709ERAQFBQU0NjbS0dGBrKwsbm5uQi6XlZXFlStXmDdvHsePH6eqqmrI+lZfX4++vj5XrlyhsLAQe3t7JkyYwPbt22loaGDTpk2CDDp8+HDWrFlDamoqjx49ori4mIaGBoyNjWloaCArKwstLS2am5s5e/asCK+cPn061dXVpKamsnz5cj788EOOHTuGqakp27ZtQ19fHzMzMyZNmkRgYCCWlpZERETw4MEDVqxYgZOTE11dXbx9+5aAgADhER4/frwIUtXQ0GDfvn3s3r37v/rc/+jy8cMPPzB//vz/cVDU1NQkJCREvBD/Tg0GlVRVVVFbW4uRkRG3b9/Gw8ODDRs24OPjQ11dHWlpaZSWlqKqqoqcnBzLli3D3d2dBw8eCAP8/v37xS99ZWUl9+7dw9HRESsrK5KSkoiPj0ddXZ3r169z9OhRiouLSUxMxM/PD0VFRb7//nuR/7Fp0yYOHz5MUlISpqameHh4YGFhwY8//siLFy/46quvCAkJITMzEy8vL0JCQtDS0iI0NHRItPjGxsbk5uby7t07mpubMTY25s2bN5SWlgrj3I0bN0To1r59+/jjjz+4f/8+rq6uSEpKYm5ujoqKCkZGRixZsoTMzEzOnj1Leno6+/fvx8jIiJCQEFRUVPjmm29YsGABNTU13Lt3jyNHjtDR0UFTUxObN29m/fr15OXl8e7dOxQVFenv7ycqKor29nbMzMzo6OjA2NiYHTt2ICMjw/Dhw4XJ2NbWlrCwsCGRJHh7e2NmZsbFixdJS0vj7du35OTkCEzpBx98wI4dO9DV1eXt27e8fv2arKwsurq6GDduHN9++62QABobG6Ojo4OKigq///47V69epaGhARcXF3F5s7S05LfffqOsrAxra2sePHjA6NGjmTJlioAtrFq1CgcHB+Lj48U0JzY2lq6uLh49eoSnpycmJiZs2rSJY8eOYWBggJ2dHYmJiUNGVwPE5OPevXsUFBSwYsUKLl68yIcffsjFixcpLy9HV1eXRYsW4e3tTXBwMKdOnaKoqAgXFxdWr17N4cOHKSgowMTEBHV1dfFZDAwMOHfuHJMmTWLlypUMDAzw+vVrdu3ahY6ODp988gnbt2+nqqqK69ev09bWxrhx45g8eTL+/v7cuXMHTU1N4RtTVlbm5cuXnDlzBj8/P6FV19TUxMTEhKampiHr2+XLlykuLqavr4+kpCTu3LlDQ0MDW7ZsITIykp9++om8vDx6enrE/2YQcaunp0dBQQH19fVYWVmhoqLCjh07WLhwIfX19WzYsIHjx49z5swZ2trayMzM5OTJk7i4uDBy5EjKy8tZsWIFLi4uyMvL8/TpU1avXo2VlRULFy7kP//5D59++in9/f3ExMSgra3NzZs3mTJlCrNnzyYiIoJXr15hZWXFjBkziI6OHrK+ffvttyxcuFBcHjo7O5kwYQIDAwNs3LiRefPmMW3aNG7dusXZs2f56aef6O7uFt6CAwcOkJmZSVRUFG/evBH454kTJ/LgwQMiIyNZtmwZurq6lJeXs3XrVuzt7bl16xYDAwOoq6uTk5NDdnY2VVVVSEpKMmvWLN5//33u378v3ntKSkqEhoZiYWHB/fv3UVJSoqKigu7ubqZPn46CggJfffUV8+fPH5K+HTx4kMmTJzN+/HgmTpxId3c3Dx48YMGCBWRkZFBaWipALuXl5dy8eRMdHR3u3r3LRx99xK1btzAzM6OgoEAEFm7bto2ZM2eyf/9+DA0Nefz4MVVVVaxbt45169aRnp7OmzdvWLp0KT/88APR0dHU19fj5OTExYsXxeZ9sKeDGOd3796RnZ1Ndna2IPMkJCRQX1+PrKwsDg4OHDhwYEh6p6qqyqtXr4T35fHjxzx69IgTJ05QXV3Ns2fPMDQ0REtLS5jE/fz8SEpKYvjw4RgYGHDlyhVBoYuMjGTHjh1s27YNPT094YHMz89HVVWVbdu2UV5ejqOjI/PnzxcGXnl5efT19fHz8+P27dsCgGJqakprayuysrIoKSmJaXlwcDAZGRno6Oj8D+PwUJj0B+u3334jNDSUoqIioqOjef36tUDPGxgYsGLFCgoKCli9ejUODg60trayf/9+bty4IWAga9asER6plStX8uOPP/Lzzz+zd+9eMSDo6+sjIyODqVOnUlxczNdff8358+cxNTXlzJkzFBcXs2HDBmbOnMnBgweRkpJixYoVBAYG4uTkREZGBt999x3x8fECRX3x4kViY2NFDtLvv//OmjVrhqRvP/30E8+fP2fOnDlkZGRw8uRJ1qxZw3fffYeTkxNVVVWcPHkSCQkJ3NzcuHDhApqamkhJSXHo0CExaBv0n+3Zs4fNmzczefJkent7efHiBfLy8ri4uCAnJyeGL/Ly8ly5cgVlZWUKCgro6+tj9uzZODo6Ultby2effUZ4eDh2dnY4ODiQlJTEq1ev0NHRwcbGBlVVVaZPn87z58+5fv06wN/KuPtHlw9dXV02b978/wivkZWV5fXr13/779PW1hZGlsbGRvT19Wlubmbbtm0cO3YMExMTQQuSk5PDzs4OfX19fHx8OHbsGGVlZWzfvl3QY/bu3Ut9fT3GxsbIyMiQlJSEjo4OwcHBGBoa8sUXXxAXFydkLOvWrePo0aPExcXx6aefUlBQgIaGBhISEjQ0NFBVVSW0wIaGhuzevZuNGzfy4sULgaaNiori0qVL+Pn5cf36dXbs2PFPWvu36vTp08ydOxdvb2/evn1Lf38/W7du5auvvqKgoIDIyEimTJlCS0sLbW1tLFq0iAMHDhAYGMiRI0fw8vKio6ND0JWmT5/OjBkzuHXrFiYmJjg5OREQEIC2tjaJiYnAX6SoQVPcIFqwqKiIs2fPIikpyapVq2hra2NgYIB79+7R2tqKt7c3w4YNw83NjRMnTlBVVYWmpib37t0jJiYGaWlpmpubaWhoGJLLx7Zt25CRkUFBQYGQkBCRivzs2TMcHR25fPkyJ06cwMDAABUVFTw8PJCTk0NBQYHTp09z/Phx4Qm5fv06/f39PHv2jPHjx7N//35MTEzQ19dHQkJC4PEyMjJQVlZmz549FBUV0dvbS19fH5aWlkKbOjAwwPbt2zl+/Lgw+546dYr3339fGPNzcnKoqamhqKiIoqIi5OTk/pbO8n9b8+fP5/Tp0wI7OYjzdHR05Oeff2bnzp1oampy9OhRwVu/fv06RkZGNDQ0kJKSwvDhw1mwYAGysrJs2LABbW1tTpw4waZNmwR9LiYmRuAC3dzc8PX1ZdOmTbS2tvLgwQPi4+MFoCA0NJSlS5cSHx9PfHw88vLyIrBw6dKlfPrpp9jY2ODk5MSyZcvQ19enrq6OlpaWIeubo6Mj+fn5FBQU0NraioKCAosXL+bp06fU1NSwefNm5OTk6OjooKamRkyOr169yg8//ICqqirm5uYCVJCcnIyEhASZmZnIy8sjLy/P0aNHqa6uxsPDQ2xjLSwseP78OVu3bkVRUZHy8nK8vb2prKzE29ub06dPIyMjg4GBAWfOnOHFixds2bKFH374gYyMDNTU1Bg+fDgrV64kMTGRZ8+eMXny5L+FVPzflLm5OcXFxWhoaGBqaoquri4NDQ1cvXoVJSUlSkpKOHfuHCYmJri5ubFv3z6Kiorw9/cnJCSEmJgY+vv7GTt2LKGhoWhqatLT08OLFy8wMDBARkaG8vJy3r59S2JiIr29vcTFxXHs2DFu375NX18ftbW11NXVibDUnp4eli9fLmhQg5TBGTNmsG7dOt69e8fRo0dxdnbm9evXlJeXY2VlxRdffMHDhw+HpG9fffUVVVVVhIWFkZubS29vL+np6Tx9+lTgdKWlpbGxsUFWVlZs/j/77DOqqqqQk5Ojurqaqqoqqqqq8PHxYebMmSKAMTY2lmnTpqGmpsb58+dpbW3FxMQEDw8Prl27hqurK9OmTUNOTo6GhgZycnK4fPkytra26OjoCM9YVVUVSUlJbNu2jerqalRVVenr6+Ps2bOoqKjg7OzMjz/+yIIFC4akb83NzUycOJHo6GisrKxYv349+/btQ19fn7a2NkGZGrwc+Pr68p///IeDBw9y8uRJcQEZMWIECxYsoLi4WGyytbW1kZCQIDg4GHV1dW7evMnWrVsxNzcXOU+DNL/Ozk4qKyvFMPGLL74gLCyMtLQ0pKSkaG5upri4WEzMlZWVuXHjBoWFhaioqODr68sXX3zBq1evhqRvAA0NDSQlJdHQ0ICMjAy6urrMnTuXkpISJk+ezLJly/D29sbCwoKMjAxOnDjBkiVLWL16NV9++SVr166lsbGR58+fi8gGbW1tVq1ahZWVFd3d3Vy5coX+/n6sra0FjOX27dtISUkRFhYmTO+fffYZO3bsEH7VBQsWcOXKFUpLSxkzZgxXr16lp6eHI0eOUFpayrNnz/Dx8aG5uZn4+HjWrl07ZCj28vJybGxsuHDhAomJiQQFBaGjo0N/fz/vvfce9+7dE4Ph2tpaysvL+fjjj/nyyy95/vw5VlZWVFVVCdmVo6Mj5eXl3LhxA2tray5evEhQUBBqamo8f/4cAwMDgWAe9GoODAwwMDBARkYGqampvHv3jl27dnH//n2OHz9Oa2ur8FZev34deXl5gcWeOXMmq1evpqOjA1tb2/8a7/yPLh96enrAXzSRwert7eX06dPCsPJ3ahDTW1tbK0KwrK2tkZaWJioqimXLliEvL09XVxeqqqoEBQVhb2+PlJQUkydP5sMPP6S8vBwVFRV0dHR48uQJDQ0NeHt7c/36dZqbm4mNjcXZ2RlJSUlqa2sJDg7GyckJdXV1oW8dXAF/+OGHqKiosG7dOq5cuYKzszMlJSXExcWJ9WB8fDwWFhakpaVhZWXF6tWrqampISEhYUjWw4CQFjg5ObF8+XK6u7sJCwsTgYCDfGhDQ0Ps7OwwNjZGU1OT9vZ2srOzWbZsGZWVleJzqamp0dvby/Pnz1FQUGDlypUYGRnR0dGBubk5sbGxGBkZER8fj6+vLy9evMDJyQkbGxt6eno4efKkCOxqb28nMzMTLS0tenp6/ke4l52dHdra2uTl5ZGcnIyXlxfjx48fMvTppEmTqKmpoaKignfv3pGQkMAXX3xBaWkpdnZ2eHl54eTkhImJifB5KCgoUF5ezpUrV4iOjqa3txcJCQk0NTVpamqivb2dkSNHcurUKYEl1dXVRUZGBj8/PzZs2MCFCxc4ceIEkydPpqamRpjdf//9d7q7u/nqq69QUVEhJCSE+vp6rly5wsOHD2lqamL58uVs3bqVWbNmkZycLPDOeXl5tLS0CH/Nv10+Pj4iB8LJyQlbW1siIyMFycrNzU0gmxUUFLhz5w6rV6/m0qVLfPnll6ioqKCuri6kPg4ODsybN4/c3Fzs7OyYMGECRUVFPHv2DEVFRRYvXkxzczOmpqb88MMPzJw5U3hI7O3t0dHRQVJSkqqqKsaNG4esrCyqqqpISEgQFhbGxIkTWbhwIe7u7v9jI1dUVPSvhUf9v5WBgQHBwcEkJibS2tqKk5MTKSkpKCkp8ejRI+bMmYOVlRWKiooUFRXx5MkTysrKmD59upgqDV7qpaWlkZGRwdHREQUFBXGRHjQGNjc38/777/PgwQOCgoKYM2cOT58+RUNDg+7ubmJjY5GVleW7777j6dOnhIaGcvv2bdLS0lBQUODZs2fU19cTHR3Ny5cv0dHRQV1dnerqarq7u7G1tR0SoAZAcnIypqamqKio0NraSltbG7q6uqSlpYnA0NDQUHGhbG1tZcGCBfz2229cvnyZxsZGenp68PLyws/Pj7KyMkxMTIT+uaioiMTERFxcXJg9ezb5+fnY2NggJSWFhYUFI0aMoKenh9LSUvLz85GWlsbV1ZXjx4+LA3ltbS3Nzc14enqydu1afH19Wbt2LQYGBmRnZzMwMEBtbS0RERFDIscFyM7O5v79+zQ0NNDW1kZJSYmYlK5atYr3338fDQ0NUlJSSElJwcDAgA0bNiAlJSWIQM+fP0dDQwNNTU0hAfX09CQ1NRV/f39kZGR4+/YtKSkpuLu7c/LkSYKCgsREubu7m+bmZrKzs4X/6+XLl1hbWyMjI0NiYiIKCgr4+Phw48YN8vPzWbNmDbq6uixevFgAN4KDg4mLi8PJyelf75uHhwcTJ04UxKDBkL4jR46wefNmEhMTBX50EPesrKzM8uXLsbOzEz2qra0lOjqaxsZGCgoKiIqKYsyYMaSnp2NkZISKigqjR4/G0NAQZWVlYmJi6O7uxsnJCQcHB/T09JCTk6O9vZ3jx4+LQD1FRUW0tLRQUlJCWVmZ9957j4iICNLS0tDR0SEzMxNNTU0cHR0ZGBggOjp6yGhhfX19XLp0CRkZGT744AOGDx/O77//ztatW8V54OXLl6iqqtLZ2UlycjJ37tzBz88PfX194uLiqK+vFzlRdXV1LFmyhLCwMNLT0/Hx8cHd3Z3W1lYxFIyKisLb25sxY8bw9OlT4uLiUFRUJDAwkLt373Lr1i18fHxITExEQkICOzs79PT0iIiIwNbWFkdHR5KTkwXhT0NDQ+R9jR8/fkj6dv36dXp6eoR32MzMjLS0NGHgf/z4MS9fviQzMxMNDQ38/PwoLy8nLS2NMWPG4OrqKghYMTExREdHM3r0aP744w9cXV0ZN24cra2tVFdXo62tTXFxschNKi0txczMjP7+fkxMTBg+fDgXL15kwoQJXLhwgeXLlwN/XSy7urpYv349LS0tXLt2jffee09AT1JSUoiNjcXc3Py/RhT/o8uHv78/3333HTU1NURHR5OXl8fNmzeFYfnv1sOHD5GSkhLIXT09PVJTU2loaEBPT4+mpiZev35NQ0MDhoaGvHz5kqSkJPT09MjKymLq1KmC8NDS0kJSUhJOTk5kZ2dTVFSEsbEx5ubmSEpKUlFRgbe3N/b29ty4cYOmpiaBszQ1NUVOTo7i4mLy8vLo7e0lNzeXGTNmYG1tTVRUFH19fdy/f5/Fixfz+vVrYmJiRObC4OZmUAf6b5esrCy6uroCuZeZmUl+fj5aWlqMGTOGyspKnJycMDIyoq6ujkePHjFz5kxycnL4+OOPMTc3JzU1la6uLqSkpLh58yZubm6oqKhga2tLUlKSoCh0dHSQkpJCfn4+1dXVgrHd0dFBZ2cnhoaGAq9ra2vLrVu36O3txcHBgYCAAIG+G9QKJycniwRqGRkZkZA5FCUjI4OxsTGKiopISUlRX19PVFQUHh4eIqhHQkICOTk59PT0BINeVlYWFRUV6urq8PLyYtiwYZSXl3P//n2xuXB3dycjIwMZGRkkJCQoKyvj1atXTJ06VRDVBsPaDA0NUVNTo6SkhK6uLnp7eyktLaWgoID4+HgqKioYN24cZmZmNDc3ExMTg729PWpqatjZ2WFpaSkSvYeq5OXlcXd3R0NDAwUFBZGVc+/ePVpaWvDz86Ovr4/u7m7q6uqETvzp06fEx8djbGyMh4cHzc3NZGRkoK6uTkVFhUi/LSwsJDY2FhkZGVxdXXn58iVLly7lwIEDAAJ5PXz4cIEhXLt2LU+fPiU7O1tkFzx//pzs7GykpKSws7Ojvb0dFxcX+vv7efv2LQkJCYSEhAxZ3wYvoZqammKaaW1tjYSEBOXl5Vy7do158+ZRVFREWloaI0eO5P79+3h6eqKrqysyJAaRjObm5rx8+RJdXV2BGx+8WJWWllJdXU12djb5+fm4ubnR3d1NdXW1kH1MmTIFFRUVEhMTmTt3LoaGhhgaGtLV1YW1tbXALQ4iokNDQ0V4Y1dX15D1zdXVlfb2dl6/fk1bWxtKSkrCEGloaIiioiLt7e0kJiaKwdVgjo6ZmRkhISFISUlRXl7Oq1evGDduHHfu3BE+jkmTJhEREUFXVxddXV2MHj2a48ePk5mZyZs3bxg/fjxdXV3IyMgQFBRESUmJ2DLr6emRnZ2NkpISI0eOxMzMjJKSEqKioliwYAHt7e1oaWmRmZlJbm4uxsbGpKSkDEnfenp6sLKyore3l8bGRlRUVATm29zcHAkJCRwcHKiqqhLbbBUVFaKjo//HZHlQlnLixAmuXLlCQUEBDg4O5ObmigFhRUUFxcXFLFq0iN7eXkxNTcnLy0NRUVHQJwf/+e+//86kSZNQVVXl3bt3gpanpKSEgYEB4eHhzJ49m4KCAurq6jAwMMDV1VUECP/bNYg1DQwM5NWrV+KiZWtrS0tLCw4ODmhqaqKrq4u0tLTIdnr37h3a2tqCmDRo0B30sA0Gfrq7u6OqqkphYSFVVVUCk11SUoK8vDyqqqqoq6sLTP2wYcOYNm2ayGEYNmwYZWVlwtzt4eHB8+fPBfreysqKzs5O6urqhLRtqMrAwAAdHR3U1NSwsbHB0tKSkJAQCgsLGTlyJPn5+QITPIiwHqSiDT7LNDU10dbWRltbm+bmZsrKyggLC2P+/PnExMRQWVmJuro6w4cPR0dHh6amJhQVFWltbaWgoIDa2lpMTU1RVlamsbGRe/fuUVlZKSTz6urqpKenCwJqdXU18+bNo7y8nP7+fhEyPYjZH4qysrKivr6exsZG2tvb6e7uxsfHh7NnzzJu3DhUVVWRkpLC3t4eLy8vRo4cKfD/M2fOpLu7m9bWVrq6ulBUVERRUVHIrIyMjNDW1kZKSgo1NTUGBgZ4+/YtH374IcbGxhQUFIjgy0HgU21tLbm5uXR1dSEtLS0yoYyNjUXGz7179/jmm2+ora0V9E0TExN0dXX/68/9j3I+AgIChDl369at/PLLLygpKXHo0CGWLVv2t/++hIQEwsLCRGBKdXU15eXlNDQ0EBwcTGlpKQMDA6ipqdHZ2Ul0dDRRUVEUFhby6tUrOjs7UVJSorGxkeTkZEpLS5GSkkJSUhIfHx/Gjh2Lj4+P+PINGzaMmpoaSkpKePPmDQMDA2hpaaGqqkpvby8pKSncvXuXhw8fIiMjI3TplpaWmJubo6mpKbjR+vr6aGlp0draSlVVFVZWVpiamv6Ttv7tMjIyQlVVlebmZgoLCyktLUVFRUVM7iwtLXF1dcXe3l586SQkJOjo6GD48OFUV1dTUlKCoaEhI0eOpKSkBB8fH2RlZfH09BSGu4GBAZqbm4UUqLW1FQkJCSwsLESgl4KCAuPHj2fBggWoqakJHKOlpaUI+CkpKcHS0pL4+HhB9Bg0wV68eHHIKGE9PT1iLWxiYoKqqirFxcU4OTnx6tUr1NTUxFo7Pz+fwsJCNDQ0ePv2LWPHjhWXV2VlZQYGBjA2Nqa/v1/gdqdOncqwYcNQVlZGSUlJkOEGD+7y8vKYmZnh6OiIkpISWlpaYouSmJhIYmIiDQ0NWFpasmLFCubPn8/AwADd3d3iZ/h/38oMhmQORb1+/ZrKykoMDAwEyURHR4f09HRBRuvp6SE3N5fS0lJ6enpEsFRUVBQVFRX09/ejrq6Ouro6ra2thIWF0draiqSkJM+ePaOtrQ0bGxthXjQxMRGa9MHNorq6OjIyMhQUFDB79mykpKSoqakRmQ6JiYlYWVmRnJxMUlIS169fR09Pj9LSUhGaNlTSIfgLiz2IwRzMexi8vHl7e9Pa2srr1695/fq1YP6bm5uLzA8tLS3y8vJISkqiurqanp4eioqKKC8vp76+nvLycoqLiykrKxMvscbGRiQkJATWWUdHByUlJQIDA1FTU+PatWviAiQvLy+khWZmZvj5+dHf34+Pjw/29vY4OTlhampKf3//kF52HRwcUFFREc+4tLQ0Xr9+TW9vr8jaGCTPDVKbMjMzsbW1ZeLEiXh6ejJixAgGBgZITk4mPz+fhw8fUlFRQXZ2Ni0tLTg5OQmqnLS0NH19ffT09JCSkkJJSYkw7SoqKtLX18edO3eYNGkSKioqpKen09XVha6uLtnZ2bi5uSEhIUFsbCxpaWkUFhaSmJhIdnY248ePHzIpxyB8xNraGmVlZdTU1HBwcKCurk78WVVVFd3d3RgZGWFqakpLSwsRERE8e/ZMXKhGjBghCGuD5Cd/f39xwR28YKipqTF69GiRuaWlpSWGEIO/mxISEnh7e+Pl5YW7uzsWFhZISUlRXV1NV1eXCH2Ul5cnOjqayMhIenp60NXVRVVVdUj6pqenJ951g5lBzc3N+Pn5MTAwgJWVFa6urnh4eKCvr095eTkuLi5Mnz5dHKJfvHhBV1cXJiYmNDQ00NvbS3t7O7KysowePRonJyeRtdDW1kZ2djY2NjZIS0ujr6+PkpISlZWVxMTEkJCQwNy5c8nJyUFXV1dsPYYNG8acOXPIz88nJycHMzMzdHR0GD9+PC4uLkKG4+rqOiR9g788qG5ubpiamooLUEhICC9evKCnpwctLS2CgoKYNm0aU6ZMYdKkSeIwnZycjIyMDEpKSjQ3N1NXV4eFhQXv3r2jra2N4cOH/4/f897eXuTl5fHz86OyspK7d+/S2dmJqampOKOpqamhqKgovncjRoxAVVWV7u5uERCdkZGBl5cXra2tZGVlCTLlYIDvUJSbmxtKSkrIysoKFdCoUaPQ0dHB1NQUW1tbLC0tcXZ2xtPTE2NjY5KTk8nLyxNE0kGfTFpaGnJycgwMDKCqqoqtrS3wl3xtECXe2dmJrq4uDg4O2NnZISkpiaGhITY2NkhKSlJdXc3r16+RkZEhKiqK69ev09DQgIGBgfjvysnJUV9fT3d3N/CX59vFxQV3d/f/+nP/Y9Suvb09R44c+X/8eWtr69/Oa3B2diY2NlYg1w4ePMj69etRVVVl2LBhImm3srKS/Px89PX1mTBhAoGBgaSkpFBfX4+mpiaysrLU1NSQm5vLw4cP2bhxI97e3igoKFBcXExvby9GRkbExcXR09PDpk2biIyMJCkpiaSkJLKystDX18fQ0FAczNesWSMmslJSUjg7O7NkyRIsLS2ZM2cOU6dOxcTEhPLycjw8PLCzs+PYsWP/tK1/q3x9fUVw1mB4m7a2Ns7OzqxZs4ZZs2ZRW1tLb28vsrKyGBoaYmBgQGRkJD///DMjR45kYGBA+Dtqa2tRUlIiISEBCwsLVq9ejYGBAbm5ubS3tzNz5kzU1NSQkpJi0aJFNDQ0oKGhgbq6Om1tbbS3t+Pr68vhw4dRU1Ojr68PgKysLB49esT48eNxc3Pj7NmzNDU1CQmEiYkJmZmZXLp0iU8++eRf75uWlhaVlZU0NjYSGxtLXFwca9asIT4+ngcPHvDJJ5+gpKREQ0MDmZmZ4uXz448/iqTW69evEx8fj5mZGevWrSMtLY0PP/yQ+Ph4rKysiIuLo6ioCFNTUwICAgQK2czMTFzYKisrhel/8ECVlJSEiYkJLi4uIiBOQ0MDfX195OTk6OnpwcbGhr6+PqKjo6mrq8Pe3n5IEMUAly5dori4mFmzZmFnZ4ecnByhoaFoaWnR1taGpKQkT548QUtLC2NjYx49eiT8C+7u7vj5+WFtbU1HRwfOzs40NzeTlZUldPtaWlp4e3ujp6dHcXExY8eOpb+/X3DeX716JQIpKysruX//Pra2tgwfPpxRo0bR2dlJVVUVNjY2rF+/ns8++4yCggI6OztJSUkhJyeHvr4+7OzsyMjIwMrKakj6pq2tTXt7O2FhYeTl5TFy5EjOnz+Ps7MzU6ZMQU9Pj2PHjok8olOnTjFv3jwmTJjA4cOH2bhxI42NjSQmJtLT00NWVharV69GTk6OsrIy8vPzqampAf56EaxZs4aCggK0tbUpKChg2LBh6OnpYWBggI+PD59//jkZGRlERUWJl3dtbS3m5uZkZGTg7u5OT08PmpqauLu709/fz+vXr7l58yYqKio4ODgMSd9KS0txcnJCRUWF2NhYEQJ46tQpnJ2dUVBQEEOEvr4+IUNct24dKioqnDhxgtLSUmRkZJCSkmLHjh3o6+szevRo7t69S3h4OIsWLWL8+PFCgrp9+3aysrIYNmwYTU1NBAYG0tvby927d5GRkaGmpoYtW7bw3XffMWzYMBwdHamsrOTSpUtMmzaN/v5+bt68iYeHB0VFReTk5Ii8gaFKOK+vr0dCQoKqqirS0tJIT09HW1sbWVlZcbk8duyYeJ+WlpYSFBREcXExra2ttLe3Y2JiQldXF319fXz00Uf89ttvODs7IyMjw6hRo0hKSkJSUpLp06fj6OjIgQMHWLVqFd3d3SLjaNCUrqOjw4EDB/jyyy9JS0tDS0sLRUVFsQkYlJd+9NFHYhhjbW2Nn58fb9684caNG0Miu1JQUKC6upqkpCSam5txdHSkpKQEc3Nzhg8fTltbG2/fvqWnpwdfX18MDQ2FRMbf319sxQbff/Ly8gIBe/nyZVRUVMRWqrOzk+HDh/Ptt9+yatUqTp8+za+//oqOjo64rF25cgVTU1Pi4+NRVVUlJiYGPT09/Pz86Ozs5NatW+Tk5FBSUkJnZyetra1iUNvT00NcXBxjx4791/sGfw1YXrx4QXt7O6qqqhgaGoqMmJycHIYPHy6wyn19ffT29lJdXY2bmxuurq68fv2azs5OJCQkMDMzE97fHTt2oK2tjaWlpbh8VVVVoaamxscff8yZM2eorKxk9uzZqKiooKWlhYODAydOnGDMmDGMGzcOKSkpga6fOHEiLS0tREZG0trayv3795kzZw6VlZUUFxcLpc2IESOGpG9FRUXcvHkTeXl54RlKTU0lKCiIY8eOMWvWLPr7+8nLy0NWVhZra2v++OMPtLW1effuHREREUydOpWenh5xzigqKuLUqVNiYyEtLU1ubq6goFVVVZGVlUVvby9paWliEKepqUlZWRm2trYUFxdTVFREc3MzbW1t1NfXi+/zpEmTSE5OJjQ0FDk5OTIzMykoKPgf4cz/X/WPLx//v+rKlSt/e/vx3nvv0draSlpamiCE9PX1CWTv7du3OXPmDIsWLWLs2LEkJiairq6OhoYGCxcu5NSpUzg4OAgpx+DB7t27d7i6upKQkCBY3YMvAE1NTXR0dHj79i3Lli0jIiKCJ0+e0NLSwpkzZwgODqazsxMLCwuePXtGU1MTo0ePxsXFhbq6OhQVFYXRTEtLS4QOxsTEkJub+3+6rf+v1dTUhJGRkWD6Z2RksHPnTmRlZZk/fz6BgYHk5uYSHh7Ou3fv0NLSQk1NjTdv3uDr6yuCr+7cuUN4eLjQI48dO1ZcBgfXaIOGu9OnT/PNN98QHR0tfoE7OjoEX3zixIncvn2bgoICLC0tBUM/KChI4Cr9/Pzw8/MTU95BDf/gCv7frl27dqGsrExxcTE9PT24urqSnp5OZGQk1dXV/Pnnn3z//fd0dnaSl5eHi4sLpqamlJeXc/z4cebMmYOhoSGSkpKMHDkSLy8v6urqWLVqFRMnTiQhIYGBgQFKSkp4+fIlGhoa4vfik08+QVdXl4GBAUaNGsXGjRuxsLCgr6+PvXv34u3tLdbFg/rz7du3o6KiwoIFC5g8eTJmZmbk5uYKZOCMGTOGDKk4YsQI8V1ITEykvLycgoICNmzYQGFhIS0tLaxevRozMzMxiBgkxd2+fRsHBwfk5ORwcHBgYGCACxcukJubS1RUFDt37qS3t5fCwkIR7Lh27VomT55Mc3Mz27dvJycnh7y8PDGtUVVV5Y8//uDLL78kMzOTa9euoaenx/jx4ykvL0dRUZFZs2YBcOjQIebPny+C1oYynDE8PBw/Pz+6urqIjIzk3bt36Ovrc/PmTaZNm8b27dsxNTXF0NCQgYEBVFRUhE565cqVImywuLiY4uJiPvroI0JCQnjw4AEDAwP4+fmhpKQkoATbt2/n7t27bNu2TUzBbWxshLfr4sWLTJw4EXl5eaqqqvD39xfhi+np6QQGBjJr1ixhZrexsSE/P5/29nbevHkzZAZgW1tbfvnlF1pbW/H392fLli3Ex8fz/fffM336dHR1dZk5cya+vr40NTURFRUlkK5jxozhzz//ZNq0aairq/P27Vvy8vJEMGxeXh67d+8W3h8nJyc6OzuRl5dnzZo1uLi4kJubS1tbGy0tLeTn53PmzBni4uI4cuSI2Mrl5uaipaXF2LFjmTx5Mt9//z0uLi4MHz6csWPHcvv2bY4cOcIXX3wxZN6skJAQWltbUVVVpbGxkZqaGsLCwmhqamLt2rXs27ePmJgYcQCsr6/ngw8+YMKECUyfPp0HDx5w9+5dkb2jrq7O1atXmT59Om1tbcyZM4ecnBzk5OQICAgQk+dVq1axfPlyMjMzsbOzIzQ0lISEBCZNmoStrS1aWlp89913+Pr6Iicnh6ysLAYGBuzYsYNFixbh7OxMTU0NFhYWqKqqkpCQwNGjR1FXVx+SvsFfF7e0tDQBwvnss88IDAwkOjqa6Ohopk6dSlFREdXV1ejp6bF9+3bhIxj01rx69Yq+vj4mTJjA2bNnCQoKErCVQVnNIP543LhxREZG0t7eTlpaGg4ODmLTKSEhwZIlS1BRUcHd3Z3y8nLu3LnDL7/8grGxMV999RWysrLs2LGDSZMmERMTg5KSEkZGRpSVldHa2jpklw8DAwP6+/vR0NBATU2NlpYWjI2N8ff3FwGmd+7cwdPTE1tbW1JSUkT21bp169ixYwdPnz6lo6ODgoICgQr/z3/+g6KiImVlZUIquGfPHjo6Opg1axbBwcEYGBjg6+tLQ0OD2ACvWLGC999/Hzs7OzZu3Iivry++vr7Y29uzaNEiLC0tOXnyJLdv3+bjjz8mICCASZMmiQ3rUNXTp0/R0tICoLOzk9raWg4fPkxcXBy7du3i6dOnVFZWoqmpibS0NCUlJXz//feMHDmSmJgY9PX1efLkCUZGRuzevZuwsDAOHTrEhx9+KC6ntra2eHl54e3tTXx8PNLS0tTX17N+/XpGjBhBb2+vgLlIS0tTW1tLQEAAampq1NTUEBsbS0REBNra2nz++eecPn2ayMhI4uPjhbdVSkoKdXX1/3rb9l9dPiZMmEBxcfF/3cy/e/kYDAsbnFB6e3tjYmLCoUOHyMrKIiAggAcPHvDs2TOR/rt371727NnDhg0bGDdunJga7tu3j0OHDhEfH8/XX3/N1atX6e3tRVdXl8bGRnp7e9mxYwdHjx5l5cqVbNmyhbdv3zJq1ChWrlzJ27dvCQ8Px8PDg3v37hEZGSkO9o2NjXh6etLb28u+ffvQ1NRk06ZN7N+/n4GBASZNmkRBQQFmZmZ/6/P/07pw4QLu7u7ExcWhrq7Op59+ymeffcbChQvZvXs3oaGhZGdn8+7dO9TV1Zk7dy7Lly9nxIgR+Pr6itTgFy9ecPXqVSoqKpg/fz5lZWUsX74cTU1NqqurUVBQQEpKit9++42TJ08SFhaGg4MDMjIy5OTk0NXVRVBQkJjYz5kzh4aGBgICApgzZw76+vps2bKF8ePHExMTg66uLkZGRowaNYqoqCh+//139PX1/1FA5T8pSUlJPv30U6ytrblz5w53795lw4YNfPvtt0hKSgo5X3l5OZ2dnQQHBxMTE8P8+fMZPXo0N2/eFFOTwe/UILVqcC1aVlYmsIgjR47E1NSUU6dOsXfvXgoLC/H29kZaWprNmzeLzdX8+fORk5MjNzcXBQUFtLW18fb2RlJSklGjRrFp0ybOnTvHyJEjUVNTw8rKCk9PT2bMmMHp06eHpHdaWlpMnjwZQ0NDHj58yJkzZ+jt7WX37t309vYyMDCApaUlVVVVaGhoMG/ePNatW8fIkSOZP38+ixcv5osvvsDNzQ34ayMgIyPDokWLmDhxInl5eeLA5+TkxJw5c/jxxx+xt7fn5s2blJSUiCl3REQEgYGBtLW1sXfvXoKCgtDQ0EBRUZGamhrKysrw9/fn22+/pa+vDwkJCVpbW6mrqyM8PJzy8vIhM2MOasSnTJmCo6OjYKa7ubkRFxeHnJwc6enpyMvLExAQwPz587l69Spubm6EhoYiLS2Ng4MDQUFBzJ8/n5SUFF6+fElISAg//fQTkZGRBAUFUVhYSFhYGN9++y2ZmZlYWFhw6dIlFixYQE9PD01NTQKTeuTIEdauXcvevXs5duwYDx8+pKWlBVNTU27duoWOjg5Tp05l1qxZ9PX1MXLkSI4ePcqlS5eGpGeAeCaYmZlRXl7OJ598gpqaGmVlZUImeuTIESorK5k1axbGxsb88ccffP3116Snp/Ppp58iIyMD/CXhsre3p6amhrNnzyIrK4umpia///47paWlLFq0CH19fQHvGETutrS08P777xMQEMCuXbuws7Pj9evXTJ48WciyBnXmw4YNQ1tbm1u3bgF/yXhGjx4tNtBDNSQoKyujt7dXZCkcPnyYLVu2sGHDBiwtLdm4cSMpKSnCk3Hy5ElKSkpYsmQJycnJzJ07l82bN9PZ2cnz5885efKk2MAWFxdz5coVIb89d+4cv//+O2PHjmXu3Lno6+tjbW1NeHg4LS0tBAYGcuzYMdauXUtERIT4WWhoaHD//n1++eUXPv/8c+Lj44mOjqa1tZXw8HCkpKQICgrCyMhoyBDF27dvx8XFBUdHR1JSUvj66685d+4cEydORFpamhs3bhAeHk5WVhaSkpJISkoSEhIiICHvvfceZ86cEdlH3t7e+Pv7M2HCBMzNzRk1ahRv374lKSmJrq4u/vzzT2xtbZk+fTqzZs0SB28HBwfOnTtHVFQUxcXFjBw5Emlpaaqrq2lqakJZWRkdHR0hpxwMyXV0dOTmzZt8++23aGhoEB0dLTai/3YdOnSI3t5eAgICBGDBy8uL9evXs2fPHuLi4igpKeH58+fY2dkxe/ZsPD09+frrrwkKCmLLli04OztTUFAgPMCDfkslJSWRNWFra8uuXbs4cuQIFy5c4PPPP+fHH3/E1NSU8PBwDh8+TEVFBXZ2dpw9e5bTp0+zbds2scny8/OjoqKC/fv3s3TpUvbv309CQgJlZWUUFxdTXV3NqlWr/mtq0/+2/P392bFjB42NjUJx0dDQgJOTE+vXr2fLli2sWrWKvLw8lJSUsLa25u7du5w7d44//viDuro62tvbSU1N5dmzZ9ja2pKXl0drayujRo3C09OTEydOEBMTQ2trKy0tLTx+/JhTp07h6OiIg4MDt27d4vXr10hLS6Onp8fevXtpa2vj+vXr4pzY09NDdHQ0FRUVPHz4kAULFqCoqCiUQoWFhX9LHvlfXT7Gjh2LgoLC/yfhpLe3lzt37vzX//HBun79Og8fPqSsrAwzMzOkpaVZu3YtgYGBTJ06lYCAAF69esXYsWOZN28eKSkpyMvLM3bsWE6ePElFRQULFiwQq8zVq1dz7do1bt68iaysLCtXriQpKUnEw798+ZKzZ89SWlqKv78/ycnJpKenk5SUBPxlfsvJyWH37t04OTkJ9n5paSlnz57l66+/5ujRo0hISPDtt9+Ktdbvv//OihUruHTpEhMnTvzbffi7paCgwLhx42hqaiI+Pp7w8HBqamqIiopi0qRJbNy4URi/BolTLS0tWFtbY2xszNq1a8Xae8SIEXz88ccoKytTVlbG/v37CQ0NxcvLCysrK6GnHzTdOTo6cvToUYKCghgYGOCjjz4SEoitW7dibW2Nubk54eHhXLt2DScnJ4YPH05sbCy7du0SWL2pU6fyyy+/ICEhwapVq/71nsFfgVBZWVmcOHECCQkJvv/+e/GiPnv2rKABFRcXk5GRIXq3atUqvLy8cHR0JCQkhO7ubvT19XF3d2fOnDkEBweTnJxMRkYGt27doqqqCjMzM06ePMnPP//MjBkzCAsLw8LCgidPnpCSkkJSUhL9/f1s2LCB5ORksrOzefHiBSYmJtjY2PD06VP09fUJDw/n559/xtjYmJcvX5KYmCgkSkPVN0CE9C1fvhx7e3v+85//YGxsTHh4OA4ODixatIjTp08LjWhjYyMbNmzA1dWVtWvXcuvWLc6fP094eDgzZsxg69atREdHiyT4wWm/hYUFZmZmgq0/ffp0BgYGBIHt9u3bZGZmMmPGDEaOHMn27dtRU1MTKb+DCbWXLl3CwcGBTz/9lG3btnHhwgXmzp1LWloaTU1NQ6bBDw8PZ8+ePaioqNDR0YGEhAS3bt2ipqaGw4cPc+DAAaSlpTlz5owIWSsoKBBr961bt7Jr1y7Onj3LqFGjeP/99zlw4ADPnj0Tw5PLly/T0NBAY2Mj+/btY8GCBVy6dIknT57Q3NzMoUOHSE1NFZr1X3/9VTwDN23axMmTJ1FSUkJGRoYXL17w559/EhAQgKSkJLKysnR2dlJRUYGGhsaQ9AzgwYMHaGtrC21zXV0dM2fOREdHh/fff5+lS5diaWlJUlISR48exdramujoaLKysjAxMeGHH37AwsICS0tLdHV1BT0nMDCQH3/8kRs3bpCenk5WVhZ1dXWsW7cOfX19Ghsbhc+qtraWwsJC/i/e/jM862p714bP9N57772RQkJCSAgQQq/SBRFBENQFIqLYECtFRFBAAZHeeyeQBFJIIIH03nvv9U57P3jc89nr2Hu//7V8HjO/SL0lI78y5xjXdV6WlpYi12j9+vXs2rWLTZs2kZ2dzYkTJ5g9ezZqamq88847Ql8t9TDp6upy4sQJLly4MCJ1+/HHH/H19cXMzAwLCwuUlZXx8fFhz549LF26VFCYpHSiBQsWsGXLFkJCQoiPjxdhvkVFRQDMnj2b4eFhFi5cSE5ODrKysiIocPz48WhpabF//37Cw8P517/+RX5+Pra2toJoNGvWLNasWcPYsWOprKxEVVWVKVOmEBISgqamJqmpqXz//fc4OTmxfft2QkJC6OjooLq6msbGRvLz80fES6muri4SyKdMmYKfnx9JSUksWbKE2bNns3DhQt5//322bdtGW1sb165dw9bWlm+++YYjR47Q0tLCjh07SElJobS0lJKSEj744ANmzJjBtm3beOutt/Dz80MikfDy5Uuio6MFzej3339n5cqVgmjU0NAgPHY7d+4kKSmJo0ePsmvXLi5duoShoSHHjx9n5cqVrFu3TsjqJk2ahImJCX19fVRXV4vD9z+9pEGRycnJtLW1YWFhwaFDh3j58iX9/f24urqirKzM5cuXqa+vx9HREQUFBUxNTRkaGmLixIlUV1fz1ltvMW7cOI4ePYqqqioHDx7kq6++wt/fn9raWjFVmz17Nh9++CGnT59m+fLlgs528OBBmpqauHr1Krm5uQQFBbF7924mTJhAfn4+iYmJlJWVERQUxMSJE1FXVycpKQlVVVWRX7Fhw4b/OCzv/+0KCwvjxYsXaGpq0t3dzdOnT9mwYQPNzc1ER0fz5ptvsmjRIurr6xkYGCAzM5PExERkZWVJTU1FSUkJKysrcWjx9vbmxYsXQvapq6tLTk4OnZ2dLFy4kNDQUCZOnMj8+fOJjY0V5LRZs2ZhZGQkQi9lZGQIDw9n3LhxAMTExNDY2MiXX37J2LFjOXjwIMrKysyZM4fu7m7q6+t58803/2NP4H90+Jg6darggf9P6++QnmJjY9m+fTtWVla8ePGCO3fuEB4ezocffohEIqG3t5fAwEAkEgmPHj2ivLwcS0tL6uvrKSwsZOLEiULC0drayrfffktNTQ1ubm4UFhby9ttvo6enh4eHB4WFhaSlpVFbW0tERATTp09n5syZFBcXMzg4KHSKUi343bt3ef78OePHj8fDw4PU1FSRIXLu3DnWrFmDsrIyLS0tdHd3U1tbK7q6//TS19fn+++/Z/r06axcuRJFRUUWLVrEvXv36OrqIjExUXSS9PX1qampwcHBgQULFvDxxx/T19dHaWkpkydPxtbWlgcPHqCrq8u4ceM4duwY165d48iRIwwPD+Pg4MCnn36KlpYW58+f5+eff2bjxo0oKytz69YtWlpakJeXZ/ny5YwePZorV66gpaVFUVERTU1NGBgYsHDhQkxMTNi7dy9TpkwhKSmJ27dvU15ezqZNm9ixY8eI1G3dunXcvHmToaEhgoKCaG9vF8nD2traPH36lB07dgjUoZycHPb29oJq1tzcLDo0d+7cISkpiZSUFMLCwpg0aRLq6uoYGhpSVVWFnJwcd+/epaWlBUdHRxGwWFxcLLIWUlNTMTIy4vjx4zg7O4t/i1R6WFJSwvfff8/MmTOZMmUKnZ2dQjIXHR0t0NcjsXx8fFixYgXFxcWkpaVha2vL7du3qa6uZuPGjaioqJCeno6qqiouLi60t7djYmKCj48PMjIybN++HTs7Ozw9PVFUVERFRYVbt26RmZnJwYMH2bhxIw8fPgQQ3pm3336b2NhY5syZw/Pnz9HQ0KC2tlbAHpKSktDT0yMnJ4fm5mYuXbqEkZERnp6ezJ8/nyNHjrB3714RpGlpaUlqaiqKioojVrsZM2agrKws9MwaGhrs2rULfX19Pv74Y6qqqjA2NmbmzJk4OTmhqqrKyZMn+eyzz7h8+TJ37tyhra2N3t5eXrx4gZubG7t37+bPP/9k4cKFXL9+XSRsOzk5sXTpUlxcXBgzZgwzZ84UaHFbW1saGxvZv38/Dx484MiRIyxbtgxZWVlycnIoLS0V5sT29nZmzpxJU1MTjY2NdHV1oa2tPWJaaABHR0euX79OVVUVnp6eODs7c+7cORITE1m+fDkLFy7ExsZGgDU0NDRQUVFh9+7d/Pzzz8yZM0eEskkkEjIyMoiLi2PixIl0dHSIsLKQkBBUVVWFWf/EiROcO3eODz/8UHg/MjIy2LJlC0ZGRvT39wPw9ddf09fXh4GBAQMDA3h4eDBmzBi+//57Xrx4Ifj5BgYGbN68mdOnT/PGG2/843XT1tZGT0+PxsZGrl69yq+//oq+vj4//fQTu3fvJiwsjJcvX9LX14epqSkNDQ189dVXGBsbo66uTn9/P6+99hoAhYWFKCkpUVdXh4KCAkFBQezatYuenh5kZWW5fv063d3dFBcXExAQwLvvvktHRwcNDQ2oqqoyevRoNDU1WbBgAe+++y7Dw8PIysqipKREW1ubuK6qqqqYPXs23377rYB8SA2xjx49GhH50KeffsqOHTuIjIwkPj4eDQ0NpkyZwmuvvYaLiwt2dnbs37+fy5cvo6SkJDIspMQlMzMzfv75Zzo6OtDV1eWDDz7g+++/Jz8/n6qqKpGfIpWNdnd34+fnx5QpU2hvb2f37t2cP3+eo0ePoqGhwYoVKwgJCWH//v3cuXMHZWVlMjIyKC0t5cqVK3zyyScsW7aMV69esWzZMjIzM6msrMTOzo6xY8dy6tSpvwUB+jtLGmbn6upKY2MjysrKzJ8/n6qqKjIyMkRjQEqBu3v3rvAcjRkzBnd3d0aNGoWqqioSiYSYmBju378vwnyvXbuGvb09fX19IghS2lzZv3+/MOBHRkairq4uplGLFy/mypUrPH78WJD6tLW1cXZ2ZvXq1ezbtw9PT0/u3bsnSKkj0TyWri+++IKUlBQiIiIIDQ1lwoQJyMrKsm7dOj744APOnj1LXV0dtra26OjooKCgwNmzZwkODua3335j9uzZ9Pf3C+m7dOozZswYNm3axOXLl4U8f8+ePVy4cIFDhw6RkJDAwYMHUVBQwNramsDAQBwcHLh69aoIL/7ggw/4448/aGxsREVFBWtra+Tk5DA3N0dGRgYFBQVu376Nq6srU6ZMoaKiQmCh/6f1Hx0+3N3d/7df6+7uFvQaAwMD/Pz8MDU1/VtGRCnjWV9fHw8PD0pLS0lKSgL+OphoaGiIF2t7ezspKSmCby01qebl5fHq1SvRUZBqkrW0tJgzZw6FhYXk5+fT3d0tuljDw8Ns2bKF6dOno6SkRF9fH21tbSgqKoroel9fX4EWhb/G6JGRkaSkpODt7c3t27dRVlYGwNTUlLlz5yIjIzMiRJhFixYhkUjo6+ujrq6O4eFhHjx4gJycHPHx8cybN4+mpibq6+tFzoAU0+fg4ICSkhJKSkqC1ZyQkIC3tzc2NjZcuXKFqKgotLW1GTduHEFBQQwPD3P+/Hn09fXx9PQUGumJEyfi7OxMe3s7V69excnJicLCQqytrVFVVcXMzAxlZWW0tbV5+PAhxcXFzJkzBwMDAxobG8Xk6MKFCyOSKtrS0kJRURHW1tZYWlrS1tZGa2srZ8+e5eeff2bz5s1ERkZibm7OmjVryM3NJTw8nKSkJJycnGhqakIikTA0NCQ2RNKH3/Xr1+nq6qK2thZVVVVkZWX54YcfkJeXZ+/evRgZGREeHk5XV5fAh65YsQIXFxfGjx9PTEwMHR0d6OnpCUReSEgIX3/9NUNDQ9y+fZvGxkY6Ojro7+8nOjoaAwMD0en/p1dVVRW2trb4+PjQ3t4ujGa7d+8GEAF6WlpaNDc38+LFC/bt20dubi7r168nNTWVhoYGXFxccHR0RElJSdzTampq5Ofno66uTnFxMYcPH8bc3JwZM2aQmZkpNt/FxcXCA7Nnzx7mzp1LQ0MDnp6eQtYiJX5YWVmhra1Na2sr+fn5hISEYGtrS0VFBefOnWP9+vUjUrf09HQKCgqYOnUqwcHB1NTUkJSUxLVr15CRkeHp06coKCigpaWFjY0NFhYWQqevq6uLubk5AwMDjBs3Dl9fX5GXUFhYyMqVKykoKCApKYnW1laam5vJy8vj8uXLVFdXs2jRImRlZQWqs7+/n76+PhF6+O2335KQkCCaFFlZWcjIyBAYGMilS5dQVlZm7ty5GBsbU1BQwPDw8IjUDCA5ORkrKyuBl5ZCRlatWsW9e/cYGhoiIyOD1tZWysvLMTIyYtGiRZSXl7N27VoWLFhAU1OT8BPKyckxNDTEo0ePKCgoEDr1+/fvk5qaioKCAgsXLuTw4cP09fVx69YtZsyYgYKCAtevXyc7O5uIiAgqKysJDQ0lOTlZEMLKy8txdnbm4MGDhISEEBQURHNzM9nZ2fT09GBsbEx2dvaI1K2/v5+qqiq0tLTQ0NAgKSmJ7u5uYmNjMTIyYnBwkHHjxlFZWYmsrCyWlpYiFNXDw4Ps7GxSU1NFpsv169eZMWMGdnZ2ZGZm4uzsLEyoNjY2rFq1CiMjI5YvX87du3dxcXEhOjpaTKGsra2prq7m2LFjhIaG0t/fT0VFBTU1NQwODopwYXNzc7KyskQzq7Ozk56eHtGQ+aeXnZ0dS5cuRVZWlurqam7cuMH58+dpb28nKiqKLVu2cOfOHeFBOXnyJGlpafj7+7Nnzx4kEgnm5uaisffZZ5+hoaHBtWvXaGxsZPHixeI+ys/PR0NDg/j4eN566y2OHDlCUFAQYWFh6OjoUFhYSHV1NRUVFZiYmCArK0tMTAw2NjYcO3YMJSUl5OXlefXqFYGBgairq1NTU4OhoSETJkwgNTV1xBqhAJaWltTV1aGmpibQ842NjXh6eoouuVSmqKCgQGtrK+bm5hQVFdHa2kppaSkeHh4ifPLUqVMsX76cwsJCcnNz2bBhA/Ly8mRnZ9Pe3k5JSQkeHh7s2rWLJ0+e0NDQwKhRoxg9ejT9/f0CLrJjxw4sLS1FYLSRkRHe3t48fPiQiIgIgbB/+vQpZWVlFBUV0d/fP2KSXG9vbyQSCQUFBfT39+Ps7CyCDqdMmcLhw4fJyMhAU1MTX19fDAwMOH78OKdOnaKnp4dXr15hbm5OWVkZeXl5wlzv7+/P5cuXWbBgAb6+vmRnZzM8PMz06dPJzMzk0aNHAhFuZGSEo6OjIEqmp6czZ84crl69KmAGZmZmbN26la+//pqCggKmTZuGqakpALW1tWRkZODo6Pgff91/y3D+6tUr1q9fT0tLC+rq6sjLy9PV1cXChQv5+OOP/+sxn6GhId3d3eIw4eHhwfnz5zl8+DADAwOEhIQwbtw4zM3NxehJVVWVMWPGMDQ0hKWlJa9evcLIyAg/Pz/U1NSIi4tj3Lhx3L59m5KSEqqqqtDV1cXHx0eg/GbMmMG5c+doa2tDIpFQVFREV1cXGhoa5OXloaKigry8PKamprS3t9Pe3o6HhwcnTpwgICAAbW1t9PX1MTY2FmjfpqYm1NTU/i2A8Z9aSkpK2Nvbk5WVRVJSElVVVcjLy9Pb24uGhgaampq0tLTg5eWFpaUlFRUVKCgo8PTpU8LDw7l69SrOzs7o6OhQUFBAd3c3KioqtLW1kZmZiZubG6amplhYWKCgoICysrJ4sPr5+REXF/dvJn6pUTYtLY1Ro0ahra1NWVkZioqK6OjocPXqVeLj47Gzs8PY2Jjh4WGUlJQwNzenq6uLxsbGf7xmAMPDwzg6OorQybi4OOzs7KiqqqKurk7kCri6uopAqKioKKqqqsR1+OLFCyorK2lsbMTAwICUlBShgQRISUmhvr6exsZG0WU/deoUQ0NDaGpq0tXVhaampsDBOjg4oKysTHh4uJgGtbS0oKqqSkBAgLiGjYyMqKioQFtbGwcHBxITE0dM0wt/NSJUVVVRVFREVVUVFRUVnJ2dGRwc5NGjR8ybNw83NzdUVFTEpPTmzZuMHTsWWVlZ+vv70dHRoaOjg8jISCQSCZMmTRL+FmnuRW5uLgMDA7i5uXHjxg3mz59PZmYmxcXFQvPc3NwskLPSh6PUPGtjY0NwcDAmJibi/jQ1NaWiooJLly6JbvhIraGhIcaOHYucnBxxcXE0NzdjZGQkQkqluE19fX1Beunv70dJSUmYwqXs9oiICADRyXv69ClmZmb4+fkxMDCAjo4OiYmJJCcns2DBAvT09MjPz6e+vh5bW1vU1dXFpubUqVNCviUNuWptbSUiIoLBwUHKysqYPXs2paWlYuJmbm4+YnUzMjKio6MDe3t7rKyskEgkODs74+7uzpEjR1BWVsbDwwNNTU3k5eVRVVXFzs6O2NhYTExMaGpqIi4uTmz6dXR0qKqqoquri6KiIhYuXIicnBwPHjzgxYsXTJ48mby8PBISEnjzzTdpaGigtbVVpEonJSXh7e1NZWUlwcHBGBoaiutP2hk0NjbG1taW58+fC6x2R0cH5eXlBAcHj0jdpLlAxsbGDA0N4eXlhbq6OioqKpSVlQlMu42NDSoqKlhYWNDa2kpZWRmenp5UVVWhoqKCnp4e6urq9Pb2cvv2bdauXUtaWhq9vb1YWVlhZ2eHs7Mz/v7+ZGRkoK+vT2hoKE5OThgaGmJrayvSkaUhwu3t7djY2Ihpmqurq8iKUlBQELQdMzMzBgcH0dDQGDF5ZEtLC6NHj6a6ulqEU16+fJnY2Fg2bNhAT08P48ePR09Pj+7ubuHRaGhooLGxUUxcq6urqa+vZ9SoUWRmZmJgYICHh4eYBBsaGlJbW0tLSwvZ2dns378fU1NTsrOzkUgk1NXVUVBQQGVlpdhn9PX1oaysLLIwWltbuXnzJm1tbYwbN05IeKVZOBoaGiP2ToW/kLHHjx+nra0NXV1dZGRkePbsGaNGjaKjo4O7d+8KFG5XVxc9PT0iays6Opre3l4BSMjJyaG6uhpfX1+MjY2xsbFBQUFBUNj8/Pxoa2ujs7OThoYGvL296e3tFYeb5uZmenp6GB4eJi4ujq+//prGxkYMDQ0JCgrC2dkZNTU1ZGVlMTEx4dmzZzQ1NWFvb09wcPCISktra2vFBl9WVhYVFRWhIFi6dCn29vakp6eTnp6OoaEhkydP5vDhw+jq6hIUFPRv7zhp7puCgoII4c3PzxdqHml+THd3tzjgu7i4CEjT8PAwDx8+JDg4mKSkJBQUFHBwcCArK4tXr14JOJCenh7u7u7o6upSVlaGkpIShoaGtLS0/Me0q7+V8/HFF19gZmbG7du3SU5OJjExkSdPnqCoqMh33333X3+epqYmtra2FBUVERcXx+DgIJaWljx+/Jjq6mp6enrw9fXFxcUFU1NTvLy86O7uZurUqWJz7ODggJ+fH+PHjxdp3NKE7+TkZKG/l0qMDAwMcHZ2ZsaMGSIRvLGxESUlJfLz82lrayMwMBAFBQWGh4fp7u6mt7cXIyMjlJWVBWJx1qxZuLq64uHhga+vL7m5uVRUVPydsv7Xq7GxkdraWoE/y83NZfTo0ZiYmODn50dGRgbV1dUMDg5SV1fH9evXhREJoKKiAjMzMxQVFamsrMTLy0skktvY2GBnZ4eDgwNDQ0OkpKTQ0dGBmZkZXV1dyMnJkZeXx5MnT3j06BFRUVG8ePFCbKTGjRsnslOkN8PRo0epra1FR0eH9PR0kpKSKC8vF/ks9vb2I1K39vZ25OXl6e7uJj09nVevXjFr1ixevnyJn58f+fn5KCsrU15eLszAFy5cEIGKjY2NdHd3IyMjQ0dHhxjPSznwr7/+OmFhYeKlHRgYiJ2dHefPn2dgYICUlBSRIu3i4kJTUxO5ubnimnRwcEBHR4fe3l66u7txcHDgzJkzwkAm5e8HBgYyatSoEQ1ECg0NpbOzkxcvXpCZmcng4CBeXl5UVVXR19eHRCIRh3CJRIKbmxtJSUkYGhry4MEDEahYWFjIzZs3uX37NsPDw+Ka09PTE53kkJAQDA0NOXz4sMih6evrE6Pn6upqLC0tiY+PR05OjoKCAl68eEF0dDRJSUm0t7cL7GdPTw/Tp09neHiY58+fU1NT8191af7fLjs7O4KDgykuLuaPP/4gKioKNTU1lJWVMTU1xcXFhfDwcJydnRkYGKClpUVQqpqbm+nq6hIJ5X19fcydO5eMjAyCgoJobGykvr4eGRkZrK2tcXFxobOzk7CwMBHQVlhYKMJTExISqK2tRUtLS+CmGxoaKCsro6ysDFdXV/z8/NDS0kJFRUVItTIyMgQta6SWdKMlpeXcv3+fzs5OmpubGRgYEIGq0gbLmDFj0NDQoLi4mFGjRtHV1UVDQwMSiQRtbW0BA6moqBAmfm1tbeF7c3R0FIndbm5u+Pv7o6enh5KSkgg2kx40uru7RSK1nJwcbW1twitQWFjIgwcPePr0KS0tLRgaGjI4ODhiB16pbzE7OxsFBQXCwsIIDw8nODiYrKws0V1WVFTEy8sLAwMDEhMTqa2tJTY2FhUVFbHZ6+jooLu7m/j4eLKzs0lPT6ezs1P40pSVlWlubiYuLk5QoGJjY9HS0mLy5MkCrSovL4+bmxsZGRkMDw+L762zs7M4PEtx0NbW1uI+t7e3H7FwxurqanR0dIT8ztfXV2DDbW1tycjIoL29HVlZWczMzJgxYwYBAQFoaWmhr69PQEAAioqKmJmZ4ezszJMnT8jKykJdXR0TExPq6upobm5GXV0dIyMjysrKsLKy4tWrVxgYGFBUVCTeixoaGsjLy9Pa2oqysjKGhoZ4e3sjLy9PcnIy6enplJaWoqSkRENDg2geqKqqCuLmSB3aAAwMDKioqKCkpIS+vj40NTWpr6/n2rVr6Onp8eLFC+rq6oTCxd7eXlxjNTU1uLi44O7ujoqKisj8unjxIgYGBowaNUpI26UHucDAQKysrAgPD2fBggUEBQXR29tLWloadXV1mJqaColvV1cXg4ODYvrb0dHB4sWLiYuLw9/fn4aGBoyNjXFzc8PGxobx48ePWN2ys7OFTK2vr4/s7Gzk5OR49uwZ9+/fR0NDQ+TPSMFHSkpK7Ny5k8bGRtTV1amvr0dJSYlJkyYRGhoqDiKLFi2ipqaGtLQ00USJj4+ntraWwMBACgoKACgvL+fBgwfcuXOHhIQEIaeWxiV0d3dTVlZGTEwMsrKyBAUFISMjg6KiIrm5ucjKyhISEkJ9ff1//HX/rclHTU0NFy5c+DdGvq6uLlu3bmXDhg3/9edJcY7SrtSrV6947bXXyMjI4NWrVzx58oS+vj40NDTo7e0lNDSUmpoaUcyGhgamTJlCbm4usbGx+Pv7ExYWxqtXrxgzZgyurq50dnZib29PV1cXz58/Z8mSJVy5ckVIIHp7e/H19WXWrFns27eP2tpaZs2aRU9PD48ePaKnp4f+/n6ys7OZMWMGn3/+OY8ePaKwsJBLly6hq6vLnDlzUFZW/o81b/9vl4yMDMXFxdjY2ODr6ytOnRERETx9+pS0tDTBKc/Pz6e5uZm6ujo2bdrEb7/9RkVFhThIKCkpERYWRk1NDXZ2doSEhPDpp58ye/ZszM3Nyc7Opr6+nuLiYiFbiYiI4Pr160RGRjI0NMTQ0JAItNLS0uLVq1eYmZnh5ubGuXPnqKysRCKRIJFIOHz4MBKJhIiICGRkZISkaSRWfHw8kZGRKCsro66ujo2NDW+++SZFRUWUl5ejr6+PgYEBL168oLa2VmxKxo8fT3t7O6dOnRLJu5aWlty+fRsrKyt6e3s5deqU+P7r6elhbGzM5s2bqa2t5dChQ8jJyfHy5Uu6urqwtramv7+fd955h+rqambNmsXatWtFN7e5uZmGhgYhqXn//fdRUFDA0dGRmpoaQYJzcHAYkboBSCQS7t+/T29vr0D/ubu7Ex4ejpKSEs+fPycpKUlcJ+Hh4fj4+IiMHnl5eRISEjAwMMDExAQdHR2ysrI4efIk4eHhODg4MH36dHR1dQVNzdzcnNTUVGJjY3nrrbcwMjJCRUUFDQ0NvvrqK4aGhpgwYQL79++nvb1dJAhv3bqVL774gqlTp/LLL7+go6ODi4sLTk5OWFlZkZ+fP2J1U1VVpaKigpcvX1JUVCQmbe7u7owePRpFRUUx8k5OTkZbW5uhoSGUlZVJT09n7dq1lJSU8PLlS1RUVAgLC6OtrY1ly5ZRVlbGN998w8uXL3F0dGTq1KmMHTuW9evX88cff6Cnp0dfXx+Kior09PQQHx+Pu7s7ixYtwtXVlV9//ZXq6mqMjIwIDAxk+vTpREZG8vrrr3P27FmSkpLw8vKitLSU/fv3ExwcLPwA//SKi4tjxYoV1NXViYwUeXl5Vq5cKbCOAwMDAkuqqamJsbExVlZWHD9+nLFjx+Lm5oaSkhJdXV0YGBiwbNkyER7X3Nws7nljY2OePXtGREQEOjo6ZGdno6KigqysLHp6egQGBpKRkUFWVhYaGhrcvn2b8ePHExgYiIGBAV9++SUWFha8ePGC48eP4+rqSnl5OYWFhdjZ2eHm5saBAwf44osv/vG6OTs7U15ejoGBAWZmZmJjpaGhgba2NkFBQbx8+RJZWVnU1NQYHh7m8uXLrF27ll27dnHz5k0SEhJoa2tjcHCQFy9esGLFCkEECgwMRFtbm9TUVDGllB5Szp49S2lpKRMnTsTMzIxnz55hYWGBrKwsb7zxBtu3b0dTU1NkarS3t9PZ2cnixYtRV1dn27ZtXL9+ncLCQiGrHqkDb11dHWZmZpiamqKqqkpHRwcqKiqsWbOGa9euYWpqys2bNwkODhZ7By8vLyZPnswnn3xCamoq3d3duLq6Ympqyrlz5zA1NeXs2bMMDAzw1ltviWR4FRUV0tLSWL58OSEhIeK5amJiwqhRowgLC+PevXsijdvDwwNVVVVevXpFS0sLnp6eeHt7s2/fPm7cuCF8ifr6+jQ1NXH//n3+/PPPEUuHl6oGLC0tmThxIqNGjWLs2LFcu3aNwcFBHBwcSE9Px9bWFl9fX5EpU1BQgL6+PpMnT2bcuHGiYdrU1ERRUZFQnQQEBNDf309ra6uQITk4OKCtrU1HRwfy8vK0tLSgqalJaGgoSkpKODo64u3tzfbt2zEwMMDa2pr4+HieP3/Oxo0befToEQMDAyxZsoSBgQGSk5O5deuWoDiNxLK2thY0xJKSEmJiYnj69CkffvghP/30E4sWLaK3t1fsQ6QEM0VFRbq6uoiMjKSqqgofHx8Bb5Dig6XZa4qKiqSkpJCdnY2bmxsJCQls2rSJGzduICcnR09PD8XFxdTX1zM4OEh8fDydnZ2cO3eO+vp6tLW1CQ4OxsvLi8uXL+Po6Mivv/7KtGnTqKurY3BwkJqaGmRl//N5xt86fEydOvX/2sExMTH5t59LjUH//5YUMZmWloapqSmzZs0iKSmJzs5OQXxpbm4mPj6erKwstLW12bt3L5999hk3btygp6eHtWvXoq+vT05ODvfv32fs2LGEhYUhKysr/CQtLS1cuHCBhIQEZGRk8PPz4+uvv2bdunW8/vrrlJeX88MPP/DixQt8fX3R19envb2dp0+fYmBggI2NDTdu3ODjjz8WozHpA6W4uJhLly5hbW0tEov/6XX27FmBZJWO66To27t377J9+3b09PSQk5MTmRVSktPSpUtZs2YNVVVV3Lt3j7i4OIE9vX//PocPHxZBQVLph46ODrKysmzdupWgoCC2bt3K4sWLcXFx4caNG9TV1fHZZ5/x9OlTtLW1GT9+PA8fPuTEiRNUVVUxb948jh49ys6dO7lx4wa9vb34+/szatQoDAwM+O2330aEg6+hoUFgYCDNzc1CJ1lRUUFRURG6uro4ODjQ19cn0twlEgmffPIJsbGxhIeH8+OPPwoZRXFxMeXl5YSHh7N//37CwsLo7OwUUqrPP/+clpYWjIyMMDY2JiQkBH9/f+G9UVRUZP369Vy+fJndu3fj5ORESkoKvb29GBsbi2nHtm3bMDMzE2b1zMxMsrKyUFBQ4JdffhmxtO6rV69ia2vLnDlzRBCRlOqjoqJCSkoKmzdvJjc3l+vXr3Ps2DH09PRYunQpf/75J7t27cLa2pre3l5KSkpQUlLi0aNH7Nixgw0bNnDmzBmGhoaorKwE/mp0PH78mEuXLmFgYICKigpRUVHU19czf/58xowZw7x588jMzERFRQUbGxveeOMNRo0axa1bt0Qm0BdffIGurq7ABcbGxor8j5FYp0+fZvPmzeJQKYVXtLe3U1hYyO3bt/Hx8WHOnDlMmjQJAwMDLl68KDTUu3btEl4pDw8Pdu7ciby8PGfPnuXJkyfs2LGDM2fOcPfuXbKysti5cyfR0dHMnz+fGTNmUFtbi5+fH+rq6lhZWdHW1iZCSKUIytDQUCwtLYmOjubo0aOMGzeObdu28ezZM16+fAn8FS6bnJw8YocPFRUVTp48yfLly9m1axf5+fnExsZSUlJCRkYGS5cuZWhoCFtbW0pLS9myZQsHDhwgISGBxsZGZs6cSWVlJSYmJmhra6OoqMi4ceOIiYlh+fLlZGdnU1lZSUpKCllZWSgrK6OlpYWOjg65ubloaGjQ0NCAqakp48eP5969eyxcuJDHjx/z/fffc+7cOUpLS/H19eWNN95gzpw5fPPNN3R0dJCSkoKPjw9qamoC2e7j4zMidUtISGDt2rUiSLKwsJDQ0FB++OEHpk+fTk1NDW1tbWLjoKqqyr/+9S9SU1NZsmQJLS0tDA8Pk5+fz8DAALNnz2b69OkYGBhw//59fH198fHxQU5OjjNnzpCYmMi0adM4deoUO3fuRCKRcODAAV6+fMnixYtpamoiMjKSJUuWYGJiwp07d5g+fTrjx48nNTWV9PR0wsPDWbZsGd9//z2TJk0SWUIbN24kKSmJ2traf7xuly9f5saNG4SGhoqsDAUFBdLS0vjoo4/YsGEDWlpa1NTUsG/fPtE42bt3L4qKigJ1mpubS21trciXuHPnDhMmTODx48eUl5cLD0dgYCCJiYl8//33rF27Fjs7O4qKimhubqagoICHDx8SHx/Pe++9xxdffIGioiKlpaV0dXWhpaVFU1MT7e3tfPbZZ1y7do2enh4hF6+pqeHq1atCpvlPr6GhIaFE6ezsJDExkYkTJ3Lx4kVOnTrFgwcPBAQoPT2d1tZWmpqa2Lx5M1evXkVLS4uSkhKuX79OZWUlV65cQUlJiUOHDlFQUICrqyuPHj3CzMxMoISzsrIwNzfn6NGjODo6IpFIaG1tpaenh9LSUgCWL1/Opk2bGD9+PPn5+eTl5bFq1SrKy8tRU1Pj448/xtLSUgA6fH19uXPnDsuWLRuRurm4uHDgwAGWLVtGSEiIkH2PHj2avr4+QZltbGykpaUFWVlZysvLee2110Qw4yeffIKCggJXrlwhPT2dy5cvs3//fvLz8ykrKyM8PFyoKdLS0vj111+ZMmWKwI0vX76c4OBgKioqcHd3x9HRkXHjxuHi4kJYWBjKysoYGxsza9YsnJyciIyMJC0tjWnTpuHo6EhfXx+VlZX/lQrjbx0+PD092b59OzNmzPg3b0NZWRmNjY2Ccd7f38/169f/x8PHkiVLcHNzQ11dnczMTM6fP8/du3eZM2cODx8+ZPbs2QQEBNDb20tlZSWmpqa0tLSIbqi0437mzBkeP36MgoICe/bsYcyYMdy5c4fh4WFu374tvhFqampcv36dNWvW0N3dzaZNmwTyzdnZmXXr1uHr68vbb78tfBPSToavry9paWkYGhry448/UltbKy7q/Px8vvrqKwoLC0dkvC7Ne9DX10deXh5lZWWsra2ZOnUqqqqqgqwh7eyNGTOGffv2sXDhQjo6Onjy5InAzikoKODk5MT69euxsLCguLgYXV1dfH19BX6zsrKS+Ph41q5dS1xcHGpqanzzzTfExMQwYcIE+vv7+eijj4TxPywsjDFjxtDU1ER8fDyTJk0S05PXXnuNzs5O5OTkGB4eFl3BkZCsbd26latXr4q8AqlZb8KECWhqahIREcHYsWMJCQnBzs6O4eFh9u7dS3FxMV999RXffvstz549w9/fn/fff59ly5YRGxuLqqoqbW1t/Pzzz8ybN09ohpWVlWloaKCtrY05c+Zw5MgRampqBEnr0aNHrFy5klevXgkZQ2BgIIGBgYLxvm7dOl68eIGpqSk6OjooKyszPDzMqFGjOHDgAKtXr/7H6wZ/+b1UVFTw8/MD/mocSDd2xsbGGBgYkJuby/Pnz4Uk5urVqyJ1du/evezYsYPo6GjMzc1xcnLi6tWrZGZmcv36db7++mtKSkpEd1262cnNzaW3t5eenh5GjRpFfX29mIqGhYWxZMkSkpKSGD9+PC4uLvT19eHl5cWaNWsICQnB09OTq1evkpGRQUVFBa2trdy5c4c1a9aMSN1MTExEuqypqSklJSV88803LFmyhJMnT9Ld3c2nn36Ks7Mzvr6+2NnZoaamxrJlyygqKuLly5d0d3eTk5PDL7/8gra2Nvv37+fGjRts2rSJQ4cOYWhoyJEjRzAxMeFf//oXWlpaZGVl4eLiwvz587Gzs6O9vZ2enh5iY2PZu3cvEomE2bNnC1mThoaGoPrs27eP5cuX4+HhwatXr5CXlxf645FaRUVFhISEYGBgQE1NjfBuREZGsnr1arS0tBgYGBD+oZ07d3Lq1CkaGhpE0rRU9iQnJ8ePP/5IYmIiTU1NPH78mG3btjF27Fi6urpoa2tDTU2NM2fO8N1331FaWsq9e/eE96GqqgoXFxdycnI4efIkhoaGNDU1cfPmTSorK9m4cSPx8fGsWbOGiIgIXr58KZ6rpqamVFZWCsrWP72srKyIjIykpqYGa2tr5s+fT2trK5aWlqxevVq8A4eGhkRS8r1791i2bBmbN29mzZo1vPvuu7z33nv09PSQkZHBihUruHLlCpcuXaKuro6uri7a29tpa2vDyMiITz75RGDztbS0aG9vx8XFheXLl3P+/HmOHz/O3bt3hfQlNjaWgwcPsmzZMubOncuECRNEwnVjYyMNDQ309fXh5ubGxx9/zMaNG//xur311ltcvHiRBw8e4OPjw5gxY2hsbOT7779nw4YNzJs3j9GjRxMZGUlrays//PADsrKyLFq0iPXr1/PJJ5+QlpYmfFtvvfUWc+bMwcLCgvXr1/PkyRPc3NyIi4vj5cuX+Pj48Oeff/L777/z4sUL8vLyMDU1xdraWnTuL126xC+//MKbb77JxYsXMTY2RllZWTRtzpw5g4qKCpMnT+b06dM0NDTw3nvvMWHCBLZt2zZih48HDx6wZMkSOjo6hFfn3XffFZ37np4e0USztLQkLS0NeXl5Ll26xMaNG2lrayMnJweJREJHRwfLly9n6dKlLFiwgKysLA4ePIiGhgZWVlYCB/3jjz8yfvx4fvrpJ7766itCQkKEhFf6LnjvvfdwdHTk5s2byMnJMWbMGPz8/MjJycHZ2ZnS0lJxbcfFxeHn50dubu6I1AwgICCAvLw8zMzMaGlpQSKR8N1337F69Wrefvttdu3axfr165k8ebKQ7Q4MDBAREcGWLVvYsGEDd+/excrKinHjxpGQkICdnR3y8vJERUVx5swZXrx4gaysLKNGjWL58uUcOHCAzz//nAMHDvDuu+/i7e1NQECACO2VylKbmpr47bffaGlpYcKECUyfPh0FBQWmTZvG2rVrOXr0KDIyMtTV1XHlyhXefffd//jr/luHj6dPnxIfH098fPz/8ffv378vfvyfGK+Hhobo7e3l0qVLnD9/npKSEqGtPX/+vJgqWFhY4OnpSWpqKgkJCUyYMIHKykocHR356quvyMvLY9GiRWhpafHOO+9QWVmJt7c39+7do7q6mtjYWLy9vdm/fz+XLl3C2NiY8ePHk5mZSVhYGEFBQXR1daGmpsbq1as5d+4c7e3tDA4O0tnZSW1trTBDHT16FIlEQmRkJKNGjUJTU5Pe3l4GBgbQ1dUdkcnHrFmz0NHR4YcffhCTBWkyLcDcuXMJCAigsbERExMT3N3dqa6u5vHjxwKzuGrVKnR0dGhsbMTLy4vy8nLeeustdHR0mDVrFhcvXqStrQ1PT09CQ0MxMDAgISEBd3d3/vWvfzFjxgyB06uqqqKkpIRTp05x9OhR3N3d8fX1xcbGBj8/P7Zu3cqbb76JhYUFT548EWal3NxcIbUZiSUNbyorKyM4OJj169cTExPDrVu3yMjI4MyZM2RmZlJVVUVraysdHR3s3LkTV1dX+vr6kJGREfpMRUVF5s+fz61bt7CysqK1tZXXXnuNgoICcnJyBL7T09OToqIiYQyTaspramrYtWuX8D0dPXqUpKQkdHR0aGpqYvfu3XzxxRe0tbWJiZy5uTmTJ08WJtzU1NQRqRvAvn37aGpqEkZWDQ0N4Z9wd3cnMjKSmzdvio5UYGAgN27cIDIyEi8vL6ytrSkoKMDCwoI5c+YwduxY/Pz8sLW1JSoqij179nDu3DlKSkrIzc2lra2N3377jTNnzlBcXIxEIqG/v5+WlhZxzS5fvpzNmzezYcMG7t27x+DgIHJycmzbto0ffvgBPz8/NmzYwObNm8nIyCAzMxNjY2MCAwNHrG5hYWEcPHhQpA5ra2vT399PcHAwGhoaREZG8sUXX5CRkUFkZCQdHR388ccffPLJJ8ydO5e2tjZ+/PFHVq9eLcyY8Bdb/91330VLS0skd0vzUoaHh/H39xdyos7OTiwtLXFwcGDp0qVoaGjw4Ycf4ujoiL29PQ4ODnR1dXHhwgU0NTXR09Pjs88+Y9euXSIZNz09/X9sJv1/ud577z3u3r3Lb7/9Jg730uTkX375hbVr1yKRSKitrUVGRkbkaty5c0dgqZWUlFBXV0dXV5eZM2cKierDhw85duwYy5YtE1LQ0tJS4uPjefDgAWfOnCEwMFDI4D777DPc3NxQVFRETk6O1157jcmTJ7Nq1Spyc3N56623+OKLL7hz5w6lpaV8/vnnXLhwgevXr2Nvby+INCPxnHvrrbeIiYmht7cXAwMDTE1NkZeXJzU1lX/96188e/aM7du3i+yS8PBwVqxYwb59+7h37x55eXmcOXNGpHaXlpYiKytLS0sLUVFRXLp0icLCQmbPnk1ubi6XLl3i9OnTQvbW2toqAh7379+Po6OjyFY4d+4cV69eZfr06ezevRs1NTVSUlJIS0sTchlra2vhSXJzc+PDDz+kpqbmH69bcXExLi4u/4Y4lyZonz59WiRt19fX09TURHJyMllZWcTGxrJ27VrCwsKYOnUqMTExXL16FVNTU9TU1AgLC2P9+vUcOnRI+EWDgoLIysqioKCAa9eu8dFHH4kcJEtLS9599100NTXR1dWlurqaH3/8kc2bN9Pe3s758+fp7Ozk/v377Nu3j/r6evz8/JgwYQI1NTUkJydTVFQ0opLcwMBAioqKGBgYYHBwkIaGBrZs2UJ0dDQffvghX331FQoKCujo6FBSUoKqqqpQSHR0dHDr1i2KiooYGhrCwcEBS0tL4uLimDt3LnZ2dgQEBODh4UFHRwepqal0dHTg7e3N2bNn2bt3L7W1tSI8dMGCBQCiUe3p6cmdO3fo6elBWVmZ+/fvY29vz+zZs9m/fz+tra10dXWRk5NDb2/viCgwpCslJQULCwv6+/sF9GhoaIhbt24RFxfHu+++S25uLlFRUQwODmJsbMzs2bORSCR8+umnnDhxQkxC/Pz8mDlzpsCqHzlyhIkTJ6KsrExxcTEAeXl5vPbaa6xdu5ZFixaRlpbGggULmDx5MsnJycTFxeHo6Mjnn38uIBLV1dVERUXh4eGBnZ0dXV1dHD58mM7OTgoLCxkYGMDY2Ji0tLT/GKrxtw4fM2bMYMuWLf9j6M/g4CCHDh36Hz9PRUWFJ0+eoKamhp+fH5WVlVhbW1NfXy+oCK6urtjb22NoaEhvby8XLlwQF7i2tja6urp4enqioaGBv78/J0+e5I033sDT05Pz588L3r0U7SoNQ9m6dSs6OjqMGTOGMWPGUFhYyM6dOzl48CBPnz4V0oTh4WGBdbSysmLbtm188sknPHr0iMzMTCZOnMimTZtQVFQkOzt7RAKRLl++jL+/P7NmzeLRo0d88cUXODk58fjxY1auXMm3336Lrq4ura2tpKam8u2333L48GFGjRpFcnIy7733HvHx8WRmZmJpaYm2tjY///wzOjo64maXdqFMTU1JTExk9+7drFmzBktLS44dO8aJEyfQ1tYW3YwPPviAyMhIVFVVKSgoQFFRUZC3nJ2diYmJ4dixY3z//feoqKhgaWmJhYUFfX19KCgojIhB7s6dO2RkZDB37ly0tbVZs2YNXl5eLFy4EGVlZfbu3UtVVZXgrxsZGfHGG29w+vRpDh8+TFNTE729vaipqWFra8uECRN48OABX331Febm5kgkEh4/fkxZWZnw5AwNDbF161YOHz6Mjo4OcnJyNDU1oa6ujpeXF8HBwaxevZqkpCTOnTuHt7c38+bNY/369URGRjJmzBi6u7u5cuUK/v7+2NjY4OTkRG9vL3fv3h2xh+XNmzdpaWkhNzeXgoICtLS0WLduHcbGxuzdu1egWaWdt76+PhoaGvj11185evQoGRkZdHd3k5yczKVLl5BIJBw9ehRtbW3OnDnDb7/9RklJCV1dXdy7d4+QkBAmTZqEhoYGK1euFId+KQL76NGjHDp0iLt374p/m5WVFUpKSiJw6/XXX6e2tpb79+/T3NyMnZ0dPj4+eHt7i7yGf3pJ/QNr167F1NSUhw8f8s477zB58mQxPh8eHkZPT0+gYO3s7Hj8+DHjxo3j+fPnnDx5UmzGEhISuHLlCtu2bcPY2Jj6+nrS09PJzMwkIyMDCwsLli1bRkVFBRUVFeTk5AganqOjI2ZmZvz6669iI+Dr6ysOz/b29sjKyuLp6SlMsdXV1QwNDdHd3T1i5l+AM2fOEBsby/Tp03Fzc0NeXh49PT02bdrEmjVrMDAwoK6ujpKSEpSVlVm1ahXq6uqsX7+ezs5OZGVlKSgoQFtbG3NzcxITE1FRUSEvL4/JkyeLfBMTExNWrFjBV199xZ07d8SBbd68eWhpaVFYWMjBgwe5cOECU6dOFWFoMjIy5ObmoqamxoULFzA2Nuajjz5i8+bNHD58mNbWVrGp8PLyIi4ujlmzZv3jdXv8+DH3799n6tSp+Pr6ik2dj48Phw4dwtTUlAsXLuDv74+joyNpaWmcP3+eL7/8kj179ghvlrm5OX5+fkydOpWGhgYuX76Mjo4ONTU1zJ49m9dee42KigqOHz9Ob2+v0Mvv2bOHlJQUjIyMGB4eJioqCn9/f6ytrRk3bpzIiyksLOTLL7/EzMyM1atXY2tri66uLk+fPhVgiK6uLo4dOzYizzh/f39iYmLQ0dFhcHBQNCbNzMyEfv6PP/4AYObMmcIzeOzYMb799lsAcnJyUFBQYOLEiWKiNHPmTKytrRkYGCAmJobExET8/f2ZNGkSjo6OdHd3s3LlStGZbmlp4V//+hd1dXX4+fnh6emJjIwM2tralJeX09PTg6GhIRcuXCAxMZF9+/ahoaHBlStX0NHRYe7cuRQXF3PlypV/vGbSVVBQwNmzZwkJCcHHx4e2tjaam5v5+eefBXRlypQpqKio0NnZyfDwMF9//TX19fXs2bOH3t5ecZiTYr8dHR355JNPsLW1xdHRkf7+foqLi6moqGBgYICDBw/y3Xff8dNPP/Hhhx/i6+vL8+fPefz4Mb6+vvj7+3Pu3DkiIyN5//33qampITExUSCNlyxZgrGxMWVlZQwMDDBr1iwiIiK4cOHCiDWn1NXVyc/P5/Tp08Bf1DApXnfz5s309fVx4cIFQeqqr6/H19eX06dP4+3tzZIlS5CVlcXc3Jz29nZqamp4/fXXeeedd/jtt99ITU0VUCZ9fX20tLR48eIF5eXlKCoqYm9vj5aWFtnZ2fz55588e/aMmzdvUl9fj6enJzU1NSgoKDBq1CgMDQ1RVVUlPz+f6OhoZGRksLe3p6ioiIyMjH9edhUeHv5/nWhI0ycB5OTkWLly5f/4eVJzqjQ8R19fnwkTJrBr1y4sLCwIDQ3F29ubvLw8EhMTRQdPqqtvbGzE39+f5ORkbt68SWNjI5s3b+b48ePMmjWL5uZmtLW1UVBQoKKiglu3blFTU8PmzZvp7++nv7+fyspKbt++TU5ODitXriQ/P5+UlBScnJx48eIFxcXF9Pf3CwJMaGgoOjo6zJkzBzk5OZFl0dXVhYqKyt8p63+9kpOTUVdXZ9y4cUycOJH+/n7S09PR09Ojrq6OqKgovL29RZaHo6MjMTExpKenC+Ogl5cXXl5eDA0NUVVVRWhoKGPHjmXLli2CbNPd3U1JSQkzZsxg/fr1NDQ0EBAQgKGhIYaGhhQWFnLx4kWqqqqYMmUKXl5eFBYWcuPGDW7duiUQojIyMixbtoxz587x/PlzgoOD0dfXJyMjg6tXrxIaGkpoaOg/Xjdvb29UVVWRl5dHQ0ODmTNnoqamxunTpwkPD0dVVRUFBQXk5OTIz88nLS2NoqIiDh8+TGZmJnZ2dlhZWZGXl8fBgweZOXMmH330EWlpaYIgVlFRQX9/Pz4+Pjg7O3P58mUKCgoICwtDRUWFxMREXr58iZeXF0ZGRty4cYNDhw5x5coV0tLSsLe3F8ZzKV769ddfp7CwkIcPH5KYmIi9vT1qamr/0T32/9WytrbG3t5eNAlaWloIDg7mxIkT+Pj4EBAQwKtXr6isrKSiooLa2loePHgguura2tp4eXmJkXBzczMLFy4kLy+P7777jnHjxtHf3098fLyAS7i5uaGrq8vly5eZOXMm2traIkxu8uTJeHh4MDAwgEQioaKiAl9fXwICAqioqOD58+fCpNzR0UFwcDDq6uooKipSUVGBsbHxiNTN3d2dnp4eEhMTMTAwwNHRkfj4eBYvXsytW7cYHh7m3r17wkStra2Njo4OP/74I9988w0qKioCVSo99N6/f59du3aJXCFZWVns7OxQVlbm9u3b3Lp1i/DwcPr7+1m9ejVRUVEUFxeLEMPXX3+dvLw8bty4wdGjR3n58iV2dnbY2Njg7OzMtWvX0NHR4eLFixgZGREcHIy8vDzHjh0bkZoBYjqtoKBAbGyswGWqqqpy7do1XFxcqKmpwdvbG2NjY3bu3ImPjw/9/f0YGxtz8uRJfH198fLyQktLi3nz5mFpaUlISAiJiYlMnToV+GvjVF5eznvvvcexY8dYsmQJrq6unDp1CjMzM1xcXATGUkqzGj9+PI8fP6awsBB9fX0GBwd5/vw5n3/+OdevX8fV1RUHBweKi4tJT0/n9u3bfP755yNWt40bN4qcDA8PD2JiYjA2NiY0NBQLCwsMDQ0xNzentbWVV69eERERwfnz58nNzWXixIloa2vj5OSEm5ubIEcqKioSExODvLy8oEL19fXx+eefU1VVhY6ODvX19UyZMgV5eXmGh4epqalBIpHg7+/Pjh07CAsL4+nTp9y8eRNzc3NWrFhBVlYWlpaWKCsri//W1NTw6tUrLCwsGD169IjUDf66FjIzMzE3N2f06NE8ffpUTHFTUlLo6elBT0+P+vp6YmJiMDMz44svvhASFU1NTdF0UVdXp6uri97eXpSUlESAnvQZ8Pvvv9PY2Mj06dO5f/8+kydPpqKiQsivFBUVKS4uxtPTk+zsbBISEtDU1CQoKIjo6Gi2b99OTEwMWVlZwF9oagUFBR48eEBubi5NTU0jVjcZGRmmTZuGl5cX9vb2tLe3ExcXJ0ijxcXF5OTkUF9fT11dHR4eHkgkEpYvX05TUxOFhYV4enoiJycnjNFSzLivr68gYvb29hIbG0tERAQzZ84kLCyMsrIy6urqhGz5woULPH/+HFdXV7q6utDT0yM6OloQw1RUVPj0008JCwvD3t6epqYmBgcHGRgYQElJieXLl49Y3err69HT08PIyIi6ujrgL1+1FDtsY2ODo6Mj6enpKCsrExoaSnV1NVpaWnR0dDB9+nQRJu3j48PAwAAGBgZEREQIqWhHRwdNTU20tLSQn59PcnIyixYtEr7N1NRU5OTkGDt2LIsWLaKxsZGioiKKi4vx8vLC3NyclpYWXr16ha6uLlOnThVhsyoqKnR0dFBSUvJfNY//1uFjcHBQjGP7+vr+LXTqyZMnXLp0SfxcXV39f/w8ZWVlkpOTkZGRwcbGho6ODgoLC6msrBQjY21tbdF1KywsJCAgAFVVVZGnEBwcLGQsLi4uyMjIMDAwIF4Y0hNhZ2en0IRLU1Z9fX3Jz88nMzNTjPwqKipoaGgQplB1dXWhax8eHqagoICBgQEqKirw8fFBIpHw4MEDWltbRcf3n161tbUiJVYikeDt7Y2amhoGBgZER0cjLy+PkZERlZWVYtOhoaFBX1+fQJZaW1ujq6tLX18fT548IScnh6lTp9LY2EhZWRljx47FwsKCuro6Hj9+zPDwMC9fvhRsd1lZWXp7e5kyZQoDAwPk5ORgamqKu7s7XV1dvHjxguzsbEJCQsjJycHc3JyJEydSW1tLdXU1DQ0N5OXlUV1dTVFR0YgcPqSbZ2VlZYaGhmhtbeX58+ciq8TExISWlhaR4Algbm7OqFGjAARKNj8/X5CHgoKCePz4Mc+fP2fChAnY29vT0tJCTU0NSkpKNDY2kpCQgJOTE0ZGRrS1tZGfny8yU6T/by0tLaysrKisrOTu3btYWFiQm5tLS0sLjx49wtvbGzc3N2GENDU1HbENNPxF8JJSg2xsbES6szRfQUVFRRwy1NTU0NHRYdSoURQVFXH69GnGjx+PlpYWPj4+DA0NIZFIcHd3R0dHh4MHD+Lh4YGioiKOjo5oa2sLOpjUj2NjY0NhYSFlZWWEhIQQGhoqzNoRERFC72piYkJCQgLV1dXIysqKl7iSkhIBAQFYWVkJHOVIrJ6eHqytrcUU1cDAgLCwMOrq6oiJicHW1lY855SVlVFVVaWmpgYNDQ0qKyupqakR4YDt7e309fXR3d2NsrIySkpKBAYGij9bXV2NiYkJtbW14j6zsbFh0qRJ4p67efMm8+bNo7m5Wfw9JycnlJWVKS0tpampCW1tbSoqKlBXV0dOTg6JRIKSkhKampojVjcp8au2tpbu7m709fVFFkpJSQlpaWmC8tfR0UF2djaKiooYGxvT0dEhNrPSZ1NHRwdxcXHMnz+f+Ph4rK2tcXNzE8SX8ePHU1tbS2VlJbNmzeLs2bMYGBgwNDREQkKCoG4FBwdz584d4uPjUVJSQk9Pjzt37mBnZ0d3dzf+/v5oaWkxODgomgQ3b97k+fPn+Pv7/+N1MzExQV1dnbq6OpqampCTk0NdXV14JPX19ZFIJPT29jI0NMTAwACKiop0dnYya9YshoaGUFVVpbu7m4qKCmxsbAgMDBSb6L6+PnR1dUlNTaW+vp558+ZRWFjI9evX6ejoQElJCX9/f1RUVKipqSEkJISGhgaUlJTIzs6msLCQnp4eBgYGUFNTo7a2FgMDA86dO0dxcTF6enri2SH124wERVJTUxNVVVVBKmxubqaqqoqgoCDs7e3Jzs6mo6ND7EfS0tJQU1MjJyeHly9fkpKSgr+/P2pqaqJT7eTkhIWFBeXl5ZiamgpCUGZmJi0tLcyYMQNtbW2xV2pubkZWVpYJEybQ0dHBhQsXiIqKwtjYWEACamtr6e/vR1ZWFg0NDS5evIitrS1KSkro6+sLWt5IEZvgL8/vqFGjqKqqorCwULyXFBQU0NfXR11dnY6ODjQ1NdHR0UFPT4/h4WEUFBTo7OzE0NBQvHu7urqwsbGhpaWF8ePHY2RkREJCgvi8np4eqqqqsLe35/z582IvJM3M6O7uRktLi6qqKkGylJWVFU3H2NhYHj16xB9//IGdnR0nTpwQm/2nT58ye/bsEQmKBnj+/DmysrK4ubkRFhaGrq4ucnJyAnldX1+PiooK2traImMrPT0dXV1dtLS0iIqKora2FolEQmJiIrm5uTg4OGBvb4+cnBwmJiYoKyvT3t5OV1cXTU1NGBkZMWPGDAYGBmhubqawsJDh4WHc3d1566232Lp1K9OmTePly5ckJSWJZkBXV5dozFpaWornrVRq978ScP+n9bcOHxs2bCA2NhYDAwPk5f+fjxgeHv5bgWempqYcPHiQMWPGiLTH+vp6rKysxMFAUVGRjo4OTExMRIqxhYUFp0+fpqenh6CgIOHQHz9+PF9//TXe3t4oKCiIcXtpaSkWFhasWrWKu3fvcuHCBWbNmoWZmRm9vb0MDw9jamrK8ePHWbFihbhYzc3NBd6zoaGBjo4Onj9/LrTVg4ODGBoaiuyDpUuXUlZW9ndK+18tqaRKirDt6uoSm6zOzk6MjY1xcnKisbGRyspKtLS08PPzQ0NDg5iYGNra2gQkYHBwkNraWgoKCrh//z5aWlqYmppiYmKChYUFKioqHD9+HA0NDQoLC/Hx8UFJSUlo2EePHo2RkZEwCerq6rJgwQIMDQ1JS0sTYUzPnj3D0tKSkpISCgsLkUgktLe3M3Xq1BFDAvb29uLj44O5uTnFxcU8ePCAgoICvLy8aGtro7KykvT0dBQVFdHX1xcHjw0bNvDkyROKiop49uwZSkpKODs7izRVa2trysvLxaFOemMPDQ1hZGQkOgy+vr709/fT2dlJZWWl+D49f/4cExMTent7yczMFAbV2NhYxo4dy5EjR1i9ejXOzs5oa2vT1NTE0NAQr169IiQkZERqJysrS11dnUAaKisrk5eXJxoBoaGhguvf1taGvr4+K1asYN26daSmpgquv56eHo6OjhQXF1NcXIyKigpBQUGkpKQAf8EUxo0bR1xcHAkJCSQmJoqk8qdPn9La2iqC00pKSggICEBBQQFbW1vx0pF6YWRkZPD19aW1tZWCggLs7e1xdXWlqalpxJLha2trxVRBeihQU1Pj5MmT6OjoYGxsjJeXF/r6+nR2dopOnlQKKqXU6ejo0NXVJa7PFStWkJyczKhRo4Q8SpqLJNX4SxnwHh4eqKurU1RUJLrYY8aMYdKkSVRWVmJkZCQoMdJDoZR+1NHRIZ6R0o7XSCwFBQXU1dWprKxEUVGR0aNHC669lpYWiYmJWFlZUVRURE5ODqNHj0ZNTQ0LCws6OjqwsbERz8Tc3FwhBzUzMxNpyR0dHaiqquLs7ExTUxNhYWHk5+djZGSEgYEBCgoKNDQ0kJOTQ3l5OXfu3CEgIIDExERaW1uxtbVFIpGQlpbGhAkT+O6779i6dSvwV1fT0tISR0dHrl+/LtKw/+kl9fHJyMjQ3t7OixcvcHZ2Ji0tDXV1dXx9famurhYTDENDQ+rq6ggJCUFOTo579+5RXl4uQndXrlxJQEAAGRkZuLi4ICsrS3d3N9XV1dTW1pKWlkZSUhLNzc2YmprS39+PRCLB2tpapFH39vbyxhtv8Ntvv2FgYCC048ePH0dPT4+KigoyMzN59eoV/v7+aGpqimbNzZs3RfPnn1xVVVXiPunq6qK6ulqkbldVVWFqaoqhoaGAfhgZGaGoqMi+ffswMzNj7NixeHp6oq+vj6KiIioqKowZM4bU1FQkEgk9PT14e3uTmZnJxYsX0dLSEhIpJSUl0d2WPlt9fX1pbGzk4cOHvP322ygqKvLs2TMqKytxcHDg+vXrBAYGkpOTQ35+PiUlJXh7e7N06VI0NTUpKSn5x2smXdLE+0ePHpGeno6Hhwc+Pj4oKCiIQ4cUg62oqEhbWxsaGho0NTWhrKyMrKwslZWVDAwMiMl/QUEBU6ZMoby8HCsrK7q6usRmXHoIPHr0qHiv1NfXU1paiq2tLd7e3ty5c4clS5bw559/4unpiaamJsnJyURFRYmgXkDIimpra3n06BHq6uojlnCupKQkFBM2NjZoa2vT1dVFR0cHBgYGXL9+ndbWVry9vbGwsCArK4uOjg46OjowNjbm7t27ODs709zcTGJiIhkZGTg7O9PV1YWRkRGFhYU0NzdTWVlJW1ub2H+ZmppSU1PD8PAwXV1dDAwM0N7eTnp6OlFRUaxZswZnZ2fi4uJEs9PT05OOjg6Sk5OxsbERe3Fpvst/E0D7tw4fz58/59KlS7i7u/9vv/e/Tj3+0zU8PCxeBDo6OsyYMQNDQ0NOnTpFf38/R48epampCVVVVUJDQ/n++++5e/cunZ2dYoz58OFDHj9+LC4oS0tLZGVlxWZPGrQi7bJIMabPnz/n6tWreHl5sXjxYvr6+oTGfurUqQwMDIiMEemNpayszGeffUZQUBBeXl7cv38fZ2dnbG1tyczM/Dsl/Vtr8uTJXL58mblz52JlZcXt27e5d+8ebm5uREdH88477+Dv74+ysjKurq6MHj2a+vp60fndvn27SGqvqqpicHCQjRs3smvXLjQ0NJCVlaWkpITKykqGhoaYPXs2o0aN4uzZs0RERIjgrr6+Po4cOcK+ffsIDAyko6ODzMxMrKyshG/k1KlTuLu7c/PmTWbMmMG1a9cIDAzE0tISY2Nj5syZI4zy//RqaGggNzdX+HhsbW2JiIjgyJEjfPjhhyKx+MWLFzQ1NTFmzBg++ugjGhsbCQ0NZXh4mNbWVgwMDBg7dqww5s6ZM4fg4GBsbW3Jzc1FRUWF+fPn09TUhL+/v8DYSWEKAwMDWFlZYWhoSGxsLIsXL+b06dO0tbUBf2VqdHZ2YmBgwKFDh5gzZw55eXlkZGQgLy9PX18fGRkZQkYyUktfX5+6ujpSU1Oprq7G09OTU6dOUVdXR3x8PE1NTTx58oQnT54wc+ZMsSGRlZXl6dOnglwn3fjl5uaip6fHli1b+Pbbb0XKsqGhIc3NzRgYGHDv3j2ampqYPXs2tra2tLW1kZaWRn9/Pz/88AODg4McPnyYadOmiQbFsmXL+PTTTzEwMGD16tUUFRWJTb9UszpScg4rKyv09fVFkKqhoSGZmZnIysqyfft27ty5Q25uLpMnT8bY2JiqqipmzpxJd3c3RkZGREZGUl5eLkLFKisrCQ0NxcfHh5SUFKKiolBQUBBkr9u3bxMaGsrx48eRkZHB0tKS0tJSSkpKMDMzQ19fn5MnT7Jp0ybs7e0Fbay0tJRFixYREBAgkL++vr4oKSkJ/OpIHdjgL6O+gYEBV65cIS8vj5KSEmpra8VkzdzcnOXLl1NQUEBRUREzZ87E3t6ewcFBVFRUiIyMRFtbGyUlJUxNTRk9ejShoaG8fPmS999/n8bGRm7cuIGtrS3Lly/nyJEjtLa2smfPHnbv3i2ml15eXqxdu5azZ88ydepUlJWVefvtt+no6CA9PZ2srCwMDQ0F7vzTTz9l3759eHl5iRBXgK+++kr8+J9ebm5uqKmpAdDa2kpdXR1hYWGUlpaKA4i0G62lpYWtrS0ODg7MnTtXbGYaGxtRVVXl5s2bDA4Okp+fT2RkJK6urvj6+oqg04qKCgIDA7l3757wuGVlZQmz74YNG7h9+zZaWlrY29ujp6fH6NGjaW5u5t69e6iqqhIZGcmePXv4+eef8ff3p7W1lZiYGMaNG/dvTc5/cv3www+sWrWKmJgYiouLWblyJa+99hrHjx+nqqqK8ePHs2LFCiEdmj17NkeOHEFHRwdFRUXeffddkeje1NTEF198wbfffsuNGzf48ssv+eKLL3B3dxc5HidPnqSmpgYrKyuam5t5/PgxLi4uIihz+/btuLm5YW1tzejRo5GTk0NXV1eE+P70008sWbIEX19fduzYQUdHB62trVRUVGBqasrz588JDw8fkdpNmjSJjIwMenp66Ozs5PHjx/T09NDX10dOTg55eXlMmTKF6upqIiMj6e3txdbWloCAALKysjhx4gRaWlo4OTmJnJqoqCicnJx4+fIlvr6+xMXFER0dTWtrKwEBASxZsoSCggIcHBwwNjbGyMgIPT092trasLGxQUlJiZycHAwMDHB1dRX0OzMzM3R1dbG3t+fWrVsEBARgbW1NVlYWmZmZPH78eMQOH1Kc+ZkzZ7h8+bKgNE6fPh2JRMLz58/p6+sT79Bnz54RFhbGoUOHBGhEVVWV5uZm0aBJT09HXl6ehoYG4fcaHBxET0+P8PBwDhw4gJ6eHmFhYQQHB4uD4Jo1a/jxxx8ZGhoiOjoaAwMDJk2axLNnzwTxKiMjg5iYGBQVFfnwww/FBF5TU5OoqCjeeuut/+jr/lt3tDRt/P+0/o4pTKqNl4YJSUNnBgYGhA66qalJTDWkL++enh58fHxIS0sjLCwMPT09ysrKSExMxNfXl3PnzlFTU0NkZCQTJ07E0NCQAwcOcPPmTVJTU3nx4gWnT59m9OjRSCQSkpKSMDEx4aOPPuLjjz8mNzeX3377DUNDQ9TU1EQ4k7W1NWVlZWhpabFx40aioqLQ09Njzpw5mJubExcXh4WFxd8p7X+17Ozs+Oqrr0QHMDc3F21tbTFO37p1q/AtPH78mN9//53t27eTnZ3N9OnTRVp5V1cXhoaGGBkZkZWVRVZWFmvWrGHz5s2kp6czMDBAQEAA9fX1mJqa4uTkxPLly0VqbX9/v+i0xcTEcOfOHf7880+ysrKIi4ujtLQUGxsbtm7dKjaK0vp4enqirq7OzJkzefvtt//xmgHMnj2b8+fP09/fz8SJE1FSUiIyMpK4uDi6u7u5ePGiSLkPDQ1l8+bNDA4O8scff7B8+XKuXr2KiooKg4ODZGRkMHPmTKZMmUJERISgDN27d4/a2lq8vb05ePAg1dXVPH36VNDJent7cXJyoqqqik8//ZT09HSMjY3Zv38/d+/eJSYmhtLSUiorK9m+fTtffvklq1ev5ocffqCzs5PQ0FCMjIyIiYlh06ZNI1I3gB9//JFly5ahqamJj48PS5YsoaioiPXr1/Ptt9/S1dXFxIkTmTBhAlZWVmLKtnHjRi5fvsycOXNEVklzczOtra188cUX7Ny5k6+//ppVq1b9W+rt5s2bOXbsGLW1tTQ2NpKVlcW2bdvw8PDgs88+o6KigkmTJqGiosLHH39MW1sbvb29dHV1UVZWxooVK7CzsyM1NZXU1FTKy8vx9/fH1dV1RJCn0iWdKKxcuZJFixbx6NEjhoaGhIF1xowZuLi4CI9MSkoKixcvFg/2wcFBZs6cKSAb3333HfLy8rz33nukpqbi7u4uJnmdnZ10dHQQExPD7t27cXBw4MGDBwQHB+Ps7Ex1dTUJCQksXboUgJiYGH799VccHBx466236O/vJzMzEwUFBVasWCGoQ5WVleTk5FBQUDAi2FP4K1n3999/Z9GiRUycOJFjx47x6aefoqury/vvv8+RI0dITk7GyspKeNeSkpKYNGkST58+5eTJk5SWllJaWkp+fj4bN27E2NgYBwcH4uLi6O/vx8TEBFdXVwYHBykoKEBPT499+/axbNkympqaBO3p9OnTVFdX09fXx549e/D19aW4uJigoCBee+01fv75Zz755BMsLCy4ePEi33zzDYWFhcycORNvb29aWlpITk4eEZnkjz/++G/yGwBLS0v8/PxEyrGTk5Mw3FdWVrJp0yY6Oztxc3MjPDyc58+fi8PmwoUL8fLyorOzky+//JLvv/8eLS0turq6yM/Px9bWlhUrVqCvr4+RkRF9fX2kp6cLv+HSpUv58ssvqa6uZtWqVeTn5/Ps2TM0NTVxd3ent7eXN998k+LiYr788ksaGhqor69n4cKFqKqq8s477/zjNQNQVFTknXfeEajcqKgoxo0bR1tbG52dnTg4OJCRkcGFCxcAxEZr586dTJs2jX379lFZWYmPjw+urq68+eab6OnpsWPHDvbv309OTo6Qc8nKyhIeHs7o0aMpLy9n3LhxWFtbM2XKFLq6uvj111/ZuHEjTU1NPHz4EBkZGWHyVVJSIjo6mvfff5/bt2/T0tIi0uQrKytFzstI1Q0QPsjNmzeTn5/Prl27hNesoaGBDz74AGdnZ27cuMHz58+prKzEwsKCnTt3Mnv2bNatW0dKSgrNzc28ePGCtLQ01q5dS2pqKmVlZdy5cwdbW1ucnJzo7u5maGiIuLg44K9keqn/SxrCd+bMGTZv3iwoTenp6bi5ubFw4ULCwsLYuHEjBQUFdHZ20tDQwC+//IKJiQnvv//+/5ZX90+upqYmgoKCKC0tpbi4mEePHqGhoYGFhQUuLi6sX7+ePXv2cPToUUJDQzlw4ADXrl3jtddeo6+vD1tbW+zs7Lh+/TpVVVXs2LGDiRMnEhYWxujRo+nq6sLKykrkdzg4OPD1119z+/ZtVFVVKS4uFmh/FRUV1q1bx927d3n48CGFhYX8/PPPNDc3i/ovXbqUhQsXsmXLFnJycnj8+DHm5uZMmjRJyNT/k/W3Dh9btmzhxIkTrFq16t9+fXBwkDNnzvzXm0gVFRWWLl3KxYsXOXHiBH19fVRXV3PhwgXq6urIy8vj448/5vnz52J8/tNPP3H8+HEyMjJERsjg4CBmZmbMnj0bFRUVHj16xJQpUzh37pxw7xsYGLBgwQKKi4s5fPgwU6ZMQVZWluzsbFxcXAQ5YPz48SQlJaGpqUlGRobgcg8MDLB06VL8/Pz4888/hefi/PnzfPPNN8jLyzNt2jQ+/fTTv1Pa/2qNGTOGxYsXs3DhQmbPno2SkhLHjx8nPj6epUuX0tjYyIwZMzA1NWXq1KlERkZy7NgxIZWKioqioKCAGzdu0N7ezsyZM5k2bRrbt28nIyMDXV1dpkyZwqtXrzh48CA1NTUUFxcjJyfHqVOn6OrqYnh4mJSUFA4dOsT+/ftxdXVFT09PHO56e3tRVVXl2bNnqKqq8vHHHxMZGSkyKmRkZMSDauLEiSMyJpZiTrds2YKMjAwzZ87ku+++4+uvvyYzM1MAC/Lz8zl79ixvvvkmx48fZ8uWLXz22WeCb29qakpnZyfz5s1j2rRp6OvrU1hYyIkTJwgKCqKyspLffvsNZ2dnTp48ibe3NwcOHGDevHnk5+fz5MkTANrb29m5cyfp6en4+voyefJkrK2t0dTUpKGhgR07dvDNN9/wyy+/4OjoiI6ODhKJhNLSUjZs2MDPP//M8ePH//G6wV8ZKb29vVy9epXY2FihOS4uLsbHx4fOzk48PT0ZHBzk2bNnnDx5koiICGGUk3qNpJsUTU1NFi5ciL29PRcvXkRJSYnk5GSuX79OTk4O+/fvF53Ze/fucf/+fVJSUqioqOCjjz5CQUGBgIAA3n//fd544w2io6OFsfD111/n0qVLREdH4+Xlhbu7O5MmTaK4uJjLly+PiIxDuiQSCT/88ANNTU0sXryY9evXC5ztxo0bRVevvr4eJycnJk+ezOPHjzl8+DCKiopC+tPY2MjLly+5ffs2Q0NDbNu2jRkzZhAaGsquXbuoqqpi48aN9PT08OWXX/LHH38Ipn1+fj56enrMmzcPPz8/jhw5wrp16/D29sbFxQU/Pz80NTVZu3YtK1as4OuvvyY2NpYPPvgATU1NGhsbKS0tHVHU7r1795g4cSKWlpY8ffqUtLQ09u3bx6RJk+jo6ODzzz8nJyeH1atXM3bsWM6cOcOPP/7I2rVruXLlCpqamgwMDGBpacncuXNZvXq1aDCEhYWxc+dO1NTUUFJSEhIYKQwgMzMTMzMzysrK6O7uZunSpYLM5u3tTVFREdOnT2fUqFG0tbUxadIkpk+fTnBwMAcOHODbb79l9+7dZGVlIS8vj6qq6oj5Zby9vUVqPUBbWxvLli1j+fLl1NfXo6amRlxcHLa2tqipqdHY2EhkZCSZmZkcOXKEw4cPY2VlxaJFi/Dy8iI3N5f58+czffp04WcpKSkhMzOTzs5OVqxYQUBAAOfOnaO7u5vx48dTV1dHcXExBgYGgrDY2dnJy5cvWbFihZBtuLi4UFdXx5dffomtrS2HDx8G/h9Z8dmzZ1m+fPn/tt/4J1ZDQwMRERHMmTOH6upqAQDx9fXl1KlTTJgwATc3N/T19QG4ceMGu3fv5s033+TZs2fcv3+f5cuX4+Ligq6uLuHh4YwaNUrghY8cOUJ5eTnnz5+noaGBZcuWYW9vz+7du0lLS8PIyIikpCSMjY3ZsWMHeXl5nDp1ihkzZjBx4kTs7OwoKCigu7ubZcuWISMjQ1FREVVVVbzxxht4e3vz+PFj8vPzBfBjpKbiUrT82bNnSUhIoKmpiSNHjvDo0SMSExN59913CQkJwdnZmffffx8rKyuuXbuGoaEhU6ZM4bfffiMxMRFvb28+/fRTioqKmDZtGitXrsTIyIiioiK0tbWBv5oSjo6Owidz8eJF+vv7GR4exs7OjpkzZ+Lj40Nubi5fffUVGhoa+Pj4cOvWLTZs2ICrqyvBwcHs2bOH/fv388cffyAvL4+Hh4cIfhwpv0xZWRn6+voCMvDRRx/x/vvvM3/+fObPn4+Hh4cIYpbujdetW4e/vz+BgYFYWVkJX5aLiwulpaV8+eWX/Pbbb4wbN45Vq1bx9OlTLl++jJKSEoaGhqSnpzNlyhRaWlpobm7m/v37JCYmoqyszLNnz2htbeXHH3/ko48+4vPPPxee53379vHJJ59w4MABvv76a3bs2EFERAQnT55k165dfP311/+xV0Zm+H91i/+HKzExkW3btv1fuds5OTn/0edIQ7MePnzIxYsXKSsrw8HBQQSZSKcrTU1NBAcHk5OTQ2JiIoaGhiKTorOzUwQCeXp60tXVRWJiInPmzOHevXu88cYbPH78mBs3buDq6srGjRsFUUt6YElNTcXIyAgTExOqq6t59eoVSkpKtLa2kp+fT0ZGBsrKykydOpU333yTM2fOUFpaSkREBElJSSKRWSKR8NFHH/Hnn3+ydu1aXFxcUFVV/W/L+x/XbWBggAcPHghU5muvvUZycjKenp4oKyuTkJBAfn4+qampyMvLM2fOHHp7e9mxYwfm5uaEh4czceJEDAwMqKqqIi4uTmjpnZycsLW1JS4uTnQuHBwcMDc3x9XVlY8++ojRo0cTEhIiJG56enp8+OGHfPfdd2zbto0FCxYQHByMiooKxcXFzJs3j7a2Nj744AN8fX2JjIwkKiqKoaEhkbfyww8//ON1O3z4sMgl8fHxYe7cuWzdupV169YxODhITEyMmMhkZmYSGRmJtbU1EomEy5cvc/v2bZ48eYKFhQXW1tbExMSwdetWWltb6e3t5fPPP+edd94hKCiIxMRECgsLxUZo7ty5gl0+f/58srOzWbhwIQsXLmTx4sXk5eWRl5cnvCOzZs2is7OTTz75BE9PT5YsWcLg4CDp6elUVlYSEBCAlpYWHh4e/1jd/tfaycnJiQe11Ch/584dAgMDOXjwIBMmTCAkJIT09HSys7NxcHAgJycHWVlZ7t27h7u7O6tWraKuro78/HzeffddysrKmDVrFuHh4axbt462tjbU1dUJCAigp6eHs2fP0tLSwqxZs3j16hUZGRnY29szceJEFi1ahIKCAkuXLqWqqgo9PT1KSkp4+fIlSkpKfPjhh0ybNo1r167x559/UlxcjJqaGqNGjWL+/Pm4uLiMSN2qqqrIzMxEQ0NDdIvNzc25evUqv//+Ow8fPsTQ0JCamhoGBgbw9fXl9u3bWFlZYWtrS0pKCtnZ2ejp6WFlZSVCCevr6ykqKuLAgQMsX75cpFc/ffqUOXPmMH36dP788086Oztpbm6mr69PSI0mTJjAgQMHmD17NqampvT19VFeXk5RURFBQUFs2rSJzZs3k5OTg6GhITNmzMDMzIy9e/eyf//+Ealbeno6EokEHx8fkpOT+fnnn/npp5+ora1lwYIFtLS0sHfvXgEZuHLlCp988gkPHjzg7t277N27l59++on6+npsbGxISkpi9OjRbN++nZkzZzJ69GgcHBwoKysjLy+PBQsWEBcXx9WrV5GVleXEiROUlZWRkJCAlZUVNjY2LF26lDFjxlBWVia8bioqKnh6erJ8+XJ+/vlnnJ2d0dXVpaGhgaamJmRlZdHV1eXq1at8+umn//gz7ocffiA0NBRlZWV0dXVxcHAgKiqKwMBA9u/fj7u7O1FRUYSHhxMeHk5+fj5+fn5s3LiREydOcOrUKZKTkykrK8PGxobt27dz//59jh8/jqamJvb29qSmpuLt7c3XX39NT08Px48fR19fn6ioKN544w2Ki4t5+vSpmAbb2Njw2WefsWjRInR1dbGzs6OlpYW4uDguXbqEqqoqb7zxBgYGBlhbW2NjYyNgAT/88ANHjx79x+t2/Phx4dfr6upCV1eXwMBAjh8/TlhYGIaGhri6uqKurk5WVhZHjx4lJiaGw4cPs3//fqqrq1m4cCGysrJkZmaip6eHra0t0dHRPH78mJ9//lkEIW/evBkZGRk+/vhjTp48yezZs1FXV+fNN99kaGiIL7/8Uux12traaGlpITQ0FHt7e2pqarhx4wbu7u44Ozvz8OFDJk+ejJ6eHqWlpbS1tREeHs7bb7/NH3/8MSL3aklJCUNDQ0RFRdHZ2cnYsWPp6OjgxIkT/PHHH8THx+Pu7k50dDTFxcXMnTuX69ev88svvxAeHo66ujqvvfYaoaGhdHZ28scff1BTU4OWlhbe3t74+fnx4sULKisrUVNTIzU1lfj4eJ48ecKPP/5Ieno6o0aNwt7enqqqKiQSCfPmzSMkJAQ1NTWGhoZ4+vQp9+/fp6enh7feegtXV1eePHmCuro6586dE9Pozs5OAgICRqRuZ86cEV7YqVOnivy6ly9f0tnZSXx8PMrKygQFBTFhwgScnZ1RVFSksbFRPOeknsfq6mqUlJTYs2cPW7ZsEZRJKQ1xYGCA8vJyPvroI9asWSO+BxkZGSgqKuLh4YGnpyeHDx9mwoQJREVFsWzZMhQVFQVNLC0tjW+++YZbt25ha2vLyZMniY2Nxc/Pj99++42Kior/qG5/e/Lh5OTEqlWrUFVVFdjd3t5e7ty5819/nqurK8eOHSM5OZn6+np0dXW5du0ax44dQ0dHhylTptDf309paakw/c2dO5d79+6xfPlykVL56NEjhoeHeeedd3j27BkSiUScFGfOnImNjY0Ik7OysiIoKIjw8HD6+vooLCykuLiYmpoaTExMuHHjBlu3buXChQvMnTtXyHMeP34sNp5SSY2UMe/p6UlPTw8vX778O2X9r1dqaipeXl44OztTUVHBd999R19fHx4eHixatAgNDQ1aWlpEN666uhpXV1eh7dPT0yMnJ4eenh7s7OyoqqriwoULLFq0iEuXLuHl5YWJiQm2trZUV1fj5eWFlZUVT548YdasWVRWVvLq1SuioqJITk5m+fLl1NbWUl5eLugIjx8/RkZGBn19fYKDg/H19aWyslKM1DU1Nbl48SIGBgb861//GpG6TZo0iTNnzjA4OEhcXByFhYWCy3/y5EkOHTqEjo4O2tra1NbW0tnZSWlpKcPDw9y8eZMnT54wYcIEYc5asGABv/zyC52dnaxevZqPPvqIzMxM+vr6mDZtGhEREUyePJn33nuPW7duERwcLA456urqfPbZZ9y6dQsTExOUlJS4ceMGTk5OBAQE8Ntvv6GgoICMjAw1NTUYGRlhY2ODra0tMTExnD59mj179oxI3QBevHghAiorKirw8vLivffeIyUlRUAf9u3bx8uXL3F0dMTf35/y8nLefvttQkJC6O3tpaioiObmZtTV1UlPTxeJs/PmzROps9Lpk5GREdnZ2fzxxx80NTVhZWUlDK1ZWVlcuHCBP/74A319fZqbmxkcHMTb2xtbW1uSk5NRU1Nj8eLFoqumoKBAb28vlZWVpKam/l/lo/9fLzMzMwoKChgcHERRURFzc3PGjx+Pv78/f/75J6qqqkyaNAmJREJ6ejpNTU0ibNLCwoLbt2+joaGBu7s7+vr6REZGcvz4cV68eMHixYtZuXIlenp6XLp0iaysLN544w2qq6v57rvvBJq5ubmZMWPG8M4774jkeUdHR2JjY/n8889xc3Ojs7OToaEhCgoKhDFYOsVLSEhAX1+f/fv3j0jNAPr6+rCxseHmzZvEx8djY2NDQUEBAPv37+fNN99k2rRpDA0NUVJSQkFBAb///rvwJaSnp6OlpUVFRQUvX75ET08Pb29v1q9fj5aWFs+ePcPY2Bhra2vy8vI4cuQIn3/+OQ8fPmTMmDHs3LkTAHl5eXp7e1m9ejXHjh3D0NCQn376iYMHDzI4OEh4eDjW1tbs2bOH8+fPs2XLFs6dOyeyBhQVFcnJyWHGjBkjUrfu7m6BQtfS0sLCwkKggx88eMCHH35IcnIyxcXFpKSkkJeXJ5Klp02bRm9vL1u2bEFHR4ecnByeP3/O6NGjkZeX59tvvxWJ3RUVFcyZMwdfX19SU1Pp6+sjMDCQ2NhYXrx4QU1NDcHBwXzyyScMDg6yZMkSLCwskJOTw8HBAQ8PD8aNG8fjx4+Rk5OjoaGB4eFhioqKcHd3p6OjgytXroxINgr8hRLv6elBQUEBLS0tZGRkyMnJQUdHh99//52jR4+ioKBAX18f/f39KCgoMH36dF69esVXX31FbW0tGRkZGBkZYWFhwY4dOxgzZgyzZ89m9erV9PT0MHbsWAYHB3nw4AHR0dECUtDQ0CBCWO3t7dm3b5+4L6Xkyjt37jA4OIiTkxMmJiaigfbxxx8L36abmxvV1dUib2ak1vnz5wkPD0cikWBoaMioUaN4++232bRpkwhaTE5OxszMDH9/fwwMDJg3bx579+6lrKyM8ePH09LSwsuXL5GRkcHIyAhjY2ORi/Xo0SMUFRXp7u7m1atXAqn+7NkzbG1tqaioIDc3l6GhITw8PMjOzkZBQYGhoSEOHjwoGlNDQ0NMnDiRd955hzt37ohNs4GBAUpKSgJ2NFJr6tSp2Nvbo6qqyvDwMIcOHaKsrIzW1lb++OMPysvLhTfqzp07Is9DVlaWxYsXM2nSJGpra0lPT0dVVZUdO3bg5OTEV199xZIlS5g9ezZXrlwhNTUVVVVVMjIy+OCDD3jjjTf49ttvGTduHL29vZSXlzM8PExycjK2trYkJSWxa9curKysSEpKoq6uDnV1dYKCgti/fz+LFy/GxMSERYsWMWXKFCwtLf8rP9vfOnwoKChw+PDh/6MJ7O+QPJKTk7l69Squrq4EBAQI056Hh4dIRb5y5QoVFRXo6enh6uoq8JkmJiYYGxuLizQtLY3vvvuOqqoqrKysePjwIYGBgQJJqaury9y5c3n8+DFKSkrs3bsXDQ0NBgYGqKuro6+vj4kTJ6KpqSlMvrNnz6a0tJSYmBhUVFSYO3cuL1++pLm5meDgYIEYVVNT49y5c/9HI/4/sdzd3cnOziY5ORk5OTlGjRpFfX0933zzDXl5edjZ2dHe3k5vby/19fUCWfrpp59y+fJlXF1dkUgkDA8Po6ysjLq6Ou+99x7W1tZERERw5swZlJSUMDIywtXVVTwoo6Oj6e/vF8bOrq4uccqVsqS9vLzESVtNTY2mpib6+vpwdXXF0tISU1NT2tvbxWEzODiY5ubmEalbZmYm5eXl9PX1oa+vj6+vL6GhoWzatIlvvvkGBwcHFBQUKCsrE10WU1NTlixZgpWVFVOnThWSKzU1NQYHB/Hz82NoaIjGxkb6+vpwd3cXnU8pxtLBwYGUlBQGBweRSCQCw6uqqoqNjQ0ZGRmoqakJ9HFNTY0YK3/66af88ssvKCgocO3aNdE5//DDDwUHfiRWbW2tIA61trZSXFyMvLw8VlZW/Pzzz8jKyjJ69GhGjRqFsbExnp6eSCQSSkpKyMjIwNHREWtra7q6uigsLMTS0pIbN27wzTffcOzYMfr7++nt7aW5uZmmpibCw8OJiYkhNTUVExMTMR2QXvfStPekpCTKy8sFyUNGRoaFCxeKP/fo0SOWLVtGXV0dzc3NKCgoiBH+SKyMjAyUlJQoLCxEVVUVT09PLl68iLu7u8gNMjMzQ0VFBRMTE3p6eti6dSs7d+4kLy+P/v5+7OzssLCwQElJiZ6eHtLS0nj+/DmLFy9GVVVVTN50dHQoKysjLi6OzZs3Ex8fz+zZs9HT00NGRoa8vDyUlZW5desWDg4OhISEoKioyK1bt2hvb+ftt98mPz8fBQUF0U11dHTkyZMnNDQ0YGpqKhLW/+nl7OzMxYsXsbCwYN26dfT29goPihRlGx0dTW9vL5aWlkyaNIm7d+/y2Wefoa2tTWNjI2PHjsXc3JympiYmTpwI/BX6GBAQIPIYpPkz165dQ1NTExMTE5qbm+np6UFWVpauri5kZWUxNDSksbGRkJAQbt68KShg169fx87Ojps3bzI0NER7ezsaGhr09PSQn58P/OX7GalQS6mfp6enR8AZ1NXVSU5OJiIign379hEUFISFhYXwM5SWlrJt2zbi4uIwNjbGxMSE8vJyGhsbsbOzQ11dnSdPnuDm5kZtbS1JSUlYWFiwaNEienp6uHHjBrNmzUJDQ0Ncy+np6bS3t6OpqUlaWhqGhoYEBgbS0tJCU1MTqampwgN45MgRDAwMRI4NINC10vyDf3qZmJhgZ2cnlGPLSjIAAQAASURBVA81NTUC019RUcHu3bsxMDDAz88Pa2trZs6cSX9/P8+ePePixYtERETg4+NDQ0MDJSUl+Pv7s2jRIp4+fYqGhgZaWlooKyuTlJTE1atXqaurE+j3R48ekZeXJ7xwTk5OqKioYGRkhJubG5WVlUyZMkXsZSIiInj06BHPnj2jp6dHTCil749JkyYRHR2Nm5vbiNQuKChI4NPl5OSQl5fHwcEBJycncnJyqKurIzc3l76+PtLS0kSQoLa2tlAd1NfXI5FIMDY2Rk1Njba2Nmxtbblz5w4TJkxAT08PfX19FBQUMDY2prKyEhcXF+Tk5LC3t6e1tRVdXV1UVVUZGBgQYbYqKip4e3szODhIZ2cn7e3tvP/++zx79ozk5GTa2trQ0dGhsLCQtLQ03N3def/990ekbioqKtjZ2SEjI4OysjIKCgqcPXsWY2Nj/vzzT4yNjXF3dyctLY26ujphxm9paeHChQsMDAwwevRoHB0dKS8v5+zZsyxdupQlS5aQmprK0NAQL1++pKSkRIAlZGVlMTU1JSAgQPhnpFQye3t7Kioq6O3tFfAbKUVMCtv4/fffeeuttyguLsbIyIihoSFevHiBtbX1fwwk+VuHj8WLF1NSUiIwZf/rkprb/pslKytLUlIS9fX1yMnJ4ePjw/Tp08nOzmbWrFmUlJTQ1tYmtKrS7nBWVhbnz59n/PjxGBgYUF1dTVtbG21tbYwdO5bk5GQqKiro7Oykv78fPT093NzcGBwcpKenh+rqavLy8ggLC0MikTA0NISamhrW1tY4OTmxd+/ef0PsJicni5d1dHQ0EolEoBZNTU0pLS0lOjqaMWPG/J2y/tertrZWJFZKJBK0tLTo6+tDIpFgZ2eHvLw8Q0NDomOuo6NDb28vJSUlKCoqCj1zS0sL5eXlFBYW4uXlRXt7O5mZmWhrazM4OCjY/rm5uSQmJqKvr4+enp7IHJCRkcHKygpLS0tUVVUF5cTf319kBbx69Qo9PT0UFBSoqalBUVGRnp4e1NTU0NLS4unTp/j5+Y1I3eTk5NDR0cHV1RUPDw9sbGyoqakhIiKCmpoa9PX1xSajvb1dYDibm5sFC7ylpQVTU1OR/N7U1ISzszODg4OkpKQwbdo0nJycKCoqIi0tDYCAgADMzMxwd3enoqKCrKwslJWVCQsLQ1lZGRkZGR48eCBwjoBIJq2pqRGkmoSEBJFWbWRkRF5e3ogdPqRJ9dLNgIGBATExMUydOlWM0seOHUtRURE9PT2YmJigoqIiDpvy8vLY2NhQX19Pa2sr3d3d3L9/n/nz55OTk8Pw8DAaGhpoa2vj7OyMvr4+8+fPJzY2FgUFBaZMmSKmCHV1daSnp+Pq6kp2dja9vb1oaGggLy+Puro6EomE1NRUpkyZwsWLF0WokrW1NfX19bx69QpHR8cRqZsUCSuRSBgYGPg3/HVDQwOWlpakpaWJHBDpNNnR0ZGhoSGcnZ0Fpc3d3Z2IiAiio6OF/EW6STYxMcHKyoqoqCjk5OR4+PAhKSkpzJkzB1tbW4qKinj16hX5+fkCd+rh4UFVVRU1NTV0d3dz5coVLC0tqa2tJSEhgZCQEAoLC6mqqqKrq4vIyMgR29BIA1s7OjqE+VleXh4tLS1iY2NJTk5maGhITLPa2tro7u5m6tSpHDp0CPhreiLNnlFWVkZFRYXe3l7h+ZFioaV4zYaGBhYvXgxAZ2cnaWlpQq4nfXbp6enx6tUrsaGpqqoiNzeXoKAg9PT0xKZxaGiI0tJScShvbW0dkbrV19fT1NSEk5MTCgoKZGdnU1lZSU9PD4ODg6SlpTF37lyBV7aysiI1NRVra2tCQ0Npbm4WmSBWVlZ0dHRw6dIlEhIS+PDDD8VzbWBggBkzZlBeXs6qVatQUVGhtbWV0tJS0aHX0dEhOjqajo4Opk6dKjaP5eXldHR0YG5uLoIipfAEKbEnKSmJpUuXcvv27RGpW1paGvr6+gwNDdHf3y98Kc+fP2fVqlVER0eTk5NDS0sLNjY2tLW1IScnR0tLi5D2KSgokJ+fT2lpKebm5ujr6/Po0SNkZWUFjl5K+Js4caLAynZ0dBAQEICDg4OYDlVVVQmTufTALO185+fnk5eXh4mJCaqqqujq6lJYWEh9fT3y8vK4u7v/reiDv7s8PDyEF0NTUxMlJSWWLFlCXFwcampqgrokIyNDY2MjNTU1DA0NiUayra0tPT09qKiooKKiIkz50uyI+vp64C90uo6ODkNDQ+K5qampSXBwsPi3KCkpiQDfffv2sWjRIrq7u9HV1RW5RaNHj+b48eP09/eLSYkUBPN39rF/d2VmZjJq1Ciqq6upqKhASUmJiRMnimeFlAIrPZRL1Rg9PT0UFhYyadIkhoaGhLyxoqKClJQUVFRUaGtr4+nTp9TV1Yn8rODgYA4ePIhEIhHYY0tLSzo6OkSu0tKlS3ny5Im4thsaGqirqxPvXSMjI86fP4+joyNKSkqCimptbf0ff91/6/Chrq7Otm3b/o+BcAkJCZw9e/a/+jxfX1/i4+Opr68nISEBGRkZZsyYQVRUlMgOsbe3p6enRxguFRUVkZOT48CBA2hpaYkHu7y8PMuWLcPT05OEhAT09PREmJuUMlJXV4eZmRmZmZmMHj0ae3t7KisrkZeXR0FBgcHBQZqbmzEyMuLx48e4u7vT39+PhYUF6urqNDc3Cy6ylFEtDXJpbm6muLj475T1v14FBQXMmjULeXl5ioqKREaFq6srra2tSCQSLCws6O3tpbq6Gjs7O5GTsG7dOpHTIScnR3d3N5GRkbx48UJ0ambNmsXAwADd3d3IyMiIDbi7uzteXl4kJyeLsLOmpiYxCZPK45ycnBgYGCA/P5+uri5cXV0pLy8nPj5e6POVlJRQUlIiKipqxIysvr6+AELS0t/f//9j7z/Dsyy3cF34TO+9995J7yEhAULovYNUFRREBQugiNgABVGEKSKCdFDpJfSQQCAN0nvvvfee/cMv97Hmsfc+trIW2d+3Pq5fc6pH9B3kfZ77HuMa18lff/3FwoULSUxMpKamBgcHB7q7u8nOzkZOTk50OidNmkROTg7m5ubi9yQnJ0d0nYf3RHx9fQV8s7+/n8zMTCZNmkRgYKA4cP6P/n5paWlkZWXJyMjA1dUVfX19JCUlaW9vx93dnWnTpvHXX3+Rm5uLtLQ08vLylJaWUlJSMqKQwWHuTV1dHaqqqtja2nL16lWcnJyEFVFKSor09HTa2toICAggMjKSjz/+GAcHB7EbpaCggI2Njbjc3b59G1VVVWpra2lqahLTzGH4XXR0NHl5eUybNg0NDQ00NTXR0dFBVlZWEGK1tbUpLS39r32lgoICNm7cyJ9//kl4eDidnZ2YmJhQUlJCQUHBiNWtubkZeXl5lJSURFTz2LFjSU9PJy8vj2fPnpGRkUFOTg5ycnJYW1sTHx8vRuIODg5kZWXR0NCAtbU148aNIzMzk+DgYNEI0dDQEC/9oqIi/Pz8yM7Opru7m97eXiorKykqKhIRqkuWLEFJSQkJCQnS09PR09PD2NiY48eP89ZbbwFw9+5d+vr6SElJobe3FwsLCx4/fjxil4/CwkJsbW2pqKggKysLJSUljIyM0NHREdBTHx8fWltbefbsGampqVhaWlJYWMjVq1fR09OjuLgYCQkJQUd2cXHBxMQES0tLGhoaUFZWFpcXJycn0tLSWLRoEYaGhqSnpyMlJQX83bQYtr0MDAwQEhKClpYWXV1dKCoq0trayptvvikCEVRVVamurhZRxxISEv+XDbuXoYKCAmpqapCWlsba2hpTU1PCw8PR1dVlaGgIb29v2traqK+vp6WlBSMjI/Lz84mKiiIoKEjYEu3t7dHT0yMiIoK7d+8CCNL9MCiwrq6OwsJCXn/9dc6dOyfeN+3t7Tg6OuLj40NCQgIqKioYGBgIwO9wd1tdXZ3Tp08zY8YMMVnR1tYW8agaGhojUjOA/Px8Ojs7RdqQpqYmbW1t6OnpsWHDBoaGhsRFPDY2loKCAqysrLC0tERVVZWamhqam5sFg2I4ojo3N5dRo0ZRWlpKVlYWEhISYiejtLSUy5cv09LSgoeHh2BjDEdjP3r0iKamJsrKykQtqqqqiIuLIysrCysrK7S1tenp6aGgoICcnByamppobW39V9yF/1kpKChQU1ODiooKUlJS5OXlIS8vz/Pnz/Hy8kJBQQE1NTVBEVdRUUFWVpbExET09fXx9fWlra2Njo6O/zqvmZmZMXr0aDIyMigpKRHPUQMDA+zs7Pjxxx/FGUxOTk7sVzU3N4vAIXl5eeDvS4mysjJaWlrU19eTmprK1KlT8fT05OnTp6ioqDB9+nTi4uJGrG6tra20trbS1tZGRUUFsrKyBAUF0d7ejqysLDk5Oejo6AinyfDFQk5ODgkJCUJDQ3n69Cl1dXUYGBigpaVFYmKi2OMqLi6mu7sbY2Njxo0bh5WVFbt27cLZ2RlDQ0M8PDxwd3dHUlJSpAIGBgZSUFCAtbU12dnZAiBYXFzMnTt3mDlzJg8ePMDd3Z28vDwKCwuFTfGf6oUuH8+ePSM/P5+Ghob/+uuDg4MvdNPW19dHW1sbZ2dndHR0KC4u5vbt28Dftz59fX0WL16Mu7s7N27cICUlhTNnzgioz7Ady9bWFhcXF5qbm7l37x6mpqasW7cOJycn0ampqanB1dUVa2trDh8+TFhYGAMDA+Tk5FBdXU13dzePHj0SnQsZGRkePXqEkZER/v7+mJiYoKuri7m5OWVlZSJCtLa2Fi8vL6ytrdHU1HyRsv5rjR07VmRqa2lpoaKiwvXr11FUVCQzMxMvLy+mTJlCXl4e8fHx1NbW4uPjw+7du+nt7eWrr75CWVmZKVOmoK6uTldXFzU1NVy/fp2tW7cSFxdHWVmZOHA6OztjaWnJmTNnSEtLY/78+Tg7O5ORkcHp06eJjY2lqqqKhQsXivSUtrY2LC0t2bFjB1evXuXevXsYGRkJ8FVbWxtmZmbMmTOHmzdvCrvAy5Smpibjxo3jxo0bJCUlYWJiwsWLFzE3N0dDQwMnJyecnZ2RkJCgrq6Ovr4+pkyZgq6uLg4ODqSmphIQEEBaWhr/+c9/6O7u5oMPPuC3337j2bNnWFtbi648wNy5cyksLKSyslJ0KJydnVFTUyM1NZUHDx6waNEirl+/jre3N4mJiQKEKCMjQ3l5uQBeDi/tX7lyhcbGRkEjHinV19fT19eHt7c3DQ0NVFVVMTAwwIcffkhoaCi1tbWikTBMQC4tLeXChQvMnDkTHx8ffv75Z5SUlJg9ezbnzp3jk08+Yd68eQQFBaGpqUlVVRU9PT14enrS29vLl19+yaeffsqyZctQUFAgNjaWmJgYAObNm8ekSZPE4fvLL79EQUFBdP8B7t+/z3fffcelS5eIj48nLi4OJyenEfVDBwQEkJeXh7KyMnZ2djg4OKCrq8vBgwext7fnl19+YcKECRgYGJCUlERBQQG9vb389ttvDA0N8dprr6GlpSWitGNiYvD29sbZ2VmkMg2D0QoKCvD09CQqKopz585RUFCAsrIyDQ0NVFZWUl5ezvvvvy9sRMP8kMHBQRG0cOnSJY4dO8adO3f48ccfsbGxYfr06ZiZmQkb0UgoNzdX8BQMDAxITk5GVVVV2BMtLS3R0dFBWVlZxOXKy8sTHh7OggULRGoTQHl5Oerq6qSlpfHGG2+Qm5uLhIQEvr6+lJSUcPv2bbGcOWrUKHp6esjJycHNzQ1TU1OOHDnCDz/8QGhoKIaGhvj7+3PixAliY2MxMDBgwYIFyMjI8MMPP6Cjo8OsWbNIS0vD0dGRMWPGsHXrVg4ePEh/f/9Lr9snn3zCsWPHRNzt5MmTxbTts88+o6SkhAsXLlBcXIyWlhY+Pj5s3LiR2tpavvnmGxYuXMiMGTOoqakRz0kLCwsxXR9mAIwdOxY9PT2uXr3KoUOH0NXVpaWlhSlTppCZmUlxcTHPnj1jwYIFXLt2jVu3bmFgYICkpCQBAQHY2Nhw79496uvr+fLLL5GWlkZKSopr166hqKgodguLi4tfes0Apk+fztWrV5k8eTKWlpZcvHiRiIgIxo0bR1ZWFnPnzqW6uponT54IG52BgYHoEKurq4tLvKGhIRUVFZibm4uJ2+DgIJqamjQ2NlJUVERDQ4NoPJiZmYkzSn9/P/n5+aiqqjJ27FgRNd7Z2cmFCxeIjY1l7NixBAQEICMjw9GjR+no6BD7RcNBLvX19SNSN/h75/f7778XTJ2GhgZqa2vZsWMHMTExWFtbU11dLSaBww2ipKQkrl69Sl9fH//5z394/vw5ISEh7N+/n9LSUuBvppmdnR1nz55lYGCAWbNmYWhoSEpKCvPmzePYsWPs3LmTpqYmRo8ezcqVKzl8+DDTp0/nxIkTfPXVV9jb25OQkEBsbCzvvfceQ0NDFBUVcenSJbS1tUXzuqioaMQayAATJkzgzJkzBAQEsHLlSlJSUvj222/55Zdf8PHx4Y033mDJkiVcuXKFy5cv4+bmhoaGBsbGxly8eJHY2Fi6u7vx9fUVzKbJkyfT1NTE5s2befbsGU+fPkVZWRldXV2io6NZsmSJgP9GRUXx+uuv4+DgQGJiIoaGhuzcuZPa2lpWrVpFSkoK+vr6rFy5krq6Ourq6sjMzGTOnDm4u7uTk5MjGq/x8fFYWFj8o8/9QpePuXPn8sYbb+Do6Ph/+ntXr1791z/v8OHDTJo0ibt379LQ0MDKlSv5+uuvKSsrY2hoiEWLFnH8+HGMjY1FQsSw13zKlCmkpqZSUlKCjo4Ora2tpKSkcOPGDVasWEFoaCgXLlwgNzeXy5cvk5+fj4SEhPBe3rx5UyQMhISE0NraysqVK/H390daWppVq1ZhZGREVlYWWVlZSEtLM378eOrq6gRwZTiPv76+np9++omHDx++SFn/tYZhZB4eHvT29pKQkICbmxtLlizBxsaGBQsWUF9fj4WFBW5ubjg4OLBz505++ukn3N3dxYFGRkYGa2trrly5IiKDP/74Y/Hg9PPzo6uri127dvHXX39RU1PDpUuXSE1Nxd/fHxcXF2bPnk19fT23b9/GwMAAU1NTAVVLSkri2LFjrFy5UjAqhkeNwzCqb775BgcHhxG5fJw+fZqlS5fi6+tLc3Mzenp6ZGdnc/r0aS5evMjs2bNZuXKluKQYGRkxadIkCgsLefjwIZaWliKN7YMPPqCpqYl33nmHOXPmiC/+48ePKS8v58svv0ReXp5x48ZRVlaGsrIyX3/9NampqaiqqmJqaioi/g4fPkx/f7/w7Pf19REaGoqzszN//fUX9fX19Pb2snDhQvGCHk7nGSmNHz+e9vZ2zpw5I8jkN27cwNHREWNjYxISEpg3bx61tbVkZmaioKDArVu3qK2t5eHDh7S3t7Ns2TKuX7/Otm3bsLGxITExkfr6eu7fv8/Ro0fp7+/nxo0bnD59GhcXF06fPs3s2bPZsGEDsbGxLFy4kHnz5vHTTz9RUlLCwoULsbe3x9PTEwMDA3Jycrh16xatra289dZbfPDBB9TX17NgwQI0NTVJSEjgypUr5OXljRgjZdKkSYJL5OfnR1lZGV9//TWurq5MmzaNOXPm8PTpU2pra8UIPiAggM7OTp49e4azszO5ublUV1cTHR3N4OAgCxcuZHBwkAcPHjB58mSUlJRwcnLC0NCQpKQk3n//fWbOnMk333xDW1sbBgYGhIaGYmZmhrKyMosXL+ann36iuroaa2tr/Pz8CAkJwdraGh8fH8LDw+nq6mLNmjV4eHiQmprK559/joWFBWPHjh2Ruq1fv55z585RXV1NR0cHaWlpfPzxx8yZM4eDBw9y6NAhmpubiY6O5tGjR6iqqtLY2EhiYiL79+9n3rx5jB8/HgMDA4aGhtDX1xc2VRcXF6SlpYVH3MvLi507d5KYmMibb74pdkaGoayKioqi03/r1i2OHTvGxIkTWbFihYCjLVy4kLi4OEGwnj17Nn5+flRVVdHX14e0tPSIXD56enrYsGEDbW1tonuenZ2Nr68vv//+OzNnziQnJwcLCwtef/11+vv7GT16NGvXrsXLy4vY2FhMTU2Rl5fH29ubjz76iLS0NNra2ti9ezcVFRUoKSkhKSmJhYUF9vb23L9/n4iICH744Qfu3bvHmDFj8Pf3Jzk5WXA7lixZwttvv42ioiIDAwNkZmZy9uxZgoKCaGtrIygoCGdnZ/r6+nj06BF//fUXa9asGTG7Wnp6Ops2bUJBQYHLly8TERHBxo0b2bt3L0lJSezfv58//vgDfX199u3bh4yMDDNnzuTTTz/l/v37nD59mq6uLkJCQnB0dOSPP/7A3t6e6upqbt26xZYtW1i3bh2xsbFERESIKd0ff/zBF198gaKiIo6Ojri6ujIwMMC8efP4+OOPefToEZqamiJVzdnZWdi7U1NTOXr0KF999RXHjh3j8uXL9Pb20tDQMKK8in379lFQUMAbb7xBaGgokpKS+Pr6oqyszPXr1wkNDcXPz4/nz5/T19dHSEgIe/bswdjYmJiYGIKDg1FRURGW4//85z/U1tbi7u7OnTt3kJaWJicnB29vb6qqqli9ejUVFRUYGBjg5OTE9OnThf3nzz//ZP/+/bz99tscO3aMhIQEkQzp5OSEjY0Nhw8fFruVa9asQU5OjoGBAe7evcvkyZNHrG4HDhwQl2tpaWlMTExYunQp+/btQ0pKCmNjY3bt2kVnZycBAQFIS0tz584dsZOroqKCn58fT58+5dSpU2zcuBFlZWXmzJmDhIQE1dXVjBs3jqamJq5cuYKKioqYZL/55psUFBRgYWFBQ0MDxcXFgrmWl5fH0NAQ1tbW6OnpiebW3r178fHxIS4uDjs7O7q6ugQ/5Pz58//4c7/Q5eP/jvw4bFX6t8rMzERbWxtXV1dKSkr46quvKCwsFDfQAwcO0NLSwuDgIJcvX6apqQk7OzvGjBkjYg39/Pzo7OwUkK1Zs2bx+uuvMzQ0xOrVq9mxYwe//fYb6enplJSU8PvvvzNjxgwUFRWpr68Xo+WTJ0/y7Nkz9u7dy61bt0hOTsbZ2ZlZs2ZRVlZGWloa69evZ9u2bQIsFxUVJVJVRo8ezc8//zwinZqzZ88SGxuLjo6OGNnt3bsXSUlJpKSkGBwcRFVVlYyMDJKTk5k6dSq7du1i+/btzJ49m4qKCqZMmUJpaSkLFy6kvLxcsFW2bdsmUoYqKiqwsbHhiy++oK2tjYiICM6cOcO3335LVFQUsrKyIiJvyZIldHd309TURF9fH+bm5oSGhjJx4kROnz7NZ599RmNjIxcuXCA8PFzkcoeFhf1jMub/rNrb21m1ahUbNmwgMDCQR48eUV1djZ2dHTo6OkRERNDV1cWTJ0+oqalBVVWVb775BlNTUyIjI3n69CkTJkzAz8+PoKAgQVpubm7GwcEBBQUFpkyZgoSEBBcuXBBAyo8++oiYmBi+++475OXlqa2tpaysjLVr19LU1MT48eNZtmwZH3zwgVhal5OTE7C+bdu20dfXJxaq5eTkGDduHKdOnRqRusHfBGBdXV1yc3PR09Nj7dq1rFq1ShzIioqKsLOzIzc3l9raWhHP/PHHH+Pv78+9e/fEw/I///kPBw8e5LfffmP8+PEcP36cH374QdiyLCws6O7u5sSJE1y5ckWMzIdDDubNm4eZmRl37tzBwsKC+/fvM2fOHBwdHcUSsb29Pa+99hoXL14UNpNx48bxzTffjOilbd++fdy5cwcjIyO8vb3R0dGhpKSE119/nUOHDjFq1Cj279+Pjo4O8+bNQ1tbm82bNwteSmVlJefOnaOwsJBp06Yxd+5cli5dSnFxsdjzSk9P5/Tp00hISHDo0CHS0tJITEykoqKC5ORkcnNzUVdXx9TUlNdffx0DAwOmTZtGWFiY2GWQl5cnMzOTL774gtLSUqKjo9m3bx8WFhbY2tri5eVFenr6iNVt9erVJCQkMG3aNObPn8+KFSswNTXlxo0bmJiYsGLFCh49eoSvry8///yzaG4MDg4SFBSEq6srt2/f5t69eyLx6Y033kBFRQVfX18ePnzI/v37cXV1xcvLi9u3b2NnZ0dtbS179+7l4sWL+Pv7o66uTkREhAg02LZtG/X19fj4+JCRkcGzZ89obGykoKCA33//HTU1Nby8vPDx8eHevXt88cUXgtQ+derUl1634TS54bScOXPmoKOjg4mJCdHR0ezZs4evvvqKO3fusGnTJsLCwrCysuKDDz6gqKgIc3Nzuru7iYuLo6CggLq6Onx8fGhqasLJyQl1dXWePXtGXl6eiPGcPHkyy5cvx9bWlg8//JD4+Hiio6Px8PDgxIkTIt68ubmZwcFB7t+/j4ODA9988w22trZYWlqSmppKXl4eZmZm9Pf309jYSEtLCy9ABHgh1dbWoq6uLpLlamtruXDhAmlpaTQ0NDBr1ixmz54tbMcJCQm8/fbbXL16lb1791JYWIiWlhZtbW0UFBSwfPly0UUPCgqis7OTS5cuYWVlxcGDB+ns7MTFxYUlS5awZs0anJ2dSUxM5MiRI/T29rJz505SUlI4cuQIhw4dEnulSUlJnDp1ioCAAC5duoS+vj49PT2EhIQwatQodHV1kZaW5tq1ayNSNwAtLS3Byenp6aG5uZnLly+zaNEikpOTcXJyQkVFhbCwMJ49eyZS1aqqqjhw4IBI9NPW1qazsxMrKyvBjPriiy/47LPPeOedd2hra2Px4sWoqqpiZmYmnBSTJk0iIiJCvG+2b9+Oj48P69atY926dZw4cQIpKSmsrKzYtGkTn3/+ORMnTkRZWZmioiIBBvbz82PDhg0jNv0ICQnBw8ODhIQEfvnlF6qqqti4cSMDAwMcOXIEaWlp7t69y9SpUzEzM2P9+vXMnz+fnTt38ujRIyQkJPD398fX1xdPT08OHz5MW1sbWVlZAqBaU1NDVlYWV69eFVbVFStWMHnyZH7++Wexf/nLL79w7do1Ro8eTXh4OK+99hp2dnZcuHCBs2fPMmXKFObOnUtUVBQfffQRenp6WFpakpKSgqSkJFu3bv3H39UX4nzA37ft0tLS/+riNDY2cvz4cR49evSPfsZwzvHnn3+OiYkJTk5OIllkmOz49OlTHj9+zMGDB1FTU2PRokUEBQVx5coVent7qampIT4+nvb2dgwMDDA2NqatrY3w8HCuXbuGra0td+/e5dGjRwwMDODn50dgYCAyMjICOrh//34iIyNpaGhAX1+fzZs3M3fuXMaNG8cbb7xBUFCQeLFHRkZiamrKmjVrRMLT8+fPBcSmqKiI1NRU3n///ZeeSd7W1kZKSgrFxcUYGhri7OzMyZMnSUpKoqamhl27dnH+/Hn09fVxcnISwKeEhAQOHjzIhx9+iKGhIfb29sjLy9Pb28vcuXM5evQoa9asES/liooKfvjhB7S0tJg6dSpdXV1ERkZiYWGBsrIyhoaGmJmZ8eeff3Lx4kXhB//mm28oKioiPz+fXbt2UV5ezk8//cS8efP47bffGD16ND09PRQXF7N582bi4uJearb2cN2++eYbzM3NWbJkCR0dHVy/fp21a9eioKDAypUrCQwMFMvKZWVl2NnZ8eabb9LX18exY8fElCw1NZVLly6hqqrKnDlz2LhxIwcOHOD06dN0d3ejqqqKpaUl69evp6GhgdDQUP78809++eUX3N3dGT16NPX19Tg4OLB582bmz59PamoqMjIyaGpq0tvbS2FhIfPmzcPNzY3169czODjIjBkz8Pb2pquri+joaPz9/enp6RmRTPIvv/wSCwsLjI2NKS4uprKykm+//Zbp06czf/58YS1QUlLC1NQUZ2dnpKWlqauro6ysjG+//ZYVK1ZQXl7O1atXCQwMpLa2FgUFBX766SceP36MpqYmxcXF3Lx5E2trawICAqivr+f06dNs3rwZOTk5kd6hrKyMmZkZn376Kb/++ivR0dFkZGSIP7OCggIiIiLQ1NTk8ePHvPHGG0yZMkVARl8mj+d/rJu2tjZPnjwRC5YtLS2Ym5uLuOA1a9YgLy9PQkICMTEx9Pf3s2jRIhHbGhoayi+//IKGhgbjx4/nwYMH3Lx5k08++YTY2FgxNVZTUxPWta6uLiQkJDAwMKCpqQljY2OkpaUFQGoYjPnrr7/S3NzMiRMnePDgAU5OTsyaNQtFRUXU1dWxtbXlwoUL3L9/n9raWgwMDNizZ8+I1O3Zs2ecP3+e+vp6VFVV0dXVxdTUlGnTpvHo0SM8PDy4du0aqqqqwqY3nFFfW1uLnp4e8vLyaGho0NnZSUxMDD/88INoYl2+fJnBwUGMjIxwdHQUbB4zMzOeP38u4j6NjIzQ19cXgSZJSUmMHj2a7OxsampqaGhoICMjA1lZWWJiYsjPz6euro6UlBTy8/MpLS2lqKiIK1euiCbFy3zGHT16VPCZPD09mTZtGjdv3uTy5cucO3fuv6zDN27c4M6dOwQHBxMUFMTjx49RV1enqakJX19fPDw8iI6OZsWKFYINoKWlxenTp6mqqsLf35+hoSHS09NZvXo127ZtQ1ZWFmVlZQYHB9HW1ubLL7+ku7ubiRMnEhgYSF1dHSYmJkybNo0xY8Zw5MgRTE1NGRgYEHuHlZWVHD58WOzIvUxexXDdtmzZgoKCggBTzpgxQywtt7e3IyUlhZaWFs3NzZibm7NgwQLWrFnDggULCAgIwMDAgOvXr9Pc3IyioiIJCQk0NjaSlZWFnp4eX375JT4+PsTExHDv3j22bt1KdHT0f5G/hzv0f/zxB8XFxbz11lucPHmSoKAg4uLixJ6cnJwcO3fupLq6mqNHj+Lu7i5i8w0NDTl48CDr16/Hw8NjxHgVeXl5aGlpoaOjQ29vL3fv3sXIyIivv/6aFStWMGfOHOTl5UlPTxfnrd7eXioqKlBQUGDdunUkJiZy69YtNmzYwI4dO/Dy8sLGxgZ7e3vS0tLo7u7G29sbFxcX2tvbycrKws3Njfb2dh48eICsrCzz58/n5MmTYh/JzMyMmTNnkpCQQFZWlgCn2tvb4+HhwfLly6mqqsLW1hZfX1+xAzoSdauurqapqUnsI6qpqbFgwQI+++wztLS0SEtLo6amhvz8fJqbm3Fzc+PTTz8Vjptdu3ZRXV2NpKSk4AvV1NRgY2PDb7/9RkREBK+//jo9PT188803KCsrc+vWLX766SfGjx/P7t27mTlzJkFBQdy/f1/sEN28eZMLFy5gZWXFvHnz8PX1JSMjg48++kiAbocbYkNDQzg5OfHuu++io6Pz8jgf3333HceOHfs//zBpaSZMmPCvf96cOXOQlJTkzp07SElJERYWxuHDh9HT0xORfHp6epSVlfHkyRPc3d3x8PAQiTkAy5YtQ0NDg+zsbFRUVNi3bx/btm1DSkqKpUuXYmpqKuLE9u/fj5mZGVVVVVhYWLB48WICAwNJS0tDSkoKOzs7rl27hr6+PjU1NVy4cAH4O3mmr68PDQ0NFBUV+fbbb9m4caOIUpWVleXixYv/lxHEL0PJycnCz5udnc3hw4fZu3cvjY2NdHd3c/bsWd555x1ycnIoLCwkICCAqKgoioqK+OKLL3jvvfcYGBigvr6e3Nxcnjx5wrJly5gxYwbJycmkpqaKycqcOXNwc3MjMDCQ+Ph4dHR0sLS0pLm5mebmZiQkJAgLCxPeU29vb44cOSJAfD///DPvv/8+3333HXJycmIB2MTEBD09PXbs2PFCMc0voiVLlnDz5k1SUlJQUlKiv78fBQUFpKSkyM7OFh75hQsXMmHCBMrLyzl//jyPHj3i448/5vnz51y8eBFjY2MCAwORkpLiypUruLm5ERMTIzLzjYyMGBgYYMGCBaxevRp3d3cuXbok0o6Sk5ORkZERsbRbt25lzpw5AGRnZ6Otrc369etpbW1l6tSplJSUYGdnx927d7l8+TIVFRUYGRkxZcoUqqurR6R2RkZGDA4O0tXVRWtrK0lJSezcuZMpU6YQFhaGhIQEz58/p66ujtbWVpqbm5k8eTK///47ysrKVFVVie+Wi4sLbW1t9PT08PTpU/744w/hF/bz8xMLdkVFRZw8eZKenh4yMzNFVO+zZ88IDQ3l6NGjtLa2smPHDvr7+0UH1sTEhNraWiIjI1FVVWXr1q2kp6fz2muvISsry/r160ekZsNyd3fn7Nmz9Pb2EhQUxJ49e9i8eTPR0dFoa2tTW1uLmpoabm5ulJWVcfr0aT766COio6M5dOgQvr6+jBo1ivj4eI4ePcqMGTPQ1tZm8eLFPHr0CCUlJTw8PISdsKCggPHjx5OTk8Pjx4/R09MTEcePHj3iwIEDGBsbExsbi7KyMmPHjsXGxobi4mLa29sJCgoiOTmZTz/9FHNzc0JCQujp6RmxZXP4OyWsrq4ODw8P9PX1KSkpITs7Gzc3N/T09Ni5cyf19fV4eXnh7u7OqFGjWLFiBYmJiejp6TF69GhOnz6NvLw81tbW5Ofn8+6774pY7erqapycnPDz88Pe3p7a2locHR2ZNm0aly9fxt7eXrxjXF1dSUhIQFJSktWrV9PX1yfIwHZ2dnz77becPXuWGTNmEBoaSnFxMdbW1gL8+NFHH7F582a2bt360us2Y8YMFixYgJycHP39/WRkZIj3wrCFZcyYMXR0dNDU1ISlpSUrV67ExMSE4uJiLl26hJeXF7m5udTV1TFr1izmzZvHxo0byc/P5+7du+jo6DBjxgzc3d2pqqoScLaPPvoIRUVF7t27x8DAAK+99hrnz59n9uzZfPvtt9ja2nLr1i3i4+P54YcfOH36NCtXruTMmTPinXzt2jV8fHw4efIkDQ0N3Llz56XXDP7eaZs8eTIqKirIyMgIS/KSJUs4cuQI48ePR01NjWfPnokdyc7OTpYvX86OHTtQU1MT0+/c3FxUVFSQkJDghx9+oLS0lJqaGr788kukpKQIDg4mISGB7du3s3r1ak6dOoW7uzsdHR00NjZiZ2cn7FwXLlzg5s2bBAUFoa6uTmFhIVFRUdjZ2VFaWsrixYtF2t0wyHTevHmcPn0aDw+PEaldbm4uqampbNiwgXHjxpGfn4+amhrz58/n1q1bvPXWW1hYWJCamkp9fT0SEhJs2LCBJUuWEBgYiI2NDVFRUcjIyLBo0SJKSkoYGBggLi4OJSUl3N3dsbOzQ0JCAhUVFc6fP09wcDDu7u6Eh4czZcoUVqxYQVRUFO+++y7Ozs4MDg7y2muv8ezZM7KyssRy9/Hjx9m9ezdnzpzBwcEBS0tLRo8ezdOnT9m4cSPW1tYjUjMAJSUlsUaQnZ1Ne3s7Fy5cYMOGDSxatEgk7VlbW4so9i1btvDBBx8wODgoHDkFBQVoamqyZMkSmpub2bZtGzt27CAiIoIff/wRRUVFnJycmDJlCrdv3yY/Px9PT0/Bd6qqqsLLy4usrCzy8vIE4NHU1FSceYf3l/Ly8nB1dSUrKws/Pz9kZGQoKyvj/PnzbNiw4R997hc6JQ8vScnJyXHlyhXmz58PQHh4+L+K2hqWo6Mj4eHh2Nvb4+joiJSUFPn5+bS1tXH16lViY2ORkpISh93PP/8cc3NzxowZw+PHj7G0tBRJGubm5igpKaGoqEhBQYHwrjo7O/P06VNu376No6Mj6enpdHR00NXVha6uLsXFxXR1deHj48Pg4CAnTpwQLIfhXwhDQ0OCgoJobW0lKyuLt99+m/z8fHGIunv3LuvWrRuxEXFlZSVZWVkoKyuLLtJwYktubi5BQUFUVVWJDnViYqIYizs7O9Pb24uSkhLd3d0CALV9+3a6urqYNm0a06dPFy/xiRMn0t7eTl1dHcnJyXh5eVFRUSHG0aqqqvT09CAhIcHEiRORlpamra2N5uZmysvLxYupsrKS5ORkbGxsCAoKQldXF3l5eYaGhkZsUX/UqFH09vaSmZmJsrIy06ZNo7Gxkf7+fjZs2EBLSwuPHz+muLiY6OhoQTIeGhrixo0bqKur4+fnh7q6uvCQDu+APH36lMHBQZFxbm5uzvXr12lraxMJFfPmzSM+Pp5Hjx6JZcK6ujq6uroICgoiNzcXXV1d1NXVOXLkCIWFhaxatYqenh6OHz9OZGSkYD48e/ZsxPzQgHiRDGe0W1hYiHjpe/fu4eDgQGFhIXV1ddjb2+Pi4kJJSYlIW5KRkSEnJ4eamhoxqbS1tUVdXZ3a2lq0tbWJjY0VbBU9PT1cXFxYtGgRd+/eJScnh4aGBnR1ddm4caNYDl6+fDk6OjqC3XHjxg1aW1t544032Lp1KyUlJeTm5qKpqYm9vT3Pnz/n5s2bLF26dETqdvXqVVJTUyksLMTOzg5FRUXWrFnD4cOHefvttzl37pz4b/Pw8KC8vJyjR49SVFREZmYm8+fPR1VVlYqKChHJa2VlJWxwurq6hISEICUlxZ07d2hoaBDLpiEhIWRmZmJlZYWmpiYSEhJ0dXXx/PlznJ2dRRKdqqoq5ubmuLi4sGfPHry9vXnw4IGId2xoaMDBwWFE04dUVFRYuHAhNjY29Pf3o6mpib6+vgC+qqmpic9dVVWFs7Mz48ePJysri7CwMBoaGvD39xc59ebm5qioqBAVFYWFhQWlpaUYGxszatQobG1tqa6uxtzcnLa2NgYGBnBwcEBJSYmEhAQOHTrE6tWruXTpEocOHaK1tZW8vDwsLS0ZM2aMmPrZ2dmJhJ2ioiLi4uLo6elBV1f3hZpzL6K4uDjmzJlDUVERRUVFyMjI4OrqSnl5OXp6ety+fRtzc3Pq6uoEu6e3t5fHjx8zc+ZMYmNjqaysRFlZWaTR9ff3Y2Zmxvfff093dzcBAQFUVlZSV1eHr68vv/76K1OmTCEwMFCkEmVnZ3Po0CGys7MpKioS0FolJSUAWlpaROPHwMCAsrIylJSURC3r6urIyMhARUVlROrm7e0touY7Oztpb2/Hw8ODw4cPY2xsTF5eHg0NDcL2euvWLb744gvKysqwsbFBWlqa2NhY0cmuqqrizTffpLKykgkTJhAdHU1hYSEdHR2ChzF9+nTa2tpYt24dGRkZxMfHi9jnoaEhAgICcHBwoKOjQ6RY9vX10dTURGRkJJmZmQAUFRXh5ubG0NAQra2tzJo1i5ycnBGpG0BwcDCmpqbU1NSQm5uLpaUlx44do7y8nFmzZmFvb4+MjAzy8vJUV1dz8+ZNzp07x2effcbly5eJjIykqqoKU1NTcYYb3j1LTk5mwoQJApng6emJhIQEJ06cYOHChSKiva6ujpycHDo7O+nr66OiooLExESRntrc3Iy/vz+urq48evSIkpISqqqquHjxokgs8/T0HNG6tba2kpmZSV1dnbDKq6mp0d3dzbhx43BychI29tLSUiIjI/H398fHx4f333+fgYEBjI2N0dDQEL+XSUlJgm81bIt0c3MjODiYlpYWVFRUCAkJIS8vD3Nzc2xsbJCTk6OmpobRo0eLfabVq1dTW1srghD09fX59NNPSUxMFIwbJycnamtrqaqqYt68ef/4c0u+SLEcHBxQVlZGRkaGzs5OAYfz9/dn586d//rnxcfH8+DBAzo6OpCXl6e+vp6mpiZkZGSE726YS2Fra4uWlpawFwQGBjJlyhSGhoaoqKigt7cXOTk50tLSBHJ+mBwpLS2Nqqoq9fX1ZGZmikSTlJQUEVs3nJHs7e2NiooKtbW12NnZiRjP8vJyqqur0dXVRU9Pj+TkZOTl5dHR0UFSUpLg4OD/ypt+maqoqKC4uJjOzk6RsjE0NMTQ0BDh4eGMGjWK6upqcWBrbW0VNh9HR0eio6OJiooiPz8fWVlZvLy8qKmpITIyUkTrWlhYCChgbm4uCQkJ5OTkiDSOsrIy4O9DQnp6Ounp6VhYWIhpwnCErK2trXioX758mZKSEkxMTMQy07hx4/5VTNv/jFJSUtDS0kJfXx8JCQmam5upqanh8uXLzJo1S2SvV1dX8/jxY2GtmDlzJoqKiowdOxZXV1cBOxtmLzg6OuLn54eysjKurq54e3ujr6+PnZ0dDQ0NaGhoiIeGoqIiDQ0N4iFpa2uLpKQkMjIyyMnJiQvu06dPiY2NRU9PD21tbVRVVXFzc8PPzw8TExMaGxtFBOZISEFBAXt7e0aNGkVAQAAzZswQn7u4uFjQaJWVlVFXV6e5uZkHDx7g5eVFaGgoDg4OmJiY4OzszJgxY/D09MTU1JQJEyaQlZVFb28vKSkpJCUl0dzczI0bN5CTk6OxsRFzc3N6e3vJz88nOztbdHJHjx6NoaGhYKj8j5G9lZWVggbb3NwsMtKHf85Iqbi4mP7+fvT19dHT00NTU5OJEyciLy+PiYkJXV1d4kAiIyODsbExAQEBYvprbW2NkpKS4BDp6emRkZHB1atXuX//PjIyMvT19dHR0YGsrKwAqiooKIjJZ2lpqVjcHo4Kl5WVpbS0VFj9JCQkqKmpQUZGhv7+flxcXAgNDUVfXx9VVVX09fVH9LILCKp9T0+PAEkmJiYSFxcnGhwFBQUUFxczNDREVVWVSOQatoAME6mHE9csLS1pbW1FT08PDw8PHB0dUVNTE0mB5eXl4jBcX1+PpKQkAwMDdHd3i4tQbGwskpKSqKmpUVNTQ1xcHOrq6tjY2ODg4EBoaChycnJkZmZSU1NDaGjoiE3FExIS6OjoQE5Ojr6+PgYGBhgzZgynT58WzRNtbW1sbGzw9/dHV1eX2tpaenp6kJWVRUVFBUNDQ2RkZGhqakJJSQl9fX1UVFRob28XjJjW1lZOnz7N5cuXheWlvLycmJgYVFRUsLGxIT8/n6amJm7fvo26ujopKSmiWRYUFIS0tDQSEhIiIUxVVZVRo0YhLy/PtWvXuHTp0ogBaJ2dnVFXV8fCwkJYRsPDwykoKEBVVVXE/EtKSlJdXU1zczP9/f1ER0djaGhIY2MjGhoa4nwUFBQkYmYfPXpEdHQ0CgoKIprc0dGRCRMmUFZWRkBAAObm5tja2mJqaipskzIyMiQkJGBkZERaWppoTnl4eAhry5MnT8jOzhYT6ezsbDIzM9HS0hqRugGoqakhKysrrJKRkZGoq6vT2NgozmSlpaXo6uoyfvx4goKCqKmpYdSoUWK52cTEhJ6eHmGftbe3R0VFBUdHRyQkJFBXV2doaIiCggI0NDREOqqysjIPHjwgNzcXa2trJk6ciI6ODjY2NvT19ZGdnS3SWYdjdx88eEB8fLyI1X/y5AmpqakiBn4kZWFhgYuLi2Bb9fT0sGLFChH44Obmhra2NgMDAwDY2dnR2toqJtGenp44ODiIZ6W0tDTGxsZEREQgISFBYGAgnp6etLe3ExcXx/Pnz9HU1KSyspL09HTS0tIoLi6mrKyMx48fo6KigqurK87Ozri7u9Pf309qaio9PT0oKytz9+5dsrKyBDdoONnMxMTkH3/mF3oS5uXlsWnTJkJDQ8Vm/IwZM4iNjRW38H+jK1euCKhPYWEhzc3NGBkZ4ezszMDAAGFhYeIAYWpqysKFC+nt7RUj3srKSh4/fiw6Em1tbTx69Ah7e3u6uroYHBwkLi6O3t5eFi1axJkzZwRYaZgW3NbWRm1trejKb9myha1bt9Lb24u7uztqampUVVWRnp6OlZUVioqKnD9/HllZWcGssLW1FVBDHR2dFyntv5KamhoGBgb4+vqioaFBZGQks2bNoru7m+vXr+Pp6Ul3dzeDg4Ni+fbp06coKSmJfZGOjg5sbGwYNWoUT58+xdTUlLKyMnFok5aWFlCqtLQ0NDQ0MDU1FeRuTU1NDAwMMDExIS0tDVlZWRE/WFBQgK6urvBjDsPj4O8R7TBFWV5entbWVoqKinB3d3/pdXv69CmqqqoEBATQ29tLYmIi7u7uZGVloaamRkREBHZ2dkhLS1NRUYGysjKPHz8mKCiIVatWCZbH/wgBcnBw4MmTJ5iamuLm5iZio7Ozs7GwsMDa2hp1dXXc3d3p7e0Vh5mMjAwcHBwICwvj4MGDREZGCqjXMIjK2NiY58+f09bWhpOTEx4eHqioqJCWloaNjQ1Xr15lzJgxL71ugHhYy8jIIC0tjZGREW1tbcydO1dMJIYnWNXV1WRmZtLb20tISAgGBgbEx8cjKyuLj48Pjo6OtLW1CTbHxYsXkZKSQk5ODj09PfT09Dhx4gT6+vqcO3eO1157DUlJSfr7+6murqaxsRE3NzcyMjJETLK8vDx6enqCzZOcnMzRo0exsbER1src3FwkJSVHdLRuY2MjYhClpaVRUVGhuLiY9957j8LCQhwcHGhvb6exsVF8hsDAQHR0dNDX1yc3NxdtbW1cXFxwcXEhNTWVuro6Ac5SV1cXuyUzZ86ku7ubmJgYkS40zF3R1dWlubkZMzMzdHR0qKmpobCwkOLiYrHo+fjxY9zc3JCXl2f16tW0tLRQXFwsFn/r6upwcHAYkbopKipSWFhIV1cXhYWFpKamoqmpSUpKCsbGxkhJSREdHY2cnBx+fn7U19eLz1NfX4+NjQ3379+nsLAQFxcXpk2bRmJiIioqKjx79gwzMzO0tLTE55KUlCQiIoKwsDC0tbW5du2aeHa6ubkRGRmJiYkJixcvFu8pQEzH58yZg7S0NP7+/lhbW6Orq4uhoSEAHh4ewp75stXd3U1+fr6YoHZ0dGBhYcFnn33G2LFjee2112htbUVTUxNJSUmeP38uuvPDUdeOjo40NjZSXFyMj48PDg4OqKuro6uri5aWFoqKiigoKCApKUliYiJOTk7o6emJ75iFhQWenp6oqqpy48YNwTQ6deoU69atY9q0ady9e5dvv/2WwsJCkQoYHx+Pm5sbJSUlPHnyhLy8vBF7vvX394s/ayUlJVJSUrh27RohISGYmZkRGxuLh4cHJSUl1NfXY2JiwrVr17C3t0dBQYGysjIWLlwomlIrV64kLS0NS0tL1q5di4yMDOPHj2fs2LHCyVFTU0NiYiLl5eWoqKiIXYbCwkJkZGSIiIhAR0cHJycnysrK0NHRwdTUFGtra4aGhlBSUhLQPXt7ewFYzc/PH5FktWF1dHRQW1vLwMAAhYWFNDY2MnfuXOrr64mJiSEuLo6xY8fi6OiIlpYWq1atEu6Unp4eZs2ahby8PFFRUSLK2M/PDw0NDebOnUt/fz/Kysq0t7eTnJwsGjRVVVVISUkRFRVFSEgIISEhNDY2Ulpaio6ODoWFhdy/f1/8fsLfHJzGxkbS0tJYtWoVqampAmZdWFg4Yml+AHV1dQQHByMhIUF5ebmAzrq7u5OWlkZLSwt6enoiRMjY2Fg04EaPHk1YWBg1NTWUlJTQ0dEh4JaWlpaUlJSgoaGBp6cnRkZG3Lp1i6qqKp4/f46FhQUGBgY8fPiQ6upqHB0d0dTU5MqVK7z11ltISEiI+Gh1dXXa29vR19cnNjaWqKgoxo8fL9I6Ozo6GBgYoLm5+R9feF/o8jHslx22yqxfv56PP/6YtrY21q5d+69/nqmpKevXr8fe3p78/HySkpLYs2cP9fX17Nmzh3Xr1qGpqUl0dDTFxcVigXL4sHzhwgU6OjoYPXo0vr6+FBcXo6enx5EjR5g5cyZ6eno0NDTQ09ODnZ0dBw8e5Ntvv+XatWt8/vnnIv+8ubkZTU1NFi1aRGNjI+Xl5UybNo379++LTpiLiwtvvPGGsC399ddfPHz4kOvXr2NiYkJ/fz8PHz5k+/btL1Laf6X33nuPH3/8kdzcXHp7e8nJySE/P5833niD2tpafvrpJ3R0dAgICMDExAQdHR2WLl3KuHHjcHZ2RlFRERkZGZydnTEyMmLTpk309vYyY8YM7t69i7GxMf7+/jQ3N/PHH39ga2uLsbExDg4OPH/+HHt7ewH/io+PZ/LkybzxxhscOHCAhQsX8vvvv2NsbIy9vb2IAx22QlRVVSEjI8PQ0JDwsL6IZe9F5Obmxr59+1BTUxOWjqqqKr755hu6u7s5ePAg+/fvx9bWlhs3boiRZXx8PMuXL+fjjz/Gzs4OfX19FBUVmTVrFuXl5ezduxcrKys2b95MVlYWMTExNDQ0kJiYyKRJk7h//z5r1qyhurqagoICMjMzSUlJQVZWlgULFiArK8vDhw/54IMPmDp1KtnZ2Rw/fpwPPvhAHL6G4U1KSkp4enpibm7O4cOHR6Ru8HeoRGZmJklJSUhKSjJmzBiSkpIwNTXF0dGRkydPClJrfX09WlpafPDBB7S1tREZGUlpaano4OXk5KCnp4eVlRWOjo689957lJeXExISgr29Pfr6+syfP58///wTKysrMUnz8PBg1KhRaGpqkpeXx9OnT5GTk8PNzY1nz56JfaSHDx8iLS2Njo4OhoaG5Ofn4+joiJWVFZWVlSN6+RiOJR/2MVtbW3Pv3j22b99OcXEx+fn5mJubiwe9hYUFubm57N+/X1Czh7tiJSUlmJqasmHDBq5cuYK+vj7jx4+nrKyM3t5e1NTUUFNT4/jx42zYsIGioiLk5eWRk5PDycmJgIAAEUWbmJiIqakplZWV1NbWYm5ujpubGw8fPhTgKFlZWerr60UKXFBQ0IjVbf78+fz+++/Ex8djZmZGWFgY586dY/Xq1cyaNQstLS1OnTqFpqYmKioq3Lx5k+XLlzNhwgS8vb25dOkSERER6Ovr4+zsjIyMDF1dXSxcuBANDQ2am5u5ePGiWPrdsGED5eXlAu5VWFiIsbExvb29xMfHM3PmTD777DP27t3LmjVrGBoaQltbm8zMTD755BMcHByQlZXltddeQ11dnS+++AJPT08iIyMpLCykra1tROqmoqLCsWPHqKysRENDg6lTp5KTkyOAf5MnT6asrIzMzEzk5OQE02QYrqijo0N0dDT6+vrIy8uzceNGbt26hYSEBKmpqSgrK5ORkcGYMWP44YcfGBwcpLm5GVdXV4aGhtDT0+Py5ctkZ2czd+5c7ty5Q0BAALdv36a4uJjq6mp0dHQYGBhAUVGR33//nc8++4y0tDQCAwPR09MjKytLEJcXL15MS0vLS6/b06dPmTZtGoCwwoaFhYlLhbS0NHFxcRgaGooaTpw4EScnJx48eMCMGTPo7u6mr69PXCK2b9/O5MmTMTAwEDuCGRkZpKSk8NdffxEUFERtbS0FBQU8e/aMlJQU9PT0mDp1Krdv3yYyMpL169eza9cuPvnkE/r6+oiPj8fHx4dz586J2O5PP/2U/v5+rKysBDvt+PHjL71mwwoLC8PS0lJMI8vKykhKSiIqKgpra2uxYJ6UlERWVhaTJ0/GzMyMGzduEBgYyPTp0wUk0d/fX6RADQ0N0d/fT3d3N6WlpRgaGoo9x6+//pp169ZRUFDAjBkzkJeXJy0tjYGBARHxGxMTw549e/Dx8UFJSYnBwUF6e3tRVlYWbpDs7GxWrVqFsbExd+/eJSEhYcR2UM+cOcOGDRu4efMm+fn5zJ49m4yMDNrb27G1tWXPnj289dZbGBkZoaSkRFxcHLm5uWRkZBAcHIykpCRPnz4lPz+fnp4e7ty5w6pVqyguLsbW1pbCwkL6+/txd3fHzMyM9PR0IiMjcXd3R1tbWzhkuru7kZCQYP369Xh7e/PBBx8QEhJCWloaEhISeHl5iWCoI0eOCLu5rKws+fn5qKiooKys/I8/9wtdPrS1tfnxxx/F/x87dixPnjwRCT//Vo6OjsTFxZGcnIyJiQkzZsygtbWVsLAwpkyZwsOHD4VXvLi4mMjISAoKCvD29qanp4fnz5+TmppKeno6ycnJNDc3ExcXR1BQECtXriQqKgo3NzckJCR4+PAhoaGhLFu2jIULF7Jnzx5aW1vx8fFh1KhRREREkJSUREBAAKampoLq29ra+l8WsCNHjrBq1So2b96Mt7c3tra2NDU1CULlSCgpKQknJydxE05KSiI5OZnTp0/zwQcfcPnyZTZs2EBZWRlXr17FyMiIkJAQ4G9ab2JiInZ2dhQXF9Pb28vu3btpb2/n9ddfx8/PT9iBXF1dcXd3p7GxUSyQPXnyRCQenT17lqNHj1JXV8ehQ4fo6Ohg9erVLFy4EGNjYzo6Onj99de5f/8+xcXFHDp0CCkpKebPny8AYPv27ePnn38WUKGXqf7+fvz9/SkuLubWrVs4OjqSn5+Pnp4eAwMDbNq0SSx32dvb09bWxvXr15k6dSr379/n448/5tmzZ0RERJCXl4e0tDRZWVlcv36d5ORk4uPj0dbWRk9PTzAr3n33XbFUpqCgwNDQkIBUVVZW4urqKgjJFRUVXLp0SUAyh19wv//+OwChoaECRHTo0KER85HD3/sDEhISgqeTkpLCyZMn2b59O8uWLePMmTOkpKSwbt06Zs2axfXr19m3bx/ff/896urqTJs2jaSkJABUVVW5dOkS3t7eaGpqcuHCBWEZ8PX1ZdKkSWzdupXExERmzJhBWFgY77zzDt7e3igqKvL+++/T0dHB4sWLmTNnDqdPn6aiokIsBefn5+Pv7y8WVru7u9HS0qKjo4OKigp8fHzw9fUdkbrt2LEDKSkpLCws6Orq4uOPP6axsREpKSnu3btHVlYWR44cISMjg127dmFsbMyKFSsEO2f58uWCOD0cPxkWFkZwcDCXL19GX1+fcePGMTg4SExMDHJycnz22WecPn0aRUVF2traSE1NFbtIw93l4WjMgoICKioqSEpK4ty5c6ILm5WVJRa6R40axeXLl2ltbR2RmgHU1NSgpaUlpuAlJSUcPXqU119/nba2NqSlpXFxccHR0ZHU1FSuX79ObGws8DeTZtu2bQQEBBAZGcm5c+cIDg7mwIEDSEhI0NnZyccff0xMTAwPHz6kqamJOXPmcOTIEW7cuMH7779PUFAQ5ubm5ObmUlRUxKRJk9DV1RW8pJqaGo4cOcLdu3dRUlLiwoULmJubc/HiRVpaWlBSUkJWVpbZs2djYmLCX3/9NSJ1G2Zgwd/JlFevXkVfX59Dhw7x22+/cejQISwsLNDX16e4uJjk5GTeeecdOjo6CA8PZ+3atWLvpa6ujsbGRpycnPjoo4/o6enh7bffFuyjL7/8krKyMvLz8zl//jxdXV2oq6szZswYUlNTOX/+vLANlpWVMX/+fC5dusT27duxsrIS081ly5bx7rvvcujQITw9PamoqKC+vh5nZ2eampqQlHwhl/i/0pw5czh79iwRERF4eXlhbGxMS0sLO3fuZN68eUhJSbFq1SrKy8t59uwZUlJSjB07lvPnz9Pf38+RI0fQ19fH399f/N6EhYVx69YtwsPD+eWXXwgPD8fGxoa5c+eipqbGsmXLkJWVpbq6Gg0NDebPn4+LiwvW1tYkJCQQHR0t/l5OTg4BAQGoqqpy+/ZtNmzYwKlTp9i+fTuffvopR48eZe/evWhpadHQ0ICXl9dLr9mwOjs7+frrr6mtrcXf358xY8agpaXFwoUL6ezsZOPGjbS3t6OkpIS8vDxZWVmcOHGCwcFBcnJyGDNmDMHBwUyaNEnEQysrK7Nt2zb6+/sZGhoSl+KNGzciISGBnp4eiYmJFBcXc+HCBYyMjDA3N6enp4f8/HyCg4OJjo6mqKhIODiGnQoLFixg//79+Pj4cPToUXJzc5GWlkZJSWlEOR9GRkbCzl9SUkJMTAzjxo3jt99+ExN+U1NTAJqamli7di3GxsYUFRVx6tQpIiIiMDExwdTUFFNTU0JDQzE2NubEiRN4e3uzZMkSDA0NBWhaT08PJycnKisruXfvHqdOnWLq1KmMGTNG8D9kZWV56623+Oijj1i/fj35+flERUWxZs0aMVUbN24c8HeDaHgKV1hY+I9xG/9LDKitra0oKyu/0MUD/r58/PjjjyQkJODi4sKECRPYvXs3VlZWSEtLo6ioiKmpKX19fSgpKeHj44ObmxsHDhzg0qVLtLS04OHhweLFi3FycuK3335j7ty5rF27FgsLC+bMmUNeXh7FxcU4Oztjbm7O0NAQx44dY8eOHcjKyvLzzz+TlJTErFmzsLCwwNfXl/Pnz2NhYUF6ejpxcXFoamqya9cuVq5cyenTp9m+fTv79u3j119/ZfHixbz55pvcvn17xJKHhmuRnZ0tSLWmpqbIysryww8/sHnzZp4+fQr87REsLCzk8OHDREZG8uTJE3x8fJg+fTp37tzhp59+YsqUKaxfv15QsxMSEigoKOC1117j/fffB/4OG/jhhx+YO3cuFhYWLF++nIULF2Jra0tHRwcqKiqsXbsWRUVFWlpauH79Ovn5+SxdupQbN26wd+9eJCQkuHjxIsnJyWJ5cdy4cXz77bcsXrz4pdftzp07ODo60tPTIw6kwzWKjo5m/vz5wj9bUFDArVu3+OCDDygvL0dBQYGamhp8fHyYOXMmSUlJzJ07Fz8/PyorKwXosbi4GBMTEwIDA5k7dy6nTp3i119/5ciRI4SGhjJz5kyMjY0FDfzw4cMEBATQ3NyMi4sL165d4z//+Q8hISECuqSvr09wcDDnzp1DUVGRr776irS0NGbNmkVfX99Lrxv8HSoRGBjI8uXLGRwcJCUlhS+++ILRo0ezefNmdu7cyZUrVygrK+O7774jOzubr7/+GmdnZ5ydnVFSUmLr1q10dXVhYGCAm5sb33//PW1tbcTExODi4kJISAhtbW3s27cPeXl52trauHfvHmFhYWhoaGBkZISXlxeHDh0SI/uKigoCAgJEDGhZWRllZWUUFBRQX1/PxIkTMTQ0pKWlBVlZWQwMDMTS60ho165dyMrKioS+8ePHk5KSQmxsrLDv7d+/H01NTZydnRkaGuKHH37g6tWrODg4EBMTg7q6Og8ePGD//v2sWrWKBw8esGnTJsaMGSO81ba2towbN47Ozk4sLS35+OOPqaurY8WKFUhKSpKTk8Mvv/xCbW0t9+7d4+DBgygqKvLjjz+SmJiIgoICOjo6/Oc//0FeXp74+HhUVFSwtbXFyckJMzMzZGRkRqxuZ86cYfPmzeTn53PhwgXBDho7diy///476urq7N+/n+DgYKZPn86XX37JjRs3BCTu1KlTKCgooKioiKqqKlJSUuKyNmvWLMaOHYu0tLSACE6YMIEtW7Zga2uLtrY2y5cvJyoqClVVVa5cuUJ6ejomJia0t7dz7tw5nJycsLW1Ff58V1dXxo0bJxL8hg/P7u7upKen8/TpU1xcXF563Xx9fbl48SJz5sxh6dKl3L9/nzNnzuDv78+PP/5Ieno67u7uYiF3YGCApUuX4uXlxdq1azl79izV1dUoKCjg5eXF/v37ee2114iKikJPT4+amhq++uorNDU1WbZsGXV1dezduxdNTU1++uknRo8eTUhICHPmzCE3N5c9e/awe/du7t69S1dXFxs3bqSvr48HDx4we/ZsJCUleeONN7C1tWXRokXo6+ujrq6Ol5cXGzdu5JNPPmH37t0vvW4WFhasXLkSCQkJamtruXnzJrKyspSUlBAeHk5ubi7d3d1kZWVRVFSEra0t+/fvx9nZGR8fHxH1b21tjZubG/39/YSGhpKbm8vSpUvR1dVl/vz5WFhYUFlZycmTJzl37hxXr14lJyeHsrIyHjx4QEVFBStWrKC3t5ekpCQBa5SSkhIk7uFD4qZNm3j+/Dm7d+9GX1+f0NBQFBUVWbRoEV999dVLr9mw/vzzT5SUlJCRkeHRo0dUVFTwxRdfcPfuXaKiouju7qa8vBxHR0d0dXU5deoUsrKyWFhYcOLECe7du4eTkxMFBQXcu3cPKysrmpqa0NTU5MCBA8jJySElJYWuri5btmxBSUmJ/Px8vvvuO4qKijh+/LiwKCkrK7Nhwwbu3LnD9u3bOXbsGAUFBQQFBTFv3jxhP+3r6+P48eN4e3uTl5fHvXv3yMzMxN3dfUTcKwCbN28mPDwcCwsLxo8fj6GhITt27GD27Nno6+ujqalJbm6uoJSPGTOGXbt2cfXqVbKysrCwsKCpqQldXV3GjBlDSEgIK1euJCEhgYsXL3Lw4EFCQ0ORl5fnjz/+oLm5mfv373Py5Eny8/ORlJQU59u5c+eSn5/PwMAAb775JoODg2zfvp25c+cyadIk1q9fz9dff422traI3S4vL+f27dskJCTg7e2Nv7//P/rc/+jycfz4cWpra2ltbSU4OFh0WouLi9m0aRNZWVnIycmxZMkSPvzww3/doaioqBD7A3p6eqipqTE4OIi7uzuKiorihjVsHzAxMSE9PZ34+Hjq6+sZHBxER0eHhw8fcvXqVfT09Lh//z7Hjx/n0qVLqKmpkZmZiaysLKampty+fRsjIyNWr17N4OAgv/76K319faxYsYKgoCABHDx48CD37t0D/j7oDwOAzMzMWLJkCYqKirz55pu0tbWJmLF33313xG7Nzc3Nwuc3ODhIS0sLfX19zJo1i4kTJ+Lq6sqOHTvo6upi5syZvPnmm2RnZ7N//36UlJSwtLRky5YttLS0MH36dEaNGoWdnR1Tp05FWlqab7/9VixmFxQU8PXXX/Pll19SWFjIN998Q1JSEnFxcURFRdHa2kpgYCAffPABY8aMYfr06QQGBnL//n0aGhpEcllpaSnz589HRkZG8Cru3r3Lb7/99o8j2v5n5evri66uLlFRUTx69Ii0tDRef/11YmJiePfdd5k+fTrZ2dnY2NiI5a2vv/6a8+fP88cff9DU1EReXh4dHR1ISEjw66+/UlJSQmZmJh999BE7d+4UU7zAwEBee+013n33XcaMGUN0dDStra20tLQgIyPDlClT6OjoEIljDQ0NHDx4EBkZGcaMGUNJSQlNTU1cunSJwcFBYZerq6vj4sWLxMTE4Obmxpo1a0akdgkJCcyYMQMpKSkRFCEtLc327duRlJTkxIkT6OnpCehdU1MTH3/8MevWrcPOzo6mpiYSExPx9vbGyMiI77//nnPnzvHdd98hISFBX18faWlpwkPa1dVFU1MTK1asEF3F9vZ2nj59yr1795g5cyZpaWn88ssvIgQiLCwMMzMzSkpK+Pnnn9mzZ49gNJibmyMlJfVfPumR0HD3V1NTk5ycHMLDw6moqGDlypXY2dkRHBwsyMfOzs5MmjSJoaEhIiMjmTBhAv39/QQGBhIcHMzSpUtpbGykqKiI/v5+xo4di4GBAQkJCfz5558iflFBQYE///xT/B5Nnz4dS0tLfvzxR37++WdMTEw4d+6c+P2WkpISuwHDy8o1NTXs27dPxEKXl5dja2v7fwua/V+tzs5O1q1bR19fH+7u7qxZswZlZWWUlZVZunQp6enpSEpK0trayvXr1+nr62PTpk1oaGjw7bff0t3dTXt7u0iaS0xM5J133uHPP//k2bNnLFy4kBUrVmBhYUFERATffvstLi4uxMfHc/v2bTo6OvDz80NRUZG8vDy2bdtGZGSkWOiOiYnhyZMn4kLZ2NhIXFyc2AM0NTVFX19fAHBH4uIBUFVVRX19Pfn5+bS3txMbG4uCggIHDhzA09OT8+fPY2JiQnV1Nf39/RgaGjJx4kQkJCREetXwZH327NmUlJRQUVHB7du3mTNnDpMnT2ZwcJDk5GSuX79OaWkpERERDA0N8euvvyIjI8OVK1e4du0azs7O6Onp4eXlhbm5uThwR0VFoaKiwvLly7G3t2fs2LEcOXIEKSkpjh8/jr29PVOmTGHt2rW0t7ePSN2uXLlCe3u72FVcunQp8+fPF8u6ycnJ1NfXM2XKFJYtW8bt27c5ffo0n3zyCTIyMrz//vuEhIRQU1PDwYMHiY+PJyYmBgsLC/bt20d5eTknT57k999/x8HBQVC5FRUViYyM5OHDhwwNDeHo6CgSi+bPn8+5c+f4+eefycvLQ0NDAxkZGZKSklBXV+fu3bt89913bNy4kcLCQioqKgSrYdhCNhLq6Oigp6dHNJdOnTqFp6cnly5dIjg4mDVr1hAbG0tBQQF2dnbMmzePyMhIBgYGuH//Po6OjuzduxclJSWWLFmCmpoaCQkJTJ8+HTU1NUpKSvD09MTW1hZFRUXMzMxYsGAB/f393Lt3j87OTszMzOjo6ODMmTPExMQwa9YsTp06xeeff84PP/yAg4MDpqamHDhwACMjIy5fvszdu3ext7cXoS69vb3/mFX3v0JffPEFLi4umJub09fXR2dnJ1999RUffvghv/32Gw8ePGBgYIBx48ahqqoqbItnz54lKioKTU1N5OTksLe3x8vLi9LSUuLj47l27RqGhoZs3ryZyMhIYmNjGTVqFKtXr6awsBBra2uuXr0qAouG93sPHjzIggUL+Prrr7l27Ro5OTnk5uZiZmbGW2+9JQC027dvZ+3atWhrayMlJYWkpOS/spX+o8vH7t278fb2Zt++fWKRurGxUXQ8AgICsLOzIzIyEg0NDd58881/Vfzo6GgcHR2ZMmUKqqqqNDU1ERQUxOeffy4OOsMJMBYWFkRHR9PS0iJ8g2vXriUyMpLe3l4mTJiAs7Mzzc3NzJs3j19++YUpU6bQ1tZGTU0NqampDA0NsXv3bmJjY9myZYvwAj99+pRjx47h5+cnYmP7+/vF4TArK4tz587R3t6Ok5MTMTExwuPb0tJCa2urOIwOTwpepvr6+kQ3t6OjA0NDQz799FMuXbqEpaUl/f39rF+/ntraWnJycvjwww8JCgpiypQpXLp0SSyE9/X1kZmZyejRoyksLMTLywsjIyPi4+NRVVXFxMQEXV1d3nvvPXp6elBRUWHXrl0icWHYa15cXMzrr7/O8ePHaW5upqurS+yhDA4Osm7dOiQkJDA2Nqavr48LFy6Qnp6OnJwcixcv5s8//xyRZcyIiAjGjx+Pnp6egCxu3LgRLy8vlJWV+eOPP5gxYwYTJ05EUlKSiooKfH19BWhy7969pKamkpiYSFVVFfLy8vj6+hIZGYm9vb2Ifa2trUVWVhZjY2NCQkKora0ViWrz589HUVGR//znPygrK7Nv3z4yMjKYMWMGZWVlaGpqYmlpSXJyMurq6rz77ru4ublhbGyMmZkZUVFR3Lx5k4KCghF9wUyYMIGuri56e3uRkJCgoaFBJFdlZ2fT09ODmZkZbm5uTJkyhbKyMrZs2cLPP//M559/LvaoioqKOHDgABMnTkRNTU1EDLu6uop0HBcXF8aOHcuePXs4fPgwsrKyPHnyhOjoaOLi4mhsbERPT08s01VWVvLkyRO0tbXx8fEhLCwMa2trcSHs7OzEwcEBc3NzmpqaiImJGTFmRU1NDcrKytTX16Ours7nn39OXl4eR48eZceOHaxevZqqqioMDAxobGzk0qVLrFmzhpMnT7J//34AIiMjuXLlCrq6uqxcuZJRo0bxySefsG3bNlpaWgQstKSkhA0bNqCjo8O3335LdnY2r7/+Om5ubhQWFqKpqcmOHTswNzdn7ty52NracuXKFUpKStDV1cXHx4cDBw4QFhbGlStXMDc3x9HREQcHB2HnGCm1t7djYWFBdna28ETb29vT2NjIwMCAoAGnp6eTmJhIUFAQW7duJSIigvz8fK5evYqTkxO9vb2UlZWJZL1ffvmFN998EysrK5qbm0lOTqa/v5++vj52797Nrl27uHDhAvPnz0deXp779++TmJjIzJkzKS0tZdOmTWzevBl1dXXefPNNOjs7xe/v5cuXef78OaqqqixYsAAVFRXi4+O5d++eCLp42erp6eHzzz8H/k738fPz4+uvv+bgwYP89ttvlJWViefawMAAt2/fZt26dfj7+9Pa2iosKwCXLl2irq6OefPmMTAwwO+//05eXh6ZmZmUlJSgoqLCjz/+yJEjR4StMTg4mKdPn5KYmEhdXR0RERG4ublhbm7O22+/TX19PXZ2dowfPx5vb29hdXFwcGDlypWMGTMGCQkJFBQUCA0NJSoq6qXXDP4+i0ybNg05OTlycnJEp/nAgQP09fWhqqqKl5cXPT09wnEx3Pzo7OxESkqK4uJisVfQ09ODr68v7777rkjO3LhxI7m5ueTk5JCTk8OGDRv48MMP8fLyQklJCRsbG4KDg0W6XXFxMbt37xYBOsXFxSgpKbFo0SJee+01zp07x8DAABUVFTg4ODB58mRkZWVJSkqio6NjROoGiAvixYsXgb/3jn7++WccHR3R0dGhpaWFgYEB0dAsKytj9+7dLF68mHfeeQdpaWk6OzvR0tKivb2dTz75hFmzZrFlyxZycnJobGxk3LhxaGpqUlpaiqqqKvLy8qxfv55jx45x+/ZtTExMMDQ0REVFhe7ubnbt2sXMmTNFbPLly5cpKCjA0tKSJUuWcPbsWYKDg8nPz+f333+nrKwMeXl5ARscCQUEBODl5SXOSWPGjKGyspLq6mqBM/Dw8EBXVxdlZWX09PRwdnbmxx9/5MMPP8TV1ZX6+nr09fUZHBwkPDyczz77DA0NDb777ju6urqYOHEiGzZsQEpKitbWVtLS0rC3t+enn36is7NTNE+//fZb1q9fj7+/P8uXL8fFxYVly5ahqKgoLt+1tbXk5uby+PFjnJycxNJ5fX39v3Jg/KPLh4KCAj/++ON/bbFv2bKF+vp6Vq9ezccffwzAhg0bWLt27b++fNja2tLY2CiW+4yNjcXIdzh9or6+nvb2drq7u2lraxMLXwoKCujp6VFRUQEgsv6PHz9OYGCg8PMPx7r29PQwatQoCgoK+Pnnn2lraxPpQq2trTQ1NaGlpYWCggKGhoZkZmaioqKCmpoa8vLy4kWSlJSEhIQEUVFR2NraAn9PZp48eSImNS9beXl52NjYIC8vj729PWpqaly4cAF5eXmkpaXJz88nIyMDbW1tHBwc0NbWxtramqamJjIyMoSFor29ndbWVhoaGrh69SoqKiqYmZmxcuVKGhoa6OjoIDU1VfAJ0tLSxMJhfX09enp6TJo0iZaWFsLCwjA2NubKlSskJyejoKCAo6MjRUVFlJeXY2JiQnJyMh0dHWJfQltbm5ycHFHHly1nZ2e6uroAUFdXR1FRERMTE4KDg0lOThafUVNTE11dXTo7O9HV1SUuLk7EtJaVldHU1IS2traYuhUWFnLlyhWCgoKwsbERS9IZGRmkpaWhpaXFli1bOHv2LA0NDZiZmTF37lyam5u5e/euiK7W1dUV4EczMzP6+/sZP348NTU1XLx4EVVVVaysrJg9e/aIxRMPS01NjbKyMnR1dbG1tWXSpEmUl5fT1dWFgoICaWlpVFZWEhwcLBgJn3zyCf39/Zw5c4apU6dibW1Nf38/VVVVGBsb89dff6GmpibiX11dXcVkzsfHh2XLlqGiooKGhgZXrlxhYGCAwMBABgYGkJSUJCgoiG3bttHR0YGqqioqKipUVlYSHx9Pb28vS5cupa+vj5iYGHHxHD9+/IjGUM6YMQMzMzMKCwsFnyc9PR0lJSVOnz7N4OCgSEkbtjwOJ/sNe+8rKyvp6uoSaTbR0dH/9V2UlZVFUVFRfPeHoywbGhpIS0vD2NhYwB9lZWXZvXs3SkpKeHt7U1lZiba2Nurq6uIgLikpyUcffcSFCxfIzMwUUZj19fV4enqOSN1WrlxJYWEhcnJyYjfo9u3bfPPNN1RWVtLb28uoUaPIz8+noaFBLGNu27aNiRMnEh0dTWVlpbCFDoPcRo8ejb29Pbdu3eLx48f09vbi6uqKiooKkyZNoqenh87OTsLDwwUzqr6+nnnz5nHmzBk8PT2RlpamoaEBSUlJtLW18fT05MGDB8TFxTFhwgSqq6sFtyE7O5vy8nKRfPWy5efnJ6Z/8Pdzbthm+uTJE9E9T0tLE2lxlZWVmJub89133+Ho6EhxcTHNzc00NjaKOPb+/n5kZGSIjY2lvr6ezs5OlJSUsLOzIzs7GwkJCZYsWUJfXx/y8vIoKCjQ3NzMO++8Q1dXF0lJSfj5+TE4OIiuri6WlpYYGxszNDQkHAUDAwM8ePAAdXV1AgIC6OvrGzEr87Jly8SkqLi4GBUVFRQUFJgzZw7fffcdixcvRkNDAwUFBVRUVFBSUmLChAmYmJjwySef0Nvbi7OzM/r6+pSWllJSUkJoaChNTU0oKyuTmJhIbm4uqqqq+Pn5iSmsqqoqCQkJVFRUoK6uTklJCdra2oSEhBAZGUlRURE+Pj5oamrS3NzMwMCAuNz89NNP9Pf3i3hyOTk5lJSUiImJGbH9UwB7e3va29sFpNfDw4Pq6mrU1NTEnouvry+Dg4OUl5djb29PYmIib775JoaGhjx//lwkKCorK1NWVkZsbCyPHj3C1NQUIyMjATVWVVUlKSmJgoICVqxYgaOjI6WlpYImPxzBXlRUhJeXl0htcnJyYtKkSYILJysrS3Nzs/izkpSURFdXd8SCIQCxo2xlZYWZmZlwDRgZGfHHH3/g7+9PW1sb7e3t9PX1kZiYiKGhIXl5eSQnJ6OmpibI6I2NjTQ2NtLV1cXo0aNZvXo1CQkJADx79oz8/HyxKzO8sJ6ZmSlSFWtra/Hw8ODQoUPMmTOHzMxMMjIyMDExQVtbG0VFRYKDg2ltbcXd3Z3Zs2fz4MEDamtr0dDQ+Fdpt//o8jFq1Kj/elFfvXqVR48e4ejoyAcffCD+uqKi4gsBqOTk5MQS5HB3oLu7m56eHmbMmIGnpydtbW1kZWWRkZFBU1MT7u7uzJgxg+LiYpFDrqCggLy8PL29vWRlZTFmzBhxExtOUnr+/DlJSUkEBwdz+vRpLCws0NXVpbu7GykpKezt7fH09KSoqAh/f3+UlZVxcnKiv7+fkpISZGVlCQwMpL6+HgMDA5HyIS8vj5ubG319fSPmidbT06OyslKAnoZ9oC0tLXh6eiIjI0NLSwv9/f2Ym5sTFhYmcsmHGQx1dXUiLjciIoLBwUECAwPJy8ujvr5eXDAUFBRITEwkODiY6upqZGRkUFJSorOzE3l5eaSkpBgYGMDR0RFpaWmePXsmYhxbWlrQ0NDg1q1bBAYG0tTUJPLkDQ0NsbCwIDY2Fm1t7RGp2zD7xcTERETtDu8NjBo1iuTkZLS0tCgoKKCgoECQoTs7O+nu7qaqqgoFBQXc3d2xsLBAQUFBpMZkZmair6+PpKQkEhIS6OvrY2RkxPHjx0V8nZKSEgMDA3R0dKChoUFQUBCRkZEC6tbb20tnZycA06dPp7y8nN7eXgYGBigvL0dLSwsDAwO8vb1F1vxIadh+qaWlJVgm2dnZop7De19ZWVlUVlaKZeHU1FQkJSVRVlamsbERVVVVMaE0MTGhrq5OQAalpKQE9HFwcBAJCQn++OMP1qxZQ3d3N3Z2dpiZmZGQkEB2djaqqqpYW1vT0tKCuro6/f39FBcXU1BQAMCKFSsoLi6mr6+PwcFBMjIyqKmpQVZWFn19/RGpm4KCAjIyMkhJSQki7cDAAEZGRsjLy4tsd0VFRZFCN9woOXHihIjm7Onpob6+nsTERCwsLPjjjz+YN28e+fn5VFdXo6KigoqKCvX19dy8eRM/Pz+qqqpQVlYmLy+Pnp4evL296e7uprKyEjc3N+rr6zE0NERKSoquri76+/uZOnUq48ePx8/PjxMnTlBZWYmamhp6enoiJ38kNMzRkJGRobe3l8HBQUxNTbGzs8Pe3p5r165x48YNETTS1NSEmpoaFy9eZOHChdTW1qKjo0NDQwONjY0oKytTWFgoYGyVlZUoKSlhamqKoqIiz549Y926dbS0tDB79mzOnj1LR0cH6urqODo6UlFRQV1dHatWrRIRn8PJMxMmTEBBQYGSkhKCgoJISUkhMTGRzs5OTExMsLKyElHjL1vW1tY8ffpUTF7LysqwtrYmOzubmJgYDAwM/isa1cjISKQOdnZ2UlpaSmpqKp2dnUhKSlJUVMS4ceOIi4tDVVUVGxsbEWuvqanJ6dOn0dTUJDk5GVNTU6Kjo6mtrUVdXR0FBQUUFBTEd1NfXx8DAwMGBgaoqakRS/qenp54enoSFxdHXV0dDQ0NqKioICUlRVFR0YjUzcXFhYKCAmxsbERsvKurK/39/aiqqqKnp4eEhASlpaVUVVWhrq6OlZUVSUlJDAwMoKOjg4yMDDU1NdTX1+Pq6oqBgQGtra10dXUhJycnIl2Hk+mGo96joqLEc7+pqYmsrCyMjY2xsbERnf9hmF51dbXYi0hLS6O9vZ3+/n5yc3OFzTA/P3/EIooBfHx8SE9PR1FRUQTVDEfaRkRECO5aUlISdXV1ODo6kpOTI2B3BQUFgg5fWloqrH3BwcG4ubmhoqJCQ0MDzc3NyMrKEh0djampqdh3Hf7ONTQ0CLsjIJhFFhYWGBsbC1bIgwcPsLCwoLCwEENDQ2bMmIGOjg7KysoitGIkVFdXR1lZGV1dXZSVlQn+kqKiooCfxsbGMjg4iIqKijhfWllZoaWlRVdXF7GxsUhISKCoqIimpiYNDQ1kZGTg5OSElJSUaBYMP6+mT58ufgfl5eVFbPnwObu7uxsnJycyMjKQkpICEKy44bADV1dXqqqqqKurAxAhHv9U/2g5o6+vj56eHgDy8/P56quvkJaWZufOneI/bFh5eXn/+F8+rMLCQtTV1XFwcEBTU5O2tjZGjRolfMoSEhIYGhqir69PX18fRUVFlJaWiiXBkpISzMzMMDExoaamhszMTAwMDLC3tyc6OhppaWk0NDTo7e0lLi5O0BttbGxQVlams7OTmpoa4O+LlpycHC0tLeKQPdx1TE1NJS8vjylTprBixQrc3NxYvHgxZmZmODo6snLlSpycnLh+/fq/rsGLaDiLetj/XlVVxcKFCwWN2MjISCzqV1ZW0t7eTk5ODq6urowfP57S0lJhY5g4caKAZA1PKmJiYggPD+f58+fU1tZy//59fv/9d+Tk5IC/X3BeXl6oqKgQExNDbm4uLS0t3LhxA2VlZZEY1dPTg4aGBhcvXhRANAcHB9zd3bG2tsbQ0BAnJyfRpXvZyszMRFJSEgMDA3p6enjy5AmFhYX89ddfhIWFAX8n5WhqalJVVYW5ubno9svKytLZ2YmzszO+vr6Ym5tjZWXF/PnzhWVseCk9Pj6evLw8goKC6Ovrw83NjVOnTqGvr4+NjQ2VlZXcv38fa2trQkJCcHJy4uHDh5SWlgpAl5ubm1hO7O7uRk9PDzMzM2EDVFdX/1fxdv+zKi0t5dmzZ6SlpdHY2IikpCTl5eX4+vpiY2PD1KlTmTx5Mn19fSQkJIhRbXR0NE5OTnR2dpKQkCBsSHV1daxfvx49PT2MjY3R09MTvJ2kpCQiIyMJDw/n1KlTpKWloaamhoWFBTIyMuTl5VFRUUFUVBSLFi0iKCgIbW1tmpqaqK6uRktLC19fXwoLC+np6cHCwoJZs2YxNDTE9u3bCQ8PH7G6PXr0iJs3b5KZmSlotcNE83nz5mFubk55eTk5OTmCQCspKUlBQYHw5wYFBaGmpkZaWhp5eXno6elRWlqKm5sbgYGByMvLU1tbS3d3N4qKipw+fZrRo0czbdo0YSXt7u4mJCQEeXl53N3dMTAwICMjA3l5ebq6usjIyKC3txcrKys8PDx48uSJsLxqa2sLuNlIKS4uDg0NDVpaWoiKiiI7O5vZs2fz9OlTmpqaCA8P5/z58xQUFAjw3fDumrm5ubAADgwMUFRUJEIdhinTFhYWjB07loCAAOTl5Xn48KEgDQcFBQlolp6eHr6+vsImaWhoSEFBAX19ffT395OVlcXDhw9FLLKsrCwdHR2oqanh4ODA2LFjWbVq1YjFdw4n+wz/76SkJCZOnEhVVRXNzc3o6+uL57KTk5MIs7hx4wajR4+moKCA2tpaMSEehhEmJyfT0NDAxIkTRbNBRUWF7777Dn19faysrKivryc2NlZYsjQ0NDh16hSSkpK4u7tTVVUldopqa2v59ddfSU5OFq6G2tpazMzM0NDQIC0tTXzvR0INDQ3Y2NjwxhtvsGnTJmbOnIm7uzvHjx/Hw8ODmpoa+vv7yczM5MGDB5SVlYnEr6CgINzc3MQuUGlpKQsXLkRKSgoHBwcePXqEgoIC5ubmInocEGyxYS6MqampwAlcvXoVNTU1jIyMiImJEWDUnp4eoqKi6OvrY8aMGRgYGODn5wf83fgZZnyMZKiGlZUVQ0NDYsKhp6cnDv4KCgqoqalRXV1NdXW1sILb2dnR1tZGdHQ0NTU1GBoa0tvbS2VlJbNmzcLS0pKJEyfi7+/P4sWLcXd3p6Ojg+TkZIqLi9HV1SU2Npba2lrk5OQwMTFh8uTJvP3224JT1tTURFNTE3Z2dkhJSYmm1f379+np6UFKSgo3NzcmTJhAQEAAtra2WFlZjVjd4G8uz9OnTzl79qyI/VZXV2f58uVUVVWhq6srUsKCg4PR19fH0NCQNWvWoKmpyaNHjzh37hwPHz6kv78fbW1tbt++TUREBL29vQC4u7vz9ttvo6WlxbRp0zAwMCA2NlY0n4fZemlpafj5+YkIfRcXF5SVlSkoKODhw4ekpKQQHh6OiYkJp0+fRkFBAT8/PwG6/qf6R5OPoKAgpk+fjq2trYC/fPjhh9jb2//XP3fs2DGKi4v/ecX/P1JVVWXPnj3Mnj0bV1dXsrOz8ff3Z9euXfj5+eHk5CTsLsM0ykOHDmFmZiY8tjIyMrS2tvLnn3/S1NSEjo4On332GW1tbdy8eRM1NTWsrKzENKO4uJjXXnuNkpIS7t+/T3JyMhoaGtjb25OSksJrr73G2rVrCQkJISUlBQUFBebOnUt3dzeJiYnCi25oaMiiRYuws7OjpaWFpqYmLCws/nUNXkRKSkqic9rZ2UlLSwslJSWsWLGCPXv20NTUxMWLFzEzM8Pa2ppHjx6RmpqKt7c3o0aNwsXFRdg2bG1tCQ4O5oMPPhAH7XfffRdLS0tSUlJwdHRky5YtjBkzhgkTJjB16lTCw8PR09PDyMhIjIW//PJL8vLymDRpEo8ePcLQ0BBPT0/+/PNPYbE6c+YMzs7O+Pv7C8Dg8INzJKSnp8fz588JDw+nvr4eHR0d3nvvPZqamjA2NsbZ2Zna2lokJSVxdHREWVmZhw8f4uvry6xZs8TyamRkJCUlJXz55ZdMmTIFOTk5vvrqK2GXycjI4P79+zx58gRLS0saGhrw9fVlzZo1VFVVcfXqVZSUlKiqqmJwcJBffvkFBQUFGhoaGDVqFE5OTvz111+cPHmS27dvM3PmTExMTHj//fepqanhl19+wcLCgm3bto1Y2pWkpCT19fXU1NTQ1taGpKQkT5484bPPPuPGjRv09PRw9epV+vr68PHxwcDAgLa2NubNm8f333/PmjVrkJOTIzc3l87OTtGZHz9+PJMnT+bo0aMYGhqyfv16rKysKCgoQEJCgrS0NMLDw/H09KSvr4/a2lo8PT3x8vJi69atnDt3TmS/t7a2Ultby4kTJ1i/fj0XLlzA2toaNTU1kpOTyc7ORkFBge7u7hGpGfzth66urkZVVRVXV1emTZvGpUuXeOutt7h9+zZubm7U1tYSEBDA1KlThX/6+PHjqKioEB4ejrS0NDIyMnh5eTFx4kRBOtbW1uatt96isbGRW7duUVlZSWdnJ05OTuzdu5eFCxfS19fH0NAQra2tnD9/nqysLNzd3RkaGmLp0qVUVVXx7NkzCgsLSUxMFJbJDz/8kCVLlmBvb09WVhZ//PEH06ZNGzH70LJly1BVVaWyshJLS0sWLFiAhoYGn332Gbdu3WLu3Ll0dHTQ1taGqqoqpqamtLa2CgvC8LSxubmZzs5Ofv75Z7Zs2YK/vz9GRkbIysoSHh5Of38/M2fOpLW1ldu3b7Nw4UJ27tyJlZUV7e3tDAwMoKurS3R0NFFRUbz//vtYWFiIhJ4JEybw/fffAzB79mw6Ojq4ceMGCxcuRFlZmSdPnqCgoMDNmzfZtGnTS69bS0sLEyZMoLe3VxwYhoNIzMzM0NXVxcLCghs3blBRUcHmzZtpaWnhp59+4rPPPsPJyQltbW2kpaVxc3Nj/PjxfPnll8ydO5fs7GwiIiLIzs6mpKSE3NxcbG1tRZJacnIyjo6OmJqaimVYWVlZnJyc2LZtG2FhYcTGxuLq6sro0aPp6+tj3rx5fPnllwCcPXuWoaEhxo4di6mpKXv37uXGjRv/qqv6orKwsKCmpobKykoGBgaorq5m69atdHZ2MmPGDE6ePImDgwNWVlZYWVnh5eXFJ598goqKCq+//jq//vqrgH4Op+3FxMTw9ttv8+zZMy5fvsycOXNYsWKFeB9KSEhgZWXFvn37xMRFS0uLTz75hNu3bxMbG0tcXBwREREEBgYydepUjIyM0NbW5smTJ/z222+4ubmJUANFRUUmT55MTk4OT58+HbFwiJaWFsG/0tTUJC0tjdbWVnx9fVm+fDkXL15k3bp1+Pj40NLSgpeXF/X19VhZWbF9+3aRjjlhwgSWLFlCVFQUX3zxBUZGRlhZWfHRRx+hoaFBd3c3z58/F5O82NhYVq1axcOHD/Hw8MDFxYWamhqqqqpYtWoV8vLyFBUV4efnh52dHYODg4I3dfbsWTZv3kxGRgY3btxAVlaWoKAgjI2NR6RmgNiX8PPzw9LSUkyxlixZwk8//SR+B7Ozszl79iy2trZs3bqV48ePo62tzdmzZzE3N8fc3JzU1FRSUlLw9PREUVERKSkpmpqaGDdunID69vT0iB1c+HuFQl9fH2VlZUJDQ2lsbGTFihUYGRnxzjvvcPbsWfLz8wVAOSMjgzlz5oj3e1hYGE5OTsTHx/+rYAiJoaGhof+nf2hwcJCTJ09y69YtBgcHWbhwIfPmzRN/f3h/Ijw8XKQI/RMNd+Jv3ryJsrIyPT09FBUVUVhYiIqKCgsXLqSjowMFBQUxRhs+tMnIyIhlwx9++IFJkyYJv3JFRQVBQUE0NTVx4cIFXF1dmThxIgMDA+Il4OHhwYkTJ6iqqhLk0YGBATw9PdHS0kJaWpp33nmH7du309/fL27aw3sA9vb2HDhwAFVVVbq7u7GxscHb25v6+noxabGzs3spXenhuikrK3PixAnq6upoamoiPz8fTU1Ndu7cKXY7IiMjUVNTQ1tbm/T0dMrLy1m7di06Ojoiuk1FRYX29nbhe+zo6OC9997ju+++Ex1WMzMzioqKkJSUZM+ePbz99tu4uLiInYby8nKOHDnC7t27ReKCqqoqBQUFSEpK8tZbbxEdHU1FRQXZ2dlMmTKFJ0+e0NTURGBgIJMmTaKurg4ZGZmXXreqqip++eUXampqsLKywsnJibq6OqqqqtiyZQsXL14UF9HhydHdu3dpbW2loKCAjo4O3NzcCAkJwc7Ojry8PPbt28fJkyeZOXMmo0ePRkVFRZDNHzx4gIeHB9999x3W1tasXbtW8BtycnIEYOmrr77CysqK3t5efH198fHxIS8vj/3792NjY0NcXByzZs2is7MTCwsLbGxsOH36NH5+fqLb+7KmIMO1U1JSIj09HWtra7S1tcUL9fvvv+eHH35g+vTpXLp0Sdg8hvefnJyckJaWpq+vD2lpadrb20U08/Ck5/bt20ycOJF79+6JrHg5OTlcXV25evUqf/zxByEhIVRVVVFWViasRNra2nz33XdoaWmxe/duFBQUsLGxITw8nPLycg4dOsSff/7J0qVLiYyMREJCAltbW+7du8fy5ctHpG6xsbEYGRnx+PFjOjo6mDZtGvb29gJ099ZbbxEUFERwcLD4Lq1bt46//vqLxYsXC1Bdeno6EhISGBgYoKOjg7u7Ozt27OC9997j6tWrSEtL8+6771JdXS2y7p2dncnPz6e0tJTs7GySkpLEBGnq1Kli5yo7OxsVFRUmT55MUlISly9fZvr06ZiYmIim0tDQELGxsWzatGlE6gZw7tw5cZAxMjJi69atSEpKUlNTQ0JCAv7+/mL5efbs2Tg5OfH9999TV1cnQhFsbGyEfeXtt9/m7t27pKSkkJeXx7Jly3BxceHJkyf8+uuvSEpKcvbsWdrb29m7dy+KiorCz15YWCgiQ48dO8aDBw9ISUmhp6cHNTU1ASHdvXs3V69epbq6Gjk5OdTU1FBSUsLCwgIHB4eX/oz7/fffkZaWRlZWFhUVFRwdHfHy8kJWVpYNGzaI5VBJSUk0NTVxcXERDSNnZ2fu3LlDQ0MD6urqeHt7M2/ePBobGwkPD+fmzZssXbqUoaEhEhMTqampYebMmRw+fJjPP/+cxMRErly5QlVVFb6+vsyYMYMDBw7w6aefUlxcjKGhIdra2jx48ICcnBymTZvGw4cPSU1NZfr06bS1tTFp0iSqq6v5888/MTIyws/PDysrq5det2FOUH5+PoaGhkydOhUzMzPeeOMN1NXV0dTUpLGxEQcHB1RUVEhJSeHnn39m7dq1+Pv7Y2Njg46ODnfv3uXixYsYGxuzceNGNDQ00NbWJiEhQbyvq6ur6e3t5e233xZL49LS0qKhoKGhga2tLR9++CGfffYZf/31FxoaGjQ1NVFUVIScnBxBQUG4urqKWOWOjg7Bn5ozZw7y8vLCpviyv6v5+flYWFgQFRVFfHw8mpqaYjds/PjxnD9/HkNDQ9rb2wVk2MnJiZaWFnx9fXnw4IGYOvb29lJfX09RURG7du3CxMSEW7duifNXSUkJ58+f5/jx4yxevJjff/9d7KsOc7lCQ0M5fvw4tra2+Pj4EB8fj5WVFWFhYWhpaWFsbIyMjAxr1qzBwMCAkJAQ2tvbefz4Merq6ixdunRE6paamoqLiwumpqYkJCTw22+/ifSqu3fvEhQUhLu7O52dnWRlZdHe3s6WLVtQV1fnzz//RFFREUNDQ9EYf/z4MZs3b8bBwQFpaWlqamqQl5dnYGCAhIQEfvrpJ/744w+kpaW5e/euYHQMn80iIiK4fPkykyZNwsfHhxkzZqCiokJxcbGwbQ7DpIfTOisqKmhtbUVfX5833njjH9XtH10+/p+Unp6OgoICJiYm/2rBqaGh4YUmJf+/InNz85ey1Pqqbi+mV3V7cf3vXLtXdXsxvarbi+vVM+7F9KpuL6ZX39UX06u6vZj+Sd3+l1w+XlT9/f20tLQgJyc3IvTSkdLg4KDohElL/y/hOP6XXtXtxfSqbi+u/x1r96puL6ZXdXtxvXrGvZhe1e3F9Oq7+mJ6VbcX07+p2/+rl49XeqVXeqVXeqVXeqVXeqVX+v8f/e9x3XqlV3qlV3qlV3qlV3qlV3ql/6/Xq8vHK73SK73SK73SK73SK73SK42IXl0+XumVXumVXumVXumVXumVXmlE9Ory8Uqv9Eqv9Eqv9Eqv9Eqv9Eojopezxv8P9b/jtj+8SuZ4Ub2q24vpVTLHi+lV3V5Mr+r24nr1jHsxvarbi+nVd/XF9KpuL6Z/U7f/Vy8fLS0t/9vmHMPLy4h+VbcX06u6vbj+d67dq7q9mF7V7cX16hn3YnpVtxfTq+/qi+lV3V5M/6Ru/69ePuTk5ADo6+ujrq6OnJwcysvLkZWVxcHBgfLycvr7+zE3N6e6upru7m709PQwMjIiKiqKsrIypkyZQnp6Ovr6+lRUVDAwMMCmTZs4f/48lZWVLFu2DDU1NTo6Onjw4AHR0dEsX76cx48f09PTw8qVK7l79y6JiYn09PRgbGyMtbU1jo6OuLi48Ndff6GoqIiWlhZdXV1kZGRQVlZGcHAwdXV1JCYmMnv2bFRUVHj48CHl5eVMnToVNzc38fleVt1Onz6Nh4cHPT09dHZ2CqK4sbEx0dHRbNiwgQsXLjA4OIiPjw/W1tbU1taSn5+PsrKyIJxbWFigp6fH4OAgNjY21NXV0djYSElJCYmJiZSXlyMvL09AQABz586lpqaG7Oxs2tvbxZ+Ju7s7JSUleHt7c/v2bSIiInBwcEBBQYHKykqqq6sxNDRk7NixXL9+nXnz5lFYWEhVVRX9/f1kZGQQGhrKuHHjXnrdZGVlKS0tJSsrC4BRo0aho6PDwYMH8fLyIiEhgdzcXPz9/bG0tOTJkyeYmpoyefJkjh07xvLly0lLS6Ourg4NDQ2kpKQoKSnB1dWVU6dOUV9fj5OTE5aWlsjIyCAhIUFoaCj19fU8e/aMoaEhmpub0dHRITAwkMLCQs6ePcuiRYuQl5dHUlKStLQ02tvbWbJkCSYmJsTHx+Pi4sL169dpa2vDwMAASUlJLl68iL6+Pu++++5Lq9v/WLvw8HC6urqoq6tDUVERT09PVFVVOXHiBA4ODhQVFaGlpYWEhASGhoZ4e3tz+vRpSkpKGBgYwMvLi87OTvr6+ujp6aGiooJ169YRFhbGsWPHSE9PF/RuTU1NAgICePLkCd3d3Tx79gwXFxcaGhqQlJQkNDQURUVFKioqkJGRoaenB3Nzc6qqqnj48CHPnz9n0qRJpKenIysry5tvvsmdO3eoqanBxMSElpYWZs6cOSJ1u3btGg4ODjx79ozExES0tLSYMmUK8vLy9Pb28tdff7FkyRL09fUFpdbd3R2ASZMmcfPmTZKSknB0dMTOzo6rV6/S1tbGpk2bkJGRob6+HkNDQ2pqarh//z7d3d3MmjULBQUF2traqKurw8zMjMbGRq5du8b48eOR+D+Y+8/wKMv27Rf+pUySSZ30Oum9F1LpNaGEjiCKYsOCojeKYq/YFeW2ICgiRQEB6RBqQkjvvfdeJpn0NknWB7ec2/qv9T7b8r6fRd51fBOzBa595rqu8ziOvaipkZ2djYODA2FhYTg6OtLU1MTx48dpb2/n8ccfJzMzk7q6OiQSCSqVirGxMQIDA1myZMm04Pbll1/S1dVFVFQUdnZ21NbWkpeXR3R0NA4ODgwNDaGpqYlEIgFgYGCA/Px8DA0NKS8vx93dHU1NTfT09NDT06Onp4fR0VHmz5+PlpYW1dXVpKWloaGhgY+PDy0tLRgaGiKXy2lsbMTFxYWmpiZyc3MZHBwU74usrCy0tbXR19fH3t4eU1NTOjs7qaqqoqioiJ07dzI2Nsbk5CQymQw9PT3a29uRyWSYm5vf92dccXExnZ2dODk5MTw8TElJCevWrcPGxoZvv/2Wvr4+IiIiGBsbo7+/H2NjY27fvo2mpiaampp0d3cjl8sJCgrC3Nyc3NxcWltbcXNzIzQ0lObmZjQ1NdHX12d8fJzi4mKSk5NxdnZmxYoV3Lx5E3NzcyYnJ7ly5QrGxsZ8+umnTE5OUldXR3l5OampqXR1dREQEEB3dzeurq4kJiYyOjrKjBkz0NbWpr6+Hg0NDSwsLIiKirrvuAEcOXKE5uZmZDIZzs7OzJo1i+eee45Lly4xNDREXFwcOTk52NjYsGnTJsrKynBxceGPP/5g4cKF5Ofnk5ubi0KhQCKRMGfOHOrq6hgaGmLOnDm4uroikUhobm4mLS2NDRs2YGNjQ15eHgMDAyQkJNDR0YG3tzeZmZmMjo7y1ltv4eLiQn5+PnV1ddTU1JCXl8f69etxc3PDwcGBP/74A39/f+rr60lNTWX79u2kpaURHh4+LffqTz/9hKenJ05OTlRWVpKdnc3GjRu5cuUKampqzJ07l+TkZLS0tPD398fW1pbs7Gzq6+sJDQ1FU1MTdXV1qqqqGBkZYd26dcTHx1NbW4tCoeCBBx7g3r17jI6OEhERQUlJCYGBgaSnp+Pg4MClS5fw8/NjxowZNDY2CgxKSkoYGRmhra0NiUSCsbExMpmMBQsWsHPnTt544w0aGxvFtL6rq4uBgQGcnZ2nBbf6+np++OEHjIyMCAkJwdfXF1dXV4qKirh9+za2trY0NjaioaHBwMAAVVVVPPXUU1hbWxMXF4eOjg7+/v4iwTwvL49XXnmFq1evMmPGDEpKSpDJZBgbG9Pa2kpaWhovvfQSpaWl4l1dVlaGuro6ISEhFBcXo1Qqyc7OZs6cOfj6+qJSqWhra2NiYgJ7e3vq6+txcHCgra2NnJwcWlpasLW1ZcWKFRgbG/8j3P4fm4/6+nq++eYbXnnlFWxsbMSfnz17losXL9LS0oKlpSVLly5l48aNqKmp/WPwp1ZNNTU1pKen09PTI254R0dHbG1t6ezsxN7enitXrtDY2CjA6OrqwtXVFTc3N6ytrWlra6OsrIympibu3LmDjo4Ow8PDXLlyhZ6eHsLDw+nv76ewsJCysjKio6OpqKigpKQECwsLHB0dKSwsJCcnBw0NDeLj49m0aRP6+vqUlJRgZmaGr68vwcHBXLhwAW9vby5dusSCBQuora1FXV0de3t7zMzMyM3NJTAw8L6t0qZ+r5qaGtbW1kgkEoaHhxkfHycuLo74+Hh0dHTo7Oyks7MTbW1t0QD4+voye/ZstLW1aWxsxNHRETc3N3R1dens7CQhIQFvb28aGxsZHx/H3Nycnp4e2tvbKSwsZPfu3Vy4cIHU1FRWrFhBeXk5NTU14iVUW1tLSEgI165dQ19fH1dXVyYmJkhOTmbVqlWcO3cOb29vWlpaaGhowMDAABcXF3R0dFAqlf/j+u4XbpqamgwNDVFbW4umpiY+Pj50dHRw48YNzMzMcHJywsnJiYCAAMbGxujs7ERXV5fTp09z/fp1NDQ08Pb2xsXFhZGREWpqalBTU6OzsxNPT0/Gx8extbVlcHCQlpYW5s2bR05ODjNnzuTKlSuEh4djYWGBkZERWlpapKWl0dvbS2trK3PnzqW9vR0PDw9kMpn4XC5cuICdnR1ubm4UFBQwODiIlZUV3t7eeHp63lfc/s+/283NjaGhIXp7exkfH8fQ0BAvLy98fX3x8PAQB52KigrkcjlmZma0tLQwNjbGwoULiYyM5OTJk7S1tYnDn1QqRU9Pj7i4OBoaGjAzMyMoKAipVMqxY8dwdnamt7eXkZERMjIysLS0JDQ0FFdXV/r7++np6aG5uZnc3FwaGxtpamqioKAAgISEBNra2ggJCUFLS4uxsTH09fUxNTUlMzNz2nDr6uqiu7sbAwMDAAoLCwkKCsLV1RWVSkVERATV1dWMjY3h5OTE0NAQ58+fR6lUMjAwgFwuZ3x8nJaWFgwMDGhubmbz5s3U1dVhaWlJdnY2RUVFTExM0NfXR3d3N+7u7uJwrVQqaW5upr29ndLSUqKiosjMzKSsrAwbGxtyc3PR1NQUB+Xx8XFycnIYHR3FwcGB/v5+2tvbMTIyYs6cOdOGm4aGBgYGBpSVlVFUVERXVxdtbW3MnDkTgHv37qGnp0dXVxfa2trMmDGDtLQ0JicncXJyIikpCV1dXTw8PLC0tKS2tpaEhASys7PZs2cPPT094pDc3t6OqakpRUVF2NnZUV9fj6WlJWNjYxgaGmJtbU1+fj7d3d2sX7+ev/76C1tbWywtLWlvb6egoICgoCCcnZ0ZHx9HoVBQWVmJUqlEKpUil8t58sknaW5uvu/POGdnZ0pKSsjKykKpVKKmpoa9vT1btmzh6tWrmJubo6+vz/DwMF1dXWhoaHD9+nVWr16NQqGgs7OT7u5uzMzM0NHRIScnh2XLlmFjY4NCoeDevXt4e3ujpqaGUqnEx8cHiURCVlYW1tbWaGlpicbQ3NwcNzc3vvjiC1566SXMzMwwMjISh/TIyEj+/PNPPD09mZycRC6XMzExIZqbP//8k7Vr1/6P67tfuOno6NDQ0CCa2YSEBAoKChgdHaWmpobCwkKuXr0KgL6+PmfOnKGvr4+mpiY0NDSorKzEwMCAiIgIWlpaKCkpwc3NDaVSiYuLC9XV1QwODmJra4tEIsHW1parV68SERFBaWkpkZGRzJ8/n9LSUjG0UlNTo7GxES8vL3Jzc8nNzaWzs5Py8nKeeeYZent7ATA2NsbCwgKpVMr4+DgGBgYUFBQQHh4+LfcqgFKpRCKRIJVK6enpoa2tjezsbHbs2EFpaSm9vb10dHRQWlqKp6cns2fPRi6XY2pqSmJiIhUVFbS3t2NsbIyjoyMGBgbo6uqioaFBZ2cnXV1d9Pb2kpubS2lpKaGhoejq6nL79m20tLSwtLQUw6eVK1cSFxeHkZERnp6eZGdnMzo6iqenJzKZDCMjI3R0dKitrUUqldLa2kpNTQ0jIyOsWbOG4eHhacFNTU0NDw8PcTYNCwtDTU0NJycnYmNjKSoqIjMzE1dXV9zd3Wlra+Onn37i5Zdfxt3dHWtraxoaGigpKaGyspL+/n5Onz6NXC5HIpEQEhKCiYkJfX19tLa2YmZmxs8//8zatWuZMWOGOPMaGhpiYmKCubk5Ojo6REZGkpubS319PR0dHSiVSqKiolizZg0ffvghvr6+DA4O4uDggIGBATU1NeKa/glu/48/MXXwz87OFn+2c+dO3nzzTVpaWli1ahVLliyhsLCQHTt2MD4+/h9/CKmpqRQWFqJQKLCwsCAkJIT29nb8/f3p6uqipKREfEHb29tRKpWEh4ezYMECBgcHaW9vZ2xsDDc3N+zt7Tl9+jS1tbVIJBJSUlK4efMm8fHxVFRUMDo6SmNjI/39/ZiYmHD16lXa2towNTXFxMSEtrY2CgsL0dHR4dSpU+Tl5aGvr49cLkculzNjxgyWLl0qDsve3t4MDw/T2tqKpqYmxsbG2NnZ/ccY/DfV09PDzZs36enpwdDQkI6ODjo7OxkeHhY3KoCRkRHGxsZIpVJsbW1JT09HX18fhUJBV1eXmERP5U02NTVhZWWFvb09ixcvZs2aNURFReHn58fo6Cg3b94kICAAMzMz3NzcMDU1FS/83t5ebG1tcXFxwcHBQUwTZDIZgYGB2NraoqmpSVNTE729vUilUry8vFixYoV4iN7vampqQldXFysrKyYnJ8nKyiI/Px8nJydqamowMTHB2toaa2trHBwc8PDwYGJigoyMDGJiYujq6mJ8fBwtLS0GBwfp6OhgbGwMX19fTExMMDQ0RF1dHTMzM1xdXSkpKRHbPV1dXUZGRrC2tsbNzY3JyUnGxsbw8/PD0dGRrq4umpqaMDExwdLSkri4ODIzM8nMzGR8fJzBwUEGBwdRU1NDJpNhZWWFq6vrtOAGfw8j1NXV8fb2xs7Ojurqam7fvs34+DgBAQFoa2tjaWmJgYEB3d3d1NXV4ePjQ1BQEEFBQbS2ttLf34+trS0zZszA09MTpVLJjRs3xHR9eHiY3t5e6uvryc3NZWJigtTUVCYnJ9HQ0MDR0REXFxcGBgbIyckhKSkJLS0tRkZGSEtLIysrC4lEwpIlS8S9vXjxYrS0tFBXV0ddXR1dXV28vb2nDbfx8XH6+/sZGRlBX18fMzMzurq6KC0txcTEhMDAQPT19WloaKC+vh59fX0aGxuxsrISL2wLCwv09fXp6+vDysoKMzMzLC0tycvLAyAtLY2qqiox+KiqqkIqlWJpaYmNjY34PWZmZmKTFB4ejpmZGb29vdTV1TE2NkZkZCRjY2OkpqYSEhKCXC7H19eXkJAQHB0dUalU04abXC4XwygdHR0GBgYIDQ2lvr5e3LtKpZLu7m66urrQ0dGhv78fa2trgoOD0dfXx9zcnKGhIbKzs6mqqmJwcJA7d+6Qm5uLtrY2crkcbW1t6urqUCgU4rs0NDREQ0MDo6OjaGhooFAoxGdka2sLIA7Yurq69PT0oFAoCAwMpL6+HhsbG0xNTVFXV2d4eBiFQiEGLPe7HBwcxPCku7sbKysrtLW1SUhIYGBgADMzM9TU1JBIJGhqatLe3o6mpia+vr4EBQWJSWdhYSGZmZn09PQQExODh4cH+vr6dHV1UVhYSFJSktg0dXZ20tTUxNDQEL6+vqirqzM4OEhkZCSurq4kJyfT3d1Nf38/3d3dYmCmUCgwMDCgr68PQ0ND3N3dsbW1xdDQEEB8Z6ej0tLS8PHxYcmSJYSHh4v7Zu3atdy+fZuKigqcnJyYM2cOVlZW5ObmMjk5KZ7r2dnZGBgY4Ovri42NDaOjo5SWlrJ06VLmzZuHvr4+ZWVlZGRk0Nvby5w5czA3N+fu3bvcunWLpqYmPDw8WLp0KSEhIchkMubNm8etW7dISkoiMzOThoYGLCwsWLt2LXV1ddy+fZucnBxcXFzo6upiYmKCoKAgFAoFDg4O04IbwKxZs+jv7ycrKwuARYsWiY13T0+P2H7MnDlTDLIrKytpa2vjypUrgk3Q29tLRUUFFy9eRCKRMH/+fKKjo+nu7kZPTw8jIyN6e3txcHCgtLQUuVyOhoYGERERaGpqkpmZKQbVKSkpTExM4Ofnh0wmY2BggK6uLoaGhtDW1mblypWkpqZSWVlJY2MjPT094l09XSWRSNDS0sLJyQk7Ozuampq4ceMGhoaGaGlpoVQqxTBl1qxZzJo1Cz8/PxITE5FKpahUKhQKBSqVCplMBkBRUZEYypmbm6Orq0tXVxeNjY0MDg5SV1eHmpoafX19tLW1oauri5OTE1KplKamJubOncvChQtxc3MD/n7OKZVKqqqqAGhra6OpqYmGhgb8/f1Zu3Ytnp6eYuj3T+oft3VTB9Nz585x5coVoqKiuHDhAs8++ywPPfQQH330Edu2beP333//x3/5VBUVFTE6OoqOjg4mJiaYmJiQlpZGV1cXe/fu5fLly0RGRhIbG4uenh5ZWVmEh4ejpaXFjRs3+PXXX+np6cHT0xNra2vS09O5cOECg4ODODs7ExUVRXl5OSUlJfj6+qKtrc17771HS0sLtbW1ZGZm0tzcjIaGBtra2nR1dbFt2zbKysooKCjA19cXX19f4G+RUGBgIJ2dneJLb2pqiqamJtnZ2Zw4cYKoqKj/GIP/pnJycoiLi6O4uJiKigoSEhKoqanhscceY2xsTEx59fT0cHNzY9OmTQwPD/PGG28I+lV+fj41NTXU1dURHx+Pn58fJSUlzJ8/HycnJ7EpWbx4MatWrUKhUNDY2Mj8+fPJysrC2NiY8PBwiouLaWtrEyIjGxsbOjs7uXjxItevX8fU1JSEhARWrFhBcnIympqamJiYoKuri6amJoaGhvT19U0Lbi0tLTg6OuLt7U1fXx9xcXGMjo6ydetWRkZGyMzMJCUlhby8PHp7e7GzsxMHwQcffJDIyEja2trIzMykqakJqVQqJptlZWWkpqZy+/ZtlEolcrmc06dPM3v2bE6cOMH4+Djnz5/n3r17NDc309nZSUREBFpaWsyePZuLFy+SmJhIVVUVlZWVZGRkiIO9pqYmSUlJFBYWolQqGRwcpKysbFoflAkJCZw5c4bx8XHU1dX5/fff+eGHH/jll18YHx/n7t27zJ8/n6VLl2JlZYWhoSFubm7Y2NiQnp7Ozz//TGtrK56ensybN4+goCDKysr4/fffCQ8Px8TEBE9PT7S1tcnNzcXd3R1jY2Pa2tpoa2sjODgYCwsL6urqSE1N5dixYyQmJqKhoUFISAhSqZTJyUnMzMwEdTI4OBiZTEZPTw/9/f2UlJRQWFhIZGTktOGmoaEhGo7e3l6cnZ0BSE9PF1u4wMBARkZG+P3338WGLDY2lu3bt5OXl4exsTFeXl6Ymppib29Pbm4u5ubmVFZW4uTkhKOjI3K5XEztT506haenJ/Pnz2f9+vV4e3tja2tLREQE3d3d6Ovr89JLL6GhoYGdnR1tbW2kp6djb29Pamoq4+PjREdH/48NZV9fHzdv3pw23EZGRujo6MDFxYW5c+cSFBTEpk2bOHz4MDk5Ody7d4+RkRHxIu3v7xcDj7q6OhYtWsSsWbOYnJwkNTWV3NxcPDw8cHZ2Ji8vTzQHo6OjDA0N8fPPP+Ph4UFxcTHa2trU1NQwNDTE0NAQhYWFREdHU1NTQ3Z2NlpaWrS2ttLa2oq6ujoGBgZcvXqV/Px88vPzMTY2FpPC+fPno1QquXfv3rTg1tbWRmBgIMuXL2fp0qXMmTOHGTNm8N133xEUFISuri5z585l/fr1LFiwAGdnZ+zs7DAwMEBTU5OKigqMjY2ZnJykoqICmUxGeXk5ZWVl4iDX19fH4OAgBgYGDA4O8v3334thoJubm9iCDg4Okp6ezqJFi8jMzGRgYIDr169TW1uLhoYGSUlJhIaGoqenx+TkJCqVChsbG7S1teno6CAwMBBHR8dpwS0zMxNfX19cXFxwcXFh7dq1REREsGHDBgoLC5HJZCxfvhx3d3dUKhWmpqb4+/vj4eHBX3/9BSBoa+3t7QwPD3PgwAHs7e2xsbFBLpeLJrqnpwcNDQ2eeuopMjMzUalUNDQ00NHRgZGREc7OzqSkpJCbm0tbWxvXr1+ns7MTc3NzZs+ezVNPPUVycjJpaWkUFhYikUioqamhrKyM7u5uWlpaWLp06bTgBuDu7k5HRwe///47WVlZBAcHo1QqiYiI4OOPP8ba2hp/f3+WL1/OM888w4oVKzh06BBnz57l7t27NDY2smDBApYtW4auri75+fmUlJSgrq4uKFBTjARfX19mzpzJxYsXUSgULFu2DDs7O8rKysjLy2NycpJ79+6ho6ODg4MDUqkUT09PbG1txVChsbGRgYEBJiYmKC4uprW1FR8fHxYvXkx+fv604TYyMkJiYiLu7u4sW7aMjo4Obt26RVVVFVevXiU5ORk7OztxT/j7+/PFF1+Qm5srzq9tbW3IZDIcHR3R1dVlzpw5lJSUkJOTw+3btzl9+rQYYFZXVxMeHk5bWxsXLlygvLyc8fFx1NTUaG1tJTExETU1NcbGxnjhhRd4+OGHiYiIwNbWVgytZs6ciY6ODnK5HKVSiYaGBnK5nPj4+H983f9Y8zFFpzp16hQSiYSPP/4YLS2t//Ezfn5+XL58+R//5VPl4+NDa2srQUFBeHl5MTY2hpeXF62trXh4eODu7i4O+x4eHnR0dHDv3j1KSkqIjY3F1NRUcOROnjzJxMQEDz74IM7OzpiamuLg4MD+/fsB2Lx5M9evX0ehUKCpqcnGjRsJCAjA3Nyc/Px8ent70dLSYnh4GG1tbb744guKiorIz8/H3NycnJwcfvnlFyIiIkhJSWH37t309PQIruzUNGjx4sX/MQ7/adnZ2fHkk09SVVXFzZs30dDQwMvLi+XLl4vD25YtW2hqaiI1NZW+vj6OHj2KtrY2xcXF7Nq1CzMzM7EhOnLkCNbW1mJNn5mZiZOTk+AzFxQU8NRTT+Ht7c2uXbtwc3PD1dUVGxsb5s2bx9mzZ/n66685d+4cNjY2dHV1CcpNYGAgpaWlfPHFFwQGBoopuJmZGcbGxhQWFv4PWt/9rJSUFFpbW4G/6QmRkZGEhYXR19fH119/jYaGBu3t7eTn53P48GFSU1NRU1Nj9uzZ7N+/n5qaGhYvXoylpSVDQ0PY2dkRERHB119/jYeHBzNmzODGjRskJiYyPj7OggULyM/Px8bGhvb2dvr6+sSGo6WlBX19fRITE1mzZg3W1tbMmjULCwsLzM3NWb9+PUNDQ8ycOZNjx46RlZXF/PnzMTExoaGhgbfffhtAbLnudy1cuJCbN2+iq6srqBWzZ88mKSmJxsZGtLW10dXVxd/fH319fQwMDLh79y6hoaG0tbXx8MMPY2RkhLm5uZjE9PT0MH/+fBISEujv72dsbAxzc3NsbW2F1uqTTz7Bzs6OlJQUxsbGyM3N5bfffmPVqlV0dnby0UcfERwcjKGhIVKplLq6OlJSUhgaGqK0tJTCwkKB2eDgID09PdTX1/PCCy9MC25PPvkkd+/excTEBFdXVwoLC7lx44bQR5WXl9Pb24uZmRkbNmxAQ0OD1atXc/bsWdTU1Ni7dy9paWmiGY2NjSU0NBQPDw927NjB6OgoL7zwghi+eHh40NTURHp6Onv37mX58uXiuwXwySefsGnTJiYnJzl79iy6urr09fWhpqaGQqHA09OTX3/9FR0dHaqrq6mpqWFwcJDm5maWL18+LZgBtLa24u3tjUKhwNjYmLVr15KTk4O5uTlHjhyhvb2d27dvCz2Kuro6c+bMYd26dfzyyy/o6uqSmJhIS0sL/v7+aGho4OHhQVpaGlpaWmJgMjX0amtr44UXXiAgIIAvvviCixcvkpycjKenJ3v27KGzsxOABQsWsHjxYjQ1NTl37hwZGRk89thj9Pb2Ul1dzfXr16moqBAaHW1tbXp7eyksLCQ4OPi+45aamkpPTw/29vZYW1uTnZ1NTU0NlZWVrFu3jjNnzrB27Vrc3NxQqVTk5ubi5eVFV1cXp06dQiaTYWNjIyiogYGB7Ny5EysrK+RyOcPDw8yfP5+wsDAmJiaYmJhg6dKl+Pn5cefOHZYsWYKxsbGgrV2/fp3vvvuONWvW8OCDD5KZmYmGhoZ4JlZXV7Np0yZycnKoqKjAwcEBNTU1jI2NeeSRR0hOTmb16tX3HbfNmzfzzjvvUFZWxty5c1m0aBEHDhwgMDAQiUQiGq34+Hjy8/OZPXs2UVFRPPLII4yOjvLcc8+RlJSEVCplw4YNBAcHc+PGDRoaGhgZGUFTU5PAwEDkcjkGBgYcPHiQd955h/Lycp5//nl0dXUZGhqir68PiUTCa6+9xrfffsvjjz+OQqFAW1sbU1NTdHV1+fPPP2lvbxeaiQ8++IBHH30UBwcHcnJyMDAwICkpifDw8PuOG8ClS5eQyWRYWFhQU1PDX3/9RUJCAjdv3uTmzZvIZDLi4uIYGxvDxsYGPT09IiIisLe35+GHH2bnzp34+voSGBiIq6srH330Ed9++y0ymYzCwkIWLlwo2Bo6OjoMDQ3h7+/PX3/9hZ6eHsbGxqKR/vrrr3nrrbeQSCRIJBIUCgWDg4OMjo6ip6eHs7MzR48e5ffff2f37t3o6upSUlLC5OQkfn5+WFlZ0dPTMy242djY4Ofnx/j4OKOjoyxfvpynn36aN954g7CwMJKSkli1ahX9/f3cunWLtWvXMjExwb59+zA3N+fy5cucPHkSa2troqOj8ff3Z3R0lHnz5tHZ2Skau6CgILZu3UpfXx+3bt0iMzOTyspKPvnkE2pqajh8+DDDw8PMnTuXzz//nICAABwdHUXz0tfXR3h4OP/+979566232LFjB1u3buX27dtMTk4SEBAgNiX/pP5R87FkyRKuX7+Ou7s7BQUFzJw5E0tLy//bz/X39xMXF8fu3bv/OfJAfn4+5eXlaGho0NXVRWVlJe3t7aSmppKdnU1tbS2pqakcOXIEFxcXDh06xNDQELt27WJsbIyNGzcyMDBAUlISCoUCqVTKxYsXWb58OWFhYXz33XdYWFgwa9YsbGxsWLt2LbNmzeL111+nsbGRQ4cOCTFPWFgYd+7c4cKFC5ibm6NSqfDw8EAqlTIxMYGurq64idzd3QEE1Sg0NJTk5GRmzJjxH13/f1uHDh3i4MGDVFdXo1KpaG5upqenh6qqKj7++GPMzMyIiooSdKIXX3wRNTU1Nm3ahIODA93d3Xz00UeoVCpcXV0xMzOjo6ODY8eOsWzZMlJSUlAoFLi4uNDc3ExSUhIvvPACBQUFnDlzhoaGBs6dO0dqaioymYw333wTGxsbrK2txQpvxowZVFdXI5fLGRgYYGBggEuXLmFgYEB+fr44+IeFhVFdXT0tuE01OlNbGi0tLe7evcudO3c4cOAA0dHRlJSU4OXlxbJly1iyZAk7d+7ko48+4uLFi1haWnLu3DlKS0txd3dnfHycS5cuYW1tzb59+/Dw8GDNmjUAnD9/ntzcXC5evMiLL77ICy+8wEMPPURdXR3h4eG4uLhw/vx5Vq5cyb///W8+//xzsTLV1NTk9u3bxMbGYm5uzr/+9S9KSkpobW0lNjaWDRs2iInYdB0Ib9y4gba2NkeOHMHU1JQnnniCxsZGoqOj6e/vp76+nq1bt/LUU08REBDATz/9hLGxMXPmzOHrr7/moYce4rvvviM9PR0/Pz+WL1+Ovb09dXV1REdHc+rUKSoqKvD39+fRRx/l3r17nD9/HkNDQ5YtW0ZBQQEVFRWoq6uzZs0aNDQ0CA8PJyAggLlz53Lu3Dn8/Pxwc3OjtLSUmpoaoqOjycrKYuPGjXh5eXH27FkuXbrE1q1bpwUzgOPHj9PY2EhUVBQuLi4MDg6KLY+DgwNvvfUWKSkpjI+PC0rK008/zaFDh+ju7sbU1JT4+HghIr5z5w67du3C0dGRw4cP89VXXzEwMMBPP/1EVlYWu3fv5oknnmDBggUEBATQ0dFBRkYG1dXVODo6cuvWLZ577jkaGxv59NNPsbGxwdDQkJaWFm7cuMG9e/fYvXs3Hh4erFy5El1dXW7dukVRURH9/f3Thtu2bduwsbFh//79/Pbbb+jq6jI8PMyDDz7I5OQkpaWluLq6UltbS1FREcbGxsTGxjJr1iy+/vprfH190dfXB0ChUGBlZcXAwADLli3jgQceYOXKlWzZsoWJiQm++OIL4G8DiqeffpqmpiaeeeYZLl68SE1NDQqFgvT0dFxcXPj999/p6+sT/HRra2sOHjxIcnIy8fHxHD9+nO+//55ff/2VoaEh1q5dS2lpKfPnz58W3Lq6ujA3Nwf+pt3GxMTg7u7OnDlzSExMZMeOHeTn51NYWMjo6ChdXV20trZy+vRp/vrrL8rKyjhx4gQSiYRFixZhZWXFhQsXeO2119ixYwfBwcGoq6vT29uLoaEhjY2NhISE8P777zNr1ixWrFhBdXU1P/zwA9ra2ixYsIDIyEjKy8upra0lLCyMxMREsrKysLGxYcWKFezfv5+CggI2bNiASqWisLCQxsZGHnnkEc6ePTstuKWnp7Nv3z7GxsZISkoiPj6erVu38t133wltgVwup7e3l6CgIEJDQ4mJieHjjz+moaEBXV1d1q1bx7Vr13j33Xfx8vJi37593Llzh19++YXQ0FAAqqqqGB4epr6+nk8++YTm5mZSU1NpbGxEU1NTUBsPHTpEV1cXH3zwAZqamjzzzDNCr2RgYEBMTAz+/v48++yzSKVSvvrqK2JiYnjsscfQ1dUlJSVlWnAD2Lp1q5iqm5iYIJfLWbFiBXv37uXjjz/m2LFj7Ny5E319fS5dukRKSgrff/89n3/+OTKZjLfeeotz585x6dIlfHx8+O233/j4448pLy9n3rx5NDU1ic8oMzOTTz75hH/9618sX76c1tZWJBIJHh4ebNy4kejoaJ599lkuXryInp4ejz32GGZmZixfvhwNDQ0OHTqEuro6sbGx/Pvf/0YikWBhYcHAwAC9vb1iwzAddffuXdauXUt/fz+HDx+mtLSUCxcuIJPJiI2NpaysjKtXrxIQEEB4eDiVlZV0dnbyyiuv0N3djUQiYceOHTQ1NfHBBx/g4+ODrq4uUVFRvPnmm6irq7N3717U1dV5//332bt3L+fPn+ett97Cz8+PW7duMTAwgKGhIQkJCYImf/PmTU6cOMHixYsJDg5GU1OTr7/+msbGRl555RUeffRRwsLC6Ozs5Nq1a5SWlrJx48Z/fN3/qPnYt28fbW1t/PHHHxgaGuLj4/P/8+em1q7/ab377rvU19fz559/MjQ0xLFjx2hsbCQ2NhYzMzM8PDyoqKhg06ZNWFlZsXv3bhISEujp6WHbtm0kJSUJAZZUKmX+/Pl8/PHHmJubi5d3WFgYTU1N7N+/Hy8vL1599VWeffZZFixYwJEjR8SkR6FQsHz5cqKjo0lISCA1NRU7OzuCgoIYGBigvLyc/fv3C4Gsubk5sbGxXLt2jR9//JGoqKj/SHT/v1Off/45MTEx2NracvfuXTGB+vDDD8nOzubo0aN8+eWX2NraikYqIiKCQ4cOERMTw40bN/D29mZ0dJSBgQFmzZpFcXExDz74IHv37hVaDwcHBzQ0NFi+fDnt7e1YWVlRVFSElZUV7733HnZ2doyNjVFbW0tzczNPP/00S5cuJT8/Hw8PD6KiohgYGBBuVrGxsURGRgrO6q5du+ju7kZXV1cISe9nzZ07l59//pn169cTHR1Nb28vExMT7Ny5Ey8vL1577TXS09MJCgpi1apVwghBqVTy6KOPcurUKZ588kmuXbvG5cuXeeKJJ2hqaqKoqAgHBwdee+01ZDIZly9fRiqVUlxczFdffcW7777Lli1bCAkJ4ebNm6SmpmJlZcXs2bMJCgpieHiYrVu3IpfLWbp0KePj4/z2228sW7YMTU1NHn/8cWbPng1AX18fX375Jbm5uURFRU1b8/HYY4/x448/oq2tjYODA83NzZw4cYJjx47xwQcfsHr1as6fP09ZWRm6urrMmDGDlStX8thjjzE8PMyGDRvExKS3t5ehoSHMzc2ZmJggKiqKDRs2MDQ0xMmTJ3F3d0dLS4szZ85w9epVHnvsMV599VXefPNNqqqqxPNm+/btvPzyy1haWgo60eDgIJmZmaxZs4be3l76+vo4efIkNjY2REVF8frrr7Nnzx4+/fTTacFNpVLx2muv8euvv3LkyBGcnZ3ZsWMHtbW1Qpgpl8uFXmh4eBhzc3OefvppYmJi6OnpYXx8HH19faRSKefPn6e9vZ333nuPpUuX8vLLL1NQUICjoyN+fn7s27cPe3t7vvzyS5RKJT09PeTn56OpqYmBgQF//PEH169f5+DBgzz++OM88sgj2NvbC8qQlZUVTz75JAcOHGDGjBk4Ojri7u5ObW0tS5YsmRbMAHbt2oWxsTEvvfQSixcv5tNPP6W6upp79+6RnJzMokWLiI2NxcPDg5qaGo4cOUJsbCw3btzg4MGDnD59Gm9vb+RyOXp6enR0dPDSSy8REBDABx98gEql4vvvvwf+bjr8/Pw4fPgwJ0+eRKlUYmVlhVKppKamhj/++IOVK1cK8fPU9i4/P5+BgQEeeOABWlpauHz5MmFhYWhraxMbG0tPTw9paWm0trZy8uRJXnnllfuO29SA6fPPP6eqqoonnngCS0tLcnJyxPfu8uXLGBsb4+3tjbOzM35+fvj7++Pp6UlaWhqmpqY4OTnR39/Pvn37yMjI4M6dO3zxxRe4ublx4MABVCoVTz75JAMDA1y+fJmenh6WLFmChYUFHh4e+Pr6olQq+fnnn1m5ciU9PT1s374dIyMjoqOjefDBBzl79ixvvPEGv//+O6dOnRJb+66uLkxNTbl58yYHDx6kvLz8vuPW29uLUqnE2dmZBQsWiM3+lMlCZWUl9+7dQyqV4uvri7u7O4mJidy6dYvVq1ezdu1aJBIJTz/9NEeOHKG1tZW1a9eydOlSdu7cSXNzM0eOHEFLS4s1a9ago6PD4OAgV65cobm5mb1794pt3OjoKH/99RcqlYquri42bdqEmZmZcK+aakp8fX05ePAgfn5+DA8PU1BQwOXLl4mJiSE/P19QPO937dy5k4CAAKqqqnB0dGTDhg3s2rWLvXv38t5776FQKPj555+pr69HLpfzww8/8NBDD1FeXk53dzf37t3DyckJbW1tmpqa6O/vp6+vj5qaGl5//XV27dpFSkoKhoaGREREUFVVha2tLTKZjB9//JFz585RU1PD6dOnCQ0NJSQkhIULF/Luu++ydOlS0tPTuXr1KiYmJgQHB6Ojo0NHRweff/45v/32G/39/Tg6OuLj48PFixenrfkICwvjlVdewd3dHQcHB3p6ejhy5Ahvv/02Tz/9NAqFgt27dxMYGMjo6Ci9vb2Mjo4yMTFBTEwMmZmZfP/998TExPDVV19RUFBAYWEh69evJzIyEnNzc9TU1Ghvb+f555+nsbGRwMBA/vrrL6qqqlBTUyMwMBB/f3+hP3zsscf48MMPsbKywtjYGF1dXfEcGBkZwdzcHDs7OyGEX79+PYmJiSQkJLBs2bJ/dN3/mHZlaWnJSy+9xHPPPfe/XEfp6+vz/PPP/9NfKeqDDz5AJpOxYsUKAgICSE5O5uDBg7z99tts3LhRTDyjoqLw9PRETU0NAwMDbG1tOXHiBGVlZYJf//777xMVFcWjjz7K/v37+eGHH1iyZAkFBQW4ubnx3nvvcerUKTZs2MDPP/+Mvr6+2Bq4ubnxwAMP8Ndff+Hp6UleXh4ZGRkMDg7S2dlJY2OjEJgtWLCAjIwMpFIpf/75JzU1NTg4OJCYmMh77703LTz8rVu3kpuby4kTJ8jOzsbJyYndu3dTVVVFYmIi3377LZqamuTk5NDT04ODgwPPPPOMsHStqqri6aefFpsRqVRKd3c3zc3N3Lhxg7CwMFxcXDh79izHjh3jwQcfZO3atVRVVXHx4kUmJiZwcHAQgsLjx4/zxBNPsH37dry9vQkMDKS6upr09HQkEgktLS2sW7cOQ0NDurq6qKmpwcrKiqVLl3L16lWio6PvO2YAM2fOZHx8nPT0dBobGwkPD+e3334TDWh5eTnLli2jtLSU7du3I5VKWbp0KV988YU4cI+MjODp6YmBgQFtbW14eXlRW1tLcXExpaWlLF68mK1btxIZGcnPP/9MeHg4YWFhfPnll2zcuBE9PT1ycnKYN28ebW1tfPLJJ7zxxhsYGhpibm5OYGCgMAJ4+OGHWbFiBa2trWzYsAEdHR1KS0txcHBgzZo1nD9/flpwA0hKSuKxxx5jxowZtLW1ce3aNTZv3sy9e/d48cUXOXXqFC+++CKNjY20t7cTERHBnj17OHnyJAsXLuSHH34Qq9mxsTGys7Pp7u7miSee4MUXX2THjh2cOnWKa9euMX/+fLy8vIRdanBwMIODgxw4cICuri7mzJlDb28vjo6OaGhoYG9vT1lZGbm5uahUKiYmJpicnERNTY3Dhw+jp6eHhoaGeBA/8cQT04bb8uXLhfhWXV2d1tZWwsPDuXPnDuvWrSM0NBSpVEpycjLDw8O8+eabbNiwgZ07dxIfH89bb71FYGAgycnJ5Obm4uzsjKamJn19fQwMDBATE8POnTtRKBScO3cOV1dXRkZGCAgIYM+ePaxbt46ZM2eir6+Ps7MzCoWC5557jtLSUnx8fHBzc6O1tRWlUsmiRYvYtWsXr776qjAE+Ouvv1BTUyMoKIiLFy9O29ZoaGiIoKAgjh07RldXF+7u7mzcuJGIiAiGh4fR19cnNTUV+JtCuWjRIm7cuMHhw4fp7e3FxMSEbdu24evrS09PD7a2thw/fpzu7m62bNnCyMgIubm56OvrM2fOHBYvXkxHRwd+fn7Y2tpSUlKClZUV8+fPFzoHuVzOjh07aGho4JNPPkFDQ4O4uDjKysqE4+Nnn33GO++8w+TkJD09PeTm5tLR0YGXl9e04FZWVsaff/4pNlc9PT28+uqr/Pnnn/j4+HDgwAGSk5MpKysTW+r8/HwiIiI4e/YsxsbGuLu709jYyMTEBMuXL8fU1JT58+dz9OhRtm/fzksvvcTQ0JDYktja2vLLL79w8OBBLly4QHV1NdXV1ejp6REbG8vcuXP5/vvveeGFF6isrKSvrw9jY2NWrFjBDz/8QGdnJ1u3buWNN96guLgYBwcHnJ2duXTpEpcvX+att96677g1NDSQnZ1NRkYG/f392NjY4OnpyapVq8jJyQHgr7/+ElqXjo4Ozpw5w0svvcSpU6eYPXs2IyMjnDt3juPHjzNr1izeeOMNpFIp165dw9XVlbVr12JlZSUMRXR0dHjhhRd4++23mTVrFvfu3aO3txdzc3O++eYbwbTYuHEjBw8eRCaToa2tzcTEhBDD//bbb+zatYuAgABKS0spLi5mw4YNWFlZ3XfMpsrJyYmWlhZaW1tFAxEaGsrzzz+Ps7MzOTk5PProozz++OPk5eXx9NNP8/rrr1NeXk5cXByrVq0iMTERmUzG0qVLmTFjBk5OTqJR+/zzz4mMjCQtLQ1ra2sWLlxIcnIyjY2NmJqaCu2liYmJMIo5f/483d3dXL16lYcffhhLS0vu3r3L+fPnWbZsGbm5uSxfvpxnn32WnJwc2tvbSUtLEzbn01EmJiaC8qSjo0N3dzdvvPEGUVFRqKurs3r1alxdXUlNTeX8+fO0tbXh4+NDV1cXixcvJjExEScnJ3p6evjuu+8oKSlh/fr1dHR08P777xMZGUl6ejo1NTUYGhrS3d3Nzp076evrY/bs2ZSVlVFVVUVrayvV1dUkJiby2muv4erqyokTJ1BTU0MqlQoa9eXLl4mNjcXf31/Y6Ovq6mJtbc2qVav+8XX/xzkfWlpaYp37f63t27f/p78OgFdffZXKykpcXV1RU1OjoqICU1NToSPw8fFBpVIRHx9PXV0dGzdu5MMPP0Qul/Pggw8SFhaGvr4+1dXV1NXV4eLiwuLFi/nxxx+xtrYWdKIpQWV+fj7R0dH09fWRkZEh+Ietra0kJyejq6vLs88+ywsvvCDoRb29vTQ1NaFSqXjuuecIDAxky5YtREdHo1Qq0dTURC6XExERwcmTJ1mwYMF/hcV/Ur/++itNTU3MmDGDxYsXo62tTXh4ON999x1nzpzhtddeIzk5mc7OTjw8PJg7dy6VlZXCWvPll18W1AWpVIq3tzcnTpwQ3u9nz57F3NyckZERFi5cyMDAAJmZmZw8eRKZTMaXX36Jnp4eOjo6pKenA/Cvf/2LJ554gvj4eEpKSiguLsbY2Jhnn30WpVJJZ2cnq1evFoeBvr4+xsbGCA8PJzc3Fz8/v/uOm76+vjBQUFNTY3JyEktLS5qbmxkbGxOCwZqaGvr7+wkPD8fb2xtHR0dKSkq4dOkSkZGReHt7o66uTmFhIUuXLmVycpLOzk6CgoKIj4+nv79frEC1tLRIT0/n2rVrREREYGBggLW1Nb29vcTFxREQEMD+/fvFOt/ExASlUimsOoODg1m1ahWfffYZ9vb2GBkZ0dPTI7ju01VTE7nq6mph0rBw4UK+/vprSkpKePLJJ7l06RLx8fG4ubkRFhYmhN4qlYqqqiqSkpKYmJgQeoInnniCW7du4ezszPfff09HRweurq44ODhgb28vmsIrV65QWlpKQ0MDGhoawhf9woULzJs3DxMTEyQSiaDZtLa2Ul5eTlBQEM8//zzu7u7CsnGKTvifcFT/d+rq1ausX7+evr4+amtr0dLSwsTEBFtb2/9xUJmyQzx16hQdHR28+OKL/PTTT9ja2iKXyxkZGUEmkxEcHMy///1vIiIiMDMzExqIKa2Iu7u7ELbu2LGD1tZWbt26hVQq5YEHHkBbWxtnZ2ekUqnQe3V3d6OlpYW9vT29vb18+eWXrFq1ShycV6xYwerVq0lOTp4WzAAeffRRLly4gI+PDzY2NmRnZ6OpqSleups3byYpKQkjIyOCgoJIS0vDwcGB+vp6HnjgAWbOnImamhpXr15laGiIRx55BH19fV588UVh82lsbIyVlRUzZ85EIpHw+OOP8+OPP/Lyyy8DCJ64gYEBM2fO5OjRo7S2trJy5UphUfnAAw8QGBjI+++/z8jIiBjC3Lp1izt37mBhYcG2bdvEc+d+12+//Yaenh6hoaFIJBJqa2uxtbVly5Yt/Pzzzxw9epSRkRHBLjh06BD+/v5s376dM2fOMDk5iaamJmZmZoyOjvLll1/y0ksv8dNPP/H1119TVlZGeXk5tra24nu0bNkyFAoFISEh3L17lwULFvDhhx/S19fH1atXsbe3x9HREUdHR/z9/UlJSaGkpITIyEgOHz7Mt99+y2OPPUZoaCg9PT10d3fT1taGs7Mz7e3t04KblpYWx48fZ+7cuYSGhqKtrU1lZSXz5s1jZGSEqqoqgoKCyMnJITs7m4CAAFQqFWlpaXh5edHW1oZUKsXMzAxDQ0MiIyNFw/zII49QVVVFbm4u8PfmrKSkhDfffJPGxkZMTEyoq6ujo6MDa2trAgMDhQ1rYmIiExMTPPHEE6ipqdHb20tYWBjffPMNr776KmlpaQwPD/Pdd9/R09ODq6srP/zwg7Bhn46acndzd3cXtKuIiAgGBgaYnJxkxowZYhM2MjLC008/jYODA/n5+axcuRI3NzdBK127dq1omHV0dFi8eDEZGRlUVVVhZWWFr68vZ86c4fjx41hZWVFRUcHIyAi9vb3cvn1bWLKbmJhw8uRJ9PT00NbWxtHREQsLC/z9/cnJyeHtt9+mqqpKbKCnzgbV1dWCVn+/69q1a0RFRdHe3k5ubi6VlZUAPPfcc2hrayORSLh27RpjY2MMDw8zPDxMdHQ0d+/epaioiOeff164Gk45RK5Zs4Y33niDnJwcJicnmT9/Ps7Ozvz+++9oamryxx9/iI3a3bt30dDQIDAwkAULFoi8mv3797N27VpSUlKwtbUlPDyc9vZ2Ojo6cHR05NNPP0VNTQ1fX18CAgJwd3dHoVD84+v+/2vI4FTV1NTg5ubG6OgoCoUCuVxOSUkJ586dQ19fn/r6eiQSCTY2NpiZmTE2NoZKpaKmpoaWlhbhEKChoSFW64WFhcTGxjJv3jwGBwdxdXUVFq+Dg4PIZDI++eQTEWo39XsbGhowNDQUTkRaWlrMnDlTWAHHxMRgaWmJrq4ue/bsQSaTIZPJaG5uRqlUoqOjQ3l5+bQ0HyEhIcL1S1dXV3C2TU1NWbVqFYaGhoI/qlQqUSgUYiJqZmZGY2MjBQUFWFtbM2PGDHJzc7GxseH7779n586d1NfXY2trKyYaiYmJZGZmCn3LFP86Ly9PZAxM5QEkJibS0dGBoaEhRkZG3Lx5E29vb+GWMrU2Lioqor6+XoikpqOUSiUGBgasWLEClUpFWVkZpqamNDY28txzz9HS0oKLiwt1dXXk5+fT1NTEgw8+SHZ2Nl1dXQQFBeHk5CQmNra2tpw6dYply5bR19dHY2Mj2dnZ9PX1IZVKaWlpYfXq1XR2dhIbG4ujoyPNzc1UV1eLsJ68vDweeeQRsrKyKCgoQEdHBycnJyIjIwkODsbe3l44RQ0ODjJjxgy8vb25du3atAn1AXFg7ujoID09nerqakxNTYmKiqKvrw93d3e0tbWFBfDw8LBw8pg7dy7FxcUiT8HCwkLYcR48eBBNTU3q6+uxsrLCxsaGiYkJ0tPTefzxx2lsbKS+vh74O2vEzc0NT09PMb19/fXXhZOUrq4ujo6OBAUFCatMExMTsVZXKBQ0NzdPyz06VVN5Merq6piamqJUKjl27BgSiQQTExMUCgUJCQnMmzeP9evXC5chDQ0NBgcHKS8vJz09HW1tbaytrYmPj0dfX5+6ujqSkpIYGhpCpVKhr68vaJRTDoCdnZ0YGRkJ+1P4296xtbVVBAw2NjYil8txcnLCwMCAF154gYmJCREsNzQ0JKaa1tbW04absbEx5ubm4p6NioqiubmZH3/8EX19feG8UllZyfnz52lqamLFihXU1dWJEMvx8XFUKhUtLS389ttvYjJqbW1NT08P7u7uSKVSUlNTsbe35+LFi0xOTlJVVSUOLN3d3Vy+fFlsigwNDVmyZInIB5mYmMDExAQzMzOkUqkIy5vakFpYWDBjxgwMDAz+Kzv6/7Ssra3F31tWViYySZRKpTjUOjo6EhwcjJubG21tbeTm5gqNQHh4uHCg7O7uprW1lcLCQkpLSzl58qTI3TE2NkZfXx8NDQ3U1dXJzs5mw4YN6OrqoqOjQ01NDbW1tXh7e+Pq6kpxcTGnTp0SBgdTeRq1tbWkp6czd+5cQkJCKCoqorOzk7a2NoBpEZsDSKVS/Pz88PPzw9nZWVCoW1tb+eijjzA3N6e3txcNDQ0cHByIiorCxMSE3NxckYvl6uqKra0tKpWKpKQkzp8/z7p16wgMDOTmzZsolUpMTEyYnJxk2bJlaGtrC03Q8PAwUqmUwcFBEaJcUlKCnp4eYWFhwlXN1dVVGGxMTEzg6ekpNr0SiQQjIyPxmf6vaPL/b1dxcbF4buvq6tLd3c2NGzcYHx/H0dGRyspKMjMzMTY2ZmRkhKysLJKSkpg3bx537twhKChI6DCnAgenwo0NDAyorq7GysoKLS0tcnNzcXNz48EHH+TgwYOkpqZSWlqKUqlEV1cXY2NjIiIi0NXVFdvlhIQE7t69i7OzM5aWliLvY2qYNTAwQHV1tdAXTlepVCoGBgawsLDAzMyM1NRUuru7hbB8anhsZmbG5OQkXV1dFBcX869//YtvvvlGxBTU19czPj7OQw89RHNzMz4+PsyZM0fobfv7+5k3bx4pKSlYWVnR3d2NpaUlbW1tGBoa0tPTIxrXo0ePMjw8TEhICGNjY5SWlnLr1q3/Ye7U1NSEs7MzfX19VFdX09XVRX9//z+mq92/BJX/oJRKJYWFhRQXF4uXhYWFBdeuXWNkZETkU8ybN4/w8HCGhoaIiIhg/vz5mJqaMjIyQmlpKSMjI1hYWJCZmSlWcwMDA1haWoqVeVdXl3go37p1Czs7O9TU1KitraWmpgaVSsXIyAhRUVHExcXh4uKCnZ0dtra2Ivhw27ZtDA0NYW1tzejoKBYWFkKw6e3tTUBAwLTg5uDgQHh4OFKplIGBAdTV1YWVY2xsrHDuMjU1ZXx8nMrKShH81tnZSUtLixD0j46OCvclU1NTYmNjhcNHTU0N1dXVODg4kJ6ezuHDh8nPz8fNzQ0dHR1aWlrQ0tISwT12dnbCv31iYoKRkRHi4uKEWNXIyIiEhASKi4sZHx/HyMhIBAFNR/X19TEyMoKvry/Ozs60traKzj0oKAgNDQ2ampro7u7G0NAQW1tb2tvbiY+PR09Pj3Xr1iGVSsVhUiqVUlJSQnx8POrq6rS1tQmefX9/P66urpSVlWFvb8/s2bMZHh6mqqoKpVKJo6Mjy5cvp6qqSnCMp7Iu7O3tWb16tbDYKy0txcXFRWRVWFlZ0dHRcV+DkP6vNbWxMTExQSqVoqmpSU9PDxKJBH9/f/r7+5kxYwahoaGoVCri4uKETey6deuQSCQEBgYya9YsXF1dMTU1pbq6muTkZBITE3F0dMTOzg5TU1MMDQ3JyMggNTUVTU1N4Y42Rcfw8vIS4UpTFrBjY2OYmZlhb29PdHQ0gYGBaGhoEBwczPDwMO7u7ixcuJCgoKD/m1vf/awpt7eBgQFhzXnjxg2USiX19fW4uLgAf4cz2drailC8oaEhjI2N0dDQoLS0lLy8PIqLi0lKSsLW1pby8nI6OzspLS0FEJkW9+7d4+TJk4yNjZGRkYGRkRFz587Fzc1NTNamNnw+Pj54eHgwc+ZMIS62tbVl+/btgp89Ffo4lUEyXTU4OMiSJUtEAx4QEIBMJkOlUqGmpkZOTg5qampiYqmtrU1MTIz49yYnJ6OmpkZwcDCOjo4kJCRQWFjIypUrcXBwoK6uToSLXbt2jUuXLqFSqcRzb2rTNzQ0hIWFBf39/chkMpycnOjo6KClpUVkKg0NDbFgwQKCg4Npbm6mpaUFExMT7OzsGBwcJDk5GScnp2nBTVNTk8HBQZGhNdXoNzQ0YGRkxMTEBAMDA8LJcYrGfPr0afGdGxgYoLi4mK6uLlauXCmeSwUFBQwNDTEyMkJRURFxcXFCc6mmpoaFhQUrVqxgdHSUM2fOkJGRgZ+fn8jLys3NJS0tDXV1dQICAjAyMqKsrIzJyUn09fXFezw0NJSgoCD6+/unzb5eLpezYMECcZ2Dg4OMjIyQl5dHVVUVQ0NDNDY20tfXJ0I/VSoVhoaGZGZmCvepwcFBQWPu6elh1qxZZGdnY2Vlxbx58wgLC8Pa2hpjY2OGh4cZHBwUVLSpMLmJiQm8vLzw9vamtrYWIyMjsrKyxHZgYmICqVRKVlYWN27cQFdXl4iICEJCQrCyssLOzu5/yVK5H2Vubo5EIqGvr080p11dXVhbW+Pq6iqaUXV1deRyOX19fZSWlmJvb8/g4CDj4+OisZ+y7n/kkUeYOXMm/f39YuBkbm7O+Pg4DQ0N6Ovri++MjY0NM2bMYNasWfj6+qKhocGSJUtYsWKFCOvNyMggOTmZ0dFR2traKCgoEK6LHR0d4nOTy+XThtvAwACNjY3A36yMqRDfhx56CA8PDzQ1NfHy8sLZ2Rk3Nzfmz5/P3bt3MTIyYmRkhOHhYSorK4mPj6egoAAHBwfOnDmDtrY28+bNY968echkMkZHR5HJZHh6euLp6YlEIsHLy0sEqE7l08nlcs6dO8fixYvp6uoSdKupxrezs5P09HTGxsZEmHViYiIXL16koaHhH1/3/yc2H0FBQbz22msEBwfj6elJTk4OgYGBwmUpNDRUTDQB4f+/ZMkS4edeVlYmEjGTkpJQV1fnzz//FFHzJSUlJCQkMDY2xurVq0V4lqGhISMjIxQUFKBQKJBIJFhbWzNv3jyOHDnCnDlzyMnJQaVSIZfLuX37NvPmzRMc6JSUFMLCwv7HxMPS0nJaplsZGRnCMnRychIdHR3u3btHZWUleXl5aGtrY2Jigo+PD8bGxlRWVpKSkoKlpSXHjh1j9+7dZGdn09jYSENDAw4ODnz55Zfs2bOHkpISfHx8+PPPP7lz545w7SgqKqKwsBBDQ0Px8oa/J2UymYyffvoJCwsLwsPDRQiNUqkUYZHz58+npqaG48ePM3v2bObNmyfCpIyNje87ZvC3683UNG/K1nUqsDIuLo62tjYSExMZHh4mPDycFStW8MsvvzA0NISPjw96enpkZGQwOTnJwoULqa2tZf369aSlpQk//6SkJAYHB9HV1WX27Nns2rWL2NhYRkdHGRwcpL6+nsDAQJ5++mm6urrw8fERbkfW1tbiu25lZcUff/xBWFgYGzduFOGZAwMDpKamMjAw8B/d8P+7NeVwo6mpiZubG5aWlvj6+vLuu+/ywgsvkJKSQlRUFJOTk5w8eZKCggLc3d3R19cXjVdgYKBITZ4KhTMzMxOuQIODg2hra4sBwXfffcc333wjrCrb2tqYmJjAzs4Od3d3mpqaKCws5ObNm4IfOxUUmZqaKsRyLS0t9PX14eHhgUKhIDs7m5CQkGnBLTg4mJ9++gm5XE5oaCh2dnbCIOPAgQMEBQURERFBeXk5hw4d4sknn8Te3p7R0VH8/f2ZNWsWo6OjXLx4kfz8fPz9/VFXV0dfX5958+bx3XffiTwGKysr7t69S0dHBxUVFfT09DA8PIyWlpaYRrq7u2NmZkZRURGmpqYixG3qs/j000/ZtGmTyHKY0t3o6OgwMTExLZgBQothbGxMY2MjWVlZaGpq8uCDD/LXX3/R09NDcnIy3t7eLF68mObmZtzd3amoqBANiKGhoeDY6+jocOvWLZYvX053d7cIH9TX18fOzo7c3Fx++OEHnnrqKXEomjqwP/7449TV1ZGeno6vry+XL1/Gzs4OmUwmppJ+fn7k5OTg4eGBTCZDXV1duCb19fURExMzLbiVl5dTXFxMT08PM2fO5LXXXuP06dO0traSlZWFra0tDQ0NIr17YmKCN998k/z8fPr7+7l37x6lpaXCxODf//43ra2tImPCwcEBpVIpAt0GBgaor6/Hx8eH3t5evL29xdbd19cXc3NzhoeHcXFxERPu0NBQXF1daW9vx9HREV9fX6FvMDc3Z/ny5RgYGKCjozNtgwI/Pz/GxsY4e/Ys/f39PPzwwygUCgYGBliwYAHNzc3A37k9tbW1FBYWYmVlxapVqygtLaW9vZ2SkhJqamqYM2cOCxYswM7OjuLiYt577z327dsnNt9T71J/f3/27NnDokWLUCqVuLq6EhERQVdXFw0NDYSHh/PFF18glUqpqKjA3t4eqVTK8PAwn332GVFRURw7dowVK1YIG+QpFscjjzwi3tH3u2JiYpicnCQ5OZn+/n6Gh4dZuXKl2Aa6ubmhr6+PtrY2tra26Onp4e3tTXt7OyEhIWhoaDB37lxqa2tFaPGGDRu4cuUKXV1dREZGijOam5sbP/30E+fPn8fb2xtdXV28vLywsrISwY5paWksWLCABQsWcOLECZycnAQdzt/fn507dzJnzhzGx8e5c+cOUqmU8PBwZs+ezeDgIDo6OtOCW3l5OW1tbfT09KBUKkWIb11dndC0TFFhZTIZ69ato62tjcuXL4tg7d7eXvEunbLQ7ejoEFrJqfDB5ORkZs2aRXNzM/X19ejp6SGXy7G3tycwMBBPT0+Ki4uxtLTkgQce4MCBA8K11NfXl4mJCY4fP46uri6Tk5OCzjZF0zQyMvrH1/3/ieYjPT0dNTU1vL29hQhrytP+lVde4cKFC5SVlYkp5ueffy5Su8+ePcvWrVvFFH3GjBlERUVx9+5dbt++zeHDh0W4m4mJCfn5+Vy8eJHFixeLw7KpqSmLFi0SQVsdHR2cPXuWo0ePsmLFCmJiYpg1axZtbW389ttvfP311/j5+XH8+HHWr1/P3bt3GRoawsHBgVOnThETE8Orr75633Gbejm2tbVhYWEhGozNmzdz8eJFQkNDycnJwdDQEC8vL27evMmHH36Inp4eg4ODqFQq/P39GR4extDQEFNTUxYuXIi2tjaHDh3CxMQEU1NTli5dioWFBUqlkvfee4/XX3+dgYEBfv75Z8bHx0UWiK+vL2vWrOHhhx9my5YtREVFoa+vj1Kp5PTp09jb2wsxbUNDA2vXrqWwsJA7d+7w0EMPkZqaymOPPXbfcUtISODRRx+ltLSU8vJyAgIC6Ozs5NatW2KiFxsby+LFixkfH+eXX34hJSWFrVu3kpmZyYEDB8Q6fnx8HC8vL3bt2kVMTAzNzc14eHggl8vp7++ntbWVHTt2MGvWLG7evEl5eTlbtmzhxRdfRE9Pj7y8PBITE4mNjeWdd97h448/5vr168TFxXHmzBmRHmphYUFnZyfJycls2LCBuro63n33XTQ1NYmIiLjvmE3VyMgI169fJysri9raWuRyuZiqFhUVcenSJXbt2sWyZcuQSqX861//Av52Qvn+++8JDQ0VuTS5ubl4e3ujUql45plnhPZmqpG2sLDggw8+4JFHHiE+Pp4HH3yQnJwcmpqaMDAwEOm/Z86cwcfHh+7ubqKjo4WVbXt7O3FxcSJRd+fOnbS2tnLu3DkaGxvFpGc6qqenh5CQELy8vFCpVKSkpGBjY8PZs2dRV1fn4sWLHDp0CJlMRktLC2FhYRgbG7NkyRIWLVpEe3s76urqqKmpYW5uztatW1m7di1//vkn+/fvR6FQiCC4O3fuoKmpyauvvkpubi4ymYysrCzRSEwlBP/444/09PTg5+eHt7c36enpFBUVsXXrVpRKJRkZGXz77be0trYKrYVUKqW0tFQkfN/vCgoKoqGhgdzcXHp7e0XI6UcffYS3t7eguEokEoaHh5k9ezYtLS18//33vPvuu/zrX/8S29q6ujqhhTlz5gxfffUVBgYGJCQkYGNjw7Jly+js7KSmpoa8vDx0dHRISEjgkUcewc7Ojt27d5OSksLRo0dpamqit7cXNzc3fHx8UFdXJz8/H1dXV+BvgxZDQ0MqKipwdXXlyy+/pKamhpdeeokvv/zyvuO2atUqbG1tqa6uFhurI0eO4OXlhbm5OQ8//LCgMhYXF5OSksKVK1dYunQp/v7+FBcXs3DhQiwtLblz5w6bNm0S2/39+/dz4cIF2tvb6e7uBuD69evY2Nhw6dIl4TAXGRmJjY2NSLCOiYlhYmICX19f8vLySE1NJT4+nnv37vHMM8+waNEiPvzwQ7S0tFi4cKEQsn744YekpqZOy8ZNLpeTk5ODnp4ednZ2onGwsLBg3759LFy4EF9fX9zc3ASl9qGHHqKlpQX4O/9FoVAIPcLy5cv58ccfOXXqFO+++y6nTp0iMDAQU1NTHB0dWbt2rQgdXbVqlfgsJicnWb58Od988w3vvvsuCQkJfPvtt8INKS8vjyVLlqCurs7ExARbt25FW1ubs2fP0t7eLkxkRkZG7jtmU3Xq1CnkcjmFhYXk5uZy69YtNm3aRHJyMsHBwSIsT6lU0tfXR3d3N1999RXZ2dlCRP3HH3/Q3NyMgYEBhYWF3L59GwMDA1QqFe+99x5BQUEirDMqKgo7OzsSExO5cuUK6urqODg4CA3X3r178ff3x9raml9//ZUvvvgCOzs71q5dS3t7O3PnzmXDhg388ssvLFmyhLKyMhoaGiguLkZDQwMTE5Npwc3Y2JiioiJ0dHRYsGABW7ZsQSqV8vjjj4uQxYcffpiSkhLKy8tRKpUMDQ3x+OOPC63jzJkzxfA0KCiIZ555hr6+Pp577jkyMjJwdHQU+Bw8eBBbW1tmzpyJrq4uDz74IJWVlSQmJjIwMIBUKmXhwoW0tbVRXFzMjBkzKCgooKSkhOXLl2Nubs4bb7zBnTt3WLx4sWh+9PX1yc7O/sfX/V81H7du3QLAw8MDOzs7rl27xoEDB7C0tOTtt9/+jznoc+fO5fnnn+e7774jIyODDz74gJ9//pmenh5++eUXjh8/TmRkJDk5OVRWVvLMM8/g7e3NqlWr+Omnn7C2thZTzikh6YYNG3j++ec5ePAgmzZt4sCBA9y6dQu5XM7q1avJysriypUrLFy4EBsbG/Ly8vjtt9/o7u7m/fffp7Ozk19++QUrKyvCw8NxdHRkbGyMhQsXEhwczJYtWzA2NkahULBw4ULR8enr60+ba1NAQACmpqYiFXWKwrRlyxa8vLx49tlnOXfuHG+//TY6OjoYGhoSGhoq7AFbW1tpbm4W1LKkpCROnTrFunXrgL/94VtaWpDL5VhaWvLBBx/w/PPPs3r1ajGNUigUguuqra1NdXU1aWlpzJo1S7gVWVpasn79eqqqqti8eTOrV6/mxIkTHD9+HGdnZxwdHbl27dq0JXWbm5tz5coVbGxsCAkJYWBggHfeeYc33niDjRs38vDDD7Nx40YsLCwoKChAW1ub2tpajI2NcXFx4dy5c7S0tCCRSMSkR09Pjz/++IPW1lauX7/O/PnzmT9/Ph0dHdTV1YkNxl9//SWE0FpaWoyOjvLRRx+RkZEhckLq6+vR0tJifHycsrIy0tLScHZ2Zv78+QQGBnLy5El0dXV54IEHiIuLm9bchc7OTpRKJbt370alUrFv3z5Onz5NVlYWra2tmJqa8tdff9Hb24uNjQ3Ozs68/PLL9Pf3ExMTw+7du4mPj8fGxoaXXnqJ3NxcFi1aJPRKPT09XLp0iezsbFQqFbq6unz55ZfC5rS8vByZTMb4+Diffvoprq6ueHl5oVAoKCgowMjICC8vL7S1tQWlaf369Zw9exZDQ0Pmzp1LU1MTOTk508aFhr/9+nfu3Mnhw4dJSUlh8+bNBAUFsX37dvbu3cvvv/9OfHw8q1evZtOmTRQXF7N7926io6NZvHgx586dIyIigujoaPLy8qivrychIYGvv/6ahx9+mOvXryOTyXB2dkZHRweFQoG1tTWffvopXl5ebNiwgYKCApHMnZycjKmpKSkpKVRXV4thw5IlS6ivr+ehhx7i448/RlNTU2idjI2NsbGxwcbGhoULF04LbqdOnRJhnXPmzGHFihVIJBI6OztpaGigvLwcX19fFi1axOTkJElJSXR3d3Ps2DEaGhq4du0aubm54tlXUlLC1q1bOXToEJs2bWLx4sWYmZmRmJjI+fPn+fzzzxkfH0cqldLc3My7776LlZUVOjo6vP/++3z00UeMjIxgZGQkGon6+nq8vb3JysoSWsUDBw6gra2NnZ0dhoaGyOVyNm7cOG06oyn9VHl5uQi2XL9+PcXFxYSEhKCpqcmpU6fIzMxk/vz5nD9/XtBpXV1dSUxM5OWXX2bdunVs2rRJZJT88ccfHDt2jNOnT5Oeno6npyezZs0iLi5OJJvn5+ezd+9eNm3axPPPP8/g4CAJCQm88sorHD16lBdeeIGBgQHmzZuHu7s7vb29nDlzhh07drBr1y5+/fVX4eA3ZQRiY2MzLc5NcXFx1NfX09zcTGtrK5OTkxQUFFBdXY2WlhbNzc10dHTw559/An+Hrj711FMYGhoyb9484fbp7u7Ogw8+SHBwMBKJhF9//RV1dXXOnj0rmg6FQsHSpUuZPXs2L7zwApcuXUIikfDQQw8xb948LC0t2bRpE05OTmhoaBATE0NcXBzJyckkJSVx5swZAJ599lnq6+u5ePEi5ubmdHd3c/DgQTQ0NNDR0WHDhg33HTeAxx9/nM8++ww1NTUCAgIoKysjOTmZ2tpaHBwc6Orq4pVXXsHHx0cEKc6ZM4d9+/YRGxvLrVu3SElJYXBwEENDQ6GDMzQ0ZMuWLbzzzjsMDQ2JkOipaAQHBwdBd54SP3d0dPDee+8RHR2Nj48PlpaWHDx4kJSUFA4cOEB5ebl4lx87dozBwUG2bNnCihUrUFdX5+7du9MmOC8qKsLd3Z1FixZhYWHBvXv3KCoqQktLCx0dHd58801OnDhBcnIyVlZWeHh48OKLL7JhwwZmzpyJtrY2X3/9NaOjo8TExODj48Mbb7zB8uXL+fXXX9HT00MqlTIyMkJxcTHq6ups3ryZd999l+7uboyMjHBzc0NdXZ20tDR0dXW5cOECrq6urFmzBjs7O5KTk2loaEBHR4djx46hUqmEY565uTnm5ua0trb+R2cRtcn/wn5j9uzZ7Nu3j6CgIDIyMti6dSuLFi1i5cqVZGRk/OOQwcHBQUpKSrh37x4LFizgu+++48iRI3h7e/Prr7+ye/du2traRFhTWVkZampq9Pf3CzegP//8k4ceeojs7GyeeOIJHnnkEU6cOCHCbtatWycm++fPn+fQoUO8/fbbvPzyy3z++ee4ubnx+uuvY21tLdLOu7q66Ovrw9rampMnT9LU1IRUKsXT05OQkBBu376NRCKhrq5OcFtTU1NRKpW8+eabaGpqUlpaipeXl6DP/L9ZU7i99dZbNDc3o1AoWLJkCTt27OCTTz7h448/FgLN4eFhLly4QGdnJ8899xxWVlY888wzxMTEsGDBAg4ePMi1a9fQ09Nj0aJFxMfH895771FRUcGvv/5KX18fsbGxPPfcc/T19REYGMjw8LAIYiwvLycyMpIlS5YIbvb8+fO5fv06RkZGWFtbo6+vT19fH/n5+bzyyiuEh4fz1ltvkZGRwbJly9i+fTudnZ2CX36/cdPX1+eVV16hpqYGe3t7zMzMyMjIIDAwkImJCZRKJQsWLBCiQQBXV1esrKxYv349BgYGIuhv7dq1nD17lpSUFNG0/vbbbwwODrJ69WohltbR0UEul/Pqq6/S0NAgVqH5+fn4+Pjw5JNPsnPnTjIyMmhpaeHJJ59k27ZtdHR00NPTw9q1azl37hwmJiaoq6szMDBARUUFFy9epKioiN9+++2+4fZ/xm7Ku37K51tNTY0TJ07w8ccf09zczF9//YW7uzuRkZEYGxvT2trKkiVLsLW1Fam3Xl5eaGpqcu3aNfbv3y9SaRMSEoiOjsbCwoLU1FTOnj2LXC4nMzNTiKXXrFlDeXk5HR0d+Pr6cvLkSb7//nsOHDjApk2biI+PZ+HChTz77LPA30Lv/Px8jIyMmJycJDc3l/z8fJqbm9HV1eWJJ56YFtzs7e25evUqubm55ObmCjqYuro6K1aswN3dnWXLlqGmpkZWVhbp6emYmppiY2PD1q1bee+99wS1Z+rf/+uvvwrO/I4dO+js7ESlUjFr1izmzJnDjz/+SHFxMW+//Tavv/46VlZWrFixAh0dHeLi4rh+/TpPPPEEmzdv5sqVKwwNDTE5OUl8fLxw+tu/fz++vr7A31Pd+fPnc+vWLTZs2DAtuA0ODrJr1y40NTWxsrJCTU2NzZs3Mz4+ziuvvMKWLVvIyMhg5cqVzJ8/n4sXL5KRkUFsbCw//vgj/v7+3Lt3D1tbWyIiIsjLy6O9vZ2ysjICAgLE93iKOhUVFcWqVauYN28es2fPxsLCgrq6OhITE8nPzyc4OJi9e/fy7bffsnjxYoyNjSktLaWxsRErKysuX77M8uXLqa2t5fDhw0gkEgICAvD29kZLSwt9fX0iIyPv+zPulVdeISsrS2RqXL9+nT/++EPo0UJDQ7l+/Tq3bt2isrKS8fFx9PT0SE9P5/jx4wQFBfHpp59SXFyMTCajqamJxsZGKisrmTt3LvPmzaOjowOlUomLiwuxsbHs37+f1tZWkpKS+PXXX8nIyODUqVP4+vry448/EhwcjIODg3Abkslk2NvbExQUxOLFi1m7di3PPPMMp06dEnlPJ0+e5M6dO4IGdb9xu3PnDtHR0aSlpXH37l309fUJDQ1lZGSEtrY2Zs+eTU9PDxcvXqSrq4s1a9aQlZWFXC7n2Wef5ZdffmHOnDlCi/bAAw8wZ84c2traeOyxx3jppZeoqqoiOzubjo4OhoaGWLlyJRKJBA0NDVxcXEhJSaG8vBw/Pz8iIiKoq6sjLi4OU1NTcnJy6O7uxsbGBjs7O/bs2YOhoSG3bt2iuLgYX19fDAwMuHXrFnv37uXIkSOoVKppuVeVSiW2trZ88803JCUl4eDgQFFREW5ubixatIjr168zNDSEq6srzs7OGBsb8/jjjxMeHs7hw4c5cOAAmzdvJiQkhPHxcfr7+1m2bBnz58/nzp07vPXWWwQEBGBmZkZvby+fffYZhw8f5sMPPyQ+Pp6hoSG2bduGo6Mj+/fvp729nb1796KpqYmNjQ2fffaZcGfbt28fGzZsYGRkhI6ODqGDNTU1JTIyErlcTlVV1bTgVlZWxrFjxwgODmbJkiWMjIzwxRdfiDyXqYahoqJCyBCmtpg6Ojp4enri5uaGs7Mztra2mJiY4O3tzQ8//EBRURFz5szBy8uLgoIC0tPT2bVrF3/++Sd9fX3CLTImJoaFCxdSUFDApUuXePLJJ1m4cCEbN25k+/bt3Lhxg2vXrhEbG8tnn33GG2+8QX19PQYGBtjb24vNs7m5Ofb29v8It/+q+Th48CBPPfUUExMTrFq1ivHxcS5cuCCmKQ888MB/BP5HH33EqlWrcHR0pKqqirS0NPT19Vm9erXQepiamlJTU8O9e/fIz8/H2tqa7u5urKys6OzsFAFR/f39HD16FHd3d06dOoWHh4cIJUtLSwMgKioKPz8/3nnnHd5//33u3LmDubk5tra2FBQU8Pvvv7Nnzx4UCgXJycl4eXlhbGwsuLFDQ0PCGeTrr78WdrR6eno4ODgQHx+Ph4fHfX9Qvv322zzxxBNkZGRw6dIltLW1mTNnDidPnsTPz4/33nsPT09Puru7SUtLE37Q+/fvZ926dbi7u2Nubk5paSlZWVmYmpqycuVKXFxc6O/v59lnn8XW1palS5eira3NV199xZ49e9i2bRuHDh1CpVLx+++/U1FRQXR0NEFBQYyNjYnDilKp5M6dO6Snp2NkZISenh4PPfQQ169fp6ioiPLyclatWsXatWv57LPP+PTTT1Eqlfcdt6qqKrHOnNIafPXVVyxcuBAfHx/y8vLw8vIiLCwMNTU1EhMThfXhli1bhNOIpaUlCoWCrKwsHn74Yd5++22R7yGVShkbG0OhUHDlyhU++ugjHnvsMTIzM5k9ezbLli0jJCSEvr4+duzYQXt7O7Nnz8bU1BRnZ2fS0tJISEjAxcWFN954AycnJ5YtWybCHiUSCffu3aOmpgYTExN+/vnnaXlQPv3008K7f/bs2WzevBltbW1qamqoqanh6NGj+Pj4oKamRk9PD6ampiLJ/fTp0wBER0czNjYmHqRJSUncunWLt99+m/T0dPz9/VEqldy9e5fVq1fj4uLCzp07MTAwYM6cOdy9e5e+vj5eeuklfHx80NfXJysrC0dHRzo6Oujt7aWmpoa0tDT27dvHH3/8QVBQEN98841w/sjIyCAsLIznnntuWnAzNzfnwoULSCQSrKysGB4epqSkhMrKSrZs2cJHH33EkiVL6O7uJj8/HzMzM/71r3+RkJDAk08+yUMPPUR7ezvr168nLCyM48ePs3jxYt544w26u7v54IMPgL81G5aWltjY2KBUKoVxRm1tLSEhIXR0dPDZZ58xc+ZMdu/ezdjYGOfPnycvL4/u7m7kcjmLFy+mqamJa9eu8eKLLwrer4WFhdgs+fv7TwtuUy5NampqQscTFxfH8ePHOXz4MF9++SUDAwOMjY2hrq6Op6cnzzzzDLt27eKXX35h27ZtdHV1MXfuXGbPns3o6CgBAQGkp6dz5swZnnjiCdzc3CgpKeHy5csi62R4eJiHHnoIa2trYZJhZmbGo48+ioWFBc899xxfffUV27Ztw8DAgKGhIcLCwlixYgXh4eH4+PjQ3NxMWFiYoAReuHBBbIHv9zPu7Nmz5OTkYGBgQGRkJP7+/uzbt4+Kigp+/PFHPvnkEwoKCpBIJERGRrJy5Uru3LmDRCJhdHSU/Px8tm3bJhyW1NTUOHXqFOPj47i4uJCWlkZpaSl1dXXo6+uzfft2Tp8+zaxZs+jq6mJ4eBiZTMbQ0BBKpZKPPvqIlpYWWlpaUFdX5+jRoxgbG4tAw6SkJP7880+ef/55Fi5cSFRUlHC01NbWZnh4mAULFtx33AYGBoQZSkNDA5qamjz88MOCHXHo0CFCQ0PF+ywiIkLk74yMjPDNN9+wbNkyFi9ezOTkJDdv3hSDv76+Pk6fPo2pqSlhYWGoVCp27twpzhEPPPAAWVlZODk5YWFhQUVFhXheffXVV4SEhIgwUlNTU+7du8fExASampqUlZXx9ttvExYWxo0bN7hx4wavvvoqGRkZ03avymQyfv31V2F7Ozk5SWhoKOvXr2d0dJTt27djYGCAh4eHsAvet28f4eHhLF++nMzMTNTV1fHx8UEmk5GQkMD69euxsrLi0KFDGBoaCjeqhQsXYmZmRktLC19//TWLFi0SzmEZGRlcv34dFxcX2tvbOXLkCA4ODuzZs4dbt26hpqYm6Fl79uzh2LFj2NnZMTw8TFtbG52dnejq6rJo0aJpwW337t2sXLmSkZERQXs6ePAgZmZmvPDCC/z8888YGhrS29srPv9PPvmEBx54gLa2Nk6fPk1AQADt7e3U1NQwMDDA+fPnCQoKIiYmhvfffx+ZTCYMhO7evcuNGzf4+uuv+eKLL0SuUVRUlLCe/+yzz1i4cCEKhYLi4mJWrlxJYGAg3377LStWrGDTpk189NFHjI6OCvfTsLAwRkZGaG9v/0e4/Ve0q8HBQQYHB/npp5+oqKjgt99+ExZp8fHx/7j5mCp/f3+0tbXJz8+nvLwcdXV1cYOnpaVx9epV4G+xq7u7Ox988AESiYS0tDR+/PFHFixYgLu7O83NzSQmJorV6JIlS4Q/vEqlEny+27dvs2LFCszNzTl37hyRkZHIZDLU1NRwdnZmcnISJycn/Pz8hJ9+Q0MD5ubmGBoa8tRTT6Gnp0dycjJ79uwhOjqaOXPmIJVKuXfvHqdPn+bNN9/8b6D9j8rCwoLa2loWLlyInZ0dZ8+eZWRkhFdffRUPDw/Gx8eFW9jAwAB37tzB0tISAwMD5s2bJ/zXp9xNampqMDc3548//mDbtm28+OKLjI6OUl5eTmZmJosXL+b9998nMDCQEydOMDQ0hJWVFfr6+ty4cUNkCnz88ce8+eabFBYWkpmZiZqaGjt27ODy5cv88ssvNDQ0MGvWLMLDw2lra2Pfvn3I5XI+++wznn766fuOm7q6Op2dnTg4OIhD8E8//cTExAR79uwRWSODg4Noamqiq6tLSEgI27dv54svvkBDQ4O0tDR6enqEZaRSqeSnn37i+PHjjI6OkpOTQ15eHiMjI+IFMeXHPpU4PzWF3LZtG4mJiezYsYOqqioGBgawtrbG3t6eqqoqvvnmG/r6+liyZAkVFRWoqakJ56za2tpptQWcOlRZWFigqakpXpZ+fn4YGBjwyCOPkJCQQENDA8bGxsyYMYOZM2dSVFTEtm3b2L17N7m5uSI/YCqw9MMPPyQyMpKzZ8+KaVl4eDi1tbVkZmayfv16amtrhUtMX18fLi4uVFZWcvPmTWbNmoWpqSmZmZnk5+czNjaGnZ0d7777LjU1Nejq6mJiYkJNTQ3+/v7s2rVLDCOmo9LT03F0dBSHGnNzc2pqaqirq+Py5cvMmzePzMxMvLy8eOCBB2hoaEBXV5eUlBS8vb0JDQ3lwoUL3Lp1C4lEQnh4OB9//DHq6uqoVCp++OEH7O3t0dLSQqlUMjk5yRdffEF8fDxVVVUUFxcjlUpFeFxWVhZHjhzh+eefR6lU0tDQIFy2urq6hBD5jz/+wNzcnOjoaBwdHYWN5nSVoaEhycnJBAQEYG1tTUlJCWlpaWhqagr6lZeXFw4ODshkMvT09Pj3v//N7t27BQ01JCSEqKgoBgYGOHz4MHPmzGFsbIzGxkZaWlqEWHLVqlVio/T0009z4sQJRkZG0NXVFTbu77zzDlpaWqSlpeHi4oJKpSIvL4/Ozk6MjY1RqVSYmpqiqakpePidnZ3U1dWhpaWFhYXFtODm4uKCra0t1tbW6OjoUFxcjFKpxM/PD5lMRmdnJwYGBqxbt46AgACysrLw8/Nj5syZXLt2jZCQEAoLC0lNTRV2upmZmTz11FPs3buXoKAg3N3dRSrz5OQkQ0NDeHp6Clen4eFhWlpaaG9v59ixY9y4cYOtW7cye/Zs5syZw82bN+nu7mbZsmUi7+jVV1/F2NiYvr4+mpqaGB4exsHBAUtLy2nBrbKykuvXr2Ntbc1DDz2EXC7n7t27WFlZsWDBAhwcHIS+qrW1le+//56XX36ZRYsWMTo6yo0bN1BTU0NHR4eRkREuXLjA448/ztGjRwUNd8oJzdDQkGeffZa6ujrxnpxqtFpbW5mYmCA5OZkFCxaI5mXKwnhiYgILCwuR2xMXF4eenp5odsLCwkhLS5sW45up+ve//01ISAja2tqCAuvn58fnn3/Oq6++KgJT8/Ly0NPTE+HCW7Zswc/Pj4SEBCorK3F2diYmJoaRkRHu3r1LV1cXAwMDODo6igPxvXv3hNPmlPmQmZkZDQ0NyGQytmzZQmFhIcbGxpw+fZrY2FhmzpxJeXk51dXVrFmzBktLS3766Sf6+vrE1qCpqYmKigq2bNkybbhFRERQUlKCv78/enp6FBcX89Zbb3H06FF+/fVXYmJisLe3p7u7m5ycHCoqKsjPzycwMFAYl9jb22Nubk5zczN37tzB09NTOFVNNcK9vb2UlJQAf2eI7N27Fz09PQIDA7G2tqarq4tjx44xPj7OO++8Q05ODkqlknXr1uHr64uWlhYrVqzA19eXHTt28Nprr6FSqcjKyqK0tJShoSFhJvBP6r9qPmbOnMmqVavo7e3lnXfeITw8nISEBI4ePUpSUtJ//Pu6u7s5c+YMnp6eBAcHo6GhQV1dHbW1teTn5+Pr60tcXBzj4+MYGhqSnp7O5s2bGRoaYmxsTNimTTUPGhoaGBsbY29vL7jAExMTyOVyJBKJSHH09fWlt7eX3NxcnJyccHFxQS6Xs27dOqqqqqisrMTExITCwkK0tLTQ09Ojvb2dxsZGPDw82LVrF99++6042NTV1REfHz9tVrvW1tbk5OTg5OSEs7MzVlZWtLa2sm3bNgwNDTl48CAWFhZ4eHgwOTmJmZkZExMTPP3000gkEjIzM4XnvY6ODiYmJmRmZuLi4iLEY1PUoCmXjTVr1mBvb8/JkycJDg4WQXczZ87k6tWrIoxr6uA+lQlx5coVKioq0NbWpqKigoiICHp7e4W9YmVlpRBx3+8aGBhALpejUqnQ0tJi1qxZzJs3T3hjS6VSXFxckEgk1NfXU1dXJ9ytJiYmaG9vR0tLS/Aopw5CVVVVuLm5cffuXcGzLi8vp7+/n6qqKsrLy6mpqcHOzo6amhrGx8fx9vamq6uLsrIy4bw1MDBAYGAgMpmMffv20d3dzejoKHV1dcjlcmpra1FTU8PS0lKISaernJycWLlyJTY2NsLiz9DQkMDAQOrr6zExMSE2Npbm5mZhR93a2kpRURHR0dGMj49TWFjI3LlziYyMxNDQEEdHRwDq6upwcnLi3r17JCcn4+7uLg5LJiYmXLx4EU9PTzo6OkQ+QEJCAsPDw1RUVAgr26ngyqnMHT8/P6ysrFCpVNTW1mJhYcHs2bMFtWM6qrm5mfHxcSGqn9JHrV27luHhYerq6oSVa3FxMSMjI/z000+0tLRw9+5dZsyYwdDQEJWVlTQ2NrJ8+XKamprYtm0bP/74I9XV1SiVSqysrDA2NkZPTw8zMzO+/fZbhoaGhAW2SqWitbVVHBSbmpqEHaaFhQUDAwMiPX7qv9va2gS32sTEhImJiWkLtiwoKKCtrU2IUHt6eigpKcHd3Z3BwUG6uroYHR0VeTHd3d1ERUXR2dmJo6MjWlpauLm5oVQquXLlCsXFxcjlctTU1GhpaRF2lQqFQlAu2tvbKSgooK+vT3xHysvLaWxspKqqChcXF8bGxjAyMqKvr4/6+nphIz4+Po69vT0LFiygtrYWJycn7Ozs0NXVxdnZedpwc3BwoLu7Gw0NDbS0tLCyssLKyoply5bR3NyMtbU1VlZWyGQyERgolUqxsrKioaEBb29vqqqqqK6uFjkNISEhgnoxPj6Ora0t6urqKJVKYTrh4OAgEt+1tbVxcXERWSNz5syhpKSEtrY2tLW1MTIyYmhoSOg5HBwckMvlQvA7paOsrKzE29ub4eHh+47b6OgoKpWKtrY26uvrsbGxITIykuzsbBYsWCDC2MrLy6mrq8PT05O7d+8ik8nIzc2lq6sLMzMzWltbUalUaGpqkpOTI+zWp2xhh4eH0dXVxdPTk7Nnz7J+/XpsbGy4fv06BQUF6OvrI5PJqKqqwtjYWDgDDg8PC9MJHx8fzp8/z+TkJLNmzaKmpgaJRIKfnx8mJiYUFxdz69ataXP0MzU1JSMjAzc3NzZt2iQ2aCkpKcIqt6qqCkNDQywsLLCwsMDS0pKLFy+yZs0aZs6cKWz6b9y4IVwgDx06hK2tLXl5eRgaGmJoaIiuri5NTU0sWbIEY2NjJiYmkMlkIh+kr6+PWbNmUVZW9j/C+3p6epDJZCiVSnx9fRkbG0Mul4uNh1QqZfHixbi7u6NUKqcFt4GBAZEGPzo6SkVFBatWraKvr4+qqioxBFapVBgbG+Pk5MTQ0JBopuLi4v7H9UilUpqamsQgecrRqr+/H4VCQXh4OE5OTgQGBiKVSkWI6tQ5squrizt37hATEyMiKM6dO4ehoaHIBVJTU2NoaIjq6mpaW1uFccXSpUv/8XX/VwEBM2bM4MaNG6SlpbF582bgb9H4zz//LDqr/6QaGxu5e/cuOjo6grJRX19PRUUFjY2NzJgxAxcXF8zNzVFXV6e4uJhLly7h7OzMnDlzaG5uFi8gXV1dlixZwqOPPkpnZydlZWUUFRWJdXFYWBghISE0NTUJUe/IyIgIfZsKJLt58yZnz57lzz//FMFazs7OjI6OcufOHZqamvD29sbIyEjQTq5cuUJBQQHe3t7/Daz/cU0lvzY1NSGRSHB1dUUikVBcXEx6ejpXrlwhLS1N+JWHhITQ29vLzJkzRSCPs7Mz3t7e2Nvb4+zsTEtLCzNmzOD06dMMDg6ioaEB/B2Eo1AoeOSRRwTNQENDQwQWLlu2jMHBQX7++WfGxsa4ffs2CoVCuKv89ttvGBkZicDH8vJyFAoFtra2BAcHY2JiQnBw8LTgNjo6iouLC2ZmZhgbG+Ps7CzyKoKDg8XUbQrHnJwckpKSCA4OJjc3l/Pnz6NUKlGpVExOTrJ48WIheh4ZGRE2vVMHQV9fX9ra2oiPjyc9PZ2MjAxqa2tpa2ujpqaGwcFBHB0dKSoqoq+vj9HRUQwNDfHx8SE8PFy4EUkkEkJDQ4V2obm5mYULF07rdMvCwoKYmBjhPNfR0YFMJiM9PZ2enh7Mzc3x9vYmJiaGRYsWoaOjQ1dXF7q6urS3t2Nra4uNjY14+VhbWzNz5kx6e3tJTEzEwMAAJycnrK2t0dTUpL+/X3iL5+bmkpeXx+DgIBMTE9TV1WFqakp0dLQI82pra0NXVxc1NTUaGxsZHh5GpVKJBs3Z2RltbW3q6uqmzdoZEFvZqdA5e3t7urq6RFbPlP+9lpYWIyMjwhJXV1dX0E+8vLzw9PREoVCIjefmzZuxs7Nj1qxZWFlZIZfLWbFiBRERESiVSiYmJigrK8POzg4dHR3q6+vp7e1l8eLFIsDQ1dUVNzc3BgYGyMnJQaFQEBQUhKurK0ZGRujo6JCbm0tmZiZtbW0iJ2Q6airTY2JigsHBQVpbW4X+Q19fn8DAQAYHB+nt7UVNTU0Ic69cuYJCoaCnpwcDAwO0tbVRqVTY29vj6+srLLDt7e1pbW0Vz/6ioiJ8fX3Jzs5GKpUyd+5c3N3dsbCwwNXVlfz8fGEOMZVoLZFI8PDwoKOjg7GxMQwNDcUEdco22sjICFdXV7S1tacFt+HhYXp6ehgdHcXMzIzAwEACAgIEzWkqS6epqUkYYgwMDHD69Gn6+/tJSkrCxMSEWbNm4ePjg5aWlgjGMzY2FuF23d3d1NXVUVBQgJWVlTAgmdJmGhgYsGjRIsbHx3F3d8fAwICmpiZBfXFychIT/9mzZ1NTU8ONGzdoa2vDyMgIc3NzpFIpvb2904KbsbEx0dHRODk50dDQQEpKCgqFgpSUFHJycrhx4wZVVVXiUDs1DJma/k7pYBobG2lsbERdXZ2CggKcnZ1RKBTo6+tjb2+Pqakp6urqWFhYUFNTw8qVK3FychLZXHp6ejQ1NWFoaEhCQgInTpwQ+SJ1dXXU1dUhk8nIy8tDoVAIt8Gp95mBgQHu7u6Ul5dPC27wd/hrcXExEomEiIgIEZWgUqkEHbajowMtLS0MDAyor69nbGyMmpoaurq6/kfuyxSdb8pxbP78+fT19XH79m2qq6txcnJCpVKxZs0a0Sjk5ubS2dnJ2NgYdXV1jI2NUVlZiY2NjdAryeVyIiMjxf+XSqU4ODhQVlZGYmIinZ2doumbrprKrurp6aGrq0u4sk5MTDA8PMzAwADd3d2UlJTQ0dFBYGAgRUVFuLi4kJ6eTmZmJsXFxVRXV9Pc3Ex7ezvZ2dl4e3tz69Yt1NXVmZycZGBgQFDL8vPz8fb2ZnJyUtjwamlpERUVxYYNG+ju7mZsbEzoOaZCqqcCbNesWcOdO3eorq4WjZtCoaC1tfUfX/d/nU6mUCjIyckBEL7YQ0ND/9Xv0tDQENPAiooKkpKS8Pf3Z968efT391NfX4+fnx9eXl64uLgwc+ZMjhw5gkQi4eGHH0ZbW5uAgABUKhU3b97EwMAAAwMDKisr+fjjj7l58yY6OjpYW1ujrq7OjBkzcHd3F7SgKcrG1DQjLi6Orq4u9PT0UCqV2Nvb4+npiampKfA3r/rWrVvs379fTH+vXLkigl+ampr+W1j/o5paeU8dsPz8/g/e/js4y6p92IWP9N57772HFJKQQGhSQu9NqYooSBEUQURFkaICKiAgvUgvSksgJIQESCW99957b/sPJ+t7f9/s993q3mbNPDOOjvG5T3Jf1zrbcbjg6+vLiRMnOHHiBO3t7Tg6OoqLmra2Nm1tbWRmZhIVFcWECRPo6+sjKSmJ7Oxsmpqa8PT0FKZUfX195OTk6O/vR1lZGRsbGwoLC7l//z7l5eWcO3cOKSkpgoKC6OzsxNzcXMwbnjlzhtTUVDQ0NHB1dcXc3JyVK1cSFhbG2rVrKSsrQ09PD0tLS1RVVVm7di12dnbDEjcDAwNkZWWF4TQyMlJ4YLKzs2lra+P8+fOcO3eOuLg4YQB1cHCgv7+fqqoqqqqqqKurQ1NTU+zGTJo0SSzhx8XFER0dTX19PcHBwbS0tKCrq4u9vb2oqtbV1fHLL7+goqLCsWPHxBhOXV2dkBBOmTIFFxcX2tvbWbRoEW+99Rbjx48HICkpiQULFjB9+vRhiRv8lXwoKSlRUlJCWlqaGEG4desWgYGB+Pj4EB8fT0NDg0BBD4kUs7Oz8fX1Zc2aNTg7O1NWVkZ3dzfd3d2YmpoK2aiamhpvv/02H330EVlZWURGRtLf34+ioiJKSkr4+/sLYdykSZPw8/MTJI7W1lba29uRlpZGSkoKKSkpwsPD+eWXX1BWVmbGjBn4+PhQU1NDXFzcsMWturqayspKGhsb6erqYnBwkI6ODv78809UVFRQVVWlqqoKDw8PgXb19/fH2dkZX19fLly4QGlpqUjKYmJimDp1KsbGxowePZr169czZ84c/P398fb2FtSUcePGoaioiK6uLm/evOH58+c4OzuzZMkS7t69i5SUFLNmzcLOzo7GxkZyc3Pp6uqirKyMiooKMjIysLW1RUJCgtraWurq6oY1+VizZg3w13d2aOHWy8sLExMTDAwM+Oijj9DW1kZeXh5nZ2fhhCopKRG7LkOG4BUrVjBt2jQxIrtixQokJSWJioqitrYWa2trTp8+TVFRETo6OkhISJCamkpSUhKdnZ1CRNrf34+2tjZjx46lrKwMLS0t1q5dS0hICAYGBigpKfHVV1+Jvy4tLSUpKYmoqCiKioqGJW7R0dE0NTWho6MjkmwdHR3y8/PF2Et2djbd3d34+PgwduxYFBQUOHToEG5ubgKqMmPGDObMmYOUlBSPHj1i9erV4t1y8+ZNrl27RmtrKzdv3sTCwoJHjx5x9uxZRo4ciZqaGiUlJRgYGCAlJSUWW6dMmYKGhga6urpYWVmJRVVNTU2B762rq6O1tRUVFRXc3NyERPO/Ptra2ixbtow5c+aIRP+zzz6joqKC6OhoCgoKOH/+vNg9yM3NxdXVVXTJFBUVkZOTEwK9srIyMfasqamJjIwMcnJydHR0UFFRgbGxMQEBAaSlpREREYG8vDxz585l7ty56OnpMW/ePFpaWjAzM8PHx0dcGEtLS+nq6kJNTY1t27YJquJQ0jNUhDE1NR2WuAFUVlaKJDY5OZnS0lIsLCzQ19cnPz+f1NRUQkNDOXfuHNeuXaOwsFAYzlNTUwkLC6Ourk50DidPnkxqair29vYsX74cPz8/+vv7aWpqQk1NTdwZS0pKBE3y8uXL5OXliXtIdnY2tra2DA4O4urqyrJly5g7dy7S0tKiw9nR0UFaWhrFxcUkJiYKPcNwnenTpzNu3Dixb+bv7094eDh+fn7Y2NhQVFQkRsXLysrQ0NAgNDSU5uZmMYZtbGyMoaGhwO0OjaMqKyvj7OxMW1ubcNQ8efKEly9fkpKSIpIUKSkpkcQMjV2FhoZSUlJCcHAwS5cuxc/Pj7a2NkGrjIqKYsSIEWhpaaGnp4ednR0pKSl/+3P/q7Gr+Ph4cVm8dOkSMjIyjBkzhk8++YRdu3YJYdU/OSYmJuTk5KCsrMymTZswNTVFUlKSrVu3YmJigqWlJW1tbaSnpxMdHc3Jkyc5d+4cqqqqHDp0CElJSTEOs2bNGhQVFbl69SqfffYZVVVVJCcnk5mZSUlJCYGBgcJY2tPTw+3bt5kyZcr/WPjcuXOnYBrv3LkTLy8vIiMjaWpq4sKFCxw/fpzHjx+LdrShoSEzZszA0dGR1NTUfxPWf3zU1dVZt24dp0+fJikpicWLF+Pn58eZM2eoq6sjODiYCRMm0NjYyI0bN4iKimLZsmVUV1cLH0NXVxePHz+mu7ubjRs3illhPz8/Ghsb6e7uRkpKSph5i4uLCQoKIi8vT1hUc3JyiI2NJS8vD0lJSTEyNG3aNAwMDOjr62POnDkoKyujp6eHhoYGbm5uojI9ZIq/fv06u3bt+s/j5u3tTUJCAvX19eTm5nL37l2uXr0K/JVUHzhwQEi1jIyM0NXVZe7cuXh7e3Px4kUOHDhAV1cXTU1NyMrKkpaWxvnz54mLiyMrKwtlZWUUFBTQ1tamvLycO3fu8PjxY/bt24eTkxPnz5/n7t27dHd34+7uzk8//YSjoyPXr19nxYoVdHV1Cczu9evX2blzJ9nZ2aSXp7XcAAEAAElEQVSmpjIwMMDYsWNpbm7m4MGD/PrrrwQGBv7nMRs62trahIaGiq5kbW2toApNmDCB48eP8+bNG2pra8nLyyMjI4O+vj4++OADjh8/zurVqzE3N0dNTQ1PT0/a2tro7e2lu7ubNWvWsHLlSqKiooC/CGN+fn7s2rWLffv2kZaWxqhRo4iJieHmzZt0dXVRWlqKv78/Z86c4eOPPxYPWQMDAz799FOysrIwNjbmgw8+ICkpibq6OiwtLcXIzHCdMWPGoKCggLq6OpmZmWRkZIiEvrq6GkNDQ2bNmoWsrCyFhYV4eXnh4eFBWlqakEE1Njbi6+vLzJkzaWtrY8aMGWhpabFgwQL6+/vx8PDgxYsXfPPNN6xdu1Y4kE6cOIGOjg7Xr19HU1MTfX19Tpw4wZkzZ1i+fDlLly7F19eX3t5epKSkaG1tJScnh6ioKKZPn05qaipz5swRaMshj8NwnJqaGkxNTTExMWFgYICBgQHc3d3FeJCWlhZeXl7Exsby/fffIysry/79+3FwcODgwYNISkqyd+9efH19mTJlCoGBgfz555+cPHmSK1eusH79ejGip6mpKT5bZmYmzs7OXLlyBUNDQ0aPHo2ZmRkVFRUEBwcTHx9PXV0djY2NYhbf1taWgwcPoq+vz6pVq5CWlkZZWRknJye0tLT45ptv0NbWHhYvT1paGh9++CGJiYlcvHgRDQ0NQT18++23hXjSw8MDPz8/7t27x6lTp/j111+pqakhKCgIGRkZnj17RnZ2tpA3/vzzz9y8eZPDhw+Tl5eHs7Mzs2fPZvz48Tx79oy8vDxyc3N59OgRfn5+qKiocP78eQFFGILTFBQUMHr0aHR0dLh27Rrff/895eXlmJub8+2333Lnzh1B1fv0008ZGBjg+PHj/3ncZGRkSEhIIDo6GjU1NaZNm0ZKSgp6enrU1NTwzjvvCNR1R0cHZmZmLFy4kF9//ZVDhw7R0dGBt7e3SH6HduPc3d1FwpCSkkJpaSna2tokJSUREhKCl5cXp06dEt/zyspKFBQUhBDTxsZGFGrKysrEBMO7777LunXrcHR0pLS0lP3797NgwQLWrVtHeno6Hh4e/3nMho6EhITwKOXn5+Pq6kpRURGrVq3i+fPnxMXF0dbWhqmpKb6+vsyePRsdHR3S09NpbGxkyZIlqKioUFpaKnwR8+fP5/bt2yQmJtLY2ChGL8vLyzlx4gQAI0aMQEZGhpCQEIqKikTH18PDg3feeYfu7m76+vrIz88XY+iVlZWsWbMGMzMzCgsLKSgoEKLDjIyMYfMYAWIszdraWsSvvLycy5cvk5+fL3aVlZSUGBwc5OXLl4wZM0ZgcWfOnCmeRUNEv4SEBG7fvo2hoaHoWCsqKjJ9+nQsLS2RlJSktLQUW1tbnj17Rk9PD05OThgZGXHmzBlsbGyYO3cuV65c4cSJE5iammJtbU1RURF2dnZ89dVXKCkpiTiXlZWJd9DfPf8q+di/fz8LFy78HzNxmpqaTJ48ma+//prDhw//o583VD1NTU2lrKwMOTk54uPjmTJlCmFhYbx69YpNmzYREBDAmDFjqKmp4ciRI7S2tmJiYkJERIRILIZGqw4dOoS0tDQmJib4+vpy7949EhMT0dHRITc3ly+//JJDhw6xdOlSnj17hqenJ+Xl5Rw5cgRlZWWsra0FbuzLL79EXl4eIyMjcnNz+fzzz9m9e7ewpd+6dYuKigrMzMzw8/Pj/Pnz/yas//j89ttvKCsr4+vri7S0NFVVVWJJuaqqiu+++476+nrc3NwwMTEhNjaWWbNmkZGRgYaGhqB5DNmDY2NjOXbsGFOnTqWurg45OTmxHDe0mPTw4UNcXFzQ0tISNtohDrempiYnTpygtLSUJ0+ekJmZSU9PD2ZmZhw+fFhUQ7Zs2cL69evJz88nMjKS+vp6Ro4cKQRd//UpLi7Gzs6O77//nj///BMzMzNGjhwpOOWrVq3C1dUVVVVVDA0N2bNnDxkZGezZs0eMvpSVlaGpqUlLSwvnzp1j+/btLF26lAkTJrB582ZsbGxQUlJCXl6e5uZmrly5wtGjR9mwYQNBQUHMmTOHFy9ecOTIEc6ePStwxd999x0//vgjVlZWPHjwAB0dHbS1tdHS0sLBwYHvv/8edXV18eeuqalJcnIyXl5ewxK7jz76CHl5eT766COCgoJISkpi/fr1ortTVlZGSkoKsrKy+Pn5YWlpKSAUaWlpokrT2dlJR0cHNjY2BAYGcvDgQWJjYxk7diw+Pj4oKSmRn59PSkoKS5cuFXZVfX19ampqUFFRQVdXl97eXnx9fTE1NcXQ0JClS5eK8cEhy/OOHTtYsmQJFy9eRFtbG01NTXp6eoiLixNOm//6aGlpYW9vj52dHba2tsIMu2HDBhwcHERxJT8/n6KiIlRUVFi2bJmQbQ1dUvz9/amuriYzM5MDBw6wZMkSTpw4wTfffIOFhQUeHh74+PiIMY05c+aQmZnJ/v37GTNmDG+//TZlZWUoKSmxadMmuru78fb25ptvvuHRo0dYWVmxePFiEhMTKS4uFp3nvXv3oqCgAPyVgP5dnPr/27N582b279/P8+fPOX36tBhpqa6uxs7ODlVVVZydncnPzxcFl7fffptjx46JUd6hQtmrV6/4/PPPUVRU5OLFi7S1tYk9DVlZWVRVVdHR0eHZs2fs27ePixcvsn37dhITE6mvr8fGxobbt2+TlpZGeXk5rq6uAgLR09ODqakpd+/e5d69eyxYsAApKSm++OILlJSUmDlzJps2bfpHlcH/N8fc3Jz4+Hj8/PwwNTXl9evX3Lt3DycnJ0aOHImHhwcbNmxgx44dmJmZMWHCBGJiYqioqODu3bti9NnLy0vYpPX09FBXV2f79u309vby+eefIyMjw9WrV4W8ct26daIQFh0dzZ07d+jq6qKrq4u5c+cybtw4cUmMiYnh8ePHeHp6kpWVxffff09JSQkbN24Ubp53332XGTNmCJnhf32++OILcnNzGTt2LKNHj8ba2poZM2agra3NihUrOHLkCMHBwTx//pykpCRGjhyJrq4uQUFB/PTTT+LiHRAQwHvvvUdkZCQJCQk4OTkRFxfHq1evKC8vp7GxURi17969ywcffEBPTw/Hjx+nr6+PpUuX8u677zJt2jTu3bsnxI5DIsjly5cTFRVFT08PixYt4vTp03zwwQckJiby+vVrkpOT0dPTIykpadicPO+88w5eXl7Iy8sTGxvLwYMHxZjt7Nmz2bx5M7/99huJiYn8+eefREZGEhgYiLKyMkZGRqxZs4bS0lJBVQsODkZDQ4NZs2ZRXFyMg4MDjo6ONDU10d7ezr1794iJiWHHjh1s3bqVHTt20NLSQmlpKbKysqxcuZKjR4+KompLSwt3797Fy8uLr7/+mtDQUNasWSMEg0PjdkNwhuE6L1++5OXLl5iZmaGvr4+DgwMfffQRhw8fZvz48axbt46tW7cyZswY+vv78fHxYefOnZiYmPDpp59y+vRpysvLaWpqQl1dnQULFmBtbc13331HdXW16JQ8ePCApKQk/P390dPT4+zZszQ1NYnxbicnJ/r6+igoKODo0aMoKSmxYcMGXFxcCA4OZtGiRdTX13P79m2ePHnCvXv32Lx5M9ra2hgZGdHU1ERLSwsnT578W5/7XyUfurq6fPzxx3z//ff/4+/Lysry8uXLf/zztm3bhpmZmZDn3Lt3j56eHqKiorh48SIzZsxg1KhRKCgo0NjYyObNmwUvXUpKCm1tbZycnFBUVKSlpYVp06YB8PbbbxMVFcXWrVsxNjbG3NyclJQUEhIShOxm/PjxbNy4kfj4eI4cOUJ9fT0nTpzA3t6edevWcfnyZerq6igvL8fCwoK5c+cSEBCAlZUVWVlZvHr1is7OThoaGigrKyM4OFhcRv/r09nZSUlJCffu3cPW1pbPPvsMFxcXKisraWlpYcqUKTQ2NlJRUSG6HWlpaezatYubN2+Sk5ODhoYGmzdvBiAqKoovv/ySJUuWsHfvXtLS0tDU1OTjjz8WptutW7eioKCAt7c3n332GVpaWixbtoyAgAByc3P54YcfcHJyEvbL169fc/LkSby8vFBVVeXFixf88ssvPHnyhOnTp7NixQr6+voE0WI4znfffce6detQV1fHzc0Na2trLl68SF5eHocOHRKLuENtzYCAAFavXs38+fP5/vvvkZaWxs/Pjzt37nDs2DFsbW3Zt28f06dPx9nZma+//prx48ejoKBAZmYmhw8f5tKlS0hISLBv3z4houro6CAoKIj79+/j5uZGW1sbtra2hIaGMm7cOMaMGYOKigqDg4OiUh4cHEx0dDQDAwM4OTkxMDAwrBbbX375BRMTE86ePcubN29YtWoVv/76KytXrmT16tVkZmayb98+mpubuXz5MqmpqQQFBWFvb893333H8uXLiYmJEbPkaWlpPH/+nGPHjvHzzz8zYsQIBgYGUFJSQllZGXl5ea5cuSJko0P+HiMjI06fPk1ZWRmPHz9mwYIForswRA+XkZHB3t6eGTNmMGPGDNatW8fAwAB3797l4cOHwyZ8g7/kjM+fP8fQ0JCXL1+ybds2VFRUSE1NpbS0lIsXL3Lr1i1hb58+fTobN25k06ZNLF26lMTERLS1tUXV79q1a9TV1bF8+XIiIyMF8vr58+eUlJSgqKjIoUOHuHjxIqNGjWLv3r2UlpYSFRVFQkICJ06cIC8vj71795KUlISUlBSff/45Li4unD17lqlTpwJ/tegnT55MQEAAhYWFREVF4erqOmxxGyJO+fv7Y2FhQVNTk4A7zJ07l4aGBq5evUpnZyeamprk5OSgpaXFjRs3ePnyJbNnz6aqqgoJCQn6+/vZuHEjO3fuJCEhgYyMDDo6OvD09MTFxYUHDx6wbds2NmzYwMDAALm5ueTn54tF5+rqajw9PVm4cCGJiYl0d3fj5eWFhoYGz58/5/PPP2ft2rVMmDCBiooKAgICWLZsGb///jtHjhxh69atw2ZNdnV1JT09nV27doml6YCAAAIDA7l//z5paWkoKCgIIe6zZ88EwnnLli1cuXJFVIzNzc1ZtWoVu3btws7ODkNDQ4qLi4Vdfvny5Rw6dIhvv/0We3t7pk6dyu7duxk3bhxTpkzh0qVL7Ny5k/v37yMnJ0djYyMTJkxg5syZdHR00NbWxokTJ3BwcMDBwQEZGRlkZWUF1nyoQzcc57333qOkpARVVVX6+/uJiIjg5MmTtLe3Y2hoSHl5OVeuXBE7Fy9evODo0aM4Oztz/fp1jh07BvyV/BUVFQkB3E8//URbWxsff/wxFhYWoth37949/Pz8MDY25quvvuL9998nKiqKffv28ccff3Ds2DFMTU2pq6vDyMiIwMBAkpKSqKmpYevWreTn53PhwgVWrFgh/Gc6Ojp0dnYyY8aMYRWpDo37FBQUkJubi5WVFRMnTmTNmjUkJSUxefJkpKWlmTNnDi4uLkRHRwtfRWZmJps3b8bLy4vm5mZB9Lty5QqJiYncvHmT2tpaTp06xYMHDzAyMuKrr74SYtQhEMXo0aPFLm5RURFz5szBwMCA3bt3c+3aNZycnPD29ubAgQMoKyszYsQI+vr66OnpQV5eXuwcTZw4cdjiVldXx5IlS6ivrxe7Zp988okYYxt6Xg/t93z++efY2dnx+++/8+GHHzJnzhzhvbty5QqPHj1CWlqa2bNn4+DgwJYtW3B0dERJSYmkpCS6urq4f/8+vb29TJ48mbi4OPbs2SOKd5s2bWLevHmMGDGCTZs24e3tTVdXF8eOHaOvr4/w8HB8fX0pKChAXl5ejLx6eHj8ozvcv0o+hrB3/yudqK+vjzNnzvyrhbquri7S0tJITk5GU1OTJUuWUFlZSUZGBubm5sjLy9PX14eCggJZWVmcPHkSDw8PTp48yYoVK1BSUhJdjYCAACQlJTl79izy8vLs3btXeBtCQkLYuHEjFRUVyMvL8/PPP2NpaSlGCNzd3Wlubmb//v1YWlry+++/M378eFxdXbl37x5lZWX4+vryyy+/8Pnnn3P06FHs7OxQV1enoqKCgYEBli1bhqWlpZDT/ZdnKGOfPn061tbWVFRUsGbNGg4cOMD27dtxcnJi9uzZ9Pb2UlJSgrKyMkuXLmXt2rWkpKTg6+vL5MmTuX37Nk+fPsXMzIywsDCWLl1KY2Mjenp6VFdXc+nSJbq6upCSkuLXX39FQ0MDHR0dLCwsaGtr4/r167x+/VokJVJSUiJBGyI02djYcPz4ca5fv46/vz/ffvstI0aMEJX7wsJCuru72bBhw38et+7ubrZu3cqsWbPw9vbm5cuXhIeHs2nTJn744Qfk5OQEellSUhJzc3OeP39OX18fPj4+XL9+HWNjY5SVlZGTkxOt8JcvX3Lz5k3Mzc0JCwvDz8+PWbNmsW3bNmxsbJg9ezY2Njb09PQgKysrKGA2NjaMGzcOFxcX9PT0OHHiBK9evSIwMFBgMdXV1RkxYgQHDx5ES0sLJSUloqKiqKysxMHB4T+P2dApLCwU+x2BgYFUVFTw8ccf4+rqyooVK9izZ48QXIaEhNDZ2cmLFy+YM2cOly5dYtmyZbS1tSEpKUlPTw/q6uro6emxc+dObGxs0NXVpby8nMrKSsrKyoiKiiI6OpqEhASWL1/OqVOn6O7uFjbaX3/9lfz8fL755htGjx4tdr26uroYOXIkERERVFVVcfbsWezs7NDQ0EBaWhpfX18qKyuHLW5Xrlxh0qRJFBcX09zczLp168RC6rVr19DV1SU9PR1jY2Pmz59PSEgIz549o6ysjLNnz5Kbm0t2djZycnKYm5tTWFiIubk548ePJyUlhevXr+Pu7k5QUBDp6ekoKyuze/duli1bxrlz59DS0sLa2hoTExNBrXvnnXeor6+nuLhYjIrk5+ezcOFCCgsLkZeXR1JSkkuXLon9mczMTEpLSwkKChq22LW3t5Oenk5SUhJ9fX14e3sTExPD6tWrOXnyJHJycowaNYquri6x8JqXl8f9+/fZunUr2trahIWFkZuby/79+/H39+e3337j448/FguY4eHhhIaGMn78eCIjI3n33XcJDAzEzs6O7u5u3rx5w8mTJ6msrBSAkcePH4vquI+PD1ZWVty9e1cIve7fv8+kSZPECGp7e/uwFVju3LnD69evcXFxQU1Njerqam7fvo2mpiYPHz4UNvbm5makpKQEyay1tVXANZycnGhoaODmzZsUFhYycuRINm/eTGdnJ8eOHSM9PZ3a2lo0NDRwdHQU45HffPMNg4ODWFlZIScnR3Z2Njt37qSzs5MJEybw8OFDzM3NaW5u5vXr1xgYGDB79mzeffddFi5ciKmpKU+fPiUuLo7e3l4WLFggyFf/9ZGVleXVq1doaWkxceJExo0bh4aGBteuXQP+AuuUlZUxbtw4pk2bRk9PD9OmTaOjo4PPP/+c5cuXExsbi7GxMZaWlty7d4+QkBDOnj3LypUr8fLy4ujRo/zxxx8MDg4SHBxMZWUlEydOFFMCFhYWjB8/Hh0dHWJiYmhpaWH06NHk5+fj6+vLkydPiI6O5saNGzx58gQFBQVRjMrKyiIxMZGysjIKCgqGtVAQFxdHbGysQHabmJiwYMECjh49yosXL5g9ezYzZswgLS2NyMhIXF1dsbe3p6Kigm+++UbIEQcHB7G0tKS6upq3336bVatWsWTJEt555x1MTU1ZunQpmpqabNmyhVWrVjF37lwmTJgg9tGGPCNPnjzh6NGjAuEcGBhIQ0ODEO39/PPP5OXlCdjOoUOHsLKyIjg4mKSkpGEznE+ePJni4mJGjBjBokWLKC4uZtKkSfj4+BAYGMiKFSuoqqpiwYIF+Pr6ijE1c3Nz/Pz86OvrIyoqCktLS9atW0dFRQVpaWns2LEDfX19vLy8iIiI4MmTJ/T09HDhwgVWr15NbGwslZWVSEtL4+Pjg6GhId3d3XR2dnL79m18fX0xMTHhzZs3tLa2Ymdnx5YtW7CyskJVVZWuri5+++03Tp48SX5+Ptra2jx69Ihvvvnmb33uf5V8BAUF8d1331FbW0tUVBT5+fncvn2b7Oxstm3b9o9/3hBlw9bWlhEjRlBUVMSJEyewtLREVlZWXLbU1NRoamqisrKSt956C2dnZ8Gzrqurw9PTEwsLCwoKCggODsbX15fk5GScnJzo7OykpqZGZIjJycnIyspy/fp1BgYGUFNTw9DQEGtra8rKytDW1sbW1hZjY2OuXr2KqqoqY8eO5fLly4IOcv78eTQ1NZk5cyYLFy5kcHAQXV1d4uPjcXd3/zeh/UfHwMCA9vZ2ysrKGBgYwMLCgqCgIOLi4njvvfcwMjJicHCQvLw8qqurkZKS4u7du2zZsoXHjx/j5ubGq1evqK+vx9HRkaysLLKzs9m6dSt37tyhoqICHR0ddHV1UVZWxsDAAD09Pdzd3fnyyy+ZPHkyg4OD5OTkkJ+fz6xZs5CQkOD48ePs3r0baWlp7O3tWblyJVVVVfz2229YWVlRW1vLtGnTUFVVFY6R0tJSgoOD//OYARgbGwsMsLGxMQC7d+/Gzc2Nmzdv8uGHHwrMbmZmJvLy8hQXF+Ph4UFBQQHFxcUcO3ZMLEp6enpy+/ZtnJ2dCQ0NFQtYjY2NnD59muDgYIEg7O3tRUJCgsbGRgwMDFizZg1HjhxBX18fc3NzLly4IKhqQ36L0NBQ/P39+f777wWKWlJSEhkZGRobG4f1IlhUVMTo0aOpq6vjhx9+oK2tDUdHR2JiYlBTUyMrK4uIiAh6enpwdnZm8+bNlJaWcuXKFQwMDAgODhZ41/r6euLj41FWVkZZWZnMzEw0NDSQkJCgsLCQ1tZW9uzZw8cff0xISAi9vb0YGBiQlZXFjRs3MDQ0JD09XYjfbt26JTj6LS0tmJqaMmPGDIyNjYmJiWHWrFk8efKE2tpaEePhOoaGhmLHo76+nszMTKysrFi9ejW1tbXU1NSwfPlyrK2t6ezs5NKlS0L+9O2337Jy5UqSkpIoKirC09NTkKhu3LjB+++/L17cQ/jY58+fk5+fT3x8PJWVlTQ3N2NnZyfoaba2tqipqZGQkMCSJUvIzs4W1UZlZWWOHz8uAB9eXl44OTmRkpJCd3c3s2fPHra4HTt2DHd3d0Hyy87OprGxkR9++IGYmBhB+Ont7cXS0pJ3331XfD8XLlzIo0ePBMJ9aKnzwIEDZGZmoqqqirq6Ol5eXgLFbGVlRWVlJTIyMrx8+ZLa2lqxSPzw4UPWrl2LlZUVv/32GzU1NaSnp2NpaYmpqakYx9q2bRsODg78+uuvtLe3093dzcuXL+nu7h62y+DkyZOZNm0aioqKZGRk8OzZM6qqqqivrxcuoWXLlqGqqkphYSG9vb0MDg5SXFxMdnY2g4ODKCoqUlJSIqqlW7ZsITQ0VNCWLCwscHBwQF9fX8jO1q1bh6GhIaqqqrx+/ZrCwkIaGxsZHBzE19eXpKQkXFxcOH36tMCU5+fn8/z5cw4fPiy64+Hh4SgrKxMYGIiMjAwWFhbDgike8mi8efOGtrY2WlpakJSUpKuri1OnTrF3717U1NTQ0tLCyMiImpoa/P390dHR4dKlS6IKPGTXTklJQUVFhb1797JkyRIAHB0dMTMzQ0tLCy0tLTQ0NIiJiaGvr0/4ZIacNfLy8ly8eFF0SQ0MDISor729nQ8++ABpaWkCAgLE6PnQIrqWlpbw9gzHUVFRoaKiAl9fX5GQHT58GDU1NXbs2MG+ffuQkJAQ3ztHR0f09fVZsGABmzdvprq6mubmZqSlpens7GRwcBBVVVW++OILFi5cSFhYGG1tbbi7u2Nvb4+cnByPHj1i8eLFQkJobGyMurq6SCp0dHSE4T0nJ0fQGRUUFFi5ciUtLS3cv38fU1NTUSAoLi7GwMBgWGIGfwGbhp5vBQUF1NTU4OHhwfvvv4+xsbG4U2tra9PY2MikSZN49eqVcNh9/vnneHh4CA9IcHAwQUFBnDx5ktGjR3Pt2jUMDAyYP38+dXV1GBsb09LSQk5ODn5+fnh5eWFgYEBZWZlYtJ80aRKpqam4ubkxY8YMXr9+LUa7BgcHiYmJYenSpVRVVWFvb09ycjKvXr1i69atf/tz/6vkY/To0ejq6gqZU3d3N7a2thw5cuRftasyMzPp7++nsrKS2NhYpKWlsbKyEtQaVVVVOjo6SExMpLKyEh0dHRISEqiurqa4uFhUiFVUVFBSUkJDQ4PJkycTHR0tLo+qqqqUlJRw8+ZN+vr60NPTEzhCCQkJFBUVUVRUREVFhdjYWMaPH8+ff/7J0qVLhQejra2NtLQ0DA0NsbCwoL6+HllZWUGCSUtLo7+/n5aWlmFJPrKysoRIpre3l4yMDIyNjbGwsMDb25s7d+4IH4KMjAyKiopoa2vz+PFjbGxs8PDwIC4uDjU1NWxtbRkYGGDSpElcuHABfX19IaWSlZUlPDwcXV1dli5dSldXF1ZWVuLlVFxcLKhYiYmJGBoaiupgWloapaWl4kEuLS1NcnIy9vb2VFdXIy8vLzCfhYWFw1JtGEL5DY3B9Pf3MzAwwLhx43j8+DEDAwOCbAZ/vSwqKyuFj6SxsZH29nYsLCzQ1NREU1MTBwcHamtruXXrFmPHjkVdXZ3m5maqqqoEFlVfXx8tLS1kZWUpLS2lpKQEIyMj5s2bR3t7O/Hx8bS2tmJvby9Y82VlZaSnp6Ojo8Pt27fZu3cvNTU1wuacm5uLiorKfx6zoZOUlISWlhaZmZkkJiaipKSEsbExc+fOpbW1lcbGRgYGBtDT08PY2BhNTU2srKyQlpYmMjKSqqoqcnJyqKurQ0lJCR8fH6qqqkhNTUVXV5euri5UVFTo7e2ltbUVQ0NDtLW1cXV15datW7i7u5OcnExiYiKamprMmTOHxMRECgsLsbKyoqqqiv7+fpydnbGwsEBZWZnJkydz69Yt0tLSqKysRF1dHUNDw3+FBf+3Z+rUqYSHhwsWfVpamuCmFxQUICMjg5eXF3Z2duTn55Obm4uioqLwWCgqKmJgYEBubi5SUlLMmzdPEMViYmJQVFQkNTWV/v5+pKWlKSsrY/Pmzejq6nLy5Enq6uro6+sTyXJycjKGhoZYWlqKZ1V7eztKSkpISUkJh0hGRoZAIdfW1mJrayssuMNxhvDB5ubmqKqqUlpaSkJCAn5+fsTExAB/XXqGEKe6uro4OTnh4eGBnZ0dfX19NDU1ERsbKy6GTk5ONDU18fz5cyQkJMTLf9OmTaioqPD8+XNKS0vFQruBgQHq6up0dHQI10dbWxurV68mKytLgFL8/PxQVlbm2bNnjBgxAllZWVJSUnByciIkJAQ9PT3S09MxMTH5z+PW0tLCpEmTiIuLIzk5Wfgfzpw5Q0FBAe+//z7t7e1i8by2tpYLFy4wd+5cwsLChLi0oaFBFOf09fX54osv6Orqor6+no6ODhQUFMSOZEBAAKqqqmhra4vLsba2NsHBwaipqREREUFlZSXLly8nOTmZ8vJy9PT0cHJyorCwkGfPnmFiYkJkZCQSEhIMDg6SmpqKh4cHERERw+Llqa2tRVJSUvzODb3HgoKCUFdXJycnB3t7e1HIKywsZMSIEWIXydraGkVFRdTV1bGwsEBNTY2ysjKcnJyIj4/H2dmZvr4+Wltb6e7uxsrKCkB0NcrLy5GWlqaoqIj8/Hy6u7tJSkqisLCQiooKsfdgZ2dHR0cHfn5+nDt3TviyPD09UVNTE+huZWXlYUs+DAwMWLx4MT09PTx8+BBJSUnk5eV5+vQp69atY+zYscIe39DQgIyMjBBO9vf3k5OTg7y8vMCu9/T00N/fT15eHlZWVkhJSWFtbY2urq64+z18+BANDQ2ysrIICQlBTk4OeXl5Ro4cybVr1zh37hzZ2dnCSO/o6EhfXx93795FXV2dP/74g/7+foKCglBUVBTeihUrVgxLzOCvpOJ/leAOeWFu377N7NmzSUxMxNjYmOrqanJzc6mqqmLMmDGMHDmSyspKzMzMBMGzu7ub1tZWCgoK8PHxQUpKioSEBAwNDXF0dMTIyIigoCCioqJE0WEInS0lJUVPTw/d3d0kJCTg6urKmzdvBP5+iMgoKytLdXU1VlZWSEhIUF9fT01NDcbGxoJi+XfOv0btOjg4cPToUaKjo4mPj+fy5ctMnDiRtra2f/yzSkpKxIMlNzcXZWVlXFxcaGlpQUtLS7DE8/Ly6O3txdPTk6KiIrKzs8nMzGT69OksWrQIe3t7Mec9tFxUWlpKa2srHR0d5OXl8eLFC5qbm+nu7hZf9KEXS11dHfLy8iKBiYmJ4fbt29jZ2eHo6Eh7ezsdHR3IyspSXl6OjY0NioqKVFVV8ebNG+EGGS5ZXk5ODqWlpYKuVFxczODgIMbGxrS2tpKUlEReXh5KSkq4uLjg7OyMg4MDMTExtLa2kpCQQH9/vxCMmZqa8uGHH3L58mXU1NRQUFBAU1MTDQ0N2tvbefHiBU1NTVy9ehU/Pz+MjIzo6upCTk4OV1dXCgoKkJOTQ1NTk8TERCEYioyMpKCggIGBAeLi4sQctaSkJJ2dnTQ2NiInJ/evfnf+zRmiXJWUlNDW1oa2tjaTJ08WC7vS0tJ0dHSIJWF9fX2xg9DW1kZ7ezsaGhr4+/szdepU7O3tmThxolgOl5aWpqurC0NDQ8aMGYOUlBRvvfWWqK6WlZWRk5NDYmIi8fHxWFhYCImgl5cXAwMDSEhIoKGhIUhIQ7GRkpJiYGCAvr4+5OXlMTY2pqCgYFjiBlBVVUVcXBylpaVoamri6+srRso0NTXFaJCdnR2ampq8efOGuLg4tLS0cHJyIj09naKiItra2gRj3NnZGSkpKVRVVenr6xOJcnt7O5GRkZibm2NpaYm1tTWOjo5YWVkJadqIESMENldBQQE1NTXBuJ82bRqtra3U1tZibm5OW1sbxsbG2NraChfIcB0/Pz9hH5eQkBCdEE9PT6SlpdHU1BQITklJSTw9PdHV1aW+vl7I2HR1dRkcHKSwsBAtLS18fX0ZN26cWGodQkCXlJRgbm6OmZkZsrKyeHl5oaKiQl9fH93d3dTV1XH9+nUkJCQEGnMI99vQ0CDwi46Ojjg4OGBnZyfG5JSUlERBYzjOEJK1s7OT7u5u9PX1KSoqIjMzk6KiIpydnUU3IT4+nj///FNIEouLixk/fjyGhoakpqZy9epVXr9+zdixYwkKCqKqqgp5eXmamppQUlJi7NixtLa2IikpyY0bN7Czs0NWVlZ899TU1MjJyeH69euMHz+e5cuX4+vrS3NzM4mJiQwMDGBvb8/Lly/FyJOOjg6GhoYEBgZiZmY2bBh2aWlpMjMzyczMpKurC3t7e0JCQnB3d0dVVZWAgAAyMjJ4/fo1fX19GBsbk5eXJwoGQ/uTQ/jPvr4+YmJi0NXVxcTEBDc3NyE4LSgoQFlZGS8vL+Lj4zE1NUVCQgIHBwcWLVrEggULcHZ2xszMjKCgIFpbW5GTkxOXHXNzc5ycnAgLC6OyspK2tjZRiEhISKCrq4s//vhjWOJWV1dHTU2N+HNraGgQz7ply5YJTHpPTw8FBQXExsZia2tLdXW1oOc1NDSgrq7O1KlTWbBgAaqqqsyaNYunT5+SkZFBY2MjDQ0NpKSk8ODBA27evClGlYfuKAkJCbx584bU1FSxB9PT0yMKpoODg1hYWJCQkEBSUpIofFpaWmJsbExHRwcJCQnD6qvQ09NjwYIFdHZ2cvPmTeLi4hgYGCAtLY2GhgY8PT3JyckhOztbPIsaGhpYtGgRubm5REZGCrlidXU1paWl3L17F2tra968eYONjQ0ODg6oqKhQXV1NWFgY9fX13L9/X0jzlJSUhGunuLiYa9euiT9LU1NTkbxpa2sL74W5uTmDg4PivTR05xyu09/fL2SdQ56c5uZm7t69S3FxMXfv3uXKlSu8evWKpqYmkVTCX8ny9OnT0dbWFtLkpqYmcZcYHBwUlDRZWVn09PTEHomnpyc6Ojp0d3eLjpOVlRWDg4NkZmaSmppKcXEx8fHxADg7OyMhISE8KEN6hSEiqq6uLq9fv/7bn/tfdT7+T+fatWusXLnyH/07enp6jB07Fjk5ORoaGvDx8RGL3uPHjxciE1NTU3x8fAQ7uq6uDlVVVVGVKygoEESWsLAwIagxNDQkMTGR3t5exo0bh4eHBzdv3qS+vl6MI5WWllJXV4e1tTXr1q2jtbWVkJAQLly4gJycHCNHjkRDQwNNTU3q6uo4d+4cb731FufOnSMzM1O0oIcWq4bjSEv/9cdXUlKCjIwMMjIydHZ2kpGRQW9vLxYWFjQ0NCAlJYWrqysODg4kJyfz7rvvkpWVJXYXrKysxOW3oqICNTU1BgYG0NXVpaqqCicnJ9avX8/vv/9OZGQkV69eZfz48ZiYmFBfX4+dnR1+fn78/vvvzJ8/n/fee4+MjAz09PSQkpIS1f78/HxqampQVVXFwMAAAwMDcnJyiIiIwMXFhSVLlgyLxbalpYXGxkZmz57NO++8Iyzu9fX1WFtbC1u9lZUVdnZ2vHjxAklJSSQlJdHW1haY3dbWVgwMDLC2tqanp4fZs2cTFBTEzz//jLq6OiNHjsTGxoa2tjbKysqor68nIyNDWJEbGhro7e0lOTkZa2trlJSUsLKyIiUlhcHBQUxNTdHQ0GDr1q1s2LABT09PXr58ibS0tHj5GRgYCCzhcBx7e3vk5eVRUFDAwsJCSA6TkpK4f/++oMINGeSjo6OJjIxEXl6e77//nqioKNTV1UVn8/r168yZM4cpU6aI5L67u5uenh5KS0uJiYmhqamJmTNnMn36dN68eYOlpSUuLi5ISEhw9epVpk2bRnx8PC9fvhRJS2xsLJaWlpSXl3Pw4EE+/vhj3N3dKS8vF3PBo0aNGra4SUtLM23aNPr6+tDU1GTNmjU0NTXxxx9/cPv2bZSVlZk0aZIYSRsxYgSRkZFIS0uTnZ1NRESEoCoNDg5y5swZtmzZwtOnT1FQUBAXv9evX9PZ2cnq1av58ssvUVZW5uzZs9TU1NDQ0EB/fz/h4eEkJSXh4OBAWVkZr169Ijc3VySBv/zyCytWrODFixdMnToVDQ0N3N3dSUtL48GDBwQGBg7bWMKff/6JiYmJkEv6+/ujrq6OkZERKioqBAUFoa+vT0tLC4WFheTm5vLq1StMTU354osv+PHHH5GUlMTJyUk4X4bs0CoqKsyZM0cUPlJSUnj06BF6enocP36cH374gQsXLpCYmIiFhQWGhoYEBwdTXV3N2rVrkZOTEwz9qKgobt26xezZs5kwYQKXL1/mo48+wsfHh/Lycu7fvy8uVsNxQkJC2L17N+bm5oSEhIhOa0BAAPX19dy9e1cktO7u7kydOpWEhASOHTvGe++9x5s3bwQqvLKyks7OTn755Rfu3r3Lq1evsLGxITMzk7S0NNrb2yktLaWlpUUACl68eIGamhrOzs50dHQQHh7OV199hYSEBHPmzGFwcJDe3l4kJSVpaGjA2tqat99+G29vbxoaGmhqaqKtrQ1VVVWkpaWHTc6orq5OfX09gNiHMjEx4c8//2TEiBF0dXURERHBxIkTmTJlith9lJaWprCwkP7+fvF8HKrC6+rq0t3djYmJCbW1tdjY2ODo6EheXh5nzpyhtraWr776CjU1Ndrb20Un1M/Pj+joaFasWEFraysKCgrCXaOiosLy5cu5dOkSVlZWhISEUFFRIZDsKSkp4hk9XGO5ysrKNDY2IiEhgb29PdbW1oSGhorfufj4eNTV1fH19cXb25uFCxeSnZ1NV1cX0dHRxMXFMWLECOGHkpaW5sSJE6xatYqMjAwUFRXJzc0VI2Xt7e1MnjwZXV1d0dHQ0tKira2N8PBwxo0bx+vXr5k1axYVFRWEhoYSFxeHvb0927ZtQ01NjbFjxzI4OCi64j4+Ptjb23PmzBnWrVs3LHGLjo7G2dmZ7Oxs2tvbcXZ25unTp4wePRoAT09PXr9+jampKePHj6erq4v9+/eTkJDArFmzUFBQoKGhgfj4eNLS0rC3t2fhwoWUl5djYGCAnJwc48ePZ9KkSbS2tpKSkkJxcTGHDh3C0tKSJ0+eUFVVhaKiIvb29kRERLBw4UKOHz/O8uXLRaIoLy/PwMAATU1NPH36lA8//JDe3l6xV9bS0sIff/zB2rVr/9bn/lvJx1tvvSUMwX/n/NPkY/r06UhKSpKdnS3Yw5s2beL27dvChpmZmYmWlpaongQHBxMaGgrAhg0bMDAwYN68eYSEhNDT08O5c+eQlJRETk6OkydPIiMjg7a2NlZWVpSUlLBr1y7xxc/KykJOTo7a2lo+/fRTYRc2NDTkhx9+4OjRo6SkpBAcHMyhQ4fo7OyktLQUPT09IbsaIvMMia6Go9VZWFiIj48PWVlZxMbGCsv7unXrkJOTo6ioCHd3d1JTU0lISBAUsKFqzpYtW4S9Mj09ncTERM6fP09HRwdz586lo6OD3bt3c+LECaytrTE2NmbKlClkZ2fT3NzMpUuXcHBwQEpKii1btnDgwAFWrFjBiBEj8PHx4cmTJ2IZ87fffsPCwoLY2Fj09fXp6enh1KlTJCYmipffkNX2vz4HDx7k/fff58mTJ3R1deHu7s7Tp0/ZvHkzra2tREZGMm/ePLS1tWlpacHY2JjQ0FAaGxuZMWMG9vb2nDx5kiNHjvD8+XMWLlzI8+fPuXz5Mk+ePBGoyYCAABobG3n06BGlpaWi7TuEqK2vrycoKIjU1FQ2b97MokWLkJOTY+3ataiqqvL8+XP27t1LcHAwsbGxODg4YGhoKCznQ0LEoYR7OM4XX3xBXl4eCgoKJCYmsnjxYhQUFGhqakJaWppffvmF4uJigbptb29HVlaWAwcO8MUXX1BeXo6LiwsqKipi5+WLL77g/fff5/Hjxxw/fpyamhoKCgro7e1lwoQJBAYGUlNTw9mzZ8nMzGTUqFEYGBjw7Nkz0UnYvn07jx49wtLSEnt7e/Lz8/nyyy9ZtGgRR44cwdLSkgcPHohqoqysLF9//fWwxa2goIDjx4/j5OSEvr6+6AaGhobS2trKq1evePDggRib+P333/ntt9/w8/Nj69at7N+//38I2GRkZNi1axcaGhpkZGQInv7YsWPJzc1l3rx5SEtL097eTmVlJatXr+batWuEh4fj4uLCr7/+yueff46RkREVFRWCjd/f309XVxdBQUFiL0tPT4+SkhLKy8vp7u7myJEjnDp1aljiZm9vj4SEBPn5+dTW1mJgYEBvby/fffcdH3zwATk5OXh6evLNN98wYcIEDhw4wLRp09i5cyeVlZW8//77eHp6EhwcjL+/P1lZWfT19aGsrMyBAwc4evQo8fHxzJgxgx07dtDf309hYaG4QCkqKjI4OEhNTQ0ZGRls2rSJ48ePc+vWLaysrHj27BlqamqMGzdOWJKHMK07d+4UDpYhmdqTJ0+YOXPmfx63e/fuoaKiIi68Dx8+BP76/i5ZsgRPT08kJSVpaWnhwYMHdHR0sHr1alpbW8nIyGDKlCmcPn0aGRkZdu/eTVFREeHh4fT09BAaGkpBQQHJycli5ntgYED4BgoLC1mxYoWgUw4MDLBp0yZKSkr45ptvKC0txc3Njfb2dkpKSigqKmLbtm0UFRXx+++/k56ejqKiIp2dncjIyGBlZTVsUI1x48ZRWVlJamoqzc3NGBgY4O3tTVNTE0uWLMHOzo6PP/4YaWlp+vr62LRpE6WlpRw4cIDTp0/z+vVrsYwbHx+PiYkJW7dupb6+Hnl5eWbNmkV7ezuvX79GWlqay5cvc+XKFWbNmsW1a9cYO3Ys77zzDgkJCfzwww+oqqpy4cIFQkND2bNnDz09PbS1tVFXV0d3dzc3b95kzZo16OjooKysjJSUFHZ2dixduhQNDQ1R4BqOU1FRwbFjx3jrrbc4ePAgurq6tLe38/LlSzo7O0UXrb+/n8bGRurr60XHesGCBcybN4+Kigri4+Pp6elh1qxZTJ48GWVlZUJCQkhLS0NSUhJLS0u8vb3ZsGEDy5cvZ3BwkI8//hhJSUkx3hgWFoaVlRVTpkzh/v37vHnzBhkZGczMzFBSUuLu3bt0dHTg4uKCuro6jx49wtXVFQ8PD9TU1P7xHfb/zSkrK+PevXvs3LkTR0dHAfjQ1dVl/fr13Lx5k46ODh4+fCjuVHZ2dowePZodO3bw9ttvo6WlJSS/58+fZ/HixcTGxvL8+XN6e3u5efMmkZGRKCgoICMjI0SLOTk5hIaGEhkZiYODA5988glOTk5UVlZibGyMvr4+KioqNDU1ER0dTXNzM8+ePcPU1FR054KDgzE0NKSpqYnt27f/7a6RxOAQl/L/cA4cOICCgsL/o3ilr6+Pe/fuceHChb/1H+/o6BAM+nXr1onLb1dXF2fOnCE6Oppjx47x4YcfMmnSJPr6+kRF/scff6S+vp4ZM2awceNGzMzMsLe3F+Sg58+fi3GipqYmNDQ0MDIyorW1VWTTQ7O9jo6O/PHHHzx58oQRI0Zw9+5d4uPjOXz4MKmpqXz00Ufo6+sTHx9PYmIisrKyzJ49Wyw06ejoEBkZya1bt/D09GTs2LHIy8vj4OCAoqLi34rFPzlDcRu6zFVXV2NjY8OyZcuQl5fnu+++w9bWFikpKYyMjBg7dqwY56mrq+PQoUN0dXUJXntKSgqtra2MGjUKGRkZ9PT0aG9vJyUlhY6ODkxMTJCRkWHPnj2MHDmSjIwMli1bRmFhIa9evQL+Ev3ExcVx8eJFRowYwbJly3B1dUVZWZnu7m5qamp4+vQpbW1tfPXVV+zZs0eMnejq6lJQUIClpSU6Ojr/edwqKyt5/Pgx06ZNY9SoUbx8+ZKlS5dSVlZGRkYGkydPZv369Tg4OFBfX095eTmvX79m3759SElJ0dzcTENDg5gnT0xMFJeiy5cvU1VVxYYNGxg7dqz490NCQtDW1hbjN62trTg7O7N48WKOHDnCjz/+yPbt25k0aRKVlZV0dHQgISHBwMAA8+fP5+zZs8jJyfHs2TNWr17N1KlTqaio4PvvvxdY3v8qbv9r7J48eYKuri7Pnj2jubkZW1tbDh06hI+PD2pqahw9epQ9e/bQ2trKxIkTMTIyIiQkBDs7O65cucKdO3fw8fGhrKyMu3fvisR33bp1rF+/nk2bNvH06VMMDAyYMWMGDg4OrFq1inXr1pGVlcX7779PXl4eDx8+pKuri3Hjxolkpbi4mPXr19PT08OjR48ECezKlSs8fPiQnp4eVFVVSU5O5tmzZyLpHY64/fjjj+jr6zNv3jwyMjLYsGGDwNvm5+dz584dsQclKSnJ0qVLMTExwdHRkcDAQHbv3s3MmTPR1NSkra2N5uZmTp8+zf79+8nKymLNmjWMGzeOgIAAJCQkhHdlwYIFvPfee/T09JCeno6kpCTe3t6kp6fj7e3Ns2fPOHXqFPPnz0dZWVm4loqLi9m/fz9Lly7lgw8+YObMmdjb2/P69WuKioqYNm3asMRtz549otiUkpLC999/L/az0tPTmTJlCkpKSjx69Ij4+Hh0dXXJy8vjzz//5Pz582LPxsbGhtGjRzNjxgzmz5+Pnp4e8+fPx9vbm9DQUMrKylBVVeXevXt88sknPHnyBC8vL3p7e5GTk8PCwgI9PT1Onz4t0KZeXl5ER0cjLS2NtrY2hYWF6OnpiQXNmzdvoq2tLcZL/fz8MDc3x8jI6D9/xg0MDHD69GlevHiBnJwcVlZWxMbG8umnnxIdHU1vby8FBQUUFRXh6uoqloE/++wzgoOD6erqYsyYMQwMDJCfn4+Ghob4TsbExJCZmcndu3fp7+/H09OT3Nxcjh49ir6+PmvXrsXHxwcVFRWSk5N58eIFa9euZdOmTSxatIiSkhIePnzIjBkzWLlyJdnZ2RQXF2Nra8vevXupqqpi9erVaGpqkpCQgLy8vLiM/9dxO3fuHBkZGaxcuVK819euXcu0adP49ttv2bBhA9LS0qxevZqlS5fS1NTE2LFjyc/Pp6ysTFiiS0pKMDMzY9euXbS0tGBvb8/GjRuJjY1l4sSJjB8/nu7ubu7cucOoUaMESAEgOTlZ7JYeOXKErq4utm3bho6ODt7e3pSXlwsx3Pnz55k4cSK2tra89dZbuLm50dzcTExMDHl5eVy7do38/Pxh+a6uW7eOWbNmMWHCBLS0tOjp6aGpqYljx46xdOlSVFRUaGtrExjc27dvc/z4cSoqKti7dy8vXrzA09OTUaNGiT0OKysrtLS0uHDhAjk5OWIE0tramm3btpGXl8eFCxfo7u7mu+++Iz8/n/DwcMzMzNi9ezfLly/n+PHjwn326NEjsVORmJiIlZUV8fHx+Pj40NXVJS7wv/zyCzt27BiWuEVHR6OpqSnwzGlpaXz77beCXmpiYkJRUZEgU/n5+fHdd9/x9OlTdHR0uHjxItOnT6erq4sbN26Qnp6OqqoqDg4OwmHX399PWVkZOjo6nDlzhnv37vHpp5/i4ODA/v37MTIyEvTJrq4ujIyMyM/PJz8/n++//57i4mImT57Mxo0b+eqrr8QooZSUFKamptTX1xMTE0NPTw+jRo36W3H7W8lHWloatra2yMrK/j8GNCMjA0dHx38UfBkZGZ4/f05TUxPm5uZoampy8OBB5OTk0NPTw9XV9X+0+js7O0lMTOTDDz+kvb2dr7/+moiICMrKyggICGDx4sUcO3aMlStXYmFhITCuWVlZpKSk4OjoyFdffcUff/xBa2sraWlpvHz5kqKiIjQ0NPD19SU8PJyffvqJgYEBamtrhdSsra2N6Ohojh49yieffEJNTQ3jx4/H2tqa/Px87t69K6hb//WDUkdHh4GBASQlJQkLC+PIkSO4u7vT0dHB1KlTBT5uqM37+PFjzMzMxF7CokWLCA0N5fnz59TW1tLe3k51dTXd3d3s2rULOTk5rl27RmdnJ15eXjx8+JDMzEwUFBRQVVUVM5Z2dna4u7vz2WefUV1dzZw5c/j9999xd3cnMDCQrq4uLl68yLp168SfrZ2dHf7+/jQ3NxMWFkZZWRlnzpwZluSjs7MTKysr9u7dS2xsLJMmTcLY2JiZM2cSFxfHhg0bCA4OFtXgyZMn8/PPPwtBpaamJmZmZlRXV5Oamoq6ujqXLl1i8uTJvHr1ivz8fOrr68nLy6O+vp4PP/wQdXV1PvvsM2bNmkVcXJwY6woODiY5ORlfX18eP35MbW2tIBb5+/vj7+/P7t27Wbp0qZh9bWpqEv9TUlLCzc0NMzOzYXlQdnR0iNlYdXV1tLW1aWho4PLly3R3d2NhYUFMTAzt7e1MnDiRzz77jPr6en799Vfu3LkjaERWVlYYGBjwww8/sGDBAvbu3csvv/xCXFwc1dXVAIIys2vXLtTV1VmzZg179+4lISGB2NhYrK2t+emnn4TPoqqqCmVlZSQkJNDU1GTUqFFISEiwY8cOHjx4wMcff8ycOXNQU1Pj4cOHGBgYsG7dumGJ2+DgIHJycgI76efnx4YNG1i4cCGXLl1icHCQnp4erly5QkFBAUuXLqW0tJSdO3cyadIk9u/fj7m5ObW1tcLiGx4ejr29PZ9++inm5uZYW1uLnZCGhgYePXpEcXEx58+fZ9SoUeTm5pKTk4OcnBzh4eFs27aN7Oxs4fl5+vQpKSkpmJubo6+vT0pKCtu3b+fOnTucOnWKqqoqvL29WblyJQYGBsMSt0OHDjF+/HjS0tIIDw9HQ0ODQ4cOER4ezoULF5g0aRKhoaE0NDQwevRo3nvvPVRVVUWHe9++fTg4OCAtLU16ejq5ubmkpaWxdu1aenp6qKioENQ6ExMT2tvbmTt3LrGxsezatYuNGzfi7u6Orq4u8vLyfPLJJ/j6+qKmpkZYWBirVq0SC/rOzs6cP3+etWvXsnjxYhYvXkxVVRW2tra4u7vz7bffoqSkJF76/+Uz7tWrV6L4cf/+fRISEli4cCFTp04lOzsbeXl5jh8/jpaWFv7+/igoKGBubi7IcUMJiqenJ2PGjEFVVZWffvqJ/v5+vvnmG1paWlBXVxeFlL6+Ppqbmxk/fjwff/wxLi4u1NfXU1FRgbm5ORMnThRUNhUVFYEmbm1tJSsri8OHD4txSwkJCXR1dblx44bAgkZERLBx48b/PG719fV8/fXXYq+psbGRQ4cOoaqqipKSEhUVFcjJyXH79m1evnzJ+PHjWbt2LefPnyc4OJhXr16hrq6OpaUlMjIypKenU1VVRUBAACNGjCA8PFz87JSUFG7evCk6LLKysoSEhKCmpkZ0dDSvX7/m7t27bNiwgUWLFnHmzBmWLFmCrq4ucXFxpKamsnfvXvbv38/UqVPx8PAgPj6eqqoqAN68eYOioiJLliwZlu+qoaEhKioq3Llzh7S0NCwtLXF2dqa4uJh9+/ZRVlbGr7/+iq2tLWlpaeIzdHR08McffxAbG0t0dDTPnj1DVlaWI0eOiOr8jz/+yI4dO4iPj6elpQUDAwN27NiBiYkJq1evxtDQUOxGDtE/Fy5cyLfffouFhQUXL16ktLSUKVOmMHnyZNLS0vjuu++Ij49n7dq1HDlyhIiICIF3lpaW5qOPPhq25OPChQvo6Oigrq5OW1sbc+bMYebMmRQVFXHmzBlev36Nm5sbVlZWpKamisR88eLFNDc3o6GhQX5+PlFRUdTV1aGtrc2tW7fYt2+f+N3V0dFBRUWFxMREnj17houLC+3t7dTW1qKsrIyPjw8uLi588803ZGdns3DhQrZu3Yqenh5paWk8fPiQtLQ09u7dy4QJE4Twd6goe+TIEXR1dQXt7/+T5ON/F7gheoWOjg5eXl4YGhr+q+D/9ttvTJs2DQ0NDZKTk4mMjKSpqYmoqCh+++03fv/9d0aNGsWECRNobm7m0KFD9PX1MW7cOH7//XcCAwNpb28XrXlDQ0M+/vhj+vv7Afjxxx9ZvHgxLi4u5ObmYmNjI1jekpKSdHR0MDAwQGZmJmFhYYwZM4bVq1cjLS1NTEwMJ0+exNjYmICAANFanz9/Ph0dHeTn54vLaHd3N7dv38bb25sVK1b85w/KS5cu0dPTI/jx3d3dZGRkCDvlwYMHsbW1Fct+8vLyPHr0iICAAF6/fo2trS12dnbk5eVx9epVQkNDsbW1Zfny5Tx79ozq6mpUVFTw9/fH2tqaw4cPM2vWLDw8PJCQkODatWuMGDECPT09nj9/TmBgIPHx8RgbGwvj5dDYwps3b5CTk2PatGm8/fbbODs7s2zZMvLz8zl8+DD9/f3cvHmT3t7e/zxuO3fuJC8vjxkzZmBkZERRURGjRo2ioqICdXV1PvnkEyQkJFi1ahVBQUHk5OSIBdV58+bx/vvvY2BgQEVFBfX19ZiamorWaVBQEMbGxuTk5FBUVCRoEtevX6e7u5vS0lIMDQ35/fffqa6uZv369XR3d7NkyRK++uorzp07x7hx45CQkKC5uRlfX19RxViyZIkYQ0pPT+fJkydMmjRJyH2G40GZlZXF48ePCQ4OZvz48bS3t/PgwQMxzxsVFYW+vj4aGhqYm5vj7e1NSkoK7e3tYufq2bNnSElJoa+vz7179ygqKmLFihXMnz8fLS0tysvLefz4MS9evMDLy4srV64we/ZsvL29uX79Om5ubhgaGhIZGYmLiwtz587l0KFDtLS0iK6dvLw8gYGBPHv2jClTplBeXk50dDS1tbXClD5+/HgsLS2HJW6tra3C7FtTU4OLi4tAJY4ZM4aUlBQiIiKEIHAIJJCbm8sXX3xBamoqrq6uODo6UlBQwM6dO7GysmLJkiUCde7t7Y25uTm9vb34+flRWloqTMDq6uqMHTsWGxsbQdKpqKggJCSE8vJyHj16hJeXF/PnzxdSSykpKQ4dOoSpqanYrRjyB8ycOXNY4jY0EqatrU1bW5vYJXvw4AEfffQRN2/epK2tDT09PQYHB8nNzWXkyJGcP38eOzs7JCQkhNRtyE/y5MkTHB0daW1tZfz48WRlZQnbdHh4OM+ePRNV0IGBATw8PPD390dNTY3IyEhB2ikvL2f+/Pn4+vpSXFzM0aNHsba2ZsmSJWzfvp2CggJWr17NtGnTUFZWpqKigvb29mEpsJSWlpKSkkJmZiYGBgaMHTtWjLV+//33bN++nYiICPLy8tDT02PChAmMGjWKyZMnC09DREQEbm5ujBo1iqtXrzJ37lx+/vlnDhw4ICRlTU1NdHR0iI6Al5cXN2/exMPDA3V1dWGmH6LPDe0UJiYmMnbsWPT09Fi1ahVOTk5MmzaNFy9e8Omnn3Lv3j0SEhLw8PDgo48+Ekvv/3Xcjh49SnJyMu+88w4aGhqcPXuW+vp67ty5w6FDh5g2bRrp6el0dnaioKCAtLQ0Y8eOpbm5mQ8++AB5eXlWrFghKulJSUkkJyczMDBAQkICLS0tApCQlpaGrKysQNwfOnQINTU1GhoaUFFRwcvLi/DwcJ4+fSr2Id3d3XF2dkZdXZ3S0lIuXbqEpaUlOTk5WFpaoqysTEJCAllZWSxbtgwFBQVsbW2H5bsKcPjwYQwNDQkKCsLKygoNDQ1++eUXSktL6e3t5Z133hFd75qaGpYtW8aECRNQVlZGSUmJtrY2Ll++zOXLl9HW1gb+KkJt3LiR8vJyIiIikJeXx9LSkuPHj7N37160tLTYuHEjkydPxtzcnJycHHJycrhy5YqQhX7xxRcsXboUPz8/GhoauHPnDocPH+b169eC2Hn58mUKCwvR19fH2dlZTD/813GTkpJizZo11NTUMHLkSEaOHEltbS0AV69exdHRkcWLF6OlpUV/fz/d3d18+OGH+Pv7Y2BgQElJiZj6GVo4d3d35/3332fZsmX09/cLrPOQx2fevHk8efKE5ORkVq1ahbOzM2lpaYSFhYniSU9PD6dPn+bu3buiA6mtrS1GV/38/Oju7hY+NFlZWaysrBg7duzfitu/WjhPSkpi3bp1NDY2oqysLGaL58+fz6effvqPaSiVlZXExMTg5+dHZ2cnubm5uLi4CGmJuro6ampq3Llzh+bmZqZNm8ahQ4cICwsTX3wZGRnc3d1paGggPT0dW1tb8f+loqKC+/fvU1RUhKKiokgYrl+/LrCn2traSElJ0dXVxYsXL/joo4+QlZUlJyeHgIAA9PT06O/vR0pKitWrV5Oens7EiRPJy8vDzc1NcN4tLCzo6Oj4N2H9xyc7O5ve3l4UFBTEHGR1dTWHDx/mp59+ora2lnnz5uHu7i4WzOvr6zE2NhZLh++++y66urrY29uL6p+npydhYWGsWbOGvLw8KioqUFRU5L333kNWVpY3b95QVFREXFwcg4ODaGlpCXyup6cnt27d4uOPPyYxMZHy8nKMjIywsbFBXl6ezz77DFNTU+zs7FBTU8PS0pIlS5ago6PD1atXh8UhMHbsWGbMmIGNjQ1aWlrU1dURFhZGQUEBZmZmqKurs3r1aoyNjSkvL0dbW1sseq9Zs4a+vj4iIiKQlpbGzs4OS0tL/P39ycjIoKuri9DQUCZPnszUqVMpLi6mr6+P3377jezsbNTV1YWNu6ioiPj4eMaPH09paSlnzpzB1dUVGRkZcnJyKCkpQUVFhWXLlnH//n0BR4iPj0dRUZHZs2eTmppKW1sbnp6e/3ncAIyMjOjs7BQkmqdPn2JnZ0dKSgrq6upMmDCBtrY2TE1NcXd3R1FRkebmZiZOnCgWIVNTUzE0NERPTw9TU1Pmz59PeHg4sbGxeHh4MGrUKEaMGIGWlpZAu8rLyxMbG4uUlBS1tbX09PRgaGiIq6srX331FR9++CFtbW1ERkYKGkxqaipycnKUl5eLC4C3tzctLS1i6dzS0nJY4tbZ2YmLiwtlZWX09/czd+5cQY/auXMn27ZtIyAgQFyUo6OjKSsrY9asWdy+fZuamhrRCk9KSkJeXp78/HysrKx48OAB8vLygqGvqalJVVUV+/fvF3SYIVnU48ePkZGRYcKECbi6uooLc2lpqYAXxMfHY2ZmJhLywMBAOjo6iImJoaKiQrhxhuOkpqbS3d1NQUEBlZWVZGdnA389+27fvk17ezudnZ3AX4I4eXl5MeKora1NZ2cn8fHxWFtbM27cOJqbm/nyyy+JiIgQlWhTU1P09PTIyspCSUmJr776inv37hEXF8fatWupqKjg22+/xdzcnDFjxtDX14ebmxu9vb2UlZVx5coVSktLxZiClpYWo0ePxt/fn/b2dh4/foyEhIQw2w/HcXBwEF1xeXl5amtrBV50zJgxHDp0iAkTJmBpaYmCggJ2dnaCSufm5sbUqVNRV1cXC/w2Njb88ccfKCsrMzg4KH6flZSUKCoqQlZWloaGBr7++mu6u7uJj4/HwMAAQ0NDZs6cyeHDh3Fzc2PhwoXEx8eTk5MjxlBnzJjBvHnz2L59O4GBgXR3d+Pt7c3AwAAtLS3k5+cjKys7LLttFRUV2Nvbi87y0H5aREQEL168YNasWURHR5Oeno69vT3Tp08X8/ny8vJYWFhgbm7OwMAAWVlZlJWVsWrVKhYuXEhHRweWlpaMGzeOuro6Xr9+jaamJh9++KF49vf395ObmyugMX19fdjY2FBXV0dtba3Y0dHR0WHJkiUMDg7i5ubG9evX0dfX582bN5SVlaGnp0ddXd2wifIAmpqahFsnIiICKysrysrKyMrKQkpKitTUVN566y2MjIyEKyogIID09HScnJyQlpamqqqK4uJiGhsbsbCwwMnJibFjx1JcXExWVhYWFhaYmJggJSWFr68v8fHxlJSUMHHiROrr68nJyaG+vp7u7m62bNnCkSNHSE1NRUpKitzcXNLT08nJyUFSUpI5c+bwyy+/4OrqSnp6Ompqari6uqKoqPi3pnz+vzqqqqp89NFH5OTkUFNTQ2ZmJgEBAURERGBqaoqfnx+hoaEC5iIpKYmPj48YcTp27BhmZmZIS0tTUVHBqFGjOHToEC4uLjQ2NjJmzBgqKyspKioC/n/EzMWLF6OrqyuAOzU1NXh6enLixAnGjRvHiBEjUFVVFaCggIAAZs2aJYhvdnZ23Lp1i5ycHCQkJNDT00NVVfVvf+5/hdrdtWsXRkZG/Pnnn8THx/Pq1SsiIyORlZXl22+//cc/LygoSGS1bW1tjBs3TrSgcnNzsba2pqGhgba2Nvr6+igvL2fGjBnk5ubS29tLQECA4HAP7Xdcu3ZNzKEPOTCGKj9DhlADAwNsbGyQkZHBwMCAcePGsWLFCvz8/Dhx4gQHDx7EzMwMVVVVWltbKS4uJj09HSUlJTIzM3nz5g06OjrIy8tTVlYmRnL09fX/TVj/8VFQUGDcuHGMGjUKTU1NIemprq4W7behZaHExESqqqoYMWIE5ubmeHl5UVdXx7Nnz3jx4gXFxcW0tbXR2tqKsrKySOSKioqQkJDAyMiIkpIS8vLyCA0NJT09HXd3d/r6+mhoaGDSpEkYGRmJWJ8+fZqKigpkZWWFo2CoQxISEoKtra1A7vr6+tLV1UVUVNSwxG3EiBHU1dVRXl4u5ttdXFyYNGkSJiYmjBw5UiDncnJyiI6Opry8HA0NDezt7TE0NERfXx87Ozu8vLwwNzcnLS2N6upqtLW1sbe3R1VVFRMTE2bNmsX48eORk5MjMjKSxMREgZccIj7duHFDVBHGjBlDfX09EhISmJubk5mZKaoZxsbGPH/+nPT0dKSlpQXxQ1dXd1jiBlBcXCxeilVVVVRWVjJixAjmzZvHzJkzUVJSorOzk/LyckpKSujo6CAnJwd3d3e0tLTo6OjA3t4eSUlJoqOjaWpqoqWlBU9PTyoqKsQSuZ2dnZhTnzRpEm5ubqLqp6SkhLS0NLq6ukRERPDy5UuUlJR49uwZLS0t6OrqIiEhIUYg8vPzxSKmjo4O/f39lJeXC4TgcMXt1atXmJubM23aNCwsLJCQkOD27ds8efJEYJzr6+tRVFTEzc2Nzs5ONDU1cXV1JTg4mMHBQdrb27Gzs2PevHkioYiKikJOTk5UDwFCQ0NxdHTE09OTkpIScnNzhSCqq6uLlJQUoqOj6enpQVtbG09PT2G2jYiIwNDQkIsXL2JoaIi7u7vAixcVFQ0rhnKoo2ZlZSUueEOVfAsLC9rb2zEwMMDMzEzgxv/44w+MjIxQV1cXxY9Ro0YRGBgoKnxjxowRz/Tm5mbho2lvb6ehoQFJSUkaGxuRkpISFdhXr17x559/MnLkSHR0dP4HUEFKSkqM++nq6pKRkcHAwACmpqbY2tpiamqKoqIiYWFhwxK31tZW4uPj6e3tRV9fH01NTYGpDgoKQkdHh+LiYlJSUoRD4s6dOzQ2NgpvTnd3NwMDA8jLywvbcV9fH7dv3xb0sJKSEmpra4mMjKSoqAgtLS2MjY0pLCykpaUFMzMzPD09sbKywtPTU4zGGBkZ0dDQQG5uLuPGjSMlJQUXFxf6+/t5/vw5FRUVqKioMDAwwK1bt4TT5b8+FhYWeHl5YWFhgZmZGU5OTigqKqKkpISKiooQompqaqKnp4e8vLyAQ9jZ2eHj40NfXx95eXnU1taiqalJbm6ucGhpaGhQXl4uPEddXV3IyMhQWVkpPr+VlRV+fn6CMtfU1IS3tzfKysqUlJRQWloq6EOdnZ1UVFSgp6cnls6NjIzw9vbGxcWFwsLCYYkbQHd3N9ra2jg6OmJgYEBNTQ0dHR24u7uLZ5mUlJQQF5eVldHQ0IC0tDQ1NTWcP3+eBw8e0NzcjKOjI8HBwfj4+Ij3SWpqKmpqagKbXl5eTk5ODq2trVRXV5ORkUFbWxs6OjoCG97d3S2ErkNo5MLCQsrLy2ltbWVgYICHDx+Sl5dHW1sb9vb2jB07VnQehuNUVFRgbW2NpKQk9fX1gr5qYWHBqFGj8Pf3R09Pj76+Ptrb28VET3Z2Ns7OzlhaWqKuro6+vj5WVlbIy8uTnJxMZ2cn0tLS4n09hNodSq6lpKQwMzMjOjqaP//8k5SUFKqrq8Xuja6uLrq6uhgaGjJixAjs7OwoKipi3rx5uLm5iQ5Ia2ureGb+k2Lev0o+Kisr2bdvH9bW1uLvaWpqih2If3r8/PwYHBykrq4OAwMDJk6cSHV1NR0dHQKflpaWhoqKCp6enlRWVop9gry8PJEgDMlOlJWViYuLY968eUyfPh1jY2MGBwdpa2ujoaGByspKurq6mDx5MmZmZoSEhODt7Y2pqSne3t7MmzePsLAwQkNDsbe3p6KigoKCApqamkhLS6OmpgYTExPa2tro6ekhMjJSLNt0dXUNG13C2NgYf39/goODxQ5CZ2cnM2bMEIlcfX09KSkplJSU4OnpyZw5c4QxXldXV/gmhjoZr169EtXOx48fi8vvEAd7SCDT29uLm5sb2tra9Pf3o6enJ1rGbW1tXLlyha6uLjQ0NARBpbu7m76+PlxdXcXDori4WCyfDXHS/+sjJyfH06dPCQ8PJz09ndraWlxdXQkJCRFf+L6+PnGZ6O/vx8bGRjD6bW1tMTc3x9bWFg8PD7S1tblx4wbS0tL4+PgwadIkent7RRVqKNnw8vJCS0uL7u5uKisraWxsRFJSkrS0NPT19XFxcUFVVVUkHi4uLrS2tgqxj5OTE5KSkigpKVFVVUVUVBRSUlLDQggbOsnJyTQ1NVFbW0tdXR0DAwNUV1fj4+PDggULgL/AE6mpqURFRdHU1ERycjKvX7+mqqpKVEJ9fHwYGBigoaGBmzdv8tZbbzFmzBgRn/b2dnp6esjNzSUrK4vi4mLc3d2RlJRESkpKkHSGyDjFxcUkJSWhr68vBKLS0tKoqamJqqmNjQ1ycnICtTyE1ByO09vbS21trWhTD3Vfhig4Q7+PVVVV6Ojo4O7uzsSJEwWlz9jYmPT0dOrr67G1tUVTU5PJkyfz5MkTgRwfot00NTWRkJAgWvODg4NISkpiamqKs7OzEOH98ccfqKurY21tzbRp01BRUSEhIYHOzk4qKyu5ePEi6urqtLS0oKCggIKCAvX19cMaN2VlZQYGBtDR0cHW1hYXFxdmzZrFwoUL8fDwoLe3F2NjY+Tk5MRo1Zs3b6irqxNUIUB0tYfEWaqqqnR2duLv7y8WYWVlZYXhWF5eHldXV5KTk2loaBCo3dbWVlpaWigrK+PRo0coKiri5eWFg4MD2traLF68mFGjRlFWVkZVVRUmJiYEBAQwfvx45s6dK6hT//V59eoVz549o7OzU1BrjIyMMDY2RldXl2XLllFXV0dSUhKpqak8fPiQFy9e4OzsTHV1NXfv3qWurg47OzuCgoJwd3dn5syZqKiokJeXh4mJCQMDA5SVlVFRUcHz589RUVHBxcUFNzc3ZGVlkZaWRkJCQnT6AgICKCwsZGBggLfeekvIZbW0tAgPD8fGxgY1NTX6+vqoqamhs7MTOTk58vLySE5OHpa4qauro6ioKCSDMjIy4ndnzJgx1NXV4ejoyPTp0/Hw8KCoqIjXr1+Tm5uLubm56Ey/efOGrq4uJCQkiImJITAwECMjI7HonJGRga+vL25ubuTl5Yn7T09PDyYmJjg4OAgT99ClUkVFhdbWVrS0tDA1NSUpKYnBwUGePn0qPBb29vY4Ojqip6dHZ2cnkpL/WuX2j4+kpCSpqakiWYuMjKShoYHAwEAUFBSYPXu2kOf29/fT3t7O3bt3cXR0FD6oIbO8lZUVI0aMAP6iejY1NaGnp4ehoaGA4fT19SEnJycSFElJSczNzXFwcMDU1FTcFXt6ejA1NRUS0tGjRwsp8pD/aCgZMTExwd/fHw0NjWGLW1dXl0iIJCUl0dDQIDY2FhkZGYEB9/f3F7qHIYCPkZGRkNEOjXMO4aCHHB7u7u40NjbS29uLvLy8kPfq6Ojw+PFjkpKSCA8Pp6OjA3V1dcrKysR3Nyoqivr6elRUVHB0dMTQ0FAQ3IaKxZ6ensL1ZWdnh729/d/+3P9q7Gry5Mn/27bU/z//PSYmBn9////jz2tpaUFWVpbAwEBBfhji1RsYGCAlJUVjYyPd3d3Y2Nigo6NDREQEGzZs4JtvviE2NpaMjAwkJCQYOXIkRUVFjB07lsrKSjw8PJgxYwYPHz7k5cuXREVFYWxszIIFC5CQkCAiIoJFixaRlJQkzN4rV64kJCQEHR0dOjs7aW5uFg/tFy9eYG9vj5OTE05OTixbtozExESmTp3KvHnzePz4scCv/tfH2tqayspKHB0d8fLywsDAQCAMv/jiC9TV1cXDXlFREVNTU7q7u3n9+jVJSUmYmJggKSlJe3u7eGC0t7eTnZ3NyJEjaWlpwcLCgqamJi5cuMDbb79NUVERpqamnDt3jqysLOTl5SktLWXv3r3MmjULdXV1+vr6MDExQUlJiYKCAuLi4mhsbOS7775DSUmJpKQkLl68iIeHhyBzlJeX4+Xl9Z/HDP6qCpqZmdHR0YGioiLBwcE8efIEJycncnJycHZ2RlpaWrg2Zs6cSUtLC9OnT2f37t2oq6sLwpWnpyddXV309/czb948pkyZQnh4OPLy8qSlpXHz5k28vb1xcnJi3bp1wjgsKytLV1cXfX19rFmzhpCQEN5//33CwsKws7NDRkaG8vJyYbAe6nysWrWK7Oxszp8/L5C+YWFhwzKuBn8lFoODg+Tl5YkK+t69e1FXV2f79u04ODjQ29tLRUUF3d3dQhz42WefoaCgwJ49e3B3d8fR0REdHR1+/vlnSktLxeiYsrIyNTU1vHr1CgUFBSZMmMD169cpLS1l5MiRvHjxAk1NTWRkZCgoKGD69Ok8efKEgYEB1q1bJwg1dXV1BAYGIicnh62tLWFhYWIcrKqqirS0tGHtGNnY2DB+/HjOnDnDtWvXWLhwIS0tLezZs4fc3FwOHjyIiYkJy5Ytw8TERCznp6ens2nTJmxtbQW2VENDg99//50ff/yRyMhIbGxssLS0ZGBggJqaGvr6+gBwdXXl2LFjLFiwACcnJyoqKgTZrr6+Hnt7e8LDw5k1axZubm7k5+cLieCOHTtEcenGjRti/6Gurm7YXBXwl6/i+PHjvHz5EktLSzQ1NXF2diY9PV0k39LS0iQnJxMdHY2pqSk//PAD8fHx2NnZYWRkREJCAoWFhbi6ujJ69GiWLl3KzZs3CQoKwsnJSSxox8TEoKmpycKFCwVt6Pr163R2duLh4cHMmTMZPXo027dv56233sLS0hI7Ozsxdmxvb8+CBQsoLS1l0aJFDAwM0NnZKUaxdHV1RWfqvz6xsbGiUzuESn748KGQBDo5OWFhYYGxsTGKiopERUXR3t7Ojz/+yM8//0xYWBhubm74+PiIP+/e3l5BDautrcXExARTU1NSU1N5+fIlI0aM4Pfff8fKyora2lqxNzh0MXnz5o0wzfv4+ACQmZlJbW0tK1as4OjRo/z000+YmpoSGxvLixcvaG1tFT6a4ThlZWVISkqKQlpubi7Lly/nvffeY//+/WLkSUdHh5KSEsLDw5k6dSqTJ08mNDSUqKgoampq0NfXR1dXl5SUFObMmYOSkhIHDhwQhMnW1lZWr16NlpYWe/bsITY2ltraWpYsWUJhYSGhoaHie7x161YRy6amJgwMDCgrK+PkyZMsXLhQEM0GBgaQk5MTaOjLly9z4cKFYRsD7+7uFhLZIbnzypUrcXV1RV1dHW9vb27duoWSkhKBgYFs2LCB9evXs3nzZsLDwwkMDCQuLo7CwkKUlJTEGJWvry8vXrxg/fr1GBkZcePGDeLi4li2bBlFRUXo6+vj5uZGcXGxkJFqamoiKSlJTk4OdnZ2wF/vLl9fXwIDAwVE58aNG6xZs4Yvv/wSPT09NDQ0kJKSYtasWcMSMwArKysiIyMxNDTEwsKCvLw8pKSkCAsLEyTQmTNnYmdnR1paGgkJCTg4OPDOO++we/dumpubMTQ0pLOzk4GBAQoKCpgxYwZ+fn60t7fz5s0bUcQcErR+8MEH7Ny5Uwh4Fy5ciL29vaBCxsfHU1tby+PHjykoKMDGxkZMDwwVjAcGBpg7dy7Nzc3ExsbS2Ngo6LF/5/yr5MPV1ZXdu3cTEhLyPyzBxcXF1NXVcefOHeCvh9WdO3f+H5MPGRkZRo0aRUdHB8nJyejr6/Puu++irKwsZqM1NDSQkJAgOTmZJ0+ecOTIEb777jvWrl0rZilNTU0FoWn37t3s27ePpqYmfHx8qK+vR1lZGT09PZydnRkcHGT27NkkJCRw5swZuru7cXJyErb2gwcPEhERIcYZDA0NMTY2xsTEBA8PDxYvXkxQUBBz5sxBQUFBVNwWLFgwbNK3wMBAJCQkSEpKEhQqTU1NwsPDefz4MW5ubhgYGAj5VnV1NQ8fPmTq1Kn8+OOP7Nq1CxkZGbq6utDX1+ebb74hNDQUf39/3n//fYqLixkzZowgKfzyyy8cO3aMqVOnMjg4iKOjo2jtv/322zx//pzu7m7k5OSYOnWqMJd2dHSQlpZGa2srH374IY8fP0ZJSUmMKsnJyfHpp58Om6+isbERfX19tLW1UVVV5fr16/z4449MmTIFaWlp7O3tuXTpkqjw5ubm4ubmxubNmzl9+jSff/458vLyREZG0t7eLkYAHRwcKCkp4d69e9jZ2bF8+XJkZGR4/PixQDtfvnwZBwcHVq5ciZSUFFevXsXExAR9fX2qq6vJyspCXV0de3t7jIyMaGtrIyYmhi1btnDy5Emio6NxdHRk5MiR9PT0EBwcTGlp6bDEDcDQ0JB58+YRFxfHkydPcHV15bPPPmPTpk3k5eURHh4OgIuLCy4uLhgbG7NmzRq2b9/OlClTsLS0REVFhSNHjvDVV18hLy+Pjo4OdXV1VFZWcuPGDT766CMCAgKIjo7m6tWrrFy5klOnTnH37l02bdpEREQEly9fRllZmerqaszMzDA3Nyc6OppHjx6hra2Nra0tv/76KytXrkRdXZ3BwUFUVVXp7e3F399fIHiH67x8+ZIzZ86wcOFCpKSkOHHiBL6+vhw8eJDq6mo+/fRTHB0daWpqEtK/uXPn4unpiYyMDL6+vnh4eCApKcnAwADHjx8nIyODgIAA1NXVGTVqFGlpaRQWFqKrq0tAQABtbW18++23hIWFcefOHWpraxk5ciSrVq3i66+/pqenB4DIyEi0tbVxcHBg5syZREVFYWdnx4oVK7C3t6ewsJCioiLk5ORYtGjRsO58NDc3A5CVlSW6f/fu3eP27ds0Nzfj6urK2LFjCQ4ORl1dndjYWAC+/vprNm7ciIWFBS0tLWhqatLT08Py5cuxtbVlYGCATz75hOnTpxMSEsKHH34oPAWLFi2ivr6e3t5eAdwYM2YMZmZmZGVlcfbsWZqbm7G3t6egoICYmBhaW1uZO3cujY2N7Ny5k40bN5KWloaJiQlZWVmcP38eT09Pdu/ePSxxc3Bw4PLlyzx8+BAJCQn8/f25dOkSz58/548//kBCQoKMjAxhiDc0NOS3337j2bNnnDt3ju3btxMXF8etW7dEt0tSUhJ3d3c2bdpEU1MT2dnZSEhI4OHhweDgIHv27MHNzY1r167R1dWFkpISb9684fr161hZWbF69Wq2b9/O+fPnefnyJQEBAXh5eREaGsq4ceNYuXIlHR0dZGRkcP36ddLS0lBUVCQ7O1sI1/7rs3fvXhQVFampqeHx48fk5eWRmJhISUmJGCO+fPkyg4ODmJmZYWRkxPPnz2lpaaGiogIHBwexP5Sbm4unpychISHcunWLkydP8ssvvwg6YXZ2NiUlJTQ3NxMUFERDQwNycnLIycmhpqbG4OAgr1694sqVKyQmJrJlyxaMjIywt7fHwMCA1NRUKioqOHHiBOPHj2fjxo3Mnz8fBwcHuru72bhxI7W1tcOW8J46dUqIYoeIVP7+/vz222/k5eUxb948TE1NWb58uRhxPH78OA8ePEBBQYGTJ08iLy/PhAkTMDQ0ZNu2bXz55ZcCqTtp0iRkZWVRU1PDxMREEAs///xztLW1GT16NJaWlsILdOnSJV6+fMno0aPp7OxESUkJRUVFqqqq6O/v5+jRoxw/fpzs7GzhZnvw4AEJCQnY2Nj8Y4DSvz0xMTEi2UpNTaWhoYFVq1Zx/Phx3nrrLcrKysQ/19DQ4Pvvv0dNTU0Id8vKytDU1KSpqYkXL15w8uRJ3nvvPUpLS/nxxx8ZNWoUXV1dtLW1YWxszNatW7l37x4DAwOsXr2a2bNno6ioyL179wgLC+PmzZsYGhqSkZHB+fPnMTY2RkFBgaqqKjo6Ojh16hQrV67k2bNnZGZm4uLigpSUFJcuXUJXV5fjx4//rc/9r5KP58+fEx0dTXR09P/tP3/06JH46/81OfnfHRUVFc6cOUNmZqao0I8ePZp79+5x6dIltm3bhpycHHV1dQBCRvPLL7/Q29uLqqoqkyZN4vr16xw+fBg9PT309PR4/PgxX331Fd999x0jR45k+fLldHR08OTJE8rKyvDz82Pq1KmoqqqyePFi4bN45513+O2333jy5AmysrIEBQXx/PlzXr58ybx586irq+PChQu8efOGxMREpKWlGTVqFL6+vly/fp3PPvvs34T1H5+hpcm4uDjS0tKYPn06ampqPHv2jKdPn4qRn5iYGIqKinBycsLExISMjAwGBwcFjUVaWpqLFy8yceJEurq6WLlyJWfPnkVPT4/k5GTu379Pa2sr2dnZnDx5kuDgYD799FPCw8NZsWIFTU1NfPvtt4wZM4bi4mLRFv7tt9/w9fXl4sWLFBcX88knn3Ds2DFBNwkMDBQz6HPmzOHs2bPDErempibu379PXl4eixYt4tdff2XZsmWMHDmSgYEBLC0tMTExQUNDQ3DrhySJTU1NREZG8vbbb2NgYEBKSgr79u1j/fr1nDlzhj179qCqqkp1dTWtra0YGRkRGRmJhoYGX375JaNHj2bz5s2iI+Tm5kZXVxerVq3i7NmzjBs3TsznGxkZoaioiLy8PDNmzAD+GlE8cOAA9fX1jB8/npSUFDo7O4dtsXBoxHDt2rVMmDCBBw8e8N133xEYGIi3tzezZ8/mzJkzyMnJ0draypw5c5CXl0dKSoolS5agpaXFtm3bKC8vZ+/evZiamhIRESE6cu+99x4FBQUMDAzg6upKVVWVcO1kZmYiLS2No6MjAQEBJCQkICEhwe7du/n0009ZtmwZg4ODqKiooKWlBfy1n5adnc1PP/1EZmam8GgoKioO23gkwMSJE/H39yc9PZ03b97Q3d2Nuro6U6ZMYf/+/Vy7do1NmzaRkZGBsrIyI0eOJC8vj8zMTIqLixk7diylpaVcvHiRR48eYWxsjIWFhTCWL1++XGBkly1bxrp165CRkUFLS4tNmzaxfv16nj9/TlhYGE5OTixduhRPT0/u3LnD559/jr+/v9h/6+jooKOjg5EjR3Ljxg1iY2N57733sLS05M8//+SPP/5g5MiRwxI3dXV1MaqmqKhIZWUlhw4doqSkhHPnzrFr1y7mzZtHVlYW6enpzJ8/n2nTpgmKWm5urphD9/Lyws3Njc8++4xt27ahqamJkZERe/bsAWDSpElISEjw7rvv0tPTw7vvvktRURGXL18WdMTu7m40NDTE+O3z588ZHBxk8uTJjB07lidPnhAeHs7s2bMpLi7G2NiYwMBATExM2L17N/Pnzx+WuIWHh6OsrExAQACGhoY8ePBAjLhoaWmRl5dHdnY2fn5+9PX1cerUKc6ePcvVq1d55513OHDgAB4eHuzevRstLS127NhBTU0Nt27doqqqCmtra+zt7cnLy6OkpIR169axY8cOSkpK2LFjB21tbUKuOm/ePPz8/Dh58qRY/NfT0+Pp06dcvHgRSUlJ3n//fZYuXcqtW7dYuXIlbW1tKCsr09TURE9PD1ZWVsMSNxkZGb755hsePXqEiYkJS5YswcjICF1dXZKTk9HU1OTMmTMUFxfz4sULGhsbqa2tJS4ujqSkJE6ePElnZycmJiZkZmZy9epVsrOz6ezspKGhgWXLlhEfH8/du3dFNfrLL79k/fr1XLx4kU2bNpGdnY27uzvjx49n9uzZbNiwgTdv3vDjjz/i5+dHW1sbUVFRjBw5kuzsbFpbWxkzZgybN29m7969pKam8u677yIrK8tHH300bELQjz76iJ07d9LV1cWyZcuYN28eqampwgN1584dFBQU6Ojo4P79+/z6669IS0szY8YMdu3aRUlJCZGRkcjIyAhy2pUrV5g2bRqzZs0S+1lubm6MHDmS/v5+jh8/jomJCffv3+fbb78lLS2NkJAQPv74Y169esWZM2e4desWH3zwAcHBwejq6grJbEJCAqdOnUJCQoK33nqLESNGEBkZyfnz5/929f7/i5OTkyP2dYyNjWlqamL37t1CvLhw4UIiIyNRUVFBX1+fwsJCsa8bFhbGhx9+KN5nysrKrF+/ntOnTwtIy7x582hra+Odd95hxYoVlJWVcefOHWpqapg4cSK7d+9GSUkJOTk5AegYUl60tLTQ1dWFtbU1vr6+NDc309HRwY0bN9i/fz+vXr1i+fLlVFRUYGtrS3Bw8N/+3P8Ktfv48WMxV/d/Ov39/UIS+H93/lecoru7O2FhYdTW1uLi4sLRo0cJCAggJCSEo0ePitGoU6dOUVdXx+TJk5k5cybOzs5s3LiR6upq3N3dxXKTjY0NiYmJzJkzh5ycHF68eMHAwAD29vY0NzeTkZHBlStX2LNnD5qamkhISCAjI0NbWxs3btxg48aN6OnpsXz5ctE+V1JSYsmSJSxbtozKykp+/vlnNDQ0UFJSYtSoUbi7u3Pjxg3q6uqYNWvWsGABFy1axIsXL5CQkGDjxo0MDAwQFBREcXExI0eOFCbbjo4OVFVVBTJz//792NjYMHfuXJ4+fcr+/fvR1NTE39+fvr4+kpOT2bdvHxYWFly5coV9+/ZhZGSEhIQEOTk5vPPOO1hZWQnfyJo1a3j9+jVvvfUW7e3tbNmyBSsrK5ydnUXrPyAgAE1NTR48eMDp06cxMDDA2dkZTU1NgQSdPn36fx636Oho8YXX0tJCXl4eFRUVjh49Ki6t6enpNDc3ExISws8///w/RG4ZGRnY29szatQoXFxchKl22bJlqKioEBoayh9//EFRURHW1tbC5fDBBx+wevVqPvzwQ0aPHi0M6nv37iU6Oprc3FxUVVXZu3cv/f39JCQkoKenR2JiInPnzkVbW1vgJh8/fsyVK1f44IMPyMvLGzbp24sXL8SoSVxcHFFRUYwaNYrp06czc+ZMzpw5Q25uLi9evCA7OxttbW3Onz/PvXv3mDFjBvHx8Vy/fp2GhgYMDAzo6enh7t27fP/990LQNVTZGuLEt7S00NTUxKeffoqamhqffPIJrq6uXLp0idDQULHcuGTJEqKioqioqGD06NGsWbMGd3d34SDx9vZGW1ubixcv8uOPPzJx4kSWL18+LHE7ePAgc+bMETSV/v5+KisrefnyJcXFxVhbW+Pi4sLz589JTEzE19cXHx8fASTw8vKir68PNTU1tLW1qamp4e7du6ITvG3bNlxdXQXG097enq1btzJ27FgUFBQwNjbG1taW3Nxcfv/9dzZt2sSWLVvw9vYWM+U6OjpkZ2dz9uxZtm/fjrm5uXg+qqur4+XlhYyMDPv37+fQoUPDErdff/2VvLw8Ojs70dfXx97enuTkZCorK4mIiODatWtYW1vT39/P48ePuXXrFlu2bOHChQuoqqry1Vdf8fLlS2JjY5GTk8PZ2ZkDBw7g6enJ8ePH+emnn9DX16e+vp5nz54RFBSEn5+fIAIePXpUuFGGyHyjR4/m7t275Obm8tZbbyEtLS3mxU+dOkVCQgKbNm1icHCQc+fOYWNjw4oVK7h69Sp5eXls3br1P3/GnTlzhqioKDQ1NVFQUKCmpkaQt8LCwkR1/f/i7b+jo67a/138yqT33nvvvZGEAKH33psKKthQQfSxIGIBEQuIiIo06Ugn9FASQkJCKum9Z9J7JnWS84cr+3y/v/P5rvPo+Zm91rOeZVmzmO3MvPe+79d9XSOx3OnTp6OoqEhBQQF//vknQ0NDouOjra3NqVOn+OSTT3jllVfQ0tKiv78fHx8fAgMDMTAwIDMzk9raWtrb2ykqKhIFuYCAABobG3n//fcJCQlhy5YtHD9+nBs3bqCgoIC+vj7Nzc14eHhQU1PD8uXLsba2xsTEhOTkZPH78ujRI7Zs2fKv71tGRgZZWVkkJSWJrkF/fz+7du0SMrygoCDmz5+Pvb09qampnDx5ktWrVzM8PIyPjw83b97E0tISf39/7ty5w2effcbVq1fR0tLCzMwMiURCbW0tT5484ebNm6Snp3Pjxg309fUxMjLi+PHjVFdXs2zZMh4/fsy2bdtYu3YtK1euxNPTE0NDQ9ra2nj06JEY6tbS0iI7OxsvLy9sbGwoKSnh7NmzAvE+Gt9VIyMjNm7cSHZ2NqqqqigrKwsS3fPnz/n999+RyWS4u7tTX1/PkSNH2LNnj/g87NmzB29vb9LS0qitrWXFihXMmzePhoYGVFRU0NLS4sMPP0Qmk7F9+3YRGV+zZg0PHjzA0dGR8PBwBgYGRHz51q1bpKam0trayhdffIGtrS1hYWHcuHEDHR0d7t+/T3x8PB988AEtLS0CRDNt2jReeOGFUdm3hoYGsrKyxNC7np4eBgYGTJ48merqarZs2cKSJUuYMmUKvb29xMTEoK2tTUZGhrhAvPTSS+Tn53P48GF6enrQ0NAQniZLS0shHrSxseGrr77C29ubZ8+eCfz3yKyQm5sbH3zwAfn5+Rw8eBA9PT3xTMnIyCAuLo6xY8fS3d3N3LlzMTMzw9jYWGDOk5KSmDp16r+H2p0yZcr/saORn58vhk4UFRV58cUX/19fr6+vj23btuHt7Y2fnx81NTWoqKhw5coVFBUVCQkJISEhQRAh1NTU2LZtm7AYa2lpMTg4iIeHBy4uLhw4cICuri68vb158cUX2bhxI0FBQejp6Yk2aUJCAr6+vjQ0NCCRSHBycsLGxgaJRIK2tjb9/f0cPHiQ2bNnY2try+PHj3nw4AFxcXFMnTqVffv2UVdXx6JFi3BwcBADxnK5fNRoV0NDQ2zbto0JEyagqqrKW2+9xY4dOzhx4gRHjhwhMzOT8vJywRwfQQsXFxeLoabHjx8jk8lQVVWlsLCQuro6JBIJ7e3tNDQ04OHhwfz58zE1NaWmpoYJEyZQV1dHQkIC6urqLF26FCcnJ6ysrFBQUCA7O5vs7GxmzpxJeXk5CQkJNDY2MmfOHNTV1Tlw4ABpaWmCotDV1UV+fr4gT43GGhlgNDY2ZuzYsURERKCuro6Pjw8BAQG4u7sDCJvzb7/9RldXF3PnzmV4eJgXXniBCxcucO3aNRoaGgQJ6/3332fevHl0dnbS1tZGd3c3ysrKtLa2CjtraGgoAQEBVFVVCUTq9OnTmT17Nm1tbRw/fpy2tjaCgoIwMzPjypUr1NfX8+TJE2bPni2iMlOnTkVDQ4MHDx4wYcKEUdk3gIULF1JUVCTa6yPDuRkZGaxYsYKBgQHs7e1JT0/H2NhYzKgYGxvz0UcfCbfMyEXq3LlzLF26FF9fX1pbW8nOzsbY2Bhvb28UFBTYt28fGhoaNDY2EhYWxurVq/Hz8+PZs2fikDVjxgwiIyNRVlZGTU1NUI6+//57QkJCRBfvzJkzYji9o6OD7u7uUdu34uJiUSkd6eLGxsbi6elJZWUlixcvxtLSkqioKMzMzGhra0NdXZ1ffvlFXPRGhg+1tLSYOXOmoK1ZWFiwY8cOioqKkMvlWFhY0N/fT0REBIqKilhYWPDo0SPRvVu2bBknTpzgjz/+4NatW7S1tXHlyhXa2tpwcnJi9+7dYlDZ19eXzMxM6urq6OjoEM6Z0Vr+/v5IpVJ0dHSwt7fHxsaGiIgIXFxcOHHiBCdOnOCjjz5CRUVF/PmsrKz4z3/+g4WFBfv27UNNTY2mpiaqqqrEbGFtbS1aWlo4OTkRHx+PXC5n6tSpaGpqCkeIgYEBW7ZsEYccmUxGamoqBw8e5J133uHMmTP4+/tjYWFBYWEhR44coaWlhTfffJNff/2Vbdu2ERoailwup6uri3nz5hEXFzcq+7Zw4UKmT5/O0NAQysrKSCQSKisruXjxIjo6OsTExKCvr09bWxvt7e1IpVKWL1/OzZs3GR4extraGldXV3p6emhoaBBI3OjoaIFmHqHX5eTksHHjRlJSUrh48SKhoaHk5OSQlZVFREQEoaGhIrpaXl6Oqakpb775JkVFRSQnJ6OhoYG+vj6RkZGcPHmSoaEhEc0ZGBigqqrqb+P7/+mys7MTTpKhoSG8vLzYv38/586d46OPPhIkzRs3bmBoaEhZWRmGhobicpaenk52djY6OjooKyvT1tbGDz/8wIsvvkh8fDzXr19HV1cXT09PVq1aRUBAADt37sTCwkLEG+Pi4qisrBSY3lOnTjFz5kwRq9TX18fExITAwEDa29upqqoiJyeHzMxMXFxceP78OTdv3mT8+PG0tLSMWuzqzJkzVFdXo6WlhUQiob+/nzlz5mBsbMz27dspKysTUml9fX2srKzo6+sjPj6e3t5e3NzcqKmpobe3F0NDQxITEzl+/DhKSkpcu3aNkpISbt68iZKSElFRURQUFKCjo4OrqyvR0dFkZ2cTEBCAk5MTTk5OaGtro6ury+3bt5k1axbwF8BipJBz9epV5syZw4cffoiqqiqLFy/GxsaG3NzcUQNDAGhoaODs7IxUKqWrqwtDQ0Osra15++23WbJkCUZGRmRmZgr/k4WFBe7u7qSlpbFt2zbc3d25desWlZWVIklx+/Ztzp49y6+//opMJkNJSYlx48ZhaWkpBsZVVVU5efIkp06dwsrKitDQUIaGhtizZw9JSUk4OTlRUFCAhYUFQUFBAkkukUgICwujtLSU7777Dg8PD2bPno2rqytDQ0P/9fv+R5ePkVb/CPLtf22exMbG8ueff4q/1tLS+n99vRHkZUFBAenp6QwMDLB69WoOHTrE9evXWbJkCdnZ2RQXF2NlZSUOeP7+/uzatQuA+vp6mpqaBCZ2hAzR3t7O6dOnGTdunEC6amlp8cILL2Bubi5wnLq6uuLLMMJEB1BSUhJ+hfDwcDo6Omhubsbf35+9e/fS398vYkwymYwzZ86IiMy/vcaNGyc6MiPzMgcPHqStrQ13d3daW1vJy8vD1taWyMhITExMUFVV5cCBA1hZWVFfXy9masrLy9m6dSv9/f18++236Onp0draKhwJV69excnJiT179vD2229TVFREYmIi8+bNo7u7m2PHjmFtbc2cOXMEAtbNzY2CggIaGxvJzc1lyZIldHR0oKysTGJiIjdu3MDKygpdXV3S09NZs2bNqOzbSBsxMDBQuDzGjBkj6EwjA60j1tlTp04xadIkvL29GRwcpLq6GltbWyoqKnjw4AHh4eEkJCTQ29tLS0sLN27cwN/fX8gAExMTMTU15cGDB6SkpODu7o6/vz+qqqpcvHiRuXPnMnfuXB4+fIivry/Nzc1cvHgRTU1N5s+fL5jkXl5e/Pzzz9y7dw9FRUX6+/upqqriypUreHp6jsreNTc3Y2lpyalTp6isrOTdd99FU1OTtrY26urq0NPT4/Lly2hrazNt2jTy8vK4du0akyZN4saNG8TGxqKpqYmPjw9jxozh9ddfx9zcnFu3buHj44OdnR0hISEYGBgQHR1NWloavb29vPDCC2RnZ/PHH38IbOOIBfnjjz8WdCIfHx8uX75MTk4O4eHhWFlZkZWVRXJysrAw29rasmrVKrS1tUdlz0ZWX18fAwMDqKqqoqamJkhJcXFxfPnllyxYsICWlhbh8TA1NSUrK4vBwUFcXV0ZO3Ys/f39DA0N4eTkxM2bN1m1ahWbNm3CwsICS0tL7Ozs6O3t5dSpUyxevBhtbW0aGxsZN24cY8eOFcST+vp6dHR0BCBi3LhxAhBgYGDA1atXkUgkoutRW1tLV1cXCgoKVFRUjNqeubm5ERcXJ6rCIwOSI7ntWbNmYWxsTGZmJg0NDeJ7tXv3bj7//HO8vLxwcnKirKyMuLg4IWB8/vw5FRUV3LlzRwxE9/X1YWhoSH5+PkFBQaLgMlI19PPz486dO9jZ2ZGamoq6ujrPnj3D2dlZ4MTz8/NJSEhg4sSJXL9+HWdnZ9ra2rh8+bIQd43GGjG8j1zoHz9+zODgIFFRUSQmJmJhYUFtbS2enp7ic1ZaWoqOjg6pqalYWlqipKRER0eHKDAAzJs3j7t37zJ79my0tbXR0dFh+fLl2NjY4OTkxMqVK+nu7iY7O5uenh76+/sxNTVl7dq1LFiwgAsXLtDZ2Ymqqiq1tbVoamqyaNEigcYPDg4Wh8YR58ysWbMwMDAYlX3r7u7m4sWL5OTkiBjpli1bOHnyJFevXmXs2LEoKSmRm5uLj48Pr732Gg0NDVRXV+Pq6oqZmRmDg4NYWFiIqGB8fDzW1tbY29tz4sQJpFIpnp6eREREoKqqSlVVFaWlpejp6TF+/Hjc3d2Ji4ujqqqK3t5e1NXVxbxqX1+fQKZqaWlx8eJF5s+fT3R0NNOmTRPC5ZHfWJlMNmqXj8ePH2Nvb4+BgQGVlZUUFhairq5Oeno6L730Eo8ePcLe3l6csUY6I/7+/sBfYAtPT09B5Gtvb+fKlSssX76ciooKFi9eLMSpampqSKVSpk2bRnFxMV9//TUqKioYGBiIrp5UKiUoKIja2lr27t2Lra0tVlZWpKWlkZaWho2NDba2tgJPrKOjQ2FhISkpKaP6bMjNzcXb25vIyEhRvL58+TIlJSVkZWXh4OAgBLHNzc0i8gnQ2NhIV1cXfX19uLm5oaamxtWrV1mzZo3wuv2vlNfS0lKmTp2Kp6cnmzdvFlTNpqYmWltbCQoKQlVVldu3bwuJZktLC6mpqfT19SGXy9HR0cHOzk4UPquqqoiJiRH+t/Xr1/9X7/sfXT7eeOMNHj9+jLGxMUpK//dLDA8P/yM+cmFhIW5ublhbW9PX1ycQsfPmzSMmJgYnJyfu3r0rpHRFRUUUFRUxZcoU/Pz8yMnJwcTERAiJIiMjBenAz8+Pzs5O1NTU0NXVFS2t5ORk7OzsyM/Pp7u7Wxy229rahF9g1qxZlJaWoqysTEhICJqamsLC/fz5c8aMGUNRURGWlpYMDQ1RV1eHl5cXmZmZzJw5859s7d9aSkpKos06gtu8c+cO/f39ogLY0dFBf38/XV1dYqjZ19eX9vZ2FBUVhZ19BB08btw45HI5a9euxcjIiCdPnhAfH09ZWRnm5uaYmJhgYGCAtra2EPrY2NjQ29tLVlYWY8eOJSEhQSDgRiocBgYG4gHf399PVlYWdXV1KCoq4uTkRFhYGLa2tv/6nsFfl+eR96yhoUF9fT0PHz7E1taW9PR0lJWV0dXVpbW1VSCWx4wZw6VLl1ixYgVSqZSGhgZ0dHTQ19cnKSmJ5uZmNDU1uX//Pu7u7oKv7eLiQnd3N3Z2dsTGxlJUVCT8KdnZ2VRUVNDb20tHRweAuCA/fPiQ1tZWIayKi4vDy8sLMzMzlJWVyc/PJzs7Gysrq1GlD0kkEuLj42lqakJNTU1U2H/44QfGjRtHR0cHycnJyOVyWlpaaGtrEyz15uZmWlpaBNbaxMQERUVFnj59SktLCyoqKujo6NDW1kZ5ebl4wD99+pRp06bx+PFjtLW1efjwIcPDw9TX12NoaChiJYaGhlRXV9PX10dPTw+VlZX09fUREhLC48ePWb16tcBjGxoainbyaKzp06eLB4e2tjaWlpbMmjWL+vp6xo4dKwZsR+zSI/z++fPno6CgQH9/Pw4ODlRUVAg6WEZGBvfv3+f58+cYGxsLHK5cLqe3t5fy8nKmTZtGfX09Pj4+wnpdX18vENI9PT3o6ekJpK5UKuXIkSNUVVXR3t7OvHnzqKiowMjISAyJjhZQA/76jfP19aWwsJCmpiYcHBy4deuWMIsnJCQQGxsrviuOjo4YGRnh5+eHXC4XWWp1dXWMjIzEHFVtbS1NTU0UFBSgoqKCiYkJysrKQsz35MkTZs6cSVZWFtnZ2ejr66Ompsb48eNpb2//3zp+CgoKjB8/XiC4R0RmI16Zzs5Oent7RUd5NFZmZiaampqoq6ujqamJrq4u3d3domtZU1NDcXExysrKKCgo0NPTw8OHD9HR0SEgIAA3NzcMDAwoKCggPz8fb29vxo8fj5eXl5CftbW1MTAwIDL3I11FU1NTxo4dKw7PIx4oPT09cdFRVlbG3t4eV1dXdHR0mDVrFsnJyWLQ/969e7S1taGgoEBWVtaooU/7+/sxNjYmLCwMLS0t4uLiGD9+PD4+PuTm5pKQkEBoaCiqqqrIZDLa2trQ09NjzJgxlJSUoK2tjYKCAuXl5dTU1IgobVlZGZ6ennR0dFBfX4+SkhJqamq4u7tjZ2cnDofa2tq4uLhgb28vPvN1dXWoq6szNDREQEAAGhoaDA0NCddTRkYGlZWVODs7iwO/v78/zs7OXLhwYVTOIgAODg7Cj6WqqoqSkpIobLS2tuLo6ChM2zU1NcTFxXHr1i1cXV1F4Wqku9va2kptbS2JiYnIZDIUFBSwt7fHzMyMxsZGhoaGWLBggbjAjBkzhrS0NJKSkjA2NhYUu5FC9OHDhwkKCqKyspKcnBzc3d3p7++noaGBgYEB0SGsq6sjLy+P0NDQUdkzAH19fQEMsra2Bv5yf4yMDsycOVMkA0bOmCPC7OTkZGGwV1FRoaysTJwHpFIpXl5edHd3U1paSk1NDc+ePcPf3184806cOEFPTw+6uroMDQ2RnZ1NXl4e8+fPx9bWluTkZAoKCtDW1sbExIQJEyagrKxMcnKy8ADp6+ujp6cnyH7/7fpHEOjk5GT+/PNP4uLiePDggfjfw4cP2b59+99+vZ6eHpqamrC2tmbWrFmMGTOG2NhYHBwcCAgIQEdHB5lMJqI6aWlpREdHU1payrRp09DW1sbc3FzkM0ciVPX19aipqWFlZYWRkRF9fX3CMJySkiKGeoeGhsjJyeHu3buC2GRqaoqCggI1NTVoamri6uqKl5cX1tbWVFRUUFZWhqOjI319fZiZmYkohZ+fnxiM/7dXU1MT7u7uWFtbCz71SEWkpaUFCwsLpk+fjoeHB4ODg0I24+Pjw6xZs3B2dqajo0NcQkZkg2pqakRERNDQ0EBGRgYtLS1YW1ujra2Nr68vWlpauLq6ioiIjo4OUVFRaGpqcvv2bb7//nvu3bvHuXPniI+PFzZqVVVVjIyMePz4MdbW1kyYMIHw8HD8/PwICwsbtaqgpqYmCgoK4rYvkUhIT09n7Nix2NvbU1JSgr6+PvX19Tx9+hRFRUU6Ozs5d+4cvb29DA0NUVtbi6WlJSEhIdy+fVsMpzc0NBAaGip+2Dw9PRk7dixBQUEMDQ1haWkJ/MXhz87Oxt3dHUNDQ6Kjo2loaEBJSQltbW1sbGwwMDAgJyeHvLw8bt68yYMHDzAyMhLVSgBjY+NRHY4byalqaGhgaGhIXV2dsBwHBgZSW1uLuro61dXV3Lt3j5KSEszMzGhtbcXd3Z1Zs2axfPlyIiMj0dDQENnSzs5OcTCur69nYGBAGIQXLFggunuhoaHU1NTwxx9/UFZWxtSpU3ny5Al5eXlkZmby/PlzlJSUsLW1FS4VMzMztLW1CQ0NZfny5bi7u9PY2DhqQ6zwl9iys7NTkOfKy8vx8fGht7eXqVOn4uTkRHl5OYODgzg6OqKnpyfQyosXL8bPz088IP7X1/n1118JCQnBysqKrq4uqqqqaGtrQ1dXl0uXLhEbG4uamhrFxcXiMzci12poaBAXNalUKnwPf/75p8CZDw8Pi3hScHAw4eHheHl5jdq+VVZWit/WhoYGtLW1SUxMFNG92tpaMjIyUFVVJTAwEGNjYxQUFJg8eTL19fWUlJSQn59PW1sbRkZG2NnZYWRkJLDFHh4eKCgoUF1djVQqpaioiNraWu7duyf8OhYWFqirq9Pd3c2rr76KmZkZGhoaKCsr09zcTEVFBfX19airq7Ns2TKioqLIy8tj6tSpKCkpiehwf3//qDlSioqKaGhoEOmEoKAgJk+eTG5uLs7OznR2dlJVVcXTp09JSkqio6ODwsJCLCwscHFxYXBwkKamJoqLi8nOzqalpYVp06YJOl1ZWRnt7e3I5XIKCgo4ePAgJSUlPHr0CENDQyZMmEBwcDCKiooUFxfj6OjI1atXmTlzpvC2jMz7paenM3HiRO7du8fAwAA5OTmkp6eLDklsbKwozvzbayTy+tJLLxEQECBIV3p6elhbW5OdnY2uri6RkZF4enpSVlZGY2MjVVVVFBYW0tLSQm9vL83NzRQUFJCVlSUG54eGhnB0dBReMvhLMzBiUZfJZDQ0NNDU1IS+vj4RERFUVlYSHR1NT08PZ86c4enTpxQWFlJSUkJ7ezvKysqcOXNG2MRzcnLIz8+nsrJSIH1Ha02bNg19fX2GhoZwdXVl7ty5yOVyEZMdiUI5OzsTHByMqqoqWVlZ6OjoYGxsLLqNUqmU+Ph4srKyMDExobKyEjc3NyFmNDc3R11dnYiICBQUFJg4caIgI169epWsrCwAIR80MTHBx8dH/EbW19djZWWFqakpeXl5lJaWkpiYiFQqRVdXF3d391F9Noy4YRISEgTBrL+/nyVLltDY2IizszO1tbXExMRQUFAgMPWamppUV1cjk8lE8Ukmk6Grq0tBQYHw1Izsr62trYAIXbp0CTU1NfLz80V3rbm5mcuXL3P27FkWLVpEb28vJSUlQh7p6OiIi4sLhoaGouienZ2Nuro6vr6+BAQE/K1nwz/qfAQGBv4fc7//5JatpaUlpEYjmTUzMzNOnjyJpqYmv//+O1VVVfT09GBsbExAQADp6emUlJSgpqaGqqoq5eXlBAQEMH/+fFpbW6mvrycjI4OkpCQcHBxwcHCgsLCQx48fs3jxYlatWoWXlxczZsygpKSElJQUMeyzdetWgoODiYmJEdKj7u5u/Pz82Lx5M99++y1vvfUWb7/9NocOHUIikdDV1cXQ0BDHjx8fNUa0kpISDg4ONDY2IpFIWLBgAdOmTWP//v2MGTMGPT09wXLX1tZmYGCAyspKjh49yh9//CHcKOnp6bS2thIVFUVxcTGRkZFcu3aNhIQEEdcoLy9HXV2dY8eOYWNjg0wmY8WKFZSVlVFQUEBgYCCOjo5ER0fT3NzMxo0bqauro6ysjNu3b2NgYIChoSEDAwOcOnWKU6dOiezlSB7e399/VCpc5ubmFBYW0tPTg4WFBXp6ekyfPp2EhATeffddvv/+exFj0tbWpqCggLVr12JiYiLiZu7u7ri5uSGTybCyssLc3JzAwEAWLFjAxYsX8fT0xNbWlqGhIXEZKSoqoq+vj/z8fGQyGR4eHiJneejQIXR0dIRjxNHRUQzMtbW1sXHjRi5duoSuri6NjY0MDw+LAera2tp/fc9GVmxsLHPnzuX+/ft0dnayatUqJBIJX331Fe3t7XR0dLBo0SJh9B4hd7366qtIpVLCwsKQSCSkpaWJi4lcLufixYs4OTnR2dnJ7NmzmTp1KlVVVRQXF/Phhx9y9uxZYRjW1dXF1NRUDFFLJBLs7e05efIkCxYsYMyYMeJy0dTURFZWFq6urjx58oSxY8eip6dHQ0MDDQ0NoxZJSEhIoLS0VAiuRoRaCxYsID4+Hg0NDYqLiykvL0dJSQljY2PeeOMNsrOzuXz5MqGhochkMmxsbDAzMxPxscHBQSZMmMDjx48pKirCzMwMGxsbbt68KSpdV69eZffu3Zibm7NkyRLU1NTYvHkzDx8+RFdXl6dPn2JkZCS6Kg4ODqxbt44jR47w/fffY2dnR0dHh6jwzp07d1T2DP7yQNy4cQNzc3MMDAxITU0VUc3r169jbGwsLiJ9fX2UlZXR3d0tyDr19fWEhYXh5uaGnZ0dPT09+Pr6snr1ahQUFFi5ciWWlpZUVVVx/fp1Ojo6hBhtxCkllUoZHBwUl+jQ0FDRMdfX16eqqoqjR49ibGzM6tWrWbRokSjoPHr0CLlcjpOTE6mpqX+rMvj/ZUVGRnL27FkePnwooqQj3Wx3d3ccHByoqqpCW1sbBwcHIaKcMGECmzZtEuCX4eFhWltbuXv3LpGRkZw+fVpcPmbMmMGkSZPo6Ojg+PHjFBcXCyR0Z2cn9vb26Orq0t7ejpKSErt372b58uXI5XJcXV1pbm7mzp079PX10dnZSW1tLXfv3uXEiRPo6emRn5/PtWvXsLKyGjW8c3FxMSUlJaioqKCnp4e3tzdSqZSEhAQ8PT1xc3Pj9OnTLFy4kA8++ICOjg4ePXrEG2+8wb59+/Dx8RHzKSMzcTU1NfT19SGTyVi4cCEPHjxgcHAQFxcXiouLMTQ05M8//8TPzw91dXURaffz86O6upqBgQE++OADnj59SlpaGnV1ddja2tLW1saOHTtQU1Pju+++46effmLcuHFIpVKuXLmCsbHxqPoq7O3tOX36NIODg8ydO5ewsDDy8/P55ptv8Pf3p6ysDBsbGyFbnTlzpiCMzp8/X/grpFIpbW1tODg44O3tTXBwMEVFRZSVlaGrqyuKEXl5eZiamjJmzBjGjRuHjo6OuNypq6uLZ/j9+/eJiIjAzs4OExMT7t+/z969e1m7di2dnZ1iJq63t5eFCxeydevWUX2mnj9/HiMjI/Lz8+ns7GTlypWYmpoyefJkTpw4gbu7O6dOnaKoqAgLCwvu379Pdna2kBHn5uZiaGhIaGgoXl5e3Lx5k6ioKIaGhjh16pQotvj7+zNt2jSBijY2NuaTTz4RzqS8vDz6+/txc3Oju7ubL7/8kuHhYaZPn05QUBBNTU1cvHiR3t5eJk6cSH9/P9nZ2fT19VFbW4uVlZWYrflv1j+6fGzdupXjx4+zbt26/+3vy+VyTp06xauvvvq3Xs/LywsNDQ1aWlqIjo5GT0+PH374QQxKj1SZRn7Yk5OTcXZ25rPPPiMuLg5/f396enqE3Kyqqopx48axceNGXnnlFVRUVFBWVubmzZsMDQ2xaNEihoeH+eWXXygpKeHNN98UFKOamhree+89Pv74Y5SUlFi+fDnl5eWkpaVhbGzMlClTmDdvHufPnxdm9mfPnjEwMCCU9FOnTv0n2/q319mzZ0UEzcXFhS+//JLCwkLCw8OZMWMGV69e5enTp4SFheHv7y+iQl5eXty/f58nT54wYcIEVq5ciba2NidPnuT1118XDPeNGzeira1NbW0tPT093Lx5k0OHDonLi7W1tSBT6OnpceLECd544w10dHR48uQJDQ0NLFu2jKCgIP744w8hFVJSUiIrK4uOjg5iYmIoLCzkxIkTFBcXj8q+ZWdnk5SURGBgoJj3MTIyEvjgw4cP8+DBA2FE1dTUJD8/n+nTp9Pd3U1OTg5z585lzJgxFBYWEhQURGdnJ1u3biU5OZn6+npycnKYNm0aq1atYmhoiIMHD/LDDz/g5uZGWFgYjo6OtLW1cezYMXJycjh+/Dg//PADAQEBBAcH4+TkJOaTli5dSnNzM8uXL+f+/fvMnj0bIyMjSktLqaur45NPPhm1HL63tzdnz57Fw8NDmItfeukl9uzZg4+PDyEhIcyZM4euri7s7OyIiooiNTWVV199laysLGbPns2mTZvo7OzkzJkzyOVyvvvuO7744gv8/Pzo6upCW1tbYFS9vb2xsLDg559/Zvny5YIZ7+bmxqpVq8jJycHX1xeZTMb06dNpa2vj4cOHZGVl4ezsTF5eHrt37+bhw4e8/PLLqKmpkZWVRWpqKm1tbbz88sujsm8jldEFCxagpqYmDqEjh+De3l62b99Ofn4+mZmZTJw4UXwOdXV1MTAw4NatW2hra2Nra8u1a9e4ceMGn376KQ8fPmTVqlUkJCSgra1NQEAABw4cQFlZGUdHR/bu3cv06dPR1dWlo6MDuVzO/Pnzxe+ltbU1nZ2dTJo0iYiICH7++WeOHDkiuiwj/72trKx4+vQpFy5c4N133x2VfTM0NKSrqwupVCq6gVlZWZSVlbFy5Uq+//57rl+/LrwSenp6SCQS3n33XU6cOEFbWxuenp5YWlqSnJxMeXk527dvJyUlhT/++IOYmBh0dHSIjIwUZEUDAwPS0tKYM2cO+/fvZ+bMmejo6LBq1Srs7e0ZGBhgw4YNJCQkCAKXvb09/v7+uLi4COnXiEsjOzubhIQEITEcrX1TU1NjwoQJohsul8sJCwsjMTFRxH7KysqwtbVly5YtTJ48mdOnT7N79266u7t5+vQpXl5eLFiwgLt372JqakpOTo7ANGtqajI8PIy+vr6Qx61du5bPP/+czZs3Y2BggEwmo6+vj+3bt6OoqMjjx4+Bv+afpk+fLmiVPT09Qjzo7++PgYEB/v7+mJiYsG3bNlpbW0cF7zx27FgGBwdRV1cnNzeXR48eMXfuXK5du8Yvv/zC/PnzmTFjBh4eHpSUlNDZ2cmsWbNwcXEhPj5eFNd0dXVZvnw5R48eFQW1l19+mRUrVrB582ZkMhmFhYV4e3vT3NwsABOdnZ0CjmBsbMzEiRNxc3OjsrKSCRMmiLPOkydPuHfvHg4ODgQHB3Pw4EEKCgoYHByktbWV7u5uenp6iImJGbXYlampKS+88AJFRUWoqakxODjImDFjMDU15dKlS7S1tZGVlUVfXx+9vb04Ozuzfft2srKyqK+vZ/z48dy/f59bt25RVFREZWUl+vr6fPrpp8KdpaioyN27d8W825UrVwTSvba2FltbW7q6unjvvfeYPXs2Cxcu5PPPP+fMmTOYmJjQ2dkphtpTU1PZunWriEY6Ojqir69PZ2cnWVlZBAcHj8q+jR8/XkiOra2tqaqqYtu2bYwZMwZra2vU1dWJjIzEyMiIrKwsQSvcs2cPJ0+eZP/+/fT396OmpoaLiwurVq0SZ949e/YQERHBjh07SEpKwtnZmTVr1nDkyBFycnL44IMPRDcvODiYsWPH4ubmxoULF1i/fj1RUVHk5uZy9epVysrKSEpKore3FxUVFdrb23FwcCAmJoY//vgDfX19Xnrppf/ayfOPLh9tbW2cPHmSPXv2/I///O9ePkJDQwkMDKSwsBBAEGC0tLTo7e1l+vTpdHV1oaamRlxcHGfOnOHkyZMEBgZSUFCAjY0NkydPRi6Xc+PGDfbt20dWVhZPnz6lu7ub9evXi0jGSOt73rx5rF69GhsbG37++WfS0tKwt7dn5cqVvP7660K+UlNTQ0VFBebm5nh6eqKoqIihoSHbt29n9+7dwF9Vpvr6esrLy2lububQoUNs3Ljxn2zt31p2dnacPn2atWvX4urqyvbt21m4cCH3799HKpWKGFh3dzeXLl3i+fPn9PX18fLLLxMREcHSpUsF293X15fPPvuM9evXM3PmTF5++WX6+vr4448/RNu7oqKCr776ioqKCpYsWcLhw4eprKwUkQSJRIKlpSW7du3igw8+YGhoiOHhYTo7O9HS0uLIkSM4OTnx5MkTfvvtN+Lj48nLy6OpqYkHDx6wePHiUbmAfPTRR9ja2lJVVcWxY8fYu3cvK1asEDjITZs28cILL6CoqMj9+/epqKhgzZo1WFlZsXDhQiwtLZFKpWRmZqKrq4uCgoIYxIyOjubHH3+kvb2d6upqHj58SEZGBvPmzePs2bPi4W1oaIiFhQWLFi0SqNlJkyZhZ2eHXC4nLi6OsrIympubuXv3Lg8fPhQW4aGhIfr7+/H09CQoKOhfQwH+T2t4eJiZM2cSFxdHUVERgYGB/P777yxevJj09HQWLVrE3bt3yc7OFjnQEdnRrVu3+O6770hOTubixYsYGxtz8OBBTpw4wdKlS5k4cSKHDh1CJpOhoqKCtbU106ZN45133uHw4cPI5XIaGhro7OzE1NSUwMBAHj9+jFQqRSqVsmHDBo4cOUJkZCSfffYZ165do6ysjG+++Ybo6GjmzZuHRCLhlVde4eTJkzx79mzU9u3111+nq6sLAwMDMWtiamrKJ598Igov3333HZGRkezevZu+vj6uXbvGhAkTmDZtGm1tbcBfDiWJRMKsWbM4e/YsK1asoK2tTfxWjmR+R4SML7/8MgcOHODmzZtizklfX5933nkHY2NjzMzMWL9+PYGBgTx8+JDLly9ja2vLuHHjCA4OprGxkQMHDrBjxw6uXbuGr6/vqFHpAK5evcqWLVtoamri6dOntLW1kZycTFhYGBEREezatYv09HRCQkKws7Pj1VdfZWBgAAMDA1xcXNi7dy9yuRwFBQWcnZ2JjY1l/vz5fPHFF2RkZPD1119TVVUlZuNUVVUJCwvDw8MDPT093nrrLRFnWbRoEePGjaO6upojR47g4ODA8uXLSU9PZ//+/ejq6nL48GESExMJCgpiyZIlFBQUMHXqVMaMGUNKSoo4YP/bS09Pj1dffZWUlBThzGlqasLe3p6oqCh+/vlnJkyYIAZWExIS2Lp1K5WVlcJFNHPmTKRSKR9//DFubm789NNPqKioCE/FunXrMDExIT09nXHjxrFz507WrFnDpEmTePPNN+nr68PV1RUtLS1WrFhBRUWFoCceO3aMlpYWQkNDMTIyYmhoiI6ODn788UfWrFlDY2MjWlpazJ07V5wLRmONRGBaW1txdnZmw4YNXL58md7eXhQVFWlqamL//v288MILolr/+++/i+7M4OAg//nPf4Ss8d133+Wrr76iurpaDPO3trair69PU1MTN2/eZPPmzZw5c4avvvqKgoICWltbRdekpKQECwsLjhw5QmhoKPv37xezTNXV1axcuZIrV67w448/4uXlxYQJE3j06BHfffcdOTk5zJgxY9T2rr6+XsSAc3Nz+fjjj5HJZKipqTFu3Di2bNnClStXaGpqwtnZGV1dXezt7cnNzSU4OJjTp0+TmJiIi4sLmzdvJiYmhpSUFAwMDNi2bRvfffcdhw4dIi0tjXHjxpGSksIXX3zBL7/8wsWLF5kyZQpKSkoUFRVRV1fHtGnT0NXV5csvvyQzMxM1NTVBcTMwMOCDDz5g2bJlvPbaa1hYWHDp0iW+//57tLW1mTlz5qhdPtTV1Rk7diwZGRl0dXXh5eXFypUr0dDQ4I033mDlypUMDw8zPDyMoqIiXl5e+Pr6CojEhAkTyMnJ4fvvvxfzpCkpKaK7vWnTJjFjVV1dzc2bN4Xw98GDB2JEoa+vD3Nzc9avX8+kSZN4+eWXef78OcnJyZSUlGBnZ8exY8c4dOgQK1euZMKECRw+fBg/Pz+UlJTo6+vj0KFD/+7lY+vWrbi6urJu3To0NDQEdre3t5cbN2787dd78OCBaG9bWFigqanJTz/9xOuvv86vv/6Km5sbUVFRlJWVcenSJVJSUvDy8kIikfDjjz/yxhtviMxyZmYmdnZ2fP/99zx69Ag/Pz8WLFjA2rVrCQkJEVbMffv28ccff7Bhwwbu3bsnhmV//PFHioqKuHbtGhcvXhSiptraWo4fP86kSZN4/fXXOXr0KK2trXz22Wc4OzszYcIEDA0N2bVr13897f//dS1ZsgRNTU10dHTIzMzk8ePHREREcPDgQUpLSwkICKCmpoa0tDTMzc2ZOXMmn332GcePH8fY2JgXXniBhoYG4UN48cUXefToEUePHuXRo0d89dVXTJ8+nTVr1giUqpWVFXl5eaSlpREYGMiuXbtob2/nP//5D1paWqioqPDWW28xNDTE7NmzRYVbQUGBqKgorl27xqZNm/D29mbmzJlMmzaN8vJyKioqePjwoRi4+jdXXV2dkAw2NDQIX8cvv/zC5MmTMTY2RlVVlezsbAoKCnB1deX48eNYWVkxc+ZMjI2NBdWjra0NZ2dn5HI5169fp6Kigv379zN79mxhTZ07dy6pqamEhIRw+vRp8vLyBH53165dLFiwAEVFRW7cuEF0dDQmJiaiUq6rq8vixYuFMM7c3Jzz58+Tm5srRH7Xrl3jhRde+Nf3DRCUNFVVVQICApg5c6agYuzdu5ezZ8+SlJSEu7s7U6ZMwcnJiVdeeYU33niD+fPns3nzZoyMjFBUVERdXV34PkpKSoRNtaGhARcXF7777jtefPFF+vr6MDY25vTp03z99dfMmDGDpKQkQQqLjo4WkYYDBw6QnZ3NokWLmDlzJnfu3BEP4pFc6+HDh7l79y6TJ08eNSy2gYEB3t7emJubo6+vj0Qi4aOPPhJd1l27drFq1SqSk5PZt28fK1euZPLkySxevJiQkBD09PRobm4Wl7LCwkKcnJzEpTU3N1e039XV1enq6iIqKooPPviA1157jejoaNasWUNUVBSxsbGUl5fz1Vdfcfz4caZOnUpqaiozZ85k5cqV7Nq1i+DgYAoLC/npp58IDQ1l7NixFBUVCVrdaK358+cTGhqKkpISs2bNElb7CRMmcOHCBeEWcHJyorS0lBdffJGZM2dSVFQkoBgKCgqoqKiIC9y5c+d49913mTVrFq6ursTExNDd3c2cOXNwc3PjtddeIzc3l4cPH6Kvr4+2tjYGBgbU19czPDxMbGwsL7zwArGxsSgqKvL666/z0Ucf0d7ezoYNG8jKyuLTTz9FX18fW1tbWltbKS4uZu7cuSQmJo7KvpWXl/POO++Qnp7O4sWLCQoKEt+rOXPmMDg4yG+//SYio/Hx8Rw9ehRlZWUCAwP56KOPsLGxIT4+noCAACZNmoSHhwcLFizg2LFjAgseGRmJt7c3d+7cYd26dcTGxhIXF4eKigoZGRk0NzczceJETpw4wY0bN2hvbyc0NJT6+nphAR9xYvyvkJcDBw5gaGjIokWLMDY2HjU543fffcfTp0+xs7MT9nplZWX2798vEMGff/454eHhdHd3o6GhQWJiIm+88QZ37twRUTaZTIajoyPu7u5s3boVqVTKw4cPkUqlhIeH4+LiQmJiIvX19Xz99de0tbVx8OBBjh49KoSkJSUlQtZ48+ZNFi9ezJkzZ2hoaBAFMYlEgq+vLz/99BOenp48efIEDw8PoqOjKSgo4Msvv/w/Fon//72Sk5Pp6uoiLS0NVVVVXnzxRWHOPn36NO+88w6PHj3C2tpawH6UlJTYvHkzCQkJnD9/nsHBQeLj47l69SpeXl7s3buXd999l+rqakFcCgkJYeLEidy8eZOHDx/y/PlzoqOjOXHihJjBbWxsZMaMGezduxd/f3/WrVvHvXv3yMrKIiYmhoqKClRUVKiqqqKxsVF0KxcvXixoY6O1NDU1cXZ2ZsyYMSQlJfHw4UPWrl0rZrauXr2KoaEhp0+f5vr16wwMDLBkyRKRQFJXV+f999+ns7OT8+fP4+HhQUtLCxEREXz88cfs27ePxMREnJycxMUgNTUVY2Nj4C/C27p165gwYYLAji9cuJDZs2fj4ODArFmziIiIoLGxkaNHjxIVFUVrayu3bt1CJpORnJyMkZGRcMj19vb+V+/7H10+lJWVBX/+/3f9k8rOrFmz2LdvH62trWhra9Pc3Ex5eTmPHz9m+/btREREcOXKFXR1ddmwYQOzZ8/G0dGRxsZG3N3duXfvHnZ2dowfPx5zc3PS0tLo6+vj4MGDvP7663z++ecMDQ3R3NzMf/7zHxQUFDhw4ADr1q3j22+/FcOBc+bM4YcffqC8vJy+vj7mz59Pb2+vcF8YGBjg6enJzp07xUPkq6++4sSJExQUFDB+/HhkMhlVVVX/ZFv/9jI2Nqa0tFS012fMmEFgYCA5OTkC6WplZcX169epqakhIiKCvLw8lixZQnt7O8eOHePw4cM0NjZSXFzMxIkTqa+vZ2hoiNTUVLZs2UJ9fT23b9/m+fPneHh4kJeXx+bNm1m2bBm7du1iy5YtODk58cYbb9Dd3c2uXbvEBzAwMJCUlBTKysrEcFdUVBTp6ekcPHhQVIDr6+sZN27cqOwZ/IWn8/Pzo6Ojg8HBQaytrQUK09fXFxUVFUpLS+nq6mLy5MkEBwfz8ccfM3bsWGprazl9+jQNDQ1YWVkxZswYFixYgKqqqrg4TJ8+HU1NTUGKMDAwwM3NjaqqKnbv3s3bb78tKkQODg6cOHGCgIAAYmJiWLBgAeHh4SgpKdHe3k57ezs//fQTn376KbW1tWhoaDBv3jyWLl1KQUEB+/btY9q0aaO2dwcOHGDcuHGCrNTX18cnn3zCb7/9RltbmyBgjWTNV65cSUxMDObm5pibm7Nq1SpcXFxITk6mqKgIJycnamtrCQgIIDY2lhs3bjBr1ix6e3u5du0aFhYWXLhwgfnz54tBWGNjYyIiImhububHH3/Ezs6OhQsX8tprr1FSUkJVVRUymYz6+npu3rxJc3MzmzZtYsaMGQQHBzMwMEBbWxuurq6jtm/FxcXMnz9f+Cj8/f1Zs2YNysrK2NraClOvi4uLcEUoKSmxf/9+6urq+P7772ltbaWpqQl1dXV2795Neno6s2fPJiYmhszMTPr6+rC0tKS1tVVAMwIDAzExMQH+wiQ3NTXR1tZGbm4uy5cv55tvvhEEla6uLhobG1mwYAEff/wxw8PDDA0N8e6776KgoCBmkUYrcgUQHx/P8+fPRXEoJyeHbdu2UVJSwldffUVlZSXZ2dn/G5L4999/FwjcZcuWoauri0QiYXBwkI6ODpYsWcKGDRuYOnUqO3fuREtLi8TERLKyspg6dSqRkZHo6enx3nvvUVVVRWJiIrm5ufT29qKtrc3q1auZOnUqV69e5eTJk8jlcnx8fLhx4wZubm48f/6clpYWHBwcWLp0Kbq6umRlZZGQkDBqleiqqiokEgnOzs50dXVx8eJFZs2axePHj1myZImo7Jubm2NmZsbw8DBbt24lJCQEdXV1HBwcOHPmDFVVVYSHh+Pu7k5KSgoxMTFs27aNt99+Gzc3N8aPH8/g4CCVlZWcPn2a5uZmFixYIC5sJSUlyGQy3nvvPS5evIihoSGBgYEEBQUxduxYAC5dusSSJUu4cOECcrlciFSzsrL4/vvvcXV1JT4+Xvz7/+YKDQ1FU1OTgYEBQkNDWbx4MdXV1ejp6Qkcrp2dHd3d3URHR3P9+nUkEonA/u/YsYPBwUEUFRXR1NTk5MmTzJo1i19//ZUNGzZw9uxZmpqacHFxwcTEhPb2dmF5H8HD7tq1i7Fjx7Js2TIaGxuxtrZGIpGgoKBAQ0MDz5494+nTp0KcOmXKFC5fvszs2bP/txmj6urqUYO4AGJ2xc3NDXNzc/744w8KCgqQSqV8+umnJCYmsnDhQlxcXBgeHqakpIQXX3yRU6dOsXnzZjIyMjAzM2Pq1KnirNHT0yOoWdevX2fSpEkYGhpSXFzMsmXLqK6u5v79+/T19Qmj98hhvLGxkdjYWH788Ufu3r1LRESEGEK3s7Pj9u3bArYwadIkDAwMGBgYoK6ujrVr147aviUkJPDSSy/R3d1NX1+fEAgWFBRgbm4uik0jl9sR+/jDhw9RV1cnODiYM2fO0NnZiUwmIysri8OHD6Ovr09ubi7p6enU19fT3t5OX18fS5Ys4ciRI+KiVlBQQHFxMSYmJpibm/PWW2/x559/smPHDnx8fDA0NBTqCmtraxQVFTlz5gz5+fm8+uqrODg4EB8fz6VLl0Qy5L9Z/+jysXz5csrKynB2dv5//LO/IxkZWYWFhTQ0NGBhYYGioiIlJSWsXr2anp4eDA0NMTU1xdramo6ODgYGBrC0tCQhIYGNGzcyPDzMmDFjyM7OFtXUkQpXfX09U6dORU9Pj6KiImQyGYqKiiQlJWFgYMDdu3cpKysTrO3i4mJcXFwoKSkRZu6MjAySk5PJzMzE0dGRcePGCcTpiPlWUVFR4AMDAgL+x335N1ZVVRUuLi50dXVx48YNgde8cOEC7u7uJCQk0NHRQUNDA729vRw7dgwlJSUmTZrEzz//jJOTEx0dHXh5eWFubk56ejrvvvsue/fuFZ2ToqIiFBUVefnll+nt7SUoKAipVMrw8LDobEgkEsaMGUNWVhaRkZGUlpbS2Ngo3Bfm5uZIpVKmTJnC9evX2bBhgyDtWFtb4+PjQ3h4OHV1daOyb0+fPmXy5MlYWFgwMDCARCLB0NCQ5uZmzpw5I+y2I1Xk48ePo6qqyt27d4VI0cXFhd7eXsFw7+npwdTUFFtbWxGXqqqqoqCgABcXF86fPy+wssPDw5iamgrggZqaGg0NDXh5ebFw4UKys7PJzc3FyMiI6dOnA1BRUSGiMyN/9hFuf2Vl5ahV8IOCgigvLxd4vxHayMmTJ+nt7WXx4sVMnjyZ2NhYcnJyOHv2LFZWVixYsIB9+/YxdepUHB0dsbCwENlbBwcHYmNjqa6uRlNTUxjAVVRUmDx5Ms3NzcJrkZKSIqJpMpkMa2trqqur+fXXXxkaGuLZs2eYm5szceJEiouL6ezsxMDAgGXLltHS0kJGRob4s1dVVY3aBWTkAqajo4ORkRHm5uaoqakJxOS8efMYGBhAS0uLqqoqUlJSiIqKorm5mdDQUAYGBnj8+DHV1dUYGhry5MkTlJWVmTlzJjKZjI6ODmQyGba2thgaGnL//n0aGxsFFGLmzJkEBQXR29uLXC5n5cqVtLW1kZmZibe3N0lJSQKTOvIAkcvleHh40NfXx/3799HX18fR0ZG7d++OmpPHysqKnJwcLly4gImJCYaGhnz99dcEBwcjlUpxdHSkqKgIe3t7TExMePbsGQ4ODoSEhKCmpkZISIgg/Q0NDWFgYEBPTw/19fUsWLAAXV1dQkJCUFVVFTK9b775BldXVywtLQVYQVtbm56eHnx8fCgqKmLixIn4+/vz+PFjTpw4gb29Pb29vejq6opuzb59+xg3bhzOzs6UlpZSUFCAmpraqAwBP3jwADU1NUEjrKys5NatW5iamgrviLa2NmVlZaioqODp6YmWlhZSqRR9fX16e3uxs7NDT08PTU1NioqKxIxjRUUFb775phg4lUgkGBsb4+fnR1JSEleuXGFwcJC6ujrRdTpw4ADvvvsuqamp1NfX09DQIOTAmZmZXLhwQQgZs7OzxXfe09MTY2Njbty4MSqXjxGJsUwmo6uriwsXLhAZGcnx48epqKhAJpNx5MgRgoODsba2ZuzYsaSkpFBQUEBvby/u7u7o6+szMDAgOoT6+vr09PQQFxcnHCrJycncu3eP+vp6vvnmG5SUlHjrrbewsrLC3t6egIAAlJSUMDIyor29HT8/Py5evIiDgwO2trasXLkSmUxGSUkJV69exdbWlgcPHqCnp4ehoSGPHj3i+vXrhIWF/et7NrJG4rZVVVVMnjyZ+fPnc+jQIRYvXoydnR1nz55FJpNhYGCAs7MzUVFRGBkZcf78eXp7e1m2bBlyuZyBgQGePHlCYmIi6urqtLe34+vrS1FREXfu3GFoaIi2tjaePHnClClTCAwM5NixYzQ1NVFWVkZfXx+ampqEhYWhqqoqun43b97kyZMn6OjoMHPmTBobG4mKiuLOnTsCPDMC6ZDJZEyaNGlU9s3FxUXMramoqBAREYGysjJaWlpcu3ZN4Lvb2tpwcXFh8eLFJCYm4unpyfDwMHl5edTU1KChoUFoaCjvvPMOOjo6YjZ6/fr1pKWlUV5eLoqDOjo6TJ06lR07drBmzRpcXFzQ09NDX18fFRUVJBKJwGVra2uLc72enh7Dw8NMmjSJsWPHoqmpKVQVw8PDnDt3js2bN/9X7/sfXT60tLT46KOP/sdsV0JCAqdPn/5br1dRUcHEiRMxNzcXqvl169Zx+fJl/Pz8iImJEQ6QkcFCCwsLQS4YwduNxGW0tbXFsG5ERARFRUU8f/6coaEhBgYGaG5uRiaTiaFjMzMzDAwM0NTUJCUlhaSkJJYuXcr169eFuKu8vJyBgQG0tbVxdHQkKysLDw8PKioqcHR0xMrKCjMzMyZPnjxqsYSsrCwcHR3p6ekR2MOmpiYhnImNjUUqlSKTyZBIJPT29vLiiy/S399PT08Pzc3NmJubY2xszNDQkGDdDw4OEhYWRl1dnWCtDw8Pi9zgb7/9RmBgIB0dHXh4eAjrpYaGBllZWQQFBfH06VOam5sxMDDA3d2dwMBAxo0bx6FDh0SWfHBwEAUFBfT09PDw8Bi1y0dfXx9JSUm4uLjg5ORESkoKNTU1QqJmZmYmPmNyuVwM/0mlUpKTkxk7diza2tooKiqioqJCYWEhSUlJbN26lbi4OIH7HGFgj7DY58yZg1Qq5dGjRzg4OAhjqZubm8Bh1tbWkpeXR35+PioqKgwMDODr68v169dRUFCgpKSE8PBwGhsbkUqlTJ48edTQzgB+fn5UVVVha2uLrq4uZWVloiJvYmIiKvMj3PGioiJqamoE/m9EOmptbY2Ojg79/f20t7cTFxfH7NmzaWlpYXBwEFVVVYyNjYXANDQ0FDU1NQoLC5HL5ejr66Orq0tYWBhNTU3s2rULGxsbJBKJsAs/evSIJ0+e0N3dzerVqzExMSEuLo76+no8PDxobW0dtcuHi4uL8CiEhIRgbm5Ob28vlpaWeHp6UlpaiqqqKiUlJQwMDLBw4ULy8/MBMDExwcvLCzU1NSorK2lqahKseplMxoQJEygpKaGxsREHBwfc3d3R1NQkISEBiURCamoqbm5uyOVy9PT0cHNzw9bWltOnT2NkZISKigo2Njbo6+sLNKpEIkFNTQ0bGxtsbGzQ0dFBRUVFSBtHa40MYebk5NDb20tvby+ZmZl8+eWXHDp0CF9fXxoaGrCzs0NfXx+ZTMbkyZNpaGjA29tbuCeKi4uprKzEyMiIgIAAcnNz0dXVpa+vD2VlZYEBffToEU5OTri6upKSkoKuri79/f0YGRkRGBhIeno6jY2NXLx4EUdHR4Gd1tXVRS6XM27cOO7du4epqakwXGdmZpKYmIhcLqe0tHRU9q23t5fh4WEcHR2xs7OjoaFBeCdMTU1xcHAgPz8fDQ0NVFRUyMvLE0jr+vp6gV1XVVVFT08PLS0tKisrRXFgxG9UWloq8KcjNDGZTEZ+fj729vY4OzsLZPgIgU0qlVJXV4ebm5sgMiYlJbFy5Up6e3upqqpCXV0de3t7IdYrLy8flX2zsrJiaGgINTU1srOzuXPnDi4uLmRnZwvHywhW3N3dHblcLobTx40bJ3DYxcXFVFRUoKSkJMAmI3HIhIQEUlNTSU1Npb+/n7i4OOzt7Xn06JHw72RnZ5OWliYOeCPR55Eig5OTE7q6uvzxxx+oqqqKbq6xsTH9/f3U1dXh6+srojWjsYaGhgTO1cTEhKGhIdEpjI6OxtPTk/7+foaHhxkYGKCiogI3NzeUlZUZP3489fX1wrtVXFyMkZER1dXVBAQEoKamRkFBAT09PeJyBuDq6srLL79MUlISubm5wuM2ODiIvb09LS0t1NTUUFVVRVJSEhkZGVhbW1NTU8O4ceMExayjowM7OzssLCxoamr6H1M9/9YKDAzkt99+o7i4GE9PT1xdXUlMTCQkJEQIo4eGhuju7kZZWVl0s0bOKrdv3xbdtBF5cm5urohEhYaGYmZmxp07dyguLkZdXR1FRUWcnZ2FH27EJ9bR0SFQ/mlpaeI8OXLJqK+vJz09HScnJ3x9fYXrp6uri4GBgb+FKP5HO5ySkkJxcfH/g1k+NDT0jySDAO7u7igqKlJQUEBFRQXKyspcvXoVV1dXLl++zNtvv42dnR3V1dW0trbi5+dHQUEBLS0t3L17l5CQEHx8fBgaGsLX1xdASE9GzNXq6uqUlJTQ09MjsGWLFi2iubkZBwcH9PX1SUxM5MmTJ0RGRvLrr7+yZ88eXF1dxRCsoqIijo6OHDx4kLfeegtlZWV8fX3R1NREIpHQ1tY2ahKuuro6lJSUcHV1xcHBAS0tLe7evcuYMWMIDw8nNTVVCHmUlJTQ09PjlVde4dy5c4wdOxZlZWUMDAxQV1eno6MDIyMjioqKGDNmDJaWlly4cAF1dXVBurK3t8fe3h5FRUWys7OJjY0lIiKCMWPG0N7eTkNDA+np6axfvx5nZ2dhjFdTU2PKlCn09vZiamoqzLr9/f1UVFRQW1tLUVER5ubmo7JvTk5OPH78GA8PD5ydnYmLiyM9PR0VFRWWLl0qaGg1NTV0dHSwcOFCUlJSUFZWRk1Njfnz51NaWioqFSOoYk1NTZ4+fcrKlSvFvqmoqODk5ISxsTGGhoZERUURHx+PoaEhg4ODJCYm4ujoSEtLC8rKyqSlpTEwMICrqyu9vb0kJydjY2NDTEwMa9asITk5GYCysjKRNR45oI/GamhowMHBgZ6eHvEbkJKSgouLixiCVFJSwsLCAl9fX/r7+6mtraW0tFTQwUYcOeHh4ejo6JCRkYG2tjZOTk5UVFSgqKgoHlw1NTVkZmayYsUKwsPD6evro66ujs7OTsEcHx4exsLCgqioKHp6elBWVqapqUkM6/v6+oqCQnx8PIWFhUgkEuRy+ajt29y5c4mPjxcXXAUFBWpra/Hx8UFFRYX9+/fj5eVFTU0NCgoKLF26lCtXrqCvr8+ff/5JWFgYYWFh2NnZicpwR0eH4L7b29ujoKAgKtDe3t48e/aMhIQE+vr6yMzMFLhZDQ0NHjx4QFFREQsXLqSrq4upU6diYmJCdnY258+fx9TUlIGBASGTDAwMFAWLkd/X0Vj29vbY2tqK32apVCpABg0NDTQ3NyOXy+nu7kYmk2FhYYGPjw/vvPMO48aNo66ujqSkJIqLiwXPfuHChdy+fRuZTMbAwIB4JgwMDPDjjz8SERGBkZER5eXl+Pr6kpeXJw5Ir732mhjUXLJkCf7+/lhYWIgOjIGBAVKpFAUFBSEqLSkpobS0FHd391ETgqqpqQljvYODA3p6epSUlHDu3DnCwsIEOc7FxQUDAwMOHz6Mh4cHSkpKPHv2jIqKCp49e4aBgQHGxsbo6Ojw/PlzzMzM8PX15ejRo+Tn5zM4OIhcLkdLS4ucnBzMzc1FAcvDw0M4dWbPns3+/fvF795IgUZRUZHZs2dz6NAhtLS0yM7Opry8HDs7O1pbWykvLxeH7dFYPT09ovg04phRVlZGX1+ft99+W6QIRlwdI++ltbUVBwcHIa8coZu1t7fz+uuvY29vLzxXRUVFDAwMoKqqKtxcI/tkZ2dHWloa9+/fZ3h4GG9vb+RyOSEhIXR0dNDY2EhBQQHNzc34+flx7949Zs+eTVZWFqtXr0Ymk9He3o6lpSUzZszg999/H5V9A4RgMCQkhOHhYaKjo7Gzs0NJSQmpVMrcuXPR0tJiYGCA9PR0bt++jbm5OZaWlkyaNIkdO3ZgYGCAsrIyLi4uhIeHEx8fz4oVK7h27RrOzs6oqKjg4+NDRESEOCzPnTtXEDY9PT3x9fUlPz+f5uZmqqurOXz4MF1dXeJ72tTUxLNnz1i2bBkXL14UhClnZ2chMhzNZ0N/fz9KSko0NDSgqKiIubk52dnZeHl5ER4eTmhoKCoqKtTV1ZGbm8vdu3cFcnf58uVoa2sLnUJtba0471paWvLw4UNcXV2F6LmzsxN9fX3a29tpamoSBc+amhqGh4dJT09HW1tbnENcXFwoLS0VRYqCggIR6Xrvvffo6OjA1NSUhoYG+vv7/1an7R9dPhYtWsTLL7/8P8rNrl69+rdfT1tbm0OHDgnDpZGRERKJhDlz5vDll19iaWkpqi4tLS3ExsYKktJnn33G+fPnxTBuZ2cnISEhSCQSPv74Y/Lz89HT02PRokVYWFhQUlIiOhM7d+7EysqKrVu30tDQwJo1a8Rw8ODgoMAiXrx4ETMzM0JDQ7l06RLnzp0TmVYfHx8KCgrIzMyku7sbW1vbUTN1Gxoacu3aNRYsWCC6M4WFhfT29tLd3S0GNU1MTOjp6eHevXvig6SqqkpaWhoqKio4OzvT2toqULt1dXWUl5eTlZUl+PojD/rIyEiCgoJ47bXXhEFeUVFR/Ni89tprVFZW8tlnn5GSkkJcXBx1dXU0NjaSk5ODrq4uv/zyCyYmJkKU09PTw5dffslPP/00KjIpZ2dnioqKkEgkGBkZERERQUpKCmpqamzYsIGioiIAEhMTaWpqYt26daIiNWbMGHE5uH79OseOHUNLS4u9e/cKM+jQ0BCampqoqKjQ1NQkhoyrqqp48803sbKyory8HD09Pfz8/MjJySE+Ph5VVVW2bt1KWVkZVlZWeHh4IJVKMTc3F0Nn7u7uaGlpUVpaKgRiFy5cGDVk7M2bN9HS0kJDQwMbGxvc3d2ZPn266Cx+8MEHGBoa8uzZM+7evUtnZydTpkxBJpOxatUqYmJiePz4MQMDA6LiKpVKee211/jyyy8FTS07O1tgjrOzs1m/fj3bt2/H0NCQq1evcufOHUpLS+nr62PXrl34+fkxbdo0Hj16RENDA/B/Y1q3bNnC/v37yczMpLm5GRcXFyZNmsSdO3dGZc/grzkjNzc3WltbxcXt4cOHGBoaYmRkxNq1a7GysqKqqor79+/z7bff8s033/Dnn3+Sl5dHQUEB1tbWODo64uHhgbm5OV9//TXu7u7k5OQwZswYlJWV0dPTExb4kSrzyy+/TE1NDdbW1rS0tHD27FmkUinbtm0DEDMRI8Q6PT09wsLCKCkpobq6WhQ02traSEhIICIiYtRiV2ZmZlRVVVFRUSEO0w0NDbz99ttIJBIRe1RWVqaxsRFXV1f09PRISEhARUVFFKACAgLw9/fnP//5DwMDA0LipqKiwu3btykvLxfdjxEJ3tSpUykpKRGzL11dXUyZMoWamhoCAgLQ19cXMdPS0lLCw8NZvHgxr7zyCkZGRhQWFmJpaUlAQAA2NjYoKCiMGkHn+fPndHd3U11dLeJqcrmcqKgoent7hU9HR0eH0tJStLW1xUX32bNnrFy5EiMjI+RyuYjsvv/++/j7+6OpqUl6ejqGhobi9z8vL49z584xY8YMsrKyWL58uUCDNjY2CpJkUVERy5YtQ0VFhaNHj5KRkcGLL75IcXExSUlJYj4xKysLU1NTNDU1kcvlHD16lO7u7n993zIzM5k2bRqlpaViFjEsLIzbt2+L3/2WlhYkEgkdHR20trZy7949tm/fzrx582hvbxcRWHt7e9ENMDY2ZtmyZXh5eYk9s7a2ZuXKlRQWFtLZ2Slm90aiLyPduoaGBp4+fcrFixdxc3Ojp6dH+D/+1wKfu7u7ODQaGRmJDsJorZEuw0hEqLq6mv379xMdHY2fnx+PHj0SVXSJRIKjoyPnzp1j2bJlwvURHx8vhpy7urrYsWMHO3bsoKCggPfff5+jR4/y66+/kpycjIODA3fv3uX27dsEBwcTGhqKRCKhtLSUjIwMSkpKaG1tRVFRkVOnTvH111/j7e3Nw4cPMTU1FQ6p1atX4+bmRmJiIjdv3qSurg4XFxfeeeedUdm369ev09/fL84ISUlJvPPOO1y7do2cnBycnJxobGxEJpPR09ODXC5n06ZNrFy5ks8//xyZTIaRkREZGRncuXOHgoICli1bRnh4uPgcjSSFnJ2dGRwcZGhoiPj4eP7zn/8QExNDe3s7ra2tott75coVdu/ejYODA+fPn8fBwQEfHx/xm9bX10dkZCTvvfceTk5OeHl5oampydmzZ3n77bf/q/f9jy4fERER/+Pfb2lpEeblv7NGcntNTU3C3jt16lTee+894uLiqKqqEqZLgA0bNtDV1cXNmzfZsmULlZWVdHd3i6FBdXV1srKyWLlyJV1dXaxcuZLBwUGqq6sxMjIiJiYGKysrvLy82LdvH4sWLUIulwvhkUwmIz4+nh9//JFff/0VOzs7tLS06OrqYvny5fz222/MmDEDqVTKuXPnAJg9e7Yg+3z66af/ZFv/9nry5InwGozM4Kxbt46vv/6ax48fk56ejomJCc3NzcLxMW/ePHp6evjmm294/vw5urq6xMfHMzg4yNdff82xY8ewtbVleHhYdE1MTU0xNTWlvb2dV199lTfeeIPBwUF0dHTo7e0lJyeH2tpa3NzcyMnJ4bPPPqOpqYnh4WGWLVtGX18fW7duZcaMGYwdO5bTp08zNDSEjo4OOTk5xMbG4unpyYIFCzh+/Pi/vm9dXV0iYqatrc3EiRNFh2Pr1q2kpqaybt067O3txdB+VVUVGzZsQF1dHQsLCzZt2kRqaipjx47FwMBA+CRmzpzJ+PHj0dbWRldXF2NjY1JSUtixY4cY7tTR0aG6uhotLS0sLCy4ffu2iG5pamqirq5OeXk5N27cQC6Xo6ioiKWlJTt37mT58uXo6+szc+ZMXFxciIuLGzXHB8CmTZt48803CQ4OxtnZWYgalyxZgoeHB8HBwcyYMYP4+HgePnzIihUr8Pf3x9/fn+bmZrZv3y5sqW1tbcjlcmbPnk1GRgbp6emkpqby5MkTWltbCQwMFB2eH374ARsbG7Kzs3FzcyMiIoLBwUEOHDjA+++/T1lZGY8fPyY/P5/S0lKcnZ25dOkSa9euZfv27axZs0aQQhITE7lw4cKo5qGzsrLw9vbm6dOn3LlzB0VFRczMzAgPDxet9Pz8fMzMzHj11VeFXPDq1at4eHjQ3NzM0NAQN27c4NSpU6xcuZKAgACBPM/IyOD58+fo6emhoqLC+fPnSU5OFpXoOXPmkJiYSGdnJ2+88QY1NTVMmDCB3bt3s2TJEn755RcRdens7EQul1NTU8PVq1eZMGECjo6OQiQ1EnkYjTU0NER9fb3ALNfU1PDqq6/S3NzMnDlzuHr1KlKplObmZtrb2wkJCRE+hD///JNffvmF7du3M3v2bMrLywkPD+e7776jtraWxsZGxo8fL75jjY2NothVXV3NpUuXRCSutrYWb29vpk6dSktLC0pKSowdO5bLly8Ladr169cZHh4mOzub6upqzMzMsLe3F1XDiRMnUlZWhqGh4ajsW3t7O66urkyfPp2Kigp+/fVXnJycuHTpEps3b2bdunU4OzsjlUrp7u6mo6ODPXv2cODAAXbu3Mn69etFXt7R0RGZTEZ/fz99fX1IpVI6OztRUlKipaVFxDt+/vlndu7cyblz51BVVcXPzw9zc3OKi4v59ttv+eKLLzh27BgxMTG0tbWhqqrK+++/D/z1XE9JSUFTU1Ngtv39/bl9+zbvvvsuX3755b++b9OnT0ddXV0MTTc1NREfH4+5uTmXLl3i3r17LFq0CEdHRwoKCsjIyODo0aO89957aGhoiM+Jt7c3WVlZ/Pnnn7S1taGnpycuBzNnzmT27NmYmJgQGxvLrl27GDduHJMmTeLDDz/k7t27ODk5MX36dPbu3cv+/fuZMmUKVlZWxMTE4OPjg7e3N1VVVVy5coV3330XHR0dtm3bxrx587C1teXWrVtkZ2fzwQcf/Ot7NrJGvECVlZXY2NiwdOlS+vr6sLKyora2VhQWg4ODMTU15fLlyzx79gxfX1+++uoramtrqaiowNjYGG1tbZ4/f059fT2NjY1s27aNuro6jIyM0NfXp6ioiKVLl7Jx40aePn1Kfn4+CxYs4Pnz5xQXFzNp0iTKy8sJCQkhICAAIyMjbt26JSzpHR0daGpqkpuby+uvv8758+cpLy+nv7+fjo4OYaAfjfXKK6/w6NEjEUEzMTFh8uTJXLx4EX19fRGDH4H2VFZWsnfvXhYtWkR/fz+///47dXV1rFy5km3btrF3714+/PBDtm7dys6dO1m4cCFyuZzc3Fw0NDSIiIhg8uTJvPHGG6SmpmJtbY21tTVtbW1iJOHu3bv8+OOPREdHi2hhR0cHUqmUEydOUFFRwdmzZ9mwYYOA6dy4cYOBgYH/+n3/42Db8+fPqaysZHBwUPy9lpYWjh079rcxZWpqavz6669kZGTQ1tZGX18fEydO5LXXXsPQ0JCNGzdSXFxMUFAQy5cvR0tLi1deeYW3335bZAR3797NqlWreO+992hra2Pfvn0CZ/f8+XMuXLiAgoICa9euZdWqVVhYWGBsbMyff/6JVCplzJgxTJkyBQcHBzo7O/n222+FAC49PZ34+HgaGxtRVVVlw4YNbN68mZ07d4pDfWFhIRoaGhw+fFig9v7ttXv3blJSUigpKUFXVxcfHx8sLCzQ1tbm6NGjLF++nOjoaPr7+wkODmbevHn4+/szb9484a/Q1NQUdKry8nK+/fZb9u7di4mJCZ988gkPHz5ES0uL4OBgDh8+zIkTJ7h8+TLGxsZ8+OGHPHr0iJSUFLZs2cK9e/cICQlBLpeLQfzY2FhaWlqIioris88+4+2338bBwYHAwEDKy8vx9vbGz8+PPXv2jBpOEf66gMhkMlJSUoQX5aWXXhLW45ycHNTU1IiKihI4wJycHF588UX8/f3x9PRkaGiI3t5eJkyYwIcffsg777zDSy+9xI0bN7h27RolJSV0dHQwe/Zs4uPjOX78OO+8846IX9TU1BAXF0dfXx/p6ekUFBSwevVqvv76a+rq6sjJyWHnzp3U1NSwdetWHj9+zOnTp0lJScHe3p7S0lKOHDkyansGfzl+VqxYIdrElZWVfPfddzQ3N3Pp0iUAcnNzWb16NREREfz444+Ym5tz9+5dpFKp+AHr6upCT0+PtLQ01q9fL4ARfX19LFq0iPT0dO7cucPg4CDm5uZUV1dTWVkpxIQ9PT3ExsZiaWnJ8ePHaWtrw9DQUKBDh4eHOX78OKWlpYSEhDBz5kw6OjoYN24chYWFnDt3jilTpozavl28eBGZTMY777zDihUruHr1KjKZjCVLlgie+qJFi6iuruaXX34hIyODt99+mxs3bnDo0CEcHR2FFV5bW5vr16+LCEx3dzeampqsWrUKqVRKQ0MDV69epbe3FyMjI3Jycrhy5QqhoaHMnz8fMzMzHj9+jJOTE5s3b+bHH39EU1OTuro6BgcH+f777+nu7uaHH37g1KlTHDlyhF27dtHS0oKOjg4eHh7CHvxvrw8++AB1dXUBpggODsbFxYXPP/8cJycnVq1axeXLl+nq6mJwcJDCwkIuXLjApEmT+OWXX6iqqhK/U1ZWVty7d4/4+Hj6+/sJCAggLy8PCwsL5s+fz6JFi0hKSmL9+vUYGBhQUFDAF198waxZsygpKeHRo0eUlZWhpqbG3bt3iYqK4qWXXsLKyoqmpia2b9/OtGnTeO+993j69CkDAwPk5eWJqFVQUBB79+4dlcvHDz/8wA8//IBUKqWqqgpzc3MmT54sPh/KysocPHgQqVSKuro669ato7m5mcHBQSZPnoyqqir29vYkJiaSlJTEhg0baGlpESJbqVRKYGAg2traSCQSwsPDSUhI4OjRo/zyyy/o6+ujqamJoqIiAQEB+Pj48PHHHxMaGkpmZqYwYPv7+wsgQEBAAAcPHiQrK4u5c+eioKDA1atXqays5KWXXvrX9wwQM4iffPKJENtZWlpSXFxMeno6O3bsQFVVla+++oq+vj527NjBli1bcHNz448//uDatWvk5+dTWFhIbW0tFhYW4v2PGTOGTZs24e7uTkNDAw8ePGDixImiQ56QkMD27dtZv349d+/e5cKFCygpKXH16lV+//13IiMjhQQuOzubN998E319fezs7FixYgUaGhq0tbXx7NkzKisrmT59OpWVlVhYWIzK3jk6OlJRUYGPjw9jx44VRduRea3r16+zZ88erKysqK6uxsnJiYaGBlpbW9m3bx/btm2ju7tbYNdHZhrnzJnD6dOn+fTTT+nu7iY8PJzIyEgUFBT4/fff2bNnjzijBQQEMGXKFCEP3bRpE9988w0bN25ELpfT1tbGo0eP2LVrF1999ZXoln788ccYGBiIWUp/f/9R2TOAFStWsHPnTgYGBiguLsbe3p7GxkYmTpwo5oza29u5desWeXl5TJ48mbNnz1JRUcGff/6JRCJh+fLlzJs3T3x+f/jhBzo7O/npp5/Q0dHh9u3bmJqa4unpSVxcHHfu3CElJQUtLS2UlJSEnPC1114jKysLXV1dLl68yOLFi6mrq6Onp0fMc0RHR/Prr78yY8YMbt68iYqKCtXV1dTW1v4tv90/unx88803/+OhR0lJ6R890G/cuMGzZ8+YPHky7u7uSKVSJkyYIARZ77//Pn/++acwA49w1F988UWmTZvGu+++S3FxMbq6uty8eZMTJ06I1166dClyuVwM+z169IgpU6ZgaWnJsmXL+Pjjjxk3bhxdXV1kZ2fz7NkzLl++jJ2dnThYWVlZiYjItWvXeOmll8SAjaGhIX19fVRXV6OoqEhVVZUgFP3bawR/pqGhQW9vL6dPn+aXX35BW1ubTZs2sWTJEqZOncr58+epqKigra2NjIwMjh07xssvv0xnZyehoaEEBASIGMzGjRsJDg5m165daGpqoqqqSnBwMG1tbWhoaFBeXi6GERMSEvDy8kJVVVVElDIzMzlx4gSZmZl88MEHbNq0iYaGBuLi4oiIiODOnTv85z//4csvv2TFihVMnDiRzs5OYXodjVVfX8+MGTNELKC6uhqpVMru3bvR0NDgzJkzoisyMsjn7OzMRx99xI8//khjYyOvv/46VlZWZGZm4uHhwblz56irq+PZs2ccOXJE2KLT0tIwMzPjxRdfJCcnBwcHB0xNTWlqaqK1tRVzc3N8fHzIzs7G3d0dAwMD9u7dK6zEn3zyCfBXhGikKuTo6IhUKiU7O5tdu3bR1dU1KvsG8OGHHzI4OMi7776LRCLhyZMnnDx5kujoaAwMDGhvb+fIkSOiWrNp0yZu377Nhx9+yNGjR3F0dOTBgwcEBQUxbdo0bty4IQbYN2zYgFQqpbCwkK6uLmbOnMlLL73ESy+9RFJSEvr6+syYMQMLCwu0tLRYsmQJubm5KCoqMn36dKqrq4mJiRG0jqdPn5Kenk5LSwuZmZnU1taSlZWFTCZDX19/VGV5ERERmJqaEh0djYKCApGRkezbt4/w8HBu3LjBgQMHUFNTo7y8nODgYORyOb/88gszZswgOTmZefPm0d3dLb6r9+7d45tvvqG+vp49e/awaNEiTE1NhZU5MDCQtLQ0vv32W3p6ekQ2OCsri927dxMaGsrdu3cpLi7m+PHjhIWF4eLiQlVVFevWrePIkSPY2NjQ29uLhoYG3t7eGBkZYW9vj5GR0ajt29KlS4mNjSUpKUlU7VRVVdm1axcBAQGUlZURERGBh4cH3d3dmJubs2zZMqKjozly5Ai9vb0cPHgQS0tLVq1ahZubG4WFhezYsYNPPvmE/Px8zM3NCQoKEpCDQ4cOUV9fT1JSkpgxVFNTE9VoLy8vnj9/jqGhIbW1tZSUlNDU1ISCggJr1qxBVVWVZcuWUVpaipmZGQ8fPqSwsJDbt2+zZ88egRj/N5dcLufTTz8lOjqamzdvMmXKFJYuXcqhQ4f44IMPmDhxItOmTaO/v5+2tjYxw+Do6Ii/vz+fffYZzc3N6Ovr8/rrr4vMuZeXF729vWLYdXh4GDU1NX788Uc6OztZu3YtQUFBNDc3Y29vT19fH19++SVxcXG4u7vz5ZdfUlZWhoODg3B9jCCgTUxM+PTTTwkODmbbtm1oaGjg5uaGpaUlR44c4auvvvrX9y0rK0t4FsLCwjh79izff/89VVVVhIWFceLECYKCgrCzs8PZ2Rk9PT1+/fVXenp6qK2tFc/KoqIiKioqaG1tpbe3F39/f37//XckEgmamppYWVnR09NDcnIy7e3tWFlZ8euvv/Lmm29ia2uLu7s7tbW16OjoEBAQgIODAw4ODsjlcjIyMkhLS2PevHmsW7eO/fv3s2fPHlatWoWzszPa2tpUV1fz5MkTvL29R8UMD389V8eOHUt8fDwtLS2sW7eOjRs3CvP2G2+8gZaWFqdPn+batWsi+jhv3jyOHj2KgYEBn376KR0dHSQlJaGmpsZ3332Hs7Mz3333HWZmZoKmqKSkRFpaGjExMfz+++9s3rxZyFZdXV0xNzfnzJkzqKmpMW3aNPr6+oiJiUEikeDi4sKBAwfw8/Pjt99+448//qCnp4cpU6b8byS47777blT27bPPPsPFxQVfX18GBwepqqpi69atzJ49WxSr7ty5g1QqFfNbIz4Qe3t7PvnkExwcHLhy5Qp3794lMjKSZcuWMXHiRBQVFYUY29vbm6GhIZqamlBRUWHfvn389NNPyOVyEhMTSUhIQC6XCyFmf38/Li4uzJw5kwcPHvD999+jp6eHubk5CgoKbNiwARsbG4EAdnFxISsr6792tf2jy8fIkKmqqipXrlxhyZIlwF95cDs7u7/9eoWFhbz99ttC3+7j44OXlxcuLi588sknzJs3j9dee438/HyysrLo7u5m586dvPDCC5SVlfHs2TOMjY1RUlKiq6sLNzc3ysvLmTFjBlevXmXq1KmsW7eOZ8+e8ezZM8HtnjdvHsrKypw9e5bq6mph3JRIJGzduhVlZWUsLCzIzMwkIyNDiFumTJlCUlISCQkJFBUViWpGQkICf/zxhxDL/dsrJyeHrKwsJk2ahK6urngf27Zto6OjQxwyRmQ6N27cIDQ0FC8vL1555RUKCwtRV1dHWVlZVB9sbW25cOECR48e5dKlS7S1tQmxVmVlJZcvXyY0NJTQ0FDa29tFVKO9vZ3Y2FjkcjkbNmzg/fff58mTJ3R0dAi03pQpUzh27BhPnjxh2rRpmJmZCRzq5MmTmTx5Mn19ff/6vnl7e5OWlkZpaSlWVlasX7+e27dvizy3h4cHCgoKPH/+nIyMDIqLi1myZAnOzs7C0dDf309JSQlxcXF0d3ezbNkynJ2d2bFjB15eXiQkJFBVVYW1tTV6enrMnTuXhoYG6urqhHjs0aNHYmhTSUmJ9evX09/fz7Rp01BTU0MikTBz5kxiYmLQ09NDWVmZmJgYCgsLaW1tpaCgAGNjYxYuXDgqszIAr732muCBV1ZW4uTkRHx8PA0NDcTGxpKQkICTkxOmpqaYmZmJ4WCAqKgo4uLi2LRpE/39/aSmpmJqakpPTw85OTnI5XKCg4MxNjYWUb+RmNXI/+fk5CCTyVBSUiI6Opquri6MjY2pq6vjm2++obS0FGtrazw8PAgLCyMrK4vPPvuMqKgoPDw88Pb2prCwUDhHRmstXrxYkPJGBuTnzJmDi4sLGzdupL29nb1792JnZ4eVlRXt7e1ERkbyxhtvUFdXx927d2lubsbb2xtjY2PxfTx//jzV1dU8e/aM58+f09/fj4ODA1u2bOGnn35CQ0OD7777jqioKNra2igrK8PGxobU1FQR2frll1/o6+ujtLRUVLG7u7uxtLTEyMiIqqoqWltb8fb2xt7enlOnTo3KARoQM1nq6urAX5fww4cPM3nyZHR1dZk2bRqmpqaUlZWRkJDAkydPOHPmjMDi+vj4sGzZMiQSCXl5eXh5eWFjY4OZmRlnzpyhvr4eiUSCVCpl7NixfPnllyxZsoTg4GBeeOEFfv75Zx49eoREIkFfX59Hjx6xfft2bt++jbu7O+Xl5QwPDxMaGkpwcDDJycnExsayaNEili5dSlVVFYqKiigoKPD555+zffv2Udm3b775hvDwcHFBO336NK+//jrPnz9n9+7dpKamsm3bNkxMTFBXVyc7OxtLS0sOHTrE7t27OXnyJJ2dnYSFhdHa2srt27eJioriwIEDItOdl5cnYqjff/89VlZW+Pv74+joSGBgIM3NzRQVFWFiYsLOnTt55513WL16tSjIpKWliVjzl19+iZ6eHgUFBSxcuJBDhw4RFxeHqqoq27ZtEyLjf3uFhYXx9ttvk5qaSmRkJBs3buTOnTsUFhby9ddfMzg4iLOzMwMDA7S2tnL16lWeP38O/EVR3LhxI0lJSaioqPDyyy/z5MkTPv/8c1atWsWePXvw8vISsARra2vkcjnnz5/n8OHDODk5cfToUZqbmwkODuajjz4iJSUFfX19nj59Snl5uYDHDA0NkZWVxcDAAJWVlQKdP+JIWbJkCRKJRETVR2OZmJiQm5uLiYkJDg4OtLW18eqrr2JgYICamho1NTV88803aGlpsWjRIlpaWlBTU2Pz5s2i+FJWViaiiUuXLmXfvn0sXbqUsLAwdHR06Ojo4Ny5c+jr6+Pg4AD8lbhJSUlh7NixYug/OjoaKysrpk6dyv3799m/fz9aWlrMmTNHdKw+/vhjjIyMsLGx4fz58xw6dIjAwECWL19ObGzsqO2bjY0NR48eFYAgFRUVfH19RaFpzJgx9PX1if1qb2/nvffeQyKRAPDee+9RWVmJu7s7y5cvF7CWgoICXn75ZYyMjOjo6BCFJG1tbczMzHj+/Dk2NjbMmDGDR48eCclzWFgYlZWV2Nvb4+LiQmNjI8HBwQJPfOLECRERXL9+PUZGRgIoFB8f/1+/7390+RgZegWQyWS0tLRgYGBAWFgYb731FidPnvxbrzciy8vIyMDOzo6IiAju3bvHypUrWbduHRYWFhgYGNDb20tDQwNDQ0MsXrwYV1dXcVNUV1enpqaGwcFBFixYwNWrV+nq6qKtrY3u7m7a29sxNjZm9erVZGRkcOTIEaZMmYKGhgYXLlwgPz+f0NBQxowZIyqrLi4udHZ24uDgQFNTE6qqqvj4+ODs7Mznn39OX18fAQEBKCsr09PTg7a2NhoaGqOWF7x//z5ZWVn09fUxYcIEFi5cyBdffEF1dTVJSUnCJ+Dq6kp+fj4tLS0YGxuLIc4RfKGioiIGBgaEh4fT1tZGf38/WlpamJiYYGJigkwmo7y8nKCgIPLy8tDU1GTSpEmUlZXR1dVFQ0MDZmZm+Pn5ib176aWXyMnJEYPqt27dAv4avJ03bx6WlpaijVdVVUVlZSWFhYWjMqx/7do1GhoakMvlDA8PI5FIcHBwICYmRrDnQ0NDRQt2/vz5hIeHC5pbb28v+vr6+Pv7o6CgINCld+/eRUdHRwzYKysrI5FIOHToEDY2NtTW1vL8+XOCgoIICAjAwMCA3NxcKioqBEFl+fLldHZ2UlFRIbKYjo6OLF++nI6ODubMmSNQgSYmJhgYGHDgwIFRGwBuaGggNzcXAA0NDczNzcnPzycxMVFU9IeHh3FwcEBXV5fbt2+TmJjI77//zty5c3n8+DE9PT3o6ekJCdrFixdRV1cnKCiIhw8fioNGd3c3Dg4OjB8/nujoaPT19QkKCkJRUZG6ujoMDQ3p6OgQFVhzc3MCAgJobGyktbWVkJAQ6uvreemllygqKuLBgweUl5dTV1eHVCoVXp/RWP39/WKAsKOjA2NjY+bOnYuZmRmzZ8/GwMCA5cuXo6CgQGdnJ0FBQfj5+SGRSATNpaioSIAH7OzsOHr0KEVFRWRmZhISEoKHhwc1NTXk5eVRUVEh7L0mJiYoKSlRWFhIYmKimDXy9vZGIpGQkZGBqqqqmFXQ0NAgJSWF8PBwzp07x8KFC9HQ0KCpqYnk5OR/JJL9p0tXVxdVVVVqa2sFKripqQkfHx8MDAzEILKmpibGxsasXbtW/HulpaXk5OQIMIG2tjbq6urs27ePkJAQnjx5Qm9vL/b29gwPD1NYWCgKByMI6xHKUm1tLVKplPb2dpSUlPDy8iIrK4vg4GDq6uqIiYkhMTGRhoYGPv30U/GANjU1paCggMbGRnx8fLh169aoFKa8vLyIj4/HyMgIQ0NDBgYG2L9/P++88w7GxsbCp2BsbIyrqyvq6uokJSWxc+dO2traRERyaGgIb29v4Ud54YUXBK6+ra1N2KFdXFwICgri6tWrrF27VtAlR35PfX19Ba3y2bNn2NvbC2lveXk5UqmUpKQkWlpaSExMxNnZWYAVCgoKRg3i8vz5c+zs7DAyMkJLS0vQwmxtbQU6/sqVK9TV1WFjY4OrqysqKiqiiDIwMMDAwABKSkr09vbS1NTExIkT0dfXx8PDA2VlZXp7exkcHBROie7ubgwNDXFxcUFfXx+5XI6trS11dXViuH/ChAmoqakxODgonrvGxsZcvnyZLVu20N7ejq6uLmpqapSWlgpAw61bt3BzcxuVvXNyciI6OpoxY8bg4OAgtAVTpkwhNzcXZWVlIiMj8fLyQkFBgUuXLvH06VOUlJR48OAB8+fPJzU1laamJiIjI9HR0REY5u7ubnx8fATS2dHRER0dHQHOkclk4hI4PDyMlpYW69atExeV/v5+IYesqanB1dWVJ0+eiKLf1atXaW5uRltbm2nTpqGqqjoqewZw4sQJQVEb+U6YmppiaGhIdHS0wNZ7eXlhbGwskMsuLi7cv38fFRUVnj9/jkQiEUSvMWPGiCJMQUGBQItPmDABFRUVjh07xpo1a/Dz8+PSpUs8fPiQrq4uNDQ0iImJYfny5VhbW6OkpISCggL19fVCWmljY8Ps2bO5c+cOvr6+NDc3k5SUREFBATY2Nv/1+/5Hl4+ioiI2b94s8nivvvoqc+fO5enTp+Jg8neWhYUFhYWFDA4OoqysjLq6Os3NzVRWVopDYExMDFVVVdTV1eHk5ISFhQV2dnbcv38fCwsL0b4dGRIrLy/H1taW0tJSHjx4IPCu48ePR1FRkYaGBpKSkjAzMxOeDw8PD9TV1TExMeHOnTsCX1tbW0trayt1dXVkZ2dz9uxZUVGYM2cOAwMDVFVVCaa3vb39P9nWv71UVFTQ0dGhpKQEMzMzoqKi6OzspLm5mbKyMgYHB+nq6sLJyYmIiAgyMjIICQnhxo0b6OvrU1NTI+JWI3vz888/M2fOHNTU1KiurkZFRQULCwtCQ0MxMDBAJpMJ38SIKbm/vx83NzcaGhpQUlIiJiZGPMTLysowMjLCysqK4uJigoODWbBgAcPDw1hbW1NQUEB5eTna2trcvn2bDRs2/Ov71tjYKLC+1dXVtLS08MILL4iH3Ignprm5GYlEgqWlJU1NTXR3dwuscnt7O42NjdTX1wsKm7a2Ntra2jQ3N+Pu7o69vT12dnbU1NRgbm6Og4MDKioqPHv2DEVFRdFZGxGXjWBmlZWV6ezspLCwUFT87927R1hYGJ6enoIfb2dnR1ZWlugsjMZKS0ujqqoKJycnTExM6Ovrw8fHh5iYGMLCwggJCREdtRGq00gO2dLSEk1NTZSVlWloaKC4uJiWlhZcXV2pqanB29ubx48fU1VVhbKyMsbGxpibm5OZmUlHRwfDw8Miaqiuro6/v78gqFlZWWFpaYmhoSGdnZ1iVkRVVRUdHR2am5tpbW0F/no4dXZ2kp+fP2qXj/LycqKjo2lsbMTKygoTExMePHiAt7c38+fPF5LV6upqent7WbBgAQYGBsLe29bWRkBAAA0NDdTW1qKkpERjY6OQ5BUWFhIYGIiLiwsymYyFCxcSHR1NQ0MDoaGhtLS0CKdMYWEhEyZMQFtbG2NjY0pKSkhISKCgoACZTIaGhgYLFy6ktbWVyspKVq5cSUFBAdnZ2QDMmjVrVPYMIDU1le7ubjEUXV1dLaSKI5crLS0tgR62sLBgwoQJxMXFid8eQ0NDcnNzKS8vx9PTk7q6OkG7i4iIwMbGRljg5XK5oCZmZWWJmQg7OzsMDQ3R0NDA0NBQEO0cHByoq6ujrq6OgIAAbt68SU9PD62trairq4tCjru7O5GRkezcuXNULh8jhu2Ojg60tbVFAaqpqYkbN25QVFQk/EpBQUEYGRmJA1B/fz/9/f2YmZlhZWUlhsoBIiMjOXLkiBgKH9mHrq4udHR06O7uRi6XU1dXh4GBgZAatra24uHhgYGBAY6Ojri4uIgI1+3bt7l06RK2trY0NjaSnJyMsbExYWFhmJubc+LECV555ZV/fc8AUWAcKbhVVlYyadIkEdEccTCNzM34+voybtw4TE1NuXPnjig6jcxQyuVyZsyYQXp6OrW1tbi7u1NWViZwzIqKikKirKOjg6mpKWpqavT29opuR3t7OzNmzBCEK6lUKtDslpaWBAcHk5CQwMWLFwkPD2dgYID29nbhvBitJZfLMTQ0xMzMTMxT9vT0cPv2bSwtLWloaGB4eJju7m6MjIzEc01HR0eIZfX09NDT0xOEUxUVFWG4d3FxEUVkExMTFBUV8fT0RE9Pj7Fjx5KcnCwOx11dXZiZmXH+/HnmzJlDWFiY8J9oaGgwZswYNDQ0iI+P5+7duwIR7OrqSk9Pz/82y/xvr/T0dAICAsTQ98h3qri4GCcnJ5KSklBWVsbQ0JCenh5aWlqEJHfq1KlkZGTQ2tqKgYEBXV1dyOVy7O3t0dLSIjY2VpybRyhsIyS+hIQEXnzxRZGaGMGaP336lKCgIGQyGc+ePSMnJ0c4y3R1dZk8eTLW1taMHz8ea2triouLqa+vF1LT/3ZJ/slmvfvuuwJ1a2BgwBtvvMH+/ft58ODBP6rAWllZ4ePjQ2BgIMrKyjx//hxPT09Onz7N0qVLcXV1JSsri6ysLNTU1PD19aWsrIyBgQFiY2PR19enpaWF7u5uBgYGuHDhgrgItbe3k56eTnNzM319fdTX16OsrMzu3bs5d+4ct2/fxtDQkJCQEGxsbOjs7MTS0pJLly7R19eHjY0NUqmU/Px8UT0dMXJaW1sTFBQkcLFKSkriATUay9ramvDwcBwdHcVh1dvbGycnJ/GATEpKor6+HicnJ4KDgxkYGBDZPS8vL4Fiy8zMpKmpidzcXNzd3ampqSE1NZXi4mJBvBqRNnp4eJCTk0NaWhpFRUXk5uZy584dsrKyqKur4/Hjx4KAlZeXR1NTE9OnT8fX15ewsDAUFBQEwrG4uJjS0tJRJQ/Z29vj5+eHl5cXurq6tLe34+joiJqaGg4ODkyfPp2enh4kEglaWlo8fvxYCHpmzZqFiYkJCQkJ3L17l/j4eI4cOcLt27dRV1dHV1cXS0tL3NzcCAsLY+7cubz66quCBDVz5kzKy8v5448/OH36tBgItLOzE5nN/v5+NDQ0aGlpISEhgebmZgEy6OrqEv9denp6yM3NHZXDzMhSVFRES0sLMzMzgTf18vLC1dWVkJAQ+vv7BR5zxHxqaWnJ4OAgBQUFREVFCdP248ePSU1NFcb2kpISIiMjCQwMxM3NjYCAAPT09Hj06JGwx9fU1Iju54jpdmhoiNraWqqqqkR3w8DAABMTE3x9famqqqKnp4fZs2cTGRmJv78/zs7OAsk7Gqu5uRklJSXs7e2ZPXs2K1as4NGjR/z555/Y29vz4MEDYmJiSEtLo7OzE1tbW9rb20lJSeH48eNUVVUxe/ZsXn31VUJDQ4XnxMHBgSlTpvDs2TNKS0vR0dHB3d2dsWPH8vDhQ2pra4VTxMLCgokTJxIYGMi8efPw9PSkqakJV1dXiouLqampwcjICAMDA3Gh8fHxobq6mvPnz/PkyRMAOjs7R23fUlNTuXfvHs3NzdTU1HDnzh10dHQoKCjg2LFjAolrYGBAZmYmT548oaioiN9++00YvadNm8a4ceOEW2KkImpkZERkZCRWVlaYmpqKAsrcuXNJSEggOTmZBw8eUFlZiba2Np6enqxfv17IV93d3enu7haZ/jfffJPQ0FAhHmxvbyc7OxslJSXGjRtHT0/PqFXwi4qKRNFkBOzxwgsvcPnyZYqKigQCt7Ozk4aGBtHx2r59Ox4eHmK+Z2BggLt37/Lbb7+Rl5dHXl4ez549Izw8nBkzZjB58mQCAwORSqWkpKTg4eFBWVkZubm51NX9X+z9Z3SVddf1Df/Sd3rZ6b2R3hsp1NB77yCcoqggCCqiKNJsiKJw2kBUOihFIPRQEggJpJPee+/JTi877wdH/uM+n/t930e9LnM/43qYY/ghwkg4ZvZxHP+11lxz1qClpSUONAYGBqipqTFhwgR8fX3R0dFBU1MTNzc3Hjx4wMqVK/Hz80NNTY2GhgYx1UtLSxu2DCgbGxs6OzspKCigoKCAkpIS7ty5Q1RUFB0dHSQnJ+Po6EhoaCgWFhYMDg6Kz87QxHUo5K6qqgorKyvRUY+PjxfJ6SUlJTQ1NREeHs7q1atRVVUVbqEaGhp0dHTQ1NREamqqcD/8/fffiY2NFYHKSkpK2NnZ8ezZM4yMjLh8+TJPnz6lvb0diUSCsbHxsDYKhsJbDQwMKCoqIjc3l9mzZxMXF4ezs7M4DJ8/f56cnBz8/PyEHHTChAkiC8fNzY3W1laamppISUlh4cKFSKVS3N3dkUgklJaWkpyczLNnzxgzZgx+fn5MmTIFa2trpFIpRkZGSCQSkpOTGTt2LHZ2dgQHB1NSUiL2m9TV1bGwsKC7u5t9+/ZhZWUlIhpiY2OHLQwU/pCSOjs7ExoaioGBAUlJSUgkEi5cuMCWLVvIy8sTzZa0tDS6urowMTGhvr6eN954g9bWVgwMDPDw8MDY2FhM1qdPn058fDwZGRm0t7fT0dFBTk4OMTExBAUFcf78eW7fvi2aI0O5IqNHjxbFd0ZGBnFxcXR1deHt7Y2vry8BAQHk5eWJTLv6+nr8/PxYvnw5+vr6f/q6/9bkw9DQkK+//lp8PX78eDHC/juSIzs7O6qqqvD19RVew+vXrxeuNdOmTaOhoUFIsoKCgnj27BmZmZls374duVxOcHAwUVFRXL9+HalUio2NDZcuXWLjxo0oKiqK4Lzi4mISExMJCgoSUqsrV66IQJXAwEB8fHyEG8/QNYWGhorchddee4033niD/fv3MzAwgEwmQyqVChcaa2vrYUkWTUxMZPr06Tg4OIgFv5dfflksEG3YsIG3336b3377jWnTpjF79mzeeecdtLS0OHToEOfOnePixYtERkZSXV1Nfn4+Ojo67N27l9LSUgYHBxk9ejQymYyvvvqKGTNmcPv2bWbMmIGHhwdlZWWEh4djYWFBamoq9vb2hIeHc//+fbKysjAwMEAqlVJdXc1bb73Ftm3b+PDDDwkODiYlJYWXX36Zvr4+FBUVMTAw4J133qG1tfUf562pqYn8/HzGjh0rXhIDAwNcv34dDQ0NRowYwYgRI3BwcKCgoIBjx45haWmJmpoaampqyOVyHj16hJeXl5AZbtu2Tdi6XrhwQYy9W1tbaW9v51//+hceHh4cPnyYl156CRsbG4qLizE3N6e6upqgoCB++OEHGhsbuXbtGi4uLmJR8N1338XKyopz586hr6+Pj48P/f39lJWV8eqrrw5rd2v16tXExsby6NEj1NTUCAsLIyEhAblcztdffy0WV11dXYVsz9jYWJhIDGlPOzo6cHR05J133uG3334Tzli7du1i1qxZ3Lp1iz179jA4OMgHH3xAVVUVdnZ2IqSvuLhYBF9qaGjwwgsvIJFIRNCempoaCgoK5Obm0tLSwsOHDxk1ahRVVVUoKioSFBTEkydPho03VVVVVqxYQUtLi8hU+Prrr9mxYwfNzc2kpKRgYGCAn58fUqmUc+fOERMTI+Sms2bNQiqVUlhYKHZj1NTU6O/vJyIiAolEgqamJlVVVdy5c4empiY0NTWZPXs2rq6uNDQ0iGf0qFGjxMLwiy++yLRp05DL5ZiZmREWFsbLL7+MsrIyOjo6ODk5ERERQVdXFwYGBsTFxVFUVMS+ffuGhbeZM2fy4MEDfHx86OzsRFFRkYULF1JbW0tfXx+PHj0SNp4jRowgPDycy5cvY2JiQn9/P2lpaTg4ODB69GgCAwMpKysjLCyMlpYWPD09aWpqEhMxFxcX1q1bh52dHVu3bqWxsRENDQ2xYB8bG4u/vz+//PILn376KZGRkeTk5GBoaCi0/GfPniUuLo7Dhw+Tnp5OcXEx7u7uKCsrc+HCBXbt2jUsvFlbW5Oenk5paalofJibm/P666+zcuVKRo0aRXJysniWxcfH093dzXvvvceMGTMwMDAgJyeHCxcu0N3djYODA0lJSURFRaGgoMDIkSNxcXEhOjqaa9euERYWRlJSEr6+vqipqVFTUyNC0zw9Pbl9+zZ6enocOnSIkJAQamtraW9vRyqVMmLECLy8vGhsbMTNzQ0NDQ18fX2pra3l2rVrQnrj7Oz8j/N2//59jh8/joGBAePGjcPV1ZVbt26xfPlysrKymDlzJqampuJskpCQwPXr1/Hx8SEoKEgcJKuqqigrK2PMmDF8+OGHfPDBByxatIjExETCw8Px8PDgyZMnwmDnq6++EsndQ2Ge9vb2jBo1Skw4hzKTRo4cSV9fH7Gxsbz44ovMmzcPc3Nz/P396e7uJjk5mcrKStLS0oSr53BAX1+ftrY2kaOmrKyMlZUVra2tXLx4kbCwMKZMmSKC8vr7+3n11VeRyWSUlJRw8OBBJk2aJMIDV6xYQXFxMZ2dndjb22Nubk5ISAh5eXliqrtjxw7Onj0rJLy1tbW0tbWhq6tLUlKScIUqLS1lYGAAFRUVFBQUKC0tZfv27cyfPx9jY2NWrVrFL7/8Ql5eHqGhocO2pA9/nH/V1dWFG1Vrayvm5uZs376dDRs2oKOjg6GhIVVVVWhpabF06VK2bNkizGiGwhK7u7tpbW0lNjaWBQsWMHHiRDIzM8VObkBAANOnTyciIgJvb2+6urp4//330dDQwNbWFiMjIywsLJg5cyabNm0iMjKSdevWER4eLqSI8Mf0b6jRV1NTw9q1a5k0aZI4u3t4ePyp6/5vyZBva2sT+si/g82bN9Pe3o6lpSU6Ojpoa2uTk5PDnDlz+OCDD2hoaMDHx4fQ0FBkMhmHDh3C2NiYgIAANm7cKHR7a9asEW5M6urqlJaWsm/fPpHQu2TJEhYtWiTC91RVVYXDlr+/PxoaGly5coWSkhJUVFS4f/8+GRkZGBoaMnbsWLy9vWltbSU5OZl169axe/dufvnlF6GDDwgIYMOGDZSXl/930Pp/i8DAQORyOaGhoWRlZfHNN9+QkpLCmDFj0NTUJDw8HIDu7m7u3r2LiYkJe/bsobW1FW9vbzIzMykvL8fd3R1fX1+xU7No0SL27dtHTk4Oampq2Nvb09nZSWdnJ1999RXz588nKSmJH374QTw8fX190dLSEsnztbW1VFZWCueisLAwQkJCyMrKYsmSJbz55ptIpVIaGxsJDg4mPj6en376aVgSWRMSEjA3N6egoEBINczNzTl8+DAFBQXs3LmT7Oxs9PX1sba2xt3dHWtraxFS9P333zNq1CjRYfjss884ceIE7u7urFu3jnHjxmFkZISenh4mJibCLvH+/fusW7eO1157jQkTJhAVFSV2jy5fvszmzZs5dOiQSGbt6OjAwcGBzz77DENDQzo7O5FKpTx+/JjExESam5t59OgRWVlZnDhx4h/nDaC5uRlbW1sRGDXk4nTr1i1GjBhBaGgokZGRHD58GHV1dby8vAgJCeHJkyeUlZWho6NDV1eX0Ohu2bIFmUxGTU2NCKgcSmcOCAhg8+bNKCkpUVtbKzJ0Hj9+TFJSElu2bGHs2LH8+uuvSKVSDhw4QEZGhsg+yczM5NixY3z++efcvn2bhQsX/kdw2vbt24eFM/hD6hUVFUVXV5eQ4m3bto0JEyYQEBDARx99xKlTpygvL0dbWxtvb29eeOEFPvjgA2bPnk1JSQlHjx5FJpMJqYyysjL6+voMDg5iaWmJnZ0dxcXFtLW1CfvisLAwcnJyMDY2Zvny5RQVFfHbb79x6dIlxo4di7GxMREREZiZmTFmzBgkEgnTp09n+/btmJiYEB0djZubm5BUmJubExERMWy8OTo6MnLkSMrLy4mMjERVVVVI6rZu3cr48eP5+OOPhSW4qqoqq1at4p133hFe/kOf1xMnTjB+/HicnZ0JCAigvLwcU1NTfH19UVdXp6amhqCgIH755Zf/eKfZ29tjbW1NSUkJx48fZ9GiRaiqqvL111+zceNGOjs7uXTpEuXl5axZs4alS5fy4MED3nnnHd566y08PDzIyclh0aJF7N69m88+++wf500ulzN16lTc3d1FGOO+ffvIzs4W8pTZs2ezcOFCNDU10dfXp7q6muzsbHx8fDh37hwjR45k6tSpFBUVUVBQQG5uLt7e3iLsTVFRkaamJjIyMujv76exsZGioiLc3d1FSvqzZ8+YOnUqioqKNDY2cvDgQSoqKvD19UUul5OcnExBQQGnTp2itraW8vJyYmNjcXZ2xtTUlBEjRuDs7DxsB2i5XM7YsWPJyMjgxIkTWFhY8O6777J582asra3Zu3evWHyOiori+PHj7Nmzh8LCQqytrdm3b5/oqKurq6OoqEhnZ6eQQ40bN46Ojg5hHrFz505xXw51/yUSCe3t7URERLBgwQJ+//13mpqaqKmpYcyYMTx8+JDs7Gy0tbXZsWMHn332Gfv372f//v2EhITQ1tZGdnY27733Hp9//jmjR48eFu7MzMyQSCRCMvfqq6+Sm5sr3NLgj0w3RUVFcnJycHBw4LfffiMnJ0cEzA4pIfr6+jh69CjBwcEUFBQICZqJiYkoynx9fUlPT+fHH3/E0tKS3t5eMTUePXq0aCp+8cUX3Lt3TzSpHR0dWbZsGVZWVhgZGdHU1MT777+Ph4cHGzZswNnZedin4iNGjGBgYICEhAQx6Tc3NyczMxNzc3Ps7e3p6OigtLSU+/fvU1dXJ0yFhs4qixYtQllZmY8++ohPPvmESZMm0dvbS3p6OjKZjPLycurq6njttde4fv06DQ0NWFtbs2nTJlpbW+nr68Pc3By5XM6qVatoamoiODiYyspKYmNjOXnyJDo6OiLTTl1dnS+//JLU1FRqa2tJTEwUBfKfwZ8qPo4dOyYuduzYseKbl5SU8Oabb5KdnY2amhrLly//jy38P4sNGzZw5swZpFKpCBysq6sjIyODmzdvcubMGSGraGpqIjc3l4KCAhISEvjyyy8xMDDg6dOnREdH09LSQk5ODtOmTSM1NZUlS5bwxhtv8Ntvv3Hw4EFu3LghtvzPnz+PjY0NGhoaXLp0SXRQU1NTmThxIp9//jlfffUVTU1NYo+is7OTxsZGjh49Snt7O9u3b6evr4+6ujpKSkqYMmUKM2fO/EvX/3cxbtw4ysvLuXDhAhkZGQwODvL48WMuXLjA9u3b0dDQYNKkSdTV1VFXV0dLSws//vgjBgYGzJ07l/Pnz/POO+9gYmJCbGws9+/fx8XFhUOHDpGZmUlXVxePHj0iPz8fa2trXn/9dRYvXsz27dtZv349VVVVODk5CTvE27dv8+KLL/Lw4UNmzZpFYmIieXl5+Pn5sXbtWu7du0dYWBinT59GSUkJBwcHYmNjiYyMxMfHh7Fjxw4LbytWrODbb7+lvr6eyZMns3LlSh49eoSSkhKjR49mxowZ5Ofnc+zYMXp7e9m1axfl5eUsXLiQ2bNn4+/vz6FDh2hqauKHH37gtddeo7KykpqaGgYHBykpKaGvr09MT4aCyc6ePcvp06e5dOkSeXl5Iin37NmzIijQ0NDwPyRNMTEx7N27l+joaGE56OrqiqOjI3l5eYSFhbFjx46/FO7zX8Hnn3/Opk2b+Pnnn3ny5AmbNm2iqKiIgwcP8tJLL7Fw4UJCQ0NRU1MTRbiTkxO3bt2ivr6eJ0+eYGFhQV9fH1paWrS1taGqqsqpU6cYO3YshoaGvPjii8yYMQNPT09eeukl0tPTuXXrFsbGxhw7dgwlJSWWLl2KnZ0dx44dY9myZZSVlXH//n3s7OxYuXLlf0g6Dhw4gK6uLuXl5cyePZuwsDB6e3sxMjKiu7t7WHg7deoUCQkJQnLW3d3N7du3kclkwgEuKyuL0aNHMzAwwJEjR4A/zDiysrL46aefGDduHH5+figqKlJSUsLevXt59dVXKSwsZPPmzUJTPnXqVH7//XcePHhAW1sbc+fOpbKyUsiL6urqkEgkzJ49m9GjR5OdnY2xsTEVFRVER0ejqKiIjY2NCN6ys7Nj6dKlJCUlkZyczPfffz9s9s6Dg4PcuXNH7GENBaIuWbKE7du3c+fOHZSUlFBVVUVLSwuJRMKVK1c4cOCA0FCnp6eTnZ3NyJEjmT17NidPnqSyshJFRUXq6urw9PREQUGB/Px8DA0N+fbbb8nNzWX//v0MDg6SlpbGwMAAr732Gq+//joHDx5k2rRp1NTU8O233zJjxgzRpV22bBmNjY3i8Hf9+nVKSkqYNGmSWOgcDrS0tODk5ISlpSX9/f2YmJiwe/dusrKyxL7Y77//joWFBW+88QYuLi5oaWlx+vRp1q5dy9q1awkMDBS2un5+fowYMYIVK1bw5Zdfcu3aNTZs2MC7776LgoICx48f58svv+T7778H/mhIBgcH097ezptvvomNjQ0JCQmcPn2auLg4AIKDg5k3bx6tra1Cdz84OEhTUxNbtmxh9erVbNq0iTt37pCdnf3/M9z4vxNDVsOrV6/m0aNHnDhxgtjYWObMmcO7777Lm2++yYIFC8Ruw6xZs/jwww/p7u6mubkZb29vxo4dS1NTE1euXOHcuXMcOXKElStXcurUKVJTU4mNjUVJSUlMo7Zu3SokVEO7IyUlJcybN4+cnBzS0tIYPXo0+/fvR1NTk8TERHJzc8nLy6OhoYF//etfnDlzhm+++Ybff/8ddXV15s+fT1RUFJMnT/7HORtCfHw8Z8+exdzcnHnze4pUFQABAABJREFU5uHp6cmnn34q/t+FCxcoKioiLy8PABUVFcaOHSuWp4dka25ubiJ8t6Ojg/b2dlauXMmkSZMwMTGhqqqK5ORk7t+/z82bNzlw4ABz587l7Nmz6Ovro6OjI8IDX3vtNXJzc1FXV8fDw4O5c+fi6OjIgwcPmDZtGnv37uXBgwc4OzsTERFBXV0dGzduHLb7FMDW1pZFixYJ2+GQkBBOnDjBTz/9xNixY8nKyuLKlSucPn2aiooKYXq0YsUK0tPTKSsr4/Dhw3z00UdYW1vz/vvvk5ubi6GhIaqqqoSEhODm5oaenh6lpaUcPXqUsWPHiknxTz/9hIGBAT4+PpSVlbFr1y42btyIhYWFcLI0NTUVZ7whnu7evcvt27d5/Pgxra2tdHd3M23atD993X+q+Pjss88IDAzkwIEDogPR1NTEqlWrqK+vJzQ0FGdnZ6KiotDX1//Ly2E//fQTc+bMERHvenp6YgHJycmJw4cPo6KiItIy9fT0mDt3LitXrqShoQF3d3dCQ0MJCgoSPu/p6emsWbOGxMREIiIiqKysJCAggPnz5/Pvf/+bwcFB2tra+P3337l//z75+floaGhQXV3N2LFjOXjwIE1NTSI92dTUlIkTJzJ9+nQuX75Mb28vAB9++CESiURoXFVUVHjjjTf45ptv/hIHfwd9fX0cPHgQXV1dsSOgrKyMi4sLDg4OfP7551RXV4vkzuvXrzN69GheeOEFdu3aJdKPu7q6xALhzz//TG9vLyNGjOD9999HKpXy8OFDHj58yJkzZ4iKisLW1hY1NTU0NDRQUVHh0aNH7N27F5lMxvXr1/n111/R1tYmLCyMMWPGiDC5devWMXPmTGJjYwkICODs2bNERkbS3t7O/fv3h00+VFBQgIKCAm+99RYzZsygoaGB27dvU1FRgZmZGVu2bMHT05NXXnmFmJgYduzYwY4dOxgzZgzHjx8nKyuL8+fP09raSnh4OL6+vtjb22NkZMS7776Ll5eXcBZKT09ncHCQ6upq3n//fVJTU9HT00NXV5fOzk7q6uooLy8XQUFDvts2NjbMmDEDNzc3PvroIxYsWEB2djZVVVVEREQwb948Xn/9dc6dO8eOHTv48MMPh4W7bdu24ePjQ3x8PL/99hsaGho8fvwYMzMzsrKyqK6uFu4i/f39aGhokJOTw7Zt2+js7BTL8iEhIRgYGHD+/HlR/I8ePZpZs2bR1tbG8ePHaWtrY9GiRezdu5f33nuPBQsWsG3bNs6dOyfGu8ePH+fgwYPMnz+f1NRUFBUVSUxMpKSkBCsrKx4+fIivr68IlBrS+mpraw/bhBIQz4/i4mIKCwuxsbEhOjqaiIgIVq9ezfvvvy/CJT08PNi3bx/6+vqcOHGCe/fusXXrVsLCwigpKaG8vJxly5axatUq2tvbxVJgZGQkWlpaYpK4aNEipk+fzsOHD5k7dy63bt0iLy+PnTt3EhcXx5kzZ8Q9d+HCBfr7+zE1NcXNzY3y8nKWLFnCjh07qKurQyaToaenx+TJk7l06dKwHWqGZDk9PT2EhoZiYmJCfHw81dXVHDhwgLfeeovq6mpsbW0ZP348Dg4OfPjhh3z22We8/PLLhISE0N/fj4KCAkVFRXz88cesWbOGwsJCli9fzu7du0lISEBfXx8LCwuRK1NRUcH8+fPZuXOnOBTZ2Nhw+PBhfvjhB9TU1Ni9ezfPnj0jPz+f3Nxcampq8PT0ZNeuXcTExFBeXo6rqytWVlbCGGA4JrvwR9E61Hmvra0VHv67d+9mzJgxwqffy8uL+vp6BgYG8PPzQ1lZmXv37rF48WJyc3PR1dUlLS2NoqIili9fzrvvvkt2djaqqqp0dXVx4cIFUlJSsLS0ZMqUKdy7dw8bGxvMzc25ceMGVlZWpKamcu7cOd58803GjBmDt7c3sbGxNDQ04ObmRnx8PL/++iv79u3DycmJ/v5+mpubaWlpEQ5ShYWFw1J8PHnyhODgYE6cOEFkZCRGRkbk5OSQkJCAi4sL06dPRyaTERcXx+PHj2loaOCdd94RQY2TJk1ixIgRDA4Ooq6uzoMHD3BwcKCiooLCwkKcnJy4fv06z549o6+vD1tbW7755ht++eUX/Pz8+Pnnn8UuRFxcHGvWrCE6OhpTU1M2btwolCBDZjnnzp0ThgkLFy4kKCgIf39/mpqaUFVV5dGjRyxYsOAf5w1g/vz5KCgoUFJSQn19PU1NTaxZs4bvv/+e+Ph4NmzYQGJiIn19fUyaNEmYOBw8eBBnZ2fKyspQUVHhzp07lJeXM2vWLO7evcvOnTtZuHAhZmZmwqnzwoULuLi4MHHiRGQyGbGxsfT29oq8N4lEwksvvYSbmxtnz57lp59+QkNDA0tLS2HEEBUVxauvvkpkZCQzZ84U+8GHDh1i3759wmThn8b06dNZsmQJqqqqKCsr09bWxuzZs2lqasLDw4NTp05RVFSEsbExEyZMYObMmSxcuJAzZ86wYcMGkS+0detWkTV2+/ZtHBwcKC8vx8vLi76+Ps6cOcOpU6eYM2eOOMMGBQUJ62uZTMazZ88IDw/ngw8+YP/+/bi6upKYmMjp06epqqpi48aNPHnyRNybr7zyCsePH0cul2Nvby9MSf4M/lTxoa6u/r8ls7777rs0NDTw4osv8s477wCwceNGXnnllb9cfKxduxYbGxvOnj3L/fv3aWlpYc6cOVhbW3Pu3DkePHjAs2fPsLCwwNnZGWtra4qKiigvLxdhWoWFhTx79kwsUUskElpaWvj222+JjIxk/vz59PX18eGHH1JXV0dERAQHDhwgJyeH0NBQBgYGxMK0sbEx33zzDXv27GH16tWkpqZSXV1NQ0MDmZmZAMydO5fAwEB2797Niy++iLe3t7A+/fHHH//S9f9d/PLLL+jr6yOXyzE1NWXFihXCog3+yF2Ry+V4eHjg4eFBYmIib775pugSPnv2DGdnZ1xdXYV8Y/To0cTExCCTyWhvbxdBSioqKixYsAANDQ2CgoJYsmSJGLMPjfhbW1s5ceIEixcvJjY2FltbWwYGBlBWVsbT05M5c+bw5ptv0tXVxePHj5FKpUyYMAFVVVXmzZtHS0vLsPA2ZswYHjx4QE1NDbdu3eLRo0dYWVmRlJTE66+/Llx1pFIpS5Ysobi4mMuXL/PKK68glUoZOXIk9+7do6CggJycHIqLi/Hy8mLTpk28+uqrxMTEEB4eTl9fH9euXePJkyf8+OOPHD9+XBSvo0ePZvHixYwZM0aYLLi5uSGXy2lvb6eyspKBgQHq6upoamoSFnoRERFYWlpSVFTE3r17qaqqGjYdOfwxBR1aaoM/Xjjq6uqsW7cOHx8fEZ44ZCIxJBNLSEhg165dhIWFcfPmTczMzPD19RVLlkePHiUgIIDe3l5yc3Npb2/HxsaGtLQ04ZRmYGDAzz//TElJCe3t7bz//vvCFWvixImkp6dTV1eHk5MThoaGQrOalJTEwoUL6evro76+noKCArS0tCgoKBg2G8re3l6Sk5MJCgpCX19f2K8uWrSIX375hYkTJzJy5Ejy8/PFmHvq1KmEhYVx6dIloS3X1dXF399fhO5VVFRw5MgRenp6GDt2LFpaWty6dYuWlhba29tpa2tj5syZnDx5kszMTIyMjGhubmbx4sU8evSIgwcPsmLFCmxtbcULxMHBgcjISNasWUN2djahoaGoqqry9OlT8W8eLpw9exZnZ2dGjBhBb28vPT09IvtjaH/I0tJS7BqZmJiwd+9eVq1aJVxwMjMzhVtRSkoKmpqarF+/nr179zJz5kyCgoKQSCTk5ORw9uxZJkyYQEJCAosWLRLTOmNjYyQSCceOHSM1NZWOjg5GjRrFiBEjyMzMFEVjYGAgubm53L17l9LSUqZNm0ZOTg7Pnj1DVVWV1atXDwtvLi4uNDY2CrmJqakpz5494/Dhw9TX12NgYEBERAQ6OjooKSnx6NEjYb/Z2trKnj17ePDgAVFRUfT397Np0yYSExMZMWKECB/U1tamqqqK4uJiXFxcmDJlCiUlJdTW1gpZVVZWFu+++y719fVs27aN5ORkrl+/jqKiIkVFRZw/fx49PT1+/vlnPvjgA3EAmzp1KioqKhw/fpy6urphWzhvaGjgyZMnuLi4iODKtLQ0Pv30Uy5evMjSpUu5f/++cGFqaGhAKpWKxWhfX19RIMfExFBbW8u2bdvYsmULjo6OHD9+HDs7O6ZPn465uTlVVVVcuXKF+fPni7T4oXyoocA+Z2dn2tvb2bt3L5GRkSJvrLGxEQ8PD+rq6jh69Kj4HRUXFzNy5EjhuDVcaG1tJSoqiuLiYhwdHWlqahLyvn379rFp0yaxZ+fm5kZVVRX//ve/GTt2rDi3nDlzhoKCAqRSKampqWzcuFHs9V67dk1YXQcHB+Pu7s7FixcpKCggIyMDbW1t8RyQyWTs2rWL3t5e1NXVmTFjBtHR0Zw6dQo1NTVsbGzQ1NTk2LFjnD9/XuwX2tjYiKbYhAkThoW3pqYmvvrqK4qLi5k4cSLr16/H1dWV3t5eobiZP38+9fX19PT0iMyjlJQUQkNDyc/PJzMzE319fTw8PDA0NOTZs2eEhobi6+vLN998w+XLlwkPD+eLL74gJiaGZ8+eYWNjI6SnLi4umJqaCiOn7777TihehhbcFRUVKSwsFJEIlZWVGBgYYGNjQ1VVFRKJ5C8ZHPyp4sPDw+M/Co8rV67w8OFD3NzceOutt8T/19DQ+Evb7kPIzs6mv7+f4OBgVFVVefz4MZqamhQVFdHQ0ICOjo5YXlZSUqKqqoro6Gh6enpYu3YtZ8+eJSYmhujoaIqKitDV1UUul7N27VpcXFwoKiqio6ODwsJCampqsLOzE37RNTU19Pf34+Xlha+vLzY2Nty9exeJRMIPP/yAr68vKSkp1NbWCu/8lStXiq/r6+tJS0ujvr6e9vZ2wsPDCQgI+Msc/B3k5+dTW1uLXC5HIpHQ1tbGkydPhHtSc3MzPj4+eHt7o6+vj7m5Oenp6bi4uGBvb09WVhaXL1+mu7ubkSNHMjAwwNOnT9HS0iIyMpL09HTS0tKorq4WI/mWlhZWrVrFpUuXSEpKwsjICCsrKxwdHamurubq1atIpVJu3LiBl5cXFhYWmJiY0NfXJx4wtra2nDt3Dl1dXbq7uykqKhJSkOHA0D6GgoKC6FC5uLgQFhZGcXExR44cQVVVFR8fH3R0dIiPj8fe3p4RI0agqanJ6dOnsba2pr+/n7y8PH744Qf2799PVFQUcrkcf39/7O3tUVBQoLq6msHBQZycnDA2NhbLxk+fPhV7DbW1tejr67Nr1y7hQa6srCwClzZt2kRtbS1dXV2MHDkSW1tbGhsbqa6uFgnsf8Xi7r8CfX19JBKJsJMsKCjg0KFDeHt7I5VKiYqKQklJCS8vLwYGBjh9+jROTk7MmDFDLJBaWVkxYsQI1NXVGTt2LI8ePWLNmjU0NjaKfZyBgQHOnTtHf38/L730Etu2bRMhfZqamuTl5VFdXc3GjRuJioqiqqoKdXV1/P39Rf7AokWLRHNh586dLFmyhL6+PvLy8jAxMRm2YEb44zPn6emJj4+PsNJ0c3MThf7vv/8uEsYzMjIwMDDg6tWr1NfX4+zsTHl5OeXl5YwePRofHx+UlZWJi4tDR0cHa2tr8VzU0tLC3t5emGAUFhby4MEDenp6cHFxEZItHx8fXFxccHFxwdfXl8LCQrS0tHBxcRFOYqampixZsoTY2FjRwNDS0sLPz2/YrCgrKioICwujq6tL7EDJZDIkEgkRERH4+PhgaGiImpoaKioqDA4Okpubi6urKzU1NWRlZZGeno6ioqJwTezo6EBNTU0YN/T29tLd3S1cAZuampg3bx6jRo3iq6++QlNTU1jV3r59mwULFqCjo4OOjo546aurqwttfnFxMRKJhMDAQJSUlKivr0dTU5PAwEBxLf80lJWVSUxMpKGhAQ8PD3x9fXn27BlWVlZcuXIFd3d3IbfT1tYmISGBdevW4evry7Vr18jLyxMS0KKiIuFe1NTUJIIvu7q6xGGwpKSExYsXc//+fSQSCba2ttTV1dHf34+1tbWQoMpkMmbOnMmdO3doaGhAWVmZ3t5ebt68iY2NDe3t7Tg7OzNmzBg6OzspLi4WOzbDgdzcXBITE/H19cXIyEhI/BQVFdHW1uaXX37B09MTT09PZDKZCN718fEhISGBtWvXoq6uTl1dHXl5eSgqKlJZWYmKioowFJFIJFhaWmJgYEBtbS2dnZ2Ympry8OFDpk+fzsDAAJ2dnfT09FBVVcW4ceOIjY0VNr52dnbi/RIREUFraytqamq0tLQgk8lQUlKipKSEW7du/WUJ/H8FKSkpqKmpMWrUKHp7e7l27RrW1tZUVFSIJmZYWJhwijQ1NaW6upqVK1eKTv2Q9E5RUZH6+nocHBwYOXIko0aN4vbt21y4cIGQkBDCw8PJz8+nu7sbVVVVxo0bR0REhAj1zcnJobe3lzFjxvDRRx+xdetWEeool8spLS0VDmZlZWUEBASI94uSkpJw9hsO1NfX09bWRl1dHYWFhSKnachEoKOjg5s3b2JnZ4e+vj6xsbF8/PHHYq9oKDJhaJKvrKzM/PnzOX36NAoKCnh6etLT0yN2Pobc48zMzPjmm2+EWcbQbuBQ1k5xcTH379+nsrJSRCMMFRthYWFkZWURGxtLVVUVvb29tLe3/yXX0j/1yezr6xPJ0wUFBezduxdlZWU++eQTlJSU/uPv5ufn/+kfPoTY2FhiY2OpqakBEEsycrmc7OxsFBQU6OjoQFn5j1opOTmZpqYmVqxYQUdHB2PHjsXV1RVnZ2c8PDyEY5GWlpaofNvb25HL5bi7uxMcHExhYSG2trZoaGgIuYhEIkEul/PgwQNUVFRQVVUVB+ShsL7c3FzhznD37l3gD4u5hoYGsYD3Zxdu/qsYP3483t7eaGlpCS/8pqYm+vv7ycrKEmmWQ3o8V1dX7t+/T29vrzggDmWXdHd3I5VKqa2tJSQkBH9/f0pKSrhx4wYpKSmoqKjQ29tLUVERJ06c4OLFi1RUVFBZWUlGRgapqalkZ2czefJktLW10dTUpL+/n7a2NmHNGRoaKsboQ5xpa2ujo6PDsWPHaGxsHBbe5HK5SJfW1dXFy8sLc3NzxowZg1QqJTk5maioKJ48eUJubq7I+xj63MXExKCmpiYeqEMvmunTp5OcnExubi5Pnz4lJSUFBQUFxo8fT05ODi4uLmI5uKWlhYKCAlRUVCgrK6OiokLYeQ5NOdzd3ZFKpSIfZEgWY2Njg7W1tRi3X79+fVh4gz92Uob81Z2dnSktLSUhIQF3d3fs7OzQ1tZmcHCQiooK0RFWU1MT+lMlJSUMDQ3p7e0lIyODoqIikecxZGoglUpxcHDAwcEBV1dXYY89VOwP5XoMNTvkcjkdHR2MHz8eHx8fjI2Nxec1Ojqa1tZWRo0ahYGBATU1NaSnp5OTkzOsxYehoSGzZ8/G3t4ePT09XFxcyM3NRUVFhfnz56OrqytevENp4xEREVy+fJmgoCC0tbVFYvXQtenp6SGTyZg3bx7Lly9HUVGR1tZWHB0d6e3tFZbkqqqqWFtb4+vri6Ojo+iIq6urM3r0aDFFrq6upr6+HrlcTm1tLVevXhUTXmtra2GDOVxyBID29nays7OJi4vj0aNHZGdnCyvPuLg4XF1d8fPzQ1VVlbKyMlpaWtDX18fIyIi2tjZhXW1kZISurq6wJ79//z6ampp0dHRQV1cnfsaQxbi3tzcRERH09vZiaGhIT08Pubm5ODk5YWRkxLRp0+jp6aGiooKenh6kUim6urokJiaSmZnJnDlzWLhwIQMDA5SVlTEwMICCgsJ/NPH+SRQUFIjl3L6+PpFpo6enJ8LqAgMDMTU1pa6ujubmZrGgr6KiglwuR0VFBVdXV0JCQlBSUsLPz4/CwkJCQ0MZNWoUjo6OmJqaCoOYoayatrY2IaFWUlIiODiYuXPnoq2tTVZWFg4ODlhZWWFpaYmzszMODg7cuHEDa2trcbgZ2gurrq7GyMiIjo6OYeFNJpNRVVUlmjopKSkiUbynp4fu7m4cHR1RU1MTIcNKSkpit+bx48eiCaqjo8OECRNwdXUVFrMDAwMi+b2urg4FBQVsbGyora0V72FDQ0MRBNne3o6FhQV6enqoqalhYWGBhoYGEolEuNbl5uaio6ODoqIiAwMDVFZWUlxcjJWVleiSDweGZGienp74+fmhra2No6MjKSkp4mBcWlpKVVWV2HsbcjFMSEggJSUFT09PZs6ciYeHBwMDA4KT8ePHM2/ePIyNjSkpKSEhIYGnT58SFBREe3s7ra2tlJWVUV5eTn9/P/r6+lRVVSGXy7lz5w537txBU1NTvLfMzc1JSkoS+7zTp09n8uTJmJmZiRDc4UJHR4c4v7a3t/PgwQMxLV20aBFGRkY0NjaKXJjCwkL8/f1RVVWloqJCOGVpaGggk8no7Oxk/PjxDAwM0NTUhI+PDyYmJpSWlpKSkoJUKsXY2Bh1dXURePns2TOSk5PR0NBAQUFBWE339vbS1dUlwrqNjIxE06atrY34+HiUlJSEzbG5ufmfvu4/VXwMabFff/11Fi1aRHt7O5s3b/7fJAtDkoi/itbWVjo7O3n48CFxcXHixl6+fDlr164Vy4ZDB9khr/A33niD77//HiUlJUaOHMnKlStZtWoVLi4ubN68mTNnzlBRUSHsNi0tLRkzZgxWVlZkZmaipaUlwquqq6tJT08XS4caGhoEBASIA46/v78IV7l69SrwxyFWQUGBzs5ODAwMcHR0JCsrC19f37/Mwd/BqlWreOmllwgODkZFRUXYqQUFBdHU1IREIqGqqorIyEiuXLkiRmolJSU0NjYyatQojI2NaW1tpby8nNLSUkpKShgcHGT69OkoKCiIpNeuri4WL15Mf38/X3/9Nenp6SgrK6Ourk5LSwtJSUk8efKERYsWCe9yHx8f5HI51dXVwB8e6i0tLZw7d47BwUHU1NREJkFOTo5Itv6nMRR26OzsLIpMIyMjamtrMTU1xdPTE1VVVerr61FWViY8PJyuri7y8/NpbGxESUmJsrIympubMTMzw8nJicbGRl5//XXhznHv3j1u375NcnIyenp6XL9+XUzahpJyLSwsgD9SnFVUVNi6dSvz589HUVERExMTFi5cyIIFC8QY2tramsbGRuHPP2RTPLTAORxobGykpKQEMzMzPDw8hHXhkBmDra0t+vr6ZGVlkZOTg7+/v7B/HRwcFNPN2tpacnJyuHXrFsHBwcTExJCfny/cNvT09FiwYAHBwcEcO3aMS5cu0dLSIlKkh4qgjIwMmpqa6OzsFIGkurq62NnZcfr0aczMzIiLi+OVV15BIpGgqKhId3c3FRUVw1p89PX14e/vL/TGQ4vUzs7OzJo1i2XLlqGoqIipqal4GTc0NAhdvJmZGV5eXqirq5Oamkp+fj4+Pj7U19fj6+uLn5+fmAp1dXUhl8uxtramra2NNWvWoKCgIBoTTU1NPH36lObmZlRUVLh69aowTMjPzxcF0Lfffkt/fz9z5szB3t6epqYm0tPT/5Ku978KqVQqnstFRUU8efKEwcFBkpKSxHUaGBggkUjEv3/KlCliybStrQ0vLy9xr3t6eopJz5C9rKKiIjKZTDg6lZeXU1xczM6dO4WDT1xcHOXl5bz00kt0dHSgq6tLTk4O8IcDXHNzs2g6OTs7C5tWNTU1GhsbxdJoQUHBsPDW3NzMwoULef311zE0NOTUqVPo6upiZGQk9lDWrl0rup7/a7jayJEjmTRpkgip8/DwwMrKihdeeAFXV1eKiorEPteQgqCvr49jx44RHByMXC7n4cOH5Ofno6qqKoLjUlNTefDgAdnZ2Xh5eTFy5EjMzc3F3lFdXZ34zA/JO7Kysrh58ybR0dHDwpu9vT0hISE4ODigrKxMTU0NSUlJtLS0kJGRgY+PD2ZmZtTW1lJVVYWjoyPh4eHo6ekxfvx44SRXVVWFs7MzM2fOxN7ennv37iGRSDAwMEBVVZW2tjYqKiro6uoSDRY9PT2uXbtGeXk5RkZGolHX2dmJjY0NISEh6Ovr09PTQ39/PwYGBowaNQpVVVVKS0uxsLAQz8+h+/bP2p7+d6C7u5uamhpaW1uRSqUEBwdjY2PDuHHjuH37NoODg9y8eVMsTbu5udHS0kJ/fz8ZGRmkp6djYWHB2LFj8fT0RFFRkbS0NLKyshgcHCQ0NJSRI0cil8uJioqiuroaHx8fYd3b2tpKS0sLDQ0NQoLU0NCAnp4e//73v5HJZOjo6DA4OIiZmRk6OjoiE83Z2ZmBgQESExOJjo5mcHBw2Hgbsrr19PRES0uL9PR0mpubiY2NxcnJCS8vL0aNGoW+vj4tLS309fXx4MEDOjo6RFGno6ODqakp5ubmaGhooK6uTnBwMN7e3kJuLJfLcXBwIDQ0FGVlZUxNTQkMDKSlpYXc3FzKysro6urC2toae3t74I/1gvnz5+Po6CjO4Orq6jx8+FAEC7q5ueHp6YmlpeVfUmD8KdnVa6+9hqamJjdv3sTR0ZElS5awcOFC8eeFhYV899133LhxQyTF/hWYmpqyevVq8vPzuXDhAmVlZdjZ2VFYWMi0adM4fvw477//Pjdv3iQrK4tffvkFDQ0NLl++LDS8EydORCKREBsbS0pKCpMnTyY5ORkDAwPR/Rw3bhxz5szh6dOneHt74+joSHFxMV9//TWGhobU1NSIFEdXV1dCQ0P5+OOPMTU1JSkpCblczvz58+no6GDLli3cvn2bO3fukJeXR3JyMrW1tfz222/4+PgMS8ehurpaVOn5+flcvXoVMzMzEew0NEkaskqMjY1l2bJlHDx4kMmTJzM4OEhdXR0aGhoYGBjQ2tqKu7s7MTExBAcHi2Cq1NRULl68KDSd69at4/Hjxzx+/JhNmzaxdu1aHj9+LNyz/P39mTVrFjU1NaLDrKmpybRp07CxsWHPnj188MEHjBgxguzsbDIyMnjxxRfFEv8/jYsXL9LX18dLL71Eb28vV65c4e2336ajo4OjR4+yevVqysrKSEtLo62tDUNDQ1RUVFi/fj2Ojo5CnjY0EbS1teXtt9/m4cOH2NraEhwcjIKCAllZWWRlZZGSkkJSUhIff/wxt27d4urVqwQHB9Pf38+BAwfw8fFhwYIFJCcn09vbS0NDg+h+2djY8PvvvwN/ONhUVlZSUlJCdnY2xcXFqKioDFtwGSC63kPFT29vLwkJCRgaGtLa2oqqqioLFy4U3XllZWWuX79OV1cXP/30E83NzcIi19LSEgUFBWQyGa6urhQWForuYnR0NL/99hsWFhbIZDKWLVvG0qVLiYuLE2PeadOmiZfrkSNHyM/PJz4+Hk9PT2xtbYE/GiJHjhxh4sSJODs7o6CgIDrdnZ2dw8ZbQUEB1dXV1NTU8PDhQ7FQee7cOWpra3nzzTfx8vLC2tqamJgYnj59yqRJkygtLUUmk9Hb28svv/yCtrY2Hh4e6Ovri5TfrKws0d3v6OggPz+f2bNn8/TpU2xtbYUEY0iXK5FIWLZsGQMDA1y+fJnAwEAWLlwopCRPnz5l8+bNxMXF8d133wmNP4CBgcGw7S0AvPHGG8jlcmEF2dfXx82bN8nIyMDa2pqoqCh0dHQIDg7G0tKSyMhIBgYGMDAwYOrUqUKOpaamRkhICDY2Nty/f5/33nuPV155heLiYiFzdHZ25t///jdbt25lz5499PT0YGFhQUdHB62trdTX1+Pq6oqNjQ0lJSWcPXuW0NBQampqePz4MVZWVjQ1NfH9998TGRlJSEgIU6ZMQUFBgYcPH6Kqqsq33377H1LlfwqzZ8/G3NwcRUVF9PT0aGlp4csvv8TT05Mvv/ySWbNm4eDgQFNTE2ZmZrz66qvEx8czf/58cnJyOHjwoHCiioiIQCqVCiv53377TewsBQYGMmfOHPT09Dh48KA43Jw8eZLu7m6xm3Py5EkOHz7MwYMHiY+PZ9SoUairqxMVFcWvv/4qZMPq6urExMTQ1dWFoaEh3t7ePHnyBDc3t3+cM4BFixYRGBjIiRMnSElJITg4mODgYNauXYuCggLXrl1jzJgxeHl5MTg4SHZ2NpqamlhYWAhHL0tLS9TV1eno6CAxMZH79+/T19fH2rVrcXR0FKFtzc3NVFRUYGFhgaWlJa6urnzxxRfIZDLy8/M5fPgwQUFBaGpq4uTkJPa4goODmTBhAgMDA8TExKCpqUlKSgrq6uqMGzeOMWPGEBsby9GjR9m4ceOw8Aawfv16bt++TWVlJWVlZRQXF/PTTz/x66+/0t3dTUpKCjU1NRQWFtLf38/SpUtZvnw5HR0dqKqqsnjxYr7//ntaWlpENk54eDjLly8nISGBPXv2IJfLWbFiBXPnzuXEiROcPn2a9PR0tm/fzvXr13FycqK7u5tLly5x4MABIiMjMTExITs7m+7ubnp7e8nOzubWrVu0t7ezZ88evvnmG/z9/Tl69ChxcXEYGhpSW1vL1KlTh4U3Dw8PIiIicHd3x9XVlcjISPr7+9HS0uL48eMsXbpUFO719fXCHv2rr77Czc2Nw4cPU1JSgp6eHjo6OmKKnZWVhY2NDdXV1fT29uLq6oqDg4NwPly1ahUvvPACgYGBWFlZUVxcTHl5ORMmTCAnJwd7e3uys7OFJC0pKYmMjAxkMhmDg4McO3YMZWVlsrKyhP1/SEjIn86A+lPFh6KiImvWrGHNmjX/X/+8q6uL9evX8+mnn/4lbaZcLgfgrbfeIj4+nqioKLS1tVm8eDGmpqZ89NFHXL16lcHBQUJCQkQn6+TJk8ybN4/IyEi2bNlCXV0dfX19PHnyhNraWpYuXUpvby8rV64kMzOTVatWUVJSIirsxsZG5s2bx61bt/D398fAwABtbW0ePXrEmTNnUFJSYsmSJRw5ckQkoLu4uDAwMICjoyPwR2dpKGRtwoQJ6Onp0dzcTEJCAvv37+fDDz8U1/ffjaHvO6Tz09XVxcXFBSMjI2bPns3hw4dxd3cX6dPbt29HV1dXfECOHj3KkiVLGDVqFK+//jp3797lu+++Y8OGDaSmpjJv3jysra3Jzc1FX19f+K1raGhgZ2dHSkoKa9euxdDQkMTERD799FO8vb1FYvc333zDtm3bWL9+vdD019bWsnPnTgwNDVm6dCmKioqiQs/NzeXmzZtYWlqKB8w/yVtQUBAzZszgxo0b3Lx5EycnJ7H4l5OTg0wmIykpSegcKysrkUgkrFu3ji+++AIjIyNmzJhBe3s7T548QSKR8MknnxASEkJNTQ3jxo3j8uXL9PT08O6779LX18esWbMoKioiPj6esLAw1NTU6OvrY+bMmVy+fBlXV1eRgDyU33Lnzh0qKip4++23uXr1Kj/88AOvvPIKHh4e2Nvbk5iYSGdnJ2PGjPmP6/snudu3bx8HDhwQDhfKysqsWbMGY2Njenp6WLlyJd3d3SKgbWh3RVtbGy0tLeRyOZmZmejo6IhOzpQpU1BSUhLSMy0tLczNzXFycsLAwIAJEybQ0NDAunXrWLRokdjvWLRoEQcOHBC6YFVVVQIDA1FWVkYmk4nAvEWLFtHd3S0WIIc6htnZ2cPG25gxY0hISCA+Ph5HR0f+/e9/I5fLCQgIICsriydPnpCcnIyOjg4+Pj58/fXXbNu2jVGjRompz1dffUVZWRlHjhxBU1OTtWvXkpiYKJoGQxbHhYWFfPzxxzQ2NnL58mWioqJ444030NHREU45eXl5ODo6Ym9vz5IlS4iIiBA7ALt27UJPT4/p06ejpKTEq6++ioODAyoqKjQ2NpKTk4OHh8ew8DY4OIhUKiU7O5ve3l7MzMy4evUqa9euJTo6GlVVVSHRVVNTE/sXq1evpr+/H6lUysmTJyktLcXb25vJkyejqKjIs2fPUFNTY8+ePUIeuX37di5evMj48eOJjY1FTU1N5AesXr2a4OBgmpqauHfvHi+++CJ79+7l0aNHwp51yHjiyZMnTJo0ib6+Pm7dukVRUZGY+Glpaf3H9f1TvF26dEl83uvr6zExMUFNTY3333+fLVu20NTUxP79++ns7CQoKIj6+noOHz7M/v37iYiIQE9PDx8fHwwMDHB1dcXFxYWamhqOHj3Kzp07OXbsmMiGOn36NB988AEKCgqEh4eLPaT29nYKCws5ceIE06dP59y5c1RUVBASEoJEIkFDQ4MZM2aIzKMJEyZgYGAg8kH6+vrw9PTExMSE3NzcYeFNKpUKa+G6ujpqa2tRVVUVBYWysjJRUVGoqKiITIoxY8bQ0dHB5MmTWbhwIe3t7Vy7do309HTs7e2pqalBT0+P8PBwpFIpUqmUZ8+e0dDQwKRJk9i7dy8BAQE4OzszceJE9PT06O3txc7Ojvr6eiZOnMjJkyfFTlJ/fz9nzpyho6MDAwMDpk+fjrq6Ovn5+airq1NdXU1RUZHYkf0neftfv3dsbKyw8x5yT5s7dy66urr09/fT19eHqakpfn5+2NraioXp7OxsfvzxR9rb2zE1NcXBwQEnJyd0dHTo6ekhJiaGvr4+li5dSnV1NQoKCpSXlzNixAhUVFSEpEhBQYH79++jra3N0qVLMTExYebMmTx9+pSzZ8/S19eHgoICq1evZs2aNaxYsYKDBw/S1tZGYmIiJiYmzJkzh+DgYBwcHGhraxsW3iQSCcrKynR0dKCiooK+vj4NDQ309fWJRl5XV5eQ2k2fPp0NGzagoqKCr68vJ06coLS0VOSqPX78GHNzc7Zs2UJycjKjR4+mra0NZWVlpFIpdXV1wj598+bNYuJpa2tLaGgot27dYsGCBcTExNDc3ExgYCBmZmYEBwcTEhJCSUkJ6urqbNq0ib6+Pn799VdRtGzatOk/ru3/HxQGh3O+9H/BkITjfyqGrOT+u/Gct7+H57z9ffxP5u45b38Pz3n7+3j+jPt7eM7b38Pze/Xv4Tlvfw9/hrf/o8VHf3+/cGoYTleGfxpDy2m6urpiSf6/E895+3t4ztvfx/9E7p7z9vfwnLe/j+fPuL+H57z9PTy/V/8envP29/BXePs/Wnw8x3M8x3M8x3M8x3M8x3M8x/978D+j3HqO53iO53iO53iO53iO53iO/8fjefHxHM/xHM/xHM/xHM/xHM/xHMOC58XHczzHczzHczzHczzHczzHcwwL/plNmj+J/4kLN/B8Oe7v4jlvfw/Pl+P+Hp7z9vfwnLe/j+fPuL+H57z9PTy/V/8envP29/BXePs/Wny0trb+j7Uag3/Opu05b38Pz3n7+/ifzN1z3v4envP29/H8Gff38Jy3v4fn9+rfw3Pe/h7+DG//R4sPNTU1AHp6ejAxMUEikZCcnMyZM2fo6ekRSZNKSkqsXLmSkpISGhoaWLlyJV1dXdy7d4/U1FTeffddkpOTGRwcxNfXF21tbQYGBti3bx/bt2/n1q1bmJub093dTVxcHMrKyigoKJCZmYmTkxNGRkZkZ2eTk5ODpqYm48aNY/z48VRXVyOXy5FIJHR3d1NRUUFeXh4SiYTc3FxWr16Nrq4u6enpIiDsiy++oLi4GCUlJXF9/xRvOjo6fPTRR6ipqREeHo6TkxOPHz+mu7ublpYWBgcHaWpqQkdHByMjIyQSCaGhoTx58oTc3Fysra3R1tZGWVkZPT09jIyM2LVrF5988gkfffSRCDzq6OhAWVkZf39/vv/+e0JCQnj27Bnz588nKiqKW7duoampiUQiwcjICBMTE0JDQ7l+/ToymYwRI0bg4uJCUFAQ5eXlIgxSLpejqKiIvb09s2fPZu/evWzYsOEf5+3hw4cYGRlRXl5OWloaysrK7Nmzh5UrV9Lb24u/vz8TJ04UiZ9ubm6kpaXR1NREV1cXPT09mJub09XVhaqqKqtWrcLd3Z1du3ahpaVFVVUVysrKdHd3o6Kiwssvv0xcXBwvvfQSK1asYPLkyYwcORILCwvkcjkRERGcP3+er7/+mujoaEpLS3FwcEBVVZVLly4xefJksrOzGTt2LI6OjjQ3N1NaWgrAhAkTSExMxMPD4x/j7X/l7vvvv8ff35+amhqRqFtSUsLFixd55ZVX0NfX58cff6S3txcfHx+RCP/dd9/R1dXFnj17uHXrFi0tLTg6OtLR0cHg4CBeXl5YWlpSU1MDgJmZGXK5nN27d9PT00NwcDAZGRniz4aCFuPj41mxYgXZ2dmUl5cTExODiooK9vb26OnpMXr0aDQ0NGhtbeXChQsUFxcTFhbGrFmzKCwsRCqVDgtvra2tVFZWEhUVRW9vL+PHj8fOzk4EkX377bcYGBgwZ84cjI2NuXHjBj4+PowdO5Y1a9bg7+8vnlceHh789ttvtLe3M3/+fHx8fEhMTERPT4+uri7y8/MxMDCgrq6ODz74AGVlZfbu3Yu3tzdGRkZERESwZcsW2tvbOXfuHKtWrSIvL4/q6mrMzc0JCQnh0aNH1NfXY2VlhZubGzo6OrS3t1NTU4NcLkdXV3dYePvpp5+QSCSYmZnR3t5Ofn4+hoaGbNmyhfXr16OkpISZmRl1dXW0tbVhbGxMWVkZo0ePxtDQkJSUFJYvX05LSwvp6emsWLGC/Px8VFRUOHXqlPjebW1tdHR0sHXrViorK3n8+DF2dnaoqqpia2uLrq4uHR0dODs709zczAsvvEBPT48IxXVzcxPhh1euXCE9PZ2uri5GjRqFkZERra2tSCQSAPz8/P7xZ9z169eZNGkSCgoK3Lx5k4iICGxtbZkwYQLTpk0TIX7p6ekoKiqyatUq1NXV2b17NwAzZsygurqalJQUGhsb8fb2xtPTk/T0dCZPnsyTJ0+wtrYWCcqnTp1i+vTp2NracujQIerq6pg6dSphYWE0Njby6NEj9uzZw86dO7G1taWxsZGOjg4sLCyYOHEicrmc77//npUrV9LZ2Ul9fT1Pnz6lvLycVatW0d7ejpub2z/OW0xMDGPHjiU9PZ3y8nL09fW5ceMG+/fvJy8vj6+++gpfX1+mTZuGg4MDeXl5HD16lC+//JI7d+4QFhbGxYsXKSkpwdXVlcDAQAYHB7GxseHIkSMUFRXh5uaGu7s7urq61NfX8+uvvxIcHMzSpUuJjY3F1NQULS0t0tPTMTc356uvvuL777/n+PHjNDU1YWpqiqWlJdra2oSFhZGbm0t3dzclJSUiDDkvL08EL7/11lvDcq/W1NRgbm5OVFQUAFOnTiU2Npbff/+dlpYWdu7cSUZGBgkJCSgqKjJ27FjU1dUZHBzkxIkTfPjhhzg6OpKbm0tcXBzNzc1oaGgwZ84cEhMT6e/vx8zMTCTDT58+nfPnzzN16lROnDhBS0sLenp6wB8BzHPnzuXcuXPY2dlRXV1NUFAQKioqIhz68ePHTJ8+nSNHjuDs7IyOjg66urr09PSIoNDh4O3KlSv09/eTl5dHS0sLTk5OjBkzhm+//RYAf39/pkyZQmJiIk+fPsXLywtra2sePnzICy+8gKenJz///DPd3d04OjpSXl7O+vXrOXv2LMnJyfj4+FBdXU1tbS1SqZTg4GDi4+Px8PAgJiYGMzMzVFVVUVFRQVtbm5qaGry8vADo7OwkNTWVzs5OEQBsampKVlYWTk5OWFtbExsbi5KSEt7e3gwODmJvb/+nePtTxUdvb+//llze19dHdHS0SNj29/fHxsbmL5E/NGqSy+XcvHkTV1dX4I/Ex6HCo6SkhJKSEmxsbCgsLERVVRWpVMqdO3eorKxEKpVSVVWFqakpmpqa4qV4//59mpubOXHiBAEBAdTW1opE6DfeeIOoqChsbGxQUFAgISFBPGw0NTUZNWoUBw4c4PPPP2fbtm2UlZXh4OBAaGgoCxYsQFNTkxkzZuDj40NnZydaWlpoaWlRX1/PxYsXCQ0Npa+v7x8bpQ1935SUFObMmUNMTAzx8fEoKSmRkpJCSEgIzc3NTJ48mXv37lFQUEBubi46OjosXLiQadOmCa4ePnyIVCrFwcGBrq4uXnvtNfLz80USs42NDaWlpWRkZBATE4O2tjbHjx/HxcWFiIgI4uLiaGhowNPTkzFjxpCZmcm4ceM4f/48aWlpuLu74+HhgZOTE8rKyhw4cID6+np27NiBiYkJz549o6amBiUlJcaPH/8f1/dP8Zaenk5bWxuzZs3CysqKR48ekZubi4KCAhKJhKVLl3L58mWio6Pp7u4WL0CpVMr9+/epqqrC1dUVa2trent7iY6O5tSpU4SEhPDjjz9SXV3N9OnT8fT0pKSkhH379vHWW28hkUiwsrLCxcWFESNGUFdXx6VLl4iKimJwcJADBw4wevRoRo4cKR5GdXV1HD58mDfffBMnJyf279+Prq4u+vr6dHV1kZ2djYGBAR4eHv/o6Hboew+lqnZ1dZGens7Vq1fp6uoiICAAHR0d1NTUyM3Npb+/HxMTE+rq6rh9+zYrV67k8uXLxMfH4+rqiqamJlpaWigoKHD37l0KCwsxNTWlpqaGpqYmZDIZ+vr6dHZ24uDggLOzMxkZGaxcuZLU1FROnjyJsrIyWlpaTJs2jY6ODm7cuEF7e7tIoTY2Nsbc3JwLFy6gqKiIq6srEomEvr4+qquruXHjBqtWrRoW3lJTU7l9+zYhISGMHDkSTU1NTE1NqaioICEhgX/96180NTWRl5dHbGwsJSUlxMXF8e9//5vly5cjlUopKytDUVERS0tLFi1aRExMDIODg3R0dHDt2jU6OzuxsLBAS0uLwsJC0tLSqK2tZd68eSxatAhLS0sGBwcZGBjg22+/ZeHChRgYGCCVSvHx8cHBwYGenh6ePXsG/PHc/+2339i6dSv19fUkJibS0dHB0qVLkclkw8KbRCIhPDwcXV1dFBQUmDlzJlVVVaipqREQEMCPP/5If38/Pj4++Pj4oKSkhEQiwdfXl2PHjrFixQqMjY3R0NAQDaeenh5cXFyYPHkyDQ0NyGQyysrKkMlkGBsbk5KSQmlpKQsXLiQ5OZno6Gj6+/vp7e3l5MmTZGZm0trayurVq4mLi+P69etERkZSVVXF6tWrKSoq4rXXXqOrq4tbt26RkpKCh4cH3t7eJCYm/sf1/VO8ZWZm4uvri5GRET09PVRXVzNq1CiCgoIoLCzExMSEqKgo7t69i76+PlOmTOHChQs4OzvT1dVFX18fXV1dtLW1oaioiL+/P+np6dy5cwdfX1/Onz9Pd3c3xsbG2Nvb89prr1FUVERpaSmNjY1kZGRQV1dHVFQU+vr64jA1a9Ysdu/ezezZs5k6dSpaWlrI5XK0tbXp7Ozk3//+N4qKioSGhuLn54eSkhJffvklurq67Nmz5x/nLTo6mpEjRzJhwgRycnLIzMxk0qRJfPDBB3R0dBASEoKlpSX3798nNTWVmTNnkpSUxNKlS/nll1948uQJI0eOZNy4cWRnZ/PFF1+gra3Nd999R2JiIqamptTX13Pu3Dlyc3PFc+DEiRPY29vT29uLvr4+WlpadHV1ERkZySeffIJcLmfBggXcvXuXe/fuoaury3vvvcfDhw/Jy8sjLi4OPT098vLyqKmpoa+vj02bNvHzzz//x/X9k9wlJydjZGSEqakpqampXL58mSVLlnDlyhVMTU0pKioiPz8fNzc3zMzMSElJITo6Gl9fX9555x1sbW2Jj49HUVGRefPm0d3dzZUrVzh9+jSqqqo8fvwYdXV1nJ2dcXd3p7m5GYlEgomJCaqqqjQ1NZGVlYWNjQ2TJk3i7NmzrFmzhi1bttDU1ISKigptbW1kZGTg6OjIhg0b2LlzJ9ra2ly6dImVK1fi4eFBZWUlCgoKw8abra0tenp6ZGZmkpiYiJKSEuvXr+e1114jIyMDDQ0N/v3vf5OamkprayvPnj3D1NSUZcuWMTg4yPXr16msrKSnpwd1dXU8PT2JiIjgxIkTfPXVV1RVVREbG0tPTw+WlpYcOXKEKVOm8OjRIx4+fMjGjRtxcHBAS0sLbW1tfv75Z6qrq5kyZQoXL14UBWFtba1oQNfW1rJs2TJu3bpFeXk5zs7OtLW1ceXKFT788MM/xdufKj4iIyOZMWOG+Lq0tJSXXnqJiooKhmJClJSUmDt3Ljt37vzfCpX/O8TFxZGdnU1RURFaWlqoq6uTm5vL+vXrRbezr68PLS0tBgcHuXLlCgMDA1RWVjJr1iwA8vPzGRgYIDMzk5ycHNHJU1NTw9raGgAnJydUVVXFYbm5uZn8/HxsbW0pLy+nv7+fUaNGYWNjw/3797GysqK9vZ3+/n4UFRVFfP3KlStxc3MjMDCQ+Ph4JBIJCgoKdHd3o6SkxLlz51iwYMFf4uDvQEVFhaSkJLS1tXF1dcXY2BiAwcFBJk6cSH19PQEBAQQEBNDW1kZ7ezvNzc1UV1fT2tpKXl4e5ubmKCkpERMTA/xxI5iZmaGrq0tvby99fX20t7dTWlpKS0sLOjo6+Pn54ebmxpUrV/Dy8kJTU5OcnBxcXFwwMDCgs7MTPz8/dHR0cHR0RFdXl6dPnzJp0iRaW1tZuHAhAE+fPhXd58HBQWJiYnBzc/vHeWtraxNFwNDkx8bGBjs7O2QyGfX19ZiYmBASEoK2tjYjRowgPT0dbW1tbGxs8PLyEofswsJCXFxc8PDwwMfHh927d7N8+XJ8fHyoq6ujs7OT4OBgrK2taWlpQS6X09DQwOXLl+no6MDQ0JDs7GyMjIxIS0vj9ddfp7Kykra2Nuzt7XnllVe4cOECCQkJjB8/HplMRktLC11dXXR1dVFSUsK2bdv+cc6GoKmpibKyMioqKrS3t1NeXo6DgwP29vacOXOGpqYmJk2aRHt7O5WVlbS0tFBcXCwmEIqKijQ0NFBcXExvby9KSkq4u7tTWVnJ06dPqa2txcHBASsrK3p7e7G0tERFRYVLly5RUFBAX18fnp6e9Pb20tzcTEBAAKmpqVy8eBFra2uqqqowNDTEzMwMTU1Nurq6yM3Npa6ujiVLlqCrq0t7e7v4WcMFe3t7BgYGMDQ0pLu7m7Nnz2JpaUlQUBA1NTXY2Nhgbm5OQUEBmZmZODo64uXlxcWLFykuLsbFxYUXXniB6upqkpKS6O/vZ9GiRezfv59vvvmGMWPGUFNTI34/jY2NmJmZMXXqVM6ePYu/vz9OTk4oKCiQm5tLdnY21tbWHDt2jFOnTlFbW4uRkRFqamo8efKEtWvXYmhoSFRUFHFxcdja2tLW1kZZWRm6urrIZLJh4U1XV5eSkhKMjY3F9HZgYICBgQG8vb354IMPxIS3ubkZdXV1XnzxRWQyGdOmTSMtLY24uDgsLCywtramvr4eBQUFWltbycrKIiQkBHV1dfT19amoqKCkpAQdHR309PRIT0+nqalJHATr6uoICAjg0qVLzJ07Fy0tLXp7eykpKcHc3JxJkyZx9epVYmJicHR0ZNy4cXh5edHQ0ICKigo3b97EyclpWHgbN26cuEctLCyYN28es2bNIjExEU9PT2JjY6mrq0NNTY3W1laioqIYO3YsV65coaWlhaKiInR0dFBXV0dJSYmmpiZUVVUZHBzk/PnzBAUFoaOjQ2FhISUlJdjb26OlpUV+fj4uLi4oKyvT0dGBvr4+4eHhBAYGUltbi6GhIVVVVTx58gQjIyM0NTW5ePEipqam9PT04O/vz5UrV5gwYQJOTk60tbVRXFwsJqL/NOrr6zlw4ACzZ89GUVGR5ORkZDIZz54949VXXyUpKYm0tDQqKytxcXFh1KhRYqKoo6NDUlIS5ubmWFpaAqChoUFJSQm7du2ivb2dmTNnEh0dTWFhIVZWVoSGhpKcnMzChQuRy+WkpaXR09PDiBEjxGHQ1dWV/Px8MjIykEgk6Onp0dnZKSZxiYmJNDU1UV9fL6Zr7e3tFBQUsHnz5mHhDf54r7a2tuLo6Mjg4CDl5eXiLDB+/Hhu376Nk5MTGhoadHV1iUntxIkT8fPzo6GhgaSkJCQSCcrKytTW1uLn58eePXv46KOP0NHRQVVVFSMjIxQUFHj8+DE1NTXIZDICAwNRVFRkYGAAU1NTgoKCMDIyQklJCUVFRTo6OoiLi8PV1ZW5c+cyYsQIenp6GBwcREVFBW9vb/H9hlQHwwV7e3uUlJSYNm0avr6+6Ovr8/DhQ+RyOSEhIaSmpuLo6EhtbS0GBgasXLkSAwMDvL29yczM5Ny5c0ybNg0lJSWSk5MpKSkhMDAQd3d3bt++jZ6eHm5ubpSXl5OamoqlpSXKysqYmZmhpaXF48eP0dPTw9bWlu7ubnx9fTl37hwzZ87kyZMnaGtr4+npSXBwML29vYSGhpKYmIiysrJ4F6SmplJSUkJra+ufvu4/VXwUFhb+x9c7d+5EQ0ODr7/+Whwy6+rquHnzJp9//jkffPDBXyJfQ0MDiURCVVUVGhoamJqaYmxsjFQqxd7eHh0dHe7cucPg4CBqamrEx8djbGyMp6cnRkZGoqLW1dVFS0uLtLQ0mpubGT16NMrKyvT29iKRSLC2tkZZWZkHDx4wdepUkpKSsLKyQlNTE/ijgAoLC2NgYAALCwsiIyPR0dFBR0cHRUVFqqurxY2/dOlSAgMDhcShoaGBrq4uDAwM+O2334al+KisrCQiIoLw8HAsLS3R0dHB1dWV2tparKysiIyMJCQkBBsbGzQ1NWltbeX+/fsUFRVhYWEhRsO1tbVkZWUxceJENDQ0yM7OJjw8HIlEQm9vLzo6OlhZWVFXV4empiYjR46kt7dXSKna29u5d+8e8fHxaGlpERcXR2BgII6OjlhZWdHd3c3Tp0/R0NBg8uTJ2Nvb09/fz+PHj6moqCA8PByZTEZiYiLr1q37x3kLCQkRhZVcLkdPTw8LCwt8fX1RUVFhcHAQb29vFBUVUVZWJjQ0lJdffhlVVVVCQkIwNjamoaGBx48fU1VVhbGxMS+99BIKCgpIpVLMzc0xMDAQnUErKyvi4uIIDg6mvb2d5ORkenp6MDY2xsvLCw0NDTo6Opg2bRqpqalUV1eLQ/nIkSNpbW3l2rVrSCQSTE1NRZHb2dlJd3c3fX19/zhnQ/Dx8aGkpITKykqKioqora1lYGAAY2Njbt68SUhIiPj9dnd3U1RURFhYGMrKyujo6NDR0UFpaSkVFRW0tLTQ0NDAggULsLOzo7e3l9TUVMzMzFBTU0MulzM4OEhNTQ1lZWX4+fmRkpKCtrY2+vr66OnpoaqqSkpKCtnZ2YwaNYqGhgaMjIwICwtDVVWVqKgoJBIJI0aMQEVFhZ6eHsrKypBIJHh4eAwbb0NSiqamJmpra3n48CFLlizB1taW3t5eHjx4wKxZs1BWVkYmk9Hf38/SpUtRVVUlIyODvr4+rK2tkcvl4pChqqqKnp4edXV1qKioYGRkhIaGBioqKkydOpXOzk4WL15MdnY2lZWVlJaWoqqqira2tpAaNTc3c/36daqqqhg3bhz29vbk5+cjk8mwsbHB0NCQ+Ph4FBQU0NfXR1lZmaampmHjraGhAR0dHRoaGsSUOSkpiXHjxlFdXY2HhweWlpbExsbS3t6Oq6srI0aMoLa2ltTUVHJzc+no6KC/vx9tbW3R/RzqhGZnZ+Pk5ISPjw/W1tZcu3aNOXPm0NHRQW1tLVpaWtjY2CCTyWhqasLCwgJvb2/U1dXR1NSks7MTIyMj3N3d6erqoqamhsLCQmJjY8XP0tHRQUNDg4yMDNEg+qcxcuRIYmJihLTV3Nyc6upq2tvb6evrY3BwEF1dXTw9PWltbaWsrAxzc3Oam5t58uQJY8eORSKRiINbbGwss2bNwtTUlMHBQUJDQ7GxseHu3btcvXqV1NRUVFVVsbCwwNDQEGdnZxoaGkSDITs7Gw8PD27duoWysjJ9fX20tLRQV1fHgwcPCA8Pp62tTcjo+vr66O/vF/ftvXv3hoU3f39/Ll++jJKSEj4+PmhpaREREYGfnx+6urq0tLRQXV1NS0sLJSUlREVFsWLFCgYGBlBRUUFRUZGcnBzkcjmAkED39vbi4eGBnZ0d9fX1VFVVMTg4iJGREd7e3owZM4aOjg46OjooKyujq6uLqqoqgoKCOHPmDMHBwdTV1aGoqIihoSFlZWVcuXKF1atXk5mZyezZs8nPz8fU1BQAZWVlHj9+zJgxY4aFNwAbGxuqqqooKyujt7cXY2Nj6urqMDY2xt/fn4cPH+Lg4EB+fj6JiYlIJBICAwMFn9nZ2QBC7TLUBHB0dCQoKIjq6mokEgnq6uoUFxeTk5PDwMAA5eXlAAQEBKClpUVnZyd5eXlYW1uLsyL8MWnQ0dHBzc0NKysr8vLymDFjBmlpafj4+HDy5ElqamrQ0NCgvb192HhramqisrISuVyOg4MD+vr6FBUVoaCggIODAxcuXCAwMBADAwMUFBRYuXIlAFVVVdy9e5eCggJqa2vR09NDQUGB3t5e6urqWLhwIefOnWPChAmMHDmSgoICHj58KKSSHh4ePHv2DBUVFYqKilBXV8fOzg51dXXi4+NJSEigp6eH0tJSTExMcHBwoKamBn9/fxQVFUlJSaG4uFg0pg0NDXFwcPjT1/2nig9dXV0iIyOZNGkSAAUFBdy6dQstLS3xd6ysrFi3bh2ffPLJX+EdgClTplBZWUlTUxOamprY2tri7+/PgwcP6Ovro7GxkdjYWIyNjfHx8UFdXZ2SkhLmz59PU1MTBQUFKCsrY2Vlhbm5ORoaGhQVFYk9EQMDA3JycsT3z8vLQyqVkpKSIg53wcHBWFpaIpfLaW9vx8vLi0uXLiGRSERXTF1dnWXLltHS0iIeFoqKihgZGaGvr09vb6/omg8HUlJSaGlpob6+nsrKSpSVlTEyMiI3N5eIiAjq6+vJzs6mpKSE7u5uod+DP/SY2dnZ9Pf3MzAwgIaGhtCTv/LKK6xevZqcnBzq6+sxMDBg4sSJXLp0CT8/PzEyHT9+PAoKCmRlZaGqqsqzZ8+E/CwqKkp0K4c6aImJiUyfPp2srCzxIe3q6hJ7IAYGBsPC26JFizh9+jTFxcVIpVLq6+tpbW3Fzc1NHGhbW1upr6+nqakJBwcHmpqa8PDwEN3QtrY2uru7GRwc5N69e/zrX/9CUVEROzs7rl27RltbG15eXkLmkJOTg7GxMQMDAzQ2NuLp6YmZmRnl5eX4+vqSk5PDiy++yLJly3B3d8fd3Z3e3l4hSTAwMKCyshIDAwOUlZVRVVUVusrExES8vb2HhTs7OzsiIiLIzc2lvb2dtrY2njx5gpubG6qqqixZsoTU1FR0dXXx8PCgra0Nf39/nj59Snx8vNhzUVVVRUlJiYGBAe7du8fnn3+OVColNTWV2tpacnNzxWTHysqKpUuX4u/vz6FDhygqKsLExAQbGxvy8vLQ1NTEzc2N9vZ2NDQ00NTURCaT0djYSHx8PNbW1vj6+tLU1ERhYaG4v8PCwujv7x8W3rq7u1FTU6Ourg4lJSXc3NwYNWoUtra2qKmp0dDQQHNzM5qamhgZGdHR0UFfXx/Tp0+nsrKShoYGqqurUVZWxs/PD3Nzcy5evMgbb7zB7du3uX37NsbGxlhYWGBjY8Orr75KVVUVBQUFbN26leTkZG7cuMHAwAChoaHExcWRmpqKq6srv//+O1ZWVowbNw47OzsSEhJISEigsbERiURCYWEhZWVluLq6YmlpSWlpKUZGRsPCW3V19X/s9Nja2pKamkpxcTF5eXkUFBTg4uJCbW0tJiYmTJ48Wch0b968yaRJk1BUVKSrq4umpiYMDAxobW2lpaWF4OBg9u3bR1FREXPnzsXIyIikpCReeuklSkpKGDduHFpaWhgYGKCoqIiCggJPnz5l5MiRJCYmsmjRIlRVVXF0dMTZ2ZmdO3fy3nvvIZVKUVBQ4Nq1azQ3N+Pj40NgYCAaGhokJycPy4Gwq6uLlJQU+vr6kEgkNDY2UlRUxPLly8nOzsbW1paOjg4h18zIyODjjz/mhRdeICUlhblz59Le3k5aWhr19fUoKSnh7OyMhoYG/v7+YgoyODiITCYjMzOTqqoqpkyZQmdnp2goJScnExUVRUFBAcuWLePy5cu4u7sTFhaGiYkJubm5GBoa4uPjw82bN0lLS8PLy0sceqytrfHz8xMKiH8aU6dOpa2tjcHBQRQVFfHx8SE1NZXJkyeTnJyMp6cn7u7ulJSUUFBQwPXr1/nhhx8oKSmhv79fHK4bGxvp7e3lu+++Q11dndjYWGJjY0lNTcXY2BhXV1fOnTtHXV0d33//PU+ePMHc3BwvLy9kMhnp6emkp6fj5eXFuXPnmDRpEoaGhhQVFdHR0UFvb6+QWBcXF3P06FGKioqorq6muroamUxGQkICiYmJ/PTTT8PCnbGxMVlZWWRnZ6OtrS3efUNqAqlUikQioa2tjbS0NAYGBnj33Xd59dVX0dXVpbm5mREjRtDe3k5CQgIBAQF8/vnn7Nixg8bGRq5fv46CggLm5ub09PSIXdTm5mZiY2NZvnw55ubmPH36lHv37mFpaUl+fj4WFhb4+fkhk8no7u4mKioKc3Nzsd9bU1ODmpoapqamqKmpoaKiMmzvBUDstzQ1NaGtrU1gYCBBQUHi7NnY2EhlZSVBQUGYmppSWFhIa2srzc3N5Obm4uPjQ0JCAgYGBvj6+mJvb8/FixeZO3cukyZNwtvbG4lEwuDgIH19feK5oKysjJOTE1OmTCEyMpLr16+zbt06GhoasLCw4Pz584wePZqUlBTKysro7+9HTU1NNJWrqqrIzMykv78fqVSKqanpXzqH/KniY+nSpSxevBhFRUUmTJiAt7f3fxQe/yv+zi+ttraW2NhYSktLCQkJQUdHh7y8POrr6xkYGCApKQmZTEZwcDDTpk0Tmsv169ezZMkSoc3Nysqiq6uL1atXk5aWxv79+3nnnXfQ1tbm4sWLFBQUiA7GwYMH2bBhA59++inTp0+nvb2d6Oho6uvrmTx5Mp6ensybN4+tW7diYGCAnZ0dpaWl7N69G2tra0xMTNDX10dbW5va2lqxiDm0iDccGOqkKykpCXnYjz/+yAsvvMCjR4/YsWMHqqqqZGVlcffuXSIjI+nq6sLExERIVNrb2/H19RXTnKioKD777DOePXuGpaUlOTk5dHd3M3r0aIKCglBWVsbX1xdLS0suXLhAeXk5JSUlDA4OsnHjRgwMDFBRUWHr1q0kJCRgb2/PyJEjUVRUJCgoiBUrVvDTTz/x/vvvU15eLvZUHj9+TGBg4LDwVlhYSHh4OBUVFTQ2NmJqaipeJsePH2fBggW0tbXh4eGBgoICR44cISwsjHfffZfLly9TWVmJlZUV5eXlJCYmoq2tTXR0NIODg+Tm5jIwMMDZs2d5+vQpU6ZMYcWKFVRVVfHWW2/R1dXFiy++iKWlJUVFRWRmZoqiprKyEolEgra2Nr6+vsJAYP/+/bi6uvLxxx/j4eFBfX093t7eLFiwgOvXr6Ovrz8svAF88skndHV1oaamhlQqxcrKira2NmbOnEl3dzfr1q1j9OjRSCQS7O3tee+993jzzTdpaGjA3t5eaPfb29uxtrZm1apVNDc3U1dXR1VVFdOnT0dLS0u8NBsaGtixYwe+vr68/fbbdHR0YGJiIiaaixYtQi6Xc+HCBXJycggICGDMmDE0NDRw8OBB1q5dS19fH7m5uUKKYmhoyPjx46mpqaG6unpYeBva9zE2Nsba2hojIyM2btzI/v37MTExYdKkSaSmpjIwMMC8efMwNDTk7bffxtvbm5SUFLS0tOjo6KCrqwsrKytGjx6Nmpoa+vr6DAwMiMbHUBdt0qRJ6OrqsnXrVnbt2kVgYCBubm7ihXHx4kXCw8MZGBgQhh4TJ06kpqYGqVTKzZs3sbGxETKKsWPHUltby61bt3jllVeGhTP4YzlbU1OT1NRUsrKy0NbWxtDQkIULF/Ltt9/y+eefCy20h4cHMpmMvr4+oqKi+Oijj7C0tCQ1NZWHDx+SmZlJX18fSkpKKCgocP78eTQ1Nent7eXhw4eYm5uLos3Q0JDU1FTx0pbJZGRlZTFmzBgqKirQ0dERHdeBgQG6u7uxs7PD19cXb29vEhIS6O/vZ+PGjbi7u/P06VPi4uLEIuc/jTt37jB69GiePn1KTEwMhoaGfPbZZ0RHR5Oenk5RURHTpk3Dw8MDbW1tFBQU8PT0xM7OjqVLl4qleGVlZSQSCdOnT6eqqkpMLXfs2CHkM9ra2rz44oscPHiQ9957j7CwMB49eoSdnR2TJk0iLCyMzZs38+jRI5YsWYKHhweZmZncu3eP4uJi5HI5R48eJSQkhA8++IAbN25gY2NDdnY2ly9fZs2aNSQmJvKvf/3rH+ctLS1NSJUuXbrEpUuX+Prrr6mvr2f8+PFiuu/s7IyNjQ1Pnz7l3Xff5eDBg9y8eZPBwUG0tbVpbW2loqICABcXF7F/FRERQWFhIQ4ODkydOpXff/+d5uZmvvzyS7Zv305ISAgXLlygoqKCgIAA9uzZw+HDhxkcHOTixYv09/cjk8mwtbXl008/RVdXl/3791NQUICNjQ1ubm7cunWL06dPU1JSgrOz8z/O2RB+/vln3NzcWLFiBSoqKjx69IgzZ86waNEiKisriYmJwdXVFV1dXbS1tbG2thYSvd27d7N161ZUVFTw8vJCIpFw48YNdHV12bt3L2VlZaKBbGRkhK2tLcrKyhQXF6OtrU1hYSEVFRWEhoZibW1NcnIyT58+pbS0lGnTpjF37lxOnz5NUlISpqamTJ8+nYKCAr7++mvWrVuHrq4u9vb2qKqq4uTkhLa29rDxVlFRwSuvvEJaWppobj58+JDp06eTm5vLmDFjhBzS2tqay5cvo6GhwYQJE/jqq6+EPLatrQ1lZWVu3LiBvr4+hw4dYtasWdy4cYPExETy8/Pp7u7Gzc2NsWPHkpOTw5w5c5BKpaiqqlJYWMjp06dZsmQJH330Edu2bePdd98Vu60tLS1cu3aNDz74gG3btrF9+3YmT55MQUEBenp6uLi40NjY+Kev+08VH2pqanzyySe8+OKL+Pr6oqmpSVZW1n/o80tLSzlz5gy6urp/mfzPP/+c3bt3o6Ojg0wmQ0VFhfLycjIzM1FRUUEqlWJhYYGqqiqVlZU4OzsTFBREQEAA9fX1fP/999TU1BAeHs68efMoLCxk6dKlvPbaazg6OrJ06VKam5txcnKiu7ubnp4eJk6cyOPHj6mvr0cmkzFnzhycnZ1pampCXV0db29vjhw5Ql5eHuHh4RgZGSGTySgvL8fFxYXNmzdz8eJFPv30U/bu3csbb7xBcXExbm5uLF68eFhkVwYGBujr69Pc3ExKSgoA3377LWvWrMHV1RVDQ0M6Ojrw9PTEycmJ0aNH09TURExMDJs2bWLMmDFMnjyZBw8ecO7cOaysrDhw4ADe3t788ssv9PX1MW3aNAIDA9HT0+Ptt98G/nAEGTduHK+88gonTpygoKAAc3Nzzp07R3d3N1evXuXVV19l4sSJVFdX880336Cnp8e9e/ewtramubmZkpISysvLmTBhAq+88gqurq6i+/tP49ChQ+jp6TF79mzc3d2pqamhoqKCrq4uPv30U7q7u7l79y4//fQTBgYGLFu2TOh+N2zYwGeffUZ/fz9dXV2YmpqyadMmZDIZcXFxdHZ2cuHCBR4+fMjDhw/F8mpubi5FRUUYGBiwY8cO1q1bx5gxY2hra8PQ0JDNmzdz+PBh9PX1sba2JjExkTNnzjAwMMCHH37I8ePHOXv2LOfPn2fUqFG4ubmhpaXF+vXrxTRvOPDNN9+wf/9+QkND0dDQ4NixY0ybNo3CwkJmzpzJ06dPKSoqYvHixUyYMIHY2FjKysoICAhAIpHw6NEjxo0bh4+PD01NTTx9+pSLFy/yww8/0N7ezpEjR1BRUSEwMJC3336biIgIWlpamDZtGlevXiU3N1cs3BcUFBAZGUlcXBzffvstq1evFtM8KysrWlpa+PHHH2lra+PDDz/ku+++w93dHXt7eyoqKkhPTxcyhX8aXV1dPH78GC8vL1paWnj48CGhoaGsXbuW27dv09bWRnl5Ob29vTQ2NlJeXo6RkREHDx5EIpHg7e1NfHw8fX19FBQUcPjwYd544w1ycnK4ePEiMpkMJSUlpk6dyvz58/ntt9/Yv38/mzdvpry8XOx2DQ4OiilAcHAwGzdu5NChQ9jb2yOXyzE2NmbTpk28/vrrfPvtt8ycOZN33nkHNTU1jIyM8PHxobGx8R+zn/y/YtGiRZw6dYq7d+9SX19PZ2cnI0aMYGBggL6+PsaNG8e8efPQ19fn2bNnnD59mjfeeENI9958802ioqIYNWoU48aN49NPP8XR0ZHAwEBOnTrF4sWLaW5uZnBwEDMzM6Kjo/n66695+eWXOXnyJC+++CIGBgZUV1dTWVnJlClTyM3N5e7du2RkZLB+/XoqKyupqalh//79SCQSDh06xI4dO1BRUcHJyUkYLGRkZGBubj4svN28eROZTEZYWBjh4eHk5uayb98+QkNDiY+P5/PPPyc6OppXX30VPT09Nm7cyPjx4+nu7qa0tJT4+Hju3LmDXC5nwoQJ6OnpIZVK2b17N87OzigqKpKenk5jYyPGxsaoqqri6+vLypUrUVJS4q233qKsrEwUewcOHBDNmJdffhn4w6lv0aJFDAwMEBcXx1tvvUV2djYymUzI/IyMjOjv76ejo2NYeCsrK6OmpoZHjx4RFxeHqakpmzdvJi8vj7FjxwrDBQsLC7S1tRk9ejQzZswQLoUpKSlMmjSJMWPG0NXVhaOjI9u3b2fTpk2sW7eO1atXc+zYMQYHBwkPD6e7uxtra2tMTU3R19enrKyMzMxMent7Wbx4MR9//DGWlpbMmTOH3NxcLCwshHvkUJGcmJhIc3Mzv/32G+vWrUMul9Pf38/LL7/8l02A/itQUlJi/vz55OTkiOf26NGjaWtr47vvvkNHR4eKigpsbW356KOPGDFiBMeOHWPVqlX09fURGxtLcXExPT096Ovr4+vry/79+3n//ffFlH3RokVCrlpTU8PixYtRUlJi7969xMTEsHHjRtra2vD29sbPz4/du3fz7rvvsn//fjIyMnB3d2fKlCkoKSnh4eEhdnuG9o8aGhooKCigrq5u2Ka7q1evxtTUFBsbG5ycnLhz5w4lJSUsWLCA5ORkDh8+zJQpU4SqZNWqVZSVlXHr1i3WrVuHTCZj2bJlDAwMcOvWLaKionj99ddJT09nz549zJ07l66uLjQ1NRk9ejSdnZ2Ym5uLRsm5c+fIzMwE/nCera2tpaioiAkTJpCWlsbt27eRSqWMGjWKt99+m5KSEhQVFdmxYwevv/66cEIsKCiguLiYoKCgP3Xdf9pq193dndOnT/POO++QlZXF7du3cXR0REVFhdraWurr65k7d+7fWn7duXMnWlpa/P7770Jj/8knn3D79m02bNgAwIgRIxg9ejTW1tZcv36dFStWMHfuXDo6Opg+fTotLS0cPXqUoKAgxo0bJ9yfnjx5QmtrKxMnTiQkJAS5XI61tTV1dXW89NJLBAcH88ILL5Cdnc3u3bspKirCzs6OoqIifvzxR2bPno2Pjw8ZGRkkJSVRXl4uKsw9e/bw448/8uTJE7FzsW/fPl544YW/zMHfwRdffMGuXbtoaWmhra0NExMTNm/ezPnz5/H39+f999/n119/xdbWFhMTE06cOEF2djaRkZFs2rQJJycn2tvbUVdXZ/78+bi6unL16lU+/fRTJk6cyNq1a8nJyUEmk2FiYsLrr7+OTCajuLiYK1eu0NjYSHt7Ox4eHri5uTFlyhReeOEFJk6cyCeffEJHRwdjxozBysqKmzdvcvz4cQ4dOkR1dTV9fX04OTnh7u6Ouro6ra2tSKXSYSk+hiRStbW1/Prrr0KmVlhYiJ+fH+Hh4UyfPp2XXnoJuVxOa2srp06d4v3332fcuHHs27ePvLw8pk2bhrq6OuvXr2fTpk3MnDmTb7/9lr6+PrEonZeXx/Tp0xk1ahSKioocOXKEy5cvi9FzX18fwcHBBAUF8fnnn/Pjjz/i4+NDVlYWTU1NbN26FRcXF3bt2sWbb77Jtm3biIuL4/PPPyczMxNra2scHBzYuXPnP84bwLlz5/Dy8sLW1lZ0U8aNG8etW7c4dOgQISEhzJ49m/Lycj7++GNhw7dhwwY++ugjPvzwQ4qKikhOTkYikbBkyRIyMjL45ptv2LNnDyEhIXR1dZGZmUlkZCQffPABNjY2BAQEEB8fj6WlJSdOnCAlJYWwsDAUFBQwNDQkIyOD5cuXM3v2bFpbW7l16xYBAQHU1NTQ2NjIjBkzsLKyoqamhq6uLrGcOFwwMDDA1NRULBxXV1cTEBDAO++8g7GxMdra2rz99tucOXOGGzduYGdnxyuvvMKxY8coLi7m4MGDzJs3DwMDA6HvjYyMJDo6mvb2ds6cOYODgwNyuZy8vDwiIiLQ1dXF3d0dZWVl9u/fj7u7O3p6euKAY2BgwNq1a3F0dOSrr76itLQUQ0NDlJWV2blzJ83Nzfzwww/s3LmT6upqnJ2dCQsLG9YDTUVFBYWFhcybN4+ZM2eipaXFli1bWL58Oe7u7kRHR3P69GnU1dUxMzNj5syZKCkpceTIEWF9PbSUm5yczKZNm2hsbKS6upq0tDQ0NTWpq6ujubmZwsJC4uPjWbx4MZ6enshkMszNzXn27BlyuZzPPvsMBwcHTp8+jZOTEzo6Oly7do2kpCSKi4v54osvGDlyJLt37+bll18Wz+Lly5czf/58sR81HHBwcCA4OJixY8eip6dHWloaO3fuZOXKlXz55ZfiORweHo6trS1XrlzBz8+PiIgIsrKyWLFiBebm5jg6OuLn58fJkyd54YUXKC4uJiMjgxkzZqCrq8vatWvR1tbm448/xsHBgZKSEl588UWWL19OQ0MD586dw9/fHzU1NczMzNi5cydLliwhPj6e7u5uiouLRVGtrKzM+++/L6YIubm5SKVSzp07J5wQ/2ls2bIFTU1NzMzMCA0NFdPEx48f09zczJw5c+jq6uK7774jIyODoKAgHj9+zCeffIKjoyOfffaZ4LuhoYEXXniBqKgoDhw4wMiRI9HR0WHFihVMmzaNtrY2SktLefbsGatXr2bnzp1i4j5+/HixzB8VFcX58+eRSqXk5eUJs5QTJ04QFRXFq6++SmtrK5s2bSI2NhYAX19ffvzxR5ycnPDz8xsW7np6eqioqGDs2LEEBweTl5fHjRs3iI+PJzY2lr179/Lrr7+KQ+/Zs2e5cuWK+HtGRkbs27cPmUzGyJEjkclkLFq0iLlz53L37l3279+Pp6cnXV1dXLx4kWvXrrF161ZycnJ47733WLduHdra2uTm5uLi4vIfEmh3d3c6Ojro6enhwYMHVFVVsWXLFqKjo4mLi+PRo0eoqqoyfvx43N3dh80YAuDEiRMMDAwglUrR1dUV//n6+jJz5kxOnjzJN998g729PWPHjuX+/fvo6emRkpJCQ0MDDx8+5OrVq9ja2rJs2TIxPfn666/R1NQU8uyuri4hndqwYYOwjb527Rrd3d0EBgYKa+5NmzaxYMECBgcHaWxspLOzk8zMTNzd3YUaafTo0UilUhISEpBIJFhYWAjjoj8DhcEhu6o/icHBQaKjo4mOjqaqqgq5XI6trS1TpkwhICDgL5He2dkp9IEXLlxAQ0MDPT09IYeIjo7mzJkzHD16FGdnZxwdHcnOzubixYucPHkSqVRKf38/Bw4cEC9kV1dXnJycWLp0KSdPnmTPnj1IpVJqamrQ0dEhPDwcDw8PfvrpJ65evUpSUhLKyspERUWJJXVTU1PhrrVx40YsLCwwMDCgoKCAuLg4Pv74Y37++WdWr15NYWEhGhoalJaWkpycjL6+Pn5+fsyaNQtXV1c0NDT+Eid/hbfLly+zcOFC8cJwcHDgp59+4ssvv2TEiBEoKCjQ1NREcnIy2dnZwp9/3bp15ObmUlJSwvXr/x/m/jM6y2rt34WP9N7rnd4b6R1IgUDohADSQREBEWQpgiiiFAuiIoriEkVRkN57S4A0AgHSe++9957sD457vvt5/x/e5Xo2efccY401BkMjTO77uuY8z/N3HLdwdHTEw8ODY8eO4enpibGxMQEBAVhZWfH9999TVFSEo6Mj165dIyQkhIMHD3Lp0iWmTJnCpUuXOHHiBP39/cjKyoqxq02bNnH06FEyMzPx9fVlw4YNdHd3o6mpyb59+1i+fLnIxvT399PV1YWPjw8qKiovfd+++OIL0aLu7e2ltLSU8ePH4+Xlxfr161FRURHBPmkOZWBggP379/P5559z8+ZNEaRvamrCw8OD5cuXk5CQwPPnz5k5c6ZoCxcVFfHrr7+yfft2jh07hrq6OgsXLsTX11dUw5uamli0aBEHDx7Ezs6OBQsWkJSURF5eHlu3biUmJgZPT09mzpzJlClTBNaupKQEWVlZ6urqOHDgwEvbt//73m3cuBEZGRl0dXUxMDDA3t4eS0tLtmzZwtGjR/Hx8eHBgweUlJTQ0NBAZWUlAQEBbNq0iZycHLZu3Qr8fRg3MjLC09OTZ8+esW/fPr766ivKysqIjIxERkZGtJ7Dw8NZu3Yt69evp7S0lKamJgFJaGho4PTp08yaNYvdu3ejr6+PkZERlZWV7N+/n5kzZ7J27Vq2bNnCgQMH0NbW5tq1ayQmJrJmzRoBaXjZ+xYbG4ucnBzw95iOlpYWFhYW/Pbbb0gkEhYvXsy+ffuQk5PD19dXUJRKSkro6enBwcEBJSUlWlpaKCsro7GxkdmzZzMyMkJRURGdnZ309PRgbGxMaGioGDGTkZHBycmJb775BicnJ0ZGRvj222+ZP38+enp6lJSUUFpayqZNmygtLeX333+nuroaMzMzli5dSllZGYsXLxYZEDk5OQoKCtixY8eY7Nvx48dFJa6xsRF7e3sxDvDdd9+xe/dutLW1iYyMJDQ0VMx0L126lPnz56OmpkZVVRVDQ0OoqqoyNDRES0sLRkZGYrRCOjI7YcIEPvvsM1paWpg3bx5+fn7MmTMHBQUFESDet2+fQNdKHVHSjtXChQtZsGABxsbG3LlzBzk5OUFMTE5OFjCFDRs2vPRnXGNjo9i30tJSSktLycnJYfHixYSEhPD999/j4+MjckbvvPMOOjo6pKSkiKrm1q1bmTFjBgMDA7S0tIhMw6FDh4iNjWXevHm4urrS3t6Os7MzMjIyTJs2jaGhIU6cOMHg4CA5OTlYWFgwadIkTp48yZ49e/D392f69OkoKSmJIlRPTw9Hjhzh119/5ezZsxgYGGBjYyPyW/Hx8URERLz0fdu1axf/+te/cHZ2FvnPtLQ0rKyssLW15enTpwwMDHDz5k3hi9LX18fa2hoHBwcGBwdpamrC0NAQIyMjSktL8fDwoKmpiWfPnhEbG8vWrVsxMzMjNjaWmTNnCrzvN998w+rVq2loaCA6Opq+vj527NjBnj17+OGHH6iurubIkSP4+fkRHBzMtWvX2Lx5M7dv3yYuLo6cnBxkZGQwNzfHzMwMLS0tVq1axejo6Jh8V3/44Qfg7xFTNTU1ZGVluXXrFoaGhixcuJDk5GRqa2tZunQpoaGhPH/+XEzVSD0gSUlJjI6OYmZmRkZGBj4+PsyePZtp06ahoqLCokWLCAwMRE9PD21tbUJDQwXGXJqdzMjIwMTEhIiICKZMmUJ9fT3Tpk3Dx8dHwDJmzpwp0MifffYZ8vLyAjQEf18IpBMZL3vfvv/+eyQSCVZWVmKaRVlZmSdPngiPV3NzM4ODg6iqqmJiYoKWlhYODg4cPHiQmTNnoqenR1xcHFeuXGFkZISYmBjWrl3LnDlz0NLSIjU1FQMDA4KCgjhx4gQXLlzg9OnTHD58GC8vL1GQ0dbWRlZWFl9fX8zMzFBUVOSzzz5DT0+PqVOn0tnZSWRkJHfu3EFFRQU9PT0xtinNrbi7u/9H+/aPJYMyMjJMmjSJSZMm/bd7/n+sU6dOYW1tTXt7O0lJSfT39xMSEsKxY8dITEwkOzsbd3d3tLS0UFZWFg83adU9NDSUP/74Q9AP1NTUsLCw4PTp00RERFBQUIC6ujoGBgYoKCiIAM13332HrKwsJ0+eZHBwkJ6eHg4ePMihQ4fYvXs3vr6+2NvbM2XKFHp7e2lqakJXV5eMjAxeeeUVjh49KqpDvb29dHV1CbLOWKyysjJu375NX18fRkZG6Onp8euvv4r9UVdXR0dHh/b2dmxtbfHw8ODq1ausWbNGsLGlIdi6ujo+//xzsrKyqKqqwtPTk3379hETE4Ofnx9hYWE8e/aMpKQkdu3aJSRl/v7+DA8Pc+PGDVasWEFfX58IcUVGRrJs2TLRora1teXdd99laGiICxcu4OfnR0dHB42Njaxbt4579+4RGRn50vdt/fr1HDt2DIlEQkhICOPGjSM7OxtjY2NBw/D09GRgYIChoSHU1NTYuXMnCxcuxNXVFUNDQ6ytrcnOzubhw4f09/eTm5tLZmYmS5cuFQ8IdXV1mpqaaGpqQiKRUF1djb6+Pvb29vT19dHe3i548gcPHmTNmjUcO3aMrq4uZGVlaWlpobS0lJCQEFasWMGff/7Jxx9/zIsXL0QoTkplGaslKyvL66+/jpycHA0NDQBcuXKFadOmkZ+fT2BgIKqqqtTV1VFaWoqpqSlLly4VHQcNDQ0xZ1pQUEB7ezvh4eFcuXJFUOqkYkdXV1eePn3KlClTBKrWysqKsrIy6uvrxfjUnj17RGDVx8eHp0+fUlRUhIODA0NDQxgaGgrkYlZWlvD55Ofnj1nOKDs7G0VFRbEP/v7+zJo1i9dff11UpfX09LCzs6OpqYmHDx+Ki9PJkycxMjIiMTERBwcHZsyYwalTp+js7GTGjBnMmDFD0P7q6urIyspCT0+PRYsWcfjwYa5cucLTp0+Jjo7G2NgYX19frl69iqKiIvLy8mzYsIHExEQBQjA3N2fbtm2CIqalpUVoaCi9vb3IyMggkUjGZM/g74OMra0tpqamNDQ0MDg4yIsXL/jpp5/YsWMHGhoarFixAhsbG8rKymhubsbJyYnOzk7CwsLo7+8XRSppl15BQYH58+dz9epVgoOD8fX1xcDAQHih5s2bx7Fjx2hvb+fWrVv09PSgq6uLoqIigYGBTJ8+nTt37uDi4kJOTg7V1dVYWVkxf/58UYWdPHkyd+7cITg4mL6+PjIyMoiMjBwzwprUPSX9vGlrazNv3jyePXuGgoICDQ0N3L59GwUFBdTV1dm1axfBwcHk5OSQmprKunXrqKur+x+dznfffZddu3YJh8e9e/cEInR0dJQrV64gKyvL1KlTef78OWlpaejq6jJ//nyeP3/OjRs3WLJkCePGjaOvr094el68eIGzszPvv/8+Fy5cICkpCUdHR4yMjNDS0hKXu7FYkZGRGBkZUV9fT0JCAk+ePCEkJISPP/6YNWvW8OLFC6ysrFi8eDGvvPIKpaWl+Pr6CtFsVFSUEBNLceBZWVlkZ2fz2muvkZKSQlVVFa2trYIK9fvvv9PW1oaOjg7V1dVYWlri6elJVFSUuNh8+eWXrF+/ntdffx0jIyPMzMyYNWsW+/fvZ+LEidja2rJ48WIGBwdFgSImJgYLC4sxI15NmjRJXLYLCwspLy9n4cKF5OTkYGNjQ0dHBwYGBigqKpKdnc2zZ88IDg6ms7MTdXV1zMzMxHPS1dUVeXl57ty5w/r169m+fbvQKKSlpYnO8NDQEDdu3CA8PJyjR49SWFhIR0cHAwMDaGtrM2nSJIEaHx4eFqAUTU1NEhIS+OSTT7h79y55eXnY29ujpqZGRUUFmpqaY7JnABoaGhgbG2NkZCSgSdLnijSLJoWnKCsrs3z5co4dO8bmzZuZNm0aLi4uVFVVYWxszMSJE7l16xbvvPMOkydPZnR0lJs3b5KXl0dQUBDw9zP1nXfeYXBwkOXLl/PgwQMSExOpr6/HwsKCFStW8OOPP2JiYsLrr7/OnDlzyMrKIjo6Gn19fTGqu2zZMgCcnZ3R1tamtbUVJSWl/zjX9v9Xw7l0mZiY4OHhIQLf6urqgpJz4cIFwXKOi4ujtLSUoKAgYmJiGBoaIiAgAEtLSywsLKisrBSyOEVFRdra2gRWtaioSHgJsrOzqa+vp7KykpqaGpHud3FxEVI9qftDWVkZJSUlNDU18fHxQVNTE0NDQxGQzszMFDZ2Ly8vxo8fLwQ1L3vV1dXR1NQkEK9mZmZUV1dz+/ZtwRo3NzcnLi6O7u5ubGxsRAVTih+WXgwaGxuFgCshIYHdu3cLF4C0CvT666/T0dEhDkMyMjIYGxujra0tONv+/v7ExMTw/PlzNDQ0CAkJwcbGhsHBQeLi4ggPD0dFRUXgUl+8eEFJScmYYih7enpwd3enrq6OqKgoHBwcGD9+PHV1dRgbG6Onpyfma93c3FBUVMTGxoarV68yMDCARCIRoTdzc3O0tbWRl5fHz8+P+/fvi5GFjIwM7ty5g6enp/DLhISECLpRe3s7ZmZmoi3q6ekpEIAaGhrY2Nhw4MABcbAqLS0Vn0MVFRWam5uxsbHh6dOnY7Jv8Lfnw9zcnOzsbDIzM1FXVyc3NxcvLy+ePXtGfX09EolEzNF6eXlx+vRpJk6cyF9//SW8QFVVVeTm5mJsbEx5eTlTp06lqakJe3t7JBKJwNFqaGgICWhFRQULFy5ER0cHHR0dtLS0kJeXx8fHh4qKCoyNjcnNzRWmV29vb65evSpoTk+fPiUjI4O+vj50dXV5/vz5mF0+4G+Zqo+PD6ampiKTUl9fT1FREerq6oSHh9PZ2UlGRobIEI2OjtLf309hYSEmJiZYW1tjaWnJ6tWrycnJ4cGDB6xbt06gGqWBc21tbaKjozExMREvnq6uLiHSbGtrY+fOnVy6dElUcHt7e2lra8PZ2RkbGxvu3buHjY0NZ8+eJTAwEA8PD1paWsjKymLChAljsmejo6M4ODiIcbKGhgbk5eW5fPkyGRkZrF69mp6eHjo7OxkYGBCYU1VVVcLCwjh06BAtLS2Mjo6irq6Op6cn2trazJw5k4sXL2JnZycQszk5OdTX19Pc3IynpyeJiYm4uLiQnJxMW1sbU6ZMwcLCAnd3dwYGBsSIi4eHB3p6eiJgLB2NCwoKwtbWViC9X7x4gY2NzZiEWTs7OwUlTVtbGwMDA1xdXSksLKSqqkoctKR+jdTUVIaGhnj99deRSCTY2dkhKyvL8+fPuXr1KhEREWRkZPDLL78wceJEwsPDaWhooLm5mYcPH4oZ8i1bttDd3c3Tp09pbW0VNvNz586hoKAgnFOZmZmiaiodefHw8KCkpITm5mZKS0vp6+sDEJfisVjS4mJGRoagujk7O/PKK6/w9OlTent7UVRUZGhoCBUVFby9vVFQUBBoYyUlJYKDg5GTk6O8vJyhoSEePXpEcXExqampuLm5icKfl5cXEomEN954A39/f65du4aGhgZFRUXU1NTg4eFBRkYG+fn5mJiYkJ+fj6KiIrq6uiKXoqGhwejoKAsWLKCxsZGioiJUVFQIDAwE/hbqjtXlo62tjdbWVnp6eigsLKSgoAB3d3eRhe3p6eHhw4fi7CElAK5bt46qqirOnz8vCF4SiYT+/n6am5t5/vw5vb29zJ49m6SkJNra2vD29qasrIwpU6ZgaGhIa2sr5eXllJeXIysri4KCAhkZGejq6jJt2jSsra1FVf/p06c8e/aMZcuWoaysjKOjI/n5+djZ2YnRwbGkXUm7ZpmZmSQkJODk5ISMjAxKSkpUV1czceJEQdzr6+sTHbmjR4/y8ccfCwmqtDs5e/ZsfHx8aGxsRF5enpqaGgYHBxkYGKC+vh4VFRXMzc25fPkyQ0NDqKurM2nSJIGAfvToETo6Ojg5OZGZmYmhoSGurq6Mjo6iqanJxYsXMTU1FcoB6e9JIpH8o5Hc/1dcPlxdXcVN1d/fHzk5OUpLS7G3tycmJkaYO+Xk5NDQ0MDFxYWysjLhSmhpaRGVkZGREXR1dYWIrKWlBUtLS3JycmhtbRXCqOnTp9PQ0EB8fDwqKirixS5tNUnRsnV1dZSVlQF/h+rhb2ymjo4OEokEOTk5nJ2dkZeXx9bWFi8vLy5dujQmlAmpyMfW1hYNDQ2qq6uBv+V9oaGhQizT3t6OnJwcRUVFKCsri1lWaVVf6l+Ijo4WP0taNXF2dsbOzo7u7m5UVFSQl5cXfPvCwkJsbGywt7fHzs5OfLilRlJZWVkkEglOTk4oKSmRnZ3Nxo0b6enpYXR0lK6uLvT09NDV1eXx48eEhYW99D0DBC9diqyT2rSlDgYHBwdBiJFKFWfNmkVubi7JycmEh4dTX1/P6OgopqamtLa2YmRkJIKTq1atQl1dnZqaGtLS0nj99dfR1dVFU1MTIyMjCgsLBXK1vr6ezMxM3NzcxM+TzhI7OTlx9OhRAFasWMG1a9fQ09PD2tpaPDSk87BjtSwsLCgtLaW3t1dUh6SjjlIxkrSyOTIyQn9/P2lpaVhYWFBVVYWNjQ319fV0d3eLEKu0gynF5/b09JCXl0dxcTFTp04VY0VZWVksXLgQU1NThoeHMTExQV5eXngDbG1tBaLWxMSEgYEBysvLKSgoYNKkSbS3t1NcXIyioiJ6enpilGYslqenJ52dnWhra6OsrExvby/FxcXk5uZiZmaGnJyckDAaGRmhoqJCTk4OFRUV+Pv7MzQ0xOTJk1FVVaW+vp6QkBCSk5OJj48XhRIFBQV6e3uxt7fH1NSUn3/+mdmzZ6OtrY2rqyv9/f309fUhKyuLg4MDDg4OeHh4cOHCBaZOnSoKFo6OjqSkpNDY2Ii3tzfFxcU0NjbS0dFBf38//f39Y7ZvUiFgY2Mj/f39ODo60tzczMmTJ5GVlaWjo4O2tjYRFk1PT0dLS0tUODs7O+nt7RW/Z2lFOisrCzc3N7q7u4mLiyM/P5+amhpsbW3Jy8ujsLAQMzMz3N3dRadgYGBAdCVra2spKioSWQY1NTVyc3Nxd3cXB1Fvb2+0tbXR1NSkr6+PAwcOYGJiMiYwkqamJioqKqitraW/vx8NDQ0UFRXFLH1ISAglJSXo6emJMQ8phnrWrFk8efIEExMTGhsbiY+PF1nJ1tZWpk+fLt6J0r2aM2cOvr6+Yjz58ePHIkRbU1NDZmYm8+fPp7a2lu7ubtra2tDW1kZHRwc7OztxcCwoKMDJyQlLS0uGhoaEbVoq7XvZq7i4mL6+PjIzM5GVlWXevHmYmprS29tLUlISCgoKQhZrYGCAkZER2dnZvPrqq1y/fl0cyhobG9HS0iIkJARFRUXKysoEqU5awLS3t0dFRQV9fX0mTpxITk4O8vLyZGVl0draKqSQWVlZaGhoCJ+TVLI5PDxMcHAwjY2NaGhokJmZSUZGBqqqqjg7O6OkpDRmQX34G/0vPSBL/7zS8anS0lLg74KptFgrxcZbWVmhoaHBl19+SVVVFRKJhMLCQurr67GzsyM6Opq8vDwcHBwwNDQUeSbp2VA6eSD9bqqpqWFkZISBgQHZ2dnMmzePuro6MSZkZGREd3c3K1eu5MyZMygoKAg6o5mZGU1NTaIgOBZLW1sbFRUVCgsLSU9PZ3h4mLCwMAEGkWLWDQwMkEgkaGtrEx4ezs2bN2lraxMC5O7ubkZGRpg8ebJQSUglolKhY0ZGBvb29lRUVFBQUMDIyAiRkZFoa2sLgXFycjIhISEEBARw+PBhQkND0dXVFaO9YWFhKCgoCBqXjo6O+L3+k674/ysuHz09PRQXFwuaSldXl2g3STsK5eXlBAUFERAQQGVlJREREaSlpYkZy8rKSlpbWzE2Nhbdh7t37/Lo0SNCQ0NF0CYgIIDe3l4++OADTpw4wZUrV5g7dy5qamoUFxfT1tbGnDlzxEOhsLBQfBGSk5NRVFTE2dmZbdu2sWfPHjZs2ICamhrNzc3/Q7wyFsvExITh4WH8/PyEKdvNzY1JkyZRVlbG8PAwFy5cQEZGRrDSX3vtNbS1tXn8+DHd3d2oqakJMVlrayvd3d2sXr2amzdvYm9vL4R52tranD59WlwKt27dytdff42uri5qamq0tLQQFBTEqVOn6OnpYfLkyRQUFDA4OEhDQwONjY14enpSXl4ugprSypbUOp2bm8uUKVNe+r5paWlx7do18aDr7Ozk/PnzTJo0idbWVjHS9OzZM4aHh9HU1MTNzQ1bW1sKCgowNjamoqICBQUFDA0NqaqqwsDAgFu3bokuUWNjI0pKSgQGBhIQEICuri6TJ09GTU2NFy9eMDQ0hJ2dHV1dXTx9+pT169eTmZkp5FtdXV2YmJjg4+PDnDlz8PPzY8+ePQwNDREVFcXQ0BAODg40NjaO2YsZwN3dncLCQoKCgpg6dSoFBQXIyMiIiqaTk5NocT979oyysjLmzp3L0NAQc+bMwdjYmJqaGszNzTE1NaW9vZ2AgACxH4ODg2RnZwvrt4+PD+3t7UycOJHOzk7ROdHX1yc4OJjIyEicnZ3FPxcYGEh9fT0ZGRnk5uaKURlPT0/y8/OF/FFVVfUfZ9T+N2vChAmkp6dz8+ZNIcBasGABbW1tzJo1ix9//FHgUX19fQXEoqenB0tLS2GkbWhoEMbs1tZWzMzM+OOPPzAzMxOCPUNDQ/FyMTQ0RE1NjbKyMjo7O4VVOTk5mTt37uDr60tCQgINDQ2EhIQwdepUmpub+f7775GRkREvp/z8fOLi4tDT0xuz8C/8bf/NyMggOTkZR0dHQkJC2LdvnyguVVZWEh4eTkdHB1FRUWRlZbFq1SqKi4u5ceMGCxYsoKuri7a2NuTk5GhrayMvL4+HDx/y8ccf8+jRIx4/fixG8VxdXcnNzeXKlStER0fz4sULJBIJqqqq3L17Fz09PWRlZYmPjxe47Y6ODlRVVWlvb8fPzw81NTX6+vq4ePEi06ZNw97enurqaoaGhv4PYe/LWj09PeIQ3NjYKCzkTk5OdHd3ExAQQEpKCiUlJfj4+BAUFMTw8DDbt29n27ZtxMXF0dLSInJKZ86c4fXXX8fV1RWJRML3339PW1ubEP9aW1uTnJxMQ0MD9vb2IrCrpKQkZIGenp78+eefArEq9Z9IIR5ZWVnIy8sza9YsLC0tUVRUFJjssXJn1dXV4eXlJc4T8DcB6+jRo4wbN054tfT09JBIJHR1ddHc3Cw8HO3t7Vy4cIHU1FSsrKwICwvjrbfe4urVqzg7O9Pb20tjY6MobGVlZbF3715cXV1xdXUlJSWFoaEhrKysRFFBTk6OhIQENm3axODgIF1dXWhra/Paa68xMjIi6IyKior09PRQXl5OWVkZFRUVTJ8+fUz2Df7Obnp6egqAg4WFhSBeJiQkoKuri6qqKgMDA2JiQ+r4cnNzE6NX3d3dgvjk6upKamoqvb293L59G0BcVktLS0lLS0NNTQ03Nzdhf5dOVXh7exMfH4+bmxsnTpwgLy8PFRUV0ZGX5oufPn2Kuro67e3tVFZWEhcXx/z588ds3wAqKysZHBwUJEd3d3dkZGQYGhri9u3bpKen4+HhgY2NDY6OjkK+mZWVJcacASGUPn/+PJqamgJPrKGhQWVlJdXV1Wzbto1bt25hYWEhICRZWVkMDQ0RFhaGnZ2dsL/n5eUxffp0Ojs7uX//PkpKSuzYsYOBgQH8/PzQ0NBASUmJuLg4bty4QUdHx3/cFf9/xeUjKipKSAVv3ryJn5+fmJFNSUlhy5YtXLt2jZKSEkEgMTc3F9IoKysr2traUFBQoLi4mH//+98sX75c3AarqqpoaWnB2toaJycnYmNjefjwIWfOnGFoaAg/Pz9KS0vJzMzEzs5O8JE3b96Mra0t8fHx+Pj4sGTJEu7evctrr73Gu+++i42NDdHR0eTn59Pa2oqcnBz9/f3/FfHrv1nBwcEMDw9z9epVQRJ59uwZW7dupb+/X4yVpKSkUFlZyddffy3mLQ0NDamtrSU3NxdLS0tsbW2JiYkB/m4DhoWFsWzZMmRlZZk1axazZ8/m4MGD5ObmcuHCBYGdLS8v5+rVqzx//pxFixaho6ODmZkZnZ2dKCoqYmFhQW9vL7/++itxcXG8+uqrYr5d6tnQ19fns88+o7e3d0wqNWVlZWJ2XRpo6+vro7i4mGPHjpGbm4utra2Yz969ezc7d+4UiMPvvvtO4D0B9u/fT2Njo8BqlpaWkp2dLShCXV1dxMfH8/rrr2Nubs4ff/yBh4cHEydOpLi4GAsLCwIDA9m+fTsTJ04kJCQEVVVVmpqaMDY2ZuvWrXh5efHhhx+yfft2lJWVmTFjBtbW1uzdu3dMXzCqqqr4+/vT3t4u0H2XLl0iOzubBQsWCEBBe3s7PT09AKioqLB69Wri4+MpKipiwoQJwhAvhRA4OjqSlJSEq6src+bMoaSkhPv37+Pi4sK9e/fw8fHh3r17vP/++4SGhjJjxgwaGhooLCxEIpEwMDDAuHHjOHLkCIODgxgaGtLZ2cl7773HpEmTOHToEDdv3uS1115j0qRJdHV1jVmRAP7OfKSmptLc3Iy6urpA/MbExHD58mWWL1/O48ePqampwdTUVHQgLl68iJmZGbdu3eLcuXP4+PiwfPlyVFVVOXDgALGxsXz33XdMmjSJwMBAmpubuX79OqmpqWL8Z/LkyVy5coX+/n4iIiIEkvHkyZMATJs2DUdHR8Hm19fX58GDB/j6+rJv3z4hOiwqKkJWVlZkn8ZiScEdGhoaFBYW8scff9DU1CTQzAYGBuTk5JCdnS0KQPn5+YSGhvLuu++ioaGBq6urCOtLPyeJiYmoq6uLgLQ0eL1x40bRYayrq+PatWukpqZib2/PkiVL8PDwYNGiRfzwww88evRIjPc1Nzfz5ZdfMnv2bExNTYmIiBDSt6qqKpSVlQkPD/+PMZT/26Wnp4eCggJOTk4oKCgwOjqKnJwc3333HXZ2djx9+pRNmzZx+/Ztbt++TV5eHmpqari7u7Nr1y7efvttHj9+jK6uLhMmTODixYsiaN/T04OTkxP3798XskYzMzPefvtt/Pz8qK+vp62tjeHhYXJzc7G2tmbz5s2cP3+eiIgIbty4wdKlSzE3N6e8vJzOzk66u7uZPHkymzZtor6+nu+++w5bW1vWr19PfX39mHUpg4ODcXd3Jzc3l7S0NC5fvoy9vT26urqEhYVRV1eHk5MT2traNDU1iZza/fv3RVVYS0uL6dOnY2Njw5YtWwTmOTo6mk2bNlFTU0NGRgYODg5cunQJZWVl9uzZw7Zt23BxccHMzAw1NTVsbW0JCQkhLi6Ouro6cnJyuHr1KnV1dUyYMIE1a9YQFBSEuro63333HSoqKjQ1NeHp6cnChQtJTEwcU8P5jh07aGtro6qqCkVFRR4/fszq1asxNDRk165dPHr0iPnz51NWVsaxY8coLy9HUVGR8PBwcnJyCAoKYty4cairq5ORkUF2djZPnz5l3LhxREREkJiYSFFRkXDXtLe3Y2NjQ0REBHZ2dtjb2/Pw4UOKiooYHR3lzJkzIoO4efNmzp07h6mpKU5OTsTFxZGSkoK+vj5aWlp8/fXXorI/ZcoU1NTUxqzDa21tTVZWFurq6oyOjnLt2jVkZGSIjIzk5MmTdHR0EBERgZGRETU1NYyOjhIQEMDMmTOFv0iaWZV2HhUUFFi0aBGFhYX89ddfogPc1dXF999/T19fH8rKysjIyHD79m0KCgpobW0lJiaGZcuWic68tbU1mpqa2NnZ4eLiwujo6P9w2Ojr69Pb24uCggKhoaH88MMPYkLo/9f6ry4fDx48AMDR0REzMzPu3r3Lr7/+ipGREZ988sk/ZpnX1dXR0NBAWVkZubm51NXVoayszMyZMzl48CAfffQRoaGhmJubExMTQ35+Pn/88QfV1dUcPHgQJycnBgYG8PX1xdnZmZs3b6KhocHmzZv5/PPPSU9PF7SA5ORkPvjgAyIjI1m0aBFTp04F/h7XkpWVpbq6Gl9fXx4+fIiSkhJ//PGHaCkVFRVhbGyMsrIy27ZtIzo6GgcHByIjI7G0tKSlpYVDhw6Rk5MzJvmFWbNmce3aNbS1tdHX1+fp06fs2LGDH3/8kc8//5y8vDxee+01TE1NGRgY4Nq1a0RFRREVFcWECRPYuHGjOOgmJSVx8uRJfHx8mDdvHoaGhly5ckXkV6qrq/nyyy85ceIE48eP59SpU4SEhFBXV4epqSmRkZGsW7eOoaEhvvvuO27evIm6ujpPnz5FUVGRt99+m9TUVBYuXEhISAhff/01cXFxmJmZERERwbp16wR14mWvV199lWfPnhEWFkZkZCQdHR3cu3eP8PBwTp48iY6OjnjJODk5oaurS1BQEHPnzsXV1VUcqlVVVYV5tbKykszMTHx8fPjzzz+Fd+D8+fPo6+tjampKWloa2traIhT4xx9/cPv2bXbu3MmTJ09YsGABb7/9NtbW1sLy++TJEz766CPeeustvvvuO+bOnSv+ftLT05kwYQJqamovfc+k6/LlywQFBYkZUmdnZzw8PHjjjTf46aefCAgIIDAwkPj4eFJSUgC4d+8egYGBLF++XFSCpeb2V155BQ0NDTE+FR0djYqKCgsXLuSVV16hpKSE6dOnc+7cOV599VXKy8txdXVleHiYb775hqqqKlJSUvjyyy+pq6tDXV0dPT09pk2bxjvvvMMvv/zCr7/+irW1tRgrUlJS4sWLF5w5c4Z9+/aNyb7duHEDNzc33nvvPTGONmfOHGpqati/fz91dXWsW7eOgYEBYZ79/PPPOXHiBM3NzTg6OjJ37lzGjx9PZ2cnK1asYOHChUybNo2vv/4aDQ0N6urqcHZ2xs3NjfDwcEZGRnBycqK6ulqMm5aXl9PX18exY8doaGgQwUPpGIKrqytffvkl2dnZ4nJeW1uLlZUVq1atQklJiR9++IFFixaNyb7dvn0bGxsbpk+fLjCnr732GomJiRgaGuLp6UlRUZHootrZ2fHll1+yY8cO3n//fU6fPs2jR4/w8vLCzc2Nrq4u6urquHLlClZWVmhqaqKiosKaNWsIDAyku7ub5uZm3nrrLW7evMmuXbvo6urir7/+EkUA6cH+7NmzfP7558Lhc+XKFSZMmMCCBQsIDAyko6ODsLAwAdY4fvy48Lu87HX58mXU1NSorq4WhbH09HS2bNnCsWPH+PLLLzl+/DhOTk7s2LGDqKgoXFxcaGtrE8+Xbdu2ERsby8WLFwkODuazzz7j3r17KCgocO7cOWbOnAnAtWvXmDFjhvj3pRm0jo4OIbWdPHkyjo6OrFu3jp9++onu7m727dsnPotmZmaUlZVx6tQpLC0tmTNnDqOjo5w8eZLr168TEhIyJuNq+/btQ1VVleHhYaZPn87GjRs5c+YMCQkJREZGilCzg4ODwDSPjo5ibGwsHGJSWlxERASLFy/m5MmTzJgxg71799Le3o6uri42Njbo6upSVVXF6tWruX79Olu3buWLL76gu7tb5CaXL18ufEfS0dL58+djYmLCN998g4yMDFlZWVy5coU5c+awf/9+Qehau3Yt165dGzOxpYKCAufPn0cikTBz5kxWrFjBixcvSEtL46233mLKlCliqiQhIYH8/HyWL1/O+vXr8fPz486dO0RHR1NWVoaDgwNz586loaGBc+fOERISwuDgIFOmTMHd3R19fX309PQYGBjg8OHDLFiwAG9vb2pra7l9+7boEj948AArKyvy8/NJSEhAWVmZ6upqsrKyOHHiBDdu3OD+/ftUVVURHR2NjIwMM2bMQFZWdswmCu7du0ddXR1TpkwhMDCQJ0+eMH78eFavXo2KigpdXV0cOXKE0NBQIcc9cuQIR44c4fnz5/z666+oqamhr69PSUkJsbGxvP322xQVFVFWVoa9vT2qqqrU1NRQU1NDcHAwX3/9NR999BH//ve/qaurw9PTExMTE3EJkZGRYf78+Xz44Yd88cUXnD59Gjs7O2bOnCkK3uvWrWP9+vVMnDgRU1NTRkZGePbs2X/cpfzHqF34uzrwww8/4OXlxfPnz1m9ejVTp04lIiKC58+f8+GHH/5HP0eKGtPW1ubWrVv09vYKzO5nn32GsbEx06ZNY+bMmWhpaaGmpkZjYyOPHj1iZGSEw4cP8+zZMwwMDLhy5Qq5ubn4+PiwZ88e5OXl2bNnDx9++CEbN26koaGB0NBQvL29OXv2LPX19dTU1DBhwgScnZ0xMjJiZGRESLsUFRX57rvvqKqqIiMjA2VlZdTV1SkvL0dXV5fo6GhhbVZSUmLmzJlMmzaNU6dOcevWLX777beXjgUEOHLkiJhvTE1NJSoqCmNjY/bs2YOhoSEXL178H2FUa2trnJ2dWbFiBSkpKRw6dAhLS0uWLVtGRUUFJ06cEBSS2NhYQW4aGhoiLy9PCHvOnz+Purq6mK/+9ddf6ezsRFVVlfT0dPbt2yeY5Z6enmRnZ/PixQuWLFnCjBkzKCsrQyKRYGNjg56eHt3d3TQ0NHD48OGXvm8jIyNi/EldXZ05c+ZQV1eHt7c3u3fv5uuvv8bDwwNXV1cht7x37x7nz58XBLCOjg66u7txdnbmvffeIyIiAnt7e+7evcudO3cwMDBARUWFlpYWvLy80NHR4cyZM3z11Vd8+umnWFlZiUvtJ598go6Ojpj3fe+995g/fz7Kyso8fvyYBw8ecOHCBe7du0d0dDTl5eVoaGjg6emJm5sba9as4cSJE2OGBWxoaGDZsmW4u7sLbOmUKVPw8vISowJ2dnYEBQWhqqrK/v372bp1Kxs2bGDHjh3Y2NiQm5tLSUkJrq6uXL9+HS0tLR4+fEhERAQeHh64ubkhIyPDhx9+KPwz06ZNY/78+dy9e5fOzk527NhBZWUlX331lfhs79q1i+fPn5OYmMj69euFm8DPz4/jx4+L7mhubi6FhYVs2rRpzPatqqqKgYEBDAwMCA4OZv78+SxcuBBtbW3+/PNPoqOjMTMzw97enujoaPbu3csff/zB3r172bBhg+j2pqSkEB0djbKyMteuXWPhwoWsX78edXV1kpKSqKys5KOPPmLZsmW88cYbpKSk0NTUhIODA76+vsjIyPDuu+/y5Zdfsm3bNi5cuIC8vDwXLlygqKiIWbNm8cknnwCwfft27t+/T05ODmFhYWzevBkZGRlkZWXHZN/effddPv74Y0ZGRoiKiqK0tJSIiAjef/99/v3vf+Pl5cVff/0lQpfOzs6YmZmJsdmuri7R4ZFexPz9/QUOPCkpiePHj6Orq8uqVauora0VM/7Z2dmMjIygp6dHW1sbiYmJqKio0NDQwJkzZ/jxxx+ZMGECpaWlFBYWEhoaytmzZzl37hwSiQR5eXnee+89kVPx9fVFS0uLsrKyl/6Mi42NJTU1lZCQEIKDg+nu7haB5pCQEL744gu0tbUFqVEqITQyMuLevXvcunWLiIgIampqiI2NxcfHh4yMDI4cOUJhYSHy8vI0Nzdz+/ZtLl68iLGxMVu2bGHPnj3CvxMQEICxsTEPHz7k559/xtvbm8jISB49ekR+fj7wd8BbOlp948YN/vrrL65evYqFhQXm5ubU19cTGxuLhYUFs2bNeun7Js1N3b9/n3v37qGoqMjt27eJj48XBK+FCxdiZWXFkydP+PPPP3njjTeYNWsWL168QF5enlOnTmFgYMD8+fORlZUFEA6Ld955B3Nzc1RVVUUWxMDAAHl5eUZHR/ntt9+Ijo7G3NycGTNmsHnzZubNm4eRkRHGxsY8ePBABKilh7/CwkKsrKx48OABM2bMYObMmYIgqa2tzfHjx8fku1paWsrQ0BC6urp0d3eTl5dHXV0dx44dY/r06SxZsgQ1NTUyMjJQUFBg8uTJorB0//59WltbmTNnDg0NDTx79gwnJyeioqIYGBjA39+fyMhIMZo8efJkjIyMWLBgAS9evCAxMZF9+/ZRWFiIvr4+FhYWzJ8/H3V1dRwcHJg/fz5vvfUWnp6eDA0NMTo6yqeffkp7ezuzZs3C0dGR9vZ2YmNjaW9v58cff6SqqmpM9k1HR4cff/yRFy9e0NbWRk9PDzIyMhw5coQLFy6QlZXFF198gaGhIVevXuX27dscP36cN954A3Nzc1avXs13331HXl4eISEhLFu2DA8PD9555x2+//57PvvsM4aHh2lubiYmJoaBgQG2bdtGWloaU6dOZXBwkOLiYpSUlJgwYQLd3d3s3r2bkydPsm3bNvT09DA2NsbFxYVJkyYxb948li5dys2bNwkPDxc+KQsLCyERfimoXfi7cuzl5cXIyAiffvoplpaWfPvtt+KB9E/Xtm3bMDIyIjIyEjc3N6Kiorh06RJvvvkm9vb2TJw4kV9//RUtLS0iIiJYvnw51dXV/Pnnn0ybNo2KigpCQkJwc3OjsrKSTz75hOzsbE6ePMnBgwdZu3YtOTk53L9/n2PHjgnU2I4dO8jNzSU3NxcnJyc8PDwwNDQU+ZD9+/ejpaXFxo0bSUtL4/r163h4eDAyMsKmTZv49ddfWbBgAZaWlpSVlXH8+HHCw8MJDw//b7b1H6+GhgYCAgLo6+sjJydHhAS//vpruru7RUu9v78fb29vli1bRkhIiOhIwN8XSRUVFTIyMrh27RpeXl4sWbIEiUQiOPu5ubnY2dmxcuVKrK2tSUtLY8WKFSgpKTFjxgwGBwfJzMxERkYGIyMjjh8/jq2trajiZmRkcPHiRXx9fbl3756omr548QJvb29mzpzJL7/8MmZzva2trcTGxqKvr4+GhoYISku7M7q6uqirq+Pi4kJwcDDKysrA3/b4J0+e4O3tjYyMDNXV1SgrK1NTU0NnZyeLFy/mjz/+wN3dndHRUeTl5fHy8qKhoYFTp05RW1vLihUruHjxIrm5uairq+Pr64u1tTXvvfcehoaG/Pnnn3R1dbFz505KSkqwsbEhJiaGRYsWkZCQgIyMjAgAt7W1oaenN2a2aQBTU1O6uro4dOgQtra2LF++nMHBQXR1dcWLwdPTEwMDA9Ei1tTU5NatW+KQcvHiRZ48eYKysjJycnJ8/vnnhIWFkZCQwOPHj+nv76ekpAQDAwMOHz7MmjVrxMH39u3bYn+//vprNm7cKDopysrK7N27l46ODlRUVPj5558xMzNj+vTpXL58WbDQS0tLsbS0FF3PsVhbtmxBU1OTkydPcunSJfLz8xkeHubf//43EomEb7/9Fk1NTQYGBhgcHCQoKIj4+HjxYHd1deWXX36hq6sLX19f5syZw8qVK6mrq6O4uJiioiIGBgaIj4+ntbVVkGDa29uZP38+WVlZQnKopqbG3r17OXbsGJMnT+b06dMEBAQwMDAg/BAnTpyguLiY48ePs337dnG4Ly4uRk5ODltb2zHZN3d3d3p6elBWVsbExITi4mJ27NhBREQELS0tdHZ2kpmZSXZ2Nv7+/ixfvpy//voLbW1trKysUFVVZefOncTFxfH48WOcnJwoKCggMzOToKAgQQpqa2sTI2fh4eFUVlbywQcfsGTJEmxsbMjPzxdVwWPHjrF3715cXFzQ0dHBwcGBadOm0dHRwapVq6ivr+frr79m06ZNQgJpaGhITEwMd+7c+Y+Lc/+bJaUeycvLc/v2bRISEli7di2rVq3i+PHjyMjIMHv2bEZHRzEyMuL1119neHiY2bNnU15ezsjICN3d3bS2tjI4OIi3tzfV1dWcP3+es2fPitCwubk5a9asobu7m2nTpjE4OMjOnTuFQNDJyYmenh4UFRXZv38/P//8M3p6eri4uODo6IiDgwNNTU1YW1tjbW3NtWvXKCoqIiUlRRQzUlJSsLKyeul7BmBoaMhvv/3GvXv3MDAwYPLkycyfP59Dhw5x+vRplixZgqOjI8bGxpSVlQmJqZ6eHgkJCbi4uPDhhx9SV1fH1atXycrK4vXXX6e5uZmgoCDi4uKor68XYfwrV65w8OBBent7efjwIXl5eYwbN07gc2fNmsXFixdRU1NDR0eHGTNm0NraKiAlzc3NLFq0iG3btqGoqEhCQgKPHj0So1xPnjwZk32Dv8WWbW1tPH78mPT0dDQ0NNi+fTuNjY3s2LGD8+fPc/fuXSoqKrCzs2N4eBhbW1s2bdpEY2MjISEhpKSk4ODgIJDC4eHh+Pn54e/vz65duwQe/MmTJ6xdu5YdO3bw73//mz179vDaa69x/fp1kX2VeuKePHnC1q1baW1t5cKFC6SlpVFeXs769euZPXu2eD8pKipiampKXV0d169fHzM54+7duxkeHmbSpEm4ublhZWVFdHQ0mzdvxtHRkXfffRdVVVUqKipoaGgQvq05c+ZgZmbGuXPnKC0tpaOjg+zsbJ4/f05SUhKHDx/m2rVrQi3Q1NTE9OnTKSoqws3NjQ0bNtDW1kZLS4ugon7zzTfs27cPdXV1Dh8+zKJFi4iJiSE3NxcZGRksLCzYv38/JSUlKCsrk5OTw8qVK5GXlychIeEfddn+q8tHT08PPT09/PLLLxQWFnL8+HExLhMTE8PixYv/0c8LDQ3Fzs6OmpoasrKy6O7uxsLCgrS0NFJTU5kyZQpz586lv7+f7OxsHj9+zNatW5FIJLS1tXHv3j26u7uZNGkSq1atoqenh8HBQd59912SkpIEus3T01PME6qpqQmqlpGREXV1dQwODgrhXUhICO7u7ri5uREXF0daWppwfvz0008oKCgIWZ+MjAyOjo5YWFhw7tw5QkNDcXJy+m+29h+t+Ph40VlQUFAgNzeX8PBwduzYIShNUtFRU1MTvb29REdHC6RsZmam8B1kZ2eLmUAnJyf09fW5ceOGoJ94eXnx4sULXnnlFb755hucnZ1xcXHB2dmZvLw81NXVCQgIQFZWVrT8i4qKGD9+PPb29vT09DBx4kT6+vpwc3Pj8uXLgnCUkZGBoqLimIW8pAeJ7u5uIRd6+PAhiYmJ7Nq1CxsbG27dusXPP/9MSUkJq1atEnKz7777jqKiInJzcwXXWlNTkyNHjhAQEMDt27extLQUY3xSJF52djY1NTWEhIRQWFhIY2MjxsbGWFtbEx8fz+nTp4WNWGoErq6uRk5OjosXLwoHys6dO7G2tsbW1paSkhJ++uknUaUei1VQUCDGDrS1tbl37x7r169n06ZNyMnJ8eTJE1JTU2lra8Pa2prZs2eLQ6+BgQH9/f3CfVBaWoqnpyeDg4P4+flx/vx5dHV1qa2tRVlZGWVlZfLy8vD29iYvL4+PPvoIW1tbEeiVkZEhLy+PNWvWUF9fj56eHjdu3ODJkydilnz69OkYGxtjYGAgqFmysrIUFRXx4MEDNm7cOCb71tLSQnFxsbCKy8nJER8fz9OnT9m+fTtDQ0PExMSI+fnKykrGjx/P77//zvz589HQ0EBXV5eSkhKePXsmDs7Hjh2jp6dHOFCqq6u5fv06X3zxBfv370dZWZlLly5RWlqKkpISCgoKIpRZX1/PgQMHePToETExMSLof+PGDdTV1Zk+fTrKysp4enpiampKTU0N3d3ddHZ2jtnlw9jYWIz46Ojo0NPTw1tvvSXMxP7+/gQEBLBkyRK0tbWprq4mJyeH3377jW+//ZZNmzZx7tw5Hjx4gKqqKjY2Nri4uKCvr88vv/zCunXr6O/vp7GxUSCaN23aRFBQEJMnTyY9PZ3q6mo0NDQE9eWnn35i27ZtHDlyhIsXLzJnzhysrKz49ttvsbGxIS0tjd9//501a9agqKgoiFdlZWXMnj17TPZNGhjNzs6mra2Nvr4+bt++jYaGBv39/bi5uZGfn4+HhwdDQ0O8++672NraUlhYyIwZM2hubiYwMJDs7GyKi4vR1NSkvr4eNzc30tPTiYmJQUFBAT8/PxwcHPjzzz9ZvXo1n3zyCb/99htffvkltbW1qKqq4u7uzl9//UVxcTGrVq3i8uXLyMrKkpSURH5+PtOmTaOgoAAlJSXmzJlDfX09Fy5cQE5OTqCAxyq7ICsrS2JiIo2NjcjIyPDs2TOmTp3Kzp07UVdXJzk5maioKGxtbQXIxcfHh2+//ZZVq1Zx4MABgZnX0tJi6dKlXLt2jdWrVzMwMICSkhI2NjYUFhZy7tw5hoeH2bVrFx9++CH+/v5kZWXh7u6Op6cnOTk5JCUlYWxsjLGxMT4+PnR1dTE6Ooquri4dHR0UFRVha2vLL7/8wocffsjkyZPp6Ojg0aNHjI6OigmJsdq7pKQkoqOjMTIyYtmyZXR3d2NlZYW1tTXTp0+nsbERV1dXXFxcMDU1Zc6cOVRUVDBu3Djc3NyoqKhgeHiYgYEBCgoKOHnypLDIKykp4eLiIhwsWlpaGBgY8Oqrr6KtrU1mZib+/v7Ct1JWVsb8+fM5fPgwg4ODzJo1i56eHtTU1Hjrrbews7Pj3XffxcLCQji6bG1t6e3tFXnOsVgKCgpUV1ejpKQkLqHZ2dm88cYbgtL4+PFjRkdHsbGxYc2aNaL7aGdnR05ODu+//z7a2tpUVFSQmJgo3gl6enrcvXuX58+fU1BQgKKiIl988QU1NTXi31m1ahUyMjJ0d3djaGiIlpYWs2fPxtvbm5ycHPT09PD29sbDw0Oc86Vdj/v37xMdHY2rqysjIyPExcX9x662/+ryMXHiRObNm0dHRwe7du0iICCA2NhY/vrrLx4/fvyPf56Pjw92dnaipRseHi7sjebm5oL8UFtbS1RUFI8ePUJeXh59fX2GhobQ1tamubmZxMREKioq0NLS4p133kFNTQ0bGxtSUlKwtrbG0dFR0DcqKiowNzdn/vz5lJSUUFlZiaamJgEBAXR3d1NTU8Mbb7yBu7s7t27dQlVVVRzIDQwMhCzn6dOn4uHe1dVFT08PcXFxY3L5kJJbCgsLKS0tRUtLi4CAAEZGRkhJSWHChAnU1NQgJyeHvr4+WVlZGBgYUFdXh4+Pj0CzdXZ2isPewoULefHihfgQmpqaoqSkxMDAABYWFpSVlaGvry8+3N3d3ejp6bF48WJ8fHwoLCxETU2Nc+fO4eHhga2trajEDg8PU1tby4MHD0hISMDHx4eamhra2tqwtbUlLS1tTLpG+fn55Obmoqenx/DwMD09PYSHh2NsbIyGhgZhYWECD5ifn8/NmzeFSfzWrVt4e3ujqqqKtrY2AImJiXR1ddHa2sqTJ08wNzfH29sbZWVlqqqqMDU1RUZGBmdnZyFVkpLbNDU1Wb58OaampsTGxjJu3DjBMp86dSpOTk7U19cLNr6mpiahoaH09PRQUlJCVVXVmHgDpMvCwoLCwkLa2towMDAQLxEFBQWMjY0xNzcnLy8POzs7wRqXVoXLy8t58uQJEyZMQEFBQcie7ty5g66uLl1dXSLk19bWRkpKCt7e3ixZsoTPPvtM2JSTkpLQ09PD39+fxsZGgoODiYqKYsqUKUyaNAkdHR2ePXtGdXU1kydPRkdHh7y8PLq6uqiurhaI5bHMyvT09NDW1iaeFUpKSlhYWNDW1oaysjJ1dXUMDw8Lv4cUJa6mpoaJiQlXrlyhpaUFPT09BgcHSUhIIDU1FR8fHyZOnEhubi729vbMmTOHgYEBIce7cuUK8vLy4vIi9QNIO44FBQUYGRlRXV1NUFAQMjIypKWlER8fz8qVK3F0dOTcuXMoKSlhZ2eHubk56enpY7pvysrK6OrqCrypqqoq1dXVrF27luTkZIqKitDS0kJTU5OmpiZkZWWJjY2ltraWwcFBzM3N0dPTo7OzE4lEgre3N3fu3BHfrYaGBkpKShgaGmLWrFk8ePCA2bNnU1ZWJmhurq6uTJgwQVyMpQHZmJgYEhISKC0tJTAwEBMTE3Jzc+nv7xfdpsrKSrq7u7GzsxsTBDvA5MmTuXz5Mm1tbbi4uBAWFkZnZyfp6ek0NTUxe/Zs4Xvq6enB0dERU1NTrKysqKmpITIyksDAQIyMjBgdHeXUqVOYmZnx6NEjPDw8UFNT+x8ktaCgIH755Re0tbWxt7dn5cqVxMfHU15eTmZmpiAJ5uXlYWRkJHCoampqKCoqir8jqVhw4cKFaGlpAX/TCVtbW1/a+Mv/fXV3d2NpaSk6Z4aGhgIxHRgYiJ2dHW1tbVRXV4tc4Lhx49i7dy8BAQHk5OSgoKDAjBkzCA4Opq6ujpSUFNzd3XFxccHIyIi2tja6u7vx8PAQRC0ZGRni4uJoaGjgyZMn5OfnC2pkZmYmOjo6NDQ0oKenJ5wn0dHRdHV1oa6uzrhx4zAxMaG+vh5lZWXhEHn11Vdf+p5Jl1Rq2draiqOjI5aWlqSlpZGTk4OioiIDAwM0NDRgZGSEnZ0dBgYGyMnJ4e3tjb29PcnJyVRUVGBgYMDAwAB9fX2EhYWRmZlJY2OjgItoa2vz9OlTWlpaSE1NxdDQEAUFBdGBkpGRER33oqIi0dG4ceMGpqamTJo0SYTiTU1NqaiooLS0VBAGFRUVBeVtLJabmxvFxcWYm5ujqKjIgwcP0NfXx83NTUxDdHZ2IiMjg7q6OqamptjY2ODs7Mzx48eZNm0aTU1NZGVl0dzcLN6hd+7c4Y033qCqqoru7m6BD378+DGTJ09GSUkJeXl57t69S2FhITU1Nejp6XHs2DEMDAzQ19ensbERGxsbVFRURJFZQ0OD3Nxc5s2bR39/P3l5efT19f3jffuvLh++vr5ERUX9j18LDQ0lNDT0v/lxQuyTmZkpvowtLS3ExcWxZ88e5OTkSElJob29nf7+fuTk5Hj+/Llo1U6cOJG2tjbS0tLIz88nICCA7OxswsLCiIqKoqWlBUVFRYaHhxkcHGTmzJlcunQJJSUlDAwMBCu6p6eHgYEBjI2Nqaurw8jISIy3SB0NdXV1uLm5UV1dLbjLjY2NdHZ2oqamhqmpKSUlJf/VPvzT5e3tTWNjI5mZmVRXVyORSKitrcXGxkagFqWmbX19feTk5HB1dRWisrq6Oqqrq8UNWklJCX19fTo6OiguLsbe3p6mpibq6urIz89n+vTpVFZWoqqqiqWlJRoaGlRVVQmPSG1tLQ4ODgwPD2NkZMSsWbMwMTEhPj4eZWVlsrKyuHv3LsXFxcJCKiMjIw5GFy5cGJPLh9RVoqmpSX9/P5WVlQQFBREYGEhycjLr1q0TFwMFBQVhKLezs+OXX37h6NGjKCoqMjo6Sl9fH4WFhTx9+hRHR0eqqqq4cOECFRUVODo6oqOjw6RJk0hLS8PIyEhY542NjVFXVxcIWkVFRc6dO4efnx+PHj1ieHiYiRMnoqGhwZ07d+jp6SEtLU081Ht7e3FzcyM+Pp7CwkJcXFxe+r7B35CJkZERUlNTxYG1v7+fFy9eoKenh6Ojo+hcampqkpiYiI2NDdXV1eTl5dHQ0IC7uztycnIiRyStanl5eQlT9+joKN3d3Zibm9PR0YGtra1ALHZ2diIvL4+lpSWNjY1kZWWhqKgoWO16enooKiqSn5+PmZkZcXFxtLa2EhgYKD7z0ur/WK28vDyRE5LatoODg2loaEAikTA4OCiCzP933vrw8DBDQ0OcPn1a+DqMjIxoaWmhpqZGUFEePHhAZ2cnVlZWBAUF8fTpU4aHh3n06BGbN28W3ouysjJycnJQV1fH2dmZiooKent7GTduHEpKSrS2tjI8PExcXBz3799HTk6OxMRElJSUGB4extXV9R8DRf43S+p56O/vR1lZGX19fRISEjAwMGDq1KnCtt3c3Iyamhq1tbVMnjyZo0ePMnv2bJ49eyZkoVKLsZTIM2PGDJqamhgaGhKoXOlIQn19vSA9tbe3o6CgIP5fVVWV7Oxs3n77bYENLyoqYuHChfj4+CArK8vw8DD37t0TM/9FRUWCEjUWS1NTE0tLS7q7u7G2tiYgIICoqCgiIyO5efOmEE4ODg4yPDyMmZkZ/v7+XL16Vfi2zMzMkJGRobS0lF9//ZVFixbx4sULVq9eLUauCgsLSUpKYuLEiURERNDb20tcXBwuLi4oKChw+/ZtXrx4weXLlxk/fjzd3d1iD6SjqdLilpubGyUlJaI7rqmpSVpaGpaWlrS2tmJqavrS962jowNLS0u6urrQ0dGhr6+PmJgYxo0bR3NzM7NmzRLP5KqqKtzd3amoqMDFxYXi4mKBHjU1NcXOzo6Ghga0tLRoaGjA09OT/v5+IYtdvnw59+/fx8vLi+zsbEpLS2lsbKSnpwdZWVnhpZCOFFZXV4vx8MbGRoaHh+nq6hIZNulF0cTEhAkTJmBqaoqfn58gE73spaysjIaGBt7e3gLuIJ0wGB0dFWO4LS0tZGdnixFeacEtKyuL2tpaZGRk0NbWpra2lrfeekt0Btrb21FXVwf+PwhnHR0dbt26xYwZM9DQ0KCjo0OISOfNm8elS5fw9/fH1NSUnJwcvL29sbKy4uzZswwNDWFoaMjAwACqqqpkZmaK3FhdXR0WFhZjsm8DAwPigC/9LkrzzVLcrtR7IxXTSi9NTU1N6OjokJqaSkxMDL29vXh5eeHo6MiVK1eEi8vT0xNlZWUUFRV5+PAhTk5OTJgwgZaWFp48eUJjYyPa2tqoqalx/fp14R2TTodIaYfGxsaEhIRgbW1NUVERgYGB9Pb2CpHhP4FC/NdooebmZioqKvDy8mJwcJAbN24wc+ZMVFRU/vHPamhoEEFWqeCuv78fa2trJk2axN27d/n999+Bv+cKHRwcCAwM5MGDB3R3d+Pi4sLz58+RSCS4urqyfPly0tPTkZWVpa2tDT8/P/Lz84Xs7M0332TLli1IJBK++OILDh06hL+/P2fPnuXAgQM4ODiwePFiamtrycjIEF0Rf39/3n//fR4/fsylS5dYtGgRa9as4eLFi8K0nJ2djbW19X+7rf9oTZs2jaysLLS0tGhsbKS2tpbff/+dgYEBQkNDiY6ORk1NTQjp5syZg5KSElpaWlRUVPDw4UMqKyvR0NDA1tYWGxsbvv32W37//Xeio6OF+GxoaIja2lohcrx06RJ79uxBV1eX2NhY4uPjKSgoQCKR8P7773Pv3j3hbqiurkZLS4s5c+ZQWVnJtWvXePXVVxkZGcHR0VEgUfPz80W24mWv4OBgHBwc0NTUpLm5mbKyMoqKijAzM+POnTssWrRIuE1UVFTw9fXF3t6ejo4O0tPTUVRUpLe3l9zcXIaHh1m8eDGJiYk4OzvT3t5OdnY2sbGx+Pr6snbtWgwNDWloaBCivL6+PqqrqyksLMTT01NUH6WjDQ4ODlRWVvL8+XOamprQ1NRkeHgYa2trVFRUaGtrQyKRMG/ePPLy8qiqqhqzywfAggULBFhA6iwpKSmhvr4eT09PQkJCSE1NJTY2loGBAS5cuICRkRGxsbEsWbKE4eFhEXaNi4sTThNpHqG/vx8jIyMsLCxobGzkzJkzmJiYkJqaSmBgILa2trS3t1NXV4e9vT3Xr1/n/fffR05OTpCkpIKvrKws9uzZg7u7O/b29rS0tGBsbExAQIAwVI/FunXrFjo6OgQEBODg4ICZmRkGBgbExcXR19eHp6enqNwZGxvj7e1Nd3c33377rUBXy8rKCleRvr4+g4ODfP7553z11Ve0traKz2draysuLi6oq6szceJEjI2NSUlJEcbu4OBg9uzZw4oVKwgJCWHXrl0sXbqUyspKMjIy8Pf3p7KyksOHDzNu3DghRistLaW6upo333xzzDCUcnJy5OXlicNKR0cHL1684F//+hfnz59nYGBAjJ52dXWRmZnJpk2b+Pnnn1m6dKlAXY+OjopublFRkRCKWltbY2RkhKmpKU1NTTx48IBXX32VQ4cO8dtvv6GmpkZOTg4JCQlkZmaybt063n33XdavX09tbS1aWlpYW1uTlJTE2bNn0dbWxt3dneTkZKysrDAzM0NfXx9tbW0SEhKoqKgYk5G1Bw8eEB4eLozcFRUVfP/998TGxlJWVsbVq1eRkZERYId79+5hZGQk8iqKiop0dXWhoKCAkZERenp61NbW4uPjIy4NAIqKiuK/9/HHH5OQkMDDhw8Fanbq1KnC4eTm5sbChQsFebK6upqOjg5MTEzIy8sTuZiqqioxLllRUUFAQMCY5QGHh4cZHR2lvr6ex48fk5qairKyMmZmZly8eJHAwEDk5eXFGKOZmRlHjhzhgw8+IDs7m4kTJ4qx78rKSoyMjAgLC0NPT4+UlBThMXJ0dMTR0RFZWVmcnJw4duwYEydOJD09HT8/P1555RWqqqr46KOPhLFcRUWF1tZWurq6BOTm3r17XLlyBSMjI8zNzRk/fjy2trb09fUJlP1YjRD19/ejra0tumjZ2dm0tLTg5ubGyMgIzc3NhIaGkpycLLoQ+vr6ODk5sW3bNpYvX87w8DBVVVW0traSmprKjBkz8PX1ZXBwUGCxS0pKkJOTo6enh0WLFrFv3z7Wrl1LfX290B00NDQwb968/9E1DQ4OxsDAgMLCQvT09FBWVubKlSuCntXf34+6ujpGRkZjVkAGSEtLw8vLi/j4eLq7u5k5cyaPHz+mqqqK0dFRFi5cKLLI+fn5PHv2jNHRUQ4dOsSXX35JZmYmBgYGWFlZiUJkUFCQ6EbIysoSGhoqHFtycnL8/vvvvPPOO5SVlWFqaiq6mdXV1RgbG1NQUEBGRgavvPIKLS0tQjLd19eHvr4+YWFhJCcns337dqqqqoiJiUFOTo6FCxfS0NDwH/25/6vLx4sXL9iwYQOOjo6cOnUKBQUFJk2axAcffMCuXbvQ19f/Rz/v6NGjIkwlJydHS0sLq1atwtzcnNjYWDw8PHB3dycuLo6srCxCQ0ORk5Pjxx9/ZOXKlbz55pts27aNqKgoLl++THR0NCtXriQ0NJTvv/+ejo4O7OzsGBoaoqOjg/r6elRVVYmMjCQmJgYVFRUkEgkuLi7Iy8uLdt0ff/yBRCJh+vTplJaWcuzYMUHXkhIwcnNzmTBhAoaGhhQWFnLjxo3/eObtf7uePn3K119/zdSpUwkKCiIlJYWrV6/y448/UlhYyOHDhwkMDBTGUQMDA86cOcPevXuF7Kqzs1M8uJqbmwkICCArKwsVFRXc3Ny4c+cO5eXlyMnJsXfvXiE5+vTTT4XNd8mSJaSmpvLee+/h7+/PJ598Qnd3N7Gxsejq6uLk5ISXlxcaGhoibLx161YCAgJ4/Pgxv/76Kw0NDWPmRwkICBBVKulBVRr2/eOPP0hISOCvv/6isbERJycnOjo6SEhIYNq0adja2oo9GBkZwdDQkJCQEG7cuMHmzZs5deoUK1asID8/n8LCQg4cOICBgQEODg6cPXsWc3NzNmzYIHIhlZWVvPfeeyxatIihoSF+/vlnvvrqKyZOnEhtbS3jx4/n1q1byMvLY29vL4KeUqP6q6++SkxMDNOmTRuTvZMG2yIjI9m0aRPp6em8//77rF27lmnTprF48WJ6e3vR0tJCW1tbtG8//fRTtm3bxosXLzh+/DgzZszg1VdfpaioCG9vbwYHB8nKysLT05OnT5/S0dGBlpYWMTExzJw5k6+//poLFy6Ql5dHbGwsjY2NmJub09DQgLm5OWfOnKGqqgpNTU2Ki4vFfGtVVRUKCgoUFBTw8ccfo6urS2hoKLa2tmOCw5YuBQUFVq5cyZQpUygvLychIYGZM2dibGzMH3/8gb+/P+7u7ty4cYMrV66IF7KZmZnovjY1NWFubk5OTg67d+/GysqKAwcOoKyszOXLlwkPD8fQ0JCnT5+ioqLCli1bWLBgAWfPnsXJyUngkW1tbdHU1GTJkiWC8nb06FGmTJnCzp07BU0mJSWFjz/+GEtLS/71r39RUVHBvXv3xKF0LNbbb78taIPl5eXk5eUREBDAqlWreOuttzh48CA//fQTv//+OyMjIxQVFbFlyxb8/PwYGhri/fff5+zZs8TFxVFTU0NzczPnz5/nrbfeoru7GwcHB2pqagCwsrIiICCAq1evoq6uzp07d7hz5w45OTloamoyceJEUlJS0NbWpqOjg8OHD1NdXU1ZWRkjIyN4eHiwfft2kT+SSCRUVlbi7OzMxIkTmTVrFjt27BgTvLORkRFFRUX4+vri5OREeXk5CgoKfPfddwJTLXUhPHr0CAMDA/bu3cvOnTsZGRnh8ePHBAcHC8b/Bx98gI+PD4qKikRFRREeHk5+fj6lpaWia37x4kWOHj3KgQMHyMvLE8SnefPm0dfXR21tLWlpaXR2dpKTk8PAwIAYJz1w4ACrV6/G1dWVjIwMEhMTUVBQEN6tmJgYDAwMXvq+GRsbM2HCBMrLywVBz9DQkOLiYtTV1TExMWHXrl08efJESFGTkpJIT0+nr68PeXl5DAwM6Ojo4M6dO7S3t2NgYMC9e/eQl5dnwYIFdHd3k5CQIJD3ly9fxsPDgzNnzggxb2dnJ9bW1kyZMgVZWVkiIiLYt28fsbGxSCQSIiMjxcHQzMwMBwcHbG1thak+JSWFxsZGUlNT+fzzz1/6vgE0NTUJ8XN/fz9NTU1s2bKFo0ePUldXx48//siKFSvE32NYWJio5Es7OAMDA2IkSl9fn59//pk9e/YQHh5OXFwcN2/eRFFRkTfffJOKigoePXok4DePHj3C09NT+M+ysrKYMWOG6OapqKiQmJhIRkYGixcvZmhoCIlEQnR0NKGhoeL3VVRUhJ2d3ZjsGcDGjRvZvn27yOKmp6czZ84cnJycMDU1JSwsjB07dojxUKnzxNnZmX379mFtbc2qVavo7OyksbERiUTC/PnzuXfvHr///rsA+hQVFTFv3jzGjx/P8PCwGJFWUlISEzw5OTlMnTqVSZMm8cYbbzBt2jRUVFSoqqqip6cHc3NzlJWVuXPnDu+88w7Hjx+nqKiI4OBgli1bJsbZ/5P1X6F2Fy9ejL+/P21tbf/jg33nzh3u3r3LoUOH/qOfI0WNVVZWcvLkSdGWNjc3Fw+fkJAQzpw5w9SpU9HQ0EBfXx9vb298fX1ZtGgROTk5GBgYiMCgdN5UyjaXVl5qampITU2loKAAFxcXYmNj+frrr/npp58IDQ3lypUrJCYmMnv2bObOncvo6Ciff/45GzZswMDAgPb2dsrLy0lNTeXcuXM0NDTg5uaGj48PWVlZAKLV/NVXX9HW1vbSsYBpaWloaWmhq6srxlNmzZpFSEgIZmZmFBUVsXbtWnp7e3n69CllZWU8fvwYZWVl0tLSGB4e5tdff0VOTg4/Pz9yc3PZvn07t27dEtzygoICMQYiZULv3r2bCRMmCA9IX18fFRUVHDx4kA0bNjBnzhxiY2ORlZWlvb0dS0tLdu/eLeavJ02ahJmZGSMjI4SFheHj48NHH32El5cXK1aseOn7JsXWSb8oc+fO5bfffsPf35+lS5dy4MABsac2NjZIJBIuX76Muro6Dx8+xMrKikmTJjE6Osrw8DARERGkpqZSWFjIsWPHWLRoEfPnz6etrY0bN26goKDAgwcPBKc8IyODpqYmjIyM8PPzw9HRkaGhIRITE9mwYQNZWVlYWVlhamoqsNBffvklHR0dREdH4+3tjYWFBc+fPxdh5WPHjo0JFnDt2rUoKyvj7OyMl5cXAQEBolrk6OjIrl27iIyM5NixY9y4cYPp06eTlpbGlClTCAkJ4ccff+T58+eYmpoSGhqKhYUFsbGxrFmzRkj4VFVVKSwspKmpib/++osHDx6IooFUolRTU4OSkhL19fVs2rSJyZMn09vby+7du7lx4wbKysq88sorTJkyhcHBQR4/fsy5c+dQVlYmIiICR0dH/vzzTz777LMx2bf333+frKwstmzZgqurK9HR0YyOjuLp6cnOnTsZGBjgu+++Q0tLi5s3bwrb+eLFi9m9ezdDQ0M0NjaybNkyJk6cyJYtW3jrrbfo6elh0qRJZGdniw5ZWloajx8/5oMPPsDMzIyPP/6YwMBApk+fLhwn1tbW6Ovrs3HjRhYsWIC6ujpycnLo6OggkUhoampi2bJlVFZWin+uu7ubefPmkZaWxpIlS8Zk3yorKzl9+jTh4eGoqKhw+/ZtNm/ejImJCR988AE2NjYsXLiQ27dv8+DBAxYsWMCiRYuQl5fn6dOn/Pzzz6xbt47y8nIuXrwogvrR0dE4OjqKZ1xgYCCRkZF8+OGHvPvuuxw+fFiM+Jmbm7Ny5Uo2btzIzZs3aW9vZ8mSJYKKVFZWhqenJzt27ODQoUNs2bKFrq4uBgcHiYqKwsLCgldeeYXW1lYxR/2yn3H79+8nLS2NTz75hODgYNLS0tDR0eHVV1+lra0NNTU1rKysmD17NrNmzcLCwgJ1dXXS09M5efKkyDb09/cLFK+2trYIvG7YsIHCwkJBH1JRUeHzzz8nOjqaWbNmUVNTw61bt1BRUeH111/n0KFDpKamiumIuro6FBQURBazoKCAmpoaoqKi+O233zhy5Igg233wwQdYWVnR39//0vftk08+ITY2lpCQELS0tEhLS8Pf35/du3dz6NAhrl69ymuvvYaHhwcZGRn89ttvhIeHExISQkREBHl5eWRmZpKYmEhNTQ0eHh6cOnUKDw8PPvzwQyorK/Hx8UFdXZ1bt27x008/8eqrr3Lv3j1BX5QKPIuLi/n4449FUaGiooLW1laWL1+Ol5cXhw8fxsvLi6tXr/Lo0SMqKio4c+YM7u7ubN26leLiYnbv3s327dvH5LsqDb9HRUURExODRCJh586dJCUlsXbtWnGZCggIQEdHh4KCAm7fvk1cXByWlpasXLlSvF83btwo4AbKysqMjIxQW1srukU3b95k3759GBsbs3r1as6ePYutrS2rVq2iv7+fzz//HBcXF5SVlYmKihIjb1JJpoGBAd3d3WJcV1dXl0WLFmFmZkZPTw8SiUSMYL3sfZOXl2fXrl0ik1FQUMDq1atFRsrW1pa5c+eSnZ1NbW0tr732Gqqqqnh4ePDxxx8jkUi4ePEiPT09IrOVmZnJwYMH2bVrF2pqahQXF4scyc2bN8nOziYuLk4Ibtva2igqKhKFh08//ZS4uDiCgoKoqKigpqaGqqoqsrKy0NbWxtDQkKCgIA4fPoyLiwuBgYFYW1tjYWFBV1fXy0PtSgVE33777f/4dUVFxf8K7Xb48GHCwsKEmKmgoIA1a9aItrm9vT3ffvst9fX1TJs2DRcXFzw8PFixYgU+Pj7MmDEDHx8fLCwsaGpq4s6dO2RlZfH9998zefJk1qxZg46ODjY2NowbN45PPvmEwcFBtm7dSllZGS9evCAiIoK5c+eSmJjIp59+ypdffsmnn36Kr68vfX191NfXo6mpib6+PpGRkRgaGrJ161ZWrlxJXl4e165do7KykjfffBN1dXXa2tr+m639R8vU1FTMj2poaDA6Osr48eM5c+YMWlpaLFu2jMOHDxMcHIyXlxcZGRno6urS19fHzp072bRpE1ZWVoyMjFBcXMyJEyfIyckhPj6evXv3EhoaytDQEIqKiqioqGBtbc2///1vPvnkE0JCQggPD+f06dMiALxhwwZaW1uFsbO7uxsFBQXk5eVpbGzk0qVLDAwM8Omnn2JnZycwwFVVVVhbW1NWVvbS9wxg0qRJZGVlMXHiRIFmjoiI4Pr16/j4+PDGG2/g6OjI8+fPqaqqwt/fn61bt7Jjxw7eeustnJ2dKSgooLGxUTgFjI2NefbsGUuXLiU/P19UtZYsWcLZs2dxc3Nj3rx5TJ06lZGREU6cOEFLSwtr166lvb1d5ENiYmIIDw+nsbGRb7/9lhcvXrBq1SpeffVVMjMzCQ0N5eeffxYVEQ8PD1JTU8dk3wA8PDx48uSJCNf+/PPPrFy5Ej8/P0pLSzly5Ah37twRF5PBwUE8PDwIDQ3l008/Zf78+Whra5OSkkJFRQVbt25l3rx5eHl5cerUKQ4ePEhjYyNTpkxh1apVbN26lfLyco4ePcrJkyf59ttvqampQUFBAS0tLVxdXTE0NMTV1ZXPP/8cDQ0Npk+fzsjICKWlpTg4ODB79my6uro4deoUVlZW1NfXU1FRwbJly8Zs3/T09Pjll19oamrizJkzlJaWoqGhwcDAAJs3byYiIgJVVVW6urrYunUr3333HU1NTTx58oR58+ahpKSEkpISqamp7N27F09PT+Gbee2115gwYQIff/wxZWVlzJgxg5GREVxcXNi3bx+tra1cunSJnJwc7OzsRMbqxx9/5MiRI9TX14tQo5OTE5aWlqirq1NYWMjJkyeZOXMmHR0dFBYWYmJiMqZVQSmC886dO8jLy7NixQqGh4f5+eefcXFx4caNG1hYWGBsbIxEIuHAgQMcPXqUvXv3UlJSwr/+9S+srKzQ1tZGXV0dJSUlvv76a7Zs2YKhoSE7duxAQUEBHR0d1NTUOHv2LPv27aO+vp4rV67Q19fHb7/9xv379xkYGODIkSM4ODhgZ2dHc3MzP/zwg6hIqqiocP36dSorKzE3N+f9999n06ZNXLlyhVmzZqGnpyeeCS97tbW1oaqqyoMHD+jr68PQ0JCDBw/S2trK5s2bWb9+Pd9//z1KSkr09PSQkJAgSGzvvfcex44d480332Ty5MkoKirS3NzMtGnT+Omnn9i+fTsuLi589NFHODg40NzcTE1NDWfOnOHw4cM8fPgQFxcXkd2SSCT4+/vj5OSEt7e3GDG8deuWGI+pqanh7NmzHDx4kM7OTv71r3/x6quvUlFRQWdnJ7W1tejq6r70fdu/fz83b95EWVkZaV02MzOThw8fEhUVxY8//khNTQ3FxcVUVFSgoqLCJ598QmFhIfX19eTl5ZGQkMCzZ88YHh4mICCAjz/+GG9vbx4/fkxrays9PT24urqKi/KZM2c4cuQI8+fPFz4Pc3NzXF1dKS4uZvz48Vy+fJlvvvmG2tpaJBIJQUFBBAcHM2nSJO7cucNnn30mxKBmZmacPXsWBQUFli5d+tL3TLqMjY05fPgwlpaWbNq0idbWVl5//XWampo4ffo0e/fuxdDQkEePHtHS0sIbb7zB+vXrMTQ0ZPPmzaiqqvLGG29w9epVVq9ezdDQEDY2Nnz55Ze4urqyf/9+1NXVCQ4ORltbG2tray5evEhAQADvvPMOM2fOFD6xRYsWsWnTJoqLi3n06BFffPEFH3/8sZBXGxsbs3//fo4cOcKOHTvYtm2bkP3Z2NhQX1/Pv/71rzHZN3V1db766iuuXr1KQkIC5ubmtLa28sknnxAaGkp3d7cYjVdSUuLMmTOEhoby2muv8fTpU/Lz83FycmL58uWYmZlx5coVli5dSkxMDE1NTSgqKmJoaIhEIkFHRwdra2s++eQTbt++zbZt2/jxxx+pr6/HwMAAXV1dWltb8fPzY9myZWRlZaGmpoaenh6+vr68/fbbKCoq8sMPPxAZGSmK/i0tLRQWFqKqqkpERMR/9Of+ry4f0vlLqf0aYGhoiD/++EPc3v7JCg4OJiIiAisrK+rq6ujs7OSXX35hy5YtpKamsnXrVmpqapg5cybKysp8/vnnglX+xRdf0NnZyfXr17G3t2fq1KnMmzePq1evikuGlLiUkpLC0NAQ+vr6zJ8/n9u3bzN37lycnJxoamqipaWFmTNn8ueff9Lc3Myvv/4qZH2jo6PIysrS2dnJiRMn0NHRIS4uDnNzc+zt7XnvvfdoaWnhxIkT2NjYiKDhy1yPHz/Gzs4OWVlZ8vPzkZWVZceOHaxevZpvv/2W8+fPk5WVhaOjI6GhoSxbtoydO3eyb98+vvzyS0EZsrW1xd3dnd27d6OlpSWIMLa2tlhZWdHS0sK9e/fIzMwkPj6eq1evcv78efz9/Vm8eDGGhoYkJibS3NwsQlrS+XVPT09RtZo3bx7V1dWkpqby/fffEx4ejqqqKhkZGWzatIn29vaXvmeAcJUMDQ1hbW3NwMAAzc3NIq/k5eVFZmYmMTExPHnyhAsXLuDm5sZbb72Fvr4+9fX1XL58mYaGBoKCggC4cOECBQUFAIJoExMTQ0FBAd7e3jg7OzN58mRhvR03bhwKCgqUlJQI7OvTp0+xtrbmyJEjaGtrEx4ezq5duwRpy8PDg6tXr6KpqSlmex8+fMiePXvGZN/g78uHt7c3fX19JCUloaCgQExMDPPmzWPWrFno6+tTXFxMeHg4vr6+xMTEUFpaSkxMjBh/mTVrFpMnT0ZFRYWenh6++OIL/vrrLzZv3syePXtISkqipKQEGRkZWltbmTJlimjDb968WeRmpONTHR0drF+/noqKCh48eCCM3srKyuzcuZNvvvkGU1NT3n//fV5//XWCg4MZHBzkv2j6/tdLyp0PDAzko48+oqmpiV9//ZWZM2fy+++/M2nSJDo7OxkaGiIrK4urV6+yefNm7t27x71795g5cya+vr5IJBK6u7sJCAggPj6e5cuXs3TpUiF0MzExISUlhS1btvD2229z8uRJURDS0tISwXFp4PzmzZvU19czZ84ckUmqqKhg5cqVvPbaa+LnSCQS3nzzTWRlZbl+/TqBgYFjsm9S8ovU+u7h4UF6erromkZFRaGuro6ioiJeXl74+fnx5MkTEhISKC4upri4mEWLFtHd3U1iYiKpqaksWbKE7u5uqqqqMDY2xsvLi8mTJ9PW1sbGjRvFmFFdXR23b9+msLCQkZERcnJyhLBv4sSJxMbG8s0339De3o6pqal4uWdlZbFjxw5B+1FVVWXdunUAYsTrZa/Dhw8TFRVFUVERHR0dWFtbC4lqSkoKGzdu5JVXXsHY2FiAWiwsLJg+fToqKioi0BwTEyOmEv78809sbW357bffmDZtGuPGjROdEVNTUz744AMmT54sUPyBgYFMnDiR1tZWRkZG8PHx4cKFC7i4uDAyMiIyiOXl5UydOpU///yTjo4OQbHs7+9HQ0MDX19fDh06xOuvv/7S962mpoaGhgZ0dXVpa2ujoaGBjz/+WGD6y8rK8PHx4ebNm3R0dIjx3NjYWCZMmMDMmTNxcnJCSUlJ+FXMzc0JCgrCw8MDIyMjbty4QWJiIqOjo3zzzTfMmDEDBQUFQkND8fX1pbCwkKioKDQ1NTlz5gy2trZiVFr6Ln7w4AGfffaZIEtqamqKinRhYaFwcXl7e9PZ2fnS9w0QVfni4mLh1zA0NKSurg49PT1CQkJE50JeXp66ujoeP35MXV0dGzduxMLCAkVFRUJDQ/nhhx84evQopaWltLe3i/xub28vpaWlaGtrExYWxqRJk4iLi+Ozzz5jdHSU5ORkISX86aefiImJwczMjOXLl9Pf34+Pjw/W1tYYGBhw/vx5du3axVtvvcWdO3dE8VbaER2rpaGhQXZ2NhkZGWhoaLBhwwZMTEy4f/8+7u7uGBsb4+rqiry8PAMDAygrK/PTTz+RkJBATEyMmORIT0+noKCAZcuWMWfOHPbs2cPBgwcZGhqiqqqKpKQkbt68ib6+Pp999hkffvght27dYtWqVeTm5goZ7dy5c/nXv/6Fra0tWlpaZGRkIJFI0NTU5P79+7z22muEhISwYcMGfHx8GD9+vFA2ZGRk/Md/7v/q8hESEsL+/ftpbGwkPj6e4uJirly5Qn5+Ptu3b//HP6+6uprk5GRRMcjIyGB4eFjQTGRlZYWUpqWlRYRM7927h0QiYfLkyXh4eGBtbU1nZyc3btwgNDSU/v5+kpOT+fbbb+nr62P8+PGsWLECS0tLHj58SHp6OiYmJjQ0NFBYWMjg4CA9PT2CbCE1uTs7O4v2PPwtRZSacaurq6moqBBB19TUVG7evPkf3/7+N6u8vBw/Pz+6u7tpbm5GRkaGkpISNm3axPHjx9m4cSNRUVE0NzcTHx+Pi4sLERERBAYGMjQ0hImJCePHj8fDw4OBgQF++eUXTp48ycjICCEhIdTW1pKcnExTUxPy8vK88847SCQSsrKyiI6OJjAwkPLycpKTk0UmYcWKFTx//pylS5cyOjoqUIvd3d3U1tbyyiuvMDg4yMaNGzExMaGwsJDOzk5hGK2rq3vp+zY4OCgwj319fXR2djI8PIyvry8//vgjlpaWZGdn09HRgbu7O+7u7mRmZnLr1i20tLTo6urCzs5OZEAaGhpEVW94eJirV6+Sm5uLiYkJzs7OaGlp8cMPPzA8PIyysjKmpqYkJSURFxeHoqIiHR0dHDhwgPz8fCIjI/n+++959uwZnZ2d2NjYAGBjY0NnZyfr1q1jZGSEkpIS8vLyePPNN+nq6nrpeyZdurq6xMfHM2HCBJSUlMjOzmbhwoWcPn2aLVu20NDQgL29PYaGhsjJyTFr1ixKS0s5deoUABEREYSFhaGsrCzQy9JKl/SSJQ241dbW8vz5c4yMjMjLyyM4OJiEhAQmTpwokNEXLlxg69atvPfee8yePZuFCxeSn5/PwMAAU6dO5cMPP8TIyIiUlBTmzZtHYWEhw8PDSCQSrl27xtq1a8dk36ysrAgJCUFfX5/u7m7q6uoICAigpKSEnTt34uDgwLVr10QGa+XKlfz73/8mMjKS5uZmDA0NycjIYHR0FBcXF+Tk5LCzs2PBggUkJyeTlJSElpYWAwMD1NfXU1ZWhqqqKp2dnbi7u3PgwAH09PQICgpiZGSEb7/9lrlz55KbmyueB9LvemRkJL///jvTpk0jKiqKvLw8nJ2dcXJyYmhoaExm76XLzMyMrKwsysvLKS4uFkI6CwsLbt68iZ2dnci0aGtrExMTA8Dly5f55JNPUFJSEihjfX19li1bRl5eHmZmZpSUlDBr1iwMDAyor68XIy3p6ekcP34cLy8v6uvrBWFOR0eHkZERJkyYQEZGBj4+PlhaWiIrK0traytnzpzh1KlTFBQUkJ2dLbIQUtS4i4sLycnJY9Jx++WXXwgLCxPuLA0NDZSVlWlubiY8PByJRMLTp09pbm4WF9Lx48czc+ZM/vrrLxwdHdHX1xc+i6ioKP766y96enowNjZGU1OT3377jcLCQnR1dXnx4gWKiopkZmbi5+eHjY0NYWFhODs78+LFCxG2HhkZQUlJiYKCAkGRrK2t5fr167S2tmJjY4OdnR0nTpygs7MTT09PTp06hZeX10vfM/iborR48WKRm9DW1iYrK4vHjx+zYMEC+vv7aWtrE94DQHznpEW2nJwcAVM5ceIEqqqq9PT0YGNjw9mzZ7GxscHQ0JDa2lo2bNjAkSNHSExMxNDQkPb2diFJ1dXV5enTpwQFBXHx4kVRHJNeZO7cuYOHhwfGxsaEhYXR3NxMcnIyg4ODqKio8Ndff4ns0VgsWVlZrK2tUVVVJSsrC2VlZWbMmEFXVxc5OTksX74cBQUFnjx5QnJysqA3bdy4keHhYW7fvo2bmxsuLi50dHTQ29uLn58fJ06cEDldFRUVSktLKSsro6urCzc3N3766SdUVVXx8/OjsrKSrKwsurq68PDwoK2tja6uLoqKioQQVFpwkHa3bGxsOHnyJK2trVRWVpKXl8fg4CCbN28ek3377LPPmDVrFpqamsTGxoqsbllZGfn5+axYsYLBwUEqKioAcHZ2JiUlBVVVVT7//HN0dHQwMTHBxsYGfX19gfY+fPgwRkZGIpu7cuVKXFxcxLlDek6+e/cuFhYW6OnpceHCBTG27OfnR0dHBxoaGqiqqopL42uvvQbAK6+8gru7OxkZGXR0dAD8o4mf/+ryERoaiqGhIT/++CMffvgh/f39ODg48MMPP/xXwVcpe186djA8PMyaNWsoKysjLy+PlpYWLCwssLGxITAwEBkZGT777DM6Ozvp6enhzTffFCH0wsJCbG1tkUgkqKmpsW7dOk6fPs3w8DB1dXXk5eURGBhIa2srhYWFmJubC6uv9OcZGRmhoaFBeno6NTU1WFhYiIBlS0sLOjo6+Pv78/PPP2NnZ8fIyAgDAwPIyckJgshYLFNTU4HU7evrIz09XdALFBQU0NDQQFZWFjMzM4yNjcnLy0NBQYFLly6ho6ODhYWFMEOPGzeOtrY20tPTMTAwYHR0lLi4OLS0tLC3txfklkePHokRiOvXr9PU1ISMjAyqqqpMmTKF0tJSkTdRUlKivb2dtrY2QaG4f/++IFsFBQVhamqKkZERzc3NY1ZtePr0qUDPSSt8KSkpKCoq4ujoyPnz59HS0hKzpioqKujo6KCnp0dXVxfNzc14eXnh4+ODnJycIGA5OzvT2dnJ7NmzhQFUasNVUlLi/PnzLFmyhKysLAYGBjAxMSEmJoaBgQFUVFSYMGECDx8+pKurC3l5eXp7e5GRkaGiogJ1dXWePXsmxgs7Ojpoa2tDQ0ODy5cvj9khWuoCkHpejI2Nef78OcuWLaOtrY329naGh4fF/0ZHRyktLWX9+vX8/PPPojOipqaGRCIRlvjs7GzMzc0ZHBxEXl6ewcFBmpqaMDMzw9vbm+joaKZMmUJbWxsmJiYoKSmRl5eHtrY2Bw8exMDAAFdXVxwcHOjo6CA/Px8XFxdeffVVkpOTkZOTE3bYjIwMnJycsLe3H5M9A8jJyWF4eFgUMRISErCysmL8+PFUV1djb2+Ptra2EDSuW7eOhoYGnj9/jre3Nzo6OgwMDNDW1kZPTw+mpqbU1taipKSEqqoqs2bNorm5mY6ODgwMDMjMzGTVqlWkpqZiYWGBm5sb3d3dVFZWCsR4S0sLFRUVAjUuFXxZWFjQ19dHUFAQ7733Hp6enqioqJCdnc3o6OiYCrgcHBzIycnB0NBQ0Fbs7OyoqqrCycmJ1NRU6uvrRThT+nlsamoiISEBZWVlDAwMsLa2FrkZOTk5JkyYwO3bt5GTkxNjagUFBWhqapKfn4++vj76+vqClij18DQ2NrJw4UK+//57lixZIg5FXl5eaGlpoaenR2ZmJmFhYULuqqenJw4G/9+I+pe10tLSmDNnDo6OjgwPD1NfX098fDzJycmEhISIy6u6ujrt7e0YGhpia2vLrVu3KCsrQ1tbm97eXuF3SUpKQk5ODnl5eRoaGjh27JjwLvj7+9PR0UFubi4aGhqioCOFPujr6xMcHIyVlRVJSUkcPXqU4uJicWgqKSkhKSmJrq4u4uPjgb+LHCYmJpiamtLZ2TkmmF2AqKgoVFVVUVBQYHh4WOTsgoODSU5Opry8nODgYGxsbASERjrKOTo6Sm9vL+Xl5UIZIC2Ynj9/Hh0dHfT19UXRZWhoCBkZGWprayksLCQyMpK4uDgqKipwcHDA398fPT09HBwcUFZWJj4+nvr6elRUVOjt7aWtrU1Ia5WUlBg3bhyJiYkirK6mpiaoZGOxkpKShKND+mcrKirC09OT9PR0ysvLUVdXF6Pi48aN4/nz56IIICsrS1lZmXhGqaurEx4ezhdffIGtra2geDU1NdHW1kZFRQUKCgpUVlZiZmZGamoqLS0t4r/75MkT1NXVcXR0xMXFRWDNh4aGxORGTU0N+vr6LF68mMHBQdra2igsLBSI2rFYeXl5LFy4UDhMpLm99vZ2goKCBFJdigVOTU3F1dUVXV1d0tPT8fX1FS6x3Nxcenp6WLJkCQ0NDYyOjpKfn4+trS0mJiZoa2uzYsUKqqurOX36NIaGhnR1dVFaWoqcnJz4u6qpqaGoqAj4u2svdeMpKytjbm7OyMgIdnZ2NDY20tLSQl1dHT09Pf9x2Bz+F6hdZ2dn/v3vf/8fvy6V3vyTpaGhwcjICDIyMkgkEuGl6OvrIzY2FkVFRTF3pqurS3NzM7Kysujp6TEwMEB7ezvJycmCYzxu3Djxsvbz8xOVuqamJlFBMDExYf78+UyYMIHMzEz6+vooLy+nrq6O4OBgZGVlUVBQQF1dXbyQNTQ0SEtLIykpCWdnZ/FCUVNTY2RkhMHBQVpbW8fs5Sx1GWhpaaGqqsrg4KDwd6irq1NcXEx5eTmBgYH/49efPHmCg4MD3t7e9Pf3C5pVWFiYqBhImeNStLH0ZaCoqCjoEFevXsXb21tYOI2MjMjMzMTY2JgXL14IcaGhoSGGhoZiHjMhIQFFRUXa2tqYO3cu1tbWXL9+nQkTJozJvtXW1uLv7y8Eg2pqari5udHU1CRwyc3NzSgqKgpiUn9/P0NDQ4LG1tTURGFhIT09PTQ1NWFlZUVmZiYeHh4EBwejpKREX18fpqammJiYsHLlSr766issLS25ffs2EydOxN/fn+joaPT09Lh9+zZz5szh/v374jukqKhIQ0MD1dXVqKqqoqOjg6ysLNra2piZmVFeXi7axWO1enp68Pb2pra2VjDFs7OzmTVrFp9++ikyMjLY2dmhq6uLjIwMsbGxPHz4kBkzZmBoaChePqqqqqiqqjIyMkJkZCQlJSUChyvtInZ2duLl5YWXlxdRUVFoaGiIAoGUCGNubk5CQgLLly+ns7OThoYGamtrSU9P5/79++Lw1d7eTmpqKg0NDSgqKqKurs748ePHbN/a29spKCigvr6e0tJSSkpK6OrqIjw8XEhTpYf/1tZWYmNjMTAwoLi4GB8fH0ZGRkRlbmBgAA8PD2HNNjY2Zvr06aSnp4sObmNjI0NDQ9y5cwcjIyPc3NwEO76/vx9XV1eSk5NFu97AwAAjIyMhnjIxMaGmpgYTExNcXFwoKSkR+O2xvHxIEdSWlpbIyMiI+f/KykqWLl3K77//jre3txB+zpgxg/j4eOTk5Hj06JEYZ5E6QPLz89HV1UVfX1/4A1RUVDAwMKCvr4+0tDRKSkpwcXHB3d1dPLvg78rus2fPuHTpEjU1NTQ1NZGXl4exsTF2dna4urqSmJhIa2sr48aN4+7duxQUFODr68v06dMpKysbM5y4FEUqdcg0NzfT2tqKkpIST548obe3lw8++ECI38aNGyc6ENJCE0BlZSVDQ0O4ubnh5uZGTU0NsbGxNDQ0oKqqiqGhoThIKisrY2trS3JyskDCVldXi+66dMxN6pqRFsl6enpwdnbG1dWV58+fY2dnR1BQEMrKykLu95/iO/+3q6amhsLCQpG9kF68hoaGiIqKoq+vDw8PD8rLy3nx4gVFRUVoamoyNDTE3bt3mTBhguiWNDY2EhgYSGFhIfn5+QwODvLpp5/y5MkTsrOzBYJdIpEwMjKCqakp169fZ2BgAFNTU+zt7UVlXioQlB6+BwcHUVdXx87OjrKyMhISElBXVxcH6KamJvz8/KitrR2zTmV6ejoODg4YGBhgYWGBh4cHZWVlBAcHC5mng4MDVlZWKCkpYW1tTXNzM9nZ2VhaWmJlZUVUVBTp6elYWVkJg7yBgQHy8vK4uLiQk5ODtra2yIHJyckJi3peXp6AodTV1XHjxg3mz5+Pmpoarq6uwiLe1NTEvXv3UFdXx9/fHxkZGUJCQlBSUuLx48dkZ2ePaWFKVVWVmpoaDA0NCQ0NRVZWlrS0NBobG1mxYoXIzpqbm4vzhjSf7OvrK3x30kusmpoar7zyCpWVlYyMjIiiUUlJCaWlpcyfP5+enh5ycnLIyMhAT0+PhoYG5OTkCA8PR1dXl+zsbDEhoqWlJUiBsrKyjB8/nry8PJKSksjPz0dBQQFlZWW0tLTEpMZ/sv4fvxafP3+eNWvW/KN/R8oalzKIbWxs2LFjB8+fP6e5uZmenh5GR0epqKigqqoKZWVlFi9ezJ9//sncuXO5du2a+KIHBweL1rKGhgbHjh0T8p3e3l46Ojr45ZdfkEgk7N27F1VVVSHmkUgk5Obm4unpSXFxMatWrWLnzp08f/4cOTk5bG1tMTY2prS0VFi9i4uL6enpobW1lZqaGvLz80lPT+e99977f3pr/49VWloqDMlShr2BgQFlZWUUFxeLQ2lBQQEaGhqCsmFiYkJXVxcTJ05EX1+fK1f+L97eMrrqc3vbveLu7u5GQhJCsBAsOASH4oUWaCnQ0kKhxdsiFZxS3CW4hmCBkIRAjAhxd3eX86FjPeP9n3HOebv3e5o5RsfYdO+dkJm1fut55rzv677FiRMnmDVrFpWVlcKg5ODgIFaoHR0dbN68maCgIK5evUpZWRmdnZ3CZ5Obm0tcXByzZ8/myJEjuLq6ioOivr4+vr6+nD17lnnz5hEdHY2fn5/w4IwePZpr167h7u7+H19c/5uyt7cXCamlpaXIy8vz6aefcuPGDTIzM5k/fz5Hjx5FR0cHd3d3CgsLaWxs5MaNGwwbNozCwkKkpaXJysqit7dX5Ax88cUXLFiwgCdPnpCYmIi2tjYKCgpIS0szbtw4njx5wuvXr4Uvqrq6WhBfrly5wrhx45gzZw4nTpygqqqK5uZmkVCtqqrK3Llz0dbWpr6+ntraWlJTU4mLi+O3337713smqcePHzN06FARECUtLc2sWbM4c+aMSFt3dHTE3d2drKwswsPDUVVVZceOHXh4eDBw4EBkZWWpqamhoaGB7u5u5syZw927dxk6dKhIhgeE/KqtrQ0NDQ2SkpLQ1NQkPz8fXV1dLC0tuXfvHuvWrcPJyYmvvvpKBHs1NDRw8uRJIYWcOnWqyEKxsLDAysqKa9eu9ZlfZvjw4UhJSfHu3TtaW1vFB/LDhw8xMTHhxYsXREdHM3PmTMzNzVm7di3GxsaEh4eTmppKZWUlFRUV1NbWYmxsTG9vL5999hkpKSl4eHjQ1NREa2srFRUVFBUVoaKiQkREBFlZWejq6hIXFyfe/5KNb05ODkeOHOHgwYPiAi7ZQp4+fZr6+noWL14syDQFBQWC895XlZOTg6ysrAgde/r0KaGhoUydOhVZWVkBcoiMjOTNmzd88cUX6OrqUlpaiqurK2VlZXR1dfHixQvOnTuHm5sb3d3dnD17lmHDhuHk5ISTkxN1dXUYGBiQn5+Pubk50dHRjBs3TgQ2NjY2EhQUxPPnzzlz5gzfffcdCQkJtLa20tTUJHptbW3Nb7/9JkhdErlHbm4uqamp/8Mn+W+WoaEhOTk5aGtri0DVoKAgRo0aRWZmppD4FRcXU1JSgpOTE+Hh4djb2+Ps7Cw2cllZWSgpKTF79mzk5OSQl5fHxsYGAwMDXr9+TUxMDPfu3aO+vh5vb29xsJFIRMrKynj79i0KCgps2LCBX3/9FR8fH3bt2kVeXh7l5eVoaGgwadIklJSUOHXqFHZ2dpiamlJYWEh2djbm5ubk5OT0yfZj+vTpnD9/ng8fPqCurs7s2bOpq6vjyZMndHV14ezsTHV1NU+fPiUvL4+JEydibGxMWVkZhw4dQllZGTMzM3R1dampqWHixImcO3eOKVOmkJ+fj6KiIl1dXZSVlVFWViYObC4uLjg7Ows/gre3NyUlJRw9epR169aRkZGBk5MTPT09GBkZoa+vT0JCAsXFxcyaNYu9e/cSGxuLiooKqqqqpKam0tvby8ePH3F3d//X+wZ/P1erq6sxMzNj9OjR+Pv7c+PGDTHUc3FxETLlxMREUlNTGThwIFFRUdy/fx9PT0/KyspITU3l/fv3ODk5ie1HS0sLsrKySEtLY25uTr9+/WhoaCAwMJC9e/eyatUqXr58ibq6OtLS0jx8+BAbGxvs7OwoLi5GXV2dAQMG0NTURGVlJZ6enjQ3N3PmzBnu3r1LaWkpdXV1REZGkpWVxcSJE/ukZ4BIX5fg1iVhvJWVlbx584b169eTkZFBbm4usrKyjB07Fjc3Nw4ePMjixYvR1dVFT08PdXV12traiIqKoquri5qaGpycnLC0tERWVpbExERycnI4deoUK1aswMHBASUlJUxMTHByckJLSwslJSUKCgrw9fUV2N579+6J2AFDQ0PS09OJj48X73EtLS0CAwOZMGECzc3N//jn/keXjzFjxohv9E/qP718lJSUoK6uzsiRI7GysqKoqIg3b97w7Nkzvv32WzIyMti+fTsGBgZMmzYNY2NjLl26hJ6eHjNnzqSqqgpDQ0MUFRX58OEDpaWl3Lp1i+DgYHR1dZk2bZrQeg8fPhxTU1MePnzIw4cP0dLS4ubNm1hZWTF27Fj69etHcHAwK1as4MKFC/T29pKVlSUeFI2NjZw6dYqnT5/i7+/Pu3fvePfuHRkZGUhJSeHj4yNWrv92SWhgCgoK9Pb2cvXqVUpLS9HS0hJUInNzc+rq6jh+/DgaGhrcvXsXHR0djh8/zr59+/D19cXb25tp06aJC0pnZyf+/v4cOnQIRUVFLCwsaGlpITo6mk8//ZQzZ85QXl4u0qjv37/Po0eP6N+/v3ihvnv3Dg8PD7q7u0lJSSEyMhJLS0sMDQ2ZOHEijY2NSElJoaKigrOzM0uXLmXz5s388ccf/3rfNDQ0KCwspK6uDjc3N/z8/Dh//jzv3r3jiy++ICIigmHDhlFaWkp8fDy2trYsX76c1NRU5s2bR2hoKNra2oK+UlVVxV9//SUOakpKSnz22Weoq6uTn5/P8+fPCQ8P58qVK3z66afMmDEDW1tbSkpKBDHs3r17HDx4kDFjxjBr1iyUlJRoamri/v37ZGdnC+TgggULePbsGa9fv8bNzY1JkyZx4cIFli9f/q/3Df6WD3V2dgo5WFdXF97e3tTX1wu99MePH0lMTKSlpQVFRUW++uor4StSVFQkNTWVFy9eUF9fj6ysLOPGjRNBZg0NDWRlZVFeXo6CggKdnZ24urqSlJQkArgiIiJQV1dnzJgx6OjosHHjRg4cOMD+/ftRUFAgNDRUBJpNmDCB7Oxsxo4dS//+/amvrxeepb40FUryTqKioujo6GDIkCEYGxvz5ZdfIiMjw+XLl//Hw/vXX38lODiYjx8/snz5coqKili7di39+/cnKysLGRkZQZ978eIFW7duJSgoiCFDhhAfH09WVhYuLi7cuXOHb7/9luTkZDIzM8nMzERJSYnVq1eLcLIlS5YIj5Kenh7Pnj0TtKTY2FiWL1/Ohg0buHDhAgcOHPjX0JP/T7Vt2zY2bNiAiooKHh4elJWVoa6uTnBwMOHh4Xz48AE/Pz/a29vF77aiogIbGxu8vb15/PixCKwdNmwYNTU1vHjxgs7OTu7fv4+xsTHV1dU8e/aMtLQ0Tp8+TUpKCj/88AMhISFicyIjIyMCQw8fPixofW5ubjx+/Jhjx45hYWHBDz/8QElJCampqaioqNCvXz/q6uq4du0ao0ePZuvWrX2yqVyyZAl//PEHbm5uBAUF0dLSwuvXr5GSkhKDk87OTgYPHkx1dTUrVqxgz549LFiwAHd3d/r378/o0aNpbGwkOjqasrIybG1tGTduHKtWrWLevHmMGDECf39/UlNTyc7OZvz48axZs4Z58+YRFhYmktJtbGzo7e1FRkaGu3fvMmLECBYsWEB5eTlFRUU8ffqUzMxMtmzZgo+PD/r6+qSnp/Py5UuxMejs7GTIkCH/et8sLS1FOFtiYiJRUVFUVFQQFhbGoUOHWLRoEVZWVtTU1BAXF0dMTAwdHR20trbi7e3NzZs3MTQ0RFVVFUNDQ44cOcKSJUvw9/fnzZs3NDQ04OrqipOTE/b29sjIyDB79myCgoLQ09Nj3bp1XLx4kV27dgnT++rVq5k8eTJVVVWUl5eTmJhIV1eXoJT98ccfyMjICIml5O8/ffp0zp49+6/3TFKbN2/myy+/5PTp0/j5+TF+/HisrKz4888/+fLLL7l8+bIYvEmGzHZ2dixYsABHR0dB/5MMlsaOHUtRURGurq5s2rSJkpISdu3aRXd3N7t27WLnzp1ERUVRV1fH48ePMTQ0FJ6bjIwMMWQtLS3l8OHD7N+/Hzs7OxQVFbGysiI+Pp7S0lLy8vKwtLQkISGBvLw8HBwcGD16NFVVVX3St88++4wvvviCN2/eMGzYMPr37y+gH5JAzp6eHjIzM2lra2P48OF0dHTg5eVFXV0dN2/eZOzYsZibm9Pe3k5PTw87duwgMjKSgIAAzM3NmTZtGgoKCmKAdPDgQfbu3cvjx49JTU2lrq6OtrY22trauHHjBsrKyowfP56NGzeSm5uLgYEB9vb2vH79moEDBzJ16lQuXLiAu7s7PT096Onp0dnZKUJq/0n9o8vHyJEjxQ3p/6u6urq4e/fuP/rG//evLzGp3rlzh40bN2JgYMCJEyd48OAB7u7uzJo1C319fWHwe/v2LUePHmXFihWkpaURHBxMWVkZzc3NHDt2jKioKL799ltkZWUpLS3FwsICHR0dbt++Lb7vpk2bOHr0KBMnTiQ2NlZkJVhYWHDhwgWGDRtGXl4emzdvRkpKivT0dFxdXbGwsODYsWMCaaujo4OXlxdWVlYsXLiQiIiI/7gH/01lZWWxc+dOQfPS19fH2NiY33//ne3btzN8+HAWLlwojLa//fYb69evZ926dezZs4eEhARKS0tJSkri2LFjvH//nqtXr+Ln58eZM2eQlpYWk9Tm5mbmz5+Pu7s7f/31lzA+JyUlkZGRgZKSEtnZ2Xz22Wf89NNPDB48mAULFtDQ0MCrV6/E7VhivDMyMmLYsGFoamrS2dmJgoICJ06c6BPztJ6eHnPmzOH06dPcunWLrKwsHB0dWbduHe/evWPAgAEUFBTg7OxMV1cXf/31F5cuXWL69Omkp6fj7+/P1atXiY6ORlpaGgsLC96+fcv+/ftZv349iYmJjBw5Ulyme3p62Lp1K9988w3jxo0jMjKS27dv4+vry/LlywkLC0NfX5+kpCTx+rS2tmbEiBFs2LABdXV1lixZIkyhkhTdFy9e4O/vT0BAwL/eM0k1NzejoKDAqFGjUFdXJycnh8zMTPr3709aWhqenp6CVFNRUcHjx4/58ssv+f333zlz5gwzZ84kNTWVcePGsWbNGqqrq/nxxx/ZvHkz+/bto62tDTc3N4yMjAgNDSUjI4NRo0bR3t7O0qVLSUtLQ1VVFRcXF0ERW7FiBW1tbSQnJyMlJUVUVBS3bt3i4sWL/PTTTwwaNAhHR0eSkpJwdHREWloaX19fpkyZ0mdJ3ZcvX2bgwIHCI6Wvr4+pqSl79+6lvLyc0NBQFBUVBVVuwoQJTJo0CVlZWRobG/H29haeDykpKT58+MDz5895/fo1P/74o5BEmZiYkJeXR2xsLM3Nzfz+++9cunSJ1tZWAgMDsbCwoKSkhNbWVs6cOcPnn3+OiYkJY8aM4eXLl8TGxrJ48WLWrFmDjIwMRUVFmJiYoKWlxbRp07CyshKSnL6okJAQ4S3y8vLCwsKCXbt2oa6uzrFjx4T00cvLC09PT7y9vQkODsbR0ZGpU6dSXV3NoUOHqK6uFv6t4OBgTExMuHz5Mjdu3BAXGj8/P7KystDU1GTt2rVs27ZNhFa2tbUJn9rNmzeZMGECoaGhBAUFCZKduro6VlZWpKWlkZCQQG5uLs3NzUyfPp2BAweyevVqHjx40CdQjQsXLvDmzRs6OzvFkCQvLw91dXV27txJRkYGS5cuxcDAAEdHR4KCgvDy8uLmzZscOnRIIGU7OjpIT08nNjYWTU1NkaejoqLCnTt3UFFREdkKSUlJjBgxgqSkJD755BOePn1KeHg4JiYm3Lp1izlz5rB3715+/vlnlJWVhWnbyMiIlJQUnj59ioqKClZWVkJSraKiQm9vrwAJ/NsVEhLCtm3bSE9PF16Y7777joqKCpSUlLC3t0deXp6vvvqK5cuXU15ejpGREdOnT+frr79m3759eHl50dzcTHR0NAUFBXz8+JGIiAi6u7v55JNPsLGxETk7Q4cOpba2lnfv3pGQkCBgEpJNroyMDPfu3ROkpw0bNiAtLU14eDgpKSlER0cTFhaGjIwMGRkZfP7557i6unLnzh1+//13fv311z55vQHcunWLL774gri4OOF3mjdvHpcvX2bHjh3MnDlTyOhHjBiBm5sbn3/+OY6Ojnh7e2NsbExQUJAAD7W3tzNlyhQhTx0yZAg5OTmYm5uze/duuru7GT9+vPDEJSYmcvPmTd6+fUtnZ6cAQQQHBws/UXx8PFZWVgQFBdHc3MzgwYPp6Ojg4cOHfPLJJ8yaNQsXFxfU1NT67PJx69YtzMzMmDdvnrjw//DDD4SFhTF+/Hh+++03dHV1sbKyoq2tjUOHDhEXF4eDgwPr169n3759JCYm8uLFCxF4Ki0tjaKiIjNmzKB///4cO3aMly9f4urqypw5cwgJCcHU1JSOjg4uXrzI1KlTGTZsGHFxcdy4cYNjx47h5eXFmTNneP78Odra2mKzNWzYMH744Qf27NlDU1MTx48fB/5WlEg2OP+k/tHlY+zYseJN978rFxeXf/SN/9fq6Ojg+PHjyMvLC5/B8uXL6e7uJjs7m+7ublJTUwkNDaWgoID29nYWL17Ms2fP2LZtG3fu3KG4uFhMuPLy8mhsbMTOzo7Ozk62bNki1myxsbGEhYWRlJTEqlWr+OSTT3BxcaG+vp6LFy8Kw9vatWtRVVVl+vTp2NraEhERQXp6OlJSUgQFBfHZZ59x//591q9fz8WLF8X3e/nyJdHR0f9VH/7TsrCwEPQMKysrcnJy2LhxI2PGjGHNmjWYmZlhbGxMbGws6enpBAUFoaamxurVq/nqq6/w9vbm2LFjVFZWoqurS09PD25ublhYWGBhYcH48eMxNjbm/fv3vHjxglu3bnH16lUWLVqEjo4Ofn5+FBYWYmJiwu7du7l8+TKXLl1ix44dKCkpCXmGpqamwAdKDp6ffPIJERER5ObmimnEqVOn+OWXX/71vqmrq3Pu3DnMzc3R1tbm/v371NTUMG7cOE6cOMHmzZvJysoiOTkZIyMjxo0bR1NTE35+fixcuBBZWVm0tbUZMWIEnp6evHv3jmnTpqGkpISCggK//PIL6enpXLhwAQ0NDT777DPWr1/P0KFD+fXXX3FwcGD48OFYWlqSnp7O119/zY8//siAAQMwMzMTh2RHR0fu37/P5cuXycvLo6KigqtXr2JkZCSIH9LS0n0qg5Fo65WUlKiuriYiIgI/Pz+Ki4sxMDDg/PnzWFhYCBqWpqYmjo6OuLm54evrK0IJDQ0NkZeXR09PjxMnTnD+/HnCwsKYO3cuPj4+vH//XuShzJw5k1OnTnHy5ElSU1NZuXIlixcvpqOjQ2zP3NzcePLkCd7e3ri4uAi5gZqaGps3bxbb0QcPHlBZWYmHhwcqKioMHTq0T/qWmZlJQEAAAwcOpKGhgdzcXPbs2YOBgQEWFha4uroiLS2Nnp4egYGBrFixgsOHD1NZWcmGDRt49eoVT58+JTAwkCFDhnDixAl0dHRYt24dx48fJzMzk/j4eEaPHs3AgQNpamoS6EYHBwcUFRVJTEzk3bt3BAYGUl5eLlDSu3bt4rfffsPNzY2NGzeKwEJVVVVsbGx49OgRZ86cwcTEhICAAA4cONBnqcnV1dWMHDkSOTk5IdFxcnKiurqa/v37s2fPHk6fPk1dXR0DBw4kMzOTiooKkeH03XffoaioyKtXr0QQ4Jo1ayguLkZWVhZHR0dGjhxJcXExjx8/JiEhgfDwcKZOnYqhoSGrVq0iKiqK6upqLl68SGtrKzk5ORw4cIA3b95gYWHBoEGDcHFxQUZGhvz8fD777DMR+iaBfPT29hISEkJqamqf5FVIUosNDQ1JTk4mMjKSmTNncvjwYTE4WbZsGR4eHujp6WFvb8/Lly8JCgpixowZTJgwgaCgIKKjo8nJySE4OBh3d3fev39PUVERd+/eFWbYhQsXMnz4cNrb29m2bRt3794Vnqy0tDSuXr1KUFCQIFhK0pfv3buHtrY2jY2NBAcH88UXX3DixAnev38PIKa4mZmZjBgx4l/vGSC8K6mpqdy5c0egT6WkpKiurubOnTvcuXOHlJQUWltbMTIyYvfu3RQUFIigOnV1dcLCwsjLy8PFxUXkgU2ZMoV58+ahq6uLgYEBjY2N7Ny5k6+++oqPHz8yf/58IiIiSExMpKioCDk5OX777Tc0NTU5fvw4S5cuJS8vj4aGBmRlZRkzZgxaWlqsXbsWd3d3FBUVefnyJeHh4ZSUlDBixAhev37dZ/6Fd+/eiRDXuLg4Tp06haOjI729vRgYGIgcrJSUFF6+fElrayt6enr88MMPKCoq8u2333L06FG8vb0ZPHgwp0+fZvTo0cKMX1paKuie9+7dQ0NDQxBHg4KCyMnJQUNDg3nz5mFjYyPCMaWkpFi5ciX37t0jIiKC2NhYSkpKOHLkCIsXL6a7u5v8/HxMTU3p6uriyZMnAlXcF2VnZ0dubq64rDo4OJCamkpwcDD37t3j0qVLqKurExISQmlpKVu3buXRo0fs3r2brVu38vPPP6Ouro6dnR0aGhqYmJiwfft2IRdMT08H/lZ8wN9RGaqqqrS1tbFw4UJmz55NamoqqamplJaWMm3aNE6cOIGXlxdTpkwhICAAPT09pKWlmTBhAhEREfTr149vvvkGJycnkpKSqKuro6enh7Vr1/7jn/sfXT4kiZv/a7W0tPDy5UthaJLcXCW66v+kOjo6sLe3p7m5mYqKCpqamnj//r1YYW/atAkLCws0NDQYOnQoI0eOpKWlhebmZtLS0vj48SNJSUn069ePfv36AX8jPQcPHsyGDRtISkpCSkqK2NhYnj9/zo4dO5CWliY2NpZ+/foRExNDXl4ePj4+ODs7c//+fW7cuIGamhqHDx+moKCArKwsKisrKSwsJDQ0VKBnX79+TV5eHlVVVVRWVmJra/uPb37/pyUjIyMIOe/fv0dfX5+lS5ciLy/P2LFj0dLSQl5enpCQEPGCMTU1JTU1VRjVtbW1cXZ2xsbGhvLyct69e0dZWRlOTk4UFBRQX1+Pj48Pc+fOJTY2VmgK4+PjUVBQoKamhvz8fCIjIykvL6e0tJSOjg5ycnKwsLDgw4cPhIWF4efnR0pKCs7Ozty6dYvFixfT3t4uaFzl5eXU1NT0Sd86OjqENlxyITp+/DiPHj0SYU5v374FQFFRkdbWVtHn7u5uCgoKUFZWRkZGBg0NDYYMGUJ+fj6//PILr169EvKZ8vJykpOTefDggaCPuLm5oaysTEhICCUlJbi5ufHHH3/Q2dnJjRs3UFJSYseOHcL70NTURFlZGYqKinz66ads2bJFrFLb29vJyMiguLiYb775pk96N3ToUOLj4zlx4gTW1tYMGDCAlJQUNm/ezJEjRxg4cCB6enrcv39fyFuCgoL4+PEjCQkJyMrKiov51atXCQsL48svv2TQoEEMHz6cL774Ak1NTUaMGIGDgwN1dXV4eHjw7bff0tPTA/ztA3j06BENDQ1IS0ujr6/P6tWrMTU15f3792RkZGBiYsLcuXNZuXIlP//8M3FxcWRmZvLpp59ia2uLnJwcMjIyfdIzgLa2NtavX4+6ujre3t6oqKhgaGjIsmXLWLlyJZMnT+bAgQNER0ejq6vLqVOnmDFjBrGxsVhYWAB/UwZdXFzQ19dnzJgxHDx4EB0dHRYvXkxISAjW1tbU1dXx448/oqmpSVNTEyNHjiQwMBADAwOhiQ4ODiYhIYEhQ4Zw48YN+vXrh7S0NCYmJtjb29Pd3Y28vDxaWlrIyspy5MgR9PT0UFZW5vnz531qxqyvr+fRo0eUl5cLyqCfnx++vr6cOnVKaOifP3/OgwcPGD58OMuWLePChQu8e/eO/Px8FixYIFJ+W1tbsbW1ZezYsVRXV/Pq1SusrKyYNGkSq1evpqGhgYcPH7J06VKOHz+OoaEhn332GdnZ2bx7946jR4/i5OREU1MT8+bNE0MfiblTIr3U0NDAw8MDVVVVysvL6erqQlVVlVu3brF06dJ/vW/jxo1DRUWF6OhosrKyqK+vJyQkhOXLl/P8+XOmTp1KZWUlFy9eREZGBh8fHxQVFTl69KjYpO3atYu2tjZ6eno4deoUY8eO5enTp9jZ2TF79mw6OjqIjY2lsbERTU1NnJycCAsL4+rVq+LzWlVVlfDwcEJDQ1myZAkbN27E2NgYdXV14uLi0NDQYNq0aezfv5/Tp0+jp6dHS0sLDx48EOCAJUuW9JnhPC8vj4cPH1JdXY2mpiZKSkpIS0uzfPlybty4QVxcHHPmzOHx48eEhoYCf39GPHnyhO7ubpqbm6msrERBQYElS5awYsUKqqqqGD9+PJGRkbx9+5bFixeTk5PD6dOnCQgIICwsDGlpaZqamoiKiqK2tpaRI0eyePFijhw5wokTJzAyMmLo0KFoamoKbLJECqeiooKnpyeDBg3izZs3tLa24ubmRkZGBs3NzX32fg0ICCA0NJT79+8jLS2NtrY2CQkJdHd3U1VVxaxZs4iKisLKygpfX1/ev39PbGws3d3d7N+/n9GjR7N9+3ba2toIDQ2lqalJUDh37NjBt99+S0hIiMhA2bhxI2lpaSLPSIIwlxC/pkyZwokTJ4iLi0NNTY1Ro0ahq6tLa2srCxYswMzMjMTERDw8PCgpKeHSpUs4ODiIwNy+KldXV9zc3Dh16hQNDQ2YmpqycuVKjIyMmDp1Kl9//TXffPMNXV1d5OXlUVxczNy5c3n48CHq6urIy8vT0dGBnJwcysrKvHv3jl9//ZXQ0FDOnj3L5MmTMTc3x8XFBT8/PwwNDdm5cyfnzp1DU1OTq1evYmxsjJWVFa2trVhbW4ssm0uXLlFdXU1jY6NAFk+aNAkvLy+8vLxITk6murqauro6YmJisLW1xdjY+B/93P+V4Tw+Pp6VK1dSW1uLqqoqsrKyNDc3M3PmTDZs2CCwtP+0JISLzs5OYWhLTk6mpKSEn376iZycHHG79fLyIj09nYKCAnGg6+joQEFBQUxJkpKSBI6zt7cXU1NTLC0t6ezsJD09nZ9//pnx48cLHaa8vDz+/v40NzejrKzMd999x8OHD1FRUWHr1q3MmzcPZWVl2traGD16tAiZevr0Ke/evUNVVRU3Nzd6enp4//59nyTYAmRnZ6OhoYGPjw9tbW2CEd7c3ExUVJQ46CoqKjJ+/HgMDQ2FnCojI4P+/fuTn59PS0uLCM/btm0bK1asoLm5mby8PJqbm8nOzhZylUuXLhEQEMC1a9dQVFQUPg5JDoW6urr4cFFVVcXd3Z3a2lrKy8v5+uuvUVVVJSIiAlNTU8aOHcurV6/Iz89n+PDhfZbUff/+fRYvXiwe+IWFhdy4cYOKigrMzc0xMTHhiy++ICYmhurqaqZMmcLBgwd58OABI0eOFB8EWlpapKamoqenx7lz59DX12fbtm1UV1djbGyMj48Pz549Q1NTk82bNws6hbW1NYWFhWRmZiIjI8P169dpbW0ViOn29naioqLE63f27Nls376d9vZ2amtruX79OsbGxoKI1ZfUpszMTGpra3F3d6etrY27d+8SGBiIrKwsgYGBIjBLT08PBwcHkpOTkZWVxcHBgfT0dKytrdHT06OgoICoqCjKy8uJiYnB3NwcKysrZs2aRW9vL6dPnyY9PZ2RI0fS1tZGZmYmWlpaQv8q0fdLQr8qKyvJycmhs7NT6ImtrKz46aefuHTpEgMHDqS5uZnOzk4iIyMpLCxk9OjR//hB+X9as2fP5tChQ+jo6NDc3Mzdu3fp378/mZmZSEtLs2XLFpFmHBQUhKysLOfPn6e4uBgrKyv69evHhw8fyMrKwtzcHFlZWX788UcMDAw4ePAg3t7emJubo6CggLe3N+Xl5Rw/fpwDBw4IopOE7iRJ6z5z5gz9+/fHwMAAGRkZ6uvrSUhI4J37sX0AAQAASURBVPbt24wdOxYnJydKSkqENKS0tBQ5OTmmTp3aJz2Dv+WHEkmdhMSnoqKCvLw8CxYswNramvfv35OWliYM0srKyowcORJtbW1KSkooKysjMzMTKSkpmpqa8PLy4saNG5ibm9PU1CQwszIyMqioqJCSkiLIfo8fP8bW1pbW1lbevHnD5s2bOXPmDPr6+nR3d5OUlERrayvt7e3IyMgIiMmnn37K3r17UVFRIS0tjbi4OPz8/Bg+fHif9K2kpIS8vDwGDx5McHCw+FyUeKok/TIyMkJJSYlHjx6xd+9eOjs7OX78OAoKCqioqGBiYkJPTw+vX7/Gy8uLK1euUF5ezuPHj7G0tBQEyv379zN27FjGjh1LcXExHR0dWFpaEhwcTGVlJfv37xefFzt37qSsrAxNTU2hP/f19cXS0pLKykqampoICAjAx8eHpKQk/vzzT4yNjRk2bNi/3jcFBQUMDQ2xs7MTZKSXL1/i6enJ77//jry8PMuWLcPBwYGsrCyB4B05ciTPnj0TqGV9fX2mTJmCsbEx0tLSIsT4yy+/FPlI5eXlItNMV1eXjx8/Mm3aNBYsWICCgoIgHba2tmJvb09oaKjwKEmCI2tqanjy5AlTpkzh/v37NDc3ExgYyJQpUygqKuLQoUN9Zp42NTVFVVWV3t5eHB0d8fDwICcnh/79+zN16lQR8qeurk53dzfGxsZ89913GBgYUFRUhLW1tZAya2ho4O3tzfXr1ykqKuLzzz/H29sbWVlZTE1NxUCmvb0dJSUlenp68PT0xNraWlwg+/Xrh66uLqmpqWzevBlAZKWEh4eLzdHTp0/JycnB29tbhDRKsiz6oh4+fEhFRQUZGRm4uLigqakpZIfZ2dliSGtpaUlOTg7Pnz+nq6uLVatWsXv3bi5cuMCkSZNobW0lPj6enp4eRo0axZ49e7Czs8PR0ZHQ0FBKS0tRVFRk1KhRSElJ0dLSwrBhw7Czs+Pjx4/A3xkyoaGhHDx4EFdXV06cOCFe683NzaxZs0Z87/v37zNlyhSCgoKorKwkMzOTjIwMAgMD/9HP/V9dPn788UdMTEw4f/48tra2wN9kmr/++ouffvqJLVu2/EdfTyL1iYyMRFlZmSlTpgg0m4GBgbjtq6mpCf3i48ePGTt2LLW1tbS1teHp6YmRkRE1NTXk5uYK7vDgwYMFlai+vp7GxkYyMzNRU1MjNDQUOzs7WlpaxCRbknBaUVGBh4cH9vb2pKWlUVVVhb6+PtXV1dTU1DB8+HCOHDmCmpoagwYNwt7enqKiItLT00UOwr9d1tbWImG2urqa1NRUOjo6mD17NhkZGSKgUZI0W1dXR3JyMitWrCAlJYVHjx6JPJScnBwcHBzIz89nwIABlJSUCEqGZCNVXV3NgAEDcHBwIDY2FiMjI8zNzUVispqaGsXFxfj7+9Pb24ucnBxKSkrIyspSWFgoDgOS4DADAwPs7Ox4/vw5L1686JPwLYCCggIKCwvJzc0lNzcXb29vEdD47NkzjIyMkJOTQ11dnY6ODiEFNDIyYu7cubx8+RIzMzOKiorEZFqyOTI2NiYrK4uioiKBgm1sbOTx48fExMRgbW0t9JiSbV9MTAwzZ84UeR9dXV0kJSWRm5srtgvp6emcP38ea2trkpOTaW1txdLSkpiYGPFA7Yuqr68X4ZGtra1CC19RUYGmpqagWCkpKYkUcR0dHVRVVVFWVhYpvBKynSSwbeDAgSgpKTF06FDi4uIoLy+np6cHeXl5sUny9vYWsg9dXV2cnZ1JTk6mq6uLMWPG8Pr1a3JycpCWlqa8vFxskkxMTPjw4YPAnSYkJFBdXY2KigozZszok75JDKCdnZ3A35vj9+/fU1tbyyeffEJRURGenp7iQCbpqaOjI/fu3WPAgAGUlpaSmpqKs7MzEyZMoL6+nufPn+Ps7Cz+vxLMZkFBAdLS0oKdX1tbi5SUFC4uLhgbG6OoqMi+ffuws7OjvLyc+Ph4katibGxMa2urSPWW+ALi4uLIy8sTEIu+qNraWtLS0oR07MOHD8ycOZPKykrS0tIEqtPS0lJQq27fvk1vby+BgYGkp6fz9u1bKisrcXBwoLOzk379+hEREUFUVBSWlpYoKipSVVVFcXExaWlpeHh48P79eyZNmsTPP/9MbW0tDg4OuLi4CAPr+PHjRRZAfn6+MPRLnntSUlKC/mZjY0NTUxORkZFs3Lixz/pmZGSElJQUPT09ODo60tbWRkpKCoqKiowYMYIHDx7Q09ODqqoqCgoKAotbWFjIrFmz0NDQIDs7m6ioKJqamrh37x41NTXiM7aoqEjgx4uKioiMjGTGjBkoKSmRlZWFvb09/v7+lJWVYWxsTExMDJWVlWhra1NVVYWmpiba2tq8ffuWKVOmsHfvXvT09FBQUKC9vR1tbW1cXV2pr6/vM59RamoqgwcPpqCggKSkJJSVlXFzcxNhuC4uLuJz1sPDA01NTTIyMpg6dSpVVVXiHKKlpUV7ezuXLl0SJnFjY2OByu3q6sLU1JSBAwfS1dXFw4cPqamp4fvvvxeqEonvsKOjQ2RMVVRUUFhYKGS4EnjLkCFD6OrqIi0tjY6ODhITE1FWVv7HB8H/P0ry+1RRUUFXVxclJSWBXpWSkqKhoYGcnBx6e3vp6OgQsh/JlrW0tJSamhrU1NTo6uoiKyuL3NxcOjo6kJaWpqOjAxsbGywsLJCXlxf5GDU1NdTV1VFXV0dHRweqqqpMnjwZS0tLbG1t0dXVpba2lubmZoEtbm5u5ty5c8ybN4/U1FThfygpKRGZXn1VkrNAe3s7hYWFPHjwQGR+9fT0MGHCBLq7u9HW1hYXtLFjxyIrK8v06dO5d+8exsbG2Nvb4+HhIShnHR0d9OvXTwR7SuRl7e3t3L9/n6KiIvT19cUZJDc3l87OTvT19ens7CQlJYWEhATs7OxwcHCgsLCQ169fM2LECIyNjfH09MTe3p7KykqkpaVxcHAQ0q5/UtL/TbNKS0vZvXu3uHjA36FAEmPWf1oBAQG4ubmJSa8kMKytrY358+czadIkFi1aJAIBNTU1aWlpEYc6a2tr/P39RYCMsbExZmZmyMrKoqSkRGlpKS9evOD169f09vYyefJkPDw8iIuLo6Ojg87OToH07O3tFaskyURDSkpK4E4jIyNFfoEkeV1VVRU5OTksLS0JCAggLy/vv2nrf1wSnF9RURFFRUUUFxeLlFgDAwNkZWXp6OgQ//T29uLu7s7gwYPR1NQkMTERf39/cXAODAxEQ0ND8LfNzc2ZMmUKM2fOxMfHB0tLS8zNzVFWVsbe3p6uri46Oztpamri48ePwrwrIyODnJwclZWV4mInJSVFWloaBQUFfPjwgUePHhEZGUl9fT1dXV2Ehob2mXHaxsaGjIwMnj59SmtrKzNnzsTJyQlZWVnhrygrK8PKygp9fX1OnTpFT08P/fv3x9vbGw0NDTIyMoiOjiY6Opo3b96InBCJFPH169e8fv1amGUlH2QVFRUkJyeTnZ0tkLB6enoitLC1tZWOjg5yc3NJT09HSUmJ8PBwnJycqKysJDAwEHNzc4yMjPD09BQc774qeXl5pKWlBYXD0tKSkpIS7t69i7W1NU1NTeIgl52dTXZ2NvA3y9za2pquri4RjKegoIC6ujqysrLU19ejqKhIWlqa4LUPGjQIQ0NDXF1dMTMzY+rUqdja2tLY2Eh7ezs+Pj5iezFs2DB0dXXR0tLC1NSU7u5uTp06JWAH9fX19OvXDzMzMywtLbGzs6O0tLTP+tbW1oa3tzc6OjpISUmJS3tLSwtWVlbCqyFJf87NzSUgIIBx48YBiGAuLS0tZGRkMDc359atW5w7d46goCDg7wFQcXExGRkZ1NbWoq2tzbNnz5CWlubDhw8oKiri6upKR0cHzc3NTJo0iY8fPxIVFUVlZSXJycm8f/9e5Ic0NDSQlpYmtldmZmYoKiqSkZHRZ32TZGlYW1vj4OBAZmamwAo/ffqUEydOkJWVhb6+Pm5ubpiamlJXV8ehQ4eQlpamtLQUTU1NkfskIyODmZkZOjo65OfnCxR2RUUF0dHRnDlzhqqqKjGYsbOzo7m5me7ubnx8fAgJCaG5uRkzMzN8fX3x8fHB3d0de3t7TE1NkZGRwdLSksWLF1NWVkZ9fT0mJiY4OjrS3t5OZWVln/TN2tpafF5mZ2fT1dWFvLw8zs7OtLW1MXPmTKZMmSLQpEFBQWRlZdHS0oK/v7/wqZSXl1NQUICOjg5//fUXOjo69O/fX2xESktLqays/B+UKonsVpKVpK2tjaGhIQkJCZSUlODn54ejo6P4997e3sTGxrJ3715u376NtLQ0kZGRXLt2jZKSEqZNm9ZnCeeSi39NTQ2JiYlkZGSIIZG+vj4mJia8f/9e5H1IjLg1NTViAKOqqoqUlJQAScTFxaGiooKLiwsNDQ20tLRgampKUFAQEydOFCAKyTNVIlXOzMykq6sLCwsLrK2tMTQ0RE5OTgQQdnd3M2DAACZOnCgALq6uruTl5XHp0iWqqqoIDg7uk74BIihaQmqU4ITt7Oyor68nLy+PjIwMIRWWZFZkZ2ejqKhIUVERRkZGaGtrU1ZWRkNDAxYWFgwcOFAQI7OyssjOzhZZMlOmTCEiIgJtbW1yc3NJSkpCRkaGESNG0NnZKTxd0dHRJCUloauri7u7OyUlJVy7do26ujrc3d2ZPXs2ampqVFRU0NzcTHFxcZ/1TRK0LMGgX7x4UQR3SxLj37x5Q2Jionh+SUlJ8fz5c5YsWYKJiQmdnZ3o6OjQr18/VFRUSE1NRUFBgbq6OrKyssRFV0NDg7i4OHH++F+N+HFxcVy6dEkMPbOzs5GSksLAwAA/Pz8xKK6rqxPo3ebmZhoaGqipqaGlpQUbG5t//HP/V5uPsWPH/r+az42MjP7HnyMjI/+34XEVFRW0traiqqpKe3s79+7dExhSMzMzFBQUUFBQwNXVFQ0NDUpLS/H398fCwgJFRUUWL15MXV0dL168oKGhgREjRqCsrIyamhpXr17l888/JzIykoaGBkaPHs3o0aNpa2tjwYIFgmrV29tLU1MTNjY2BAYGEh0dzffff4+npyeTJk3iw4cPnDhxgra2NrZs2cLAgQOZPn06srKyPHr0CH19fSZMmMC0adPYvXt3nxinX716xbNnz7CwsEBPT08Ej0VERFBbW4uJiQkqKirk5eVRXV2Nv78/27Zt49ixYzg6OqKhoYGFhQXZ2dkoKChgb29PTEwMDg4OXLhwgbdv3/L555/j5uaGg4MDAQEB/Pbbb2RnZ5OXl4ejo6Ogj9XU1GBqaiqwzJKQMnNzc7y9vYXe2t3dnTt37mBmZkZqaqpIwLWysiIzM1MYmv/NGj9+PGfPnqWmpgY/Pz/U1dX58OEDQ4YM4fHjx0RGRrJjxw4GDx7MmzdvuHTpEsnJydTV1TF69GgKCwt58+YNTU1NGBgY0NnZyZ07d8jLy+P169doaGhQVlZGfn4+TU1NLFq0iH379pGVlUViYiLNzc1iWgoI/XVBQQF+fn78+eefvHr1CjMzMywsLDh48CBr1qxBU1MTFxcXMSWTeHs+fPjwr/dMUjo6OhQVFdGvXz+srKzEpH3Pnj0UFxdTXV0ttjGSNPjKykrMzc3FlFSiES0uLiY+Pp6ZM2eyfv16fvjhB06ePElJSQn9+/cXQWMSQlBDQwNqamp4eHhgZWVFR0cH69atIz8/n46ODsrLyzE1NcXPz4+Ojg5SUlIYNGgQf/75J+vWrUNDQ4PRo0djb29PSkoK9fX1fdY3FxcXoqOjyczMFHritWvXUlVVxW+//cbQoUNJTU0VYW7l5eXMmjVLGMRfvHjB9OnT8fb2pqqqCmlpaUpKSpCXlyc/P5/Y2FgqKysFCEJBQYGTJ09SU1PD6tWrycnJQVNTk7KyMk6ePCmkNP379yc1NRVvb2+hFw4JCUFKSgpvb28RVJifn4+XlxfOzs5ERET02aHGxsYGW1tb2traUFBQQEdHh/v37zN69GgR5Ddw4EC6u7tJTk5GS0uLIUOG8OLFC2RkZAgICMDDw4PIyEgiIiKEJFhyKSkoKBCbz7q6Ovr37y+moHV1dQwbNoyWlhZycnJQV1dHQUEBZ2dnEhMTUVVVpaysDGVlZWbPno2MjAwDBw5k6dKleHt78+DBA9TV1UlJSeHJkydYWVmRnZ3dJ6Fv7u7uPH36FD09PaytrSktLaWgoIBz585x7Ngx8vLyGDNmDGVlZQKz3NraSldXF1OnTmXDhg00NTWJ95ulpSVVVVUiY0BOTo7Ro0fz+vVrQkJC+OabbzAwMGDjxo0iODA2NhYHBwc8PDxQU1PDxcWFP/74gz179lBRUSHCyVxcXNi9ezeysrLk5+djYWGBmpoa7969E7/3kpIScRH/N0tC6zIwMGDEiBG8f/+e8PBwXFxcePr0qZATW1tbY2tri6KiIurq6ly5coVHjx4RHBxMcnIyJiYm+Pn54ePjI7KHNDU1hXxSXV0df39/ampq6O7uFtlJNTU1YjsnIyPDjRs3mDt3Lv379+fDhw/k5eWJ30dUVBQJCQkMHDiQ+vp6Hjx4gJSUFMrKytTW1uLs7Ex2djYGBgb/et/gb2qTj4+PGOZ2dHRw+PBhwsLC6OzsJDQ0lDFjxtDa2kprayuDBg3i7du3lJaWigu+q6sr1dXVtLW1MXHiRGRkZLC1tWXPnj3cvHkTTU1NFBUVxTCrqqqKa9eu8d133wEwZMgQ7OzsuHPnjpBXw99B1pWVldTV1fHx40euX7/OtGnTOHv2rJDoDh48mNbWVhISEvoEGCSpwsJCjh07hqysLIqKinR0dPDgwQM2b95MTU0NmzZtoquri56eHtzd3Vm6dCmXLl3i2bNnbNq0iSlTpgjJW2JiInfv3kVPT09c9Dw9PfHw8BBY3CNHjrBw4UIxaE9JSaGtrQ1VVVWhoOnt7cXHx0f4moqLi4Xi582bNwBUVlaSnp7O3LlzKSsrE4np/6rnw93dna1btzJhwoT/EZqUn59PVVWVwIV2dnZy+/bt/+3l48aNGxQWFuLo6Mjo0aPp7u4W4X52dnZMnDhR6CIlK7PIyEi2bNmCl5cXcnJyNDU1CUNMVVUVGRkZqKurs2rVKuHi19LSorm5ma1bt2Jpacmnn37Kjh072LhxIw0NDairq5OYmMjBgwdpa2sTN/a7d+8iIyODo6MjpaWlnD9/np6eHtatW0d4eDjTp09HSUlJTG/6KlG0paVFXNhqamrQ09Pjk08+ITY2ltGjR5ORkUFXVxdycnLIyclRV1dHU1MTJSUleHt78+rVK16+fIm1tTVBQUFoaGjg5+fHpUuXcHJyEqmfkimAhNEt+d62trYMHToUS0tLamtrWblyJampqQQFBfHDDz/Qr18/bt++zZUrV+jq6mLw4MEsXLgQbW1t1q5di5eXF2FhYZw9exZbW1uio6PFFPffLC0tLaqqqigtLeXOnTtcvHgRaWlpdu3axaVLlxg0aBDHjx8X5rh9+/Zhbm7O8uXLycnJQUpKCicnJ5EueuXKFR4+fEhgYCA2NjYsW7aMyspKHj16xNu3b0lJSSEvL48ZM2bw9ddfizRWSTL6gQMHMDExYeHChVy/fp2YmBgaGhr48OEDmzZt4vTp0+zfv5+cnBwWL15MQ0MD2dnZ7Nu3T0hC+qqWLFnCqlWrOHfuHMOHD2fNmjWYm5tz5coVHj9+LAYCkknM559/TmVlJSEhIbx584Zff/1VHJQlFLHNmzejo6PD6dOnxWVCU1OTIUOG8OrVK0aOHMm0adN4+PAhCxYsoKamhpSUFOEhGT16NAEBAQK3GBsbi6enJ9999x05OTls3bqV/Px8sYnLzc1FRkaGiRMn9tkkurS0lA8fPmBubo6bmxtFRUXcuXOHIUOG0NHRwZs3b0hLS0NbW5uAgADs7OxoaGjgyJEjvHr1ipCQEIyMjIiIiCA1NZWSkhIcHR0JCwvjp59+Yv/+/SQlJQmpQmpqKi0tLSQnJwt0aGFhIYMGDWLVqlXEx8cjJyfHN998w5gxY0hPT6e3t5f+/fvj7+/P9u3b2bBhA1988QXGxsZCqjpr1ix8fX3Jz8/vk765uLgQFRUl5BM5OTnIy8tTXV1NUFCQwI5OnTqV0aNHc/36derq6vj9999RU1MjMjJSXBD69+9PdXU16urqbN26lZ9++gk1NTXy8/OFr3DFihWYm5ujpaXFpk2bkJeXx87ODgMDAwoLCzl8+DDPnj0TUIpRo0aJ8Mbm5mb09PTYuXMn2tra6Ovro6ioSENDA21tbVhZWfXZa+7TTz9FR0eH4OBgenp6uHPnDvLy8ly8eJGCggLWrVvHtm3bUFBQ4P3793zyySe0tbWxZMkSjh8/zqJFi/Dy8hIyMwke9unTpxw/fpxNmzZhZ2cnvF3Dhw+nvLycIUOG4OTkRExMDK9eveLs2bMsX74cW1tbPDw8KCwsJDU1ldbWVszNzSksLCQkJIRdu3bx888/o6CgIOhS0tLSYlP6fx9q/lt19+5dVFVVxaa/o6ODQYMGERwcLDJK7O3tUVZWJiIigs2bN2NhYcHu3bs5cuQIkZGRTJkyhba2NvLy8pg9ezanT5/mr7/+4vjx4xw6dIj4+HicnJxQVlamu7tbbD4VFBQICQnBxsaGCRMmUFtbi6WlJT09PRw+fJg//viD9evXc+LECaysrJg7dy7d3d1oamoKb2FWVpbYioeEhPDx40f27dvXJ72bM2cO3d3d4r0SGxtLcHAwV65cQUVFhblz55Kbm8uTJ0+E9Hn9+vXIy8tz584dXFxcqK2tJSMjg6amJm7cuMHJkyf566+/mDJlCg8fPsTR0RF/f3+kpaXJzMyktLSUc+fOceXKFYKDg7GzsyMuLo43b94gLS3NH3/8weXLl0lLS2PhwoU0NTWRn5/P9u3bMTExYdeuXZw8eZKrV6+Ky11AQIDI0OiLUlJSEt5pNzc3Bg4ciI+PD2vXrmXFihUsWrSICRMmcOnSJZ4+fUpiYiIPHjwQcviysjIOHDiArq4urq6ulJaWkpWVxW+//UZISAiRkZEC3/7JJ5+wcuVKlixZwqlTp1i5ciWDBw8W2yB1dXV+/vlntm7dysKFC2lvb6ezsxM5OTl8fHwwMDDg999/5/bt21y7do3Nmzfz+PFjgfD91xPOX716xZs3b8QN6P9ejx8/Fv/5nyS6pqSkICcnR3t7OxERETQ0NHD79m26u7uxsLDg5s2bJCQkkJOTQ01NDdLS0sjKyrJmzRomT57M4cOH8fT0FNNPyQR92bJlHDhwgAsXLrB+/XpqamooLy/H2dmZ2tpaQkND2bdvH4MHDxYr/YcPH1JWVsaFCxfYt28fe/fupbS0FDs7O4yNjfHw8MDExISIiAhCQ0O5fPkyHR0dfPLJJwwaNEhMlvqC3CQxX9na2lJXV8fr168pKipi2rRpXLhwgW3btvHy5Uva29vx8vLCwcGBqKgoiouLOXjwINu3bxc+jbdv3/Lu3Tvi4+MJDQ0VuNQHDx7g4ODAZ599RmVlJS9evCAsLIxPP/2UqKgoHj16xMCBA1m5ciX29vbY2Njw66+/snr1ambOnClITQsXLmTr1q18//333Lhxg1evXglvhaWlJZs2bUJHR6dPpDCnT5/GwsJCyMicnZ2Jjo4mIiKCvXv3oqOjg5ycHB4eHlhYWHDx4kVmzpwp8LwS7F9ycjJv3ryhrq5ObEfGjRsnphRmZmZCmvTrr7+ycOFCkS1hbm7Oy5cv+fPPP3Fzc0NNTY3Tp0+zd+9eMjMzMTY2Fq9JY2NjPv30U96/fy/CMidPnsy4ceMoKirqMwY+IA72nZ2d1NbWkpOTg6urK6Ghoaxbtw4PDw9evHiBu7u7QHOWlZWRlpaGj4+PoDS1trayY8cOtLW1GTduHE5OTjx+/BhFRUUCAwPp7OwkNzeXgoICPDw8iI6OxtjYmGXLlokPZWdnZ7EV1dPT49atW4KF/vDhQ7KysqiurkZHR4dZs2Zx5MgREhISKC8vF2vt3bt390nfhg8fztChQ6moqEBRURFtbW0hcaqtraW7uxs3NzcKCgo4fPiwMFL7+fkxYMAAkW5bV1cnpvC2tra8evUKS0tL4UOS4F79/f1pbW1FRkaGR48esWnTJlRUVIiMjOTXX38Vpmw1NTXs7e2Fz6ajo4PLly+jqqpKa2srhw8fpre3l0WLFiEtLS2eDX1VEqns1atXxbBj06ZNnDt3TkhNJe8nCwsL5s+fz/Pnz4mJieGbb77hyy+/5Pr167x9+xY/Pz+mT5+OmZkZq1atYteuXZSUlIiMJC0tLaKiovjqq6+EvGjZsmU8ePCAN2/e4O3tzfHjxwkKCsLf35/c3Fz27t0LQL9+/UTw1uPHj/Hx8eH+/fvk5eWJHIgHDx7g6+uLmprav963AQMGUFZWxp9//omFhQVjxozhxo0bdHR0YGJiwqpVq5CSksLS0hIzMzN+/PFHbGxs2L17N0OHDkVFRYVTp06Rl5cnttgDBw5k9+7d7Nu3D39/f65fv05LSwuTJk1i5syZ7Ny5E2dnZ1avXs0ff/zBtGnTkJKSwt7eHgsLC9auXUtkZCRHjx7F0dGR5ORk8cyUEMVevHjB4cOH+fzzzykvL2fr1q2kp6dz7Nixf71nAPPmzaOhoUFAP8LDw7GysuLXX38V6eJSUlJCnrJ7924ePnzIlClTsLW1ZeHChcTExKCtrS3Ifv369aOpqQkpKSmGDh2Kp6cnkZGRfPXVV8ycOZOJEycyY8YMzp8/j5qaGpaWlmhoaJCSksL69ev58OEDS5cu5fHjx2JbHxAQwLBhwygqKuLatWtcuXKFbdu2MWrUKCFHzM7O7lPZlZaWFtra2kRERKCgoMC4cePYu3cvbm5uuLu709vbi7W1NSoqKpiZmfHdd98hJSWFp6cno0aN4sKFC+jp6VFYWIiioiLh4eG0tbXx6tUr8Rzy9fXF2NhY+B7Pnz+PiYkJSkpKfPvtt5SXl2NnZyfyaM6dOyfw2SdPnuTLL79k1apVFBYWYmRkxJUrV7h3757Yxk2ZMgUzMzNmz57dZ685Q0ND/vzzTyGb19LSoqCgQAQxjxw5UkhfFyxYwMiRI7ly5QpHjhzB29ubb775Bl9fX6qqqqivr2fkyJHcvXuXkJAQsWVvbGzk5cuXqKqqsmjRIurr66muruaPP/7gr7/+wt/fn5kzZ/Lu3TsqKiqoqanB0dGROXPmcOXKFebOncv3339PXV2dyDKbM2cO+/bt4+rVqxw7dgxra2u++uor3Nzc/tHP/V9dPiZMmMD69esxNzf///zfdXd3c/To0f/t11u8eDHFxcUC1drQ0MDr16+Rlpbm1KlTxMbGsmbNGtzd3YU0as2aNeTl5SEjI8OyZct4+/Ytrq6ujBkzhn379qGsrMyhQ4dYsmQJixYtoqmpCV1dXezt7Rk9ejRFRUX4+/tjb2/PkydPkJaWZsCAAeLBuH37dlxcXPDx8eHu3bvExsZSVlaGqqoqZ8+e5f79++jq6gqTU0hICEVFRezZs4fdu3ezbNmy/6a1/1GFhYUJQ5qysjIuLi5ERERw5MgRtLW1CQ0N5erVq5iYmFBVVcWBAwdITk7m6NGjzJ07l1OnTtHW1oaSkhLy8vLk5eXR1tbGmTNnSElJYebMmRw4cICXL18Kj8iwYcNobGxk4cKFgiseERHB8uXLMTU1ZebMmSKMUVZWVkxK79y5w61bt/jxxx9F2JKBgQHFxcUCK7t161Y+++yzf71vnZ2dPHv2jP79+xMYGIinpye6urr88MMPnD9/ntDQUM6dO0d0dDR6enoEBAQQHh5OZmYm79+/5+HDh0IW8Pz5c+bPn09JSQkvXrwgNDSU7u5ukRwcGhoqyFiBgYEcOHCAZ8+e4efnh5mZGQMHDmTt2rUkJiYyatQo7t27R15eHqWlpZSXl6Otrc2nn35KSEgItra2NDQ0sH//frKzs8UDoq+mggA+Pj6MHTsWGRkZEWTV0NDAgAEDsLGxoaWlBSkpKXx8fJgxYwZWVlZ0dnYSExODnZ0da9as4erVq8TExKCmpoaGhgaRkZEMHTpUmCZPnTrFw4cP0dDQ4K+//uLdu3dUVlZy8uRJZs6ciba2NnJycqipqXH06FGxJVi9ejXXr19HV1eXUaNG0dPTww8//MD06dPJz89HT0+PLVu2oKCgQGRkpPCj9EUVFBRQXFyMuro6ra2thISEkJiYiIKCAn/88QexsbGUlpYSExODjIwMgwcP5vDhwzQ2NlJVVcXUqVNpamqis7NTEF3S0tLQ09Pj+vXrqKio0NnZSXJyMuHh4QQEBHDnzh1GjBjBpk2baGxs5O7du+Tl5TF58mTh+woODmbDhg388MMP6Ovrc/fuXWEc7ejooKurizVr1tDb2yv+vnV1dSgqKvZJ3+Li4njx4gVTp05l0qRJGBoa8vjxY1pbW7l+/bpAoj958oTz58+Tnp5O//79GTt2LFZWVrx9+xZDQ0OGDBkiXovr1q2jrKyMr776iurqagYOHMiQIUOwsbHh4cOHXLlyhalTpzJ+/HghC5IQejIzM9m5cyd79uxBS0tLZFGVlZVhYGAg/qympkZCQgL29vZoaWnR0tLCxo0b+wzvHBcXR0tLC9OmTaOhoYEdO3ZgaWnJiRMnuH//PgYGBhQUFNDc3IyNjQ3btm0jNjYWf39/5s2bR2hoKDNnzgT+9hutW7eOQ4cOUV5ejpWVFStXriQ2NhY1NTUKCgrYtWsX1dXVTJ8+HUtLS44dO0ZgYCBaWlp89tlnrF27lgkTJrB3715WrlyJmpoaenp6uLm5sXjxYj777DNOnjzJ/v37UVJS4ty5cwwePJjbt29jYGBASUlJn/QtMTGRe/fu0dXVxahRo9i3bx/ffPMN79+/5/379xgYGPD111+jqKiIn58fBQUFHDhwgNzcXBFeK5Ez29jYkJCQQFNTExMnTiQnJ4eBAwdy4sQJ3rx5g7GxscgPOXfuHFu3bkVBQYGhQ4eKBPXExER27tzJF198QVFREdu3bxdErSNHjlBeXk50dDQaGhriWdjd3c3w4cNZsWKFyC3ri1JWVubEiRPU19ejqqpKYWEh8+bNY9CgQezZs4e6ujpu3LiBhYUFfn5+fPfddzx79kxc0quqqkSmi+QwbWtry8uXL4Xf6PHjx8jIyODi4oKVlRW2tracP3+ewYMH4+vrK/D3EirfwIEDWbVqFXPmzGHOnDm8ePGC9evXs2zZMl6+fMmzZ8+wt7dHXV0dMzMz3r59K7LM+qru37/PgAEDqK+vJzU1FTU1NXbu3ImKigovXrxATU0Nd3d3nJ2dyc/P5/LlyygrKwuE+IULF5CTk6OtrQ01NTXGjh3Ln3/+ybfffouioiKHDh2ivb2da9eucf/+fcaMGYOqqirjx49n8+bNfP311/T29hIfH4+KigpaWlr8+eefzJ8/nxkzZqCmpkZubi4///wzFhYWBAUFsXDhQjIyMgQISk1NDQMDA0aNGvWPQy3/q8uHBNX1/1RpaWk4OjoCfxuP/8kvMTExkcjISEpKSnBxcWHJkiXo6urS29tLWFgYv/zyi0hWdnJyQklJiVWrVrFz504aGhpISEigrq6O9PR0KioqmDBhAhMnTiQlJYXOzk7mzJlDXl4edXV1NDc3c/78efz8/Hj79i1Lly4lIiKC/Px8XFxcMDQ0ZPPmzTQ2NiInJyfY7cXFxdTV1TFixAgR+vPixQuBf/T19cXR0VFQuvqiVq5ciZWVFVFRUVRUVODt7Y2lpSV79+5l1qxZuLm5iXRiSYhgfX09Kioq6OjosGrVKv766y+am5sJCAgQiM9ffvmFyspKUlJSkJGRQVVVlZqaGr799lsqKirYsWMHJSUlTJ06lZKSEnJzczE0NERTU5Pm5mYuXrxIR0cHxsbGFBQUkJOTg52dHdu2bcPKygp/f3/S0tLQ1NTE19cXTU1NIiMjcXJy6pO+SYhLubm53Lx5k9raWkaNGgX8fTGJjY3F2dmZqqoq9u3bJ37HL168YNiwYaxbt45x48bh6emJubm5wJCuXbuWtrY2mpubaWxspKamBisrKwYNGoSvry+3bt3i0aNHtLa24ujoiKmpKeHh4Tx48ICXL1+iqKjI48ePsbGxYdq0aQKf2tLSQlpaGkZGRuzYsYP8/Hx8fHwEGvU/MXn9n1ZGRgbV1dV8/PiRN2/eoKGhQV5eHl5eXvj6+hITE8PmzZuRkZHh3LlzVFdXi4vdq1evaGtr44svviAzM5PIyEiBJ5UcZLS1tYXedPLkyVRVVQkj+urVq1FSUiIsLAwVFRU2bNiAqampeDY8ffqUjRs30tHRQXJyMuXl5cybN08YNvv160djYyPV1dV4eHgwZcoUmpub+6Rvvb296Ovrk5+fT1FREdXV1VRUVHDq1CkeP37M5cuXCQ4OxsbGRgRO2dnZCTmjBAGtra2NoqIitbW1bNmyhYSEBIqLiykrK8PT0xNPT08KCgqIj48Xz8ddu3bxySefMHXqVAoKCqipqcHc3Bw9PT2cnZ3x8vKisLCQ7u5uxo4di62tLZcvX+bgwYOkpaURHx+PpqYmjY2NgjPfV6+5GTNmMH78eLFxXbVqlSAMaWlp0djYSFBQEEOGDBGXA29vb+Tk5ITP6OHDhzQ2NpKfn8+SJUvYsGEDoaGhqKurs27dOk6ePMmGDRsIDAxk3rx5WFpaMnz4cDIyMrCysqKsrEwEqMXHx1NTU8NPP/2Er68vAQEBODs7Y21tTWZmJjt27GDZsmVs376d7u5uXr9+TUlJiQB4hISE9Mnng7GxMWVlZRgZGWFtbc3w4cMZNGgQNTU1rF+/nu3bt9PQ0EBjYyP19fW0traycuVKLC0tmTBhAvHx8ZiYmJCYmEhqaqqQ+/j5+ZGQkMDPP/9MS0sLWVlZ1NTUCKN2UVERBw8eZM6cOcIULQl5bGxsJCUlhbFjx3L//n0GDRrEjBkziIyM5NGjR8yfP58TJ06goqLC6dOniY+PR0NDg6ysLNLT0/uETCdBwL98+ZLz58/z9OlTgoODyc7OJjMzkxcvXjB27FiioqJITk5m+fLlxMXFYW1tzZIlS6iqqiIvL4/y8nJkZGQoLS3F2tqa0NBQVq9eTWNjo0A3l5aWCnnzkiVL6OrqEkS1uro6ZGVliY6O5unTp1haWjJ58mRu3rwpLm4SqfXGjRuRlpZGVVUVDw8P8vLyiIyMRFZWtk+RsYmJibx69Yqenh5B53r27BnW1taMGTOGsLAwMYw0Njams7OT4OBgvvrqKwwNDVmwYAH29vYAwsT85MkTJk+eTHp6urggmJmZoa6uTnl5Offu3SM1NZWpU6fy6aefinOkoqIi8+fP59mzZwwYMIBr166RmJhIcHAwO3fupKqqipCQECF/mzRpEq6urnR1dREWFiYCN/uiVqxYQWhoKM3NzQwYMAAtLS2++eYb5syZw/Dhw0Vqvb+/P7q6ujg6OjJp0iSWLVvGzZs3+frrr3F1dWXkyJFiqKCqqoqxsTHffvst6urq5OfnM2PGDBGF0dXVRVVVFStXriQiIoK6ujq6urooKSlh//793LhxA2lpaUEUS0lJISkpCRUVFWbPni082SoqKkydOpVRo0aho6PzHz3b/qvLR3d3N8+fP6ewsJD29nZ6e3vFfxceHs7169fFn1VVVf+3X09CLSgvL0dTUxNLS0uys7M5duwYixYtwsnJicOHD9PU1ISrqyva2tr09PQwduxYMT339vZmwIAByMrKkpWVhaamJu/evWPIkCGClpOWlkZhYSGNjY0UFRXR3d2No6Mj7u7ulJeX8+TJE4GE9fT0xMHBgZaWFiHPyczMJDk5mYaGBoHg69evn+DINzY24uXlRXd393/T1v+4JId2idFUVlaWDx8+MGDAAE6ePClwm5aWllhZWQlCgq+vL/b29oKX39jYiIKCAi4uLty4cYNBgwZRWVnJ8OHDefHiBUVFRQK1Jkmp1dbW5u7duzQ3N+Pr64uysjLjx49HU1MTTU1NvLy80NTURENDg+7ubt6+fUtzczMTJ06ksLCQ27dvC5b+u3fv8PHx4d69e32SOG1jYyNSV7u7u0lLSxMPv4aGBubOncu1a9dEOKWPjw+ffPIJY8aM4bfffmP+/Pm8e/eOJ0+eYGtrK3jrtra2fPvtt/j7+6OmpiZoTjo6Ojx9+pTBgweTnZ0tDu4ODg44OztTVlYmUtc/fvzIggUL0NDQ4P79+9TW1jJ27Fhh/vL29kZdXZ3i4mLOnz8vwge1tLT+9b7B32SOkJAQMjIy0NPTY+HChTg6OlJRUcGlS5dQVlbGwMCA9vZ26uvrqampITAwUGwwg4ODiYmJ4cOHD9TV1eHr60tNTQ2urq7o6ury4MEDbGxsRPCTrKys8Ek8ffoUJycnVFRUxIbu3bt3DBs2TGjvzc3NycrKQk5OjmHDhgnax5UrV2hoaODjx4/CfD1o0CAGDRrUJ32Lj48XEpzOzk7S0tJE8JuBgQEtLS3cv38fDw8Ppk+fjp6eHjo6OmzdupXc3Fwh49PT00NWVpbu7m5Gjx7N3r17+fLLL8nKyiInJ4euri4MDAxYvHixkBc6OTlhZGT0PwY4J0+epLu7m0GDBqGioiIuRQYGBgwYMID29nY+fvwocmQ6Ojro6elBSkqqTzGUHR0dPHz4kIyMDAwNDQkLC2PSpEncu3ePrKwsPDw8+PDhg7jcvXv3jsjISCwsLIRk0cLCAjc3N7q6uoSnb9u2bSQnJyMnJ8egQYNwcnJCS0uLK1eusHr1anGAysrKoqOjQ/g++vXrR1tbm8BlX716FUNDQzw8PJCTk2P27NmcO3eOyZMn4+joyLFjxygsLMTV1RUDAwOampr6pG9tbW3Mnj2b/v3709bWxtixY6mvr6e9vZ2pU6dy+fJlsaGVbMnhb2plTk4Oenp6VFdXk5mZSXFxMaampqxdu5bNmzfj7OzMq1evhHRVXV2diooK7t69y6BBgygrKxO0SAmdyM7OjgsXLrBkyRLq6urQ0tKioqJCZCxMmzYNU1NTYmJihAxRWvpvGKepqSkFBQV90jcJba6lpQUdHR0MDAzw9PTkxx9/RE5OTtDfTE1NcXR05O7du5SWlgoK3/fff09kZCSRkZHExsbi7e1Nv379hJn4wYMHzJ8/n+nTp1NYWMiQIUOYOXMmZ86cET7KlJQUysrKqKys5NatW5ibm2NnZ4eioiITJ04kLCyM69evo6enx9KlS7lz5w7jxo0TchnJENbT05Pnz5/3yWcq/E3flOCsLS0tUVNT48OHD1RVVfHmzRtB6cvLyyM6OhoDAwMBVRk4cCD29vYkJiaK3/3Tp0+ZOXMmr1+/xsLCgsTERJKTkzEyMsLLywtra2sqKyuZPn26wGS/fv1akMjKysqQl5cXRLE7d+7Q0NBAd3c3V69epaGhgZ6eHpSUlPD396erq0ucmXR1dfukZ/B3dpafnx9dXV0kJyfz9u1bRowYIYbyEgqWjo4OSkpKQoomQfsPHTqU2NhYYV+QeJN6enoIDw/Hzs4OHR0dysrKuHfvHq6urkyaNImsrCysra3R1tamoKCAhoYGFBQUBBnv+++/p7e3lzdv3gjQRmZmJuvXr6enp4fu7m5hzpdcBiVyw39S/9XlY9WqVbx+/Vp8EEqqt7f3vzLTSagqEkP48+fPMTMzExkR586do6SkBEtLS3R1dWlvbxfrxOfPn2NkZCTkAPLy8jQ1NXHp0iWSkpLQ1tYmMzNTTFRrampwcnLCxsaGqqoqDA0NAfD09KS5uZmCggJWrFjB48eP8ff3p7u7m/r6ejIyMgRVqKqqCj8/P3p6enBycqKnp4eenh6UlZXJzs6moaHhv2nrf1yFhYWoqKggLS2Nuro6MjIyfPz4kS+//JLm5mYyMzOxsLBASUmJxsZGZGRkaGpqQkNDAxkZGd6+fUt3d7fQiRsYGKCmpkZeXh4dHR1UVVVRW1tLR0cHioqKKCoqCp9PYGCgQKJ2d3ejpKSEra0tV65cQU9PD11dXQoKCigtLRWabFtbWxFMdfDgQYqLi+nq6uLJkyfU19eLDIR/u3R1dTEzM0NfX5+EhATCwsJEjoQkP0ZbWxsvLy+UlZXFxmjYsGEkJiYSEBBAamoqMTExdHR0YGVlhYaGBgUFBdjZ2fH+/XtcXV3x8PCgf//+WFpaCqqJRGtfUVFBVlYWPj4+aGtr4+fnx8uXL3FxccHFxYWCggJxoHR0dKSoqIgXL16gqamJs7OzyK5oa2sTMIW+KC0tLbq6utDR0RFbmbdv3zJgwABxMZXIcnx8fCgvLyc2NhZZWVnS0tKQkpIiIyODsrIyNDQ0KCwsRENDg/DwcJYsWSIM5oaGhtTX1yMnJ8ezZ89IS0ujqakJWVlZLCwsBClLSkqK2NhYzM3Nyc/P5+PHj7S1taGnp4e7uzsvX77Ez89P4KglH2ySMLO+qry8PN68eYOOjg6Ojo4MHz6cxMREcnJyMDAwwMrKCmNjYwYMGICTkxPt7e2CKCfZVpaUlFBaWipwixKClsQs3tLSInCy8HcSvESqWlVVRXJysrhwPH78mIULFyIrK0tsbCx2dnYYGhoKopMk90hVVVWw701MTJCWlv6PQ2T/Tyo7O1sgbCX5AHJychgYGBAeHk5LSwuGhoYUFBSI4DxLS0vq6+txdHREWVlZXGBNTU2xsrLiyJEjVFdXo6Wlxc2bN2lubsbDwwNzc3POnj3Lx48fsbW1pbu7m6KiIlpbW5GWlqalpQU9PT0mTJjA77//zuTJkwkLCxNBrR0dHQwdOhQvLy8sLS3Fe1JbW5vhw4fj7u5OR0dHn/RNVVUVRUVFQaBrb28Xz9/U1FSMjY15/fo17e3t2NjYoKWlRXh4uEBnSvDMZWVlAuctgSNIqF2lpaVUVFQIUo63tzd5eXn4+fnR2tpKXl4eXV1dWFpaioNeS0uLkG5kZmaSmJjI4MGDkZGRQUdHB3l5eaKjo9HR0aGxsZGMjAxGjx7dZ/j69+/fo6amxvjx44WHtKamhtLSUsaOHUtCQgIqKir4+fnh7u5OcnIyCgoKAiogydzQ0dEhNTWVV69e0dDQgKamJnp6euLZZGJiIiAUBQUFpKenM3PmTGxsbNDU1MTU1JT09HSio6MxMTGhvLycyspK+vXrJ8KY1dXVUVdXFwPTyspKQYpSVlYWad99dflISkqit7dXXPhVVVWprKwUfl5/f3+ysrL4+PGjSECXDKcaGxuRlZUlKiqKmpoaTExMKCoqwtzcnJycHIqKikR2mo6ODrq6urx69YrKykr8/Py4evUqycnJArtuaGhIa2srjx8/FoNXydC8ra1NZLo1NzdjYGBAVlYWeXl5NDU10djYSFtbW5/0DKC8vFwAjlRUVKioqBASSTU1Nerr66msrMTX1xdra2vKy8t5+PAhwcHByMvLo6amhoyMDFJSUigpKaGmpsadO3dE8G56ejpGRkYiM6msrIzx48fz+PFj/Pz8UFJSwtjYGC0tLbS0tNDU1OTJkydUVVXR0dFBbGwsvr6+GBkZ8ejRI6F8yc3N5dmzZyKD5969ezg5Of1jKt1/lfMRExPD9evXefXqFc+fPxf/vHjx4j8OGIS/Lx8ZGRm0trbS0tJCeHg4WlpazJkzh9TUVM6ePStCTOzs7LCwsKCwsJDa2lqio6Px8PCgurqayMhIUlNTqaio4NmzZ/Tr108QN+Li4sQL3MXFBRUVFcaOHSumgd7e3gwZMgR9fX08PT0JCwuju7ubDx8+UF1dLaQ0srKyGBoa0tXVhba2NmlpaYKfrqWlRVxcXJ8FIn38+BFtbW1sbGxQUVGhpaUFT09PVFVVsbe3Z8yYMfTr1w8FBQWRODtixAhkZGRob28XhzE1NTWRwjpq1CiqqqqQlZXl5cuX4sEmoZ3U1dX9j6m1paUlbW1tlJWV8ebNG+7fvw8gQpri4uIoKCjAyMgId3d3oqKisLe3Z+DAgbS0tFBRUYG0tDQFBQV9ltQtyUBQVFREQUEBfX19gRTNzs7mw4cPgqohIZ7cuXOHkpISnJycxGFPXl6e0tJSSktL0dXVJSUlhUWLFtHa2kpWVhbt7e0YGhrS3t6OrKwseXl5qKur4+TkhIaGBpWVlVRWVuLm5oatrS2DBw9m/vz5dHd309jYiLa2NgoKCuTn5/P06VOSkpJISEigtbUVW1tbAgMD8fX17bMDDSAS3SX5NkVFRcL0N2bMGDw9PYmLi6O+vh43Nzc0NTX58OED+vr6ODg4iHAtW1tbtLS0UFVVxcLCgnfv3vHw4UPxgRwfH095eTmFhYWcPXuWJ0+e4OzsjLOzM46OjlhZWWFmZsbEiROpq6sjISGB1NRUnj9/LjYfEu+YiYmJWGd7e3szdOhQ8Z7pq6qrq8PQ0JDGxkYAZs6c+T+kfvr6+oLRXlJSItKP58yZQ319PRYWFlRXVxMeHs6zZ8/IzMyktbWViRMn8vTpUxQUFGhsbBQH5KysLJycnLC0tBTfv7i4mNTUVDG5dXJyEhIRa2trvLy8MDY2pqurC4DW1lays7MJDw+npqZGZD/8r5vuf7uqq6vFdlHCwo+MjERLSwsnJyekpaUZOHAgenp61NXVYWFhIeQ+tra29OvXj/b2dpHO3r9/f1xcXETi79OnT3nz5g3Jyckim+L27du4uLiQnZ1NRkYGhYWFlJSUkJOTQ2xsLBkZGdy8eZOqqipUVFTo6uoiPT2diIgIUlJS+Oyzz4iNjSUmJgZ9fX2srKzo6elBV1eXpKSkPumbqqoqTU1NpKamkpSUREVFhbhUvnnzRmRtxMXFcfv2bWRkZEhLS0NBQQFzc/P/gcuUGIkl0IO0tDScnJxoaGggOjqatLQ0SktLWbx4MTU1NRgbG6OpqYmUlBR6enr4+fkBCKNsQ0ODkMRJ0PgJCQmUlpZSW1tLXl4eqqqqdHd3k5qaKoZnfVGtra24ubnh6+srIC11dXVCIibxvDg7O2Nra0tAQADDhw8XiFuJQX/kyJH4+/vT3t7O27dvefDgAQ0NDdjY2IjpdUNDAxcuXODRo0diuy7ZBgwZMoQRI0ZgYWGBiooKL1++JDc3V7zGR48ejbe3N0lJSZSUlJCdnU1TUxPd3d2oq6uLLKq+UmHA3yCikpISIWtWVVXFyckJNTU1dHR0xGZSEjopKysrBiLNzc3U1NQgJSUltjd1dXWEh4dTWVlJVFQU8DfYwd/fH1VVVfEeTE5O5sOHD8jJyTFq1CjmzZvHkCFD8PHx4dKlS8TFxVFWVoampibFxcWkpKQQGBiIk5OTgBqlp6cLnHt5eXmfka7gb8P569evRV6Ro6MjZWVl5OXlMWTIELKyslBSUkJbWxslJSXhP/Px8aGtrY3y8nJkZWWRk5NDU1NTXNZ1dXWRk5MjJSWFqKgoMjMzqa6uJjo6Wkj6nj9/Tn19PVpaWqipqSElJcWoUaMICwvj6tWrREZGUlRUJIK7TUxMKCgoICoqiqdPn9LT00NnZ6eQ+sXHx//jn/u/2nz079///1Wf/9+wuAsKClBQUMDLywspKSna29tpamoSt3cLCwt6enqIjo6mubmZMWPGMHr0aAwNDcnKyhKrPA0NDRFB7+/vz+rVqwkODkZfX5+GhgaMjIyYMmUKsrKyggS1atUqZs6ciYGBAb29veIFKiMjg6amJtHR0Xh7e7N06VJycnJ4+fIlcnJy3Llzh++++46jR4/i6+tLT08PUVFRNDc3s2rVqv+mrf9xlZaWcvv2bYKCguju7iYxMZG1a9cKOstPP/3EkSNHePLkCQ4ODgQGBiIjI8OlS5ews7MTq0krKyvGjx9PRUUFtra2bNq0CVlZWY4ePUpWVha6urp4eXnR1taGl5cX+vr6Ag4gCUp7/PgxoaGhzJo1CxkZGerq6sTDQFFRkZCQEAoKCrh9+zY+Pj6sXr1a9Ovzzz/H39+fnJycPulbcnIyJSUlmJmZYWRkJHSQ8+fP55dffuHVq1cMGTKEiIgI0tPTGT9+PJcvX6aoqIhdu3bR3t6OtLQ0PT09Qgc+duxYQZvo378/z58/F+FHbm5u3Lt3j7/++gs9PT1CQ0NFmNHDhw+xtrYmMTERLS0tpKSkePToEYqKiujq6tLU1ERSUhILFy6kpKREhCqlpaWxYMECMRXrqzp8+DB2dna0tbVhaWnJ6NGjSU1Npby8HHd3d44fP05ZWRmWlpYUFxcTEhLCsmXL2Lt3L0uXLqWpqYlhw4YJRv3mzZtRU1Nj27ZtbNu2DVlZWUGsKy8vx8fHh5qaGtzc3NDR0RHBpvLy8iJcSRJi6ejoiIKCAoqKijQ3N/P69Wuqq6u5du0aJiYmInlYMvVKTk5m8ODBfdK3zs5Ovv76a0pKSqiqqhKHmDNnzhAQEEBDQwPXr19HSkoKfX194SOYMWMGR44cobu7W8j46urqeP78ubjIqqiooK6uzps3b1BRUcHf3x9NTU3U1NQoKSmhX79+mJiYAPDy5UvCw8PZunUra9euxdjYmBkzZuDo6EhaWho5OTkCD/v7779TUlLC8OHDaWxspLy8nOrq6n8kpf3/q3R1dfn999+RlZUVYWx79uxBVVWVzZs34+HhISQalpaWuLm5kZKSwtOnT3n48CGLFi0S23hlZWW8vb3Jzc1FXl6e58+fY2xsLKRw9+7do66ujps3b+Lj40Nubi7Z2dkieFVTU5PKykq+++471NXVOXv2LEpKSuKgbW1tTXJyMo6Ojpw8eZKpU6cybtw43r9/z40bN6irqyMmJobff//9X++btLQ0gwYNIikpiYaGBiwtLbl9+zYxMTF88sknpKenExQURHl5OWfOnCEpKUloxB89eoSqqiqBgYECQjJs2DAcHBw4d+4c+/fvZ9asWZSVldHW1oaGhgZv374V29qkpCQ+/fRTpKWliY+PJyUlhcGDB2Npacny5cvx9vbGyMiI0tJSdHR0yM7OprOzkxs3bvDo0SMMDQ3Jzc2ltrYWPT09ysvLCQsLY9iwYf9639avX8+9e/fExHz06NFUV1dTU1ODoaEhLi4upKenk52djZmZGZmZmdTU1PDy5UvGjRvHnDlzyMrKEgM3iULi22+/paioiFGjRpGbm4ujoyP9+vXj0aNHBAYGMmvWLAwMDHj9+jXPnz/H3d0dPz8/vLy8qKioEHJdS0tLsrKyKCwsJDg4WGyH7t+/j4WFBba2tvT09NDc3CxySPqq5OTkkJeXF5tcIyMj9PT0uHHjBtnZ2VRXV9PT08PkyZMxNzfn1KlTvHnzhiFDhrB//36Ki4tZtGgR2dnZXLp0ibS0NP744w8+fvyIjo4OCgoK6OrqUlFRQXx8PB0dHaipqbFnzx7U1NRYv349FhYWFBUVoaCgQHh4OHV1dZw5c4aNGzcyZswY6uvr0dfXR09Pj1OnTrFz5050dHQYMGAA8vLyvH//nnfv3v2PAO1/uxwcHHjx4gXZ2dk4Ojri6elJaWkp8vLyYmgxefJkZGVluXnzpqA7njx5El1dXZFoX19fj7q6Oubm5vj5+eHr68uHDx8EhbSpqUmoXc6ePYu6ujrx8fHY29vT09MjhoabN29GUVERPT09VFVVyc7O5tatWwwZMoQff/yRV69ekZGRwYMHD9izZw+9vb1kZGRgYmLyHwVF/1eXj/Xr13P27FmWLFnyP/59d3c3Fy9eZPny5f/R13v69CkaGhrk5+dTXl5ORkYGkZGRFBcX09zczLhx44SOsbq6mlGjRjF8+HAKCwsZNmyY8F9IWP5eXl4cPnyYRYsWsWPHDpSVlUlPTxf+h5ycHCZPnsz48eP57rvveP36tTDySCZ/EydOpLOzkyVLlpCcnMzFixeFiSkmJobvv/8ed3d3fv75ZyoqKnj+/DmGhobcvXtXrEj/7SosLMTY2Fj4YSQT3paWFoYMGUJPTw9aWlooKipSXV1NVFQUYWFhHDp0iMrKSubPn8/s2bMJCAggMTGRPXv28PPPPzNv3jyRJl1aWkp9fb14YNbX19PR0cGKFSsIDg5m0qRJuLi4CM31rl27KCws5NWrV0LKUVlZiaKiIgUFBWhra3P16lXS09OZPXs2dnZ2xMTEcP78eerq6pg/f/6/3rf+/fvzyy+/0NXVhaqqKvLy8kydOpUjR45gaGjIqVOnhNFty5YtNDc3C4O3nZ0dHz58wNvbm8DAQJSVlQkLC2PevHkMHjwYIyMjEhMTcXJy4tNPP0VTU5OjR48K+ceXX37Jvn37GD58OA8fPmTlypVs374dJycnUlJScHR0pKenBw8PD1xdXXFwcGDEiBFs3boVX19fIiMjSUtLo6urC2VlZQ4cOEB6enqfZcsoKyuTk5PDiBEjxMYREFkecXFxfPPNN4L3/csvv2BqasqsWbP47LPPmDZtGnv37hXymC1btrBr1y5sbW3ZtWsXX3/9Ndra2oLGNGXKFFasWMGCBQtIS0ujvLycnJwcUlJS0NPTY/DgwTQ1NbFixQqmT5/OzJkzCQwMRFVVlfLycl69esWlS5fEhKezs5PGxkaMjIz6dPOxcOFCiouLhYZesl0zNTUVOEXJwd7a2hoTExNyc3Pp7Ozk6tWrKCkpceLECaSlpfH39ychIYH9+/djamrK7t27uXv3Lq6urhQWFrJs2TJhct2+fTtRUVGMGTOGcePG4e3tzZkzZ6itraW3t5dTp05RXFxMQUGBmFCeP3+egwcP8uOPP2Jubs7KlStF+OOoUaP4+PFjn8EhiouL0dTURFZWFnt7e9atW8fixYtZsGABo0ePJiUlBUNDQ4qLi7l16xZxcXF4eHjw888/U1RUxO+//46NjQ2zZ8/G1dVVpJh//vnnWFlZCYSli4sLHh4eDBw4ED8/P5SVlTE2NiY0NBQbGxsUFBQEZnjXrl0oKCggJyfHr7/+iqysLIGBgUhLS/PixQs+//xzNmzYQEBAADt37iQhIYHJkyfz5ZdfcuXKlT7p28aNG1FTUyMsLIz79++jqanJ2bNniYqKYsSIERw5coSbN2+SmJiItLQ0+vr6XL9+HU9PT+bPn099fb1IcZcEXq5btw5fX188PDyoqqpi2rRpqKmp8fjxY06fPi2m+0VFRXz11VfMnz8fHR0dDh8+zK1btygoKEBOTo5Zs2aJgMf3798zd+5c5OTk2L59O1999RX19fU8fPgQRUVFBg0aRHx8/H+UH/B/UhJpzqRJk9DS0mLv3r388ssvpKWlcfjwYT755BPq6+uxtrZGTU0NOzs7jh07xvDhw1FUVCQjI4NTp05hbGyMj48PW7ZsYdSoUXh6ejJy5EihxoiPj8fHx4f58+fj7e3NqVOncHNzY9KkSfz1118cPHiQgoICvvrqKzo6Oujfvz/37t3j9OnTwqBubGyMi4sLZ86c4dtvv+XkyZOUl5ejoKAgUrMdHR37BPsPf0MOLC0taW5uJjk5GUVFRfLz8zl58iRtbW34+/uLXLCoqCji4+NRVlZm6tSp3Lt3j4yMjP+RFj969Gh++eUX/Pz8xDmjpKSEuro6nJ2dkZeXx97envHjx1NYWEh0dDSampp4enrS1tbG8OHDUVJSYsyYMWzZsgVra2s0NDSIioriwIEDbNq0icLCQhGKvHv3burr61m8eDFmZmZ90jP4myYnAdwUFhbi5OSEp6cnsbGx7Nmzh2fPnnH06FHq6uowNjbmxo0bVFVV8ddff1FZWcmMGTOQlZWlrKyM+Ph4bt++TXZ2NocOHSI0NJRr166Rm5srnoOSrLoxY8bQ1tZGT0+PyJOJjIzE3t6es2fPoqioyIIFCxg2bBhlZWVUVFSwZs0aRo4cycePHwUo5e7du6irqzNhwgTU1dX/8c8t1ftf7NAl6d//b5kMHz9+/Edfp6WlhY8fP7JhwwaUlZUJCgoShy/J9G/ixInMnz+fP//8E1lZWSFNGDVqFKqqqpibmzNo0CDKy8tZunQpq1evFtP08ePHM3/+fBYuXMigQYNwcXERE9rCwkJcXFxwdnamubmZjRs38vz5c+bMmcOoUaPYvHkz0tLSSEtLCz21srIynp6eyMrKCkznN998w82bNwkJCUFRUZFly5bR1tbGiBEjBEnh/++S9G39+vV4eXmhpKSEioqKOKC8efMGR0dHXr16RWJiIhERESQmJlJaWsqcOXOYNGkS165d4/Tp0zg5OWFra4uTkxPz5s2jt7eX6OhoKioqhD7XxcVFGPh9fX3R0tKitLSU3bt3U1payqBBg5gzZ46gddy5c4fHjx8TEhLC7Nmz+e6776ivrxcJ1Bs3bsTLy4vi4mJhYr1x4wajRo1i6dKl/3rf9u3bJ3InzMzMUFFR4auvviIpKYldu3ZhZmZGT08Pubm5mJiYsGbNGmJiYujs7BSae4kGXUZGBiUlJbKzs4mLi2Pnzp1ictPU1CQm91VVVXR3dzNjxgyGDh2KgYEBlZWVJCUlIScnJ4hgiYmJDBkyBAMDA5E+XFpaysWLFxk4cCBOTk5ERUXR3d3NgAEDcHBwwMHBgfb29n+tb/9r77Kzs/H19aW+vp68vDykpKRwd3fHxMSE7u5uOjs7ef36NVFRUWhoaDB+/Hg2bdpEeHg4R44cEcb84uJiioqKGDp0KAcPHiQhIYFvv/2WoKAgYmJiSExMRF9fn1mzZtHV1cX79+/5/vvv2bNnD4mJiVy9epWuri5huL9//z7r1q0jNjaWO3fuICcnx08//SRIVxs3bsTR0VEc6N3c3AR6tS/69vXXX7Njxw7Cw8PJyclhyJAh3Lp1i4kTJ6KiooKqqqrYLqakpJCQkMC9e/eQk5PDycmJiRMnEh8fT3t7O1JSUrx8+ZKlS5cyaNAglJSU2Lp1q0g2fv78udClb9q0iRUrVpCQkMD8+fMxNTXl3r17HDt2jG3btmFiYsLLly9ZuHAh9fX1Qjb5/v17EhMTsbe3JzMzk++//x4ZGRmCg4MpKipi/PjxfdK3zz//nJUrV+Lj40NZWRmFhYVMnTqVrKwsenp6+OOPP3ByciI3N5e8vDx8fHwYNGgQn3/+Ob/++iv79u0jMzOTRYsWMXPmTM6fP09iYiIbN27k6NGjmJqakpKSQklJCWpqamhpaeHv709zc7MwbxobGzNt2jTGjBkjZLdv377ll19+EUnwAQEBWFlZ8eOPP/LNN9+QlZVFbW0t586dw8LCguHDh4tAuj///PNff8bt37+fmJgYAgICcHV1RVpaGm9vb+bNm0d2drYIwqutrcXGxoZJkyZx8uRJnjx5wps3bzh37hzh4eFMmDCBgQMHsmnTJhYvXszy5cs5dOgQt2/fpr6+njFjxjBjxgwSEhKYNm0aZWVl3Lx5k2nTpqGpqQmAmZkZ0tLSPHv2DA0NDWpqakRA6uDBgxk/fjzDhw9n3rx5LFy4kOTkZHx9fWlsbCQ1NZWJEydSX1+PkpLSv963kydPMmbMGK5fv05CQgKzZ89m9erVIgxv3bp1nDt3jry8PIE/nTdvHvPmzWP79u2cPHkSPT094uPjefLkCTY2NgQFBYnw2bq6OlatWsWECRPIy8tj06ZNjB07VkhtBwwYQEREBJ2dnfzwww/Y29szePBg1q1bh7y8PDExMcIrqaioKDZSOTk59Pb28uHDB3p6etDW1iY+Ph5PT08mTZrUJ+/Vs2fPCu+etrY2hw8fpr6+Hk9PT6ZNm0ZoaCh5eXl0dnYiKyuLlpYWCxYs4M8//0ROTo6Ojg4MDQ1RVFTEwMBAJHffu3eP33//nYyMDOBvD5W/vz9btmzh66+/5qeffqK3txdzc3MePXpEbm4uXl5ePHz4kAcPHlBZWUlAQABbt27F3d2dyspK4uPjuXnzJnPnzuW7777j+PHjKCkpAX8Pdbdu3cqRI0f6pG+mpqZoa2tz7949zpw5Q05ODr/99puIP8jOziYlJYW6ujr8/PxYsGABu3fvFtkbysrKzJ07l/79+1NRUcGTJ0/45JNP8PHxYejQoSQmJoqzg4aGBr6+vkydOhUnJyd+/fVXMjIyuHPnDgUFBTg7O+Pi4oK8vDxZWVnEx8ejqqrKwoULCQgIIDY2Fj8/P65du8b8+fPR1NTkxIkTPHv2jIqKCpSVlfnll1/+Ud/+682Hg4MDS5YsEZIH+Juw8eDBg//46xkaGooPVonX4NChQyxduhQDAwOx7o2LiyMtLQ1TU1N0dHS4evUq8HcK7pdffomZmRknTpzg6NGjTJs2jaFDh/Lnn3+SlZUlvA9SUlIcOXKEuro6dHV1KS8vx8TEhLKyMhEKV1FRgZ+fH6GhoeTk5LBgwQLc3NwwNDTE39+f3t5eNm/ezKJFi9i0aRMKCgoEBQVhZGSEqalpn4VweXt78/DhQ2pqaggICGDChAkAvHv3jtraWt69e4eOjg7+/v64uLigqKjIhAkTWLlyJePGjWP48OHExsbS0NBASUkJN2/e5ObNm2zevJnNmzdz584dzM3NefbsGfX19fzwww/MmDGDgQMHEhwcjLKyMsHBwVhaWnLo0CESEhK4ffs27e3tLF26lMmTJ/PgwQOmTp2Ks7Mz33//PdXV1WzYsIHt27eLtWJZWRleXl68e/eOpUuX/ut909PTY/bs2SQkJBAbG4umpiY7d+7k66+/pqioiN27d7NlyxZ8fHywsbHhs88+Y8eOHfz2228sW7aMlpYWcSgZN24cra2tvHv3jqlTp+Lo6MihQ4cYMGAA+vr6vH//noaGBv766y8uXbrEqVOn+P7777GxsWH8+PG4urqyZcsWrl27xuLFi/nmm28wNDSkqqqKly9fcuPGDSZNmkRxcTFhYWHA3ynj7u7utLW1ERMTw+7du1mzZs2/3jf4O1tGcsjLzs7mwIEDmJmZYWdnx/fff8/Tp0/R1tZmzpw5aGpqUlRUxM8//8yJEyfo7OxkwIABJCcn8/DhQz5+/EhaWhrNzc28ffuWkJAQDh8+THJyMj4+PgwYMIBJkybR2dlJZ2cn27ZtIyEhgX79+mFgYMC+ffsEA9/V1VXIPqZNmybknx8/fiQ1NZUff/xR+BpevHjBlStX2L9/P4WFhX3St8OHD7Nx40by8/MJCAgQU8mTJ0+KcEk9PT3CwsJ48uQJs2fP5o8//qCtrY3c3FwGDRpEW1sbRUVFWFpaCj+co6MjeXl5LF68GHl5eSIjI3n37h2NjY3o6ury4sULIaOUaPHnzJkjEMcSCpaioiJBQUGMHDmS33//nXPnzhEYGEh6err4ewQGBorLSl+Vu7s7r1+/Rl1dHXt7e4qLi3F1dWXbtm04OTkxYsQIFBQUsLCwIDY2VoBGdu/ezcWLF/nuu++wtbXlzp077Nixgy+//JKysjIxNVRXV2fx4sUiGCs7O5u0tDQCAgL466+/8PLywt3dnZycHKZOncq3337L6dOnmTJlCo2NjWhpaREREUFERAQjRozA2toaW1tbLly4gLKyMtLS0nR0dNDe3s706dPZvn17n5CbJJp1ySVISkqKrKwsbt26xdSpU4V0TlpamqSkJNLT01FTU8PCwoIZM2bw+eefo6OjQ3d3N87Oznz99dd8//33XL58mVOnTpGdnU19fT16eno0Nzfj5eVFdnY2UlJSDBw4kNbWVlJTU3nx4gXx8fEMHjyYadOmcfToUfz8/Pj5559pb2/n2bNnfP7553h4eGBtbY2NjQ1ycnJkZWWJbI/CwsI+k/rNnDkTWVlZvvjiC3Jzc0lISODu3bsCGX/t2jV+//13urq6uHnzpgiy6+7u5o8//sDCwgJnZ2dGjRrFnDlzOHv2LPLy8hgbG/PVV1+RlZUlqEOGhoZMmjSJIUOGsHfvXsaMGYOHhwceHh4iVbqqqorFixeTkJBAXl4e7969Q1ZWFh2d/4u3/4yuslr/tuEjWenJSlvpvfdOOhBCCb33JoKCIFJVxMK2i2wRBFG2CggovfdeAoF0EtJ7772v9OT54Js57v+472e8bu+HzDH8snUvzOnKdc15zt95HDJaWlqIjo5GWVmZuXPn0t/fT2RkJCUlJQIIMrShHo7V2NhIRUUFUVFRGBkZIZFI8PT05MmTJ4wYMYJFixbx9OlToqKiqK6uRklJiejoaN544w0uX77Mjh07OHbsGMrKyvj6+vKf//yHmJgYjh07xs6dO6mqqhKE1SHK2qFDh1i3bh3btm0jPj4eBwcHnJycBAFv5syZguAUFxdHTEwMnZ2daGlp0dXVxePHj/nhhx84fvy4AEJERUXh7e09bHXbunUr8+fP5/Hjx+jo6LB161Y++OAD3njjDRoaGvjtt9/4+eefmTBhgphTA/j666/p6enhyJEj7Nu3jytXrjB//nzReE9LS+PWrVt4enqKd7SioiK3bt3i4MGDrF+/ntLSUry8vDAxMaGpqQkDAwNMTEw4f/48DQ0NdHZ2Mnv2bBITE/nhhx8wMjLiwoULVFdXs2DBAtasWcOkSZPYuXMnXV1d6Orq/u2btn90+FBWVuaXX375PyK1AgMD/+vPe+211xgzZgxPnz6lsLCQBQsWYGFhQVRUFMuWLWPz5s04Ojri6elJa2srX3/9NT4+Pjx58gRNTU1cXFxITk4mJSUFuVzOxIkThUlTS0uLOXPmUFZWJl4IZWVlFBYWsnz5cry8vJDL5bS1tQkmeWRkJN7e3sTHxzN//nwsLCxobGwkPj6eAwcOsG7dOszMzFi3bp2gZnV0dGBqakpZWRnGxsbDkrW0sLDA3d2d7Oxs4uLiKCoqYsyYMaxevZqVK1dib2/P9evXxeBffX09nZ2dvPbaa7S1tfHWW2/R29uLqqqqMCsPSQkHBwdpbm6mpqaGMWPGsG7dOnR1dXn33Xfx9/fn6tWrPH36lO7ubvT19XFxceHJkydIJBKuXLnCtGnTOHXqFEZGRsydO5eYmBhxo9XR0YGPjw+ZmZlUV1ejoaHBxIkT+e233155zQBaWlo4f/48lpaWBAcH09PTQ2lpKUeOHCEkJIRVq1YJ1KZUKmXMmDFkZGTQ1NQkaFYlJSW0tbUhlUp58OABnZ2dzJkzh0uXLrF+/XpxczR//nyam5t57733KCwsJCIiQliOtbS0KC0tZdasWTQ1NdHW1sauXbsICAjAyckJR0dHPvnkE4qKiti6dSsRERHo6uqira0tZhq+/vprbG1th6Vu8BfprbW1VZCFtLS0RPdy6HB+6dIl7ty5g4GBAebm5ty4cYPvvvsOS0tLOjs7cXd3Fy6gyspKysvL+fHHH0lNTRUzRQkJCeTk5GBjY8PatWtZunQpH3zwAVZWVoJy0tXVxYULF1iwYAFLly7lt99+w9HRkcrKSg4fPszWrVvx8vLiP//5D76+vpw8eRJzc3O8vLwYN24cTU1Nw1a33bt3i5dyU1MT6enpDAwMYGhoyPr16zEyMuL06dO4u7uzefNmSkpKePz4MZcuXaK5uZmEhATKy8sxMTFhYGCAS5cukZ6ezqFDhwQ2Nz09Hblczrhx43j58iVSqZTo6Gi0tbUJDQ1FVVWV+Ph4zpw5Q0ZGBlu3bhVW3fPnz6OqqirMybq6uixbtowzZ87wwQcfcO/ePYEZHw6B6tCaM2cOL168QEtLCz09PWQyGTKZjOfPn3P58mW6uroICwtj3Lhx6Ovri5uRmpoatLW1BWlHV1eXnp4ecQP24MEDvvrqK06cOEFqaiqtra1iXktHR4ezZ8/yxRdfYGJiQmVlJSUlJVhZWXH58mVWrFjBgwcPaGxsZN68edjb25Oens6zZ8+YNWsWEyZMQFlZmbfffpumpibU1dWxs7Ojv7+fDRs28MEHH7zyunl5ebFgwQI8PDyIiori559/Jjw8HHNzc3744QfhXJo2bRrOzs5CRHvjxg0aGho4ceIEa9euRUNDg71796Kurs78+fMpLy/n0KFDKCgoMH36dDw9PVFRUaGnp4cTJ07g6OhIeHg4Bw8exMbGBkdHR5KTk1m1ahUJCQnY2tri6OiInp4e7e3teHp6snLlSo4fP860adOwsrIiJiaG7u5u/Pz86OzsZPPmzWKG81UvbW1t2tvbSU1NFWj5xMRE5HI5SkpKfPLJJ4wcOZKysjKKi4u5fv06y5Yt49dff8XW1hZbW1tSUlI4ceIECgoKzJo1i+fPnzNy5EhiYmIoLy8nKCiIhoYG7t+/L4ARe/bsQV9fn+7ubuLj4yksLMTe3p4lS5YQHx/P66+/TlVVFU5OToKG1dTUREVFhQD+yOVy3nzzTXFYTktLGzYKIsCmTZuYPHkyjx49orOzkwkTJvDbb78Jf8YQtKK3t5fy8nJaWlrIzs7m6tWrHD9+nGPHjgn8fkVFBZMnT+by5csMDAxw5swZVFRUkEgk6Onp0dzczHfffYerqyuffPIJx48fx97eXgzg29vbk5GRwb/+9S/xLunu7mbMmDFoaWnx+++/4+bmRkZGBjU1NUyfPp1Lly6hpKTE+PHjSUhIGLa6WVhYEB0djbu7O8rKyjQ0NPDee++Rn5/PiRMnCA0NJTo6mri4OKRSKSYmJty7d4/bt29TWVnJmTNnKCsro7y8nH379nH37l1+//131q1bR1lZGV5eXlhZWaGmpoaioiLGxsZ0dXXx1VdfidsKIyMj2tvbefLkCa+//jrl5eU4OjqycuVKrK2tuXXrFgEBAbz11lt8/fXXlJeXU1paSnd3Nw0NDZw/f57k5GQ2bdr0t6NX/+jwsXjxYoqKinB0dPzf/t7AwMB//Xnp6emCyW5jY0NVVRWlpaX09fWhpKTEpEmTaGhoICUlhdbWVjw9PfH29sbf35/U1FTs7Oxobm5GQ0ODoKAg4QuIjIwUBI/29naBjqyvr2fr1q08ffoUc3NzKioqcHV1paenh4SEBMLCwggICKC8vBxNTU2BCHVwcCAiIkKgfuVyOYsXL2ZwcJCOjg4GBgYE7m5owPNVrqioKPT09FiwYAHNzc1kZ2fT3d3NkiVLSEpKEnl7f39/BgcHiY+P59mzZ7i4uLB161ZWrFiBsrIy7e3tdHd3s3jxYp4/f05LSwvHjh3D3d2dwsJCMfQ0JJwKCwsjOzsbGxsbHBwcUFRUpLu7m/Hjx7Nr1y4yMzMZPXq0MHLeu3dP0D2+/PJLFBUVkUgkgm5VVVWFtrb2sDkXQkJCxLxHaWkpWVlZLF68mMbGRkGdcHZ2RldXFzs7O+RyOc+fP8fDw4Njx44RGBhISEgISUlJPHnyBB8fH4qLi9m7dy9LliwhKysLdXV1IWeMjIzE09NTdLb27NnDwMAAEomE2NhYLC0tkcvlqKioCBv6kEvh2bNnjBkzhsbGRi5evCjIMLm5uaiqqrJ+/fphu2kDWLt2LTk5OfT29uLi4iIcMQDnz5+nvb2dESNG4O/vL7K7lpaWggZz8+ZNJBKJ6AgPCQQjIyP58ssvefLkCTo6OqipqdHV1cWCBQu4e/cuP/30E1FRUURFReHm5sasWbPQ1NQU8a+huSdDQ0MGBwdRUFCgoqICAwMDpk2bRltbG3FxcRgZGQmST15e3rDZ4X19fRkcHCQzM1MM9gUEBNDf38+kSZOQSCRIpVK6urp4/vw5hYWFzJgxQ5BYGhsbqaurw93dnfHjxyOTycSwvY6ODoqKirx8+ZK2tja8vb2xt7entLSU6OhoYcIdwpk6OTnR0dFBR0cHPT09zJs3j2vXrnH79m0yMzPp7u7G0NAQIyMjDhw4gI+PD9ra2qirq1NeXi48R8Ox9PT08PX1xdLSkp6eHlpbWzEzMyM+Pp5du3Zx//59goODMTc3R1dXl9dee43U1FRkMhnz5s0TFDBLS0tGjhzJhQsXyM/PZ/z48ZSUlNDX18fz58/Jzs7GyclJNJqys7M5efIkEokEDw8PXFxcBH52+/btFBUV4erqir6+PnK5HHt7ewIDAzExMaG5uRknJydMTU3Jzc2loqKC9PR0/Pz8/jYD//92eXp6EhcXR0NDA5WVlWhra6Ovr897773H+vXrMTExwcDAQMyzPHr0iLFjx5KYmEhvb68wSPf392NsbCyEjvDXzfEQoCAvLw8fHx9MTU1pbW1l5MiRJCQkUFBQgJmZGZ6enixevJj6+noxW5eWlsaTJ0+wsbHB29sbDQ0NfvjhB0JDQzl27BgNDQ0UFhZSW1srbiuHyHCvemloaHDjxg1SU1MxMDBg5MiRWFpaYmNjI3DZISEhODg4sGzZMgICAsSB2NXVlby8PBISEmhpacHBwQElJSWmT5+OkZGRELJaW1ujpqZGe3s7Xl5e6OjosH//ft555x3i4+PJzc1FIpHQ1dVFZWUlbm5ugr6ZkpKCt7c3o0ePJjg4mOjoaPz9/VFSUmLnzp3k5+fj4uJCYGAgampqpKWl4e/vPyy1i4mJwd3dHUtLS+Lj46mpqWHUqFGCBvb48WO8vLzYuHEjhYWFAprh5uZGUlISjx8/ZuTIkVhYWNDT04OioiKbN29m9+7djBs3jtjYWAYHB+nu7iYvL4+SkhLmzZuHRCIRf1ZFRQWVlZXIZDLmzJlDUVEReXl51NXV4eHhga2tLdra2kyePJnIyEgWLlzI3r17UVRUxM/PDzU1NYEWH66VmZmJjY0NJiYmopGoqKiItbU1mZmZlJWVUVVVRWhoKI6OjjQ0NBAUFIS2trZ47uvo6NDV1UVxcTEDAwM0NTXR3d3Ntm3bUFdXFw4UmUzGzZs3+eSTT3BycqKlpUXATIaa9RcvXhRphKHZUmNjY/z8/Dh69CguLi709vaSmprKiBEjKCkpITk5merqal6+fPm30c7/6EmopaXFxx9//H+kT0RHR3Pq1Kn/6vNqa2vJzMxk/vz52NjYCOP4hAkTyM7ORkdHB/hr+LCqqgoLCwsqKysxNDREQUFB4G7lcjl6enqMHDmS0tJSVFRUsLOzIyYmBn19fczMzGhqaqKrq4u+vj4cHByoq6uju7tbbOBqa2sJCgpCUVGRwsJCRo0aRWdnp2DLu7u7k5aWJl78BgYGVFVVUVBQQFtbGz09PcTGxjJv3rx/Utr/arm4uAhL8dBAkLKyMgYGBuTk5DBnzhz6+/vJz89HR0cHR0dHcnJycHZ2RiqVMjAwQEJCArW1tQJ7OnTd3dbWho+Pj5AF5ubmik7PggULUFRUJCwsDBMTEwYHB7GxsUFFRYWTJ09SV1dHfX298FvU1NQIgkNkZCQymQw/Pz/q6+uFVNLc3JwpU6a88prBX4NxPT09FBYW0t7ejouLC3V1dRgYGGBqaoqpqSlyuRx9fX1MTU1Fl7q3txeJRCLAB/+rb2FIbpScnIyenp5AHMrlcl6+fMny5cupr68nNjYWDQ0NVFRUUFNTIyQkBBMTE2GpDwsLIzExkdraWkHXMTU1ZXBwkIKCAsLCwgRCs7+/HysrK+rr64UZ9lWvpqYmrKysgL+wlEOG5CFDqrKyMhUVFbi5uWFmZiZkiufOnWPq1KmkpKTg5+dHY2Mjz58/p6+vj+rqaoKDgxkcHKSsrAxvb2/Baff09OTevXvo6OgwduxYdHR0aGlpob6+Hi0tLWQyGaampvzxxx+0tbUJweHQgaiyspLY2FhcXFzEBkAikVBfXz+shw89PT1xiKyvr8fHx0f4eSZNmkRubi6FhYW0trbS09ODkpISz549Q1VVlQ0bNohZA21tbXJzc1FRURHG22fPngm/ia6uLsrKyjQ2NqKpqUl9fT0ZGRk4OztTU1NDdnY2urq6jB8/ns7OTrS1tcVNQEZGBm1tbRgaGlJcXIyysjKXLl0SuGgTExMcHR3Jz88XfqRXvZqamlBSUqKjo0NkkH19fdHU1GTixInExsYSExPD4OCguLHV0dHB2dmZuLg4DA0NsbKyQltbG3d3d/T19UUUKS0tjZaWFnGblJubK+SZQzNfBQUFDA4Oimejvb09OTk5VFRUEBISQmlpqRCTubm5kZycTEREBE+fPsXAwACpVEp9fb34PR4uf4COjg5KSkoUFhaipKREaGgokZGRZGVl0d/fz7x582hra0NdXR1FRUVUVFTQ19cnMDCQmJgYtLS0iIuLw8bGBnd3d8rLy/Hw8MDe3l7M3tTU1NDa2ips3J2dnTQ0NJCWloabm5uYKRk/fjzJycl4eXlhbGzM/v37MTExEajewcFBpkyZwsOHD4UFvbm5GblcLhwIwxW7Ki4uZnBwEE9PT/EdmDJlCu3t7Xh7e7NmzRoePnzI4OAgioqKmJqaUlpaSmdnJ83NzVRVVWFkZIS7uzvGxsY0NjZiampKXFwcdnZ2ODk5YW5ujrq6uvhcExMTUlNTuXPnDrW1taioqDA4OEhUVBQtLS14e3vz008/0dTUhJaWlpil6evrQ1dXF319fZycnAgICEBFRUXMd3p4eJCenj4sdYO/CITPnj1DU1MTBwcHYmNjsbe3Jy8vD3Nzc8zMzDAyMkJfXx8NDQ1UVVXJysoSaRR/f3/xjO7q6hKNkLS0NDw9PQkODkZPT4/09HThTEpLS8PDw0NE9IZkjra2tjg7O/Pdd98xatQoent7MTMzo7GxUcxOREVFkZeXx5QpU7h+/Tpubm6C5Pj/Ns/8KpaVlRWKiooC9z2EoPb09KSzs1PMP/n5+eHp6Ul0dLTQA7x48QJvb290dXXJz89HLpcjl8vp7OzE1taW+vp65HK5oJoaGRkhl8vp7+/n4sWLKCsri+b9/7p/HDNmjBBt1tXV0dbWRm9vLy0tLQK2UVZWRmdnp9iLe3l5iRGMv7P+kecjMTGR/Px8MSMw9NeFCxdISUn5rz9PKpVia2uLkpKSkBH19fXh6upKeno6jx8/RktLCwcHByEUrKio4Pr161RVVVFcXCzwkMnJySgqKjJjxgwhTpFIJNjb22Nvby++nCUlJcydO5fc3Fx6enpEJ9zPz4+BgQFqamqor68XBBozMzM0NDSoqKhAQ0MDb29vvLy8iI6O5uzZs0RGRtLa2oq+vr6QEb7qNRRP09TUFBtlFxcXKisrcXd3Z+LEidTU1BAVFUVTUxPjxo1DWVmZjo4OPDw8MDIyor+/X2ysX7x4QXt7O+3t7Tg7O2NgYCAOZampqWhpadHX10dSUhIdHR3Y2tqirq6OioqKcAY4OjqKzb1UKhV+j3nz5tHT08P48eMJDQ0lNDQUuVxOaWmp+FIPF5O8srKSxMRE0tPTMTQ0ZNq0ady9exc1NTVmzpwpMpA9PT0UFxdTXFyMj48PVVVVWFpa0tbWRk5ODgMDA4JK1NPTw/Lly7lz5w7V1dU0NjaKq9De3l6BIz569CgeHh7Y2NgImlNgYCDp6ek4ODjQ19dHc3MzdXV1dHZ2Ym5ujpaWlmDsm5iY4OXlJa7dk5KSuHjx4rDUDeD06dNi8DwrK0sgKBMTE3F0dMTQ0JC4uDgeP35MTU0NhoaGVFdXc+/ePR48eEB7ezt9fX1IJBJhSK2qqiI8PJyoqCg6Ojr+x3Bpbm4uU6dOJTc3V7hgJBIJV69e5ezZs3R3dxMQEMCsWbOQyWTCDK6ioiKkX9evX6e1tVXI6qqrq8UBe7hWdnY2+vr6AnHt7++PmpqawGEWFhYSFRVFUVER1tbWTJ8+nbKyMnp7e5k4cSIaGhrCFxETE0NRURH6+vq4ublx6dIlKioq8PHxwcPDg6amJlpbWzEyMsLIyIikpCSKiorIz88X9mY3Nzdqa2spKSmhsLAQZWVl9PT0RDNDXV1dEI+GzM5tbW2CMjNca+j2ewhYMdT0CA0NJTY2FolEwrNnz4iOjiYrK4u0tDTCw8Pp6OggOzub5uZmWltb6ezsRENDAy8vL+bPn09ubi7a2tqYmJgwdepUAgICyM/P5/79+ygpKQlHga+vL/r6+rS1tdHX18esWbNIS0sTboLBwUHhOLp69SpHjx6lo6ODM2fOkJaWRmNjI2pqaqioqPDkyROqq6uHpW6lpaVYWFgIYIqJiQkvXrzA1NSU/v5+AgMDBUazpaWFyZMnY2hoSEhICLq6urS0tHD37l1ycnKEaHIo9iKVSkVDz9/fH7lczv3797Gzs6OgoID+/n5xg1ReXi6Es8rKyjx+/Jjm5maCgoLQ19fn0aNHXL9+nRUrVvD48WMcHByElE9XV1dgbodL3Pv06VO8vb1ZuXIldnZ2PHz4kNbWVnp7e0UT8vnz5yQnJ1NVVUVaWhp1dXWUl5cTHR1NZWUlAQEBREREYG1tTW9vL4WFhZw/fx4NDQ2cnJwoLS2lqamJoKAg0bTR19cXA/mmpqZIJBI6OjooKirCxsZG7FtsbGyEk2VoXjMlJUXgaO3s7KiurubmzZvCzzVcy9nZmYcPH9Le3k5QUBDBwcFIJBIiIyORSqVMnDiR5uZm7t27R0ZGhrg5vHfvHmZmZvj7+2NgYMDg4CDt7e3k5+dz48YNRo4cyfPnz4WAF/6aL7G3t+fPP/8U1vKhTbWSkhL9/f00NzfT1NSEh4cHwcHBohH48uVLGhsbkclkZGRksHDhQqysrOjp6UFXVxdXV1chNByO5eHhgbm5Oa2trTx48ICff/6Z6Ohobt26RV9fH4GBgSKJoaKigrq6Og0NDcITZmtri7u7OwEBAfj6+qKmpkZbWxuamppcuXKFtLQ0Ojo6MDExwdvbG2tra6FcOH36NLdv3+bJkydERkaSnJzM1KlTcXJyYs2aNbzxxhuMHDmS2tpasrKyGD16tGjsGxsbC/iNu7s7jo6O/1Xy6R/dfMybN4/Vq1fj5ub2v/29q1ev/tefp6KiIgaAh4a9MzMz+fnnn9HR0SExMZG5c+cKNrarqysNDQ0cP34cc3Nz/P39sbW1JTMzU9Bs+vv7iY6O5s8//2TVqlVoaGjQ1taGubk5BgYGvPfee2IjbW5ujqurK3p6emRmZnL48GG2bNnC7t272bZtG6ampnh6euLu7i42ynZ2dkydOlWIlSIiIpg5cybd3d2ChPWql1wuJyYmhpCQEEHFMDU1xdbWlnXr1rFmzRqqq6sJCgrCycmJrq4uLC0tKSoq4tq1a7i7uzN69GjRjbO1teX69esYGxvz3nvvCeRaamqq4EZLpVJ+/vlnMjMzcXd3F7cojY2NXLt2DU9PT9FlNDY2JiMjg5aWFiwsLBgcHOSDDz4gJSUFKysrxo4dS2FhIbdu3RIv7aNHj77yuiUkJJCYmMiMGTMIDg4WGwRra2u6u7s5cuQI/v7+ZGRkcP/+fVxdXZk/fz6ZmZlcu3ZNDM5HRUUJqtWXX37J3LlzOXbsGAkJCXz22We4uLhw48YNOjs7efTokZAUmpqaMjAwQGVlJdevX6e9vZ3Q0FBmzZrFzz//jL+/P4qKiuTm5tLX14eKigp79uxBTU2NlpYWYckNDw8nLCyMc+fOvfKaDa2WlhYuX77M4OAg6urqBAcHM3r0aN555x1sbGy4du0agYGB5OfnU1dXxzvvvMPu3buxt7enoaFBDGr6+fmxbNkyLCwsOH/+PLdu3cLBwQF7e3seP35MZ2cnr7/+Ojt37mTv3r2MGDGCiIgIIQjs6uoiNjYWAwMDjh8/zsqVK/H29kYikdDT00NZWRmRkZGCcqKlpYWqqip1dXVkZmbS1NTEkiVLhq1ueXl5uLq64u3tTUxMDEePHmXdunVC2nn48GHs7Oyora2lvLycNWvWEBYWJoamFRUV6evrY8KECcyaNYvKykpaW1tF5POtt97C1taWhw8fUlJSwscff8yjR4/w9fXFwcGBZ8+eYW1tTWhoKC0tLeL7lZSURF1dHWPHjkUmk9HQ0MD48eOFp2XlypWcOXOG7OxsESf55JNPqK+vH5a6WVtbC1y3hYUFK1asoLKyktOnT3P69Gl++uknQkJCePjwIefPnxczGwcPHuT48eMUFBRw69YtjI2N0dHRYfv27XzzzTdYW1uzcuVKurq6hJ8jISFB5NHNzc2xtrZm1qxZmJqaoqWlxeDgoLhFnjZtGs+fP8fc3FxYmMPDwzl69Cg5OTkEBQXx5MkTKioqmDRpEuPHj2fnzp3861//Ghb06c2bNzE0NKStrY2KigrU1dWZPXs2ly5dorS0lLi4OGJjYyktLcXX15dRo0ZRWVnJzp07AcR85dCtpr6+Pvv376e4uJjff/+d8vJyfHx8cHd3x8vLC3V1dTZs2EBlZSVyuZyHDx+KZlhTUxPx8fEoKChw7tw59u3bB/w1OzoEA+js7GT16tW8fPmSgIAAlJSUMDc3x8jIiPLycvz9/ens7HzldcvOzmbMmDGiIaeurk5qaiq6urps2rQJb29vQRZ0c3Ojt7cXOzs78WwbiksO3daZm5tTVlaGkpKSmEXr7u5mzpw5oglXXl5Ofn4+xsbGgi6npqbGwYMHRVzc3NycUaNGcf78eR4/foyJiQnh4eGoqamho6MjZgImTJiAiYmJiDkPp5MnLi5OWMsBVq1aRVFREXK5nMmTJ9Pa2sr169cpLi7G2dkZVVVV1q1bx9WrV7G0tOTHH39EXV0diUQiIAlz5sxhwYIF3Lx5k/j4ePLy8sjIyBBOk+TkZIqKiggMDERDQwN3d3dhSjc3N+fDDz/k/v37rFmzhiNHjtDX14eTkxN3795lcHCQPXv2EB0dzYIFCwgICEAqldLU1ISfn9+w1e3FixesXr0aS0tLIiMjefToEVu3bmXPnj288847/Oc//6GoqIiIiAh6e3sFie/y5cts2bKFadOmsWXLFlxcXATc4LPPPkNPT4/JkyczZ84cjh8/TnJysnCHTZgwgYyMDPr7+4WZfOHChejr69PT08Ovv/6KRCIhKChIvGu0tLQwMDDAzMyMoKAgwsLCRMOgoKCA/fv3M2bMmL/t4/lHh4//t2x+Y2MjxsbG//XnhYSE8Ouvv+Lv749EIuGtt96itbUVS0tLHj9+zKNHj9izZw8bN27Ey8uLgwcPEhsbi4ODAzKZjPz8fEpKSmhqamJgYIDCwkIRXZkxYwbHjh1DIpGwatUqXnvtNZqbm7lw4YKQjOno6GBubk53d7fIEQ45S+rq6ggJCcHd3R0HBwfKysrYtGkTEyZMQEdHh9GjR9Pc3Iy2tjb37t3j7t27SCSSf1LW/3rFx8cLt0lzczPNzc2C4FNSUgLA/v37qa2t5f79+yLqc/78ebZu3YqOjg4XL17EwsICNzc3rly5QmBgIG5ubmRnZ2NiYiIkXE5OTnz99dfMnTuX9PR0Ro4cSUZGBrdv38bc3Jxly5YxY8YMDAwMhOX2zp07REdHI5PJiI2NZevWrdja2vLixQv6+/vx9vZmxowZhISEkJCQ8I++O/9k6enp8cMPP6Ctrc2dO3c4efIkzs7OAuF36NAhPvjgAzIyMrC0tBQDab/88gs7d+6kpaUFFxcX8fDfvHkz586dw97enp9//hkVFRV0dXUxNjZm27ZtbNu2jZ6eHhYtWsRbb71FQ0MDFhYWqKqqik2oiooK3377LaNHj6a2tpaYmBgqKipEHOmDDz5gwoQJREZGkpaWRmBgINbW1sydO5fRo0cPS90Aenp62Lx5MwBJSUkUFxdz7tw5li9fTmhoKLt372bu3LlMmzaN/v5+NDU1uXnzJm5ubqSkpPDll18K/GdZWZnwDuzbt48TJ06wevVqrl69SlJSEqdPn6a9vZ2xY8eyfft2XnvtNXEL4OzsjJmZGRcuXODMmTNYWlri5+dHTk6OiCC5urpiYWFBYGAgnZ2daGpqigZBSUkJHR0dw+ZH6e/vJycnByUlJcrLyykrK0NBQQF1dXUuX76MlpYWnp6ehIaGilzu7du3uX79OnPmzOHevXvI5XJsbW2FiOzu3bsCZPDHH3+wYsUK0XT54osvBJXo1KlTKCkp0dzcjI2NDQsWLCAuLo7k5GSOHDnCnj170NDQEALMIeu3ubk5zc3NVFdXM2vWLAoKCgTidrjWpk2b6O3txd/fnwkTJmBqaioik7/99huurq589tln5OfnC/v5iRMnOHDgAFFRUdjZ2VFRUUFsbCw2Njb4+/tTWVnJ/v37iYqKwt/fn8ePH1NdXc3777+Pvb09cXFx7Nu3j8bGRv7zn//g6elJSEgIdXV1dHR0EBgYyPbt24Vp3cXFBW9vb+RyOcXFxWzZsoUff/wRT09PRo4cSXt7O7/++ivt7e1UVlYOC4xEW1ubFStWkJubS1paGjKZDB0dHWbOnMn69evFTOLo0aOZPn06FRUV7N+/H0dHR9atW0dWVhYGBgaCHiSTycjMzGTSpEm8++67aGlpYW1tTX19veiEfvvtt5w8eZJDhw7x008/IZVKkUgk5OXlkZmZydGjR/nzzz959uwZc+bMobKykpqaGuH+0dHRobS0FG1tbXx9fdHW1qahoYHbt2+TmJg4LPLet99+m48++oj29nYmTZrEokWLeO+997h58ya3bt2ipKSE58+fk5CQQFFREePGjWPOnDnU1dWRmppKUlISOjo6ZGRkUF1djYuLC2+//Ta1tbXcuHFDkMAqKio4ePAgpqambNy4EWVlZRYuXMjBgwcZM2YMXl5efPzxx/T29pKWlsaBAwc4f/48kyZNwsHBgdzcXCwsLFiyZAnKysrU1dXh6+uLo6Mj+vr65OXlcfLkSWJiYvjpp59eed3grwbLkBcrNjaWqqoq1q5dy7Fjx1i6dCnffvstrq6u6OrqCizw/PnzmTNnjiDydXV1oa+vz/jx41m9ejUVFRV89tlnzJ07l6NHj5Kfn093dzfKysq0tbXx448/Ym9vL4b4R48ejbOzs4gT+fr6cvHiRdTU1NDU1ERVVRVfX1/Gjh2LgYEB3333Hc7OzjQ2NmJgYIC+vj6dnZ3DKmd0dnYmMjISOzs7tLW18fb25scff2T+/PmiQTdq1Cj09fV58eIF3d3drFixgu3bt4sbsRcvXgj89c6dO0lOTub777/n0qVLvHz5kqVLl1JaWsrq1asJCgqira2NY8eOcffuXRG7PXLkCFKplD/++AMHBweMjY15+fIldXV1AoM8Y8YMJk6ciFQqFQ2ye/fu8fLlS7y9vXn//ff/9s/9j6ffUlNTxVD40GpsbOTYsWM8ffr0v/qsly9fEh0dTXFxMTKZjICAAL755hu2b99Ofn4+R44cQV9fX2SW/fz8GDNmDJ2dncybN4/8/HyRw+zq6mLr1q00NDQgk8m4c+cOubm5hIWFYWZmxvHjx9m+fTsTJ06kvr5esPEvXrzIlClTeOeddzh79ixnzpxh3LhxrF69Gh0dHdra2igsLKSiooLp06czZcoU4S9QVFRk2rRpzJs3j/Hjxw/bMOaKFStwd3entbWVhIQEbt26xf3795k0aZLIQxYUFPD8+XMyMjKYNWsWioqKdHR08OOPP2JmZiZkZAcPHsTX1xcfHx+qq6spLS1lzJgxWFlZcebMGf744w+OHj1KXFwcmpqadHd3Y2FhgY+PD7W1tZw/f541a9ZgbW2No6MjNTU1TJ06lfHjx1NdXU10dDRKSkr4+/vz/fff88svv7B48WLBRP/uu+8wNjYelijMwoULASgsLKS3t5cpU6Ywd+5czp49yx9//MG3337LmTNn+P7777l//z4zZ87E39+fjRs3IpFIxK3NUAfi559/5sGDB+Tk5BAZGSm8HZ6enixZsoSXL1+Kh15kZKTAmPr6+qKqqsr333/Pr7/+Sk1NDYcOHRJXy46Ojrz77rtoamry/vvvo6ioyJYtW6irq+P27ds4ODiwYMECPv3002ETSdnZ2bF//37a29vx8fHh9ddfF7n6uXPncujQIU6cOMHZs2fR0tIShvYRI0Zw/vx5TE1NMTAw4P79+yQkJDBv3jzeeOMNbG1tSUhI4OXLl6SmppKfn4+ysjIymYyqqiru37/P4cOHOXLkiHCuDG2YExMTWbBgAYcOHSIvL4+mpiasra3R0NAgNjaWvXv3ik14fX09zs7O6OnpcePGDTZs2DAsdXNycsLS0pKoqCgyMjJQVFTko48+4tSpU7S1taGgoMDTp09RVFQUufqhDvGlS5fYtGkTr732GgkJCRw9ehRzc3NSUlL4/PPP2blzJ87Ozly7dg0tLS0++ugjvvjiC+zs7HB3d0dLS4vu7m7mzp2LoqIiJ06c4Pr160ilUvbv38/WrVu5ePEiBgYGrF+/nqtXrzJ69GjCwsK4fPkyixYtEr8rPj4+HDt2jJkzZw5L3fbu3StejvHx8YLgc+PGDUaNGiWMu76+vnh4ePDjjz+Km8S5c+fyySef0NTUhJGREb6+vhw+fBg3NzcuXLjApUuXgL9m54ZuL4bIOosWLeK7777j2bNnPHr0iF9//ZWBgQHU1NT47bffCAkJEXjZjIwMSkpKcHd3JzU1VeCj+/r6CAkJQV1dnfv375ORkcHVq1dZtGjRK69baGgoX3/9taDwbdq0iYaGBt5//32MjY2xsLBgypQpQiK4b98+Ro0axYMHD1i0aBFvvPEG2dnZ5ObmikismZkZ+/bt4/bt22zfvp20tDSam5tpb29n5cqV4qYgPDyc8vJyvv76axoaGpgzZw6ampqcOXOGmTNnsnjxYpSVlSkvLxfi3ocPHzJjxgyuXr3K6tWruXTpErt27UJbW5vx48ezatWqV14z+AtN7OnpybNnz0Q8LCgoiNraWhYtWoSFhQXjx49HRUWF1tZW9PT0OHfuHFKplF9//ZWHDx+yZs0azMzMSEhI4IsvvsDNzY2goCAmT54sBpt1dHR4+vQpaWlpXLp0CTMzM5YvX05aWho1NTUArFy5kvv37+Pv78+lS5fEfJ2Pjw9TpkzBy8uL9vZ2pk+fTkBAANeuXeOTTz5BXV2d48ePo6ury7///e9hqRv8pTyoqKgQ8r++vj4ePnzIv/71L6ZMmcLNmzextLQUg85FRUU8ffoUY2NjamtraWlpwd7enkWLFuHs7Mzo0aNZvHgxt2/fZuHChVRXV7Nt2zZmz56NqqoqHR0dzJgxgx9++IETJ06wZcsW7t27h4uLC2PHjkUqlVJVVcXcuXP5/fffBcikoqICqVTKggUL2LJlC35+fuTn5wNw69Ytnj59ytKlS4etbhKJhO7ubiFUlUqlNDQ0YGVlxbRp01iwYAG7du0iLS2NyZMnM2LECLq6uti7dy/ffvstnp6e3L17F1tbW/z8/Hjttde4du0a69evZ8SIEVhZWaGiooKGhgYhISGMGDFC2NCHHHienp7C5bZ792709PQwMzOjvLycyMhIQa5ct24dAwMDnDhxghs3bjB+/Hj8/PxQVlZGVVWVixcvsmzZsr/1c/+jw8d3333H77///r9/mJLSP6JSJCQkYGVlhaenJyNGjEAmk3Ht2jXmz5+Ps7Mzx44do6qqCmNjYzo6OoiOjhbYzeLiYlJSUkhOTiYpKQk7OzvOnTtHYGAgO3fuFNbP06dPY2BgwIgRI+ju7mb58uW8//77PH/+nMTERLEB+OWXX7hz5w4+Pj7cvHmTO3fu8OWXXwo3gbe3N6GhodjY2CCXy/n66685ffo0kZGR6OrqsnbtWtLS0obt5KylpUVxcTFSqZRVq1bh4eHBgwcPOHfuHOHh4UilUkaOHImfnx/6+vqcOHFCZClzcnJEFG316tVERERQUVFBf3+/OElnZGRga2vL66+/zvvvv091dTVfffUVAQEB3Lhxg3v37qGmpib+v7q6unz88cc4OztjbW3No0ePyMvLY9GiRURHR3PkyBFWrFiBk5MTcXFx+Pr6YmVlxVdffcX58+eH5fDx7bff0tbWhpOTExoaGkgkEmxsbNizZw/Tp09n9erV6Ovr8/bbb3P06FFRzyF3hbu7uyCRFBUVkZCQQGxsLN9++y0xMTFMnDiRhQsX4u3tjYODAwMDA4wYMYJJkybxww8/kJCQwOPHj6moqCA0NFRAEjo6Onj+/LnIPcvlcqqqqli/fj0aGhq8/vrrZGVlsWjRIhoaGrh27RoTJkzA0NBw2A4fc+bMobq6mgsXLojbtlOnTpGZmcnUqVO5d+8ekydPprKyUiAPIyIisLCwYNy4cVy8eJHS0lJKSkqEC8Db2xtFRUVhCTYxMUEqlWJvb8+7777LgwcPOHjwIO+++y5NTU309PTg6uqKn58fBw4c4M033+S3337DyckJKysrnj17RmFhIdra2qioqPD7779TVlbGxx9/jFQq5e7du0RHRw/bwQNg6dKl/PLLL4wYMYLRo0cTFxeHl5cX//rXv0Tc7vXXX0dDQ4PHjx8TFRVFWloaRUVFvPHGG8yfPx81NTWsrKzYsGEDzs7O9Pb2cv36dUpLS3ny5Anr1q1DVVWVs2fPMm/ePDZv3szRo0exs7MjOzub3t5ezM3NiYiI4PHjx/j6+rJ69Wp++eUX8vLyUFBQwMPDg5UrV3Ljxg2io6PFwPqiRYuorq7mzz//RFlZeVgPHwoKCqxYsQJbW1t27drFli1bKCws5OjRoyxZsoSGhgamTZsmBLE//PADUVFRlJeXk5iYyIYNG5DL5URGRlJcXExdXR3R0dHs2rWLrq4url27Rk5ODlZWVpw4cQJ/f3+WL1/OihUrWLRoEcbGxigpKZGfn09KSgrff/89T5484a233kJFRYUJEybg4eEhHFJHjhzB0tKSBQsWEB8fT1lZGTo6OgQHB7N8+XJ6e3tfed2Ghtytra2RSqUkJiZy8+ZN3nzzTdzd3YmLi+Ply5coKirS1NREbGws4eHhfPjhh7x48QIbGxvhjkhISODEiROoqamRnp7OzJkzhSQ2Pj4ee3t7amtrWbhwIbNmzaK7u5vOzk5WrlxJQ0MDOTk5HDt2DEdHR7788ks++OAD7O3tCQ0NZdq0aVRXV7Nx40Z++uknVq9ezcmTJ9HT0+Orr75CV1eX33//nVOnTrFixYpXXrchjO7u3btxd3cnJyeHESNG4OrqKohSQ8CBoUjg5cuXBXxFV1eXzz//nNmzZzN16lTa29sJDAwkKiqKefPmcePGDSorK8V7b/Xq1SxYsACZTMbMmTMFla2oqIjPP/8cJSUlTpw4wY8//sjly5fZvXs3qampzJw5k5iYGL788ktmzZpFWVkZKioqVFZWYmlpyZw5c1iyZAnvvvsuH3744SuvG8CECRMoLS2lq6tLxM+H5qO0tLQYGBjAx8eH9vZ2cnJyiImJ4dSpU4SEhBAQEMAHH3xAXFyc+E56eXkxcuRIUlJSCA4OFoPmnZ2dGBsbo6GhQWdnJ3p6ehQUFPD9999z/fp1YmJihP7g6dOnLFq0SHTnJ02axODgICtXrmTNmjXs3r2bGzduIJfLUVZWFqRAd3d3/oF/+x+tmzdvYmNjA0BdXR19fX309/dz48YNnj59iqOjIyNHjqS8vJyioiJkMpk4oLa0tDB27FimTZsmMPzh4eFiSH379u1kZmZy6dIlCgoKGBgY4NdffxV4bXd3d5KTk7l79y7+/v7s378fmUzGqlWrOHz4MJMnT2bDhg2YmJhQUlJCa2srMpmMnTt34unpyY8//siyZcvo7e0lISGBvXv3/u29yD8ynG/fvp1//etfqKqqcuXKFRYsWAD8dWq0sbH5P86C/J/WkOHx7t273Lt3D3V1dWbMmMGSJUuor6+nuLgYAwMD8vLyOHDgABMmTMDd3Z2ff/6ZOXPmMH/+fK5cuYK2tjYPHjxARUWF0aNHY21tjaKiIitXrqSvr49du3Zx7do14uPjsbCwoL+/n/DwcMaNG4erqyvHjx/n2bNnlJWVCXFUYWEhKioqvP7661hbW2NlZUV7eztnz56lra0Ne3t7Ll++jL29Pd7e3qLDtXv3bnR1df+25fGfrKG63bx5E6lUipKSEoaGhtjb25OVlYWpqSkZGRnU1taSmpqKiooKwcHBeHt78/nnn2NjY8O8efOIi4ujrKyMgYEB1NXVGRwcpLCwEIlEQnBwMD4+PmRkZNDR0SHiIbt37yY3N5c5c+bQ19cnrqFfvnzJ+vXr8fT0JCsri9raWvLy8igtLaW9vV1cpTc0NDBhwgQALly4QG9vL+PHj8fKyorMzEwcHR1fed2qq6vZuXMnPT09+Pv7C8SesrIyDx8+JCwsDFVVVfFynj59Onv37uW7775jypQpLFq0iNraWmxtbbGxseHixYu8ePGCo0ePoqmpSVVVFTU1NdTU1KCkpMTs2bNJSkpCQUGBGzduYG9vj56eHrq6ulhZWaGqqsqMGTNYvXo1JiYmxMbG0t/fT3BwMBERESQnJ5OWlsaFCxf49NNPGTVqFCUlJTx69Aj4q8tpamo6LDbWK1euCJP9EL55CC9ta2srpItDDpch+tL69et588030dHRQU9Pj8DAQAwNDblw4QKBgYFYWlryzjvvsHfvXjIzM4mPj0cqleLp6SlMx729vcydOxczMzMqKyuF02HHjh0sWrSIFy9ekJycjLGxsfhnXFxcKCwsZOXKlaSnp+Pp6UlRURFJSUls3LhRxLNedd3KyspobGykoaEBExMTPDw8ePToEQMDA2RlZREVFYWmpibe3t6oqamRmprKsmXL6OzsRF9fHx0dHVRVVdHV1RWEuSVLltDS0sKmTZtIS0sTee/s7GykUimampp8/fXXBAQEYGtrS0lJCSUlJRgaGrJw4UJhWH/06BG5ubl4eHjg6OhIbGwsCQkJrF27lry8PKqrq2loaGDUqFHMnDmTnJwc7O3th6VunZ2dbN++HWdnZ7S0tHj69Cnh4eFMmDCBs2fPMjg4iL+/Py4uLgK9rKKiwr1798RsT2dnJ35+fowbNw6JRMKtW7d49uwZt27d4siRIwKVq66uzu3bt2lubhZD60NkRD09PTw9PQkPDycnJwe5XM53330nxI39/f2CLKimpoa+vj6urq48fPiQvLw8/Pz8+PrrrzE1NRWzX6/yGXf58mUCAgLo6elBR0eHESNGiKHkhoYG2tvbqampITo6mqKiIry8vHj77bdRVVUlJyeHqqoq+vr6iI+Pp6CggOnTpzNy5EhevHjBTz/9REBAgCDpWFtbY2Zmxq1btzA3N2f9+vXC4dDU1IS2tjYDAwOkpqZSX1/P1KlT0dfXx9fXFz09Pa5du8bLly8pLy/HwsICbW1tdHV10dLSoqenh5aWFt5++23a2tpeed26urr44osv0NHRwdbWlsHBQTw8PDhw4ACHDx8mPT2dU6dO4efnR1hYGAUFBUgkEiorKwkPDxe3tEPxvNmzZ5Obm4uBgQGnT58mNzcXHx8fJBKJmBPS0NDg448/Zvbs2Xh7e1NUVERWVhbNzc3ExcURERHB8+fPCQsLE2TAkJAQCgoK8Pb2xtLSkp9//hkPDw+UlZVRUlJCIpFQVlZGbm4u69evH5bf1ZycHBwcHIiOjhazu4qKity5cwdHR0fu3r2Lo6Oj8D0lJiby5MkTjh07hrOzMyYmJjx8+JArV66Qk5ODpaUlAwMDbN++nQMHDjB69Gj6+/upqalhcHAQOzs7jhw5wqpVqyguLkZRURF1dXU0NDTQ1dXF19eXlJQUSkpKiIiIoLS0FH19fYyMjEhOTubUqVPk5eVhZGSEiYkJs2bNorq6mri4ON58881he6fGx8eTnJyMqqoq1dXVFBcXs3PnTn744Qfc3Nx4/PgxY8aMEcjgFStWYGxsTHJyMr29vYwZM0ZEtrKzs/nhhx+wt7fH3Nyc2bNnCzJmYmIijx8/FnCWI0eO8Omnn9LR0UF3dzcSiYTe3l6ys7NRVlbmxYsXyOVyZsyYgZeXl5jrjY+Px9vbm23btnH06FHGjRuHiYmJSNhs3rz51RnOXV1dxSCTXC6nsbERfX19QkJC2LhxIydOnPivPi8rK4spU6ZgbW2NsrIycXFxAo9WWFjIxYsXqa+vR1VVFSMjIxwcHLh27Rra2to8e/aMt956C0tLS7EJUlNTIy4ujk8//ZSuri4KCwuRSqX4+vqioKCAkpKSEB79+eefFBQUUFNTI3CSQ+KftrY2AgMDMTY2FtlZIyMjtLW1GT16NFevXhWbF3Nzc3Jzc5HJZEycOPGflPW/XqamprS3t2Nvb4+CggLR0dGC0JGamsr48eMZO3Ysenp6qKuri41ZcXExiYmJIhc5RLnp7u4Wkbm3336b+Ph44Vt49OgRdXV1nDlzBl9fXzo7Ozl9+jQFBQV0dHTQ29tLUVER9+7dIzg4mLNnzzJt2jRUVVVJTk5GQ0OD27dv89Zbb1FdXS0wuwMDA2RkZHDt2jVaWlqGRcAlk8mYMWMGtbW1qKqqCiFZaWkp48aNIy0tDV1dXTo6OoC/PCSjR49GV1eXxYsXCyoT/CUImjp1KuXl5Rw8eFBsvmNiYigtLUVLS4vc3Fy0tLSorq5GTU0NDw8PXF1dqamp4e7duzQ3N7NmzRrR6R4itunq6uLh4YGqqiozZ86kqamJqqoqHj9+LIaGPT09hw3fCWBkZMT9+/dxdnYWPPbm5maWL1+OoqIilpaWPH/+HCUlJaRSKcXFxSxfvpyffvoJR0dHQW4ZesGGhYUJetfUqVOxtLQUzpy+vj4uXLgAgJ+fHy9evCA+Pp4JEybg4+ODo6Mjzc3NqKmpER0dTVVVlbBJKykp4ejoyJ07d0TWuLu7W5CHhm5Xhqt2qqqqYuM/NBdlamoqfpdSUlJwdnYW1D+JRMLLly+ZN28e+vr6Yii3q6uLjo4OtLS02Lx5M7/99huWlpbY2trS29tLSkoKTU1NuLm5kZaWho2NDRoaGvj5+dHa2kp7eztz5syhpaWFzMxMCgsLqa+vp729XUAQhiRvBgYGKCgoYGJigqqqKn5+fpiZmZGdnT0sNYO/cuRjxozByMiI6upqLC0tmTp1Kjdv3sTDw4Nr167h7OzM06dPqa6uxtPTk4CAAJSVlXnjjTe4deuWyOc/ffqUxsZGbG1t+fLLLzl58iQPHjzA19cXRUVFIQY8fPgwqqqqjBw5ErlczqVLl8jJyUFTU1PE/TIyMhg1ahTJycnk5uYyODiIVCrlzTffxNzcnIcPH/L8+XMkEgkBAQHY2dlRWlrKnTt3mDRp0iuvm4eHB05OTly8eJHq6mpaW1t59uwZCgoKvPfee+zYsYPa2loMDQ0JDg7GyclJYKoBMjIy0NPTE4PfoaGh/2OWzdHRESMjIzo7OzE0NKSrq4va2lrq6+tJSkoiJCQEU1NTsrKyeP78OQoKCtja2gpwgrOzM/39/ZSUlAi0/YsXL6ipqeHzzz8Xg9pDyNi4uLi/3dT8v1lDSP7BwUGBSn758iXr1q0jNjaWjIwM/Pz8MDY2pqioiK6uLmxsbLCwsODMmTM0NDTg6ekpPDlDjoW0tDSUlZUxMzNDR0eHuro6amtr6ejoQEVFhbFjxxIWFkZFRQVpaWnk5eVhYGDAvHnzRBSmqKgIDw8PfH19AXj48KGYf5g5cyZXr14lKCiIzs5Obt++zcDAAOHh4a+8ZkOrqamJEydOYGFhgYuLCzU1NTQ3N/Ps2TPCwsKEK8zCwoLQ0FAGBwdxd3dHJpOhrq5OZ2cn9fX1mJqa4ubmhkwm48qVK/zxxx9CelxSUoKxsbGATAyJU3Nycli5ciV1dXWkpaWJ/cauXbuQyWTCj9HY2Ii6ujrOzs4A7Nixg/v37wtc9FADNj09fdgw7Lq6uvT19aGmpoadnR1SqZRbt24xefJkLCwsePDgAUlJSYSGhmJtbU11dTVpaWkoKCiwZs0azp8/L/ZTdXV1RERE0N7ezqxZszh9+jT+/v4C4Txr1ixBxxqaP3RyckJNTU04UYa8K0P4/vb2drKyskSscvTo0TQ2NnL8+HFkMhmampro6uoyYsSI/+q26B+hdvPy8nj33Xe5desWM2bM4K233uKPP/7gk08+ITMz87/+PGVlZVpaWpBIJOLq8M6dO0RFRdHc3IyCggIjRozA3NwcqVRKcHAw6urqAtHW3t4uTvxDnOPMzExBSsjLy6Orq0t0K3R0dPDx8UFZWZnS0lLs7OwwMzPD3t6ehQsX4urqytixY2lvbwegvLyc9PR0ampqsLOzw8PDg/LycsLDw1m4cCGGhoakp6eTn5/P3LlzxQP8VS89PT1qampQUFBAJpMJuYyVlZVAmA7l/XJycsjMzBQdnbi4OLGB1tbWFlzswcFBgoKCyMjIID8/n+zsbPr6+hgzZgwzZ86kp6eH2tpaTp06xYMHD2hubhYP2ubmZvr7+7l8+TI1NTUUFRUBYGNjI5joQ4fEobobGRmJ24ghsd6rXsrKyoSGhmJmZoaqqqrosGhpaWFhYUFDQ4PYVAyZbA0MDLh37x5WVlZ0dXXR3NyMRCJBX19f4IYfP35MUlISycnJAv9sbW1Nfn4+rq6uqKmp0dfXR0dHB62trXR1ddHV1UVcXByhoaHk5eVha2uLvr6+oEoMDg7y4sUL3N3dBXZ0qMNjZWWFi4sL8fHxw1I3QAzNVldXMzg4iLOzs/Ad1NTU8Pz5c2JjYyksLKS5uZnu7m48PT3R09MjIiICR0dH7OzsaGtrIz09Xfg8tLW1sbCwEC/0IRNyfX09jY2NjB07ltGjR2NiYiJuCurq6khPT2fhwoWUlZWhq6uLTCbDwcEBBwcHurq6cHJyoqKigrNnz1JQUEB3dzempqZYWFgMGxIbQEFBAU1NTQAhRszJycHJyUk8k4a+T+bm5mhoaKCtrU1/fz+WlpYYGhqipqYm8KVDXaWVK1diYGCAra0tOjo6oqOtqqqKq6sr8NdsU0xMjLgBtbW1RVlZWdDvBgcHUVFREahrV1dXgdft6OjA0tISa2trenp6yMjIGBbq0NDKz8/Hy8sLBwcHTExMsLe3Ry6Xk5SUxNixY6moqAAQ9bK0tERLSwtnZ2fGjBnD6NGjMTY2Fl4XuVyOlZWVGD4d6kJnZ2dTWFgoDobGxsZ4eXmJ7LO1tTVKSkoUFBSITdK0adMwMTHB2tpafI6BgQHBwcHCGGxtbS2+/0N+muFYJiYmpKWliUPVs2fP6Ojo4NGjR5w9e5Znz54xMDCAqamp+G+tqKhIUlKSaCSlp6eLCEVGRgaPHz9GVVWV+fPno6enR2NjIyUlJeTl5ZGYmEh9fT2Ojo7ExcWRkpJCXV2dmJMxNDTE09MTa2trzM3NsbGxQSaT0d3dLXChPj4+wF/PGB0dHVxdXbGysiI3N3fY6iaTyQgLC0Mmk9HY2IhcLkdHRwdvb2/u3btHb28vioqKpKWlcefOHUpKSlBWVkZFRYXu7m4sLS1FzXt6ejh37hwZGRnAXw6RoXegurq6OMjevn0bZWVl1NTUSEhIQFtbW8STHBwcmDZtGqNGjcLX1xc3NzcMDAxQVVUV3p+rV69SXV2NsrIyTU1NJCcnU1BQQEhICJ6ensNSN/hrX3j79m1yc3Pp7u4WlDNjY2Pi4+MJCAjAwsJC/PsPyfJiY2P5448/SEpKAsDY2FjcwOnp6VFVVYWWlhYvXrygtrZWdOh7enrE4Li2tja1tbUCh9ze3i48FM3NzVy5coW2tjYaGxvJzc1FQ0MDqVSKu7s7U6dOZdSoUdjY2KCuri5kpsO1jI2NsbKyEhHJIelzQEAAJSUlQuKpo6MjkgQNDQ2YmZmRlpZGTEwMLS0tdHR0UFpaSm1tLebm5ty6dYuHDx+irq4uXHlDzo/MzExcXFyQSqVCDdDa2kpdXR3+/v74+vqKJt2QTDw7O1t49hobG7l79y7Ozs4UFBRw9+5dSktLUVdX/9s/9z+6+di6dStff/01g4OD6Ovr88477/DBBx/Q1tbG2rVr/+vP8/Ly4tmzZ/T394uNyaVLl0T0ZObMmfT29oqHv0Qiwd/fn3PnzjF//nzi4+NRUVHBw8MDTU1Nurq6CAsLo6qqSgjw2tvb0dXVxdDQUBhuLS0tKSsrQyaToa2tTW9vL9bW1jQ3N2NraysEgnFxcSgpKeHn54dUKqWkpITU1FSmTp3K7NmzuXbtGk+ePEFTU5PRo0dz+PDhYbn9yMrKory8nJSUFEaMGEFQUBApKSk4ODhgZGTE8+fPMTIyori4mOTkZExNTdHU1MTKyoqEhARcXFyora1FSUkJBwcH5HI5pqamTJkyha+//pqIiAjxUJs2bRo9PT0iI33nzh1CQ0NZsGABRkZGIrbm6+vLtm3b8PX1FTMdzs7OlJSU4OLiQktLCzk5OUJC2NPTI6ITwyXKq6qq+h9md01NTREtaGhoQE9PTzyAhn6RdXR0ePDgAVKpFBMTE5SVlXF2dsbKyooDBw7Q0NCAgYEB9fX11NTUoKamhpeXFz4+Pujr6zNr1ixcXV05fPgwycnJlJSUiA7Q7du3KSgowN/fn4ULF9LW1oaKigp+fn7I5XLRcaiqqmLq1KnY29vT3t5OV1cXAwMDxMfHD8sQK/xlY9XV1aWpqYmSkhLMzMxwc3Njx44d2NnZkZycjJqaGhoaGqipqeHi4oKSkhJTp05FWVmZ27dvI5FI0NTUxNbWVvysiYmJtLa2kpSUhIGBgegaDvHZJ06cKNwdt27dIjc3F19fX+zs7AgJCaG/vx8FBQU6Ojqwt7cnICCApKQkVqxYwb59+1BWVsbExAQHBwfc3d1RVVXl7t27zJ8/f1jqpqamRlhYGDExMWRkZKCjo8OlS5eYNWsWXl5eyGQyYaq1t7ensbGR5cuXCwfH0JDh0KZowYIFfPjhhxw7dkw4ePT19bGyshLND3d3d4qLi9HV1eX8+fMEBwfj4OBAZWUlXV1dAlhQV1eHsrIyNjY22NnZiUHV2tpa+vr66Ovro729HQ0NDfT19Wlubh62TY2+vj719fUMDAxgYmKCuro6iYmJVFdXi8iTkpIS9vb2eHh4YGdnB4CPjw/d3d3COaGkpISGhoYQn1ZVVTF//nyqq6t59OiReHEmJyeTmprKrFmz6O/vF4JRKysr1NTUsLS0pLu7W8TObG1tkclkuLm5ce3aNUG8amtrw8PDAwcHBzQ0NBgYGBAenOFY/f39pKamihuN2NhYpk2bRnt7O7t27RID+NbW1pSWlpKRkUFqaipxcXFMnz4dKysrMQs5FOPNzs5m0aJFTJ06lcjISLq7u+no6KC/v5+uri58fX0ZP348v/zyi3ClKCsrC7JWaWkpqqqqeHh4oKioKDbpCQkJDA4OMnLkSNra2njx4oV439rY2HD9+nXR7X/VKzs7G3t7e0pLS0lPT6ejo4NJkyZx4cIF2tvbCQ4OpqioiJqaGtra2kRjKSsrC19fX8aNG8eJEyd4+fIl1tbWJCUlMTAwQHBwsJD59vX10dvbi4mJCc7Oznz44YcEBgaSlpYmMLw6Ojp89913tLW1sWzZMpqamigvL6ezs1NIVN3d3QkJCeHAgQOoqKjg6elJTEyMkPItW7ZMHACHY5WUlKCjo0N3dzfV1dWCxOTl5cXVq1dZuXKloEpWV1eTmJiIlZUVVVVV3L17Fz09PVxdXcnIyODhw4f09PTg7e2NhoYGWVlZpKSk4OHhgZKSEjU1NTg6OuLn50dtbS2WlpYkJSWhpaWFk5MTysrKKCsrk5WVxe3btykqKmL69OnCgWRubk5XVxf37t0jNDQUd3d3NDQ06O/vF82c4Vq2trai8RMTE0NOTg6LFy+mqKiIyspKxo8fj5KSEsXFxcTFxaGtrY1MJiM8PJy9e/dSWVmJuro6WlpatLa2kpGRgZGRER9++CEzZ85EXV0dqVRKTU0NiYmJTJkyhbS0NCwtLQkLCyMuLg5jY2MGBwdpbW2lpqaG4OBgKioq0NLSwsTERECI+vv76evrExRQc3Nznjx5QkFBAW5ubvT09DBq1Ki/9XP/o8OHgYGBILEAjB07lufPn9PV1YW2tvZ//Xk6Ojq8/fbbtLa2cv/+fR4+fIi3tzfGxsZcv36dnTt3UlRURFRUFOnp6TQ0NBAeHi7iO8+ePWPjxo14e3uTnZ1Neno6Y8aMISYmhsbGRt58801aW1u5dOkST5484bPPPuPHH39kyZIlmJmZ8euvv+Lk5IS2tjaffPIJc+bMwdnZmR9++IHExER6e3uxt7cXUYZTp04JyVlnZ6cwAxsbG/Pvf/8bPT29f1LW/3rduHGDsWPHEhsbS25urqB4BQYGsmrVKs6cOUNVVRVdXV2oqqqiqqoqLOwGBgZYWlpSWVmJkpIStra2lJWVsXTpUvr7+1FXV2fmzJno6elx584dduzYgZ+fHxMnTsTQ0BAnJydmzJiBj4+PePlv27aNxMREbGxsyMrKYtOmTejr6wui1Lx585gwYQIpKSkUFRWRmprKlClTGD16NKdOnUIqlYpT9qtcp0+fFhnuoVs8b29vsfGvra1l5syZNDY2CkrNhAkTsLKyIj4+Hn19fYKDg7GxsaGyspK8vDza29tZvXo1Fy9eRF1dHUtLS3p7e6mqqmLkyJE0NDSgq6vL/PnzOXfuHHl5eSgpKREUFERpaSmHDh3izp076OvrExQUhJqamsjLfvPNN+Tl5bF+/Xohv5TL5RQUFKCmpkZoaOgrr9nQ6urqYvz48dTW1nL9+nVMTU3R19cXkIFVq1axYcMGBgcHKS0txd3dnby8PB4+fMibb77JpUuXaGpqIjw8nLFjxzIwMICXlxeBgYG89dZbIjdsZGRET08Pa9euJSUlhc7OTq5fv86jR4+QyWQEBQXh6upKZ2cn33zzDe3t7aSmpiKRSJBIJNjZ2bFu3ToaGxvx8/NjzZo1gsQyMDCApqbmsMryhl5mnZ2dwp7b3NzM5s2buXz5srhNffLkCTk5Obi7uwtiTn5+vrDG6+vrU1hYSHd3NyNGjCAjI4NHjx4xYcIENDU1MTIyQiaToaGhQVxcHBoaGnz22WfcunWLu3fv0tjYyNq1azlz5gzLly/n+vXrZGdnExoaipOTE2ZmZsIqPW3aNI4cOSJknJMmTcLIyIizZ8+Kua1Xvfz9/fniiy8IDAxkypQpWFhYoKenx5UrVygvL/8fpmInJycaGhoYGBjg9ddf59q1a8IBY2xszK1btzh58iQaGhpcvXqVhoYGMjIy0NLSYs6cOSKmJ5FI+PLLLxk7diy9vb2kpqZSU1ODj48PX3zxBf/6179E5E9VVVV8n5YsWYKlpSVXrlwhLi6ON954Q2yChuzOWlpa5OXlvfK6SSQSPD09efz4MbW1tfj5+WFhYcHevXtZsmSJsCM7ODiwYsUKEhMT2bVrFwsXLkRFRYVVq1YhlUqJjo7G2NiYRYsW8fHHH4vY3ciRIxkzZoy4PbexsSE7O5uTJ0/S1tYmiDpFRUVoaGiQk5NDYWGh8FpkZGRQUVGBnp4eEyZMYMKECSJ10N/fz5MnT2hpaWHWrFl89NFHrFy5cliQ4lu2bGH16tW4uLggk8mQSCQC6TqUtXdwcBC27AsXLvDixQtu374tXFBDXXMbGxumT5/O6dOn+fe//010dDQJCQncuHEDLS0tXnvtNXp6erCxsWH27NlcuXKFjRs3EhISQnFxMaGhoSgpKVFSUoKdnR0HDhxAV1cXNzc3AUAYiiNt2bKFPXv2EBUVhbW1NZMnT6apqYm0tDRBT3zVy87Ojnnz5gmc9aNHj1i4cCG//fYbpqam/Pvf/8bPzw8HBwchMD5x4gR3796lrKwMDw8P3NzcyM/PR19fn6+//pq0tDThhhraqwQEBDB58mTS09MF2jgoKAhzc3MuX75Me3s7CxYs4MyZMyxevBiJRIKLiwvR0dFi6Foul1NfX8/Vq1dRUlJi6dKlxMfHC5FtWFiYSL686iWRSHB1dSUvL08I+1RUVPjss8+4e/eu8MapqKjQ3NwsHD5+fn4sWbKE7777jsLCQpqamtDR0WHTpk3cu3cPPT09vvjiCyorK/ntt9949OgRFhYWODg4EBgYyNKlS4WEdKjh2tXVxe+//46LiwszZsxALpdz48YN0tLSsLCwEMTUd955h/nz5xMZGUlHRwc2NjYYGRlRVlb2t3/uf4za/V/XkIDknxw84K8OnZOTE9HR0aIT6uLiwr1791iyZAlvvfUWGzZsYMeOHeTl5fHBBx+gpKTEn3/+iZ2dHTdu3ODRo0dcu3aNiooKRo4cSWZmJpWVlSxfvhypVIqBgQGTJ09GRUWFW7duIZFI6Ovrw8XFhffee4/y8nL09fV58803iY2NZcWKFYSHh/Pee+8xefJkrl27RmpqKr/88gurVq3ixIkTREdHC1vk7NmzcXV15dKlS+zevfv/i7L+/10jR46koqKCiRMnMmLECKqrqzlx4oTYeGloaAj++BBuMj4+XiBls7Ky8Pf3x9HRkY6ODkaMGCGu6GbPns1vv/0mGNo2NjYEBweLOZLjx4//D/rH2rVr2bZtG52dnfzxxx9iNqSiooL79++zc+dOZs6ciaurK+Hh4dy4cYPMzExevHhBQ0MDWVlZbNmyZVjq9vnnn5OYmEhnZydGRkaMGDGC7OxsMXw5duxYfH19xQ2Zh4cHAOvXr6ekpEQM9V+5coXu7m5++uknkXt8+vQp06ZNo6Ojg/b2dvH5M2bMYM+ePXh4eJCfny/M7nFxcUilUj788EOKiopob2/H2NiYS5cu0dPTw759+3j69Cm///47iYmJTJ06FVdXVwwNDSksLOTq1avMnTt3WOoGoKioSENDA8HBwWhpaXHp0iWcnJyIjY1FR0cHRUVFsrOzqaioEPbT8ePH88EHH7Bx40bMzc354osvqK6uJjY2llmzZgnay8qVK4mKigKgoKCAzMxM0tPT0dLSYuHChRw5coQpU6agq6vL+PHjUVZWZvPmzeTk5ODs7Myff/6Jp6cn3d3d3Lhxg59++omPPvoIY2Njli5dyieffIKmpiYvXrwQcz3DtTZt2kRxcTEjRowgPDwcV1dXQkJCOHz4MLdv3xaiNh8fH/z8/GhsbERVVZWff/5ZCPCGzLWGhoYCuDGEO9y/fz/m5uZMnz4df39/ysvLKS4upqKignfeeYdvvvmGwMBA6uvraW5uprOzU/DsDQwMMDY2pqenh+TkZLKzsxkYGMDQ0FCYqIduUg8dOsTixYuHrW4qKio4ODiI2SIdHR1++eUXEhISePPNN1m1ahX29vbC79Le3i4sx1OnThUb6CGXh62tLZ9++inl5eUi7vHee+/h4ODAw4cPSUxMxMTEROBjFy9ezMaNG5HL5TQ0NKCpqYmXlxd+fn5ERkYyf/58Hj16xPbt27G2tmbUqFGUlpayePFiwsLCiI6O5tKlS8TGxtLQ0MDz58+HpW76+vpcu3aN58+fi1hdYWEhU6ZM4f79+5w+fZqmpiYqKyu5efMmXl5efPrppwIUkZ2dzYwZM3BxceHPP/9k7dq1zJ8/XxizJRKJwOrb2Njw1ltvoayszKeffkpeXh4NDQ2iSaOpqYmysjJbtmzh1q1b7Nq1CxMTEwICAujr62Pnzp2oqqqiqanJ0qVL+eyzzzAwMODx48f85z//Yfr06cMWyVVTUxO3Et3d3RQXFxMREYFMJmPJkiU4ODiwa9cuUlJSkEql2NjY8Nprr+Hk5MTTp0+JiorC3d0de3t7ysvLqampwcrKit9//53c3Fzu3r0r6Gi9vb3Y2toSEBBAW1sbM2bMYMeOHSxbtoz169ezYcMGzpw5Q2hoKOPHjxed+yFr/IYNG1BWVsbIyIimpiYkEgkTJ07Ezs4OmUxGWVkZe/bs+T+SSV/F8vPzw9raWtwYjR49WhAhDx8+TFNTE2fOnCE1NZUZM2aIzvy+ffvIz8/n3LlzjB07Fi0tLVxdXUlMTGTy5MkMDg7i6uoqnD9De4Xi4mLefvttsaH+888/RfR02bJlzJ8/n927dxMYGMjTp0/ZvHkzEomEq1evkp6ezocffihuhYuLizl79ix9fX1MmjSJ//znP7z22mvDUrehJmVkZCTNzc1MnToVXV1dqqqqyMnJ4ZtvvmHZsmUMDAzQ2Ngobsvi4uIwMjJi6tSpolmVmpoqkicJCQkCUa6rqyti85GRkfj5+REUFIStrS01NTU0NDSQl5dHVlYWR44c4fvvv0dXV5fCwkJGjhzJmjVrUFZWJjExkevXr/P666+zbNkyTE1Nefr0qfAo/Td7uL91+Dh27Bi1tbW0trYyZswYgdMtLi7m3XffJSsrC1VVVZYuXSp8BP/NMjU15eOPPyYoKIj9+/ejqKhIcXExnZ2d3L9/n7Vr1zJ58mRkMpkwq6qrq5OSksKff/5JU1MTCxYsoKOjg1u3bpGVlSV08zNmzBCn68jISDEb8eTJE/z8/MjNzaWyshIvLy9aW1v59NNP6evrY82aNfT396OtrU1zczNLly5FT0+Pw4cPk5qayosXL7C1tRUyKnd3d0JDQ1m2bBljx46lrq7uv6rBP1lGRkaEh4dz7949jh8/jq+vLx999BHFxcWYmJjQ2NjIokWLMDQ05Ny5cygqKnLv3j3GjBlDSEgISkpK+Pj4YGZmxrNnz5g5cybbtm3D3d2d+fPnExISQkpKCjk5OZSWliKRSLh48SLZ2dns2bOHRYsWoaqqSlZWFocPH+brr79m0qRJHDp0iJSUFHR0dMjLyxPZQ1dXV2bNmoWKigplZWW88cYbGBkZkZqayvbt29m3b9+wHNw2bdrEW2+9hZubmzg4pqamkpaWRnZ2Nnp6eqJbOnbsWBoaGsTAuLe3N66uriKaJ5FIWLp0KSEhIaxYsQIHBwcuXLjAqFGjUFZW5s6dO8hkMubMmcPjx49ZtmwZN2/epLOzU0Q4vvnmG8rLy/n111/R09OjtraW8PBwli5dKm72AD755BOys7MFo3to8HP06NHDNmfU3t7O+PHjqampIS4uDmVlZVavXs3y5cu5cuUKsbGx3L17l5CQEFatWkVGRgabNm3i448/5vbt2zx69Ijy8nKUlJRYsWIFMpkMGxsbbty4wfz589mxYwfa2tpUV1fj5uZGWFgYH330ETt37sTIyAiAwcFBHj58KEy2Fy5cYNu2baJOWlpayOVy9PX1efbsGWZmZjQ3N/P7779TWloqbgiSkpKYN2/esNTNzc2NKVOm0NzczODgIFZWVuL3MjY2VgA1ampq+OOPP4TbaOfOnVRWVgrccnFxsQA0DM1x9fb2smjRIurq6jh16hR79+5l1apVdHV18e9//5uHDx/y559/ihf5tm3bMDAwQCaT8csvv9Df34+vry/l5eW0trYSHByMtbU1UVFRXL58mQ8++ABLS0tWr17N5MmTBQRgOFZdXR3u7u5YWVnR29vLzZs3kclkWFtbc+HCBUpKSkhOThZ5/G3btuHm5kZpaSmRkZECOb5x40aBCb916xYuLi64u7uzceNGKioqBKlp/PjxNDQ0sHbtWmxsbLCxsSE/P5/Y2FhaWlqYNm0aSUlJZGVlMX36dBQVFXF0dGTGjBm0t7cTHx+Pm5sbVlZWtLW18eTJEx4+fIhEIiEiIoJly5YNi/RtcHCQDz/8kIiICNHgaWxsxMPDg8DAQH755RfhyGlubsbExITo6GgOHDggutUjRowgNDSUESNGcOfOHaysrFi6dCkODg709/czdepUtLW1OX78OAcPHhTNmSGB5SeffMKkSZMoLi5m5syZJCUlieHX9PR04fHJyMjgiy++4OTJk/z73/8WHfuhmGRtbS1HjhwR8z2vci1evJipU6dSUFCAoqKieBcOHSzOnj1LbGws/v7+yGQyzpw5Q319PTKZjB9//BElJSX27dsnZqyam5vZsWMHWVlZ6Onpid87qVRKTEwMU6ZMISAggBMnTtDT04O2tjZKSkrcuXOHw4cPs2/fPtE8tLa2pre3l0mTJuHp6cnLly/57LPPaGxsZNasWUycOJG2tjZSUlK4dOkSKSkpbN269ZXXbGhVVlZy7NgxfHx8hAx1CEu8fPlyPv/8c1paWkhMTKSgoIDx48fj5ubGwYMHefbsGe3t7fz8889YWloyceJErl27xrFjx9DR0WHq1Kl8+eWX3Lp1i+bmZiwsLIRiwcPDg8OHDzNmzBjq6+vp6upi8eLFGBsbY2lpibe3N+fPn+f69es4ODiwYcMGTp48SVZWFlu3buXIkSPk5eWxdu1aQa0cigoOx7p8+TKTJk3CwMCA3t5e7OzscHR0pLOzk927dxMXF4eFhQWlpaVUVFQQERHBxx9/zA8//MCKFSv44osvCAgIoLCwEF1dXQ4dOsTLly9ZsmQJ06dPZ/78+bS0tKClpYWioiKrV6+msrISHx8f2traOHXqFK6urpiamjI4OMi4cePYsWMHNTU1REVFUVFRQW5uLjo6OuTk5NDV1UVmZiZxcXFs376dLVu2cODAAerr6wWE4u+sv4XadXFxISAggL1794rM6tAXvq6ujtDQUJydnXny5Alz5sxhzZo1f+sPH0KN5eXlER0dTU9PD05OTowYMQIVFRWBjLSxseHgwYM0NzczevRowsPDaWpq4vvvv8fZ2ZnZs2fT1dXF/fv3uXnzJgMDAzx9+pQJEyagpqaGmZkZb7zxBlVVVZw5c4YvvviCQ4cOsXbtWj799FM8PT2JiIgQlCx9fX3y8/O5desWlpaWFBYWsnDhQtatWyfiLhkZGchkMgoLC8WLJi4ujsbGRo4ePUp9ff0rxwJqa2uTmZlJR0cHDQ0N1NTUMGnSJFJSUrhy5Qrr1q0jOjoaJycnXF1defnyJSUlJWKotaqqisuXLzNhwgQmTpzIpk2bKC8vR0tLCw0NDSEac3d3Z2BggLt37xIWFsaSJUv417/+RWNjoyDqzJo1i3Xr1vHw4UO2bdtGV1cXs2bNoqOjg6SkJORyOa2traxYsQJVVVU0NDQElWiIeOXr64u6uvorr9v27dtZtGiRiDeVl5dz+vRpHB0dBU7X0dERHx8fKioq+P777xk/fjy5ublkZGTw008/cfz4cVpaWrCwsODJkyfiASCVSjl16hRjxoxBQUGBq1evIpVK+emnn9izZw9Pnz4lMzMTDw8PDA0NaW5uZvfu3cTGxtLW1sbLly+JiIjA1dWV3Nxcjhw5goWFBRcvXkRVVRVlZWW2bt2Kvb09xcXFWFhYCOnjcGABv/jiC7Zt24aenh737t0jNjaWDRs2sHnzZnp6enj//ffp6enh1q1bFBYWMmvWLBYvXszixYvJycnh8OHDuLu78+zZMzIzM1m+fDmqqqo4OjqSlJQkHAMODg5UVFTw1VdfMW7cOP744w9iYmIoLy+nuroaHR0dLC0tyczMxNfXlx9++IEpU6Zw/fp1MZjY09PDxo0b2bNnD9euXcPAwEDQdoYGIoe6bK+6bgoKCpSXlwuaycOHD/n222+Ji4ujqamJ7777TiBftbW1yc3NpaOjg7fffpvt27ezZMkSjI2NqaysZHBwkClTpnDo0CGio6MZPXo0CxYswMzMjO7ublpbW+ns7OTTTz+luLiYd955h7y8PMLCwnB0dCQzMxNPT0/efvtt0tLSRAxn6BY0PT2dJUuWMGHCBE6ePCk49HV1dSQkJODr68vo0aOHpW5D8UNdXV2qq6u5c+cOeXl5bNy4kYyMDGHdrqioIDU1FUVFRa5evcrYsWNZv349J06cQENDAy0tLYyNjRk3bpzwl1hYWHD06FE8PT2xtLQkMTGR8+fPs3jxYl577TXxZ8vlcuH1+fjjj5k4cSIzZ84kNzcXV1dXnj9/TmlpKZ9//jkVFRUCvGJpaYm5uTmOjo44Ozujra2NkZERUqn0lT/jLC0tef/99/H09ERRUZHDhw9jZWXFlClTsLGx4fnz5ygrK5OamkpGRobAk6qqqtLZ2cn48eOZO3cumZmZPHr0CE9PT06ePMmvv/5KXFwcNjY2ZGZmIpFI0NXVZfPmzRgbGzNp0iTa2trETdGQ7PfgwYNkZmaipaVFf38/Li4uPHnyhKysLIHXnzRpEl999ZWI4pqbm1NTUyMcB6/yOzdUt4aGBoGdH3qvNjU18fz5cyEBfeONN4THy9HRkR07dtDT04ODgwPbt29HTU2N69evk5CQwNixY7l3756wv0skEuzt7SkoKOD27dt4e3uzefNm7O3tyc7O5uzZsyJiGRoaSnR0NBs3bmTXrl1IJBK6urqoqanBxsaGt99+mw0bNrBx40YUFRXZtWsXlZWVTJw4kVWrVqGmpiagFsPxu1pXV8cXX3zB6NGjUVFR4aeffsLa2pqff/6ZpUuXIpFI6OnpYdGiRQQHBxMbG4uVlZWQ7x47doy3336bOXPmMDg4SGRkJBUVFWI+8MiRI4SGhqKsrMz9+/cxNDTk7t27LFy4kCVLlnDu3DnU1dUZOXIkdnZ2VFRUMG3aNJqbm4VEUEtLSwyVZ2RkYGlpiaamJgcOHCAqKoqAgACmT59OdnY2kyZNGpa6qaur88EHHwjkb1VVFWFhYRw8eFB4ThwcHLC2thZRsc7OTi5dusS5c+fo6uoiJydHoP+fP3/On3/+yRtvvIGZmRnTp08nNTWVu3fv0tXVxbZt2/juu+84ffo0MTExHDp0iObmZvT19QX8qb6+nlWrVlFdXc3cuXNFfPrMmTPMmzePPXv2kJuby8qVKwkPD0cmk1FQUMCDBw947bXX/r9D7aqrq7Nv377/cfX54YcfUl9fzxtvvCHwqBs3bmTt2rV/+/AxtIbMl0NT883NzYSFhREUFERjY6OQmfn5+REaGkpcXBy3b98WeK+CggLq6+vR1tbm7bffxtzcnPnz5zNv3jzBwS4oKEBdXZ1Vq1axY8cO3n33XfHCzc/PJzExEXNzc2pra0lKSmL58uX09/cTHx/PRx99xMSJE9HT06O1tZWLFy+SnJwsePktLS20tbURHh6Ov7//sIjyAI4ePcrTp09pamrC0tISNzc3du7cyfr16ykuLqagoICIiAg6OztJTU1lcHCQNWvWcOHCBerr68WGu6KigkOHDrFw4UJkMhm5ubl0dXWhoKBAZGQkjx8/FhSh3bt3o6GhwbFjx0QnVEFBAYlEwocffsj3339PVFQUzs7OXLx4kfDwcGbOnMmlS5eIj49nypQpvHjxAmNjYzw8PJDL5RQWFmJpaYmdnZ3Iw7/KtWXLFsrLy3n69Cm6urro6OhgbW2NqakpX375pRhoPXLkCN3d3cyaNYuoqCjhkElISEAul2NnZ4eXlxednZ1899134mE1JDcaOqi2tbXxzTffYGZmRlFREUZGRpiamqKrq4uuri7d3d3s2LFDXPUPDAyQnZ1NW1sbioqK2Nrasn//fpYuXcpbb72Fs7MzVVVVJCcni/+2wzVw7ufnx4ULF0SkB2Dnzp2MHz8ef3///yHtVFZW5vnz5wwMDCCVStHT00NbW1sM8w/Jx/bu3cu5c+fIzs5mwoQJZGVlERMTg7m5uci9rl27lt9++42IiAjy8vLIy8tj4sSJjB07loyMDBYsWEBVVRXa2tq4u7vj5eWFhoYGysrKnDt3jj/++IPm5mZWrlxJV1cXR48eRUFBgR07dgxL3Wpqarh9+zaenp44OTmhq6vLgQMHOHDgAGvWrEFdXZ3MzEyysrLw8vJiypQp/PTTT+zfv59FixaRkpJCZmYm6urq2NjYUFtbyzvvvINUKiUsLIzY2FgMDAyorq4mJiYGd3d3xo0bx6hRo9DS0kJTU5NLly6RlZWFlpYWISEhVFdX8+6779LZ2UlJSQkdHR0UFxfz22+/kZqairOzMz///DOPHj1CW1ubgIAAfHx8hpV2NbQBtLCwoLy8nLS0NNzc3DA3N+fAgQPk5OQglUppbW2luroaIyMjgZCNiYkR8ZempiYAzp49y+nTpzExMeHDDz+krq5O+FXMzc0ZM2YMvb29qKmpIZPJ+PDDDxkYGCAoKAhVVVUkEgkjRoygsbGRx48fC/lcU1OTcA98/PHHbNy4kVGjRqGjoyP8I48ePUJJSYnNmze/8rrl5uYyfvx4mpqaqK2tZfr06cyYMYM33ngDc3NzvvzyS65evUpYWJjIu48ZMwYXFxd++OEHKisryc/Pp7q6GrlcTnd3N6WlpVy9ehV/f38SExMF7WbmzJl4eXmxefNmIQUsLy8nICAAFxcXQfj7888/yc3NZdu2bTx58oT09HRaWlpITk5m5MiRwF8QlTfffFPcDnh4eKCjo0NKSsorrxkgZGolJSX09fVhbGwsxMQxMTFs2rRJGOKlUin5+fnY2NjQ3d2No6Mj+/btE8ZoqVRKXFwcBw4c4Pjx40ycOJGjR4+ipaXFpEmTGDlyJHv37uXXX39l6tSp+Pj44OrqKrw8vb29ODk50dHRQXh4uJiDGULRKioq8tlnn7Fp0ybefPNNAdsZmkP65JNP+Oabb4ZNlpeVlcXYsWMJCQmhqamJmTNn8s4773DmzBl+/PFHNm3aJBpTCQkJ6OnpUVxcLG76nzx5glwuJy4ujoGBAfT09HBzc+PFixe4uLiwfv16Ecft7OwkPT2dffv2CcLV0LzNkJsnMDCQiooK/vzzT9TU1KitrRVyyC1bthAQEICSkhK//vorxsbGbNiwARsbG0xNTbGyshqWmsFfM6iWlpbY2Nigq6uLuro6V65cQU1NjcePH4tbkaFGgaOjI4GBgXzyySdYWFhgaGjIuHHjBMClsLCQZcuW8fHHH7Njxw48PT0ZOXKkmCsZOiirqqoyefJkTpw4gUwmIzAwkJaWFp4+fYqtrS09PT34+Phw5swZKioqMDU1xcvLS9Ru9uzZNDY2cu/ePdrb28Xn/t31tw4fHh4e/+PgcfXqVZ4+fYqbmxvvvfee+N81NDT+0bC1qakpLi4u4ovY1NRES0uLOGUpKiqyePFienp6ePToEZGRkSgoKODk5ISfnx8HDx7ExcUFdXV1uru7xTC0iooK58+fFzExU1NTwRcvLi4mLCyMlpYWKisr0dbWRiKRoKGhITKe1dXVODo6Ym1tLU6Xra2tzJw5k/j4eJYvX86TJ0/Iy8sjJCQEDw8Pnj59ip6eHn5+fv91Hf7b1dvbS3h4OKqqqpSWlvLo0SMqKio4fPgwa9aswcHBgezsbFRVVYG/sJVaWlokJiYKJvuSJUtwcnIiLS2NzMxMPv74Y7y8vPjjjz9oa2tDIpEIvKqKigrh4eFMnz4dNTU1Xrx4gaampnBWZGRkYGNjw9atW2lsbOTOnTs0Nzfj5OTEpEmTsLKy4uTJk4KKVFVVhYuLC4aGhjx58oTp06e/8poB3L9/nxcvXuDk5ISDg4NAG6alpQkqU1FRkSCLDA4OsmjRImJjYwkKCiIuLg47Ozvs7OxQUVHB1dWVCRMmEBkZKX4BU1NThedjCA+bk5MjHA6Dg4OCsPbZZ5+Rk5ODv7+/wHTGxMTw/PlzzM3NMTQ0ZGBggK1bt5KdnU1WVhYdHR2kpqaSmJjIrFmzhqVu8Nd3ztHRkZ6eHhobG1FTU8Pf358XL15gYmJCXV2dGKL09PREV1eXjIwMgoODCQoKoqCgAB0dHUxMTNDT06OsrIwjR47g6OjI0aNHaWpqwtfXl/DwcLq7u4mMjMTZ2Znm5mb8/f1RUFCgtLSU5ORkpFIpY8aMoauri99++43W1lZaW1tRU1NDS0sLLS0t5s+fT19fH0FBQVy+fFkcdMPDw+np6Rm2uhkYGJCdnY2NjQ3a2trI5XIBFCgpKREEserqatTV1bGzs0NTU5MJEyZw//59BgYG0NfXR0NDg76+PoqLi7l//z6zZ8/m6tWrmJubEx0dTUxMDHK5HAsLC/Lz80XdSkpKsLKywsfHh/7+fo4dO0ZAQAAxMTGsWbNGeECGBqsLCwvFxnvoZncITV5SUjJsLqPU1FR6enpoamoSB34VFRVyc3PJysoiPDxcdI1VVFSwsrJiwYIFtLS00NLSgr6+PpaWlhgZGdHQ0MDJkyfp6ekhLi6O06dP4+HhQV1dHTdv3kQikYj3SmpqKl5eXkgkEqytrfH29hYY8tbWVrKzsxkzZgyWlpakpaWhrq4uYr9OTk64uLiI7r+LiwuBgYGoqqqSlpY2LHWDv6h++fn5aGtrExQUxMDAAG1tbTQ0NJCdnY2+vj7a2tr09fWhqKjI3bt3mTVrFpMnTyYzM1NEYRwdHRk3bhyGhob88ssv9PX18fTpUwETuXXrFtu2bfsfiGiZTEZrayulpaUMDAzw7bffkp+fz6RJk0T8SyaTERMTQ15eHs7OzlRUVHDlyhX09fVFwqKnp4eenp5hGdKHvzDYCgoKGBgY0NfXR2dnJ2fPnuXly5fMnDkTZ2dnbGxsSEhIoLS0FCcnJ6qrq/n444/R0NAQJMyEhARMTExYsmQJL1++5OXLl9jY2NDW1kZ8fDwKCgq4uLgQHBxMQEAAMpmMpKQkXFxcBBRDSUkJLy8v1NTU8PX1RS6Xc+bMGQYHB0U808nJCRUVFQwMDADw9vYW2Pfu7m5Onz49bDNaQ0hdqVSKmZkZfn5+AqH+4MEDxo4di7W1NS0tLfT29or48q1btxgYGBC3aPCXM2TIL5aVlcW8efOIjIykpaUFV1dX3NzcSEhI4ObNmxgbG1NQUICVlZVIbbx8+RKpVMqJEyeYPHky5ubm5Ofno6KigpKSkoilzZ49W0QKPT09xbNhwoQJf9vU/X+7XFxcyM/PR1dXF01NTQwNDVm8eDHbtm2jtbWV4uJiEXXs6uoiMDAQNzc3GhoaSEtLw9nZmcDAQGpqakhJScHNzQ0NDQ1aW1vZunUrCQkJ9PT0YGpqioGBAUlJSWRkZLBr1y5WrVolDrIaGhrI5XIkEgmrV68mJSVFHFaGUOy9vb14e3vj4OBAbm4umpqaonEFiFmfv7P+1nBGb2+vyJTn5+fz1VdfiWFjiUTyP/7Zf/KQkEqlDAwM4Ovri6urKyUlJcjlcu7cuUNPTw/t7e04OzsL1nxDQwOKioooKCjQ3NxMeno6ra2ttLW1UVJSQlNTEwMDA5iZmZGbmyty8u3t7bS2tuLl5UVlZSX37t0TWE89PT0UFBRobGzEwsICiURCYGAgcrmcmpoaYmJiOHfuHJGRkSgqKtLV1UVISAiqqqpiI6Gvr4+iouKwdWmGush6enpoaGjQ1NTEjBkzuH//Pubm5rS3t5OdnU1PTw/29vYYGRkRGRmJo6Mj/v7+4qTb1dWFoaEh2dnZmJqaYmZmRktLCyYmJjg5OeHh4SHIO76+voSEhKClpUV5eTn5+fmkpaURHR1NV1eX6Ob7+PiI+ZrOzk7hK7CxsQH+ejF2dnaKATplZWVu3rw5LHVTUVGhoqJCUKrU1dUFMaywsBCZTCbIXkO4Wy8vL3JycnB1dcXS0pL+/n7KysrIzs6mtraW5cuX4+Ligp6eHgUFBaiqqorr7tDQUF6+fElFRYWYmRo64DQ2NlJYWMjEiRNxcnJCUVGR5uZmiouLaWpqwsPDAyMjI8rLy3F3d0cul/PgwQMePnxIY2MjhoaGw9qJHrJFW1lZIZVKcXBwICwsDAsLCyG1GjNmjCAzqaur4+3tjbOzM7NmzRKOlCEMKvyV6+/t7cXHx4eqqioR1XBxcWFgYEBEypSUlGhubsbGxoaxY8diZmZGfHw8EomE27dvk5KSImKD3t7eeHp6CoyhpqYmGhoaKCgo0N7ejkQiGRZ6ztBqbW0V7oeCggKKi4u5efMmZWVlnD9/HisrK6ysrMTmZmBggOnTp1NZWYmmpqaIHgQFBREQEICamhqJiYlIpVIx/6Onpyf+WWVlZRQUFMjNzQUQL/vg4GD09fWFy6CqqgoFBQVcXV3Ff6+ZM2eKf9ehGwMtLS3q6urIzs7GxcVl2OqmoqIiYmi1tbUEBARQXl5OdHQ0SkpK4sWpqKgosM/Tp08Xm5n/FW07ODhIWVkZFhYWGBsbC89LS0sLaWlppKamoq+vj56ensCF6urqoqenh5aWFnZ2dkybNo3i4mJiYmJoamoiPT2d5uZmAO7du8fJkydpbW3F19eX/v5+WltbKSoqorCwEDc3N+Ry+bDUTUtLi4qKCoES7+zsFILJoQ6pq6srdnZ2Ai0aExPD8ePH6e7uFljroSaJtrY25ubmIoVgZWUlxJ3R0dEiJpOZmYmioiL9/f1oaGhgamqKoaGhkFWamJigoaGBj48P48aNIyIigtDQUFpaWqitrSU5OVk0aOrq6sS8obKy8rDUrb29ncbGRpqamiguLiY+Pl7Mt9na2tLa2oq+vj5NTU0UFhZibW2Nq6srNjY25ObminemtrY2ampqhIeHo6ioyMSJE5HJZOjo6DA4OCjIoCNHjkRZWRl1dXXS0tKQSCTk5uYSFxcH/PVsVFNTQ0FBAUNDQ0JCQrC0tKSxsZHi4mJyc3OxtLREQUGBtrY2DAwMGBgYIDMzUzwHhmtZW1sLn0RbWxuVlZVUVFQwODiIpqYmY8eORV1dHRcXF8aNG4dMJmPEiBHo6OiIWYGqqio6OjoE2OTly5fiFqK5uVk8RwMCAsSgtpaWFklJSQK96+Ligqurq3guDBnRhzDPQ+CN+/fvk5CQQH19Pbm5ucTExJCenk5RUZGo/3Cszs5OGhsbaWxsFBhlTU1NZsyYIcSvycnJyOVyTExMGBgYYGBgAHt7e1RUVNDU1MTExARjY2OkUqnwjlVVVTFt2jS6urpoaGgQ6OOYmBjCw8MF7a+5uVk8L5WVlcX7WSqVAhAQEEBAQABmZmaYmpoyYcIEAgMDhah3yM8nlUrp6+v72z/33zp8jB49mhkzZrBhwwYWLFhAe3s7W7Zs+d9eQr///jvFxcV/v+r/v1VaWkpqairGxsY4OzvT2tqKrq4unp6e6Ovriy69uro6Tk5O2NnZCeHay5cvxcOgqalJKOr379+PsrIy06dPRyqVUl9fL0RJ9+7dQyaTsWfPHtzc3HB1dcXMzIy+vj7RtSgtLWXTpk1icxgdHc3NmzdJSEjg8OHDDAwMEBkZSUREBCNGjKCvr4/m5mYCAwOHDeE59EV69uwZdXV1uLq68vrrr2Nubk51dTUJCQmoq6ujp6eHsbExY8aMEXb2zz77jPnz55ORkcHTp0/p7u7G2NiYtrY2srOzhcnW2NgYFxcXgRnu6uqisbGRixcvoq2tjb6+PuXl5WRnZxMQEMCTJ0/4z3/+A4C9vb2gNty/f58LFy7w7rvvihiInZ0d/f39oiN87NixYanbtGnTcHZ2Ri6X09fXh4GBAVFRUZSUlIgus729vdjA2tnZCeDCUOe/rKyMFy9ekJ+fLwgxERERjB49WgxwRkREEBERgb+/P0ZGRri6umJvb8/s2bPR0NAQg6DW1ta88847yOVyYmNjOXPmjBDw+fj4YGRkJGzovr6+NDY2EhMTg4KCAsuXL6e8vHxY6gYIaZiioiKqqqriViYoKAhvb2+R15bJZCK6ERYWRltbG/r6+vT399PR0YFcLkdNTQ1nZ2dMTU0pKSkhODhYZF6H/DvTpk1DLpcTERFBYmIidXV1uLi4MGXKFNzd3Xn58qX4vtrY2KCnp4elpSXBwcFiEL+/v5/8/HwUFBRQUVGhqKiIR48e0fL/sPef0VXWX7c//EnvyU7b6b33AiGVAKEHQUAB6SKKgiIoIiJYAMEGCqIoooJ06T20EJJACqT33nuyk+z07OwkzwtHrnHuMc7/Of44x5z/cz/Ml5RN9uQq37XWXHNKpaPGW2ZmpjDKTk1NJTc3l+LiYiwtLVFVVUVRURFXV1cCAwPx8PAQQtnOnj3LjBkz0NfXZ3h4GBsbG8aNG4eCgoKQKTF37ly6urrw9vZm+vTpGBgYoKyszLRp04T8C3Nzczo7O3nw4AFXrlxhzpw59Pb2Mm3aNOLj46mvrxcOjF5eXqirqxMfH8/OnTu5cOECMTExpKam0t/fP2pTDwArKysMDQ1pamqipqYGBQUFQT4xEtw3YmBgbW0tFAojhZyFhQUZGRnExcXR1NSEtrY2/v7+zJ07F3V1dbKysuju7sbAwAAbGxvmzZtHU1MTXV1d5OTkUF9fT0FBAVlZWXR2dmJra8vg4CASiUQIWu3p6UFZWZn79+8jkUjQ1NTE2dlZkBk2NDQQFxdHXV3dqN2rHR0dQkGmoqJCSUkJJiYmLF26VJAij/AUGBhIUFAQurq6XLt2jeLiYvr7+zE3NxeMS27evElCQgJisRhFRUWWL18uGHb09/dz+vRpoqOjKSoqQiwWI5fLcXd3Z86cOUyePJlVq1Yxc+ZMamtrsbW1RS6XC02xyMhI1NTUEIlE2NnZYWpqSm1tLdXV1SgoKDA0NDRqduIj05rk5GRiY2Opr68nLCwMQ0NDqqqqKCkpEWR91tbWdHV14efnR1xcHPfu3ePu3bu4uroyffp0IR09IiKCd955h/Hjx6OtrY2XlxcBAQEYGxtjZmbGuXPnSE9PR1dXl9zcXBISEigqKqK1tZUHDx4Ii9UjnxUaGirsso5MCJqamoT9pLa2NgYGBgSTiNGCuro6M2fOxM/PD7lcTl5eHgUFBbS0tPDyyy8LBVpnZyfDw8PExcWhoaFBYGCg0NBqbGwUdvFGCueNGzcKSfcA1dXVQnETGRnJjBkzsLW1xdjYGLlcjoGBAXPmzEFLS4vNmzdTUlJCbGwsKSkp1NfXo66ujqenJ6GhodTV1aGnp4empia5ublUVVUJP9to4cmTJ0IjduScce7cOXbu3ImrqysWFhaC3e6I/GrkLOLo6Eh7eztFRUVoaGgwduxYhoeHhdDPoqIidHR00NHREa6PqqoqwVhILpcjlUppbGwUIiWsra2Jj49HS0sLAwMDRCKRIPXz8fGhpaUFY2NjZsyYIdwHpqamgsrjn+Ifya7Wrl2LlpYWUVFRODo6smjRov8SzlVaWsqhQ4e4deuW4Ejzn6CiooLBwUGioqIwMDBg+fLl+Pn5sXHjRiExVU1NjZSUFEELrqenx/Tp06murmbPnj3k5+cjlUrR19enu7ub7u5u9u3bx6FDhwRbQTU1Nerr62loaODVV19lYGBA0Am2trYKNpQpKSkkJSURHh4uJKSXlpZibGxMaGgov//+O6+++ipffPEFf/75p+CENLJEu2LFiv+Yg2eBkZERq1evpq+vj/r6epqbm7l8+TJz585l1apV7NixQ7DwLCkpwczMjJdffpnvv/8eW1tbLCwsBHu8MWPGoKamxq+//kpdXR1hYWGcOXMGR0dHQTc9IqkbSbIdHh7GzMwMNTU1WlpakEgkXLlyhb6+PhISEtDT08PCwkJIJE1JSaGurk7orBYXF+Pt7c2yZctYv349gYGBo8LbkydPkEgkeHt7o6amRlJSEidPnmT27NmC/fLDhw/R1NTE09OTqVOnkpaWhqKiItu3byckJERIIReJRMhkMo4cOcKmTZtQVFRk3Lhx7Ny5k+joaDZt2sTw8DAvvPACvb297NmzB0DQmpuamrJ3717efvttioqKeO+99zh48CClpaV0d3cTHR2No6MjycnJpKamcubMGXx9fbly5YqwT7J161aqqqpGhTuZTCYs2iopKVFWViYU5F9++SW3b99mcHCQ9vZ2IYOksrKSmJgYVFVVuXDhAlu3bmXGjBmEhoZiZWXFlClTOHr0KC+99BJdXV189tlnREREIJPJqKioYP369RQXF+Pr64tMJiM2Npbc3FxMTU0FG193d3emTJlCTEwMN27c4Pbt29jY2LBp0yZ27NjBnj176O7uJjs7G7FYzPjx47l+/TqvvfbaqPDW399PeXk5s2bNQkNDg+joaF577TWampq4fPkyO3bsYMKECQBkZGSgq6vLxYsXee+994iNjaW9vR1FRUVhxD2ifd6wYQNVVVVcuXIFd3d3uru7aW5uRi6XMzQ0RHl5ORKJRHBeqq6uZnBwkLVr1/Lpp5/i5+fHu+++i52dHa2trYLsKjExkdOnT3Pt2jVmzZolhB2amppy6dIlVq5cOSq8jRwY+vr6aGho4NChQ0ycOBFnZ2cePXpEa2srERERqKio0NTURGZmpuCUpqWlxU8//UR+fr4QVmZkZMSCBQsoLS3lxo0bqKurC6Fac+fOpbS0lDVr1qCgoICNjQ3Nzc34+vpSXV1Ne3s7hYWFjBs3TkiW9vT0xMDAQJBYdnd309vbi1wuF2RsoaGhTJkyhWvXrhEUFDQqvEVHR6Oqqkp3dzetra2YmZlhZmYm5ECUlZWRnZ0t7FE2NjZibGzMxYsXhb975coVIdF73759nDt3jpSUFI4fP86CBQsICgqira2NxsZGtLW18fPzIzQ0VEhj1tTUpLa2VmjMjRiQADQ1NXH79m3BDn/p0qW0t7cTHBzM66+/TmpqKnPnzuWjjz5CQ0ODxsbGUXH0G9mr6ujowN7enjfffJPKyko8PDyorKxEKpWSmJiIlpYWnZ2drFixArlcjpOTE1u2bOHLL78UAmBTU1M5ffo033zzDWZmZgwMDAhSH4lEwo0bN1i4cCHd3d1cuHCB48ePs3XrViwsLPDz8yMrK4vKykpWr17NlClTSExMpK+vD0tLS0HidfPmTcRiMaqqqowbN47m5mYqKioQi8Xs3r1bkCyOBpqbmzEzM6OmpgYNDQ0mTpzIhQsX+OSTT7h58yZBQUF89tlnpKamcvLkSbKyspg1axYAb731FqdOnaKlpUVQI7S3t/PkyROamprIzs5m6tSpZGRkkJ6ezsDAAKtXrxbCQ1977TUqKirIyMigsbERHR0dfv75Zz744AN27drFrl27qK2tJTMzk/v377Nw4UI2btzIr7/+ioaGhiALLy4upqioiIkTJ44KZwCBgYE4OzuTmpoqmDi0t7dTWVnJokWLsLGxwcjIiIyMDB4+fEhXVxfa2tqIRCIhlPPcuXOYmZkxadIkFi9ezHvvvceDBw8oLi7Gw8ODuLg4Lly4gImJCWKxmOTkZM6dO8f333/Ptm3bOHToEElJSXz33XcsWLCABw8eEB8fT2JiIg0NDaxZs4Y33niDtLQ0Pv30U0pLS/Hy8kJLSwtHR0fq6+t58uQJ9fX1/1jm94/crv5XyMnJEYLV/pOuf1dXF4WFhXz11Vfk5OQwceJEzM3Nqa+vx9bWlsmTJwOwY8cO3njjDfT09Ghra0NZWZlt27axadMmZDIZp06dIjQ0FF9fX1pbW7l69SoqKirs3r2be/fu8fDhQwIDAwkJCUFXV5eOjg5MTEz45ptvMDY2xs7OTrDnbGhooLGxkZdeeol79+6hpaWFjo4O1dXV5OTk0NXVxcSJE7G3t8fZ2VmopEeSM11cXDhw4ACff/45Li4uaGtr/+/S+//I20g3b/LkyfT29nL//n02bdrEtm3bWL16Nd9//73gENLa2kp8fDwdHR1EREQI7i6mpqaCXKiwsJCdO3dibW2NRCJh9+7dWFtbC+mi5ubm/PHHH9ja2qKhocH8+fOJi4vjyZMnWFhYkJqaipmZmRD26Ofnh1gsRk9PT5AMnT9/nrCwMOHnH5loDQwMEBwczMqVK/913nJycrh06RKLFy9GQUGBo0eP8u6775KSksLDhw/p6+ujt7cXmUyGoqIiVlZWvPfeezQ0NBAYGEhXVxdXr14lISEBdXV1pk6dyr179xCLxXz55ZesW7cONzc3nJycKC4upq2tjfXr17N161Z27drFvn376OjoQEFBgdLSUlxcXFiwYAHa2tqcPn1auM57e3sZM2YMLS0tBAQECBOjEZncSJr18PAwTU1N/xpv/yN31dXVggvRwMAALS0twot1xDEnICBACHSTy+Voa2vz7bff8uOPP9Lf34+Kigpubm6MGzcOOzs7VFRU+Prrr0lJSUFDQ4OwsDAiIiKwsbEhPT2doqIiQT4zYcIEioqKaGhowNbWlidPnjBjxgz09PSExd+oqCju3bvHwMAAgYGBxMbG4uXlxfDwMGPHjiU0NJTe3l5++uknNm/ePCq8aWtrU1JSQlpamtBlKisrw9zcnE8//ZTDhw8jEonIz89ncHCQhQsX8vTpU6ZOncrOnTsZHh5m/vz5aGtr097ejqurK0eOHGH79u0UFRVx+PBhYSJx7do1ITV9w4YNrFixgg0bNuDk5CS8rBMTE6moqCA1NRUdHR16e3tRVVVFRUWF5uZm6urqCAgIYNGiRRQUFAhSWAsLC6ZMmUJPT8+o8DZSgI/IERQVFbG1tSUiIoLo6Gja2toICwvDwMAAmUxGS0sLx44dQyaToa2tTWtrK5GRkSgoKJCUlERNTQ1lZWUcOnRISJr38/MTMnPGjh1LQUEB4eHhHD58GKlUiq+vL5MnT8bW1pYzZ86gqKhIQEAAV69epaysDAcHB0E+0t7eTmpqKjt37uT7779ncHCQMWPG4O/vz/DwMHfu3GHatGn/+jNOIpHQ09NDe3s7ra2tSCQSBgcHMTY25o8//kAsFhMcHExXV5cglV64cCHTpk3jiy++YNasWcTExNDV1YWWlhYJCQmoqamxe/duDh06xOrVqykvLxfsrdevX4+Li4tgvztjxgxcXFwwNzfH2NiYyspKPv74Y8aNG8ekSZNoamri8ePHwi5ScXExq1atIjw8nN27d+Ps7IyamhoZGRl0d3fzwgsv4Ozs/K/zNjw8THZ2thC0a2BggL+/P/Pnz+eTTz4RsmAcHR2ZMmUKxsbG7N27FxMTE2EyMZKSHhISQkFBAeXl5YSFhWFlZcWtW7dobW3F19cXJycnfv75Z7Zu3crdu3fp7u4WHDpH8PXXXzNx4kQhCFRDQ4OUlBRkMhlLlixh06ZNvPzyy+Tk5DB27FjBdcrY2BiRSISSkhIvv/zyqNyrxsbGqKurCwdkOzs7zp8/L1iyjnTgy8rKePjwIdXV1fz8888UFBQIRhGPHj1CV1dXkIWuX7+exsZGvLy8cHBwwN/fHw0NDdLS0rh69SrTpk0TFqylUikaGhrU19eTnJzMK6+8QlxcHLW1tWzZsgUTExM6OjrIyckhKiqKjo4OKisrAdi0aRMdHR20t7fT19dHVVUVq1atGhXe1NXVKS4u5tq1aygrKzN//nyUlJT48ssvGRwcZMeOHdTW1tLU1CRIs7Zu3cr+/fuJiIgQMovU1dWxtbWloaEBqVRKd3c31tbWpKSkCI6BhoaG2Nvb09/fz5QpU/jpp58QiUT09fUJBgfz58/nm2++Yc2aNULIqLW1Nc3NzZw5c0bIXVm8eDH6+vrs2bMHuVzOwoUL6e3tRVdX9x/x9n+k+HhWSCSSZ5Jp/f8KbG1t/5VwpOe8PRue8/bs+O/M3XPeng3PeXt2PH/GPRue8/ZseH6vPhue8/Zs+Ce8/V8tPkb0ZiMdrf8uGFmSHenG/p/Gc96eDc95e3b8d+TuOW/Phue8PTueP+OeDc95ezY8v1efDc95ezb8J7z9Xy0+nuM5nuM5nuM5nuM5nuM5nuP/f/Dfo9x6jud4jud4jud4jud4jud4jv/X43nx8RzP8RzP8RzP8RzP8RzP8RyjgufFx3M8x3M8x3M8x3M8x3M8x3OMCv6dTZp/iP+OCzfwfDnuWfGct2fD8+W4Z8Nz3p4Nz3l7djx/xj0bnvP2bHh+rz4bnvP2bPhPePu/WnxIpdL/tlZj8O/ZtD3n7dnwnLdnx39n7p7z9mx4ztuz4/kz7tnwnLdnw/N79dnwnLdnwz/h7f9q8aGmpgbAvXv36OzsxMPDg66uLu7evYtUKsXS0pKysjI8PDyYNm0aampqSCQSlJWV8ff3Z+/evVRXV9Pf309ISAj+/v5YWFigra2NhoYGbW1tQjjZqVOnyM/Px83NDUtLS/766y82bNhAXFwcqqqq9Pb2YmpqirOzMzt27GDOnDno6+vz+PFjwsPD6e/vp66uDlNTU1JSUtDV1WX8+PHo6ekhFotpbW2luLhYSK02NDQUvt+/xdv169eJjY1l5syZTJo0idraWn744QdEIhHe3t5UV1ejo6ODiYkJTk5OeHl5IZfLGRwcRE1NDRMTE4aHh8nNzSU1NZWOjg7kcjnm5ubMmjWLL7/8kvr6evz8/Jg+fTqmpqbU1tYSHx+Pu7s79+7dw9PTE0NDQ27fvs3AwABSqRRjY2MGBgaYMmUKSkpKyGQyPD09SUpK4vr166xdu5b+/n6ys7MxMzPDysqKffv2MWbMGF555ZV/nbeYmBiUlJSEgK2amhpCQ0O5f/8+H3zwAbm5uXR2dlJRUYGOjg7z589HQUGBX375hebmZmbNmkV1dTXa2tro6+sTGxuLi4sL77//Ph0dHezbtw8FBQXkcjltbW1ERETw8ssvs3jxYtasWYOFhYWQ4mpra0tcXByKioqcPHmSV199FbFYTFlZGampqbS3t/PWW2/R09NDb28v165dY/z48fj7+wPQ2NjIhQsX+OCDD/413v5H7oaGhpDL5dy/f5+amhrGjh3LvHnzSEtLQ0lJiezsbPLz83FwcGDcuHGoqalx/fp1Hjx4wFdffYWHhwcxMTEkJCTQ09ODk5MT/v7+qKurc/v2bSwtLenu7qakpITi4mLU1NT4+uuvuXv3LnPnzuX06dMYGBhgaGhIZmYmgPCZS5cu5cqVK5ibm+Pr60tycrKQjpyXl8fatWtJSUlBLpdjbGzMo0eP+Oijj0aFt/r6euRyOQkJCchkMgICAmhqamL+/Pl88MEHtLe3s3HjRtTU1IiNjeXp06dYW1vT0dHBq6++SmJiIra2tigrK1NWVkZjYyNvvvkm5ubmvPvuu8yZMwdvb28GBgZoaGhAXV2do0ePoqysjFQqFZKmzczMsLGxobS0lGXLlnH27FmcnZ3x8vLCz8+PlpYWdu3aJYRRSaVSDAwMaGlpwd3dndmzZyOTyejt7R0V3nJzc3F3d0culwvJ0bGxsSgoKLB+/XpycnI4ceIE5ubmQnq4SCTizp07WFlZMTg4SEVFBXK5HEdHRzw9Pfnmm2+E55mtrS33799HXV2dyMhIMjMz+fXXX9m4cSOtra1CSJmBgQHOzs50d3fz0ksvcePGDYaGhnjllVdob2/n2rVrlJWV8dFHH/Htt9+yZ88e0tLS6OjoQCqVAuDv78/Vq1d5/fXX//Vn3G+//cbkyZNRVVUlNzeX8vJyPDw8eOWVV0hOTmZoaIhbt27h5OTEhAkThFDZM2fOkJOTQ2NjIx0dHWhoaKCkpER5eTnKysrExsYydepU8vLyqKysRFdXFx8fH8RiMXfv3uXPP/8kPT2dM2fO0NvbS0BAAOPHj6e5uZnbt28ze/ZsDh48iIKCAmPHjkVXV5fY2FjGjh1LeXk58+bNQ1VVlebmZpKSksjLy8PNzQ0FBQVWrFgxKu+GiooKxowZg5+fH+rq6jQ1NXHkyBGkUiltbW24uroyODhId3c32traDAwMCKF3u3fvxs7ODl9fX/T09Ojr6wNAQ0ODr7/+Gh0dHUJCQvDx8aGjo4PvvvsOOzs7Pv30U8rLy+nr66O6uhp1dXW8vb15+PAhHh4eGBsbc+3aNSwsLHBxccHY2Jju7m5u3LiBpaUlv//+O2KxGBUVFSwtLXF3d0ddXZ3+/n58fHxG5V69fv06VVVVtLS0YG5ujqurK5cvX2bcuHG89dZbbN++nZdffhkLCwuqq6spLi6moqKCt99+m+joaExNTbGysqKzs5OUlBSePHnCqlWraG9v59ixYwC8/PLL6OvrEx0dTWFhITo6Onz11Vf89ddfDA8PU1VVhba2NnPnzsXOzo6PPvqI5cuX88cff6Crq4udnR2urq64u7vT3t5OfX29ENzY1tbG0NAQRkZGhIaGYmVlNSq8/f777yxcuBBTU1OSk5NJT09n/fr1nD59mvT0dFxdXfHx8cHExIT6+nri4+NxdXXF39+fo0eP4unpiYWFBd3d3SgrKxMaGkpUVBQXLlzgq6++EhLuy8vLKSwsJCwsjPv376OlpcXUqVNpb2+nqKgIkUjE7NmzUVFRYfHixYSHh7No0SLu3r3L48ePaWtrw8HBgT179tDV1UVCQgIJCQkoKiqioKDA0NAQnp6eBAYG/iPe/lHxMRLn/n8aI6MmT09PvvvuO/Lz87GyssLQ0BB3d3dKSkoICQnh6dOnODg4oKenh1QqRVVVldTUVJ4+fYqxsTGvvPIKDx48IDMzk3HjxuHn54eamhptbW24uLhw9OhRLl26hEgkwt3dnT///BMnJyd8fHxITEzEw8OD2tpahoeHMTY2Zvny5dy/f5/29naCgoKQSqUMDw+jrq5OfX099vb2QqKtoqIidXV1VFdXAxAWFsadO3cwNDT810ZpI5/r7+9Pfn4+JiYmtLa2cvHiRZqamhCJRLi4uPDCCy9QV1fHwMAAFRUVHDx4ECsrK44cOcKuXbuoqKggMDAQHR0dKisrycnJ4dtvv+Xs2bOoq6ujqqoqXEwaGhrcvn0bd3d3fvjhB3R0dFi9ejXa2tokJiZy9+5d4ToZP348r776KvX19XR0dGBmZoaysjLFxcXMnz+f9vZ2/vjjD+rq6jA2NsbZ2Zlx48YJXYB/m7ekpCRmzZpFe3s72dnZ9PX1ERERQXt7O0lJSZiYmKCpqUlFRQVDQ0MYGxuzfft2fHx8qK+v5/fff8fIyAiRSMTQ0BBDQ0PMmTOH/Px88vLymDZtGgYGBjQ0NBAfH8+tW7eYN28eoaGh5OTk4OLiQl1dHU1NTTg7O1NdXc3s2bP58MMPKS8v5/r169jZ2eHm5sYPP/xASEgIERERNDY2EhYWRltbG1euXKGxsZGioiLhe/2bo9uRz05JSSE2NhZHR0dmz56NhYUFxcXFPHnyhNraWgwNDUlKSiIu7u/ke19fX8aNG0dpaSkPHz7EyMgIAwMDrK2t6e7uxtbWlqioKDw9PZk4cSLR0dFUVVVRXl5Oa2srkyZNYt++fUyfPp2SkhIyMzNxdXWlu7ubhIQEpk+fTlVVFcHBwdy4cYOsrCxSU1NJSkrCwcGBJUuWkJuby6xZszh+/DjFxcW4u7vj7OzMxIkTR4239PR0JBIJLS0teHh44OPjw+XLlzl27BjTp0+nqKiIv/76CwcHB5ydnTEyMqKwsBADAwMuXbpEdnY2PT09DA0Noaenh5OTE5s2beLkyZM8ffqUjIwMDAwM0NPTw8jICEdHR5YuXcq6devYvHkz58+fp6+vj46ODp4+fcrmzZs5c+YMixcvJi4ujmPHjvHjjz/S09NDWVkZ6urq9PT0UFtby6effkpiYiJ37twhPj4esVjMG2+8MSq8PXz4kOHhYSoqKsjIyEBFRQV7e3uioqLIzs6moaGBt956Cy0tLZqamrC3t0dVVRU9PT0ePnyIvb09bW1t2Nvb4+fnh6qqKh4eHvz+++/o6uqioqIiJChbW1tTU1PD+++/j5WVFRkZGejr6xMQEICCggKlpaWsWLGC119/nRkzZtDT00NqaioODg4EBQXR1tZGbW0tQUFBKCkp4ePjQ3t7O7du3SIvL4/58+czf/78//L9/i3ePDw80NXVpbq6GolEgoWFBbNnzxZS6mUyGQsXLiQnJ4fo6Gjc3NywtrZmeHgYiUTClStXmDx5Mr29vZSXl+Pq6sqNGzcYM2YMMpmMp0+fCkVubW0tPj4+9Pb2kpWVRWFhIQEBARQVFZGfn49cLqehoYHr168jl8uZM2cOZ8+e5dy5c4SGhvLaa69x6NAhpFIpH330ESkpKULB5+7uTn5+PpMmTRoV3m7fvk1WVhaJiYmEhoYybdo0fHx8iI2NZd++fcTHxxMZGUl6ejq3b99GR0cHFRUVXnnlFa5cuYK2tjZ5eXloaWlhb2/PuXPn2L9/P99++y1Lly7FycmJ5uZmbt26RWlpKevWrWP9+vXs37+frVu3IpPJaGxsRC6X4+fnx+LFi0lJScHS0pKwsDCOHDlCWloaISEhlJSUcPToUWbPnk15eTmqqqoMDQ1RWlpKQkICLi4uODs74+PjMyr3qpKSEgCdnZ2Ul5djamrKG2+8QXd3N5988glSqRS5XE5PTw9aWlpMnDiR/v5+duzYwYQJE8jJySEhIUFoCujq6vLzzz+zceNGVFRUUFdXp7OzE3V1dXx9fVm5ciU6Ojq0tLSwatUqvv76a+zs7LCzsyMmJoaMjAzS0tJob29n2bJlWFhYoK6ujoKCAr29vYwbN45Hjx6hqamJiYkJFRUVODs74+/vz/Hjx9m2bduo8BYSEkJMTAxOTk5oaGigqqrKN998Q2RkJKdOnQKgtLQUW1tb9PX1UVFRQVFRke+++46IiAjS0tLw8vKipqaGI0eO4ObmxooVK7C2tqahoYFTp07R0tJCR0cH/f39qKqqCsWEiYmJ8MxXVlZGRUUFIyMj1q1bR2lpKefPn+fJkyeUlpaipaWFgYEBWlpalJaW0t/fj6OjI/39/dTU1FBQUEBDQwOBgYH/iLd/VHwEBQXh5+dHREQEkyZNwtbW9tkZ/59AS0uL8ePH09fXh5KSEv39/WRmZiKTyZBIJLi5ueHi4kJrayvKysrY2dlx7tw5XnrpJf766y9qamrQ1NREIpGQn5+Pj48PSkpKHDt2DIlEQllZGSEhIfj5+WFjY0NKSgrGxsb09vaSkJBARUUFoaGh6OjoCB2tkJAQcnNz8fT0JCoqChUVFXx9fbG3t8fY2JjExETGjBmDs7MzcXFxZGdnY2hoSG1tLYWFhYwbN+7/KEf/MyQlJWFvb09lZSXp6el0dnbi7++PjY0NEomE7u5uWltbhS6/oaEh7e3tPH36lISEBMrLyxGJRDg7O2NpaYmVlRUXLlzA1NQUmUyGn58fysrKaGpq0traSl5eHhEREXz44YcMDg7i6+tLZmam0IFoaGjAyckJHR0dYmJiaG1tFV7qvb29ODs7097eTmdnJ2pqasyZM4fu7m4kEgkvvPACu3fv/tc5AxCLxZibm6Onp4eWlhbDw8M0NTWho6NDREQEYrEYBQUFBgYGKC4uJjMzEyUlJUQiEStWrKChoQH4++EhlUqRSCTY2Njw+PFjXF1dycjIQFlZWdBydnd3c+rUKczNzSkrK6OtrY3h4WG6u7uJj48nNTUVFxcXuru7uXfvHsrKyri7u6OmpoampiZZWVnY2NgQFRXFSy+9RFZWFk1NTchkMpSVlRkzZsyo8AYQFxeHRCLBzs6O2tpaoWAcaRpkZGSwYMEC8vLyePr0KY2NjYSEhODh4cHVq1fx8vIiJyeH6upq9PX1KS4u5t69e0ilUj7++GOOHz9OQUEB+vr6uLu7I5PJaGhooK6ujubmZvT19cnJyWFoaAhHR0e8vb25dOkSjY2NJCUl0draipmZGUZGRujp6dHc3My4cePYv3+/8Oxobm4mKiqKiIiIUeNNTU0NbW1t5HI5/f391NbWMmnSJA4ePMgrr7zC06dPsbW1xcfHB1tbWzo6OigpKWHMmDEkJiaycuVKoqOjqampwcnJiYiICIaGhtDS0mLOnDloaWnx+PFj5HI5dnZ2VFRUMGnSJMaNG0draytLlizh0aNHpKamYmhoSE5ODqGhoUyZMoXs7Gw8PT2FzuuyZctoamqivb0dV1dXUlNTEYlE6OrqkpmZiY+Pz6jxNnKobWlpQVdXFwcHB+RyOQCJiYl89NFHdHV1UVNTg66uLkpKSpSUlCCXy1m5ciU3b94kPz+fxsZGoZuckpLCpk2bePDgAYmJiQwNDdHU1MSjR4/w9PTk+vXrmJqa0tLSgp2dHS4uLlRWVpKamkpYWBhyuZyAgAAePHhAdnY2XV1diEQiHBwcGB4eRl9fn/PnzyOXy+no6CAtLQ2JRMK9e/eorKxk8eLF/zpvSkpKJCQk0N3djZ6eHs7OzuTk5BAcHExVVRWqqqrU1dUxPDyMra0tNjY26OjoIJPJaG9vx93dHTc3N/Ly8ujs7CQ4OJiysjI8PT3Jy8tDQUGBKVOmoKGhQW1tLd7e3piamnL+/HnU1dVxcXHB3Nyc3t5eADIyMvDw8CA/Px9zc3N0dHSwtbXFw8ODiooKFi5ciFQq5cyZM6SlpTF9+nRUVVXJzMzEzs6Onp6ef50zABUVFSIjI9HR0cHc3BxNTU0qKyuZMmUKV69excLCgvz8fJqamrCxscHZ2RkbGxu6urpwc3PDy8uLS5cu0dXVRVdXF+Xl5fz22280NTXh4uLC48ePsbKyIjw8XJgATJo0ifT0dCIiIrhy5QpKSkoYGRnR2dnJ8ePH6ejoYPz48fT39+Pt7Y2SkhJDQ0N4eHgQHh6Onp4eS5YsYXBwkNbWVnR1dbG3twdAVVV1VHgDCA4Opq2tjZkzZwKQk5ODjo4OBQUFJCYmoqysTGZmJhoaGujp6bFw4UIUFRWpqqoiJCSEixcvMjQ0RHNzM11dXejq6mJubs4ff/zBSBydlpYWjo6OdHV1kZSUxMaNG3nzzTfR1NSkt7dXKFp6enqYMGECL774ImKxmGnTppGRkUFfXx/9/f3cunULe3t7XnnlFdLT08nMzERLSwt1dXXq6uqwtLQcNd7kcjlubm6kp6ejqqpKYGAgP/30E/Hx8bz66qucPXsWS0tLOjo6UFRUxMrKCicnJ3bu3MmaNWt4+vQpiYmJ1NfXY2RkhKurKxYWFrz44ouYmJjw0ksvkZqaSnx8PAMDAwQGBvLnn3+yZMkS2tvbEYlE9PT0oKSkhIODA0NDQ9ja2goNmI6ODjw8PJg6dSpisZiCggJu3bolNB5CQ0MxMzOjvb2dgYGBf/y9/1HxIZfLCQ4Opr6+ntdffx1lZWUiIiKIiIjA39//f7s67OnpEbr4JSUl1NXVkZ+fz5o1a7h9+zaDg4Ooq6ujqKiITCYDwMzMjLCwMKqqqjA2NmZ4eJiGhgbKy8tJSEjA1dWV5ORkRCIRtra2GBgYYGpqioWFBWFhYbS0tHDx4kXhQSiVSqmvryc3N5egoCBkMhmWlpZkZWWhrKyMWCxGV1cXTU1N2traePLkiTARSUlJob29HScnJzo7O9HX1//f4uOfor+/Hz8/P5qbmyktLUVdXZ05c+aQkZGBuro6jx49oqGhAR0dHWFypaCgAEB3dzeKiopYWlqira2NVCrFycmJd955h3PnzqGqqsrw8DDNzc3Cy37k4tLS0iI4OJjBwUFEIhGenp64ublRVFREc3MzQUFBpKenMzQ0hFQqpaysDC0tLZydnTl58iRVVVX09fUxPDyMqqoqIpEIbW1tOjs7R4W3kS6Hubk548ePRy6Xc+nSJUpKSggMDCQ9PR0lJSUMDAwYO3YsGhoaeHp6kpaWxsyZM5k7dy4ZGRlIpVJMTU1pb2/n7t271NTU0NPTw8DAALW1tWhoaGBpaUlRUREPHz7E1taWcePGkZmZycDAAD09PTx+/Ji8vDw0NDQ4ceIEqqqqmJub09/fL9x3I+Pznp4e+vv7aW5upqamBpFIJIyHRwsjo2uZTEZsbCy9vb14e3tjaWkpdL4UFRUZHBxELpcjk8m4d+8ePj4+1NTUcPPmTdra2ujt7aW1tVW4Bp4+fSocbmpra1FTU8Pc3Jy4uDi6urqIj4/H29sbdXV1xGIxMpmMwcFBysrKsLe3p6enBw0NDTQ0NDAzM8Pc3Jzm5maOHTvG22+/zalTp1i2bBkKCgoUFBQIE9TRhJ2dHampqVRWVuLs7IyJiQmNjY1YWFjQ19eHuro62tradHV1kZaWJvw/9/T0oKKigqOjI46Ojri5uQnSjtLSUqytrenp6cHR0RF7e3u8vb2Jj48nJSUFW1tbFBQUmDBhAj09PfT09GBlZUVCQgL79u1DIpFQXV1NREQELi4uVFdXY2ZmRm9vLyEhITQ0NNDa2oqnpyeWlpY4OjoKXejRgLW1NWVlZYjFYsaOHYuTkxOxsbHo6Oigo6ODoqIi5eXlDA0NoaSkRFpaGpWVlXR0dDBt2jREIhEymUwo9m/cuCEUVYqKiuTn52NjY4OamhplZWVMmTKFwsJC4uLiWLhwIW5ubigrK1NfX09bWxsNDQ2YmJggFotpb2/H1NSU/v5+uru78fDwEN4NhYWF6OnpYWJigr6+Pv39/Tx69GjUig+AwsJC+vv78fX1RUtLi1u3bgkNjYcPH1JeXo6Ghgbq6uq0tbXh5eUlLIy6uLhQXFyMVCrF3t6eoqIiYTlWSUmJadOmMWnSJLS0tCgoKMDc3JyamhpMTU2RSqUoKiqiqKiIXC5neHiYoKAg7O3tOX36NHFxcXR0dAjTlry8PMzNzTEyMuKjjz5CT0+Pmpoaent7GRgYwMrKirq6ulHhzMvLC1dXV+Haam5u5vHjxzg7O1NTU0NjYyPwd3d/YGAAmUxGS0sLDQ0NmJmZoa6ujoeHB/r6+qirq6Ovr09KSgrW1taIRCJSU1NRUlJizJgxSCQSfvvtNywsLLh48SL29vbCs9PExARPT0/OnDnDCy+8QEdHB48ePWLp0qV0dnbS2NjI9OnTSUpKoqmpCSsrKxwdHenu7kZLS0tohFpYWIwKbwAODg5YWFjg4+ODlpYWfX19iEQi9PT0ePHFF3n8+DG1tbX09fUhFotpbGyks7MTAwMDzMzMCAgI4OnTp9TX19PZ2YmysjJGRkbExsayYMECOjo6aG1tJT8/n56eHuGMMTg4yO3bt1m0aBFdXV20trbi7++Pq6ur0BCLi4ujqKgIExMTDA0N0dHR4fLly4SGhmJsbIyGhgbGxsZ0dHRQXV3NhAkTRo233t5erKysGBgYoLm5GScnJwwNDTEyMiIsLIzCwkJMTU0xNTWls7OTgoICTE1NCQ8Pp7W1FU1NTR4/foyioiIhISHMnTsXiURCUFAQUVFRTJs2DU1NTfr7++no6KCzsxOxWIyTkxMtLS3A3+omZWVlFBQUaG9vF87Qvr6+tLe3o66ujoGBAVVVVcIUvr+/n4aGBgYHBzE0NBQkc/8U/3jnw9vbm7CwMD7++GMKCwsFDXdNTQ3jx49n0qRJhIeHP5M8a6Riq6ysJD8/H21tbUxNTXn99dfp6+vj5s2bGBkZMTw8TE1NDR0dHbz++uvk5+fzxhtvYGdnx40bN4QX+8WLF1m0aBHw92FJUVGRsrIyOjs7UVRUJDAwkKioKG7cuMEXX3yBXC7nxIkT5OTkMGnSJHx8fNi1axeTJ08mJiaGuXPn4ujoiEQiITMzE3V1ddzd3cnLy0NJSYnm5mbs7e0JDQ2lt7d31A41EyZMwMbGBrlcjpqaGnl5eUyYMIFbt24xf/58KioqqKmpobOzk/b2djIyMrCxscHAwAB7e3vs7OyECzgtLQ25XI6VlRWurq5IJBLy8vJobm5GU1MTVVVVDAwMKC4u5uDBg4L8YUQrLpfLycrK4sCBA/j5+WFqakpeXh4FBQVUVVURGRmJoaEh3d3dglTo1KlTQjGYnp4udDf+bYwcZoOCgjAyMmJgYIDS0lJaWlqEPSIrKyvmzZvH1KlTUVZWpquri59//lkYGdfX1yOVSjExMUEkEgnd0pycHNauXYtUKkUmk+Ho6EhSUhJ9fX08fvyY5cuX8+OPPwqFbFpaGgMDA0ydOpW3336bdevWoaenR0NDA4qKirz00kukp6djbW3N9OnTkUgkwkSws7OTt956i6KiolHhDSAyMhIlJSVu3bolTLw6OjqoqqqitrYWY2Nj4uPjycnJQSQSER4eTmpqKrNmzWLMmDHExMTg6emJtbU1/f39SKVSgoODOX36NPfu3WPhwoU0NTWRm5tLU1MTAOrq6uTl5WFvb4+mpiZjxoyhqamJw4cPk5+fz7Zt27CysqKvqgjbAAEAAElEQVSxsRGxWIylpSV9fX0kJSUJkixFRUVMTEzo7OzE1NQUY2Pj/+MT3P9vGOk2NzQ0MDQ0hIqKCikpKRgZGSGTydDQ0KCkpET4vZF9gZSUFDQ1NTly5Aj29vbMnDlTaDhIJBJOnDhBRUUFBQUFhIWFERAQgIGBATKZTDgA29nZoaCgQGBgIBYWFkilUtrb21FTUyMqKoqHDx8yffp0XFxcaGxs5Nq1axQXF7Ny5UpOnDhBeHi40OAZmUaNFlpaWigtLWXcuHGC5GdwcBBHR0esra05f/4848ePx8DAAIlEQm5uLgA1NTX89ttvgpxv7Nix2NjY8OGHHzJu3Dhu375NREQENjY2TJkyBVVVVR49eoSuri7h4eE8fPiQSZMmCbtzI11Bc3NzpFIpxcXFSCQS3N3dMTAwQE1NDXt7e+7du0dsbCzW1tbCO0FRUZHCwkIkEglDQ0OjwtvI7mF2djZ1dXW4u7uTmppKa2srn376qdBg6erqoqOjg46ODvz9/ent7UVJSQmpVMrDhw/x8/Nj7Nix/PDDD7S0tAg7lK+88opwoPH19aWuro6SkhK++OILYcpbUVFBS0sL6urqrFu3jqGhIXJycqioqCA3N5fi4mLGjh2Lh4cHt2/fJiAgQJDt1tTUIJVKMTMzA/hXZN//Mzg6OlJVVYWFhQUGBgZUVlZy/fp1JkyYwM6dO/nqq68wNzcXVBYj8tnx48dz7tw5zM3N8fDwQEtLi4aGBmH3YWBggKamJlxdXRkaGiImJoaUlBQUFBSIi4sTmlvGxsaClMvZ2ZkJEyawYcMG3n77bQoLC+nq6qK2tpaioiLCwsKora0lOTkZb29vIiMj0dDQoLq6mtzcXDIyMvj0008Fzf+/jZECdnBwkK6uLoKCgnB0dCQ8PBxVVVVBTdDd3U1HRwe5ubnk5OSgpKRETk4O4eHhQkHh5uaGkZERZWVlWFlZMXXqVNLT08nJySE3NxcDAwOsrKxoamrC39+foaEhvL29ycrKorOzk0mTJiGTyXBycuLixYvCs1ZZWRkHBwfefPNNEhISiImJ4cMPP0QqldLU1ERlZSWamprY2dmNCmcAMpmMvLw8QWFy9+5dHBwcWLRoETU1Naxdu5asrCwsLS3p7Ozk5s2bdHd3s3nzZv766y8cHR1pb29HQ0MDLy8v1NXVhWvqxo0bGBgYUFtbi5GREfb29iQlJREcHMz9+/cJCAigv79fUGgkJiaioaFBYmIi3d3dTJs2jTVr1vDgwQMuXbpEVVUVKioqbNq0SdjvKSkpwdLSEgsLi//oWnumhXMXFxdcXFxYu3YtjY2NPHjwgMuXL7Nt2zZ8fHyE5aB/ipHK1srKCgUFBRwcHCgsLOTmzZtUVlYyMDDA6dOnGRgYYGhoCHt7ezZs2MDjx49RUlJi4sSJ/2U8PmnSJObNm8dPP/2Eqqoq0dHRhIWFoaKiwrVr13jllVdQVVVl7dq15OXlcf36ddLT0xkzZgzh4eFs2rQJb29vAgIC8PX15fr166SmpqKlpYVcLmf//v2oqqoKWjhlZWVEIhE5OTn88MMPfPDBB5iYmDwLtf8RGhsbMTAwQFtbGycnJ4yMjATdYlNTE2+//TZ2dnZ0d3cLy5p1dXW8/fbbfPTRR4jFYkQiEU1NTQwODlJYWMj9+/dJTEzk6tWrGBgYAH8vffb09LB7924qKytZunQp6enpKCoqoq6uLhykv/jiC+bNm8eZM2dQV1fnyZMngoTNwcGB5uZm9PT0CAwMxNHRkczMTHp6epBKpcJy8GggOzsbPz8/RCIRcrkcTU1NxGIxH374Ia+//jru7u4sWrQIJSUlHj58iLGxMZqamohEImpra9m1axcbN27Ey8uLW7duce/ePXbv3s2YMWMYHBwkMTERNzc3qqurOXHiBBYWFmhoaDA8PMyjR49oa2sjODgYa2trSkpK6OrqQiaT0dPTQ3x8PMuWLaO6uprm5mZWr17N7t27sbW1pby8HENDQ958803c3NyIiopizJgxZGRkjApvAIaGhiQnJ1NUVIRMJkNVVZWHDx9iZWWFs7Mzzc3NfPLJJ9y9e5esrCwmTJjAypUrycrK4vXXX+fy5ct0dXVhb29PWFgY3d3dnDlzBg0NDRoaGjh58iR9fX3o6urS1dXFunXriIiIYNGiRTQ0NPDuu+9y+fJlfv/9dxQVFdHW1uazzz7jm2++IT4+XpAdtra2Ul9fz/jx4/Hw8GDChAlMmTKF2tparl69Kvxso4WWlhZhV8be3p7s7Gx0dHTYv38/aWlpxMTEsHLlSurq6ujv7+fjjz/m2LFjTJ48GVdXVz744AOys7NxcXEhJCQEFRUV+vv7OX36NDo6OsycORM9PT0kEgkODg5s2LCBtrY2rKysuHr1KgMDA7i6ujI8PEx6ejpLly4lOTmZuro6FBUVUVVVFaSaM2bMQFVVlS+//JIXX3yRqKgoFBQUaGlpIT09HbFYzJ49e0aFNzU1NXJzc4V76/bt26SmprJz507hkFNaWkpSUhK9vb1Mnz4dqVTKvXv3iI+Px9jYmBUrVmBpaYlMJuPkyZN88cUXjBkzhqqqKmbOnImBgQEaGhosXLiQwcFB6uvruX79OvX19chkMlxcXOjr66OhoYGmpiYaGxv5/fffsbe35/r161hbWxMSEkJxcTG2traIxWJeffVV5HI5VVVVeHh4sGXLFmpra/npp59GhbfKykrCwsKorKykoaEBuVxOfn4+tra21NbWcujQIW7dusXAwAAmJiY0NTWxe/duNm7ciKKiIh0dHSxatAgbGxtaWloQi8VMmDCBr776Ci8vL9zd3blz5w4PHjzAycmJvXv38sILL3D06FHu37+Pp6cnQUFBBAQECDsi48ePZ86cOdjY2LBhwwYMDQ1RVVUlJyeHsLAwQkJCsLOzo6qqiiVLlhATE8ORI0cQi8XCfta/jaysLG7evElwcDBLlixh5syZxMfHk5yczJkzZ1izZg0//PADMTExDA8Po62tjaurK66urojFYmprazl8+DC5ubmoq6vj7+/PG2+8wY0bN3j99df56quvMDY25sKFCzQ0NAhLwfPnz0cikVBfX4+Xlxfd3d2cPHmS4OBgKisruXnzJh9//DGpqalIpVLBjOLNN98kKiqKmTNnoqGhQXl5OYODgxgZGfHo0SNaW1sFtcO/jfv37zNlyhRiYmK4fPkynZ2dTJs2jfXr13P+/HnKy8vx9/cXTGgUFRUZGBggNTWVw4cPs2HDBqHDP1LgrVmzhpiYGI4dO8ajR4948cUXeeedd1BTU2P37t0cOXKECxcusG7dOuEQ3N/fz7lz5/jkk0949OgRu3bt4tGjR3z99decOXOG8vJyJk2aRF1dHbq6umRkZFBWVkZHRwcODg6MHTsWAwMD2tvbR4W3O3fu4OzsTFVVlSD50tfX5+zZs8yePZvq6mquXLlCUFAQy5YtY//+/bz77rvk5+fT0NDAa6+9xvLly1FSUqK6uprff/+dzMxMNDU1mT9/Pn/++Se5ubkoKSkRHh7Otm3bOHLkCGfOnMHCwoLp06czPDxMRkYGw8PDrFixAnV1dWGSl5mZSWJiIo2NjVhbW2NoaIinpyfh4eFERUUJ57oRw6h/in9cfPw/daVNTExYvHgxixcvpquri0ePHv3jf3wE8+bNQyKRIBaLqaioYPfu3bi4uHDp0iU+/PBD3nnnHVJSUhCJRLS0tPD7778TExPD3r17ee+990hPT2fixIkEBwejr6/PCy+8wIEDB/joo4/Ys2cPp06dQlFRkc7OTszNzVm1ahWqqqq8+eab5OXlAX93dFtbW1m1ahUbN27E1taWzMxM0tPTGTt2LL29vQwODjJ9+nTOnj1LY2MjdnZ2FBQU4O/vj6WlJYODg5w7d45z584REhLyH/Pwn2LEVUJBQYGSkhKePHnC6dOnMTMz46+//uLYsWNMnTqVjo4OABYsWMDPP//MgwcPGDduHDt27KCiogI7OzssLCxITU3lxIkTWFtbc+nSJXbs2IGdnR2rVq1iYGCADRs28PHHH5OcnExtbS1Lly6lrKyM+Ph4NDU1GRwcpK+vj7S0NPLz8zE1NcXPz4+SkhKCg4OF7tCdO3c4deoU/v7+dHV1CfIdXV3df50zAHd3dx49esT169fp6OjA2tqaW7duce3aNcGpZkT2Y2pqiqamJtu3b2ft2rV0dXWxYcMGZDIZf/31F2VlZcyYMYN79+4xa9Yszpw5g46ODnv27EEqlTJ37lz8/f0JDAxkzZo1LFmyhOTkZC5evEhERARLly7ls88+Y8eOHYjFYsrLy9m8eTNWVlaEhISQnJzM559/Tnl5Oc3NzWRlZaGmpoaDgwNr166lpKSEv/76i8mTJ48Kd/v37+fu3bu4uLjg6elJf38/WlparFq1iqlTp/LLL79w6tQp9PT0CAkJ4ZNPPkFdXR0nJydhsa+goICSkhLS09OxsrKisLCQnTt3cvXqVVpaWjAwMEBBQUE4VH/00UckJSVx4sQJrly5QnBwMFu2bCE/P5+33noL+FuGOWPGDOFaNzMzw9fXl++++46KigrS09MFNzpNTU26urpoaGhAT09vVHjbs2cPhYWFwqQtKiqKP/74A0dHRwoLC/nhhx9obm4WZCjLli3jxo0bbNiwgcHBQVatWkViYiLnz5/nwIEDeHh4MH36dNrb27l06RLff/+9oFMfGhoSXL56enrw9PREJBLR0NBAY2Mjw8PDnDp1ii1btjB9+nTmz5/Prl276O7uZs6cOfj5+fHtt9/S1taGsrIyH3/8MXv37qWiooLFixcTGBg4KpzB313BSZMmoa2tLUzUDhw4wJUrV+jv7+fx48e8/PLLLF26lLi4OPbt28cvv/yCiYkJurq6GBgYcP78eSorKwkICGDp0qXCQm5jYyOWlpbC57a3twuOiV5eXoKr16JFi5g7dy5LlizB2dlZaALMmzePuro6rl69SmxsrLD8ObI/UVBQIMia4uPj+eCDD3BxcRkV3h48eICdnR0ikYiamhrq6+uJjIxk2bJlvP/++3z77beoqqpSU1NDYmIiXV1dwjX4zTffMH/+fORyOZ2dnfT19ZGYmEhycjKLFy/m0aNH1NfXs23bNrZv3055eTlOTk4oKipSU1ODhYUFe/bsYenSpfj7+3P79m3S09O5efMmiYmJyGQyQQJdXl6Ot7c34eHhpKWlkZKSQnV1NefPn2dwcJCXXnqJjRs30tjYSHd397/O20hBamxszK1btygoKGBwcJDk5GTeeecdli5dSlBQEL6+vrS0tAj7CBYWFhgbGxMcHIyqqiqxsbEoKyvz8ssv4+vrS2xsLOfOnWNoaIiSkhIaGhro7+9neHiYF198kd9++42ZM2dy/PhxysvLCQ0N5c0338TIyIiWlhYiIyOxtbUVnAJHCsZLly6xZs0aFBQUuHr1Knfv3sXb25uNGzcSFRXFxx9/zEcfffSv8wZ/n0eWL1+Og4MDOjo6VFRUYGBgwPTp0/Hw8MDW1paUlBRkMhkikYj09HReeeUV1q5dKxS//f39mJqaCtPbn376iXfffZfvv/8emUzG5cuXaWlpISAggMrKSn744Qc2b97M9u3bqa2tJSIiAg8PD3R0dCguLiY4OBj4ewfK1NSUrq4uqqurefDgAb/++qvwf5Kbm0tdXR09PT2cP3+eqVOnMm3atFHhbcGCBZibm/P06VP6+vooLS0lNzeXP//8ExUVFWJjYykpKUFBQQFjY2PEYjGGhob89NNPREVFsXbtWmbPns2kSZMEKaCTkxP379+nsrISOzs73nnnHSZMmIC1tTXwd3Ni3bp1rF27VpC9q6qq0trayqNHj8jNzWXixIlcvHgRZ2dnzMzM0NDQ4I033mDRokVCg8XHx0eQzJ8+fZqamhr27t37j773Py4+qqqq/pd/RltbmxkzZvzTjxSwf/9+tm3bhpmZmaBTnDlzpvAw+/jjj9HU1GT58uVMnTqV/v5+8vPzUVNTY+PGjWhra3Pu3DlaW1uRyWTMnDmTrVu3kpiYyM2bN5HJZNy4cQNTU1OmTZtGQEAADg4OlJeX8/LLL+Pj40NhYSGtra3s2rWLpqYmkpOTMTU1ZdWqVTx48AAdHR2Cg4Pp7e0VLBV1dHRYtmwZJSUlnDx5kqioKGbMmIGvr+9/zMGz4KWXXhKsQj09PYUH1XfffceWLVswNDTkjTfeQEFBAUtLS7Kzs7l37x7Hjx9n7969WFpa4u3tjY+PD3K5nDt37rBhwwa8vLzYsWMH/f39xMTEUFVVhZKSErt37yY1NRUfHx9OnTqFtbU1CxYsYNKkSTQ2NgoWl3l5eWzbto3ExES0tbXx8vJCLBZz9OhRYR9mw4YNdHd3IxaL+eabb1BVVaW2tnZUeBvp0oeEhAgjyg8++IBPP/2UlpYW3n//fWEkbmRkxIEDB6ivr8fT05OWlhZWr17NqlWr0NDQQFNTExcXFwYGBrh48SKTJk1i2bJlwv6Nk5MTv/32G9XV1WzevJlly5axd+9e1NTUhAW469evExYWxq+//oq7uzu7du1CIpGgqalJfX29sM9w7tw5Lly4gJubG+fPn+fw4cPY29szderUUeENYNq0afT19Qn7B8PDw1hbW7N161aam5s5fPiwIE8RiURCp+/WrVuEhYWxdetW5HI5L7zwAiYmJmzfvh0vLy9++OEHwfXGw8MDIyMj4X5KSUkhKyuLDz74AGtra9TU1Ojt7UVHR4fFixfzyy+/EBoayrFjx7CxsUFBQYGqqir8/f3R1NREUVGRX3/9lUOHDtHR0YGWlhYODg5UV1eP2mGwpKSEwsJCtLW1MTIywtraGm9vb/bu3cu9e/coLS0VOvCBgYG88MILfPnll3z33XfCzoylpSXz5s2jr69PKODDwsLYvHmz4ASYkpLC0NAQly9fxtHRkd7eXj744ANOnz7NnTt38Pf358MPP+TDDz8kISGBpUuXYmRkJHTLqqqqyMrKoqOjg7Nnz/L777+Tl5eHvr4+06dPx9PTk5s3bwqy1n8b+/fvB/52hJHJZFRVVfHkyRO2bNmCvb29YB3c3NxMQkICLS0txMTEkJ+fj56eHp988gmvvfYaBw8e5MMPP+Trr7/ms88+46233sLBwYEdO3awZs0aNDQ06O/vB8DPz48VK1Ywa9YskpKSGB4epr6+noGBAezs7Lh16xbffvstEomE06dP8/jxYwYHB4G/74+TJ08CsGLFCr777jv++OMP5HI5zc3NREZGjgpv27dv5/PPPxcOFt9++y1DQ0MsWrSIN954g+joaO7fv4+2tjZWVlYoKiqSm5vL7NmzsbKyoqWlBblcjre3N8HBwRgaGvLdd9/x1ltvMWnSJHx9ffn9999RUlJi3bp1VFZWcvLkST788EN+/fVXamtrEYlETJo0CTc3N0pKSlBRUcHJyQkHBweePHmCmZkZZmZmPH36FD8/P7Kysvjmm2/o7Oxk165d9PX18f3333PkyBGuX78+KryFhobS3t5OXl4e/f392Nrakp+fL+zvLV68mD179pCfn09rays//vgjO3bsYO7cuSxfvhypVIqhoSENDQ3U1taiq6vL3bt3MTQ0pLCwkBMnTjBr1iwiIyMxMzNDLpdz6NAhuru72bNnD0pKSjg7O+Pn50dQUBCNjY0cOXIEXV1dtmzZwieffEJYWBjJycm4uLjQ09NDSEgIBw4cYHh4GCcnJ+E7nD59etS69wDNzc34+/sTFhaGTCZjYGCAa9eu8f7777N9+3Z27dpFe3s7ycnJSCQSbG1t+eKLLygrK8PMzAx3d3ciIyO5f/8+P/74Iw4ODkyfPp3Lly8THByMiYkJCgoKwmK/TCbjwIEDnDx5krNnz5KZmYmRkRF2dnZ4e3vT1tZGTk4O165do729ncePH2NiYoKenh7x8fGsX7+eU6dO8ejRI0Gt4OTkRE9PDxKJZNR4s7a2RlNTEyMjI6Eo//rrr5k8eTLnz59n06ZNKCsrEx0dzbfffsvg4CCDg4MoKioSFBTEm2++ia2tLRcuXBAcHfv7+zEwMGDDhg289NJLnD17ljt37jBz5kzeeOMN9PT0WLNmDVOnTiUgIIA5c+Ywb948BgYGiIuL488//8TPz4+jR4/i6OjIhAkTmDt3Ltra2rzzzjs8fPiQnTt3cuHCBWpra6msrKStrY05c+b84+/9j4qP06dPc+vWLWJjY/8VqcKBAwe4ePEig4OD2NnZsW3bNgoKCjh27BgxMTGIxWKcnZ1pa2vj6tWrwr6AiYkJ1dXVQsU4Ij+6ffs2HR0dvPzyy8LSeUREBDk5OcJL19bWli1btpCWloaDgwP37t2juLiYLVu2UFFRQXZ2Nq+++iqOjo4oKCiQkpLCxYsXkUqlREVFUV9fz5QpU0hISBAWqmfNmsXYsWOFpbR/G3fu3GHdunXExcVx4cIF2tvb8fT0ZO3atRQUFAiZFCPOQCtWrCArK4vc3Fy+/vprQf8XHR3NwMAAioqKXLt2DR0dHfLy8oiLi2P8+PGIRCJBFjVjxgwyMzNZuHAhtra2ZGRkCB3b3bt3o6amxltvvcWff/5JZGQkYrEYqVQqvKyio6M5fPgwjx8/RldXl8rKSgoLCzE2Nh61F7Ovry/ffPMNcXFxKCkpCRkQysrKXLp0iaioKIyNjamvr8fCwoJ58+axdOlSXn/9dV588UXWrVuHsbExjx8/FtzYdu7cyenTpzl69KjAeV9fH4WFhcK+lEgkYtmyZWRnZyOTySgoKKCsrAx9fX00NTU5e/YskydPZtWqVZSVldHV1UVwcDB79uxh7969rFixAiUlJU6ePEldXR1vvvkm+vr6/PnnnyxYsGBUuLt9+zZDQ0PCAmlpaSmmpqYsXLiQS5cukZ6ezvjx49HQ0CAzM1NYSL9z5w7R0dF89NFHPHjwAE1NTczNzQVNqZubG1KplGnTpnHjxg2qq6sZM2YMJ06cYMOGDYjFYvz8/ITujYKCAra2tsyaNQtPT09Binbz5k2am5sxNzfH3NwcRUVFVq5cycqVK/+Llru7u3vU7lP4u3mTkpIi7Fqpq6tTVlbG0qVLBc27ioqK4IqloaHBrl27aGhoIC0tjR9//FFw1AkPD8fT05PTp0+TkJDA/v37KSoqIj09nfLycoyNjUlPT0dTU5OdO3cyNDSETCYTmjAj0qmCggL+/PNPCgoKyMzMxMTEBAcHB6RSKdu2bUNHRwd9fX2OHj3Kyy+/TE9PD8eOHcPBwWHUeJs2bRomJiYkJSXR0tKCv78/N27c4Ntvv8Xf35/ffvuNDz74gGnTprFkyRJEIhEZGRl0d3cTEhIiZBqNGzdOWHCdOXMmW7ZswdLSkl27djEwMMDChQtZsGABmzdvJiUlhWXLllFbW8v48eOFJeuR68bQ0JC//vqLuLg4uru7iYiIIDw8nIaGBqKjoykvL+fYsWPcuHEDR0dHdu7ciaGhITU1NYjF4lHh7c6dO8Dflrt2dnaYm5sTGxvL5s2bMTIyIjIykp07d9LQ0EBMTAzFxcWYm5sLB9dVq1YRHx/PmTNnePLkCd3d3bz99tu4urpy6NAhvvrqK1xcXAgPD6exsRErKyu8vLwYP3684Ho4YpHc09PDo0ePBBeotWvXCja+6enpJCUlIZVKKSoqws7Oju+//57s7GwKCgqIjIxEJBJRUFCAq6vrv87biGPe0NAQra2tPHnyRHBydHZ2ZvXq1dy4cYOkpCSsra1xcHDgpZdeorOzk/v373Pt2jXKy8t59OgRAQEBzJ49m2+//Zb333+fs2fP4uHhwc2bN1FRUcHNzY3t27czZcoUNDU1+fTTT3Fzc2PZsmXY2tpy8OBBnj59yuzZs9m+fTvvv/8+TU1NtLW1ERYWxrhx44Rm1cgO7MSJE6mtreXMmTMsWLCAVatWjZpT2LvvvktmZibDw8PIZDLMzc25c+cO+fn5nDhxgoMHDzJ9+nT09fWJi4sjLy+PNWvWMH/+fIKCgggPD+fRo0ekp6fj4+ODm5sbt27dYs6cOVhZWZGZmUl+fj5xcXFoa2uTmprKRx99JCz237p1i6amJsaOHYuZmRm//fYbq1evprGxkYiICAIDA3F1dcXe3p6MjAy+/vprLC0thX9rxKbdxsaG5cuXjwpn8HcmD/w9rdfS0gKgr6+Pn376if379xMbG0tkZCSTJk0SznXKysr89ttvPHr0iNraWoqLi/H09OTgwYOUlpayd+9eDA0NsbW15a233sLOzo7BwUF+/fVXrK2tmT9/Pl5eXkyZMoVVq1Yhk8morq7G19eXyZMn8+WXX6Kvr09gYCAKCgrU1taSk5ODmZkZ3t7enDhxQrDJd3Bw4LXXXsPQ0JCoqKh//L3/UfHh7+8vhJr9G7h//z5jx44lKiqK27dv4+vry/vvv89ff/2FlZUV06dP59dff6WlpYWwsDAmT55Ma2srkZGRJCcnC64Yjo6O2NjYEBMTQ05ODkuXLkUikaCvr09TUxNZWVkUFxdjZ2dHa2srJiYmlJSU0N7ejqamJlVVVRw4cIAdO3ZgaGiIsbEx+vr6gsOJm5sbBQUF+Pj4cOLECSIjI7GwsKCjowNtbW1BJ2hkZPSvcfU/IiQkBCUlJVRVVYXF1ZSUFL799ltMTU3Zv38//v7+hISEYGJiQk1NDVVVVYLzydOnT5k+fToGBgZ0dXWxceNG7O3teeeddwgLC6Ourg5lZWWUlJSoqakRlj1lMhnZ2dlUV1djYmJCb28vBgYGfP755/z888+kpqZSV1dHdnY2+vr6mJiYMGHCBEFPbWZmhlQqJSwsDGNjY7Kzs4mOjhaC6f5tmJiYCFZ+vr6++Pj4YGNjw+HDhxGLxURGRhIWFkZ2djbZ2dloamry9OlTdu3axdmzZykrK6O4uJi2tjZEIhFxcXEA7Nq1C19fX27duoWpqangouPu7s7p06d5+vQpEyZMIDk5mba2NgYGBhgcHCQ9PV1YUk9NTRX2S+rq6vj888+Fkeu4ceOoqqqiv7+f9vZ27t27BzBqLmHw91Khk5OTEARYU1PD7du3kUgkLFu2DDMzM3JzcykqKkJdXZ0ZM2YglUrZuHEjMTEx3L59G29vb6ysrCgvL6eqqoqqqira2tpwc3MTdPoj4XBHjx5l9+7d/PXXXyxevJgbN25w+PBhdHR08Pb2JikpifDwcEQiEcrKyhgbG5OVlUV8fDwaGhosWLCAzs5OjI2N8fDwICIiAlNTU+Lj44X/t9FAXV0dhYWFfPnll4wZMwYrKysqKiqwtLRkx44dmJmZcejQIcGK0sbGBhsbG+rq6rh9+zZWVlYEBATg7u6Oqqoqly9fFgIGf/75ZzZv3oyDgwM5OTkUFRWhrKzMjh07BI/3EQ26jY0N/f39iEQioqOjqaurw9zcnOHhYXp7ezE2Nmb27NkoKChw7Ngx/P39hQmIXC5HKpWO6qJ+eXk5UVFRQgMjJCSE+vp6wsPDUVZWFmyuFRQU6OvrY+rUqRQWFnLq1Cl0dXU5dOgQERER6OnpYWhoSH19PWpqahQVFbFy5Up6enrQ1dXFw8MDQ0NDgoKCKCsrE6RGixcvpra2ltu3b6OoqMj48eMJDAxEVVWVn376iT/++ANXV1emTJlCWVkZv//+O+bm5nR0dNDc3ExxcTEFBQUEBQURFhZGcXHxqLghjjgwjeybjTTW1q9fzyeffMKYMWO4du0aUqkUbW1tId9j9+7d5OXl0dXVJUy0R5Z4161bx4wZMzAzM2Py5Mm0tbVx//59MjIyhHdhXV0dx48f5+HDhzQ1NXHx4kUyMjLQ1NTExsaGefPm4e/vz7lz54Sp1aFDhygpKcHMzIytW7cKjkf9/f2oqKgIu1qjgQ8++ECwF25oaCAlJYXCwkJ27NjB/PnzGRgYIDw8HC0tLXJzc/n++++Ji4sjJSUFFxcXDh48iL6+Prq6usjlcr7//ntyc3PZuHEj3t7eeHl5ERgYSH19Pfn5+fj5+eHi4sKjR4/49ttvOXz4MFlZWQwODgq5SW1tbWhpafHw4UNWrlxJREQE+fn5fPTRR2hqauLk5ISbmxva2trExcXx9OlTOjs7SU9Pp7m5mdDQ0FHhLiYmhpqaGjw9PQEoKytDKpVy7tw5Nm7cyLvvvktqaiqdnZ1YWVmhqqpKU1MTr776KoqKijx8+JDHjx+jpaVFaGgoRkZG2NraEh0dTXV1NXPmzMHOzg6pVIqVlRVz5sxh5syZDA8PCw5Y/f39lJeXC5O3yMhIYmNjuXr1KpqamqipqdHX18epU6eIiIigqqqKO3fuMHXqVDQ1NWlpaUFbW5uioiJBovRvw8fHB2NjY2pqahgYGMDLy4vq6mqysrK4cuUKoaGhODk5CQZB6enp7Nu3j2+++QYzMzNSUlJYuXIl+fn5XLt2DW9vb/bv38/rr7+Oqqoqbm5uQj7UrFmzyM7OFu75F198EXV1dYyMjEhPT2fHjh3s2LGDgYEBlJSU8PLyIjMzE3NzcxwdHXnw4AEODg4oKSnx888/Y2pqio6OjpCn8p9II/+vJpyPwMjISAhkGrHtkkqluLq6cv/+fZqbm6mqqhIW3YqKitDW1hZegrm5uRgbGwvpvyMFyM2bN5k9ezaxsbHk5+czODjIpEmT6OnpERbFS0tLqaioYGBgAE1NTVRUVNDV1UVfX1+wQB2xW1RSUkJRUZGGhgZ0dXV58uQJ9vb2wp83NjYWukRvvvnmv85bXFwcQUFBBAYGIpFIKCkpISAgAJFIhKurK2ZmZowZM4bKykru3LmDsrIyQ0NDWFhYMDw8LLg4jSR1Dw8PU1JSgqmpqZCiHBMTg7GxMV5eXkIgV3JysmDL2N7eLjh+ZGRkMGvWLO7duyc4No3oFMvKylBQUMDb25u6ujo8PT2xs7NjYGAAsVjMsmXLUFFR+dc5Azh+/DihoaFoamqipKSEhoYGycnJ3L9/n08++YSSkhJaW1upq6tDKpUKbkEFBQUoKyvT0NBAQ0MDnZ2dgvVpcnIyYWFhREVF4evri7a2Ni0tLeTl5VFaWoqNjQ1jxoyhtLQUY2Njxo0bh6qqqpCD0d3dzaVLl3B2dhbcToaHh8nKykJPTw8VFRVkMhlKSkq4u7ujpKREfX09vb29zJo1a1R4AzA1NRWuERsbG2QyGXp6eoI1q729PTExMejp6QnWpyMOLyoqKrS2tqKmpiYshIeHh3PhwgVCQ0Oprq6moqICGxsb1NXVhfF4fn4+aWlpTJw4UciL0dfXRyqV4ubmRkNDA1u2bBEmWYGBgTg4OAjhR6+88gouLi64uroKkwRFRcVRmxYBQihYZ2cnmpqaGBgYsH79eoyNjTEwMBCmte3t7fT29goHhoyMDLy8vAQnwMHBQczMzDA1NWXp0qXU1NQwdepUYVKnoqLC5MmTmTp1Kvfu3cPc3FywY1RWVsbGxgZzc3PBrnFERjk0NISOjg7KysqcPn2ajo4OgoKC6O7uprOzEy0tLXR0dASLxtGCgYEBdnZ2Qp7CyMHlwYMHQkPE3NwcDQ0N6urqqKysxMjIiAkTJlBcXIySkhLDw8P09/cL+RPR0dFC6viIu1FdXR02NjaEhITw22+/4efnJxh46Ovr4+fnx+PHj7GxsaG3txdzc3NcXFxYunQpDQ0NPHz4kJ6eHuRyOXK5nMmTJyORSMjKymJgYAAVFRWysrKEsLB/G97e3ri4uODh4UFra6sw/XBwcEAkElFRUYFMJhNC2yIiIigoKMDd3Z3s7GxUVFTw9/cXlqBdXV158uSJMBUqKCigtrZW2KMMDw/H19eXgIAAmpubUVNTo6WlhaGhISE0uLa2ljFjxqCsrExQUBAqKipIpVKmTJmCr68vv/zyC2lpaeTk5FBfX4+hoSG+vr709vaO2sRISUlJyDLp7u4mLCwMAwMDkpOTmTFjBjKZjKGhIWpraykpKcHBwYFZs2bR3NyMoaEhWVlZ+Pr6IhKJGBwcFBbSnz59SnBwMLq6uojFYnR0dNDT08Pc3JwLFy4wZ84cKioq6OzsRCaTYWRkxNixYwVXME1NTSZNmoSqqioFBQWUl5cjFoupqamhvb2dGzduUFNTw/DwMCKRCBUVFeH3Rqv4sLS0JDExESsrKywtLQXnq97eXo4fP87cuXOFd6upqamQLbFo0SI+/PBDZs+eTVBQEIODg1haWhIYGEhaWhoVFRUsW7aMuro6nJycEIvFDA0N0dPTI+SE5ebmIhKJCAkJEVwkR5K829raqKio4LXXXkNFRYWnT58ik8lISEigubmZsrIyRCIR1tbWeHh4CJa3o4UROXdfXx9qamoYGRlhaGhIR0eHYF8rEokYGBigv7+foKAgQkJC8PLy+i/N9IqKCmpra2lra2P8+PGsXLkSZWVlLC0tqaioEM4OTU1NPH36lJycHJYsWSI0ZEac71JSUgTVwuDgIOHh4QwNDVFUVISlpSXFxcXk5OQgl8t56aWXBL5G1An/FP+vKD7c3NwwNjbG398fdXV1WltbSU1NZfbs2Vy6dIm8vDzBA3/kkD3iBjBu3DhqamoEWVZaWhrm5uYMDAwIuQxKSkooKCgIS7xSqVT4e5WVlQwODmJjY0NYWBj29vb09vZy8+ZNbGxsKCkpEVI0W1pakMlkVFRUMGHCBPLy8rCysqK1tRUNDQ10dHQYGBgYVdmVhoYGIpFIyN6wtbVFQ0ODrKwsXnvtNXp7e6mqqqKgoAAVFRUCAwNRVlYW7IxHHqa9vb1cvnwZX19fwRlHLBYzMDDAwMAACgoKxMTEIJfLycnJYe7cuairq5OWlkZfX5/wADxx4gRXr14lMDCQ0tJSRCIRJiYmJCQkCBptW1tbQkNDGRgYoK+vD1dXV7y9vUdloRD+Hq2/9dZb1NfXU1RUhL6+Pn19fYwZMwa5XE5vby8SiQQdHR2srKyEQKcvvviCxYsXk5aWhoGBgWBbPDw8jLOzs5Broq2tjbGxMRKJhPLyciQSCYsWLaKgoABFRUUMDAxwdHREW1ubxsZG2traaG1tFSQd/f39DA4OYmBgwLhx43B2dqavr4+UlBQmTJggdK7Hjx8v5LuMFkbcaUxMTFBVVaWrq0tYqBzJSrCxsUFJSYmGhgYqKyuxsbGhuroaBwcH7OzsBEcWkUjE8PAw169f59VXX+Xp06eIRCIAJBIJbW1tQrKto6Mj2dnZmJiY4Ovri4GBgTAGPn36NMrKysJBSFdXF21tbRQVFcnMzMTQ0JDe3l6MjIyExVk3NzemTZs2atan/f39hIaGIpFIEIlE2NjYCC5xvb29REdHo6GhgbOzM+rq6kJOiqqqKpaWlkilUjQ0NFBUVBQaIiPFc2BgIGVlZfT29mJvb4+Pjw9mZmbs378fXV1dpkyZgpOTE9nZ2cDfGmO5XE55eTk+Pj7o6+szODgofF5sbCyGhoaEh4dTWVlJaGgoHR0dgh//aOqhTU1N0dPTw9PTE21tbSEnoLGxkcePH6OsrExFRYXw3EtMTMTJyYlly5aRlJREYGAgampqgg1zQEAABQUFwsu2tbVVsCMfsQIfuSa8vb1JTk5GQUFB2J+RSCS0trbi5ubG48ePGR4epqysTLi+XV1dKSoqEhKHu7q6cHR0xMPDg8zMzH81Mfl/RF9fH5MnT6axsZHW1lbCw8MpLCxELBZz7949xo0bJyTY6+npERERweDgII2NjRQXFzNjxgyh++nk5CQ0rEZsq0UikeBsY2hoiLm5OY2NjcyfP5/79++jrq6OpaUl5ubmQsEaHx9PRkYGCgoK6Orq0tzcTHt7O7Nnz2b8+PEcP36crq4uwTbUysoKW1tbtLW1R213oby8HG1tbSFwc+zYsWhpaQnT5pEMnoyMDNTU1Bg/fryQgaKkpMTYsWNRV1cXAuH09fWxsLCgpKRECDwuKSlBLBbj5uZGT0+PcP64f/8+vr6++Pr6YmFhgY6ODhKJBIlEQkhIiGC60NTUhK6uLmPHjsXc3Jxbt25ha2vL8PAwnp6emJqaIpFIKC0tpa+vb1R4A4SMmMbGRszNzRkzZgxaWlpoaGjQ1NREQkICubm5aGlp4eHhgYmJCTo6OkLAr4eHB4WFhfT09AjvmZF34bRp09ixYwft7e2EhYWhp6dHbW0tZWVlyOVyMjIy0NHRwdXVFS0tLdLS0gRpoaenJykpKYIDaWtrKyoqKjx48AB/f3/kcjmVlZVoa2sL743RfKcODAyQmJiIlpaW4Jra29tLbm4uVlZW9Pf3C7kyKioqGBsbCzlPT548EYJgpVIpAQEBKCsrc/v2bdzd3amqqkJZWfm/OG7a2dnR19dHVlYWPj4+DA4O0tnZSWVlJUNDQ0gkEjIyMujp6cHW1hZ1dXUKCwsFl87c3Fz09PSwsrLC39+f6upqGhoakMlkGBoa/uPvPTpPwv8FRpKkR27Y1tZWwWlqypQpuLu7Cx3Xhw8fIpPJcHBw4MSJE5w8eZLCwkIaGxuRSqUUFBRw4MABqqurBX/1GTNmMHHiRIEYb29vXn/9dQoKCgSpwchYXFdXl4KCAn799Vc8PDxobm7mwoULHDp0iBMnTghJnZGRkXh6egr+yCOJwC4uLv/R0s3/DnR0dEhMTOS3336jqqqKhQsX0tDQgLa2Nnfv3kVFRYX79+8Dfy/S9ff3C04sioqKqKiooKmpiYaGhhDaI5VKyc7OJjg4GB8fH8aPHy84vIwsZw0ODlJaWoqenp5g8TswMICtra1gtxoZGYmNjQ1GRkZoa2tTXFyMhoYG+fn5uLi4YGJiwvDwMMbGxnh6egpBSaOBkRdKY2MjdXV1yOVyRCIRb775JkVFRRgYGODg4MD8+fMJCwsjJiaG8vJy5HI5K1asID8/Hy8vL2bMmMHg4CAXL15kypQp/Pnnn7zwwgsUFxdTVlbG8PCwMNXT0dHhr7/+IjAwEDMzMwoKCoRFxj/++IOEhAT8/f2F4raqqgo1NTVefPFF1q5dS2FhIXl5eSgrK/P48WOqq6sJCwvDysqKGzdujApvALW1tQwPD1NeXk5eXh6Dg4OCf39eXh6XLl1CT0+P0tJSYmJi8Pb2FhasIyMjiYyMpKCgQNhfiI2Nxd3dnbFjx6Kvr8+YMWPw8vKiv7+foqIiZs+ejVgsxsPDg6SkJOF6HZGzjVx7u3fvxsLCAi0tLbKzs7lz5w5FRUVCGuvI4uGI00xycjKJiYmjxtvZs2cxMTFBS0uLrq4uFBQUiIqKoqWlhaamJqRSKT09PYIM4+zZsxQWFhIYGMjw8DBTpkxh+fLlvPDCC/j6+mJmZsaePXtwcXGhoKCA+/fvY2RkJFg85+TkMGPGDI4dO4aLiwuhoaFYWlrS0NBAXl4ec+fOpbu7m08//RRDQ0NMTU3R1dVFT0+PqVOnsmzZMuLj4+nr62P+/Pno6OigoaGBg4PDMzkaPitGMgGKioqoqKgA/nZqCQ4OxsnJSejwKikpYW9v/19cphwcHISD2MjEZMTme6R4KysrE8wR7ty5w61bt1i+fDktLS08ePAA+DszpKWlBV9fX+7cuUNJSQmNjY1ER0dz6NAh7ty5Q0dHB2pqavj5+Qnyjbq6OgwNDbG0tERTUxMdHZ1RMzhITU2luLiYW7dukZKSgr6+PvHx8aiqqnLp0iVh52ekWz6yXzY4OIibmxuzZ8/GwsICFxcXxo0bR1NTE3PnzmXixImUlZWxePFiFi5ciL+/Pw4ODri5uXH//n28vb1paWmhrKwMFxcX5s6di729vdDFffDgASUlJZw/f57z589TUFCAqqoqJSUlTJo0iSVLlmBgYMCcOXOYNm0a+vr6wuL1aGBgYIBHjx6RkZEhOGwpKyszadIkysrKKCsrIycnh76+Puzs7DAxMSEmJobc3FwsLCxYu3YtZmZmQkOprq4OdXV1QkJCyM/PJyoqiuPHj3Pv3j0aGhr+i1pgRErk6+srhL3p6ekREBDA/PnziYmJ4dq1a0LuTG9vL+vXr0dFRYVZs2bx3nvvMW7cOBwcHAgPDxcmwKOFjIwMwVGqqqoKbW1tIR/H39+fhw8fClbiRkZGwp7U8ePHmThxIl1dXRQUFAghip988gmNjY3Y2NigqqrK4OAgly9f5ubNmygoKCCRSEhJScHDw4POzk5KS0uRSCTI5XKGhoYEFUFYWBi+vr6Ul5fT0dGBWCymra0NW1tbVq9ejbm5uZAcX15eTk1Nzag5b8Lf8rSMjAzEYjFmZmYkJiZy584d0tLSaGtrw8zMjMLCQiHsb6SoLC0tZWBggK6uLvLy8oSm+shk8sKFC4Jbm7m5OUpKSlRWVuLh4UFwcDAzZszgyZMnggviSLCnlZWVsECuqanJtWvXSE1NRU1Njfb2djo7O4mIiGDy5MkoKyvT19eHRCIhNTVV2DX7J/h/xeTj/v37XL16lYiICOzs7CgtLaW2tpaFCxdSXV1NVFQUFhYWODs7A3Dt2jWsra3ZsmWLYCfX1dXF6dOnyc/Px8nJiYcPHwqOJffv3+fx48cUFxfz119/YW5uzieffIKlpSW6urrk5eVRX19PQkIC169fx8LCQuhM6unpUVBQIKRMmpubC0vr27dvJzc3F21tbfLy8rh7967gmzwa+OCDD4iJiUFJSYn29nZ++uknenp6uHjxIhs2bKCrq4vy8nKUlZXR09OjuLiYb775hlOnThEYGCg4jJSVleHs7Mz27ds5ePAg165dY+bMmejr6yOTyQgKCmLnzp2kp6eTlZVFe3s7x48fFx5yra2tVFVVcfLkSSFMyMTEhIiICOLi4khLS8PW1hYvLy+SkpLw8PBALpfj4uIipOCamZnx5MmTUZF0REZGoq2tjVgsFoJ33nzzTcGW9KeffhK820UiEerq6jg7OwthbiMPtzt37vDbb7/h6OiInZ0d3377LUpKSvj7+/Pjjz8SHx+PnZ0dGhoafPfdd7S3t/PLL7+wbds2qqqqyM3Nxc/Pj9WrV7Nv3z7WrVuHkpISTU1NJCYmkpOTI1z30dHRzJkzB1VVVUxMTKivr+f8+fPU1taOyiLmCDo6OoiIiKCoqEgYmX/66afCwt/atWuxsrIiOTmZ9PR0njx5gpeXF19++SWNjY3CAWwkk6KoqIjFixfz+++/c/LkSTZt2sS0adOYPXs2MpmMlStXIpFImD17NlOnTkUqlQqdQ7FYzLhx4/D396enp4e3334bDw8PIVi0v78fTU1NYe8oLS2N5cuX09TUxK+//sq9e/dGzTbWxMSElJQUdHR06O7u5urVq9jZ2fHw4UOcnJzo7e3ljTfewN/fn9jYWDo6OrCzs2PcuHGCvG3EVcnX11co1J8+fcrQ0BCqqqqkpqYSHR1NUVGRcADq6+vjhx9+QEVFBS8vL0xNTUlPTxd2TExNTWlvb2fBggVCEKOHhwc3btxgwYIFXLt2jV9++YWmpiYhYHC0mivw9yE6NDSU8PBw8vLyuHnzJl999ZXw67q6uohEInp6eigoKMDJyYmamhq2bt3K8uXLhaBJZWVltLS06OzsxMfHB3t7ex48eEBBQQFTp07FxMSE/Px8EhISCA0N5fDhw8ydO5ewsDBhXy07O5uPPvqIWbNmIZfLmTVrlnBQamlp4ZdffmHGjBlCiJ9EIkFLS4uEhAQuXLhASUkJkZGRo3IgfPfdd7l69SpFRUWC/HBwcJCpU6fS0tLCxYsXqaysZPny5cydO5d79+5x8OBB7t69y5w5c4iLi0NNTY3MzEyio6Pp7u7mtdde49q1a+Tm5mJnZydIQyQSiTCdPHv2rCAJLS0txdPTk4KCAjZv3kxZWRnq6up4enoSHR1NYmIizc3NXL16lcbGRjZt2iQE4o64h/X09AgFcGtr67/O24jZilQqFdySgoKCsLCw4LvvvmPNmjUsWrSIqKgoYmNj0dTUZP369ZSXlzN79mxEIhGVlZU0NTUhkUiEALjPPvuMzz77jOTkZMRiMaampgwMDKClpcW+fftITU3l7t27nD59GldXV9zd3SkpKeHBgwcEBARgYWHBq6++iqWlJcPDw6ioqJCYmMiyZct49913OXjwIJs3b+bYsWPcvXuX0NBQfvvtN2F3ZDQQGRlJd3c3VVVVQlbMjz/+CCBktbW2tmJra4u+vj7Hjh0jNjaWqVOn8ttvvwnPqq6uLv788088PT05e/YsW7dupampCT8/P6RSKXp6emhpaVFTU4ObmxsJCQnU1NTg4eGBSCTCy8sLNTU1jh07xtatW/nyyy+ZNm0ajo6OGBoa0tjYiJubG+vXr0dRUZGenh5mzpxJf38/169fJy0tjdmzZ48KZwBisZh58+YRHByMiooKEydOZPr06YwdO5Y///yTc+fOERQUJIRG9/b2cvToUVJSUpg1a5awhzs0NEReXh7ffPMNoaGhTJgwAS0tLaRSKX/99Repqan4+vqyYcMG9uzZg5ubGwsXLmT37t0EBASwefNment7KSgoEO7nhoYGysrK8PLywt/fn4KCAo4fP46npyfOzs7MmTOHwcFBgoODWbBgAXV1df/4ez9T8REdHQ38HTZoaWnJ7du3+fXXXzExMeGTTz7B3Nz8P/q83t5eIiIi8Pf3p6OjA7lczrZt2yguLub777+nvr5eGMv5+PggFovJysoiKiqKBw8esHnzZnx8fHjw4AEikYi3335bcMcIDAzk8OHDLFy4kGvXrgld4hE7XFVVVb7//nvBnm3u3Lk4Oztz+vRp5s2bx88//8z27du5c+cOpaWljBkzhs7OTuLj44WAxZEFQm1tbezs7IiOjmbu3LnPQu1/BIlEQmxsLJMmTWLKlCk0NTVx+fJl/vjjD3Jzc0lISGDHjh388ssv5OXl8eDBAzIzM3F0dOTOnTuCrezFixfZuXMnJ0+eZP78+TQ1NSGTyYROl0wm49atWxw4cABzc3M2b95MSEgIzc3NXLlyBWVlZVpbW9m+fTu+vr688MIL1NfXMzw8zKRJk2hvb+fp06fo6enx5Zdfsn//fuHh3NbWhoGBAQEBAYK7w7+NQ4cOsWjRImHZva6ujp9++onZs2cLNqKXL18mOzubmTNn8vbbb/PSSy+xevVqYmNjgb+tLL29vQXv/rCwMD7//HNWrFhBf3+/cMjMzs5GXV2dP/74g6ysLMGRyMrKChsbG+Dv3BE3NzcOHDgguCD5+vqyadMmTE1N+emnn/jqq6/Yu3cvSUlJgs97UFAQbW1tzJs371/nbATLli3D2tqau3fvUltby61bt7C0tOTYsWMcOXKEuLg4oqKi8PLyYv369dy6dQsdHR3effddIiIimDJlChUVFSgrK+Pp6YmjoyNr1qwROnkzZ84kJyeHy5cvk5+fj6urK9ra2ty6dYtXXnlFmC7a2dmRk5PD9OnTCQwM5K+//hJsdT08PDA2NqapqUnQuR44cICCggLEYjGzZ8/m+PHjoya5Anj8+DHOzs5ERkYikUi4c+eO4Cn/xRdfsHnzZn755Rfu3r3LrFmzOHToELW1taioqPDtt98Kid4jO0fq6up888039PT0kJ+fz/z584mOjqa3t5d58+YxdepU3nvvPSEzxsLCAnNzc1RUVAgLC+POnTs8ffqUgYEBqqurGT9+PGPHjqWoqIjY2Fg+/fRTZs6cyePHjxkaGuKnn34SXGXu3bvHmDFjRoW3yMhIQSpbVlYmTKJPnTpFUFAQX331FZ2dnRQWFiISiQgODuabb75BT0+P0NBQLl68SFFREcPDw5SWlnL06FG6urqIj4/n008/5cmTJ8TGxqKrq0tfXx9dXV18/fXXHDhwAAMDAwwMDDh8+DC3b99GU1OTlJQUxGIxixcvJiMjg5CQEGECV1JSwttvv01gYCDXr19HV1eXlStXAlBRUSFo/UcDI0WVr68v3d3dGBkZMTw8TGhoKAYGBty/fx97e3vU1NSor69HSUkJiUTCpk2byMvLY/r06UIQZ2BgIF9++SUrVqzA1dWVbdu2YW9vj1wu59atW0RHR/Pw4UO++uorKioqhInckSNH2LBhA6+++ipz5sxBJpNRVFTE+++/zwcffIC6ujqdnZ0cPHiQyspKdu7cycsvv0xDQ4Ngpd/V1cXWrVtpa2tjx44d/zpvP/zwA0ZGRmzdupXx48ejpKREYWEhLi4u7N69W2gwLl26lG3btiGVSrl58yYFBQWCFMvQ0JDJkycLS/qWlpbs3bsXGxsbbG1thWX2p0+f8sknn+Dh4cHUqVPZtm0bDQ0NQoNGXV2duro6XnnlFczMzNi+fTtZWVkMDw+jr6+PoaEhS5YsISkpCR0dHSZMmMDkyZPx8/Ojvr6eLVu28PHHH//rnI0gNTWVMWPG8PLLL9Pc3MzNmzcZO3Ys8fHxGBkZoaWlxZdffik8m4uLi9m2bRsnT55kwYIFeHl5MXbsWCoqKpg9ezaenp4oKyvz+uuvEx8fz5QpU3jy5AnV1dVoa2vz5ptv4uDgQExMDHfu3GHSpEmcPXuWt956C5FIJJh0XL16FT8/P7y8vFi9ejWenp40NjYK+VNJSUnCBLirq4uhoaFRCYkewalTp0hMTOSNN97AxcWFqqoq9PT0OHnyJBMmTCAoKIigoCCsra2pqqoiKiqKuLg43nrrLRYsWEBWVhYhISHMnDkTMzMzdHV12bdvH/7+/tja2hIYGIivry9yuRxtbW3u3LnDsmXLcHBw4Nq1a7z77rucOXOGzz77jM8//5zAwEBmzpzJtm3bMDEx4bPPPhOeXVeuXCEyMpIbN24ImTRmZmbk5+eTnJyMnZ0dHh4e/+h7P1Px8fnnn/PDDz9gaWnJ06dP2bRpE1OmTGHOnDkcP378Pw61GdHiVldXU1ZWhpqamrAg/dlnnyGTyXjllVeE+HgFBQUuXLiAqakpn3/+Ofv27RM8ivv7+6mtreWtt97iyy+/xMHBgS+++IJ169YRHBws2AiOpPQeO3aMsLAwpk2bhpOTEzKZjNbWVk6cOEFVVRVvv/02U6ZMQSqV8vjxY5KSkjh69Cjm5uZ89dVXSKVSpk6dyvTp04Wu/ZQpU/6jmPlnRWZmJm+88QbW1taoqKjQ3d3NkydPOHv2LK2trYJnc3NzMw0NDXz22Wd8+umn/Pnnn9y/f58nT54wZ84cJk6ciLW1Nfv27SMgIIDh4WGOHz/OunXrqKioYMmSJSxduhQ1NTXU1NQIDw9n7969XL9+HWVlZaZOncrixYtZtGgRV69epbm5ma1bt7J27Voh4Mzf3x9TU1MhIHLFihUYGhoSFxfHH3/8wZEjR3jttdf+dc4AnJ2dSUlJob+/n+7ubqRSKe+99x6VlZVMnjyZoqIiJkyYwPDwMDdv3qS2tpYtW7awYcMGNDQ0OHHiBObm5kJ3bMSibqQIH5FwhYaGCondx48fR1NTE2NjY27evImHhwdisZgrV64wd+5czp49y5IlS3j99dextrbm6tWr7N27F3t7e0pKSjh48CBvvvkmV65cwczMDEtLSzQ0NJBIJHh5edHS0jIq3JWUlDBx4kR8fHxQVlbGwMAAuVzOmjVrUFdXZ+fOnairqzMwMMDdu3cpLi7G2NhY8HefP38++/bt4+LFi/z888/U1tayZs0a8vPziYyM5N69e6irqwtj76CgINauXYuPjw8SiYSkpCRiYmKwtrbGxMSEiRMnsmTJEsrLy3ny5AlDQ0OIxWIGBwe5evUqBw4cYOrUqWzZsoUPPviApKQk9u7di4KCAg4ODqxatWpUeHvvvfe4cuWKkHi9evVqEhISACgsLBQckq5evcqFCxdwdHQkNzcXb29vYfK6ZcsWJkyYgIqKCgoKCiQmJnLlyhVBkjBiqdnW1oaXlxcPHz5k2bJlHDhwgHPnzvH48WOys7OZMWOGEFDY2tpKeXk5vb29GBoaMmHCBLy8vDh58iSXLl1iw4YNZGVlMWPGDLS0tHj8+DGLFy8eFc4AJk6cyKNHj6iursbR0ZFFixaRlZVFbGwsT58+xcTERJhs+Pn54eDggL6+PoWFhYI16unTp+nu7kZXV5e4uDgWL16Mm5sbTU1NHDx4EGdnZx49ekR2dja///47AwMDLF++HC8vL8zMzAgMDMTY2Bg9PT1WrFhBTEwMMpmMK1euCMuc+vr6VFRUYG5ujpubGz///DNvvfUW58+fZ9myZaxevZrXXntt1CZtf/zxB6qqqkyfPh01NTXu3bsndFV//vln2tvbmTVrFhYWFtTU1HDlyhUePXqEiYkJ48eP58iRI8LEpLi4WDCAKC8vx9HRkf379+Pr6yvsZkycOBGxWMyBAwfo7u5m27ZtTJ8+nZdeeokHDx4QEhIiHIj6+vrQ0dFh8+bN3L59GxcXFyGUd3BwED09PXJzcxGL/z+8/Wd0lVXXhg0f6W2n9957JaQRAkkIBAi9NxEFVMTesdyooMAtomABKQIK0nsNJIRACEmA9N577zu9vz8ce43nGeMb36s+r1k/HRrMZO/rWmuueR6HERYWFjx69Ihff/11XOr2xRdf0NXVhYWFBWVlZTx+/JikpCS+/vpr5s2bx65du3j27Bnbt28X42wrV67kjz/+YO/evUybNo2PP/6Y5ORkZs6cydmzZ7GwsMDd3Z0rV65w8eJFZs+eTVBQEE1NTXz++ee0t7eTnJzM06dP8fb2xtbWlmfPnnHr1i1Wr17Nnj17sLe3Z+XKlTQ1NYnR5VdeeQUlJSVBOpKF03V0dFi4cKGgso3XSkxMRF1dXeRJQ0NDOXnypDhEjoyMoKGhwblz52hqahLOKyUlJd59913y8vL49ddfGRwcRCKRcP78eWbNmsXvv/+OgYEBs2bNYtKkSXh4eLBv3z7hwvrll19ITEzkwoULSCQSnJ2dyc7OZufOncjLyxMVFcXp06cF4VCWUz106BBvvPEGo6OjBAcHo6amhoeHByoqKkRHRwtq17+9PvvsMxoaGqiurhbggu+//x59fX0ePHjAzJkz2bFjB83Nzdjb22Ntbc327dspKSkhIiJC4IZVVVUF/WzTpk1s3bqVpUuXsnz5ckZHR7Gzs8PV1ZUPPviAgYEBfv75Zw4dOsScOXPo6+tDXl6eGzdukJeXx7Rp0/Dw8GDPnj2Ym5vT0NBAcnIyy5cvZ8qUKZiZmQmS1o8//khHRwe2trZcvnz5LwuP/9Hh4/nnn2fChAmMjo6ybds2rK2t2bNnj0Af/t3l7u7O9u3baW9vx9fXFzc3Nx4+fEh/fz/Z2dm8/vrrrFy5EisrK0pLS3F0dMTBwYHy8nLq6+tJSUlBQ0MDKysrnn/+edzc3MjJyeHHH39k7ty5SKVSLl68KEYMtm/fjpubG3PmzMHV1RUlJSUKCwu5ePEibW1t7Nq1CwsLC8Ghtra2pqqqiv7+fvr7+4VFvaOjQ9zEtLa28ujRI6RSKWvWrPknZf3bKy4ujurqampraxkcHMTDw4OJEycSGBgokLVaWlqMjo4ilUq5f/8+wcHBgnKQkpJCRkYGenp6DAwM0N/fz9jYGC4uLrzyyitoampy+/Zturu7Wb16Ne3t7VhaWrJgwQLefPNNHj58SFFRkQgc/fDDDzQ0NAjai2yWXUdHhxMnTqCqqkpSUhJr164V19Fz584lJCSE06dP89Zbb9HU1PSv100muUtOTiY3N5fJkyfz6aefUlpayp07d5g+fTolJSVYWlqyZMkSnj59yrvvvssbb7xBXV0dmZmZNDU1kZqaSnt7O9988w1WVlbs3r2bS5cusXXrVgFB8Pf3Jzk5GYDGxkZqa2uZOXOmoH5ERkYSExPDhAkTmDp1Kqqqqujo6ODt7S1mMbu7u5kxYwZKSkpcuXIFX19fRkdHhVjqzJkzTJ8+/V+vG8DcuXOJi4sTm93Dhw/z8ccfExISwrJlyygvLxdzpmNjY3h5ebFnzx4SExPFi31kZERsaL788kv279+Ps7MzXl5exMfHI5VKBW776NGjVFRUkJKSQnd3NxoaGv9LeKqqqoq7uzuTJ0/G2toaJycn2tra0NDQ4MSJEwwMDLBo0SKuXLnChAkTWLRoEc7Ozvz666/jGsb8/fffefbsmcgLmZqaUl9fz6FDh5g/fz5bt27F3d2dF198ETMzM+EKePToEZ6enixduhRPT0+0tLRoaWkhJiaG119/XRhs7969y6xZs7C2tiYzM5OPP/6Yl19+maVLl9LS0sLly5fp6OigsrKSiooKpk2bJgK1QUFBeHl5MTQ0xO+//865c+d47bXX+PHHH6mpqeH111+nsLCQBw8eiBuY8WiuANjZ2fHo0SOxCRwdHWXBggXMnz9fbATLy8vp7e0VG7gDBw4QEhLCkSNHhAS0p6eH1NRU2traeOWVV3j06BEWFhZcuHCB6dOn09bWRkJCAh9//DErVqxgz5497Nu3D21tbYHAVFFRYffu3Rw6dAhHR0dmz56Nt7c3AQEBmJqaUl5ezpYtW8SzZNGiRSxevJjGxkZu377Npk2bxm2WfPny5djb2+Pg4CCC7hs2bGDJkiUiGKysrExWVhYqKips3ryZwcFBoqOjRXMuPT0dQ0NDEXZeuHAh3377LYWFhUyaNAkHBwcBYsnMzCQgIID29nbOnj1Lc3MzjY2NqKmpUVFRQWFhIUeOHOHAgQNcv35d3ADAnxMDFRUVaGpqUltbi0QiobS0lFOnTqGqqoqCggLR0dHjIrasr6/n999/x93dHTU1NUpKSnj//feZOnUqCgoKbNy4kXXr1rFt2zZqa2s5cOAA//3vf5GXl8fe3p4jR45gbW3NggUL0NDQ4PDhwzQ1NbFkyRIaGxtZu3YtR44c4csvv0ROTo6hoSExNWJra0thYSEJCQkMDw8THh5OWloaEydO5MCBAxQXF/Pyyy8zNjZGYmIi33//PYsXL2bnzp3CuyW74aqvr+fbb7/9X3uBf3uVlpZSXl5OZWUlbm5u4pb6woULTJo0icOHD7Nw4UKRv9i7dy+vv/46ra2trF+/ngULFjA0NEROTg41NTW0t7fz8OFDbGxsMDY2ZnBwkP7+frS0tIiIiODUqVMsXbpUOIicnJyoqakRTamOjg4aGhp4/vnnuXPnjvDUrVu3jsbGRiIiIggICKCnp4fXX3+duro68Tl88cUXxw1yIHPWNTQ0YGFhwezZs8WhXHYTuHDhQiG/TE5OJikpiYaGBu7evcsvv/xCdXU1VlZWzJo1i8DAQGJjY9m6dSuVlZUcO3aMhIQEysrKMDc3p6Wlhfnz5wuwkr6+PnFxcTx+/JicnBzKy8uZOHEib7/9Nj/88APh4eF4eXkxNjZGQkICO3bsYOPGjRw4cAB5eXkqKyvFuNvMmTMZHh7+S7/3Pzp89Pb20tvby8GDBykuLua3335DUfHPHxUfH8/y5cv/1s+7efMmPT09uLm5oaenR01NDW5ublRXV6Onp8eLL75IQ0MDysrKuLi4UFFRQXFxsUCtmZmZ0dzcTH9/v0CozZgxg7Nnz/L999+jpKRES0sLWVlZ9PX1oauri7+/PxYWFuJDWV5eTktLCxoaGpSXl3P9+nW0tbVFR1tGWZEdhsLDwwG4ceMGUqlUMLxlc8TjcW1nZGQkUL+yzmVjYyNXr17Fzc2NhQsXEh0dzZMnT1BXV2fy5MmC9HTr1i1ee+01DA0NkZOTo7S0VPClZR2DjRs3irDnoUOHGBwcpLy8XATlXnjhBYqKiujr66OmpgZfX1/xwpFKpUyZMoWBgQGuXr1KSUkJL7zwAuXl5VhYWHDkyBFmzJjB9OnTUVNTw83NjfT0dMzNzf/1uk2aNEngEmUPqF27dhEREUFGRgbPPfccenp6XL9+nbi4OObNm4eXlxfr16/n119/RVFRkZKSEoEtllGaPDw8+O6775CTk8POzg5zc3Pa2toIDAwkKiqK6upqvv32WxHGlM2gKysrs3XrVnp7e4VcUE9PjyVLllBQUCBusVJTU6msrMTV1VXgUa9fv05sbOy4HT4ePHhAWVkZBgYGgkRy8uRJIiIi0NHRETQuMzMz5OTkOHDgAEeOHCE0NBSJRMKxY8dEiHPlypX4+fmxevVq4aKQUXoGBwc5ePAgEolEbIRlM8/a2tpkZmZy8+ZNXnzxRb744gsWL16MtrY2Bw8eJDs7G3l5eaKjo5k+fTpRUVFUVlZiZ2dHcXExjY2NWFhYjKsf5f3336e4uJjr16/T29uLubk59+7dY8aMGdjb27Nu3TqRXzA0NKSgoIAHDx7wySef0NvbS0ZGBkNDQ/T19dHd3c3MmTMZGBjg9u3bBAYGioxLW1ubCLjevn2bhQsXsmbNGtLS0sSNmaxD+uDBA1544QUuXLhAf38/9fX1PHr0CAUFBaytrfn+++/p6enB2toaExMTfHx8hHdgvNbRo0fFM8bIyAgtLS1u3brFu+++i6GhIU+fPhVdONnf69WrV7GwsODGjRtMnz4dTU1NrKyssLS0xMvLSzhBIiIiBO2mr68PPz8/Ll26JG4AampqKCoqwsvLCw8PDzo7O/Hz8+PYsWP4+PigpaWFv78//f39Iq/266+/MmPGDIKCggCEOHfatGmUlpb+5Rfz/3WFhYWxf/9+SktLBTFtcHCQ9957T6Bwc3JyKCgoYGBggIqKCtasWYO6ujra2tocOXJEjPepqqrS39+PmpoaN2/epLu7m8rKSvFdT01NJSwsjNzcXKysrHjzzTfp7+8nMzOTnp4ennvuOeGwcHJy4saNG4yNjYkGxVtvvSUynidOnBD1k5OTQ0VFhcLCQvLz88elbnp6etjY2GBkZIS2tjb9/f3ExcUxd+5cHBwcxPtN1lRbv349ioqKKCsrU1VVRXR0tBDpSaVSdHV1WbRoEXv27CEjI4Ndu3ahra2NlZUVhoaG1NXVsWPHDl566SWKioooKirCw8ND3Himp6fz/PPPMzo6yu3bt4mMjKSrq4va2lox79/a2oqpqanIGPr7++Ps7CzEj2NjY+NSO4lEgq+vL/7+/oyMjFBZWYmSkhK3b9/m7Nmz/Pjjj2RnZwsHx8KFCykqKkJTUxNDQ0PMzMwoLCwUugVFRUV0dHTQ1tZm7ty5ZGZmivB5eXk5ubm5HD58mG+//Zba2loxmu/h4YGamhrNzc3cunVLSKCdnJzw8vJCTU1NjG0pKipy//59MjIyePz4Merq6ixfvlxkjsZjLViwgNOnTwuox8WLF7l06RLDw8M0Nzfj4eFBSEgIKioqODo6cu/ePQoKChgcHMTPz4+2tjbMzMwICgrCzMyMffv2kZSURHh4OLGxsZSUlDB79mwWL14siGu7d+8mPj6egwcPsn79ekJCQgQqOiQkBHt7e9rb22ltbRWi6KamJioqKvD29hY3eMXFxWhoaDA2NkZMTAyOjo5/+bD7jw4fkydPZsGCBUilUrZu3UpgYCAPHjzgxIkTJCYm/u2f19rayoIFC0SgsampCSsrK4HorKurE84IeXl57OzsCA0NpaioiMmTJ4uxIpkwa8qUKdy9excTE5M/f0lFRUFRmD59OnJycnR3d/PHH38QHR2NlZUVLi4uSKVSamtrSUlJoaioiLfeegt5eXmqq6uBP2WLsi/I0NCQoG4lJibS3t6Oubk5AQEBAkX6by9tbW3RZdDQ0KCpqQkXFxfOnDkjmPW1tbXiZiMvL4+hoSGsrKxobm5m0qRJmJqa0tHRgZKSkkDefvnll0RGRgoMoLy8PAoKCri7uxMTE4OxsTG5ubk0NDSIqzwFBQVMTEwoKCgQBKvc3Fy6u7tRV1dn1qxZDA8P4+joyIULFzA1NUVXV1fgLouKiiguLmbp0qX/et1kGLni4mLBuldTU6OtrY1ly5aJF8fo6Cjd3d0oKyuzePFiLC0tBQq1srISbW1tvLy8hHgvMDCQU6dOMX/+fPT09BgZGcHS0pLbt28jJyeHt7c3CxcupL6+XggGZR6H7Oxsnjx5wgsvvEBqairy8vJ4enoSEhKCrq6uYPPPmjULY2Njent7MTIyYtmyZSKDNR5rdHSUmpoa7O3t0dTUpKSkhFmzZnHp0iVWrFiBhoYGrq6uqKqq0tLSgrGxscClvv766xQVFWFmZoatrS3KysqcPXsWLS0tDA0NhcxIJteDP3Nl9vb2PHz4kIGBAbS0tFBWVhZz6rq6umJUQRZw1dLSYnBwEF1dXXJyctDW1sba2pru7m5SUlJQV1fHxcXlb4Xj/q9L9h3T0dGhsbGRgoICXF1dkUqlDA4OirHG0tJSMjIyqK2txdLSEnt7e2JjY/H19UVFRYVHjx7R0NDAnDlzhMH31q1bTJ8+HXd3d9TV1VFVVeXOnTtkZ2djZGQkRKru7u5CnFVdXc369etpbW0VLoW0tDTq6upQVlbm8OHDaGtr4+3tTUtLCyUlJVRVVSEnJ4eZmdm4hc5lRvrKyko0NTWxs7MjOztbiGZzcnIEIbG0tJS+vj5u377Na6+9Rnd3N0+fPkVJSQmpVMrY2Jh4/vj6+nLnzh0mTJiAo6OjCFcbGRnR29uLnZ0dc+bMIT09HR0dHQHHKCkp4cGDB/T29mJiYsKzZ89QVFTEyMiIsbEx/P39iYuLExhVWTOhqakJHx8f7t69Oy51e/DgAYaGhsJj5ObmRk9PDwEBAfz3v//FxMSEzMxMkQfKzs4WxuhTp06Jg65MwiiRSABoampieHgYe3t74Q6ws7Pj1KlTwsdiaWlJa2srtbW19PT04OvrS2hoKNnZ2SxdupRHjx4JpLaysjLOzs7icKysrExubi6mpqaClhQRETFu3gWZS8fKyoqBgQGePXuGgYEB3d3d6OvrExgYSGNjo3j+dHV10dTUhLq6OnFxcdjZ2WFiYkJ/f7/AjxoYGAinR39/PwYGBhgZGaGgoMCsWbNQUlJCT0+Pp0+f4uDggKGhIQ0NDRQUFODl5UVDQwMRERFcunSJ+Ph4PDw88PHxobW1lcrKSqRSKVpaWri4uODv74+NjQ3t7e3cu3fvf/nQ/u01efJkgoKCsLOzo6KigtbWVnJycggPDyc3N5elS5fy8OFDgeyuq6tDRUVFgF7a29sxMzPDwsKC3t5erly5QnNzM25ubuTm5pKdnY2KigomJiaoq6szceJEoqOjGR0dxd7enpSUFExMTDA0NMTCwkJMVjQ0NHDixAnMzc2prKwkOTkZFRUVXF1duX37Ns3Nzdy4cYOGhgYUFBQYHR0V1LDxWM7OzkRFRVFeXi6oU+3t7djZ2ZGfn4+Pjw+1tbW0tbXR2dlJYGAgHR0d6OrqUlpaSnNzM0FBQQQEBAiwRkNDAzdu3EBdXR0LCwvh+WlvbycrK4vy8nJmzJjBrl27OHToEMHBwQwMDIioQXd3N1lZWSgrK1NcXExPTw96enpMnTqVjIwMbG1tsbW15enTp/T09KCsrExrayvNzc3/7uHDz89P2JVlKzQ0lNDQ0H/y47CwsGDChAk4ODgIopCamhra2tqkp6cDf45XFBQU0NHRwfz583F2dhYyFjc3N+FJsLW1Zfny5eTm5tLU1ERfXx9PnjwhLS1N6OTT0tKIj48nJyeH7u5uTExMCAgIoKuri5iYGGpra2lubqa3t5e6ujrROXN2dkZNTQ0zMzNGR0exsrISXhCZndrd3X3csICyDZvMXKylpYWWlhbHjh1DUVGRtLQ0amtrMTMzQyKRkJ2dTVNTE7m5uYSHhzM8PEx9fT2NjY1UVlZSWVmJrq4uAwMDwnjb19eHRCLB398fU1NTTp48ydq1a+np6aG5uRkTExN0dHTIyspCSUmJ7OxsNDQ0iIyMpLKykoaGBhwcHLC3tyc3N5fW1lays7PZvHmzMI03NjZSXV0tZtb/7ZWVlUV7ezsjIyPCYm9iYiLmVBUUFIQASVFRkb6+PqZMmcKNGzdoamqip6eH8vJyvLy80NLSoq6uDiMjI4EQ9PLyIjU1lf7+fhwdHVFWVubChQtYWVlhampKc3MzhYWFqKmpMTw8TGNjI/Hx8aL7n5eXB/wpvLKwsCAsLIympibR+aipqaG1tRV9fX0cHR2Rk5Mbl7oBuLi4UFJSgp2dHdra2kilUhwdHdm1axffffedEBNlZWXR2NiIp6cn06ZNIz4+HnV1ddTV1XFzc8PFxYX8/HwuX77Mu+++i42NDXfu3GHatGlIJBIRSJcZVtXV1YUMVNYRdXFxQVNTk4GBARQUFMSLLTAwEAMDA5SVlTlx4gSPHz9m1apVYvMsLy+PpqamuL0cj1VXV4eSkpJ42ba2tgppWX5+Pubm5pSWltLW1iYe4itXrhTCSXd3d9LS0sRtTWxsLPX19Xz88cfU1tYKfKQMH52QkICrqytPnjyhqqoKHR0d+vr6aGxsFLz4adOmkZmZiZOTkwAjODo6CgSrgoIC8+bNY2xsjNHRUdra2sTmc7yWv78/cnJydHZ20tDQQE1NjaDBqaqqipHT3t5eBgcHsbS0FN/HmTNnitvsqqoqSkpKGBkZEfP4f/zxB8rKyqioqDAwMICxsTHGxsb09fWxfv16MebR3d1NS0sLDg4OKCkpCYO1m5ubCKBbWloyODjIhAkTuHr1qsBUVlRU0NTUhLy8PKOjo+PmMiouLiY0NBQ5OTlBiaqtrRXQlTlz5mBsbCy65MrKyqIL/ccff/D8888zODhIT08PpqamKCkp0dfXR1hYGG5ubmLsWUlJCTU1NT799FOWLl0qvo8pKSkCDVpYWCjQp62trQJ3CggiY1dXF8XFxbi5ufHLL7/g6uqKjo4OnZ2dDAwMYGhoOC51k5GqZIcQJSUlHBwcePDgAVlZWejo6Aggi1QqJTs7GwUFBaqrq8V0gcyhAIhJDSsrK0xMTJCTkxOy05ycHJYtW4aHhwdJSUkMDQ0BCAWApqam+PuTSCSiGevl5SXkhK2trQwMDCAvL094eDje3t7U19fz4MEDrl27hp2d3bgdPmTgBZm9vaamRjg/fvnlF7Zv305sbCxaWlpYWlqSl5eHgYEBADo6OgwODmJra4uWlpbAasvkx7Kmi66urhjDUlBQ4NKlS7z00ku4u7uLLFxJSYmoX1tbG25ubvj7++Ph4YFUKhUwHDc3N5GRMTAwoKOjg/7+fjo7O6mtrR23w0dDQwOOjo4UFxfT0tKCpaUlxsbGWFtbC4Fvf38/6enpjI2NsWLFCkpLS7GysuLp06eCgNXd3S2eS0NDQ5w5c4aZM2fi5OREVVUVRUVFdHV1IZFIqKmpobCwkO7ubmJjY5FIJGhpaZGenk5LS4sQacs+k2pqahgYGGBgYCD2SSUlJRgaGoqRVJm0+q+uf4zabW1tpaqqigkTJjA0NMT169eZPXs2ampqf/tn+fj4UF9fj7q6OqWlpVy9elUEeoODg5k1axYFBQWCSSwzKLu7u5Ofny8MkR0dHVhaWqKkpMSePXuwtLTktddeIzY2FmNjY5ydncWGe3h4mKGhISIjI8nPz0dOTg4lJSWqqqoICgoiOTmZM2fOiMONo6MjjY2NXLlyhUWLFgmXxd27d9HT06Ouro5Lly5hZWWFn5/fPy3r31pOTk7icFVZWclzzz2HnJwcFhYWPHnyBGVlZfLy8sRN0fr16zl37hx+fn5MnjyZrq4uMjMzxYHvxo0bJCYmMmXKFCorKwX5qrOzE319fYaGhhgdHWXdunUMDg6Kl/q1a9e4e/cu8+bNY2BggKamJoqKiggICGBoaIiEhAQ6OzuxtLTk6tWrbN68mZ6eHjo6OjAwMEBPT4+JEyeKTfe/vWQPOFmGxd3dnUePHhEcHExycjKOjo7CFiozuGtoaLBlyxaBrtPX18fc3JyMjAwqKyvp7+/n7NmzODo6kpaWRmpqKkNDQ2hpafHiiy9y9OhRzMzMOHXqFPb29uTl5aGjo8PatWv56quv0NLSEphfmUivq6uLmzdvEhAQIDqFpaWllJaWYm5ujpGREbdv32b79u1/60v/f1nOzs7CuGppacncuXM5ffo0OTk5lJSUIJFIyMjI4MmTJ6iqqrJ48WI6OjrE+F9ISAgKCgqCTCVzL2hoaIjPQ3d3t7judXJy4tKlS4SGhuLo6Mjly5cpLy9HT09P3HD85z//ITY2lsbGRmJiYpg3bx4WFhYkJCRgZmZGQ0MDoaGh3Lhxg8DAQIHvDAoKoq+vb1zqZmRkJOSBqqqqgkQyNjZGWloaCQkJ1NXVMWXKFFxdXRkaGsLb2xsNDQ1mz55NUlISp0+fRk1NDQcHB+7fv8/XX39Nf38/U6dOJTs7m5ycHAoLC8UL97PPPuP27duMjo6ip6cn/DOjo6PMnj1bZNTa2tp4+PAhPj4+TJs2jdTUVD755BP2798v/l9kHdjU1FSkUum41AygubkZZWVlpkyZQm5uLjdu3KCrq4uMjAxcXV2Rk5OjuLgYbW1tJk6cSGhoqHgHzZ8/X4wuNDY2Ii8vz7Nnz8TPDg4Opq6ujsuXL2Nubo6/vz99fX0MDw9jYGDAN998g6KiIh0dHRQXF9PQ0ICfnx8KCgqEh4fT1NSEp6cnampqQkD45MkTZs+eTU1NDfDnoVNPTw9nZ2dyc3MFLv7fXp6enkilUuE/qKqqwsTEhN9++008X2QeJkVFRfz9/cXvPzo6irOzMzU1NRgaGuLi4sKzZ88oKytj8eLFAjIRFRWFkpIS0dHRwJ846ePHj7NgwQKSk5PR19dn4sSJ1NXVcf36db7//nvOnz9PcnKyQEV3d3cLFLampqbwhsg2gfX19Vy7do3AwED8/f3/9bpZW1uTkZEhhLubN29GT08PeXl5AXPx8fHBwcEBVVVVNDQ0mDx5MomJiYSGhopbx+HhYSZPnoyPjw9Xr14V75G5c+fi6upKXV0dGRkZlJWVIZVKuXHjBvb29mRnZ9PQ0ICvry8LFy5k586dWFpacu/ePTHGXFVVRWtrK729vQwPDwvogZ6enuhsFxcXY2xsjJKS0r9eM9kaGBggNzeX8vJyMjMzqa6uFqPHEolE+J3q6uqE9DMzMxMTExP6+vpwdXWlr6+PkpISysrKsLS0JCoqiocPH2JnZ4eenh5dXV3U19ejr69PfHw8EolEIHSXLl1KSkoK0dHR9Pb2snnzZt555x28vb15++23cXJyQkFBAQcHB4qLi9HU1ERVVRUDAwM2bdrE4cOHGR0dZeHCheTm5o5b3eLj41FRURFeoIkTJ9La2oq8vDwrV67k9OnTODo6oq+vz+DgICoqKmKfOjQ0hKamJhkZGWKyROZSqaurIz4+nsDAQKqrq2lpacHOzo4NGzYQGRnJypUrGRgYwMnJCU9PT4aHh+nv7ycmJgZFRUVeffVViouLGR0dpb+/n5KSEhISEti8eTMSiYTvv/+epUuXCsyvoqLi3wLf/KPDx7Nnz9i0aRPOzs788ccfgqLx0UcfsXXrVnGa/avL3t6epqYmKisr0dLS4v3336exsVGIh3bv3s1HH33E2NgYhYWFvPrqq4yOjnLixAmef/55li1bxty5c9HW1ubp06csW7YMgJCQEPbu3Yu/vz8tLS3cuXNHoFRffvllgVC9cOECw8PDDAwMYGJiwooVK0hPT2fhwoX09/djbGzM8PAwtbW1SKVSfvjhB65evSrGILKzs0VA1svLi+vXr+Pp6flPSvu3lq6uLmvXrhUh8vz8fF555RWampr46KOPWL58OX19fYKD/eqrr2JmZsbixYu5c+cORkZGdHV1YWtrK24mLl26xNDQEDdu3MDS0pL09HTOnj3L8PAw77//Pp9//jmnT5/m2bNnwkpeXV1NWFgYH374IXV1dQwODpKSkoKCggI1NTVUV1fT3d3N3r17GRkZ4ZVXXiE9PV1Qw6ZPn861a9fGLYw5e/Zs5OTkOHjwIA0NDVhZWaGjo8OHH36IlZUVPj4+nDt3Di8vL4KDg7l37x7R0dHo6enR0tJCREQEfn5+FBQUcOXKFVxdXTlz5gwpKSl8+OGHfPHFF+IatKmpicTERLZu3YqhoSHFxcWUlpYiLy8v7L1tbW2MjY1x7949NDU1aWxspLS0FC0tLZSUlPjkk084cOAASUlJTJkyhQULFtDc3ExKSgq5ubn8+uuv4xLGhD+x2CYmJhQXF1NeXo65uTkSiYSRkRFKSkq4f/++MKpOnDgRZ2dn5s6dKyzvhoaGtLe3k5CQgLm5OVu3bmXjxo1YWloSHh7OH3/8IeZ3p02bhqWlJXJyckRFRQnxV0tLC+3t7TQ3N4sRJRUVFfz9/SksLCQtLY2mpibi4uJQU1Nj9+7dwq0xMjLCihUr8PDw4Msvv+TDDz8cl7rt379f+BCCg4Px9PTkt99+E3kxU1NTZs+eTVlZGeXl5axYsYK3334bV1dXrK2tuXTpknC8WFpaEhkZKWhrGzZs4Pjx46xatYrLly9z6tQpwsPDxYE6NzeXtrY24T1xdnbmpZde4t69e1y9epX33nuPgYEBQd2RSqXEx8fzyy+/MDw8TExMDLa2tkgkEjo7O7l79y5RUVHjUre9e/cKuZWKigrh4eGEhIRgYWHBBx98gIaGBhYWFpiYmKCoqEhMTAyTJk3C3t6eyMhIrK2t6evrw8XFhWXLlgkJYVRUFC+88IJ4V+Tl5ZGZmcmrr75KbGws+/fvZ3BwkLGxMUxMTITxuK6uToxWPv/88wKJ2traKl6+FhYWKCgoUFJSAoCcnBzV1dV8+OGH6OrqjsvNeE5ODmVlZf/rn8nJyYlxlW+//RZ7e3tWrVqFsbGxaEo1NDRw5MgRMcdtYGAgOqcffPABAQEBfPzxx5w/f54VK1agr6/P06dP8fLyIicnh97eXk6ePElPTw9DQ0P09vayevVqdHV1efz4McPDw/j5+SGVSsUs/qJFi0SguLW1lY8++oivv/6aqqoq/Pz86OrqGjeXkSz3s27dOhYuXEhxcTGff/45ZmZmPHr0iE8++QR9fX3c3d0FpOHXX39l9uzZuLu78/jxYzo6OggLC8Pd3Z3169eLkTV9fX3q6+vp7u6mv78fJycn9u7di76+Pi+//DLnz59n2rRp9PT00NjYyKNHj/Dx8WH37t14e3uzZMkSvv32W+Li4ggMDCQsLIyDBw/y6quv8vjxYyoqKkhLS0NBQYFFixbR1tYmsrjjsbq6urh8+TKBgYFMmjRJ7KdGR0dJTExkwoQJNDc3k5qaypUrV1BSUsLExISLFy9iZWVFYWEhxcXFguq0Zs0atLS00NPT44UXXhCZEXV1dWxsbPjqq6946aWXeOutt/D19cXCwoJp06YREBDA6dOnefjwIVZWVnR2doqQtqw5IzN7p6eno6CgwOPHj9HX1ycmJoYrV66wYMECJk2aNC51y8rKQk1NjRdeeAGpVMqpU6d49913kZeX59SpU2RlZZGcnExERARBQUHk5ubi7++Pu7u7CHg7OzsTHx/PBx98wNDQEMHBwUybNo0jR44wZcoUPD09UVdXp7q6mq+++oqvvvqKDz/8kGvXrrF582axP3Z2dsbFxYVJkybR2tpKWloa6enpVFdXo6qqKlwkMTExLF68mLS0NDIyMkRz/+882/7RJ/Obb74RzH3Z0tPTY/bs2Wzfvp19+/b9rZ936NAhoqKi8Pb2pra2ljt37nDlyhUePHjAkSNHmDdvHhKJRMzwrl27loGBAaysrNi0aRN2dnYEBgaSmppKamoqRUVFXLhwAT09PbFRevLkCXp6eqxevRobGxt+/fVXVFVVOXnyJBUVFUyaNImoqCjGxsZ4//332bNnD3v37uXChQscOnQIKysrPD09Bdqzt7eXhw8fMjw8TGBgIN3d3ezYsQMPDw9mzJjxT8r6t9fnn3/ORx99RFNTE6WlpaipqXH79m2KioqwsbFhcHCQyZMnY2xsTFtbG4ODg5w6dQonJyd+/vlnGhsbef/995kwYQLPnj3D3t6epKQkvLy8OHnyJLGxsaxatYpNmzZx/Phxbt26xYIFC+jt7cXX15c1a9YQExPDvXv3SE9PJzg4mJs3b4pDmCyAL0PLurm5cfLkSQYHB0WoOi8vj5ycHHR1ddm+fTsNDQ3/et1MTU25ffs2NTU11NfX8+6774q5xX379nH06FGCgoIYGRkRhmAlJSVaW1tFFmbPnj1ERESwf/9+mpqaKCgoYO/evSxevFhsshsbG5FIJISGhrJ27VrB7M7JycHHxwdFRUXefvttXFxcBOJ03759TJw4ETk5OTH68uKLL6Krq8uJEye4ffs2EokEOzs7jI2NMTU15dVXXx0XARfAyZMnefLkCWZmZoSEhNDf38+VK1coKSkRzgPZaJFsZMPExITa2lp27drFunXrWLFiBebm5uTm5hIdHY2JiYm4BXj//fdxdHSkra2N1NRUjh49Sn19PYWFhSQnJ6OoqIiXl5fwpJibm1NSUsKqVas4evQoeXl53L9/H2VlZb777jveeOMN9u7di5GREa+++irt7e0UFBRw+fLlf3RL+0/X6tWrxTNMSUmJtrY2CgsLOXjwIDExMWzevFnQ0uBPs/eiRYvw9PTk7NmzfPvtt+Tm5iIvLw/ARx99RGFhIStXrmTLli00NDQglUqRl5cX4UQfHx+uX7/OyMiIyDU1NjZy69YtoqKiuH37Njo6OixZsgRTU1PxvbS2tqatrY2Wlhbc3NxYvHgxsbGxXLp0iZycHJGlG4+lrq4uMkLFxcUCbztz5kykUinR0dFIpVJqamooKysjKyuLwsJC7t+/T319PVpaWuzcuZO6ujqOHTuGq6sry5Yto7u7m3fffVc0j/Lz8zEyMhKh4gsXLqClpYW3tzdeXl44OzuL4OXOnTtZsmQJK1euJCsri8TERCQSCQsWLODMmTPExsYya9YsIiMjkZeXFxmAoKAgXnnllXGhIba0tFBdXU19fT0jIyPY2NhgY2PD888/z5o1a8jOzubmzZv09/cTGhrK5MmTuXPnDtra2sTExFBQUMCyZcsEitfJyYkLFy5w8+ZNQkJCmDhxIqampuLGadGiRezcuZPz58+LmXALCwv6+/s5evQos2bN4sSJE7i4uHD8+HFhtM7Pz+fp06esWrUKU1NTrKysePLkCRYWFlhYWODn54eZmRlnzpxhw4YN/3rd3nrrLV5++WViY2P5z3/+g76+Pk5OTmzZsoXe3l42btzI5s2bqa2txcLCgs7OTnx8fMjMzOStt95i9uzZuLi4cPPmTc6fP8/WrVtZuXIlW7duxczMDEtLS4yMjPDx8SEyMpJp06YhlUrR19dn0qRJHD16lKGhIebNm8fSpUu5desWxcXFfP3119y4cYOCggLgz6yMgoICzz//PN7e3hQUFHDx4kUmTpyIqqoq6enpWFhYEBsby5QpU/71ugGcPXsWd3d38vLyKCwsxMDAQDQp9u7dyxdffIGKigqfffYZ2travPPOO5iamgp8vUQi4eeff0ZRURFjY2MOHDjA8ePH2bdvH2fOnGHhwoXid/3ss8/EDZmLiwvm5uaUlZWJbI29vT3Lly/n/fffZ/ny5Tx48ICqqipaWlpwdnbG398fHx8fQkNDxaExPz9fjDONR/ZUtmxsbGhoaKCjo0OMIX711Ve0trZiaWnJe++9R0BAACMjI8TGxnL79m1Wr14tHC/29va89tprmJqaMmvWLGxtbbl27RofffQROTk5GBkZ0djYSHZ2Nk+fPqWvrw81NTU2bNjAG2+8QVtbG9evXxdo9927d3P37l3i4uK4cOECnZ2dhISEYGxszLVr11BWVhbgmZaWFubMmYO/vz+Wlpa4ubn95Zvxf3T4MDIyEhv0/7mUlZVJSkr62z+vurqaDz74AIlEgoeHBxEREURERAh5SlBQENXV1eTn59PU1MTMmTOJiIjgp59+YvHixUybNo3BwUECAwPx9fUV3cWBgQESEhJE1kFXV5fi4mJ++uknXnjhBQwMDGhraxM4wt9//53Gxkb8/Pz473//S2BgIDk5OWzcuBFHR0dBV3nzzTfx9PTkpZdeoq+vj08//VQI/0ZGRigsLGT79u3/pLR/a505cwY5OTnOnj2Lrq6uOK3OmDGDjRs3CqRkQEAACgoK7Nu3jydPnjA0NCRmj2NjYxkdHRVfxg0bNvD+++9z+/Zt7t69S2ZmJq6urhw7doyvv/4aR0dHent78fb25p133mHatGm8/vrr7Nu3D319fVasWCHGcpKTkyktLaWrq0uw5RcvXkxdXR1nzpxBSUkJa2trVFRUsLCw4MyZM4SFhf3rdSsoKCAsLIxly5ahoaEh/tmECROIiYnB19dXbEbc3NwwMTFh+vTppKenMzw8jKenJ0pKSkLU9umnn+Lu7k5paSljY2M8//zz3Lt3j4yMDCwtLTl8+DDOzs4sX76cHTt28Morr1BdXc2zZ89wdnamqakJiUSCu7s7EydOZMqUKcTFxVFZWcnGjRt57733+Pzzz7l8+TLKysp0d3eTk5NDdXU1L730Eh9++OHfduv80+Xg4MDDhw8xNDQUUIVdu3axePFili1bRnR0NDU1NWzevBkbGxsiIiJ46623OH/+POHh4fz444/Y2Nhw7tw5Dh8+jKKiIl9//TV+fn7U19fz5MkTsrKykJeXp6amhtraWhYsWMDSpUvZtm0b77//PpmZmSQkJNDQ0IBEIuHatWv88MMPREdH4+npyYwZM8R8fm9vL6mpqRw5coSuri5ycnLw8/PjhRdeYNeuXeNSM/izObNz504kEgnPPfccwcHBnDt3jpdeekkYZpuampg/fz4LFy5EQ0ODyspKLC0t+eyzz0hISODatWtoa2tjampKV1cXRUVFLF26FA8PD8LDw9HV1aWrq4vm5makUikvv/wy3t7evPHGG3z77be4u7sTEBDAqVOnWLJkCVVVVTx79ozp06fT0dGBm5sbnp6e4ln2yiuv0NHRgaOjo+D3BwYG/m2J7P9lRUREEBgYyA8//EBsbCxmZmZcu3YNRUVFjh8/jlQqRUNDg5KSEq5cuUJPTw8SiQRPT0+mTJmCi4sLly5dIi8vj+LiYpqamti2bRuXL1/m8uXLLF68mOzsbExNTQkODmbq1KnMmTOH119/nQMHDpCYmEhPTw9paWmUl5ezevVqxsbGWL58OZMnT+bmzZu4uLgQEREhRkWMjIwoLi5maGiIvLw8qqur6erqYsOGDeJ5828vQ0NDJk+eTGdnJ7a2toSFhXH9+nWmTJkimgeff/45iYmJfPTRR7i7u3PhwgVUVFSIiIigrq6O+vp6dHV1hRTT2NiY06dP88knn5CQkMC3334rYBhJSUlcvXoVZ2dnRkdHxW2jqqoqzz//PKtWrSI/P5+XX35ZAAS8vLzw8fEhJiYGdXV1KisrUVBQIDk5maioKMLCwpCXlxfI1vFYkZGRKCgosHDhQl577TUmTpzIyMgIEolE1MbS0pL4+HjOnj2LnZ2dQHqbmJhw+/ZtFBQUcHFxwdjYmAsXLmBtbc3ChQvx8PDgueeeE7dNZ86cwdnZmU2bNhEREYFUKhVNlY6ODoEml23Gf/75Z3FLqqqqSn19PTdv3sTX15eOjg4WLlzI06dPaWlpwcXFBTMzs3FB18uWu7s706dPx8XFhf7+flJTU/nvf//L4OAgFy9e5OWXX+bIkSMcOXJE3GicP3+eCxcuYGBgwI4dO/Dz80NVVZWmpiZ27tzJf//7X3x9fRkcHGT16tVER0eLIL6enh4ODg7MnDkTOzs7Dh8+TGdnJ/7+/kydOpWkpCR0dHTYsGEDxcXFvPHGGzQ1NVFdXU1HRwfTp0/H0dGRpUuX4ubmhqKiIvLy8gLzPF4HkISEBHbu3MmTJ09ISkpixowZ+Pr6EhISwqRJk9i6dSuDg4NUVVXR2dmJRCJh165d+Pv7iwhAeXk5KioqDA8Pc/z4caqqqoRGIT09nfz8fExNTVm7di0SiYQTJ06wbds25s+fz+XLl3F1dWXJkiWYmZmxbt06vv76ayorK8nOzubgwYMEBQWRkpJCSkoKx48f59ixY8yaNQtLS0ukUilxcXEoKCgQGRmJr6/vX/q9/9HhQ7bp+J9B1+HhYY4dO4aKisrf/nk6Ojps2rQJb29vDA0N0dLSQk1NDQUFBU6ePMmvv/6Kq6srhoaGzJkzB3d3dxEwcnV15e2336aurg5zc3N8fX0JDAxk5syZBAUFCXu3mpoag4ODZGVlsXv3bj7//HOam5txdXUlIyMDdXV13N3dWbZsGSEhIYyOjpKdnY2zszNlZWVkZGTg4uLC888/T0lJieArq6mpceHCBdLT05k1axarV6/mzJkz/6Ssf3s9ffoUV1dX5s2bJ4Kmenp6xMXF4e/vz5EjR/j000+Ji4vDzc2N1tZW+vv7effdd8nNzWXDhg08evSI/fv3I5FIePPNN1m7di179+7lhx9+oKCggMTERPHzNm3axN27d1FVVeXVV19lzpw5BAQEIJFI+M9//oOLiwvJyckYGxvz+++/k5CQILIRNjY2KCoqsmfPHrZv386mTZv+F9lBRUUFdXX1calbXFwcUVFR6OnpkZSUxKlTp6itrWXt2rX8+OOPfPXVV9ja2gJ/3pKEhIQwMDCAn58fV65cIT09na6uLry9vZGXl+fo0aPi1mbVqlWcOHECe3t7fH19BcHp9OnT7Ny5k2+//RYTExMePnzI06dPqaysZMuWLWzatInKykpCQkLo6+ujvb2duro6zp49y/Hjx7l+/TqnTp0C/txY2NnZYWdnR3V1tTClj8dydXUV3ay4uDhSUlIwMzPD29tbhPKXLVuGg4MD1tbW/Prrr2zevBkTExOam5sZGRlBRUWF6upqjIyM6O/v5+DBg0RERHD58mWOHz8uZupl3pMdO3awZ88ePv74Y4EJfemllwgPDycmJobU1FSCg4MpLCzE3t6exsZG8vPzaWtr46233mL69OncuXMHV1dXtLW1RWh706ZN41a30dFRnnvuOWpraykoKKCxsREbGxuampq4desWAQEBrFmzhrGxMcFcd3V1pby8nDfffFMQi9ra2kTDZOnSpWL+/LvvvkNXV5fQ0FC0tbXZsmWLINnJNoEyUpienh4ff/wxs2fPprq6mm+++YagoCDu37/PqVOnmDJlCt7e3lRWVvLpp5+SlZWFg4ODyCuUlpaOW90aGhqEx2b9+vVUVVXx/fffM2HCBIaHh/nll19obm4mMjKSV199lcOHDzNlyhTWrl1LZ2cnKioqjIyMEBQURGRkJD09Pbz44ousW7eO1tZW8vLyhLfkyJEj6Onp8ezZMwIDA1FVVWXJkiW0t7eTmZnJwMAA+/fv59q1a2RlZdHb28vu3bu5du0ajx8/5q233qKjowMdHR2uXr1KaGgompqa6Onp0d/fT19fn/h3/u0VEBBAbW0tBgYG1NXV8eWXXwrre1xcHJ999hltbW08fvyYtrY21q1bx8SJE+np6eHnn3/G29ub4eFhMWMuAxikpaVRVFTEhg0bCAkJEV6Grq4uMRLT1tZGXFwczc3NqKqqIpVKsbe3p62tjbVr17JhwwZUVFS4fPky6enpbNu2DRMTE2pqajh37hxhYWEMDAxw7NgxYbMer6xMb28vP/30E66urqirq7Nlyxbk5eVxdnamoKCApUuXcu/ePRwdHfnggw/Q1tZm5cqVqKurc+TIEVJTU4mNjRWWcgsLC+7fv8+ZM2fYvXs3s2bNEgja7du3o6GhQXNzMz///DO3bt3i/PnzIk9XWVlJUVER3d3dVFRUsGXLFnx9fbl16xZ//PEHurq6bNu2jaysLDZu3EhxcTEFBQW4u7uzcOFCenp6OHDgwLjUDWDq1KncuHGDs2fPYmtri4ODA9OmTWPp0qWkp6dz+/Zt4Ydyd3cXmTWpVMqzZ89wdHQUZnt9fX1aWlrYtm0bz549Y9KkSVy8eJFHjx7h7u5OVFQUu3fvprW1lXfffZeSkhI0NDTQ1dVlaGiIrq4ugoODiYiI4ODBg1y8eJHCwkL8/PwIDw9HVVWV0NBQTE1NcXNzIzs7m8OHD2Ntbc3zzz8/biNXABs2bKCuro6wsDCRuTt06BBpaWlUV1dz4cIFmpubqaysFMCCqKgoDh48yOHDh6mqqsLW1pZbt26RmppKeHg4H374IW+99RZSqZRvv/2WiIgIysvLuXjxIg8ePGDt2rXs2bOHhQsXoqCgwI0bN3j48CEzZ87k4sWL6OrqkpGRwbJlyzh48CD3799n2rRpvPPOO9ja2vLVV1+xY8cO0tLSUFRUFDflf+ew+48OH1OnTmXXrl00NzeTkJBAaWkply9fprCw8B/NUMsEUDJhlpeXF319fXR1dQmLqJubGxkZGaL77OHhgUQi4fPPP0dNTU3wn+HPUGxnZyc2NjZ88803eHl5MW/ePOrq6sjJyREz4YqKikyePJknT56gr6/PhAkTcHZ2xtHRkYULFxIZGUlmZib29vZoaGjQ3d0txqw6OjoYHh4W4kJ5eXkMDQ3p7OxkwoQJ/6Ssf3vZ2toK8pAMd3vx4kXk5OTIz89HQ0OD+vp6EaqVSRjv3r3L/PnzuXPnDmlpaZibmzNlyhTk5eXR1tbmrbfe4urVq0yaNAknJydSU1MpLi7m6tWrJCQkCLGbkpISFy5cwNzcnNDQUHbs2EFBQQEHDx7Ezs6OoaEhFBUVmThxIitWrKCnp4fh4WHi4+Nxc3NDX1+f8vJyampq0NXVJTIyclxIOm5ubiQmJhITE4OcnBwSiYTy8nJBt8nPz0dBQUEQWRITE+ns7GTFihVcu3aN8PBwjI2NUVNTw8jICFNTU5EZysrKYvXq1dja2opwnYzEc/v2bby9vVFSUiIhIQFlZWXee+89RkdH+eWXX5CTk6OxsZGHDx9ibGzMl19+iZqaGp6enuzfv5+XX36Zbdu2IZVKsbCwwNDQUIRGx2vJDl6yLtfq1aspLS2lvr4eZWVl/P39KSgoQCqV4uHhgZKSkpgDvXfvHq+99hrXrl1DRUWFRYsW8fjxY8zMzPjpp59Eruju3bt0dHQI10lNTY0AHPj5+ZGfn09LSwt1dXWoqalhZWXF6dOnxf/jyMgIWlpauLu7c+bMGRwcHLh8+bLIdvn7+wuS3saNG8elbqOjo5iamtLT04Oampq4/WlvbycjI0Ns2GTjMpMnT2b58uWsXbsWGxsbpk+fTl5eniDCBAQEsG/fPiZMmMD169fp6emhtbWVuro6gYB2dHREIpHw1VdfUVdXR15eHnJycsjJyYlbv127dnHy5Elmz55Nfn4+9+/fp7KykpdeeokTJ06QlJSEkpIST548YWxsjMjIyHH1fAwPD3P//n2cnJyQl5enqqqKjz/+mDfeeIN79+6JDFBmZiYeHh4sXLgQHR0dVFRUkEgk3Lt3T4QpR0ZGWLp0qXA8BQQEoKGhQVlZGQoKCgQGBpKVlYVEIkFNTQ0TExOuX79OcHAwISEhZGZmsmDBArq6uhgeHiYtLY2oqCgWLVpEVVUVo6OjFBYW0t7ezujoKPr6+qSlpaGjo4OZmZl4dr7wwgv/et3a29vF50VZWRkHBwfa29tF8+jatWvk5OSgqKjIzJkzgT9HKnV1dZk/fz6enp4cPXqUnJwc3NzcWLJkCRkZGWzbtk3klwoLC0Wz8Pz581haWvL999/T1tZGcXExcnJyaGpqCrDLO++8I0h47u7uIo8jozVu27aN1atX4+joSHp6OrW1tQJEMl6fORnl0M3NTewFZACSq1evcu3aNV544QUxSlpYWMiiRYvQ1dXl8OHD1NXVicN5T08PQUFBHD16lLa2NuFNuX//PlKplIiICEpKSti/fz9aWlr4+voye/Zs2tra0NPT47PPPuP+/fsYGBhw8eJF7t+/j6qqKm1tbVhbW/Paa6+JjrSSkhL37t2jvb0dbW1t8vLysLW15cSJE7z44ovjUjsjIyPs7e0xNjYWcs7BwUFqampIT09HRUWFV199FRMTEyoqKti3bx9BQUGYm5tjYWEhfFYyb8+FCxeIj48nODiYnp4eJkyYQEBAAAMDA/T09LBnzx5aWlp4+PChoM4pKCiQnZ1NcnIyhoaGjI2N0dXVxaJFi8RnraysTHzne3p6iI6ORl9fn8jISPr6+njw4IHILY7HampqEk01JycnPDw8sLKyorq6mrlz51JcXCxuaWpqalBTU+PgwYPU1tbS2NjIkydP0NLSwt7enjlz5ghdgqWlJf7+/hgaGnLu3DmKi4sxNTWlr6+P69evU19fz7lz5xgZGcHPzw8TExOMjY1pbm7m3XffZf78+SgqKvLo0SOBbpbtgSUSCQ0NDYyOjuLj44OjoyPDw8N/a/z7Hx0+QkNDMTIy4scff2TLli0iMf/DDz8QGRn5t3+eDCfW2tqKoaEhAwMD3Lt3j5KSEsbGxtDQ0ODx48e0tLRga2uLh4cHt27dQlFRkbq6OqytrXFzcxPyQ4lEQklJCdOnT+fgwYN4eHgIHFlgYCBqampYWlpSWFhIY2Oj+Mvv6uqirKyMsbExpk2bRlpaGp2dndjZ2aGoqEhhYSFJSUkYGxvT39/PzJkzqaqqorGxEVVVVfT09CgoKEBXV/eflPVvr7i4OKytrSkpKaG5uRljY2MCAgK4ffs2hoaGFBUVERISQl1dHa2trTQ1NWFkZERNTQ0VFRU8evRIMMilUimamppIpVKcnJyIj48X1ITOzk5KS0uprq7G1dVV0FuGh4fp6upCQUEBfX19bGxsSExMFNjZsLAwBgcHkZeXFxSPwcFBHB0defTokXiJOzk54ePjM24yJEtLS2JiYtDQ0BCSxU2bNqGsrMzw8DDt7e0EBgaio6NDXV2dQHe2tLSIGzRzc3MGBwcFm/z06dPY2tpiamoqMiIyVraM7OLk5ISenp4YZQEoKiqivLycjz76iCtXrlBcXIylpSX6+vrAnzCGoqIipFIplZWVWFtbI5FIaGxsJCEhge7ubiwsLMalbvDnwa2qqorS0lJsbGyYPHkyY2NjVFdXU1ZWhpWVFfr6+qiqqjI4OEhdXR3e3t5YWloSHBxMV1cXxsbGDAwMUFZWRnt7O56eniQmJgqRXVRUFO3t7eTn51NdXS1eyCUlJVRXV1NZWSmaBdnZ2cCfNzJZWVlUVFRgYmIiTL/t7e3o6Ogwf/589u/fT2dnJ7q6upiZmY1bNxX+PLSZmZkJKl9HRwezZs3iwYMHzJkzhx9//JGysjKcnJywsbERLhIvLy+cnJzQ0dFBVVWVhoYG8XyS0XaMjY0pKSnBwcEBLS0t8T2XEYT6+vrw9fVFWVlZHIZ7enoEVnd4eJiEhASqq6sZGBigvr5eeEZSUlLo7OzEzMwMc3NzlJSUxtWPIjtEtLa20tPTg52dHUpKSixZsgQrKysaGhqYNGkSLi4uqKio0NzcjEQiIScnh6CgIK5fv05LS4vIXchmnlVUVLCxsRFCWF9fX0ZGRkhJScHR0ZHz589TX1+Pt7c31tbWwtnj7e1NVlYWmZmZ4ibZwMAAU1NTjI2NUVVV5fLly2zevJnm5mZ6enqoqakhMTGRrq6ucWtMPX36lPLycoESHh0dRSqVCokegJKSkni2m5mZ0d3dLRwUKSkppKWl0dzcTFFREcrKyiJrFhYWhoWFBUVFRaSkpDA2NoaampqgNZWVlTEyMkJAQACGhob09/cjkUhwcXHhs88+Q1NTE0dHR3x9fcUN89mzZykvLychIUFkbIyNjZGTk/tft5X/9rK0tCQtLY3S0lIsLS2ZOHEifX19ZGdnI5VK6e3tpba2lq6uLpSUlHB0dKSlpUXIjVVVVdHX16e5uZmamhpsbGyYPXu2+O+NjIwICAgQeRgZfjk4OBh1dXVaW1spKiqip6cHKysrZs+eTXd3N+bm5lRUVHDz5k1UVVVF4zEnJ4fHjx9jamqKqampcLsUFRXx5MkTUlNTx+3wkZqaipubG66urhQWFpKbm8usWbPQ1tbG19cXHR0drKysRIPRzMyMx48fExERQWNjI3FxcYSFhWFmZkZOTg7FxcVCWNzW1sY777wjkPx2dnbk5eWxZMkSMjMzhY/G0NCQ0tJS0tPT2bx5MxoaGvT29gqnzdDQEGNjYwQEBDA8PCwQsjKfT29vL+Xl5eM25gcwYcIEGhsbKSsrIzMzUxxCNDQ0CAwMxNzcnKCgIOLj4xkYGCA4OBglJSX27t3LxYsXqa2txd3dnZGREfr7+6murhaUxAkTJgiRspycHObm5ujo6AiVRHt7u7hRz8jIYHBwkGnTptHZ2Ym3tze5ubnIycmhrKxMZ2cnjx49Ql5enjVr1nDv3j1eeOEF5OTkKC8vx8TERHyf/8qS/6cFc3V1Zf/+/SQmJvLs2TNOnTpFZGTkP0J+yuYYFRQUUFJSEh370dFRlJSUxFWuzHwpY0KPjo4yY8YMsdmXXenJyCiTJk1CR0cHeXl56uvr6e3tFRmDyZMnY2FhQXt7O9bW1gwPD1NYWEhDQwMVFRXMnj2bkZERvL29UVZWFlLB0tJSIcSTnfDl5eVRUlISL/d/Mnr2T1ZlZSXV1dUkJSVx5coVUlJS8Pb2xs3NDXd3d4aHh9HV1cXDwwN3d3fU1NRoampCU1OToqIijI2NRe1lqLT09HRyc3MxNzentraWzs5OgVvU0tJCVVWVqVOnMjY2xvDwsBjHkIl5ZJJImUjK1NSUxsZG7ty5Q1JSEg0NDWhoaDAyMkJVVZUgNYyNjf2jvNA/WbIgt8zcC/Dcc8+ho6MjDrQ2NjZYWFiIgG93dzd9fX0YGhrS0dHB4OCgQKfKQqcdHR0YGxtz//59ioqKxEy9goICtbW1rFixAnd3dzw9PZk/fz6Ojo5cvXqVZ8+eiXGG3t5eTE1NBaO8tLSUa9eu4eTkJOy6NjY2mJiYMDQ0RF1dHeXl5eNSN0BsJlJTU0lMTKS2tpbe3l60tbXJyMigubkZGxsb7O3thUV+xYoVBAYG4uPjw7NnzzA3N8fNzQ2JRIKjoyNDQ0MCkZ2ZmYm8vDyKioo8fPiQS5cuCdb9s2fP+O2334iOjqajowMbGxth3JbdRsnmdvv7+ykuLgb+fFbNnj0bExMTsakZGRnBzs5u3Oo2MjJCeXk5VVVVguqycOFClixZwpIlS3B0dMTGxoYJEybg6upKS0sLcXFxTJw4EQMDA0pLSzEyMkJOTk44dXp7e9HX18fT0xMnJydCQ0Px8/NDW1tbgDbq6uqwsLDA2NgYW1tb3NzcMDc3p729naamJu7cuYODgwMdHR3i2SB7gciQzkpKSgImUFdXN27CN/izK2hubo6qqqoQcyYnJ7Nw4ULs7OzQ1NQkMjKShQsX4uzsLP7fxsbG0NPTQ0dHR1jj5eTkiIuLo7y8nNbWVlpbW2lvbxc3iDo6Onh4eCAvL09ZWRl9fX2EhITg7OwsrOh5eXmMjo7S2tqKjo4OZWVlPHjwgNzcXCQSCX19fVhYWODv709jYyOtra2UlpaSk5NDSEjIP3Zh/d1VUlIiNnuyppLMWeXr60t/fz+ampoMDg5SXFxMfX09U6ZMEUKzEydO0NbWhr6+vrCYh4SEEBsbS0BAALa2tgwNDVFQUEBJSQn+/v4MDg7y9OlTHj9+LBpNMuKVvLw8DQ0N3Llzh8HBQTQ1NYXQTVlZmejoaLy9vXn8+DEPHjwQ+4impiakUum4jZbKJHaKioriHXH58mWGh4cJCgpi4cKFdHd3CydPZ2cnSUlJolE3NDSEvr4+9vb2mJmZMTY2Rnh4OPPmzUNJSUmMcDk5OTE8PCxuQGbOnEltbS3V1dXIy8szMDDAkydPUFFREXjtgYEBmpub0dfXF6O7lZWVWFlZCelhX1+fuN28d+8ePj4+41I3gMePHwuHlczt0tvbi6OjI05OTjg6OpKXlycO4t7e3oLul5+fT2pqKqqqqqioqNDU1ISqqipWVlYkJSUxMDCAnJycOPgZGBhQW1tLQ0MDPj4+Yrywq6sLIyMj3N3dcXJyoru7m66uLtrb2ykvL6e8vBw5OTnCw8OJiooiIiICZ2dnCgsLKSoqYmRkRCB9x2sNDQ0xYcIEWlpaiI+PJysri/Pnz5Oeno6RkRF2dnZIpVL6+/vR1tbG0NCQWbNmoampSVZWFvr6+hQXF5OTkyP2M8HBwXR3d9Pc3Ex6ejpSqRQFBQXGxsZEk3R0dJTGxkbKy8upra2ltbVVuELKy8tpbm6mrKwMVVVV1NXVUVJSws7OTjTuent70dDQIDMzk+vXr5OXlyemRf7K+v+cw3bu3DnWr1//t/4bLy+v/xWUHBgYwMzMjNmzZ3P27FmcnJzw9vbm4cOHxMbGUltby8svv8z+/fuZOXMmGRkZFBYW0tvbi4WFBcXFxbi6utLf309AQADa2tqEhYWhrKxMR0cHFy9eZMOGDZiYmAhMcExMDIWFhcycORNdXV1SUlIICgrCy8uL6OhohoeHsbS0xNTUFH19fWpra4mLi8PJyQlbW1s6Ojpoa2ujo6NDXPP/22vNmjUcOHCAlpYWhoeHKSoqQldXl/fee4/CwkLKy8s5evQoixcvZvXq1QKJe+DAAXGN2d7eLuYea2pq2LdvH7Nnz2bx4sXig2plZUV3dzcPHjzg888/x8XFhcTERLS1tZkyZYrws6Snp4sPc2xsLIGBgaJ75ezsTFtbGzo6Opw8eZJXXnmFhIQEITm8c+cOUqn0L9sx/y8rISEBGxsbcnNz6ejoYOrUqVRUVGBkZCRETkVFRWIT1tXVRVJSErNmzaK4uBhnZ2cGBwcJCAjA2NiYu3fvCkllRUUFBgYGDA8Po6CggJWVFbm5uVy/fp3FixdTU1ODhYUFqqqq4oHq7OxMcXExtra2aGho8OzZM4KDg/H39+fEiRNcv36d//73vygoKBAfH4+joyPe3t7i8HT8+PF/vWaylZKSwujoKCMjIxQUFIhun4+PDwcPHmRoaIihoSFMTU1pamoSHf6YmBh+++03KisrMTY2JjQ0lA0bNlBRUcGVK1fw8vISo0G5ubn09/fT09PD2NgYV65cISsrS2CcZTdUioqKrF27loqKChQVFXFzc0NZWZmKigrq6uqEOGp4eFiEt8PDw7G0tKS4uJi0tLRxuzWaNm0aly5dore3F3t7e+EmioiIQCKREBwcjKurK83NzeTn59PX18d//vMflixZQlxcHB0dHYKk09DQgKGhIYqKijg4OPD48WOmTp2KmZkZeXl5dHV1MXnyZI4fP87UqVMFtU0mSzU3N0dNTY2MjAwmT56MiYkJ8vLyDA4OMjAwwOTJk9HX18fU1JTQ0FAxwtHW1kZ6evq4habhTwSuvb29INtcu3aNzs5OXFxcSElJQSqVIicnJ24YqqurMTU1FeQgWbNEQUGBuLg45OTkmDdvHoqKity6dQsNDQ1qamro6OjAwsKCNWvWcO7cORYsWEBFRYWQlRkbG3P79m2ByPb09MTGxobm5mays7Pp6OigtraW9PR0Nm3ahKGhIS0tLaSnpyORSFi0aBFeXl7ExcX95UDm/2UZGhoSGRmJmpoazc3NArbS2tqKgYEBV69eFdhmAwMDhoaGsLW1FTjwlpYWnJycWLBgAWpqanz33XfMmTOHiIgIfvjhBxGC9vDwQEFBAQ0NDS5duoSWlhbh4eHU1taSmJiImpoarq6umJmZIZVKMTc3F46lR48eUVBQwGuvvYa3t7eQuskyFfLy8uTk5JCdnc369evx8PD41+uWmZlJUFAQYWFh2NnZUVhYSExMDNevX6egoAAPDw9BN3z27Bk3btxAXl4ed3d3tLW1KS8vRyqVEhwcjIeHB7GxsRgaGhIaGiqgOcXFxfT19aGsrMy1a9dYs2YNUqmUx48fo6OjIxp9TU1NpKWl4eDgIJ5TEyZMwNHRkfb2dmxsbNi5cyfKyso8efKEvXv30tzczPTp0wkKCsLJyWncEOwAioqKXLp0SRDAoqKieP/997lz547Ay9+7dw8NDQ28vLzIyspCRUWF8vJyhoaGcHBwEM99Kysrkbuwt7dn0aJFyMnJ4e/vT0dHh1AHyFwffX19PHz4kL6+PhYtWsTUqVNJS0ujpqaGoqIi1q5dS3x8PPX19XR2dpKbm0tISAh5eXnU1NQIx4W5uTn6+vpcu3Zt3Op26NAhNm3axOjoKEZGRnh4ePD7779TX1+Pqakpp0+fRldXVxBDZfJmfX19fHx8CAoK4ubNmwDMnDkTPz8/UlNTOXfuHC4uLkilUvGOVFNTQ1dXFw0NDYHMhT/1A6tXr0ZeXp5PP/2Ul156iZqaGrq7uwkKCiIrK4umpibWrVtHWloa7u7uhIaGcvv2bYqLizEyMkJfX/9voZ3/0r8pGy/6q+vvHj4SExPR1NRkzZo1DA8P8+jRIwYHBzEzM2PWrFlcunQJAwMDVFVVMTMzE4HTKVOmsH//fuTk5DA2NhbjPrdv3+aLL75g7dq1zJo1i9u3bzNp0iS8vLyQSqXCRqqgoIBEIkFeXh4NDQ2ampo4e/YsGzduZNWqVaxatYply5YJHKWZmRmmpqaiKxIZGUlZWRkrVqzA19dXyMI++uijcZG+mZub8/HHH5Ofn4+SkhIeHh40NDTQ2dnJqlWrxDWxioqKYPfb2dlhbm7OwYMHyc7OFrkVV1dXLC0taW1t5fLly7i7uxMfHy8oUFFRUeTm5mJpacmxY8cYHR1FQUFBzFc3NzcLyaK9vT2HDx/mlVdewcLCgnXr1uHr6yvmMK9evcr58+cJCQlBSUmJBw8e4Ojo+L8EYP/mmjp1KhcuXBCzvX19fRw7dowpU6bg6OjI7NmziY6OFnbk9PR0vvrqK3x8fMQIQmhoqDAdz5s3jwkTJhAfH4+TkxPLli3j9u3bWFlZcfz4cT777DNaW1t5//33qaurY86cOYLl7uPjw2uvvYa+vj47duygtbWViRMnYmNjQ3V1NQUFBbS0tFBZWcl///tfvvvuO37//XeBf37y5Ane3t7jUjeABQsWsG7dOu7cucO1a9c4c+YMa9asISgoiDNnzhAcHIyXl5ew1b/xxhvcunWLoaEhli1bxt27dykpKeHx48f09fWRkpLCypUrWb16tTBUW1hY4OTkhIqKCj/99BMGBgbY2dkJm7XMQJ+Zmcn+/fuxsLDA3t4eRUVFsrOz6e/vx9nZWdyoHT58mI0bN2JhYUFOTg5NTU3Y29uPqxn+/PnzKCoqEhUVhZaWFh0dHdTX17N582by8vJ48uQJxsbG5OfnU19fz8qVK7l37x7Lly9neHiYpKQk0tLSxBx/e3s7//nPf7h//z6mpqYcP34cFxcX5s6dy9SpUzl+/DgmJibMmTOHxsZGIW0bGxtDW1ubiIgIQkJCuHjxIlOnThVBVW1tbdra2ujp6eHp06ecO3eODz74gJ9//pmBgQEmTpxIZWXluNVt6tSpmJqaUl9fj7m5Oa+//jrLly/H2toaeXl5nJycMDMzIzExkWPHjlFbW4uGhgaXL1/GwsICHR0dlJWV6erqorKyUtx4TJw4kfXr17N9+3axYXN3d+fGjRs8e/YMeXl53nzzTWHeVlZWZsGCBTg5OfHyyy+zdOlSEhISBERB1sl+++23WbVqFVOnTuWNN97A1dWVjo4O4ZsxMjIal8OHDEZgYWFBZmYmqampSCQSpFKpoP689NJLjI2NkZOTQ2NjI9u2bSMlJYUZM2Zw/fp1pk6diomJCWVlZbi5ubF79268vLwELMHIyEjcbBw9epQ33niD6Ohotm3bhq6uLs3NzQwODjIyMsLevXtZuXIljo6OdHR0sGXLFmpra0UGbtOmTfzwww8MDQ3h6+tLSkoK5eXl6OjoMGXKFLy8vP71mgGiQZmUlCQs5yYmJnR3d/P7779jY2NDYGAggYGBzJ49m9raWvbs2cOOHTv45JNPuHfvHmlpaYyOjlJXV0dBQQHXrl1jYGCA6dOns2vXLvz8/NDS0iIuLo7Dhw8LlG53dzf19fViRCg8PFxYqXfv3s3zzz9PeXk5ubm5AuRy7do1QkJCOHnyJOvWrRNy5v7+fjZv3szevXt54403xqV2W7Zs4auvvkJFRYWgoCABw9i1axebN2/m2bNnjI2NIZVKKSwsREtLi0OHDrF582aKi4tZtWqVEElPmzYNFxcXOjo6eOWVV1i8eDGffvqpmC6RTZ/InmF3797F3t6eiIgIenp6ePXVVwkLC8PAwIDr168jlUpZtmyZuH376aefsLW1FWH1FStWUF5eLqYexkvaC/Duu++SmZmJRCLB1taWoqIigoODefvtt1m9ejVqamq89dZbgmolkwP++OOPrF+/np9++gknJyfs7e0ZHBzk5MmTzJkzh7179/LZZ5/h4uJCeHg4ZmZm1NfXi6ZWR0cHwcHBzJgxAzc3N8bGxoRDJCEhAW9vb1auXCnkwdbW1qSkpODk5ERmZiZVVVXMmTOHwMBA7OzshOvH0NDwL/3ef+nwMX36dNTU1P5fAzjDw8P/6MQ4depU9PX1OXnypEjanzx5kujoaIaGhnjy5AkODg5ERUXh5OTE999/L1jWV65coaOjg+zsbHGA2Lp1Kz/88ANz5swB4MCBA1RUVHD+/Hk6OjpYsWIFmpqaYr4vJyeHSZMmERoayuHDhzE3NyclJUV01Hbu3El3dzf+/v5COhgeHs57773H1KlTqamp4fz582RlZTFx4kSSk5PHpUtz48YNSkpKcHNzo7a2lnfeeYegoCAOHz7ML7/8IkRuhoaGqKmp8dJLL/Hqq6+yatUqHB0dWbt2LU+fPqW+vh47OztCQkKor6/n008/5c033+SFF17A1dVVGMvnzZuHpaUlL7/8MpqamnR0dJCRkUFsbKyYlf7jjz+4evUq/f396OrqUlZWxtmzZ3nuuecICAigpKSEX3/9ld9//x1dXV1xa9LT08ORI0fGxfOhoqKCmZkZ+vr6zJgxg7CwMCoqKtixYwc//PADly5dYtq0ady8eVNIeSwsLJg/fz5RUVGsW7eOgIAAlJWVuXfvHu+99x4+Pj5ER0cLrOKGDRu4fv06H374IS+//DI//PADVVVV9Pb2MnnyZIEUlI0Qenl58c4771BTU4O5uTm2trYMDAywbNkyXFxc+OSTT/jtt9949uwZnZ2dLFq0iNWrV5OUlPS35iz/r0smB7O3t+eVV14hIyODpqYmgaS+f/8++/btQ1lZmaCgIExMTGhra8PW1pb6+nqampp47rnnKC8v56233qKlpYVTp05ha2uLiYkJy5cvR0FBgYGBAVRUVPj888/Zt28fdXV1/Pbbbxw/fpzU1FTi4uJIS0vjs88+4+eff6apqYkHDx6wd+9e8Rzq6enhxx9/xMrKipiYGD755BNaW1sZGhpCSUmJnJyccesMykZ/GhoaRPD4+PHjLFmyhO3bt/PBBx/w5Zdf0tTURHh4OD09PQwMDPDll1+yf/9+MZ4wODiIgYEB586d47PPPuPu3btERETQ0tIigpqJiYlcv36dN954AwsLC7744gu6u7uZN2+ecNwkJiby4Ycf8uuvvwqyX3d3txBXeXh4oKioyM8//8wvv/zCl19+SVVVFb/++uu4bWbgzxD0+vXrCQsLIzExkcuXL5OamkppaSnh4eG8+eabNDY2YmJiIvDBy5cvR1NTkylTpgh6V2VlJe3t7Tx8+FAQZNavX8/OnTuJiYkRJvSqqiqRI+zs7OTy5cvY2Ngwbdo09PT0OH36NDdu3CAkJIQ1a9awevVqGhoaaGxsREVFhdjYWA4dOsQ777zD5cuX8ff3Z8qUKRQWFlJfXz9ueOfExETi4+Px9PSkqKiIS5cuiRyWmZkZBgYGAjU8bdo0fvjhBzZs2EBAQADe3t4cOnSIb775hjNnzmBubo5UKmXFihXs3r1bUNhkoxYTJkzgypUrfPnll3R1dXH06FHu3r3LnDlzWLRokcgZXbp0iZ6eHqytrenu7iYkJITp06fz6NEjRkZGePPNN2lra+PKlSsCC93R0UFMTAz9/f289957/3rduru7uXHjBnJycsIToaWlhZeXF1VVVezcuZPPP/+cnJwcAgICSEpK4o8//hCj3qGhoVy6dAljY2NcXFxEQ+aLL74QeT9lZWWByw0JCeHChQtcunSJxYsX4+npiZ6eHlKplLS0NJ4+fcp3331HWloaY2NjYnRLXV1dUJoWLFiAt7c37u7ulJeXC2iEs7MzFRUV/3rNZOvWrVs0NDRQVVWFvLw8ysrKWFpa8uKLLzJhwgTS09NxcHCgqKiIwsJCTE1N+fnnnwHQ1NTE0NAQc3NzUlNTOX36NOvWrWPdunXo6ekRGBgo3FyhoaF8/vnnbNu2je+//54PP/yQlStXMjo6yrlz52hubkZTU5OYmBgmT56MVCpl06ZN6OrqcvfuXQoLC9mwYQPnzp3DycmJ1157jebmZp49e4aBgQE6OjokJiaOW91KS0uZMGECFy9epKqqCk9PTw4dOoS2tjbDw8NMnz6dS5cuoaOjg4mJCYcOHeI///kPU6ZMEWNWycnJNDc3Y2RkREJCAg8ePCA+Pp7W1lY0NDTETYe6ujp2dnaMjY2hrKyMubk5P/zwg6BH9vb2EhYWRmpqKjdu3GDFihXo6ekJa/zWrVu5e/cut27dora2FltbW2pqarhy5QoHDhzAz8+PuXPn/qXfW27sL6R8c3JycHJyEjSp/38rLy8PNze3v/SH9/b2kp+fT3d3N1KplM7OTuDPB8CxY8dQVlbG1taWiIgIFBQUUFBQoLCwkIsXLzJ37lyUlZXFlzElJQVNTU18fHyQSqXs37+fx48fs23bNjHXbG5uTm9vL6qqqvj6+oo/z8PDg/z8fBG2/u677/Dz8yMlJYVXX32VJUuWABAfH8/Vq1exs7MjKSmJxYsXY2JiQkNDA83NzairqxMcHExoaCglJSUC1/f/9ZLV7cyZM5w8eZJPP/2U4OBgEdqTPaxkxujExEQGBwfx9PTklVde4bvvvuPw4cN89913eHl5IS8vT09PD729vXR3d9PW1kZ9fT2HDx/mhRdeQEFBgV9++UWE2RwcHMT1cmhoKMuXL8ff35/q6mpKS0vZv38/ubm5DA4OEhQUxPTp07GxscHc3Jzz588LKkVgYCApKSkiL6SmpsaMGTP+9bpJJBJeeeUVKisriYiIYM6cOZSWlrJy5UrCwsIE0lZLS4uKigoOHTrE1KlTefLkCUuWLOH8+fOoq6vj7e2Nvr4+2dnZeHt7C99Hbm6uYK3Pnj0bXV1dTp06xfr167l48SJZWVmsX7+el19+mba2NiGU8vDwIDMzk4qKCtrb29HX18fX15ekpCRBLduxYwcjIyPo6uqip6fHwYMHRdfy36rb/6ydTADm7e1NTk4OP/zwA25ubgQEBPDtt99SVlYmmPYy90JkZCQbN25k8eLFqKio8OOPP+Lg4EB0dDQJCQls2bKFmJgYMXpx8eJFbty4QW9vLx4eHsybN4+wsDBmz57NV199RUxMDHl5eXzwwQe4u7vT0dHBe++9R0pKChEREQDo6uryn//8h5qaGg4ePIiJiYkgiZiZmVFXV8eVK1dYsWLFuNStq6tLzO52d3fT0dHBmTNnmDx5Mrt27eLrr7/Gw8MDqVTK4OAgdnZ2tLa2sn79eubOncuyZcv46aefqKiowMLCQnRIb9++LYgwsvGqy5cvi7D4/PnzMTQ0ZNGiRVy6dImOjg62bt3Ko0eP2LBhAzk5OTQ0NJCZmUl2djaGhoasWLFCoBzd3d1RUVGhr6+Pc+fOcefOHV577TUsLS3HrW4///wzwcHB+Pn50dnZiZ6eHhkZGdy4cYP29nYxiqetrY2RkRFhYWFYWVkJrLWzs7OYcW5oaBBI9tjYWMLDw7l37x6XLl2ioaFBNBX09fU5fvw4xsbG6Ojo4O/vz/Lly6moqOD69ev89NNP7N69m9HRUSIjI3FzcyMvLw9/f3927NghhLjr1q1j0qRJtLW1UVlZSUtLC5GRkf/6M04m1PT392fSpEki17N//34cHR2pr6/ngw8+QE9PT9CCNm3axM6dO9m4cSMREREMDw9z+fJljh49SlFRERYWFuzevZv9+/dTXl7O6OgohoaGuLq6Ymtry/vvv09cXJx4B4SEhODo6Mj169dRUFBgzZo1HDt2TGS4urq6cHR05LXXXsPIyIjffvuN5ORkqqqqmDlzJt3d3WRnZwuZ42efffav121oaIhPPvmEuro6pk2bRnh4OLt27WJ0dJT169czZcoUTp48iaGhITY2NqSkpNDT08OWLVv4/PPPiY6OxtjYWBwg2tvbOXfuHHv37mVsbAxLS0uRKers7GTz5s0oKSnx22+/YWVlhbu7O3Z2dgwODpKbm8vw8LAQrR44cIDAwECuXLnC6dOncXJy4ssvvyQrK0uY2dPT05kwYQKTJ08WXhcdHZ1x+a7u3bsXPz8/Ojo6MDU1ZcGCBdy9exeJREJKSgo+Pj4cO3aM3t5e5s6dy6xZs/jwww/56KOPeP755xkbGyMiIgILCwsMDAyYNm2aCJ67urpy8uRJbG1t8fX1xdDQEB0dHZETfvToEVlZWbS0tGBlZUVERATd3d1CDn3w4EEmT55McnIyqampLF26lEOHDvHcc8/xzjvv4OrqikQiISAggPDwcNEwG4+6XblyRWQCh4eHsbGxoaOjg4CAAMzNzXn27Bnu7u7o6uqSk5PD9evXBYkqJCQEbW1tcaPf0tJCdnY2q1at4tSpU9TU1PDpp59y/Phx4uLiMDU1ZWBgAHNzc+Lj4/n0009xdnYmOzsbeXl55s6dy+PHjzEyMuLq1avExcWxceNGMdJbUFBAX18fBw4cQEtLSzQvFBUVKSgo4JNPPhEKjP+3uv2lm4//X1383t5eMUNnaGgoTKR/9eDxP9fDhw9paWnB0NCQnp4e0tPT0dbWZtOmTVy9epX9+/cTHh5ORUUF/f39vPPOO3z33Xds3rwZDw8PHB0dRXd+dHSU5cuXCwpRW1sbZmZmhIaGMjAwwP3795k5cyYVFRVoaWkRGBjI0aNH8fb2xsbGhmvXrglTeVNTE6dOneLUqVOCUGFnZ0dkZCSJiYnk5+eLgKO/vz8TJkwgOjqasbGxcZklr6ioYMWKFSgoKPDs2TPU1dUFReOnn35CSUlJdD7s7e1xcXHhxo0bKCkp8eOPPxIcHExlZSWFhYVUVVUJS7BUKuXKlSuUlZWJsOf8+fOZMWMG8fHxnDp1irfeekvM9J88eZLk5GRWrFhBa2sr2trafPHFF8Jee+3aNebPn893332Hs7MzGRkZODo68vDhQ7y9vfn+++9JSEhg5syZDA0N/et16+zs5LPPPuPUqVOCpiKRSNi6dSurV6+mtbWV6Oho9PT0MDU1xd3dnYiICH7++WfeeOMN1qxZg4KCAjk5OWRmZrJ27VpMTU2xtbXl/PnzTJkyhd7eXrq6ugRPvK+vj6VLl+Lg4MDZs2cZHBzkyJEjJCcnMzw8TEFBAevXrycqKorKykqSk5N5/PgxKSkpfPvttyQkJIhuuOzvqb+/n1u3buHq6vqv10y2bt++jba2Nt9//z06OjrMmDGD+/fvY2dnh5qaGr/++isGBgbo6uri4OBAQ0MDpqamXLp0ieeeew5NTU3gz26PzE3j4+ODtbU18+fPZ+/evYyOjhIWFkZUVBR3797l22+/paKigpMnT/Lbb7/R39/P0qVLUVVVZc+ePVhaWgoRYWxsLENDQ2Lc5fHjx1RXVxMeHs6NGzeIiYkRmZnnnntuXD5v8Cftys7OjrNnz3L//n2mTp3K8uXLiY6OZvv27cJtEB8fT01NDYsWLUJDQ4Pff/8dgN9++018pmSby/fee4/09HQRtLaysmLx4sU4ODhQUlKCu7s7CxYsoKOjg19++YWysjJxu7l161b++OMPdu7ciZ6eHosWLWLx4sU8ffqUFStWUFdXx+eff86pU6fYsWMHDg4O6OrqEhERMW5UOviTPjRnzhwSExMpLi5m9uzZuLu7o66uTmFhIQ8fPmT9+vX09/dTVlaGsbEx6enpWFtbo62tTXJyMmFhYTQ2NnLlyhUiIiLIzMwkOjpaEBJLS0tRUlIiICCABw8esH37di5fvkxERAQvvfQScXFx3Lx5k9TUVLq7u2loaKC8vJznnnuOnTt3Eh8fT2dnJ1evXsXAwEAw9hcsWIC6ujr3799neHiYRYsWsW3btn9EhPy7y8fHBx8fHyorK+nr68Pa2prk5GTee+893NzcBCUnJSWF1tZW4WjYunUrhYWF/PTTT2LsSobhnDp1KjExMXh4eFBdXU1kZCSTJk2iq6uLgoICjhw5QlVVFWFhYWhqahIfH8+1a9fQ09Nj+fLlXLx4EW1tbeED8Pb2xsLCgrfeeot58+bx+PFjCgoK0NLSQk5OjqVLl/LJJ5/Q3Nw8bmMwhoaGfPTRRwJ+0trayvDwMOrq6jg7O/Pxxx+LW4vu7m5WrVol8kIdHR2EhYURGRlJYWEhycnJvPjiiwKOY2pqyqJFi+ju7qa/v5/c3FwOHz5MSEiI2BRaWlqK7EhbWxuDg4O8+uqrREdHc/bsWaysrDA1NcXa2prBwUE2btxIVVUVt27dws/Pj6amJjG6NHXqVBobG9HR0RmX2vn4+FBSUoKSkhJ9fX18+eWXlJaWsmPHDtLT01FSUmLXrl0iH1VQUMDXX39NU1MTAwMDHDx4EENDQx49esSjR4+or6+np6eHqKgoJk6ciLKyMiYmJmhoaFBdXU1FRQXq6urIycnR0tJCaWkpFRUVIpT9ySefcPz4cQGakJeXZ3R0FHNzc/r6+ujv7xcAFFmmV11dnfb2diZOnPi3sLH/l7V06VKqq6vJy8ujtbUVe3t7KisrmTRpErGxsaxcuZL+/n7RJLC0tGTVqlX8+OOPFBQUiMC8DKP9ySef0Nvby82bNwkJCWHr1q3IyclhaWmJoqKikHJ3dXXx66+/Ym5ujqKioqDOyiBNoaGhTJ06lZ6eHpSVlbGxseHx48eMjIyQlJTEkydPiIqKEn4ZU1NTRkZGUFJS+ku/9z8KnMswZu3t7UgkEhQVFenp6WH58uVs2bLlL//hsqWgoEBISAgpKSkkJCTQ1taGgYEBDx484OHDh/j5+SGRSMQMr7+/P/7+/vz2229s2bIFJycn1NXVUVdXp7u7m4yMDAIDA7l//z5vv/02u3fvpqGhATc3NzZv3oylpSWnT58WNuuRkRG6u7txcnIiODiYzMxMnJyccHJyYvPmzcTHx5OSkiK6agYGBuI6va2tDRcXF+rq6ti/fz9ubm5izv/fXiMjI2IcITY2Fh0dHZydnfnjjz9YuXIlP//8M6Wlpbi4uKCurk5RURFJSUmYm5uzbNkygf3U09NDTU0NeXl5nnvuORGIKykpIT09ndDQUGHGXbNmDVpaWty5cwcDAwMmTpyIp6cnRkZGVFVV8ccff9DS0oKPjw9ycnJidl8qlTJ//nwA4Wiorq4WdDFzc3P27t3La6+99q/X7fDhw4KSoampyZ07d5g4cSJz5szBwMCAU6dOkZmZiZubGzo6OoLg8O2334rxn9WrV+Pi4oKmpiby8vJcvXqVsrIyvLy80NDQ4MGDB5SWlmJra0t7e7vItHh6erJp0yZKS0vJz89HU1MTRUVFFixYwPbt21FUVEQikQja2+TJk/nss8/45ptvyM/PJyEhga6uLjw9PfHx8aGtrY3R0dF/vWayNTo6iqOjI/PmzWNwcJCKigp0dXWJjY0lLCxMzLfLDOSrV69mZGSE5uZmWlpaMDY2JjExEWtra7FxgT+pNl5eXvz444/Y2tqK/MPs2bPR1tZGVVWVnTt30tHRgZmZmTg0LF26VPDvNTQ0xMa4q6uLhIQEampqeO+997C0tCQrK4u2tjZyc3OpqKhAX19/3LDYycnJwqcjw2rKgoMnT55kdHQUTU1NysrKGB0dxcbGhqGhIT799FM+/fRTSktL6ezspKurC01NTTQ1NTl69ChVVVV89NFH/Pbbb9jb22NgYEBxcTFtbW1ERUURFxcn3BQtLS10dnYyMDDAjBkzaG1tBRDd6sjISLS1tXF0dGTjxo0oKCiwZcsWsrOz8fLywsDAQHSHraysxqVuHR0dGBgYMGvWLEH42rNnD/Dn7dbo6Cg3btwgODiYsLAwmpubuX79On5+fkRFRZGWlsbBgwcZHh5mbGwMLS0tnJyc6Ovr49KlS0KQFxwczOzZs7G2tqa1tZXw8HAuX75MRUUFTk5OSCQSga1NTk4mJSWFmTNnEhwcTElJCXfu3KG3t1cQe2RyPVkDwtDQUFB+xmOFh4ejoaGBi4sL8Cco4saNGzx+/JgLFy4I946trS3BwcHIy8uLMcZ9+/bR0dFBcnIy8CcifMaMGZw7dw4vLy+mTJkCgIGBAf39/SgoKODq6io2hDKoQW9vr3DDyLJeW7du5eLFi3h4eAhoQkREBHfu3BH4cVVVVSoqKjh79qygbf3dPcU/XcXFxcjLy2NhYSFGm9TV1cXBNjAwkHv37lFRUUFNTQ1PnjyhurpaiD0LCwtF1kFDQ4Ps7GzMzMxEoyM7O5vHjx8DsHjxYqKjo3F2diYuLg4PDw/S0tKAP0mWMuzqnDlzGB4e5u7du1RUVDA2Noa7u7vAI9fW1pKXl4eioiJaWlrCO3X37l3WrFkzLnWDPxsFsuyYo6MjmZmZJCUlYWFhwZw5c4iJiSExMRFfX1+sra3JyMjg2bNnYqTvzp07AlgyODjIw4cPmTNnDu3t7WhqauLi4kJJSYkYue3o6GDlypXo6ekhkUgICwtjZGQEHR0dioqKhO9ix44d9PX10dHRgbe3Nzo6Oly6dImysjJmzpzJvn37OH36NGNjY4KqmJOT85fHh/6vKykpiaSkJKGWkBHM4uLi0NTUpL6+nq6uLurq6hgbGxO3hGpqajg7Owtvjq+vLw0NDcTHxwvNgbKyMo2NjQwPD2NgYCCQ493d3YSGhnL69GkiIyMFCcvPzw9dXV3OnTtHZGQkDg4O9Pb2MjQ0RH19PTNmzKC+vl7csPj4+DA8PEx1dTXFxcXcuHHjL5vh/9HhY+vWrZibm3PixAkcHBwAaGtr4/Dhw+zYsYPPP//8b/08BwcHXF1dhZRNZuo9deoUNjY2DAwMAGBhYYGWlpaYsa2qqhIhal9fX7q7u6mqqhIvCxm2TnZoGRwcZGxsDGdnZ2HIVVNTE+MODQ0N+Pv709XVxf3791m7di0lJSUUFBRgaGiIoaGhyAssXbqU9vZ2fHx8UFVVJSsrS5Cuzp49+0/K+reXjJJUWFhIXV0do6OjBAcHc+HCBeFesbW1paenh7y8PODP2Up1dXXB9B8ZGaGhoYGOjg7s7OzQ19cXo1dBQUE8evSI7OxsxsbGqKmpEcSYuro62tvbkZOTo7u7G319ferq6rC0tBRjBlpaWtja2jI4OEhhYSEGBgZYWVnR0tJCS0sLkyZNQkNDQ9jDZVjbf3vJkHLl5eVYWFhgbm4uQnJPnjxBXV0dMzMzdHR0BI7u559/xsbGBh0dHdGZ09TUZGRkhIMHD1JdXY2JiQkFBQUCS6egoCAoEw8fPhQjXVpaWkgkEjw8PDAyMiI5OZmioiIA+vv7MTMzo7q6WjgqZFeyt27doqurCz09PczMzPD19UVFRYW7d++OS90AwRLX0tJCR0cHDQ0Nurq6qKqqQktLCwUFBRQVFWlqaqKwsBB3d3e6urooLCxETU2N3NxcbGxsMDQ0RFVVFW1tbc6cOUNZWZm4Wv+fBB4LCwtKS0v/FzHH0NAQbW1t4RrR09NDQUFBjPbJxgcTEhIYHh5m27ZtfPPNN+Jw3tLSQldXF/r6+uN2cGtubqapqQl/f380NTXJz88XMsaenh4uXbrEqlWrUFZWpqioiISEBMrKyrh79y5ffvklqqqq1NTU4Onpibu7O+np6WhpadHY2EhmZiaZmZmYmZmJLmB/fz8eHh6cO3dO5PVkXh3ZDUpTUxOhoaHU19fT3NzM/fv3UVNTo729ncrKSubNm8fZs2dRUVFBVVVVEKXG87Ar24zZ2tqKg0VTU5MYb71y5QpmZmYYGRnR399Pc3MzM2fOxN7eHnNzc9EgaGpqEgf+mTNnUl9fj4aGBpaWluLFrKioyPTp08nNzRXf/+zsbFxdXYXXqL6+XlD8njx5QllZGXV1dQLROTw8LMZfrayshGVdXV2dpqYmPD09x6VuJSUlYsRYlqFydnbGzc2N+/fvMzAwIIR1PT092NjYCNpaZ2cnBgYGJCcno6Ojg5+fH66urlRVVSGRSIiLixN+IjMzM5ydnUWn2NbWVpCEpk+fTkVFBb29vdy/f59Nmzahr6/PxIkTGRkZEahjMzMz3N3dRR6lqqpKhFi7urqora1l+vTp41K37OxsMZYiGyWZNGkS7u7uXLp0ia6uLmpqalBXV0dHR4exsTF6enrIzMykv79foOulUilqampiHFJZWZlHjx6Jm2sPDw8mTZrE7du3xTtm8eLFFBUV0dbWhkQiwd/fn2vXrpGVlcXkyZMpKyuju7sbeXl5zM3N8fT05NSpUygrKwvYiSzg39raSklJCR999BE1NTXjUrv+/n5aW1vJz89HWVkZdXV1VFVVqaurw8rKisrKSiF/lpeX5+HDh5SVlbFs2TLMzMy4du0ahoaG9PX1iQZKcnIyU6ZMQVFRkfz8fGpqaqiqqqK8vBxdXV2cnJxQU1PD2NiYa9euYWVlhY2NDfX19SxcuJC8vDyGh4cFJt/U1JSOjg6qq6sZGRmhra0NJycnrK2tBQSmvr6e4ODgcakZ/PlusLS0pKGhgZ6eHvEse/bsGW+++aZo1MrLy+Pq6oqJiQklJSWMjo5y/vx54M+9oIeHh3iW6+josHbtWvF9e/ToEQ0NDQKTP2nSJIKCgtDW1sbNzY3MzEzx2ZJFJ1JSUkQOxtDQUMhKKysrSUxMZGRkhNraWuzs7Ojo6ODBgweMjIz85d/7Hx0+6uvrOXv2rEDjAejp6fHRRx/9o871wMAAxcXF6OjoEBQUJEK3o6OjREVFcfLkSWHtHR0dFVd4KioqVFZWkpWVJUK6dXV1uLm5IZVKKS0tpb29HScnJ/ElKCgoQENDA3l5eaKiosSJOSsrCwUFBaytrRkdHeXOnTs8fvyYuLg4sbFUUlKitLRU/HtXrlwhMDBQiAonTpyIRCL5X3X5N5eJiQk5OTn09fVhZWWFhYUFFhYWSCQS2tvbRQgtPj5ezF6amprS1tbG3bt3cXV1RUdHR2CCw8LCyMnJQSqV0tzcjLe3N+3t7Tx79oz4+HicnZ0pKirC0tISS0tLamtrKS4upr29XThArKysWLduHbt27RJegZaWFjIyMoiJiSE8PFwcfPT19bG1tRUMapn86t9ess9ZbW0tqqqqTJkyhYaGBtLT07l79y6WlpZoamoikUiAP29qzp8/T2hoKG5ubtjZ2aGsrCzmTbOysrCysiIkJETMb4aEhKCsrExKSgr9/f1IpVKUlJS4fv065ubmeHh44Ofnh52dHQ4ODhQUFLBkyRIUFRWxtbVFW1ubJ0+e0NPTw4wZM4iJiSE2NpaoqCjc3NzQ1tamrq6OhoYGMco0HkuGJHz69CnGxsZYW1sLslVvby8tLS3/y33T1dUlNn0BAQFiA6ajo0NPTw8NDQ0MDQ2Rm5vLpk2b8PHxobe3V/hfUlNTefjwIVOmTEFfX1/M44+OjtLR0cG9e/dQVlYWmxVjY2NaWlpQVVVFWVmZgoICYmNjSUpKwsHBAUdHR5SUlBgcHBTo5/FY5ubmgk3f3t5OaWkpJSUlaGpqYmlpSXx8PDNmzEBLSwt5eXkePHhAc3OzmLVVUFDA3d0dDw8PJBIJDx8+ZOHChbS0tPDgwQP09PQwMjJCXV1doHANDAxwcnIiJycHb29vjIyMGBkZoaKiAhUVFSGz1NTUFLcBOTk5lJSU0NfXJ8Zienp6qKysRFtbGysrq3HzGMGfXUFPT0+ampqEt6SrqwszMzMsLS0xMjLC29sbiURCc3Mzenp6zJw5k8LCQpSUlJgwYQJOTk7k5ubS2NhIQ0MDhYWFDA0NsWLFCgYGBoSZV0ackZOTE/mzjIwMpFIplpaW9PT00NTUhImJCV1dXTx8+JC0tDRxiJGTk8PMzIzk5GQ6Ojpwc/t/ePvvoKrP/lEbveiL3nuVLkgRBKUIKvbeNfauscUYNZpmqsYaTTSm2HvvBRVQkKpIkSa99947nD8y3Gf/zux99vPkfeWeySRjZkA+rPVd96ddlwM5OTkUFBTQ3NwsYCX9cbKzs9HU1CQhIYH29naBXnV1dSU5OZna2loKCwuRk5MTXoo+l0RcXBwdHR00NzcLyVt5eTmjRo3i5cuXxMbGCv9GQ0MDRkZG5OTkCCdLbGyswDpraWkRGxtLR0eHqJoaGxsL/0IfYt/Q0JDo6Gg8PT3F6FVfhzAmJgZnZ2dRhPyQp7KyUni90tPTSUtLw8jIiLa2Np49eyaKVX2JrUQiQUpKiqKiIi5fvsznn3+OjIwMhYWFKCoq4uHhwYsXL+jt7SUxMRFXV1d0dXXR09NDT08POTk5FBUVcXV1pbm5GYlEgrS0NNLS0pibm+Ph4UFISIgosMrKypKbm0tTU9P/eM2XlJTQ0NCAtbW12Dexs7OjtLT0g8es7/TtJWZkZCAlJYWhoSEABQUFouPaV7jsKwDJy8vj6OiIrKwsQ4YMwcTEhLdv39Le3i4KxlpaWjx79oz4+HhkZGTEIvuoUaNQVVUVgKDIyEiUlZWxtramoaGBcePGMXz4cPLy8sTnVN/ncJ/0sm+awMLCgoKCAvLz81FTU8PDw6Pf4iYnJ4eHhwf6+vq0tLSIyZw+VLyenp4o5pqYmNDe3o6joyMxMTEkJiYyYcIE2traePfuHWVlZZiZmdHe3s7KlSsJDg4mICAAiURCREQEzc3NaGpqCjS7k5MT6enpQq78+PFjKisrWbp0KdnZ2YSHh6Orq4uNjQ0GBgZiXK2wsBANDQ0KCgpwdXXF29sbFRUV3N3d/+Of+18lHxMmTPg/Lp/3veD6TmRk5P81i7x+/Tp1dXUMGzYMc3NzpKSk+OGHH/Dy8mLgwIFISUkRFBSEnJwcLi4uFBUV8cUXXzBt2jSGDh1KSEiIYK/7+fkhLy+PhoYG5eXlrFixgvfv35OTk4OUlBQdHR1s3boVNTU1vv76a2pra/H09BTZprq6OteuXUNfX5/jx48za9YsdHV1qampEdzyCxcusHz5cl68eMHDhw+RkZFh5MiRolPQX+jT3Nxc7O3t6e7uRkdHB1dXV65du8aoUaPw8/Njy5YtYv6+b1QlJCSE6upqMYrV29uLtbU1enp6aGhoCGfI69evxYutDy8sLS3Nt99+S3V1NQUFBWhqamJmZoaBgYFwWnz22Wd88sknFBcXC6JT3y5KeHg42dnZogIRFxfH+/fv0dbW5tmzZzQ2NnLs2LEPHrfGxkbs7OyYMmUK3d3dYoRn9+7dtLS0MHz4cEEOkpGRwdjYmMGDB7N27VouX75MaWkpBgYGYnHVwMBAwBGysrLIz89HXl4ePT09DA0NiY+PZ9euXdy7dw8bGxthHU1LS0NbW5tJkyZhYmKCurq6IJoMGTIEHR0d6uvrxQPbwMAAJycnXFxcKCsr4/r160RERPDtt99+8Jj9r8fV1ZWUlBSSkpKEx6SkpIThw4cTFBQkqupqamqimGBvby8ShMTERNTV1bGwsKCkpISPP/6YS5cuoa+vz5gxY7h69SqdnZ0YGRlx8uRJ3NzcmDhxIsuWLWPbtm0kJiYSHx+Pl5cXr169ory8nGnTplFdXY2UlBRycnI4ODgwZ84cNm3axFdffcXnn3/OjRs3CA0NpaqqisjISN6+fcuPP/7YLzHrs0IHBgaSnZ2NmZkZJSUlTJ48WThlnjx5gqWlJa6urrS1tTFu3DgyMzO5du0aJSUlLFu2jNLSUi5duoSjoyPV1dV4eHhw5MgRISnrs0vX1tZSUlLCjh07ePjwIb29vaI6/ejRI5YtW4aSkhLHjh0jPj6eKVOmYGZmRnBwsDCiv337lu7ubrEwOnToUMaPH09MTEy/xAygvLwcLy8vWlpaxLLpjh07qKur4/79+7i5uZGXl0d+fj62trZMmjQJaWlpdu/ejbe3N66urrS3t6OkpIS/vz+ysrLs3r0bf39/0tLSePnypahWl5aWEhERgYODA0OHDsXCwkIUm7S1tTEyMhKJX3BwMLKystTX19PV1YWamhpKSkpoa2szfvx4Ojs7sbGxobW1laioKN69e4eGhgY6Ojr9Ms5hY2PD7Nmzefz4MWlpaejp6REREUFwcDC7d+/m1q1bREZGsm7dOhYsWEBDQ4OQnVpbW5OTk4OKigpFRUWcP38ed3d33N3def/+PUuWLCEhIYG3b9+iqqpKfX29GEn19PQkNzdXkB+9vLxwcXER+E5XV1eKioowNDRES0sLOTk5goODiY2NRUVFBT8/PwoKCrhz5w5VVVUsWLAAPT09QkJC8PHx+eBx09PTY/To0cTGxvLu3TsaGxt59OgR4eHhotvQB8bQ19cXY6DPnj2joaGBM2fOYG1tjbe3N05OTmIReubMmQwePBgPDw9qamqoqqqiuroafX19LC0tWbJkCT/++CMBAQHo6Ojw5s0bkpOT2b9/P1u2bGH//v3s27ePnJwc4uPjiY6OJjw8XOxM5OXlceHCBUaNGoWNjQ2ZmZkMHz6ca9euCQjHhz4dHR0oKytja2uLqakp+fn5VFZWoqCgwPXr19HX1ycxMZGenh6cnZ2ZMWMG6enpxMfHM2LECAGtkZOTY9iwYWhoaDBx4kTy8vL4/vvvBXioj5gWEBDAgwcPmD17Nhs2bEBVVRV1dXXKy8uJjo5m6tSpNDc3k5eXx8yZM7l69SqKioq4u7sjIyMjCGYPHjxg586dpKSkoKCgwPjx4zEwMPivqvj/T460tLQo/hoaGpKVlUVubi7r1q3jt99+4+uvvxZrBX1doRUrViCRSBg4cCBubm50dnZy8+ZNIiMjBVLY29ubhIQEFBUVMTU1xd/fn7KyMqZPn461tTWhoaHU1NRQVlaGv78/eXl5HD58GF9fX0JCQli5ciUSiUQIqEtLSyktLRXiw+TkZLFU7uDggLOz83+1D/ivkg9nZ2e+/fZbJk+e/D9Y+X00j7t37wL/mBvv3r37f00+mpqaqKqqYvDgwRgbG4vloMLCQpycnIREpbS0FAUFBbKzs9HR0UFVVZVZs2bxzTffIC8vj7y8PGlpady/f19s/H/33XdiBs3GxoYZM2agoKBAYGAgJSUlvHr1ivr6erKysmhqamLcuHGoq6szYMAAUZ2+f/8+ioqKDBs2TFS2DAwMWLBgARcvXhSm09LSUjIzM/vtzZ6eno5EIqGiogIlJSV0dXU5fvw469ev5+eff8bLy4va2loyMzMpKytDSkpKZPuzZs3i1KlT+Pj4MGLECFJTU9m8ebNg4G/atAlpaWkUFRWBf9rRx44dIzs7m8OHD1NRUcGKFStIT0/n8uXLSCQSdu7cyerVq2lra2Ps2LHY2dlx8+ZNoqKiWLZsGQ0NDRw6dIj09HQGDRokkIY2NjacOHHiP6Kp/b9xrK2t2bJlC0OGDGHKlCno6Ohw7tw5Vq1aRWFhIXp6ehgZGdHV1UV3dzcDBw5k5MiRdHZ2snz5cu7evUtcXBytra14eHhgYmIi+OaTJk1i1apV/PDDD4SGhuLt7Y2mpiYlJSU8fPiQrq4uRo0ahbW1Nd3d3ZSUlHD//n1evnzJH3/8waVLl2hra8PX15eBAwdSUlKCrKwsgwcPJi4ujqioKBQVFcnJySEzM5M5c+b0S8z6Tn19PZaWljg6OlJTU4OysjIWFhaCMDRr1izevXuHlJQUr169ElQOfX19Fi1axIEDB7C2tubNmzc8ffoUDw8PWlpamDt3LgsXLqS5uZmuri46Ozt5+fIlS5cuxczMjIaGBqysrJCXl8fKyora2lqCgoJITU1l9OjRLF68mLlz5+Lj44OtrS3q6up0dnby/PlzOjs7OXLkCHv37hUL6V5eXv1q6razs+Ply5c0Nzfj4+MjlvF9fHy4du0a165dE2hTQOwOffzxx9TV1bF582a2bdvGzJkz2bhxo3h9GRoaoqenR1paGurq6ri7u2NsbCyQruHh4bx8+RItLS3hNuro6GDRokWoqKigrKzMtm3bRBKtpaVFZ2cnx48fZ86cORgbG1NSUsLo0aPJz89n8eLF2Nra9svSNMCcOXP4+eefWbt2rUi+Zs+ezdChQ/n0009Zu3Ytra2tPHv2jMDAQPLy8vj2229Zs2YNU6ZM4fHjx4Ju1idGNTExYfz48Vy6dIlPPvkE+AfeIScnh5qamojBkydPKCgooKmpCUtLS4YPH05UVBTffPONmLUODQ2lsLAQKysrPv/8c6Kjo6murqaqqori4mIMDQ1xdXVFWVlZdC37Y2E/JiZGjHj1Yer9/PywsLAgPT2drVu3Cgv14cOHCQsLY+TIkWJMq+95Fx0dTW1tLaampnh4eBAaGoq1tTX79u1j+PDhGBoaEhkZibu7O/PmzcPe3p4tW7Ywa9YslJSUKCsrw8bGBlNTUwoLC1FTUxOgDB0dHTw9PZkyZQqJiYnU1NSI5LusrIzAwEDKyso4duwYFRUVHzxmAIsXL6axsRETExNmzpxJY2Mjt2/fZvbs2Rw7dkzIjVNTU9HV1eX169fs2rULPz8/Xrx4QUdHBw0NDTx//pz4+Hhmz56Ns7MzP/74I/Hx8YwbN04g6R89esSaNWuYNm0agwcP5uuvv2bPnj3U19czYcIE/P392bFjB+np6WJ0/Pbt2+KiGhcXx8WLF9HQ0GDnzp3Y2dkhkUhITU0lPz8fExOTftvNApg3bx4RERGYmppiYGDA+fPnxRhoWVkZa9asYf369QIq1Edf6hu3vnXrFvHx8eTk5IjO4/fff09gYCD37t1j5cqVdHZ20t7eTkNDA0OGDCE1NZVff/0VRUVFdu/ejZ+fHxkZGWhpafHtt9/S0dHBli1bePbsGStWrMDW1pb4+HjevXtHXFycQEb3iSJbW1tJTU3Fzc2NhoaGfonbjBkziIuLIzg4mJaWFrGj0TeuOHHiRAYNGoSPjw9qampUVlYSFBREQEAAmZmZJCQk4ObmhrKyMp2dnVRXV3PhwgXq6urEikFSUhLwj6ertraWBw8e8OTJExoaGtDW1mbatGn4+vpiYmJCVlYWEomEn376ifr6ej799FNMTEwoKSmhuLiYTz75hKdPnwpdgq2tLREREfz2229Mnz6djz766D/6uf9V8hEWFkZERMT/kYUcGBgo/vs/EXmdO3dOYOVkZGRYsmQJa9asITs7m2+++YZJkyZhb2/PgAED6O3t5cmTJygpKXH06FE0NTXJzc1FT09PLHk5OzsLQZGzszN79uzBxsYGBQUFrly5wujRo9myZQuzZ89m7NixHDx4kAEDBmBnZ8edO3cwMjLi0KFDqKqqsmvXLhQVFcnOziYmJoZJkyZhaWnJZ599RmlpKX5+fkyfPp3i4mKuXLnCnDlz+qU9DP84F4KDg3FwcKCzs5O///4bf39/Ll68yJ49e3j//j2PHz9GSUmJjz/+GBUVFTZs2EBubi43btzg66+/5v79+4SFheHp6cno0aP5448/SE9P58mTJwwfPpznz5+jqKiIjY0NWVlZgjYzd+5cLl68yIQJE7h//z4dHR08f/4cZ2dn5OTkKCkpob29HXNzcyFlamtro6KiAlVVVbFUm5aWRlZWFocOHWLfvn39Erfq6mpkZWXR1dXl/fv3hIaGYmJigq+vL0FBQfz999/s2rWLpqYmwaM/dOgQo0ePpqSkBCkpKSIiIqioqEBeXp7c3FzKyso4dOgQlpaWnD9/niFDhjBu3DhkZGSwsrISVZZvv/0WVVVVamtrefjwIWFhYfj5+dHU1ERLSwv6+vp8+umnYsFr06ZNuLq6snjxYpqamkSbvbS0lJiYGDET21+xO3bsGK9fvyYwMBBbW1s2bdqERCJhx44djB07lqamJnR1dcUlKysri8WLF/P1118zaNAgurq68PT0ZMyYMfT09BAaGsrNmzeBf8zzmzdvZt68efT09PD333+jr69PcnIyfn5+bN26lSNHjpCWloafnx9ffvklq1atYtKkSTx69IgzZ85QVFTE5MmTxajNl19+KcRw27dvx8PDAxcXF+rq6oRBtz/OX3/9RVJSEq2trYwcORJjY2OCg4NZtWoVkydP5tixYygqKrJz504UFRVJS0vD2tqaI0eOCI/FypUrUVNTIycnR2ChlZWVSUhI4MqVK8yfPx9nZ2fi4+OZPn06kyZNYvz48RQXF5OSksLbt29xdnbGxcWFwMBAbt68iaOjIy9evODBgwd0d3dTUFDAs2fPyM/PZ//+/YwaNYqqqirk5eXJysqivr6+3whhAL29vcycORNZWVn27NnD5cuX6ejoEKNfkyZNIiYmhoEDBwqB6pUrVzh//jw6Ojo4OzsTFhZGWFgYvb29ODk5sXr1am7evMnKlSsxMDDgzZs3yMrK4unpybVr1xgzZgwaGhqMGzeOoqIifHx88PT0JD09HV9fX06fPk1cXBxLly5l9erVtLS0UFtbS0xMDHv37sXJyQlPT0/i4+MpLS3FwcEBFxcXli1bxuDBgzl8+PAHj1tjYyOGhoaMHz+e4OBg1q1bR0JCAomJiVhZWREdHU1cXBxpaWm0trbi4ODAqFGjmDJlCsOGDePIkSNERUUxYsQIfHx8SE9Px9/fn5MnT/LJJ59w6NAhOjs7uXTpEm/fvmXFihXk5+czbNgwfvrpJxobG0lOTiYvL4/Q0FBCQ0Npb2/nzJkzxMTEiPGRvk6ytLQ03t7evHv3jufPn+Pp6Sku2GvWrOGbb7754DED2LZtGwMHDiQ0NBQzMzNWr17Npk2biI2N5enTpxw9epSoqCg8PT3R19cXCVpUVBS9vb1s376d4OBgsVcD8Ntvv/H777+L3Yu+XbQZM2agpqYmxowqKirYuHEj169f58qVKzx48ICmpiZ0dHQ4ffo0n332GbKysmIywc3NjePHj7Ny5Ur++OMPRo0aRVBQEK9fv8bKyorBgwfz5MmTfokbwOvXr1m6dCkSiUQUk/sQvOvWrePEiRPiPTBkyBC6u7v55JNP0NLS4tq1a2hoaBAQEICZmRnh4eE0NjayevVqbGxsOHjwIBMnTuTBgwfo6emxbt06ysvLhW9KR0cHKysr1NTUaGpq4sWLF1RWVorx6tjYWJ4/fy4Ky1u2bGH37t24uLgIOtTr169pamrCwcGBJ0+e9EunDf4pvvfBLfrGn5qamsTf1cTEBHt7e6FMmDNnDmlpacjKynLv3j3hJOsrkMfFxTFp0iRB4Fy7di1eXl7o6ury5Zdf4ufnx7Rp02hvbycwMJDExEQaGhpQVlYmMTGRjo4OOjo60NDQ4P79++jo6JCUlMSLFy948uQJenp6JCUl4eTkxO+//87Tp09pa2vDzMzsvyqG/qvkY/LkyWzfvv3/mlV3d3dz4sSJ/+vX27VrF+bm5gwZMoSEhATevHnDpUuXWLhwIT/99BMxMTH09PSgrKyMgYEBAwYMwMPDQ1QH+8QzfaIaJycnFi1aRGlpKY6Ojv+D5tGXRPRd7nJycjhx4gQKCgr09PQIxG9NTQ1ff/01X375JaNHjxaoXYlEwuLFiwUB6dWrV1hbWwsu+YgRI6ipqaG2tvbfhPa/Oh4eHrx580ZYtzs6Orh79y5jxozB1taWn3/+mTdv3ogK7+eff86DBw84deoUBw8e5MSJE9jb26Otrc3kyZMZO3YsFy5cYNasWSgqKuLp6SladREREaioqDBv3jzxfXNycsjPz6egoICenh6KiorYsWMHRkZGbNmyRRh2ZWVlKSgoQEtLiylTpjBv3jymTp1KSkoKsrKyGBkZcfbsWXbt2tUvy3G1tbWcPn1aVKPfv3+Pt7c3hYWF9PT08P3332NnZ4eamho9PT3k5eURFBTE8+fPmTVrFmFhYZSUlGBoaEhxcTG5ubl89tlntLa2smbNGmbNmoWtrS2pqanizVpcXExiYiLR0dFMnDiRiRMnMn36dCoqKggODsbKyorz588zffp06urqeP36Na2trQwfPpyFCxdSUlLC8+fPefnyJQUFBdjZ2fHXX39x4sQJHB0dP3jM+k5KSgqnTp3C0NCQzs5OQRIJDw9n69atYgHw6dOn5OfnM3/+fD777DOioqKQlZVl8eLFAsddXl5OSkoKX3zxBS4uLvj6+vLFF19w+/ZtlJSU+P777/nyyy9pbm7mwoUL7Nu3DxUVFebMmcOQIUNoaWlh5MiR7Nq1C1NTU/bs2UNqairHjx8XS4N90srw8HD27dtHc3MzN27c4Nq1a0RHR7Nnz55+idvcuXORSCQUFhaSm5srKqNaWlrMnz+fO3fu0NTUJHbPPv30U44cOUJhYSE7d+5ESUlJ0Kmam5vFImBycjJDhgyhtbWV06dPk5qaip2dHatXryYvL4+HDx8K91FXVxeNjY0oKCjw66+/0tvby8cff4yOjg5FRUWUlZVha2vL9evXOXPmDCUlJSxatAg7Ozs2btzImjVrGD58OIWFhf0SM/iHglZWVkZKSgr5+fnU1NQgLy/PlClTePToEb/99htBQUF4eXlhYWHB6dOnmT9/Pi4uLuTm5vL333+jqakpYCb5+fmkpqayYcMGTp8+zbVr18RzTEFBgY8//pgFCxYQGxvL3r17sbe3p7GxkWvXrnHv3j1aWlo4evQoHh4eZGVlicvnmzdvsLGxwcnJCW9vb2bMmMHPP/+Mp6cnWlpaVFZWCvRsf5wff/yRV69ekZ+fLwiMUlJSVFRUcOvWLSwtLenp6aGtrQ0DAwMGDRrEypUrWbJkCW1tbQQGBhIYGEhxcTG+vr7MmzeP9PR06uvrBS3uxYsXPHr0CIAXL16wefNmjhw5QktLCzNnzhROli+++IKQkBBMTEyE46OlpYVx48Yxd+5cCgsLSUxM5OTJk/T09HD16lXOnTuHlJQUP/30E9999x2XL19m9erVHzxuCxYsEKO3ffs/xcXF3Lp1i6VLlzJ8+HAOHTpEcHAwN2/exNXVVSDWHz16JApZmzdvpqOjg1evXvH48WNSU1NZu3Yt169fx9zcnIaGBkJDQ5k2bRpPnjxh5cqVDB06FDk5OcaPH8/o0aO5fv06BgYG3Lhxg6lTp3Lo0CFaW1tRUFAgJyeHw4cPU1RUhJ2dHW5ubmzfvp0JEyZgbW3N6dOnCQ4OZteuXR88Zn2ntbWVgQMHChJYR0cHr1+/xtnZGQsLC3744Qeio6PZtm0bAGPGjMHExIRRo0bx+eef8/vvv1NVVcXQoUMZOXIk169f5/nz59jZ2eHs7IydnR0zZ86kra2NmpoaAQUKCAhgw4YNyMjIiH1VDQ0NXr9+TWVlJX/99Rfr1q0D/nF39cmy4+Li2LNnj/i+r1+/Rk5ODlNT036LGfxzh5STkxPj8/PnzxcTPvLy8sycOVN0rSsrK7lw4QI2NjbcuHEDNTU1zMzMSEtL4+3bt7x580ZMkFRVVfHs2TOkpaWJiIjAxMSEgIAA1q1bx+HDh1m0aBHS0tKcOXOG3t5eenp60NLS4siRI+J79SklQkJC0NbW5sqVKwKZHxwcjLS0tKBsvXv3jrS0tP8YqvGvko8xY8b8Hzsa79+/F3g/GRkZli1b9n/9eh9//DGnTp3ihx9+wN3dnQULFvDkyROePn0K/NNpqaioEN0Nb29vXFxcOH/+PI2NjWJ0Izk5GVNTU4yMjER11cPDg7S0NCQSCZqammhoaNDZ2YmrqyuxsbEcPHiQn3/+malTpzJhwgQaGhqwsbEhIyODx48f09PTw+vXr0lOTsbCwoJp06bR3NyMmZkZtra2vH37FnV1dWxtbUlPT+f7778nLS2tX2bJ+9jXfRjgzZs3o6ioyOPHj3n69Cl79uxhwYIF6Orqkpuby65du2hpaSEuLo6xY8fy888/U1JSgo6ODhkZGYJq8+rVK1atWsWGDRuYO3cuo0aNwsXFhVWrVtHS0sKMGTOYMGECCgoKSElJkZeXJ1wqR44cYdKkSQQFBYn5+pKSEqSlpXF1deXly5ccOHCAnJwcqqqqRDW/ubmZBw8eMHjw4A8et4KCAmpqaigsLCQtLY3y8nLBaU9MTGT48OFCcJafn8/NmzfJzMxEVlYWLy8v9PT0MDc3Jz8/n6ysLMaPH8/vv//OqFGjKC8vJzQ0FFNTU7F31FcZe/DgAYqKiuTm5ooqeFlZGZMnTxZIQjU1NV69ekVeXh4yMjJERETw3Xff8eDBAz777DM8PDyIjIxEXV0df39//P39+9XzIZFIhJjSyMiIgQMHoqWlxaNHj9DW1mbPnj1irKirq4tLly6xZs0a6urqmD17NtOnT+fx48cUFhZibGxMamoqR48eZcCAATg7OwvMtqGhIba2tnz++edkZmZy5coVUlNTycvLIzk5WSTDUVFR1NXVceLECSHh09XVZfjw4fT09IjFZGVlZTZs2IChoaEginh6evZb3JKSkkhNTcXPz4+xY8eira1NTk4O9+/fR1VVVbTbX79+jbKyMuPHj2fs2LE4OTlRUFAgUMZpaWk8efIEV1dXPv/8c86fP8/Vq1d5//49ANOnT2fFihWoqalhZWVFVFQU8+fPR0VFhbq6OiQSCY6OjqirqwsM59SpUzE0NKSlpYWkpCQOHz7MDz/8QFFREXV1daxfv16IR+Efe3Z/jZYOGjSI+vp66urqkJKSQlNTE3V1dUJDQ5GVlSU+Pp6WlhbCwsKIiYlBVlYWV1dXPDw8uHLlChUVFVhbW9Pb2ytwqFFRUbx69Ypr164xceJEOjs7UVVVxdPTk7Fjx/LNN9/w0UcfIZFIBP41JSWFgoICli1bRmNjI7/++iuff/45sbGxvH//HlNTU2bOnImxsTFnz55FUVGRzz77jK6uLvHPtm3bkJGRYcqUKR88bqdOncLPz098FvfJwfz9/dHX12fw4MG8fv2a7u5uVFVVKSsrY8WKFYSGhrJ3715+//13ATGwsLDA3t6eMWPG8OOPP9LR0UF5eTnm5uYsXLgQY2NjNDQ0OH78OBMnTiQqKorU1FSkpKSE9T0vLw87OztsbGxYunQpSUlJYsRLV1eXpUuX0tzcjK6uLteuXUNVVRV9fX1CQkKora3lhx9+6JcZ/Pr6ev766y9KSkqwsbHB19cXRUVF8vLy8PDwQF1dnbCwMKSkpFiwYAE6OjpcunSJH374gZ07d9Ld3U1AQACpqam8ffuWESNG8P333yMvL09qaipz584lIyMDAwMDrK2tOX78OMrKymhoaJCXl4e1tTVSUlJ0dXUhLy+PpqYmt2/fJiUlhRUrVuDs7Az8gzyfPn06QUFBxMTE8OLFCzQ1NamsrKSwsBB9fX0GDRpEYGCgeA186GNoaMjRo0eFH8zW1hZ/f38WLVqEhYUFO3bsICkpCXd3d4H19vHx4fLlyyQkJLBixQpMTEyEtHn16tXcu3dPPP/7RoR8fHwwNjamtraW6OhocnNzCQgIQFNTk9jYWHp7e9m2bRuTJ0+mo6MDVVVV4a4AxJL6wYMHuXz5MpGRkZSXl9PZ2Ym/vz+ampokJib2S8wA/Pz8KCsrw8XFRSzLX79+nebmZj7//HOUlZUZOXIkUlJSPHjwgEuXLol78JYtW7h79y4rVqygs7OTe/fukZ6ezsSJE5GRkaGzsxNTU1OxmzRo0CDu3LkjuhTbt2/nk08+4f3793R0dDBu3DguXbpEamoqlZWVDBgwACcnJ9zc3ISLrLy8nF9++QUPDw/WrVuHk5MTycnJmJiYMGbMGFHw+7+df5V8dHd3CwpUe3v7/5hhDQ0NFfgvQBCD/v+d+/fvk5GRwciRIzEyMuL27dtIJBKOHj3KgQMHaGhoIDk5GR0dHaSlpcnLyxMUkaqqKvbs2UN7ezuNjY3U1NSQkZHB06dP2b17N1VVVdTU1GBiYiJIEEZGRkRGRiIvL09sbCyLFy9GR0eH1NRUBgwYwKpVq1BVVeX58+d4eXkhJSUlmO0JCQksX75cLMjKy8tz69Yt4uLisLS0ZMyYMQQFBf2bsP7Xx8nJiadPn1JcXIyMjAw1NTWMGzeO0NBQgoKChCFTSUkJRUVFWlpasLS0ZNKkSSQlJdHY2MjgwYNpa2ujrKyMWbNmER8fj4+PD9ra2qxYsYKWlhaRTcvIyLB8+XJqamrEfHl4eDjv37/H3d0dHR0dfv75ZyoqKli5ciWnT5/GxsaGsWPH8vjxYxYuXCjG2Nra2kS1VVlZma6uLvz8/Polbjo6Ovz5559iAXTWrFlUVVVhYGDA3LlzhfSvb8axb0G/vLycv//+m6lTp1JTU4O+vr64iK9evZrW1lZBLYmMjKS5uRn4R/Do5ubGrl272LVrl7hE29nZoauri5KSEps2beLOnTvU19djampKW1sb9fX12Nvbo6KiwuPHjwGEvFJKSkq4WwwMDPolboCgxJWVldHa2kp+fj5JSUns27eP5ORkLC0tefHiBc+ePUNbW5vhw4fT3NzM48ePiYuLY/To0djZ2VFcXEx4eDhKSkrY2NiQk5Mjdmw0NTVpaWkhKCiI+Ph43r59i4KCAhkZGVhaWpKfn8/bt2/R1NTkiy++ENjZuXPnIisrS1lZmfj99cX26dOnLF68GGtrazIyMoiMjOw3dwD8A96wtbWlrq6OsLAwMRaWnZ3NqlWrePr0qRgVtbW1FZVnDw8PYmJiKC4uJjIyEk9PT4YPH87Vq1fJy8tDWVkZQ0NDkdj0IWlzcnIYPHgw+/fv5/r16ygrKzNq1CgMDAwIDw+nqamJhoYGVq5cKWbK+0AZNjY2KCkpMWnSJF69ekV8fLygcgH95qro+16DBg1CSUkJNzc3rK2tqaqqEl1uPz8/UlJS0NXVxcjIiOzsbP744w8++ugjUlJS2LJli3j/qqqqcvPmTVRUVJBIJJSVlVFWVoaTkxNWVlbY2NjQ0NCAtLQ0KioqdHZ2Ymtri66uLllZWcjLy+Pv709sbKzo0Oro6ODg4ICpqalATj5+/JiPP/4YTU1NwsLCSE5OJjc3l8zMzP+tsPdDHA0NDVpbW3n48CEZGRm0tbXh7+9PYWEhw4cP58iRI+Tm5mJjY4OGhgY5OTkYGBigoKDA+fPnKSwsxNDQEGdnZ4YNG4ZEIsHa2ho3NzdCQkKEVExHR4empibq6+tJTk5m1qxZLFq0iLi4OIEoLi8vJzAwEDU1NW7dukVpaSnV1dVUVlYKnPazZ89QVVUlJCSE8ePHCypbn3iturq6X8h0FhYWKCsrU1FRwYABAwSSPyEhgXHjxmFra0tJSQmlpaXU1NTQ0NDA6NGjMTMzE8vqCQkJyMnJ4e/vL1xDK1asICAgQKDY+0a2Jk2aJDwwtra25OXlkZSUJJLouLg4njx5goqKCiUlJfj4+DBgwAAKCwu5efOmGN/q68D1Faa8vLzQ1tbut90sQEhIhw0bJiZLKisr+fvvvwkMDERXV5e1a9dSXFxMeno6y5YtY8CAAcJVdevWLWxsbHBwcMDd3R1tbW2ePn3Kjh07qK2tFV0eKSkpEhMThcvCycmJL7/8khkzZohkduDAgQQEBHDq1CkWLVpETk4O0tLSdHd3Cx1AcHAw5ubm2NrasnDhQqqrq0lPTyckJIRRo0b1W9yCg4NxdXVFS0uL6upqsrOzMTAwIDg4mPDwcDZv3oyamhrPnz/n6dOnyMnJUVdXh62tLcbGxnh7e2NpaUlXVxf+/v5YWVnR2dnJxIkTOXfuHGVlZWRmZpKTk4NEImHMmDE8ePCAgoICDAwMKCkpQV9fH2lpaaqqqmhpacHNzY3ExESxu1ZbW0tDQwMSiYTOzk7mzJkjDPPx8fG0t7fj7e0t7jz/yflXyceGDRt49eqVkAT1nd7e3n+1xNl3wSsuLqapqYny8nJGjhwp2j26urpiAVdfX5+Ojg6ePHlCSUkJ9fX1yMnJkZaWhrKysuCFp6enY2pqKlT1fWMi5eXlzJ07l5qaGh48eMCUKVNQVFQU4p9p06bh6OjIrFmz6OzsRFNTk7q6OvT19cUvKCoqCktLSyFbUVNTo7GxERkZGQYPHtxvS14xMTE4ODhQVFREaWkpsbGxyMnJUVNTg7GxMQ0NDTQ1NaGmpoaamhrwjwhIV1cXVVVVPvroI7S0tCgoKKC8vBx5eXmmTp0qMHkmJiYEBwcLglHfTHjfg/Ddu3dCyNjY2EhKSgpDhw7lypUrAifb2toqKlqenp6sWLGCZcuW0dzczMCBA1FRUSEvLw8VFRUxq/ihz7Rp0/jll1+QlZVl5syZ+Pn5ERgYSFJSEtOmTSMyMlLEpM8HMGPGDC5duiQY5bKyslRXV5Ofn4+SkhLjx48nNjaWyspKurq6iIuLw9TUVCQzQ4cO5cyZM6ioqKCqqiqWW9XV1Xn16hWampp0dHQgKytLTk7O/zDTXrlyhbdv3zJp0iT09fWZM2eOQFkWFhaSkJAgxF8f+ujq6gpRUXt7O/Ly8kRGRrJkyRKio6OZM2eOEKzJysrS2tqKt7c30dHRyMrKIiUlhUQiobS0lOLiYkHe0NTUFDjovg/m9PR08vPz6e3tRVtbGw0NDcrKyqiurhYo0NLSUrFgXlxczNChQ2ltbaWjowNTU1Pa29txcHCgvr4ed3d3mpubhWG4b3SyP46jo6PAkPYlppqamhQUFLB8+XL27t2LsrIyDg4OaGpqikVCJSUlmpub6e7uprCwEFdXV1xcXCgtLaWwsFBQbwYNGoS9vT29vb2UlpaKkazCwkJKSkowMTGhtrYWbW1tlJWVuXHjBqamppSWltLQ0EBpaSmmpqaC5nPnzh0aGhqYMGECubm5aGlpYWdnh7m5ORMmTOi3uNXV1Ylkw97eHgsLCx4+fEhCQgL6+vrIysqKkYy+5XspKSnxrJZIJPT29qKpqYmWlha5ubloa2sjIyPDggULyM3NRVlZGRUVFSIiIoiPjwf+gaXIycnR3NyMjY0Nzs7OAnlsY2PDkiVL0NLSEojxvi5pX6UxNjZW0LPev39PXV0dSkpK+Pr69kvcDAwMqKyspLW1lZ6eHrq6ulBWVqa0tJSoqCjMzc3FRbu9vR1VVVUiIiKQkpKirq6OCRMmiKVcOTk5sT/j7OxMVlaWkK9WVVWRmJhIeXm5qHr2wSH6XvN9416pqam0tLQIJ1BBQQEVFRUCU2xiYkJHRwcmJia0tbUJ2VxFRQWRkZFMnDjxg8etoaEBNzc3LC0tUVZWJiMjA3NzcxGD3t5e4biqq6sjNTUVbW1tFi5ciJeXl7i/2Nra4uzsLN7HfRbt8vJybGxsqKio4OnTp/T29uLg4CBAB2pqaigqKooLn4qKiuhS3r59GwMDA3p7eykoKKCtrY2AgAB0dXXJyMjA0dGRqqoq9PT0sLe3p7W1tV8x7CEhIXh5edHa2kpxcTGKiooYGhqKHV0dHR20tbWpr6+nurpajL9bW1sLdUJLSwvt7e309PRQWlpKdnY2/v7+AhJiYWFBTU0Nb968obOzk4aGBsaPH8/Vq1fp7u4W36euro7hw4dz/fp1SktLGTRoEIaGhuK+2Ef6rK+vZ9q0abS1tSElJUVlZSV5eXnU1dX1W9zi4uKQkpIiKyuL5ORk6urq8Pf3JzExEU1NTZqbm+ns7KSyspK2tjbs7e3Jzs4mKiqK8vJy8VnY2tpKVVUV7e3ttLS0oKioiKamJrq6uvT09JCdnU1CQgK+vr6Ehoaydu1aJBIJXV1daGhooKqqSmdnp7DA92krOjo6aGtrQ1dXVxSD+u4zfe9RGxsbAaH5oIbz169fc+PGjf9tFed/7Xr8p0dbWxsdHR1iYmLQ1tbG19eXhoYGRo4cSX5+vjA9Dxo0CAMDA/T19bl27Ro6Ojqoq6vz9u1b4uLicHJyQltbG0tLS2RkZIiNjWXIkCEoKysLAWFOTg5RUVEMHTqUX375hfv373Pr1i3evHmDsrIyw4cPF21VKysrMjIy6OjowM3NDVdXV969e8fx48c5fvw4V65cEfQUKysrNDU1effunbjof+iTmJjI2rVr6erq4smTJ9TU1PDu3TsyMjIYM2YMRUVFwoBaV1fHgAED6Onp4dq1awwaNAgbGxt6enro7Oykra2NoKAgRo8eTXR0NC0tLcTExFBXV0dzczNv3rxBVVWVO3fuiEQkIyODlpYWkTFfunSJ3bt3o62tzevXrxk4cCDv378nKSkJbW1t8e9hw4ZRWVmJpaWlkHz1Pcj7I/nw9/cnKSmJ9PR0sSxaV1fHmzdvcHBw4NmzZ7S1taGjo8PAgQNRUFAQWMA5c+aQkJCAqqoqubm5xMXF4e/vj5ycnBgxk5WVxdDQEDc3N6ZMmUJSUhKqqqo4OztTUVFBa2srJSUlqKioYGZmRmxsLBYWFgwbNoy0tDRx6bS2tqauro7k5GQ8PT1RVlamuLiYsWPH0tPTQ3p6OgEBAf/RXtX/W0deXl58IALo6+tjYWEhfDAjRowQi+cJCQkkJSWhp6fH8OHDqaiooKCggOzsbIqKilBXV8fQ0JCUlBQ2bNjAnDlzhKem73uYm5szcOBA5OTk0NfXJywsTPhFampquHHjBrNmzQIgKCiIuro6VFVVMTAwwNDQEEtLSxISErCwsKCiooKXL1/y4sUL6uvraW1t7be4DR8+XFwqysvLqaysxNXVFUdHRxQUFDAwMMDNzQ2JREJdXR2mpqZoamqiqKiIm5sbmZmZwjTb0tLCxIkTSUhIIDk5madPnzJ+/HicnZ2pqqqiu7sbAwMD/v77b7Kzs9HS0sLHxwcZGRmKi4sxMjLCysoKS0tLIiMjhdirra0NBQUFFBUVRTJ+7Ngxent7aW9vFw6asWPH0tXV1S9xU1NTIy8vDz09PSHAysvL4/79+wQEBNDU1ISJiYkotKiqqjJ58mRUVVXR1tYmNTUVQ0NDMdrW11WLiopi/PjxPHr0SFzSU1JSuH37NqNHjyYmJoampiZSUlLo7OyktbUVZ2dn0X3q6wb0JdS5ubm0trairKyMp6enGI+TkZHB0NAQQ0NDpKSkxLz5hz4mJibExMSgpqbGoEGDaG5uFhfCy5cv89VXX4kKelJSEnJycrS3twth48KFC2lqauL69evk5uZibGyMlpYWRUVFVFVV4enpKVDDfV6p2bNnc+3aNaSkpPDy8kJHR0ckPZ2dneJSHB0djZGRkbjo9fkp8vPzUVFREehiBwcHDA0N+410BQgDt5KSEm/evCEkJEQsScfGxmJoaMijR4/EuFpFRYW4/Dk6OvL8+fP/8fzpw8Hq6ekRGRkpZvdlZGSQSCS8fPlSgDk6OjqwsLAQCUZZWZlArktLS+Pj44OysjLV1dXIyckxevRopk2bRnJyshBFDhgwAG1tbXR1dcV0Qd/o4Ic+8fHxDBkyhMzMTDIzM3F1dcXHx4eioiImTpzInTt3UFJSwtzcHBMTE4qKiigpKcHIyIiOjg6WLVvG48ePhZiyqqpKJJ89PT1YWVkJ2WpZWRlNTU0oKyszbtw4AgMDef/+PVpaWqJo+NVXX4mxP09PTxwcHCgvLxeX8CFDhnD58mXGjh3Lt99+i7q6OkZGRkhLS5OYmNgv45HwzxhYfn4+JSUlFBUViTvskCFDxFi9goIC0tLSODg4YG9vT09PDw0NDURHR4uktbOzk4KCAmpra9HT0yMlJQUzMzP09fX/x9RQXl4e79+/55NPPhFJtaKiokgA+9DNampquLu7i85j359PnDgRBQUFXr9+jZ6eHjo6OvT09FBcXEx7ezuurq7/0c/9r5IPd3f3/+Oc+b+pTigoKODk5ISqqirKyspIJBLOnz/P2rVrmTVrFuvXr0deXh51dXWamprIy8ujtbWVYcOGoaKiQkVFBRYWFsjKyhIeHi7wsNXV1bx9+5aYmBhaWlowMDDAwsKC7du3s379euG1mDVrFhUVFVRWVqKvr8+mTZvo6uqiqakJV1dX7OzssLS0REpKipCQEMrKyqioqKC4uJjZs2cTHh5OXl4e2traXL16lfz8/H8T1v/6TJ06FW1tbby8vJCWlqarq4vRo0cTFhbG9evXGTNmjCAayMvLs3PnTl69esXz58/R19fnypUrwtabk5PD8+fP6enpQU5OjpcvXxIREcH48eMZP368kD0pKCjwzTff4OrqyvDhw7Gzs0NdXV28uOXk5BgxYgR//vkn/v7+uLu7Y2NjQ3V1NT/99BOtra24u7tTW1tLVlYWysrK+Pn58fXXXwvs5Yc+hYWFbNmyhePHj/Py5UtRPfD09EReXp7m5mbS09NZsGABK1asQEVFBRkZGXbu3Cn2REpKSlBWVmbKlCnMnDkTFRUVcnNz8fb2Jjk5mYCAALy9vamoqKC8vJyYmBiePHnCuXPn+Oyzz3j//j1Dhw5l4sSJor3f1tbGd999x7hx4zAyMkJBQQFjY2O2bdtGd3c3Bw8e5O7du6ipqVFcXCxa0v3hDeg7fbsF1tbW1NbWUl5eztatW1FVVeX48ePs27ePgwcPEhkZSWBgIDNmzODdu3csX76cjRs3cv78edra2nBycsLIyIjvvvuOtrY2pkyZgo2NDR0dHcTHxzNgwADs7e2RlZVFIpFgZ2eHsrIyTk5OSElJ0dTURFpaGrGxsYJuYmxsLMYGfX19KS0tZd68eWzevFnseURHR9PY2IimpiYPHjzot1G/0tJSAgICCAgIQEpKitLSUgoKCli5ciUdHR0sWLAAMzMzYmJiaGhowMfHh8DAQKSkpNDR0SE3N5fm5maqqqqEBXnUqFHistK3k9H3Hnzz5g1lZWVs3LiRo0eP4ujoKD6scnJyOHLkCHV1dejq6pKTk4O5ubkwNtfX1zNw4EDi4+Pp7Oxk8ODBlJeX09PTQ0FBgWC998extrbG2dmZ4uJiMYIzfPhwoqOjiYiIYMWKFRQUFHDr1i2ampqYNm0aNTU1IjlSUVHBy8sLDQ0NUlJSBLSkb19w5syZ3Llzh+7ubtasWUNaWhpKSkqcPHmS7OxsDA0NCQwMpKurizFjxnD58mXi4uJQVVVlxowZNDU1kZWVRV1dHdXV1ZSUlGBqakpAQAANDQ1Mnz6d2bNnI5FIePr0KY8ePeoXy7m5uTkvXrwgMzMTOzs7zMzMOH/+PLt27cLb25tvvvlGVD7z8vJobGzkzJkzBAUF8eLFC1pbW5kzZ45AXr979054OTIyMkSBTU9Pj5kzZ9La2kpNTQ05OTns27dPfFb3jQPr6Ogwffp0VFRUUFJSEqLBrq4u4ZQ5ePAgUlJSjBo1Shjl29racHBwYPXq1RQXF3/wuGVkZBAQEEBsbCyvXr3CwMAAZ2dnHB0dGT9+PDt27BA7Mp2dnRgaGrJr1y4uXrzI0qVLWbRoEcHBwcIp1re0PmTIEPLy8jAxMeHevXtoaWmxc+dOnj17hrGxMadPn8bNzY2IiAhqa2sZNGgQ69ato6Ojg+TkZA4ePMiXX35JcXExtra2ojD75MkTTExMWLJkCfv27cPJyQkFBQXq6upEZ6u/zvDhw2loaCA8PJzY2FiysrJISkoSsYqNjcXX1xdXV1ekpaVRVVVFIpHw/Plzbt68SU5ODuHh4eTm5mJiYkJ9fT0jRoxgyJAhXL9+nbKyMjw8PMSo7oQJE9DV1cXCwoLW1lYGDx7M3Llz6ejo4Pbt2/T29goPzblz54QQOT09HUNDQw4ePCgofgUFBTg6OqKmpkZrayvl5eX9FjcfHx9kZWWpqqoSY4gWFhbo6+vzyy+/CLl2V1eXKP4YGhri6enJ2bNnsbOzIzg4GIlEgpOTE3l5eSgpKREcHIyHhwfh4eGoqamhoqKCnJwchoaGmJubc+jQIb799luxC1NVVUVcXBylpaXIyMgwadIkcbcGKCkpwd3dnWHDhtHc3My8efOwtLSktbVVFPYqKio+bPKxfft2zp07x4oVK/7Hn3d3d4sF0//mrFy5kuXLl4uHTWZmJrNmzcLPz49Vq1bx1VdfiVZnZmamwEKeOXMGT09PNmzYQGpqKvDPrGt7ezujR48mICAADw8PDA0NGTdunHiRrlq1itGjR5OTk8O9e/fw9PTE29ub0tJSmpqa8PDwYPHixcTHxzN27FhCQkKoq6sTNtKAgADs7e05cuQIf/75p7BYSyQSfvvtNzZv3vxvwvpfH2VlZQoKCrCysqK5uZl79+6hrq7O7du3UVBQYNu2bURFRTFr1ixGjBghpFxHjhxh69atGBgYUFpaiqamJp6enqioqLB//356e3uJjIxk1qxZlJWV8fDhQ/Ly8rh+/To3btzgwIEDLF68mJMnTzJ8+HCcnJwoKSlh7NixeHt7s2HDBuTk5Pj5558xMDBg9OjRompRW1vLhQsXsLW1FUvLZmZmdHV1CTfJhz4lJSUkJSVha2uLg4MDJSUlnDt3TmBz169fz/Pnz8Vl9ezZs7S3t/Pq1SsiIiLo6uoiMTGRYcOGoaWlxU8//cTatWuFeKpvGX3Xrl20tbWxadMmIiMjGTRoEMXFxbi7u6OoqIilpSXOzs5ERUVhZWXFyJEj2bhxIxEREbx48YKBAwfi6+uLqqoqP/74IzY2NlRWVnL06FHMzc2ZNm0aZWVlaGlpffCY9Z2amhoWL14sOP6XLl3io48+wsTEhMTERG7cuIG6urq4nO7cuRM5OTnS09Oxtrbm008/RV1dnfDwcG7duoWKigoHDx5k/Pjx/PXXX8KpY2lpiaysLD/++COLFy9GRkYGDQ0NIaxSUFDgq6++Eo6FO3fukJSUxN69e6mqquLx48esXr2atLQ09uzZIwomfbsP48aNo6CgoN/i1veANzc3R0tLi6SkJEaOHClY/n/99RfW1tZs3rwZe3t7du7cSWVlJevWrUNBQYGIiAhqampQVFTEz88PbW1tLl68SEtLC7GxsXz00Udi923y5Mm8ePGCV69eoaGhwfr168nKyuLWrVt0dXUxb948fv31V3bs2IG6ujqLFy+mpqaGuro6ioqKxKKsuro6VVVVPH36lNTUVBobGzE1NWXdunX9lnyEhYXR09PDs2fP0NXV5ZNPPiE0NJSwsDAOHTpEdnY2Dx8+pLy8HF9fXwYNGsSmTZswNzdHVlaWpKQkOjs7GTRoEHp6egQEBBAWFkZ0dDRffPEFRkZG/Pjjj9TV1QlR18iRI1m0aBF37twRS+5paWkcP35cYKW9vb3FHlPfTkdnZyfe3t7o6+tTWFiIlpYWTU1NYund2NiYqqqqfonbkSNHKCgowMHBAVVVVdrb2/n1118xNDQUtKk+n5aKigo2NjakpKQIb87FixeZMmUKs2fPxszMjM7OToyNjQkNDSUxMZGKigo8PT1pbGzk8ePH1NbWMn78eEEj09HRITQ0lMuXL1NQUMD169cJDg5m27ZtTJw4kTVr1pCbm0tWVha6urrcuHGD0aNHExcXJwSFdnZ25OXlUVFRQVBQUL+ANX788UeePHmCk5OTkPaOHz+e2tpaHBwcyzXRGgABAABJREFUKC4uZs2aNcJt8P3339Pe3k5ERAQzZ87k7du3/Pnnn2hqajJz5kw6OjrEXuGAAQPo6uoS0IQ+6t6aNWsEatjd3Z3GxkZevnzJb7/9xt69e5k3bx67du1ix44d7Nu3j3fv3vHJJ59gb2/P9u3b2bBhA5988gmbNm3CwcGBO3fucPToUUaPHk1nZyfr16//4HEDREeor3OVlZVFZmYmS5cuFWPwv/76K0ZGRnR3d5OWlsYff/xBTEwMVVVV/PXXX0K82EfaHD9+PN9++y3r1q1j+/btYmxy48aNZGZm8vLlSwYOHMjatWvFpEV5eTkjRozgu+++49ixY2hqanL27FnS09OprKzE0NAQf39/WlpaOH/+PAUFBXz33XdYW1uTnp5OeXm5IDL2x0lKSiIgIIDs7GyKi4vF2OHx48fp6OjAw8OD5cuXk5SURHh4uHjebdq0if379yMvL893331Hd3c3sbGxogt84sQJZs+eza+//iqWwDU1NSksLKS2tlaQFvuKqL6+vvj6+mJtbc38+fORl5fnxIkTlJeXU1BQQExMDBUVFXR3d/P8+XO2b9+OkpISCgoKlJSUCE/Pf3r+VfJRV1fHxYsXOXDgwP/2//+3yUdeXh5bt27F0NCQgoICTp48yf79+/ntt994+/Ytv/zyC2/fvqWjo4ORI0dy7tw5GhoaaG9vZ8GCBdy7d08kE7dv32bYsGH8+eef5ObmIiMjw7lz54iNjaW+vp4BAwawd+9edu/ezUcffSSWsPvkgcePH2f27NnY29vT2dnJ5cuXUVFRITU1le7ubry8vMQC+8qVK2lra2Po0KEMGTIEZ2dn/vzzz37LmpWVlTl58iQSiYTq6mri4uKorKwUWe3evXs5duwYWlpaqKioYGJiwrfffiskTvDP0vqAAQOwsrLCz8+PxMREfv31V6SkpBg0aBDPnj2jsLCQSZMmoaGhwZAhQ/j1118ZMmSIGCHpkz+eOXOGhQsX8tVXX/HXX3/R3d0tFsdOnz7N/v37qampITAwkJaWFmpqalBSUqKzs5OzZ8+yZcuWfolbXV0dCQkJSElJYW1tjaurK4MGDeLp06fs27ePN2/eMGLECFpbW0lMTKS2tpa9e/eyfft2sb8B0NLSIqRicXFxuLu7M2nSJB4/fsy5c+eoqqpi9uzZ1NTUIJFIkJKSYsmSJZSVlfHVV1+xZs0acnJyePDgAePGjaOrq0uYwbds2SKWqJWUlAgLCyMvL4/58+fz22+/ERgYSFtbG1u3bkVGRqZf4gb/yO8ePHjA4cOHef78OfPmzWPIkCGi0jt27Fh27tyJqqoqI0eOJDs7m97eXsaNG4evry/19fWcPHkSWVlZNmzYgL6+vpCSSiQShg4dSk5ODhUVFejo6KCjo0NUVBSPHz9m5syZBAYG0tvbi62tLX///TdycnKcOXOG5ORkenp6RKLc5zRQUFBg586dHD58mObmZk6dOkVlZSXd3d1ER0f3SxUaYNy4cbS1taGqqoq7uzvx8fGsXr2aq1evYmlpyc6dO/nll1+IiIhAR0eHGTNmsHz5ciorK1m0aBGrVq3i+fPnGBsbIyMjw4EDB/jrr7/49ttvmTJlCrKyslhYWNDY2Eh5eTm9vb1IJBL279/P8ePHGTx4MHPmzOHu3bt8/fXXWFtbY21tTWpqKjt27GDHjh1oaGhQU1MjFgdv3rxJbW0tv//+O9bW1hQUFBAaGsq1a9fYvXt3v8TNwMAAGRkZIVLcu3cvCgoKhIWFMWbMGB4/fsyePXuIjIzk/v37HD9+nIyMDCZNmsTvv/+Ol5cX8+bNw9nZmYiICDZu3CiMvxKJhKCgIG7fvo2ioiKffPKJGJNqbm7GwcEBPz8/FBQUiIyM5PXr1/zwww+kpKQwd+5c3N3daWtrY9KkSWhraxMWFsaMGTPIycmhpKSEv/76i7dv3xISEkJERASGhob9ti+zaNEiYmJiyMjI4M6dO8jIyDB79mwxlrtq1SoUFBTo6OhATU2NgQMH0t3dzb59+9i6dSv379/n2rVr+Pj4iA7ulStX+Pjjj4mKiuKPP/6gqKiICxcu0NrayqNHj4iKiuLIkSMCX93R0YGmpibe3t4MGTKEgoIC/vzzT3R0dNDT0xP/ZGdn8+zZM6KjowUFKTc3l6tXr/L69Wu2bNnCTz/9xMmTJz943EJCQujp6RGj18bGxmhqanL06FEaGxsFHrhPpvjo0SNevnzJ7t278ff3x8LCgvXr16OpqUlISAgxMTH8+eefHD9+nK1bt2Jvb09HRwdycnJoaWnx/fffc+vWLW7fvs2XX34pRm5sbGyYPn06MTExzJw5k4iICDZs2MDff/8tvBd9sJeSkhKampqQSCSsXbuWK1euYGBgQEdHB5mZmR88Zn3n6NGjBAcHExkZiaurq5jMyMzM5PDhw/z666+cPXsWXV1dQYK8ePGiQNTb29ujrKzM2bNn+eabbzAxMcHc3JzNmzfj5eWFpqYmJiYmYq8rPz8feXl59u3bh4+PjxAw9gkvra2t8fX1ZcOGDQwdOpTy8nIxeTFv3jxBOy0sLGTz5s18/fXX+Pj4iJ3M/jojR47E2tpa7Gnk5+dz9uxZ7O3tWblyJY6OjgQHB1NdXc3gwYMZOHAgaWlpbNq0CXl5eVavXk1UVBTNzc0UFBQwatQoSktLiYyM5M8//8TJyYk9e/bg4eFBRUUF8fHxfP/99/zxxx+0t7cTEBBASkqKeP/5+/uTmprKjRs38PPzQ09Pj8GDBzNp0iSysrL46KOPcHFxwcPDg23btuHg4IC5uTmjR4/G3Nz8P/65/3Xnw87OjhUrVqCkpCSwu21tbYL7/d+cvXv34ujoKGb9Jk2axNmzZ1myZAkyMjL4+Pjg4eGBjo4OOTk5BAQEoK2tjampKc7Ozqxfv55ff/2VzMxMRo0ahaenJ4cOHWLNmjWkpKRgbW1NUVERN27cwMHBgS+//JJdu3ZRVlZGS0sLXV1dBAUF8fLlSzw9PcVFfNOmTTQ2NhIZGYmKigoGBgZkZ2czevRoNm3ahLOzM4qKilRWVvLmzRtB6dq/f/+/Cet/ffqQm8+ePaOrq4u1a9fy448/snHjRm7fvk1QUBDKysoMHTqUJ0+ecOHCBQICApCWlmbEiBFMnTpVvKENDQ0pLCzkyZMnzJkzRxg+q6qqaG5uJi0tjcOHD/P5558zZMgQfvnlF4YMGYKcnJzwY2zatAkPDw9mzJhBe3s7HR0dNDU1CdHggwcPUFNTIzQ0lN9++4309HRkZGQwNzensrKSx48fM3369A8eNxUVFdTU1HBzc0NXV5fs7GzU1NQ4c+YMN27cQEpKChkZGYF2tLW1xc7OjgMHDjB27FiB5szNzRUG1YULF7Jz505++OEH9uzZg7GxMWPHjqWkpITs7Gy8vb0ZM2YMu3btEtK3u3fvikVEDw8PUS2aMWMGeXl5vHnzhr1793Ljxg2Cg4P5+++/MTQ0FNZgKSkpVqxYwenTpz94zPpOdna2SBK6urp48+YNBQUFHD16FDMzM7Zt28bOnTvFh0NHRwf6+vqMHTuWhoYGcnNzmTdvHo8ePeKTTz5h4sSJHDx4kLlz59Le3s6gQYPIzc0lPDwcJycn7ty5g7y8PCdPnuTmzZvs3r2b+vp67t69y/nz5xk5ciQuLi5UV1czZcoUxo8fT1NTE/Hx8TQ2NjJhwgScnJyoqqpCXV2do0ePYmxsTGFhYb/OkvchEF1cXHBxceHrr7+mq6uLH3/8UVw4Ro8eTX19PU+fPiUsLIxp06Zx5coVjIyMeP78OStWrKC2tpajR4+ioqLCtm3bmD17NleuXOHx48dUVFQgKyuLsrIyP/74I5s3b+bu3bsCWdrR0YG7uzuDBw9GR0eHvLw8kXT08dkNDQ354YcfsLCw4OzZs9TW1pKcnEx+fj7v37/n+fPn/9UHzP/TM2DAAEJDQ1mwYAEaGhqEh4dTXl7Ob7/9xqJFi1BTU+Orr75i+PDhTJ48mV9++YXIyEja29uFgKu2tpaqqiomTpzIixcvMDQ0ZMGCBRgYGKCiosKnn35KVFQU33//PZMmTSI+Pp7a2lqcnJzw8vLC3t6eadOmkZ+fT35+Plu3bkVJSYkRI0aQmJhIbGwsFRUV+Pv7s27dOrGbtHbtWjo6OsToanNzszDYf+jz6NEj5syZw6xZs4iMjBTo0KioKLS0tDA0NGT//v2oqamhrKzM+fPn8fT0FMnSF198wenTp/nhhx8wNTXliy++wMTEhClTpjB27FgqKyuJiYmhuroaJSUlDh8+zObNm3n+/DkGBgacOnUKW1tbrKysyMzMZMmSJXz33XckJyfT0tJCfHw86urqODg4MGHCBDZt2sSoUaPYvHkzUVFR9PT0iMTozZs3nD59mp6eng8et6FDh7J582aGDBmChoYGYWFhbN26leXLl5OYmMisWbOorKxk0qRJZGRksHfvXhITE/nmm2+QkpLi4sWLxMXFkZqayqBBgxg4cCCff/450tLSbNy4UUxF9AEv+hbMe3t7+eqrr8jPzxfdpcGDBzN+/Hg+++wzXFxcCAoKQlpamra2NiorK1FTU2PFihW8fPmSv/76C0dHR4qKinB1dUVbW5vAwEDWrl37wWPWd8LCwsjKyhJG+5KSEu7fv09UVBRXrlzh4sWLrFmzhtjYWC5duoSKigpDhw7l559/pqioiN7eXszMzPD29hYTJRs3buSHH35AX18fW1tbnj9/TlJSElOmTMHIyAgvLy+io6NZsmQJO3fuRCKRkJOTw5w5c7h69So3b94kOjqaTz/9FIlEQk9PDxkZGZSVlXH48GFCQ0NpbW3l9u3bHDhwgOvXrzNnzhzU1NT6jSKZkZEhRtBKS0tJSUlh27ZttLe3M2zYMBYsWICLiwtKSkokJSVRVFTE+vXriYiIYOTIkQCiCCIjI8OZM2eYPn06r1+/ZuLEiQQFBVFYWEhnZydVVVW4u7tTXl4uIBt9VLKYmBjOnz9PSEgI48aN4/nz52KnSU1Nja6uLoqLi5kxYwZZWVmYmppSX18v8Md9e6//6flXyYecnBx//PHH/yBd9Z1/w87vM5PPmzcPPT09qqur+fbbbzlw4AC5ubmUlpYSHx+PtrY23d3dtLe3097ejpaWFkFBQcTFxVFVVUVdXR0hISHcu3cPQ0ND0tPTycrKYvbs2fj4+KChoYGdnR1FRUU0NjZy4sQJqqqqqKioQE5OTizpmZiYsHv3bm7fvk1MTAxycnIiM62qquLEiROMGDGCrKwscYHV1NTEy8tLMN37I3NOSUlhyZIl7Nixg+LiYnJycpCXl+fzzz/HwcEBW1tbhg0bRmJiIlFRUXh4eDB27FixM9PS0kJKSopY3L9z5w4jRowgLy+PX3/9lVGjRuHt7Y2GhgbJycmsXLmS8PBwGhoahMCttbVVtN6ePn2KmZkZ2trabNmyhZ9//hklJSVGjx6NgYEBN2/e5MiRI9y5c4eff/4Ze3t7Bg4cSENDA9u3b+83RLGSkhITJ07k1atXZGdnC3FR3z7LqVOnMDExwdPTE3d3d7S0tPjll19YsmQJEyZMYMmSJcA/I35tbW0cO3aMYcOGMWXKFGpqatDT0xNzt9nZ2ejp6RESEsKKFSu4f/8+Xl5eTJ48maCgIL777jvU1dW5d+8eCgoK3Lt3j5ycHCwtLTExMeHBgweEhIQwYsQIkpOTGTp0KDo6OkRHR9PV1cXp06e5fPkyGzZs6JfYWVhY0NDQQEREhIA0ZGVlERAQwKtXrwgODqarqwt7e3scHR2ZM2cOsbGxAmt9//59li5dKshEb9++5datW1y+fJnPP/8cKysrenp6kJaWJiEhgcuXL2NnZ8f8+fOZMmUK2traFBYWMm7cOAYMGIBEIkFdXZ2amhomTpyIubk5iYmJ6OvrM2LECJYsWcLChQsZNWqU4OBXVlaKkb/+OhYWFvj4+KClpUVkZCQPHjzgk08+ISUlhbKyMjQ1NXn79i0aGhpoamqyatUq3r17h5OTk7A8m5mZERISIqzHcXFxhIeH89dff9HR0cGhQ4eorq7Gzs6Ot2/f4uvri4mJCY8ePcLU1JSEhASqq6txdHTkzJkzXLhwQYwNeXl50d7ezuPHj6mqqiIrK4uFCxdy4sQJnJ2defv2LXl5eSLe/XVu3LhBQ0MD79+/Fx+EM2bMQF9fn6+//ho9PT0++eQTlJSUiIiIwNXVFTk5Oc6ePYu1tTW5ubk4ODigr69PXFwc27dvZ9SoUfz111+cO3cOe3t7FBQU8PPzw8XFBYlEwsiRI/Hw8AAgNTVVCLjCwsK4e/cu169fJyMjg9jYWFauXElpaSlXr16lpqaGCxcu0NvbS3BwMCYmJujr6yMjI8O7d++YOHFiv3U+Kisr2bVrF+vXr0dFRYXo6Gg2b94sOtJ1dXWMHz8eMzMz4fPoK2IUFxcTFBREREQEtra2TJ48maysLBobGzl79izHjh0Ty68ODg7o6Ohw7Ngxli1bhoqKCoWFhSxcuFDs0CUlJYmilaqqqqAxjh07loCAABGfqqoqRo8ezYABA8TIX9/i9MOHD/uFdpWTkyOkkH1uira2NhwdHdmxYwdr167l1KlTVFVVCWKYgYEBEokEbW1tdu3axcSJE2lrayMhIUF4v5KSknBzc+P58+eCSnX48GEUFBTQ09Nj+vTpyMvLo6ury4gRI4iIiCA0NJRRo0Yxb948bty4QXx8PImJiUgkElxcXLC3t2fHjh0AeHl5IScnx9SpU6mqqqKsrAwDAwMSExP7bSfQx8eH0aNH8+LFC+GBUVdXR0ZGhmPHjqGjoyNGPb29vZFIJCgoKODm5ia64IcPH6asrEy8j3fv3s2MGTPIz8/n008/Zfz48fT09PDZZ5+xfv16Dhw4wLx581BVVWXv3r28fPmS5uZmNmzYQFFREdLS0owcOZKCggJ6e3txd3dHSUmJhw8fEhERwV9//UVycrIoYtXU1HDp0iXk5OT46quv+iVuSkpK1NXVIS8vj5aWFvLy8tTV1fH3338TEhLC5MmTkZWVFcLVN2/eCE/dL7/8QklJCTIyMhQWFjJw4ED8/Pyws7Pj4cOH2NnZIS0tzbNnzygrK0NJSYmxY8ciJSVFfHw8CxYsYObMmYwZMwYfHx8WLFggRrsGDBiAl5cX7969w8bGBk9PTwoKCti7dy/u7u58++23TJs2DUtLS5qamsSdR1NT8z/6uf9V8jF//nzBCP//Pf+mOtHQ0MC4ceMwMDCgu7sbc3Nzpk6dioaGBjt27ODTTz/FyMiI+Ph48vPzGTt2LMOHDxd4Q1NTU2RkZOjt7RWUIXl5ecLDwzE3N0dPT4/29nZqa2uprq7G1NQUJSUl2tvbsbW1FZxyT09PcSmNjo7G3d2dt2/fMm7cOIYNG0ZZWRlXr15l3bp13LhxAysrKwwNDYF/Wsx9GMGmpiax9P4hj4mJCeXl5WRlZZGVlSWsoqampgwfPhwXFxcePnxIZWUl1tbWgpjg7OxMRkYGt2/fxtLSkqFDh4oX/ZMnTxgzZgyrV68mMTFRIOhycnLEi/nSpUuMGDGC3t5epKWlKS0tpaSkBGdnZx49esSYMWN4+fIlJSUlaGpqEhcXB/xTGTEzM+PgwYP4+vrS3t5OV1cXBgYGFBQUkJiYyOjRoz943DQ0NAgMDKS9vR0vLy/MzMzEzk5YWJgYEVJTU0NGRoauri5ycnIwMTHht99+Y9y4cUgkEtLS0qioqGDEiBE8fvyYr776ChUVFVHlT0hIEFz3hoYGUSX87bffhHG6z9rahwAMDg7GwsKCzs5O9PX1GTZsGOHh4dTU1GBjY0NCQgJlZWX09vbi5OREa2trvxrOW1tbef78OdLS0gwYMIDy8nI+++wzpKWlMTAwwMHBgdevX/Py5UsxB66jo8PWrVv5+OOPqa+vJzMzExUVFQYMGICpqSmnTp0iMTERR0dHxowZA/yzW5KVlUV6erroZvSN4DQ2NoqHXXx8PG1tbVRXV3PhwgWWL19OWVkZQUFBpKamUlhYiKOjIy9evMDAwECgfjU0NJg5c2a/xe3WrVsMGjQIRUVFUlJSqKmpITU1lUWLFtHR0cGlS5d48+YNnp6eguyXnZ3NlStXUFFRIScnh6CgIOTk5Bg1ahRFRUUi0Y2MjBQVJ09PTwYMGMD169cxNTXl/fv3tLe3C2hGdHQ0qamp7Ny5kzNnzjB37lxcXFxob28nLy8PDQ0Ndu3aJZaji4qKRNtdU1OT+vp6ZsyY0W9xGzhwIJ2dnRQWFiIjI4O2tjYDBgwQrp6ZM2ciJSVFdHQ0ZWVljBkzhpaWFl6+fMmsWbOQlZWlvLycjIwMlJWV2bJli5Bfvnz5ksTERPEM6nP29HVvExISeP36NSUlJVhaWqKjo8OoUaNQV1cXI4YFBQVoaWmxfv16GhoauHLlCvPnz+fy5cv4+/sjJSUlSDHR0dHU1taycePGDx63PiSzvb29+B16e3vzww8/sGvXLrHwGxQUJBxLixYtYv/+/SgrKyMnJ8fy5csxNDSktLSUR48eYWdnx/nz5xkzZgzZ2dmi86Grq4u0tDRv374VldiQkBBR2X/y5Amtra24ubmhpqbG27dvGTx4MFJSUty4cYOSkhLKysr44YcfMDQ0JCIigtTUVIH4bG9v7zeUeHR0NG5ubhQUFBAYGEhERASKioro6Ojw6tUrVq5cyaeffkp5eTmJiYlUV1dTUFCAmZkZ8+bNo6enh9TUVCGk7aNiDR06FFNTU16+fElqaqrwIZibm7N+/XpRoKqqqqK+vp7e3l4cHR2pra3F0dGR9PR0goKCyMrKYsyYMTg6OtLW1kZ8fDy7d+/m4sWLGBkZ0dPTI1Cxvr6++Pv790vc4B95r62tLQYGBqipqeHo6IiFhQVFRUXMmDGDgwcPMnz4cDw8PNDS0qK4uJhjx44hLy9PUFAQ5ubmODo60traSlRUFLq6ugJZHxMTI5DCfZjyPkltH1ZYR0eHtrY20tLSMDMzw8rKiv3794uioKWlJbW1tcTFxZGSksKrV6+IiYkhICCAsWPHCkRvZ2cnwcHB/Ra3PnR6YGAgnZ2dzJs3j46ODqqqqvDw8MDS0pK0tDSMjY2xt7enqamJM2fOUFlZyaBBgygqKhJY/tbWVlxcXMjOzsbd3Z2rV68yZswYEhISyM7Opra2lsePHyMnJ8euXbu4c+cOjx49orW1lalTp6KkpERgYKD4/FFQUBDEsvDwcBwcHLh79y5NTU0kJSWJe2B9fb0Y+f2gyYeKigpffPHF//aFHRkZyeXLl//rrycvL09rayuysrJiXvHFixekpKSI1mRKSgqA4A2/efOGqVOnMmDAAMaMGYO2trbYJZCVlWXw4MEYGxtTXl5OeXk5CgoKaGpqIicnx5QpU1BRUSErKwtbW1shiFJXVxfELSsrK6ysrPD19WXo0KGkp6czYMAAMUtpa2tLbW0tsrKyAnE2ePBgCgsL0dXV/Teh/a+OmZkZBgYGpKSk8P79e1RUVGhubmbx4sXijaugoICcnBzd3d3Y2dlhYWFBamoqKioq6OrqIiMjI+hcc+bM4ciRI2hoaIifo7KyUmDt4uLimDhxIqqqqsjKytLY2IiGhoagL3V2dgqhXh+Otg9FKS8vT1paGm5ubpiZmQl8Z2ZmJs3Nzbi6uvbb/H3faW1tJScnh+DgYNrb27G3tyctLQ19fX3hVcjKyqKqqorCwkIh1DIyMiI/Px9FRUWGDBmCtrY22dnZvHr1imnTpqGsrExubi49PT14enrS3NyMqqoq165dw9zcnDdv3iArK4uTk5Mwtd68eVNUqtzc3MReira2NkZGRrx79w4/Pz9RkbCzs0NRUZE3b95QX1/fbzErKCigubmZYcOGUVFRwfnz56mtrWXEiBGUlZWRmpqKmZkZhoaGKCoqUldXJ7w8/v7+9PT0UF1djYyMDAYGBpibm4uqlJaWFvr6+qLKamBggJ6eHg4ODjQ0NPDkyRPGjRtHZmYmkZGRSCQSNDU1hX8iPT2dhoYGgR4sKioSexAPHz4Uci8ZGRnxUO2vKn5ZWRk5OTnCzxIQEEBoaCje3t4UFhbi5eVFQ0MDOjo6tLe3i9dlTk4Os2fPprKyUjgnHBwcxFhgXxfMyspKSKdaW1uprKxEQ0MDdXV10tLScHR0xNPTk6FDh1JfX4+enh61tbXiwyowMJCioiJ0dHRobm5m0aJF7NmzRxieu7q6kJWVxdLSEnd3d2pqavolbn0/T3V1NWpqapiammJqakpSUhLTp09HUVGRzMxMpKWlsbKyAv5Z7jc3Nyc7O5shQ4YIu3tnZycDBw7k3LlzhIeHExAQQE5ODs3NzfT09AgajIaGBvfu3RMIyffv31NfX4+VlRWKiooYGBgwf/58pKWlefjwIbKysowYMYKhQ4dy9+5dsRDa91mSn59PdXU1WlpadHZ29kvcLCwskJeXp7GxkZ6eHsaPH8/IkSN5+vQpt27dwtPTk+rqaoqKilBSUkJNTY2amhp6e3tpbm6moqICX19fOjs7heC3oaGBkJAQjIyM0NHRAf6/xUZ/f3+0tLTQ0tLC29ub7OxskTCqq6szevRowsPDBUJbX1+fhoYGCgoKRPI3adIkXr58iYyMDHV1dZSVlSGRSHBwcEAikfRL3CwtLamvr6ehoQH4B4MaGhrK8uXLCQwM5Pbt27i5uQkBooyMDGVlZYK8FhYWhrq6Oqampqirq5OamkpGRgZDhgyhtLQUKysrOjo6MDAwYPjw4SgrK2NkZERoaCivX79GWVkZc3NzjI2NBZa8r8BnYWFBdXU19fX1orAHMGLECGJiYnjz5g0mJib09PQI5Gl/uowiIyOpra2lsbERNTU1QZIqKysTcr+2tjZSUlIEOS89PZ2NGzdSWlpKXFwcQ4cORVNTk4yMDMrLy9HR0RG42TFjxtDd3U1zczPq6upilDAyMhI/Pz+ioqLIy8ujoKCA27dvs27dOpKSkpg3b54gAfbZzltaWoiMjBR7qQ4ODv8DWdyf3d3u7m5CQ0Pp6urC0dERDQ0NsrOzsbCwoKWlBXl5eRQUFFBTU0NTU1M8iy0sLGhvb2fgwIG0t7eTkpIinpMGBgZUV1eTkZGBra0tpaWlyMrKYm5ujoyMDDdv3uTQoUMoKytz9epVMVLVJ7lcvnw5b968ERMCXV1dtLa2YmZmJsbCjY2N0dHRoby8nJKSEhobG9HX1/+Pf+5/lXz0YdSqq6v/x5/39PT8K8mgmZkZ7969QyKRoK+vT3NzM4GBgdTU1ODv709MTAympqaig9HS0sL9+/fJz89n6dKlwn6rpKRESkqKuPguXboUWVlZrl69KiRGAK9evcLBwQEjIyMePnwoWOSVlZW8ePECGRkZZs6cSXd3N76+vujr69PY2IiUlBSenp5cuXJF7KD0YR1TUlKor69n0qRJFBYW/puw/tdHXV1d7AxIJBJGjBghUMPq6urExMSwevVqIiMjefXqFUOGDKG1tZXa2lqMjIzQ19cnLS2Nd+/eid2aKVOmUF9fT0xMDIqKiuTm5pKXl4ehoaFANtrZ2QlLcN+Hj4qKCmFhYWzbto3q6mqGDBkiRub6iDGamppYWVkxYsQIbt68ia6uLl1dXaSmpuLl5dVv1a38/Hx0dHTo6OggNzeX4uJikZzJyMgQFhZGd3c3srKyZGZmkpKSgrq6OoqKipibm1NaWkpycjImJiaYmpoSERFBSUmJ+Bp1dXUUFxejq6vLtGnTKCwsJCoqivfv39PR0YGSkhJOTk7Y29sL23ZUVBSjRo1i0KBB6Ovr097eLtwnWlpa5OTk4ObmRlNTEy4uLri7u5OVlcX79+9JSEgQo2Af+vRdVtTV1ens7ERbW5u0tDTMzc1JTU2lra2NZcuWYWBgICRQfSOI+fn5DBgwABkZGZSUlIQcdMSIEeTn56OmpkZ9fT1v3rwRyE0/Pz8hjwoNDcXFxYWioiKSkpLQ19dn1qxZbNq0iSdPnvDgwQMyMzMFhjEhIYG2tjbu379PSUkJBgYGNDc3U11dTVtbGz09Pf1GNfHz8+P27dsoKytjYWGBkZERV65cYfDgwVy/fp3FixczYMAAMjMziY2NRVNTk+vXrzN06FCsrKxISUnB29tbdMU6OjrQ1dWlubmZsrIyXFxc0NDQoKuri7S0NOTk5DAwMEBVVZWMjAySkpKwsbFBT08Pa2trEhIS0NTUJCEhQdiw+4RzQUFB7Nq1S+zqVFZWcvXqVaqrqxk3bhwdHR39EjOArq4uampqRIIgLS2NpqYmwcHBTJo0iefPn6OoqMigQYPQ0tKisLCQjIwMZs6cyd27d+nu7hYd6T4HzJMnT4QrpaysjOzsbJSVldHR0aGkpIT29nZCQkIYO3YsSkpK5OXl0dTUhLGxMTU1NWJB9ffffxdQE01NTWGUvnnzJpaWlujp6WFmZiY8EB999BHR0dH9Erfy8nLa2tqEr6iP6vfFF1+wdu1aQfDqc76kpqZy9+5dbGxsxPsyMTGRpqYmcnJyGDVqFC0tLUhJSXHnzh1WrFiBn58fMjIyyMrK0t3dzZgxY0SFVk9PTwgiraysGDZsGNu2bWPevHm0tLSIpEhDQwNFRUVaW1tRUFAQv9f29nbhp7K1taWhoaFfLoQBAQGcPHkSJSUlQUjr69T29PQQFRVFWVkZbW1tyMjIiKJlamqqGE8eM2YMMjIy4tn9/v170SXz8PCgt7cXDQ0NrK2tqa6uJjIykl9//RUrKyt6e3uF56NPQignJ4e2tjb29vZ0d3fT0NAgRjL9/f1RUFBg1apV5OXloaurKy6fQ4cOJS0t7YPHrO90dnZSVlYm3GEJCQlCsnjv3j2MjY1JSUnh2bNntLa2oqGhga6uLnZ2duL3X15ejpmZGWZmZjx69EhQqfqWse3t7VFSUqKmpoZnz57R0tJCdnY28fHxPHnyBPhnIqSgoIC3b9+ip6eHpaUl7e3tQtCnra3NmzdvUFJSwsXFhbq6Otra2igpKaGiogIVFRXs7e37LW59CerkyZMZOnSoGG/18/MjMzNTJGAyMjLCU2Jvb4+lpSU///wzM2fOJCMjg4KCAlpaWgTKuk8HcOvWLVpaWlBRUUFDQ4OOjg5iY2Npbm7GxMREfK2Ojg6SkpIYPHgwtbW1aGpqoqKigqysLHp6erS2ttLQ0MCOHTv45ptvxLMlISGBnJwcdHV1/6v36L9KPmbNmsWqVav+tx/c9+7d+6+/nrS0NMnJyTQ2NtLW1kZdXR2FhYVMmTKFtWvXsnr1anbv3s3o0aPJysoiJSUFaWlp5s2bR3h4uCCNqKiosGLFCpqammhsbGTUqFFcv36d7u5uxo4di4WFBTExMcTExPDHH39w6dIl2trahBixqqqK5ORkjIyMcHd3Jzc3lxEjRlBXV0dsbCxtbW0MGDCAzs5Obt26xY0bN5BIJAKPpqyszLlz5/pldAhASkqK8PBwUlJS0NbWZvjw4VhYWLB27VqePn3K2rVr0dLSEt2e8+fPI5FIOHHiBC9evODhw4e0tbUxc+ZM3N3dOX/+PJs2bWLhwoXY2NhgbW1NfHw8FRUVjB8/noULF1JWVkZkZCSKiorMmDGDqKgoHj16RFtbG2pqavz+++/U19eLbtHr16+5ffs2srKyfPTRR3z22We4u7uzYMECkYxoamry888/Y21tzezZsz943AIDAwU5ysrKiuzsbAwMDAgPD2fkyJGcOnWKuro6IUGsqqrC39+fI0eOUFpaytatW5k0aRJ5eXncu3eP4uJitLS0aGhoICcnh5cvX9LU1ISDg4NwJWRnZ7Nz505OnTqFpqYmPT09JCcn8+7dO/T19bGzs8PLywtXV1dOnDjBoEGD2L17N0+fPuXs2bOMHDmSO3fuUFNTQ0hICI2Njejq6qKtrY2zs/MHj1nfqaurIz4+nqKiIgYNGsS2bdtwcXFh/PjxLF26FPgHHfjgwQNUVVVZs2YN3t7eGBsbs2vXLsLCwigoKMDAwICenh4uXLhAeHg4JiYmTJs2DSkpKWxsbJCXlxeOncjISNGq7xtJ6Lso9/b2UldXJ2zAf/75J5MnT2bmzJmUl5eTmppKdHQ0Li4uLFu2jHfv3hETE0N3d3e/oDv7zqJFi+js7BS4719//RU5OTn8/f05fPgwCQkJeHp6kpSURHJyMt7e3sjJyQkgQnJyspCupaSkcPnyZaZMmcKjR49oaGhg//79LFy4EBMTExISEujt7WXo0KGcOnUKNzc3jI2NhQgqKysLV1dXLly4IEATs2fPRl1dXey/Xb58mWXLlqGoqIiMjAydnZ00NzdTVFREREQELi4u/RK3xsZGKisrUVJSQktLC4lEQkFBAYqKiiQlJSEtLY2hoSH5+fk0Njbi5+fHggULuHbtGjY2NsTExHD69GmKi4vR1tbGzMyMqVOn8uLFC+7fv8/w4cOpqakhMzOToqIi7ty5w8CBAzlz5gwvXrwgOjqauro6caHW0dFh/fr1WFpaIpFIGDduHE5OTnR2dnLixAlWrFjB8OHD0dDQEGhnY2Njuru7qays7DfPx6NHj1BVVRXz5PX19QQGBuLp6cnSpUu5cOEC2dnZYh/g+++/x8DAgFWrVjFkyBBu3bpFXV2dqHiGhYVx7do17ty5g4KCAqWlpQwePBhDQ0Pevn3LqVOnhDPqiy++YN68eXh7eyMjI8O9e/doampCQ0ODw4cPc+DAAWpqaujo6CAvL4/09HQhEnVxcRF4Wn19fdLT0yksLMTDw6NfukZNTU0ATJ8+ndraWv7++28+/fRT9u7di7q6Oh9//LHohmtpaYmLMoCdnR3+/v68fv1aXOyGDh2Kmpoa48aNw9jYmKysLLS1tcnJyeHKlSuieiwrK8vq1at58eIFeXl5AMjKytLc3MyECRO4ffs2WVlZWFtbi/2Oc+fOcerUKZKTk7G2tmb9+vWEhITQ2dkpupPe3t795h2bP38+TU1NKCkpiYTjm2++4ebNm9TX1/PixQu+/vpr3r9/T0pKClOmTOHx48ccO3aM9vZ2Pv74Y+HzGDVqFIMHD0ZeXp6cnBzWrl1LYWEhjY2NmJmZoaOjQ3FxMS9fvsTJyYkNGzYwYMAARo8ejZubG21tbZw8eRIdHR1SUlKQSCR89NFHDB48WNjg16xZQ1hYGM+ePWPSpEm4ubnx9OlT3r5926/urNTUVObPn09tbS0pKSmMHz+exsZGOjo6SE1NJSUlBT09PXp6epBIJHh5eXH06FEMDAxobW2ls7MTf39/mpqakJOTw9fXl8uXL7N+/Xry8/PJyMhg4MCB9PT0cOfOHS5evMi4ceMIDw/n3r17QhwsJSUlvGzr1q1j3759wgYfFRUlJpru3LmDqqoqcXFxmJubCwz1+PHj/6vX2r9KPnx8fP63f15TU/NftV36TnV1NZs3bxZM8OnTp/PHH39gbGxMR0cHJ06c4NGjR+Tk5GBqaio08srKyigrK9Pc3MyIESMICwtjx44daGpqcvDgQZqamrh9+zampqY0NDRw+/ZtHj9+jJmZGZqamjx69IiJEyfS09PD7du3KSkpYdq0aYKBHhERQV5eHlJSUtjb2zNx4kSsra3FvGV0dLR4uKuqqqKpqcmVK1cEWu5Dn5iYGBISEqiqqqKoqIhVq1aRk5PDn3/+SVhYGB0dHQwZMgRPT09qa2u5e/cuR44c4cCBA1RXV+Pr68uYMWMoLy/n1atXjBgxAl9fX65du4aGhgYXLlygpaUFKysrHB0dSUlJ4cCBA5SXl2NjY8PPP/+MiYkJPj4+1NTUMHLkSF6+fElISIi4UPn4+LB161a6urrIz8/n8ePHLFq0iGHDhhEaGsqjR4/Q0dFh3rx5JCQkfPCYAWLE4uTJk5SVlaGoqMjQoUM5ePAgBgYGaGho4O/vz9OnT6mpqeGPP/5gzZo1JCcn4+/vj6urKxYWFigoKNDS0sKUKVOwtbXlyJEjrFixgg0bNlBdXU1paSnR0dFs3LiRxMREkpOT+eabbwgJCeHhw4coKiry3XffkZGRgYuLC59++iknT55kzpw5WFhY8Pz5cyIjI5GXl2fu3LnU1tbS29uLrq4uISEh7N+/H2NjYz7//PN+iRv8Ixk0NjZm2bJlODs7k5SUxMqVK0lISOCvv/7Cw8OD9vZ2Qa87fPgwc+fOJTIykuTkZM6ePcvq1avFKNWNGzdISEjg4sWLGBgYcPr0afT19fHz88Pe3p6uri5aWlrIyclhyZIlHDt2TJBR+h7Qs2bN4siRI0yYMIE///yT1NRUMQYYExPDnj17uHbtGqtXr2bfvn0MHDiQS5cuUVpa2m9xq6qqwsLCAgsLCxwdHQW68PTp0wK6sHv3btTV1Rk2bBiOjo4sXLhQLE8XFhYKxOuYMWPYsWMHvr6+HDt2TFBf2tvbxX7Qpk2b8PHxwcTEhOfPn7NhwwbS0tKYOXMmM2bMICgoiBs3brB48WJ27NjBgwcPyM3Npbe3l+7ubkJCQti9ezebN29m165dAAJDGR4e3m/Jx6lTp1iwYAEtLS28ePFCVOzc3NyYPHkyp0+fRk1NDVVVVdra2nj8+DHl5eXk5eWxbNkypKWl+fHHH1FVVaWyspKVK1dy//59fvrpJ7788ks6OjooLy8nNzcXCwsLnjx5goWFBb/88oug2c2aNYvu7m6B7Gxra2Pv3r3s3LmTu3fvUldXx9KlS9m4cSOLFi2ivLyclpYWrl69KpIWbW1tFBUV+2UcF0BeXp74+Hi+/PJL3NzcSElJ4dGjR8ydO5fk5GS6u7v54osvGDhwIK9evQIQ8Ivly5ezefNm3N3duXHjBqqqqpw8eZLAwECeP38u0KhJSUn09PTQ1NTE0qVLRRHF3t4eLy8vMe48ffp0hgwZIrp/Xl5eXLhwQXQ1PD09sbW1RV1dXXSOXV1dmTJlCgkJCaxatYq5c+f2y8L5/fv3CQkJobm5GSsrK+H66JO7VVZWcuvWLTo6OpgzZw7e3t6sW7eOr776ioaGBpycnJg/fz5KSkpkZGQQERFBT08PISEhLFy4kBs3bhAZGYmamhr6+vrcvHkTiUSCj48Pe/fuFcW5vr2wFStWMHXqVHp7e3n16hWHDx+mp6cHU1NTTp8+zaNHj9i+fTsnTpwQks2GhgZCQ0O5cOFCv3429Plz+iiXhYWFjB49Gnd3dw4dOoSKigo3btzg/fv3vHv3jujoaLZt24aCggLz5s3j0qVLlJeXC6nld999R21tLT/99BN///03CxYsEGASBQUFdu3axfTp0/Hx8aGhoQEPDw+ys7Oprq7mo48+oq2tjc8//5zw8HDs7e1F8nf9+nWio6OZNm0aly5dYufOneTn53P+/HmSkpLEnfK7777rl7i9efMGRUVF3r17J7qkdXV1jBs3joSEBDo7O7l48SJ5eXmYmpoycuRIVFVVaWhowNLSEkVFRdrb22ltbaW0tJRr164xZswYjIyMWLBgAVVVVcydOxc9PT1OnjxJWloav/32m/gM2rZtG3FxcWRlZWFnZ8emTZvYtGkTISEh2Nvbo6ioSEVFBbW1tbi6utLc3Mzs2bN59OgRL168oLS0lPDwcEJCQjAxMfmPvTJSvb29vf8mYO/evRPzmn2npqaGs2fPEhYW9h99jZaWFtLS0vjqq6/Eoq9EIiEwMBBTU1OMjY1pa2sjKiqKZcuWYWpqSlFRkcAa9v0dfv/9dwCuXLlCcnIyK1as4Pz585w7d05UbBISErCwsMDe3p7Dhw8zYsQIcnJyyMzMZO7cuZSVlZGRkYGrqyvHjh1j165dJCcnC2PkvHnzWLJkCSUlJejo6PD8+XOuXLnC7t27BTlKX18faWlpNm3axKFDhxg4cCBKSkr/Jrz/Udzu379Pd3c3Li4uSEtL8+LFC86fP8+oUaOIjo7G398fDQ0NRo4ciZaWFqdOneLZs2ekpaUJrG5fdV9VVRVtbW3Ky8uxt7dn9uzZbN26VbR9TU1NSU5OZsSIEbx+/RovLy/q6+v55ZdfKC4uZunSpbx8+ZLt27djaWnJ7t27SU1NFV2QLVu2UF9fj4uLCzIyMhgbGzN06FDGjx+Pt7c3nZ2dbNmyhc2bN3/wuKWmpiIvLy8Sn++//56uri5+//13tmzZwvv378nLy8PMzIyMjAw+++wzli9fTnBwMFOmTGHJkiXcunWLiooKdHV1SU9Pp76+HmlpaTEG2DcalJGRgbS0NNbW1kKq1xcrWVlZ9u3bJx4WfW6QwsJCYf/V0NDg9u3bojulqalJd3c3FRUVFBUV0dnZybp16zAzM/tgcftfY3fhwgUWLFiAiooK7e3taGtrC2neggULWLJkCfn5+aiqquLs7IyxsbFA+C1atIiMjAzq6uooKSnB3Nyc/fv3c/v2bYKDg9HU1CQ0NBQfHx8x6z9//nzi4uK4fv06s2bNIjY2Fm1tbVEpLS0t5ZdffmHcuHGoqKhgYWEhxuNmzJhBXV0dT548QVVVldOnT5OZmcngwYNZvnw5gwcPprKysl/i9uWXX+Lk5ERAQADq6uokJydz69Yt7ty5Q3FxMYsXLyY/P59NmzaJ6qq/vz/Tpk0jKiqK7du3M3r0aKqrq3n37h3y8vIUFhbi4ODAoUOHKCsrQ0ZGBltbW+EbePXqFbNmzSIzM5OcnBzxwXH+/HmmTp3K7du3aW5upry8nO+++w5bW1vi4+OJiYlh9uzZ6Orq4urqSl1dHRoaGnR3d/Pu3TtevHjB1KlT+yVuBw4cwMTEBA8PD4yNjSkrK+PAgQOCGBQZGSn2p0aOHImNjQ1ffPEFPT09XL9+naqqKkxNTcnJySEmJgYdHR02btyIr68vXl5eDBs2DENDQ1JTU0lMTGT9+vWUlpaSk5MjxjlUVVWF9DI2Npb29naqqqpYunQp1dXVonv74MEDLCws8PX1RUpKiq+++oq6ujomTpyIt7c3QUFBLFu2DIlE8sGfcYaGhhw7dgxVVVXc3NyQlpbm1KlTGBgYEBgYKBKpjo4Oenp6MDAwIC4uDiMjI+bNm8fp06fx8PAgODiYBw8eYGZmRnV1Nd7e3syfP5+UlBROnz7NkydP6O7uZsqUKWhpaXH//n3gnyVaXV1dFBUVkZeXp7KykqlTp5KQkMC4ceNQV1cXaH1PT09yc3OZNm0a69evF14XaWlpqqqqxEW/rq7ug8ctKCiIqVOncvToUdFRrKqqYt26dSxduhQ3NzfOnDnDgAEDUFJS4vLly7x8+ZIJEybg4ODA559/TmBgIM3NzQwaNAgABQUFJBIJZ86c4f3797S0tODm5oa3tzehoaHIysqyZ88e9u7dS0JCAuPHjycgIIDMzEzWrl3L9u3bMTAw4M8//8TAwABNTU2cnJxYtGgR586d486dO2hra6OiokJBQQFZWVlISUkJC/qvv/7aL+/Vb775hoULF1JXV0djYyOampocOHAAPT09fH19+fTTT0lNTeXEiRNCPujt7Y2ysjJ2dnacOHGCkpISpKSkUFRURFlZmY6ODj755BPOnj1LfX09hYWFSCQS7OzskJOT49ChQ8ycOZPs7Gy2bduGtrY2vb29yMrKsm3bNrKzs1FRUWHw4ME8f/6ctrY2nJycGDJkCMOHD6e0tBQVFRVMTU25fv06paWlmJqa0tTUxPz58/slbhKJhOPHj9Pd3S08HoqKisIbNmfOHLKystDR0cHZ2RkVFRVSUlI4d+4cP/74I5mZmaSnp/P+/XukpKSYO3cuXl5eHD9+nJs3b/LRRx9hYWFBUlISL168wMLCguPHj5OUlCTEyBcvXuTcuXMoKyvz+PFjWltbKSkp4e3bt2KyorW1FUVFRUaMGEFaWppAnauqqlJQUEBZWRlz5sxh3rx5/1Hc/lXnY//+/f9bt4CsrKyg1fw3Z8+ePYSEhHD37l0UFRX5/7D3l+FR33u8NnpHZuIymWSSibu7BwuE4E4L1KDeQpWWrq66uy3arioVtBAo7hAkBOLE3d0nNnE9L9Y1v2uv8zznnJa9yT5nHz7vcl0wMN/85fe1+/PMM8+wc+dOtLS0ePnll+nr60Mul9Pe3s7w8DArV67E2NiYGTNmMG/ePN588036+/vx9vZmyZIlHD16FFtbW7q6uoQp1D333MMDDzwg9hh8fX158cUX+eqrr3jwwQdxcHDg1KlT/Pjjj3z00UfU1NSwd+9ejI2NUavV/P7777i5uWFjYyPY+Zs3b2bz5s0sW7YMY2NjqqqqRHV2ZGTkVkL7t2RsbExnZyffffcdPj4+bN68mdbWVvz8/CgoKKCvrw9/f38uXbpEQUEBEolEmMQVFRVRVVXFb7/9hr+/P4GBgVy6dImAgAA8PDwYGxvj9OnT5ObmUlNTg6enJ1u3bqW7u5t9+/axefNm3nrrLVxdXbGwsEBHRwdHR0fa29v56aefKC0tZWpqSiyY//zzz3R3d/Pyyy/z008/ERMTQ0xMjHgJadrO06HGxkbh5pmWlsb9999Pb28vd911F/X19Tz44INiDMXLy4s9e/bw/fffk5CQwBdffMFTTz1FSUmJYI3/61//IiIigueee46vvvpKLLy6ubkRGxtLWFgYjY2NZGdnExkZyY4dO8Ro27p160QSt3r1amxsbBgfH0cul2NjY0Nraysvv/wyzz33HHp6eoyMjKBQKMjPz6eoqIienh7q6upE6/92y9bWVoxYmJmZkZiYyOzZsxkZGeHo0aM8++yzWFlZUVlZSU1NDRs3biQ1NRUfHx8cHByIiopi3759hIWFERYWxnPPPcfu3bv5/vvveeuttwAoKSnBzc2NrVu3cuzYMQICAnjsscf49ddfefvtt3FxcSErK4vDhw/zyCOPcO7cOXp6eggPD8fLy4ucnBz++OMP4Ui/YMECKioq8Pb2xtjYmPDwcLS1tdm0aRNffvnltMRNY1x36dIlTExMMDAwYHR0FFdXVw4ePMjnn3+OkZERly5dYuvWrQQHB/PFF19gYGBASkoK9fX1qFQquru7qaioEFVVzbUYGRlJXV0d3d3dmJubM3PmTLKzs/n888/59ttvyc3NJS0tDWdnZxYsWICTkxOvvPIKf/zxBytXruTYsWN4enoSHx+Pj48PtbW12NjYcOnSJQ4ePCjw2osWLZo2XCyAhYUFcXFxGBsbC0O3H374AbVazcaNG3F3d8fR0VHsX/n7+7NgwQJBwhodHUUulxMfH4+trS3ffPMNdXV1yGQyHnzwQdLT00WSHx0dLZZbDx06xAMPPMCTTz5JZmYmk5OTzJo1i6KiInR1dfn9999paWnhs88+48KFC8ydO5enn36azz//nH/+85/Mnj0biUSCjo4OGRkZTE5OsnDhQnx9famurr7tcfvpp5+4fPkyxsbG5ObmYm1tzQsvvCCMOhMSEgTVRltbmwMHDqCrq8tTTz0lFs337duHg4MD27dvp7m5ma1bt1JcXExlZSX79+/n2WefZd68eVy6dIm4uDhKS0t58cUX6e/vJy0tDR8fH+Lj42lqauL9998nNzeXuLg4XnrpJUJCQnB3d8fExISCggKmpqa4ePEiSqWSf/3rXzQ2NlJXV0d2djaenp7k5+ezbdu22x63tLQ0Ojo6BEK0pqaGo0ePkpCQQGxsrCiupKWlERMTw8cff4y/vz+Tk5O8/fbb6OjokJKSQmNjIxkZGeTl5XH58mW2bt1KYGAgpqamwtS2ra2NkpIShoaGePHFF3n00UfFKPM//vEPiouLmTVrFvv372fTpk0cPHgQiUTCqVOnKCwsJCkpifPnz/PDDz/w2muviV1CHR0d2tvbiY6OFr4i0yENtaqlpYWhoSGcnZ1xcHCgra2NVatWCY+xBQsWsGrVKvT09HB1dWV4eJiysjIeeughxsbGBBBEc5iVSCRERUWJd/GpU6e4cuUKw8PDyOVyNm3aRFtbG1KplN27dzM2NsZbb73Fjz/+yGuvvYa3tze1tbUsXbqUnJwcBgcHmTFjBv/617+Iiopi+/btrF69WriqKxQKLCwsps0s+oknnmDLli1cv35deIQ98sgjfPXVV3z77beUlpbi6OiIu7s7pqampKen8/HHHzM+Pk5lZSUHDhxg2bJlrF27Fm1tbSoqKoiPj+fXX39l2bJlHD58mOrqahwdHVm9ejVVVVV0dnaybds2nn/+eUZGRjh//jzNzc3iXtOMf3V0dCCVSmlqaqK+vp5Zs2aJaQsNGGV4eJipqSmkUinNzc1/+XvfUvKhUqnIyspCT0+PY8eOsW7dOgDOnDmDs7Pz3/68Y8eO4e7uzooVKxgcHEQmk+Hi4sLMmTMpLCzkH//4h1jok8vlaGtrk5SUxL59+zh58iQffvgh4+Pj2NnZYW9vLxa6kpOT2b59O2NjY+jp6Qls6iuvvEJGRgafffYZXl5eFBUViYUmBwcHWltbsba2xtramrNnz+Lo6Mjk5CQWFhYsWLCA69ev09nZSVNTE0uWLCEuLg57e3uqqqo4evQolpaWzJ8//1ZC+7c0OTmJs7Mz7u7uNDU1sWfPHt544w22bNmCn58fRkZGpKamMnfuXCIiIvj+++8ZHh5m165dLF68mMrKSgIDA0VnZO/evRgZGaFUKvH09BQvJs0y+ODgIIWFhZSUlGBjY8POnTtxdnbGxMSE8+fP8/zzzzM+Po5CoRB+BbW1tbS1tSGXy/njjz+Ijo5m4cKFZGdnU1dXh46ODl1dXcjlcj799NNbAhb8XeXn53P58mWxe9HZ2UlJSQnj4+M4OzuzdetWLCwsGB0dpaWlhYmJCbZu3UpBQYFg16tUKuRyOX5+fjz44IPo6Ohw+fJl2tra2Lx5M2q1WlDGvv32W4yMjKioqBAeFcbGxiQnJ2NgYMBPP/0kKmuTk5O0t7eTn59PTk4OPT09xMXFkZOTI/6fU1NTzJ07V4z2aXaWpkONjY04OTmJDpqmKHDixAm2b9/OypUrhdHU1NQUCQkJvPnmm2hpafHFF18If4AZM2ZgZWVFbGwsd911F0899RTLly/n0qVLxMTEMDk5yeuvv46npye+vr789NNPYvxj7ty5GBsb097ezttvv82yZcuwsbFh//799Pb2CsKWZudEs+/w6KOP8vPPP9PZ2YmLiwsff/zxtMUtLi6OkydPoqenJ3CcgYGBPPjggzz77LMsXboUf39/3Nzc6OvrY/v27bi6urJhwwaBBs7MzKSjowO5XM4HH3xAS0sLv//+O6GhoVhaWhIfH09fXx8pKSkEBgYyNjZGTEwMqampDA0N4enpiaenJ6WlpYKB/8orrzAyMsLChQvFaJJml83Ozg4zMzOee+45vv76a86ePUtzczMODg4sXLhwWuLW2NhIXl4elpaWtLS00NLSwsGDB9HS0mLnzp2cO3eOS5cuYWxsTEtLC59//jkbN25kxowZbN26laVLlzI2NoaXlxe+vr6kpqaiUqkIDQ3FwMCAQ4cOsW7dOjw8PLh48SJZWVnU1NRw7733MmvWLAFB0dfXR1dXl6GhIdavX8/U1BTff/89Hh4eeHh4iArgm2++yRdffMGmTZvo7OxEqVSKPZmysjJBp5mOuNXU1ODn5yeS3qmpKeLj44U3k6GhIc3NzUxOTmJlZcXBgwfFaOKnn36KUqlELpdz+vRpcnJy0NfXp729HWtrazZt2oSfn5+4Nt955x3Wrl3LrFmz+Pnnn0lPT8fFxYXMzExOnjzJ0qVLOXHiBKdPnyY0NBQtLS1qa2uxtrbG3t6e8fFxOjs7BYXuxIkTmJiYsGXLFjIzM5k7d+5tjxn8h6S5bNkyOjs7+fzzz6mqqmLBggV8+umn7Nixg127dgnn8ZKSEhobG9mxYwc6OjoUFBQwPj4uxmaCg4N55pln+Prrr7n77rsZGxujrKwMMzMz5HI5hoaGPPfcc5iamtLZ2cnevXuZM2cOgYGBYqx0YGCA7du38+2331JVVcVjjz1GQEAAHR0dXL58mZdffpn9+/ejVquxtLSko6OD0NBQ3NzcuHz5MqtWrfpbxm//M9KMWt1///3Y2tqSlZWFo6Mj27dv55///Kc42M+ZM4eBgQHeeecd9u7dy9jYGCtWrMDNzQ1/f38KCwu5efMmwcHBhISEsHz5cp588kmee+45CgsL0dXV5eGHH8bX15cDBw6Irl1ubi4KhQKpVMq+ffvE+NTo6Cj+/v7Cl83X1xcbGxvmzZvHsmXLMDc3JyAggKKiIgFIaGxsnDaX87CwMJKTk8Xi9/Xr1/nuu+/44IMP+Oabb1CpVNx333309/czOjqKUqmkp6dHkFdNTU0FXc7ExIRVq1bxxRdfEB4eLvZTfXx8yM/P58iRIyiVSjIyMpg1axZdXV3Y2toyc+ZMQU+TyWS4u7ujVqspKChAJpMRGhoqPL7WrFlDUVERTz75JJ988gljY2PMnz+f6OhoKisr//L3vqXkw8fHB2NjYwCBtrWwsCAmJoZnn32WvXv3/q3P09PT4+bNm1RVVdHV1YWZmZmojKSlpdHc3ExiYiJ+fn4EBQVRWVnJlStXcHV1paWlBScnJ3R1dcVBNzo6GltbW2pqaggLCyMxMVEkJJoXSHFxMQUFBTz77LN0dnZSU1MjKFXt7e3Ex8fz0UcfsWzZMkxNTZk7d67Aou7fvx8rKytWr16Nh4cHPT099Pf34+7uTmlpqaBq3W4ZGRlRX1+Pg4ODwExaWFjw8ssv8+6777J06VKkUikGBgZ0dXXh7OyMr6+vWHqsrq7Gw8NDdHdefvllqqur8fPzo6amhtTUVMzNzcX4zN69e6moqCAyMhJdXV3RBtTS0uLGjRv8+uuvPPTQQ8Jkr7q6Gi8vLxQKBfX19dx3330cOXKEb775BplMhq2trZgX1LD6Nd/jdmrOnDn89ttvIkEYHh7mscceIzU1lbq6OgoLC7GyshLYuvvuuw99fX0MDAxISkpizpw5ACgUCoaHh2lvb0epVGJoaMjmzZvx8PCgqamJ4eFh2trahPFeX18fzzzzDF1dXfT19QkCx9TUFG1tbRQVFXHjxg0mJiYYHh7GwMCAkJAQLCwsOHnyJAYGBsybN4+CggIyMzMZHBzE399/2g6CAPr6+jg4OGBqaoqTkxN6enrI5XIADh48yEMPPYSbm5vwztFgWtPS0hgaGhJLv11dXdTX1+Pi4oKTkxNeXl6oVCqWL18uEKHDw8NirObKlSs4OTmhVqupra3F2NiY/v5+RkZGWLFiBWq1ms2bNzMwMEBHRwcODg6CyhYaGgr8ZywzLS0NPT09DA0NCQwM/L/1KrodSk1NxdjYGFNTU+zt7QXtqq2tjTVr1oj2t6a1HRQUhK2tLTNmzODHH38kIyMDNzc30crW0PU0xRZNFTAgIICSkhKOHj1KX18fc+bM4cKFC2LUTVdXl76+PlJTU3nppZcYGxvjwIED2NvbY2ZmJjwXpFIp5eXlNDU14ejoKLwf8vPzhcfFdEhLS4uLFy8SHh4uSF3V1dWsXLkST09PfvzxR2E4OTQ0hJWVFfr6+mKEYcGCBaJq19/fz+LFizl8+DAeHh58/vnn9Pf3i3vN1taWn376iY8//lhgOFNTU2lsbBQvfs3nHT58WIwcSyQS2tvb2bNnDxEREZibmzNnzhxRTZRIJMyYMYOOjg4uXbo0bcnHM888g1qtpre3F09PT5KTk3F3dxemiYGBgaSnp5OXl4evry/j4+O89957LFy4kNjYWHp7e2lqahLoWU9PTyYnJwkNDeXf//43BQUFBAQEEBoaioeHB0eOHCEiIgIdHR3i4+Oprq4W+OZDhw5hY2NDTEwMXl5eVFZWIpPJRAL4wAMPCAfso0ePkpeXh4ODA97e3ixfvpyrV6/i6el52+NmaWnJ7t27cXR0xNXVFYlEQkNDAyMjI+zfv5+wsDBhjOfv78/o6CjZ2dmMjo5SWlpKamqqWOC9cuUKTU1Nwszt2LFj6OnpcfHiRQ4fPoxUKkVfXx9TU1NmzJhBV1cXGRkZwsXcw8OD/Px8IiIixP5RTU2NuBcBTp48yZIlS9i3bx+Tk5MCLZ2XlycQytOVfDz55JOCEJmeno6dnZ0onGlra+Pv749UKsXc3BypVIqHhwezZs1CIpGI89+xY8cEXUlDytLW1kZbW5upqSmmpqbE87u1tZWKigpOnTqFTCajuroaX19fnJycKC8vF+/l7OxsVq5cSU1NDYODg5iamgrap729Pc7OzjQ3N9PT00NhYSHl5eWsXr162rDYq1at4tdffyU3N1fYD2h8XyQSCevXr6ezs1OgnR0cHPj222/R0tIiNDSUI0eO0N/fLxbOZTIZWVlZosORl5dHQ0MDenp6LFq0iLGxMXp7exkfHxcJRmVlpfC+ys3NxczMjO7ubtzd3amqqqK8vBxbW1tiY2Oxt7ens7MTb29voqOj6erqor+/n6ysLEJCQv7y976l5KOiooIXX3yR+Ph4VqxYwRNPPMHKlSuFgdXflebAZ2Fhga+vLyYmJlhaWoosKj09nc7OTgwMDNDV1aW1tZXBwUF0dHQ4evQoSqWS9vZ22traxP6Cv78/ycnJlJaWcv36dWxsbERV8fr160RGRrJu3TqRvMjlcnR0dBgeHsbQ0JCZM2eybds2nJyc8PHxEXOE4+Pj+Pr6kpycLJYJ6+vrGR4eFgd9U1PTWwnr35a1tbVAoWlalf39/cybN489e/YQGBgojF80Fat58+YxMTGBWq3Gx8eHoaEhsrKyMDc359lnn+XcuXOYmZmhUqnw8fHB1dUVY2NjVCoV1tbWwudhamoKBwcH4dFibW1NZmYmly5dQltbW4xKaJC1enp6WFpaEhAQgJaWFpOTk2LcISIiAg8PD8FWv90KDAzEzMxMVHfVajV9fX14eHgwPj6Ovb29wLFaW1szOjoqEtaqqioiIiLQ19cXLwRra2uCg4MxMDCgtLSUlJQUbG1tGRgYEIfnOXPmoKurK4wVFQoF1tbWjI+Pc+rUKaytrWlubhYdOg8PDwwMDGhpaaG/vx9ra2va29uRSqWEhoYKJrdarSY4OJhbXN3629Kgcp2dnbGzs6OpqYmCggK0tLSQSCQUFxcjk8kEGUhTkc7MzBS0p5qaGrS0tDA0NKS+vh6ZTMaVK1eQyWQMDg7S2tqKtrY2ZmZmVFdX09vbi7GxMWVlZYLopsH8tba2kp6eTktLCxs3buT06dMMDg6KuV4NPKK9vZ0rV65QX1+Pjo4OEokEa2vraUs+NNQgExMTcbDX7LNFRkaKaubExITw65iYmODs2bOsXLmSM2fOoFarCQ8Px93dnb6+Pq5du8aCBQvo6+tDKpXS3d2NtbU1vr6+AqWbnp5ObW0tMTExKBQKBgcHaW9vF/O/99xzDz09PcL/RC6XEx4ezsTEhPAYuHr1KqGhoRgbG5OUlIS2tva0xAzAwMAALS0tcd01NDTg5eXFjBkzqK+vp6GhgeDgYMbGxlCpVGI3pba2lsWLFwv8dUVFhcCh9vb2EhYWxuXLl7G2thYY8ODgYGbPnk1paSkSiYTa2lphFltaWkpNTQ1Lly7FwcGBa9euER0dLTyMbGxsaG9v58aNG7i6uoo9h7GxMfz9/fHw8KCuro6TJ09OS9wMDQ3F4VaDM71586Yo6NnZ2VFdXc3U1BT+/v7Y2NgQHh5Ob28vRUVF3HvvvQwODlJUVERTUxMSiURQqKRSKYGBgfT19WFqaip8PDS+Unp6ekRHR4tDeXR0NGlpaaxYsQIjIyN8fHzEgVhXVxczMzNOnTqFp6cnw8PD1NbWMjIygoWFBQYGBpSVlSGVSqclbr29vVRXVxMQEICvry96enqUlJQwc+ZMMjIyqKmpEeaeUqlUGAZqfCI0CH7Nc0zTvdDsuGlpaXHt2jVBMAIICAgQZm0tLS3U19djamrKggULMDU1FT5b3t7eZGRkMDo6io6ODubm5qhUKmH4amFhgZGRkfDeMjU1paioaFoMjzWSy+WcOnWKhoYGQkNDBZLdysoKPz8/kpOTuXr1KlZWVgQFBWFsbIybmxtqtVokFGNjY0gkErS1tZk9eza9vb0sX75c4O09PT0ZGBigtraWsLAwysvLiYyMRKlUMjExQXl5OUVFRUgkEry8vMT1Y2JiwsjICM3NzVy+fBkzMzOBJNckPQ0NDeTm5hIdHS2KardbLi4u9PX1MTg4iIWFBXZ2dhgYGIid087OTrq6uujs7KS/v5+2tjbuv/9+ioqKxHtYs7sllUopLS2lp6cHlUrF6Ogo5eXlSCQSkezp6enR29tLR0eH8LnTnEdcXFxITEyktrYWT09PQdm8fv06lpaWKJVK0tPTCQsLY3x8XJDaNMlwVVUVM2bM+Evf+5beIi+88AKTk5PCGOzpp5/m22+/5fLly2zcuPFvf159fT0mJibMmjVLUC06OjpoaWkRWVpMTAweHh6MjIygr6/P/PnzkclkpKWlYW5uTkVFBSqVSvDLNbi6oqIiMQdtaGgoWve+vr6sWbOGK1euYGRkhL29PRYWFsKwcGBgQDiEFxcXk52dTXJyMlKplC1btmBnZ0d2drYYExoZGaGuro78/PxpOwiOj4/j6uqKmZmZ8C/QJHLBwcGimtXU1ERzc7Nw1d6wYQOZmZmYm5uTm5tLfn4+gODV5+XliReIxqSttbWVmTNnEhgYSFlZGUNDQ1y/fp3MzExaW1vR09MjLi6OP//8k/T0dDIyMjA0NGRqaorm5makUin9/f3MmDGDU6dOcfbsWZKSkmhubsbMzEwkA9MhHR0dLC0t8fb2Zvbs2QQEBLBr1y4cHR0xNjYWO0WBgYFER0dTUFBAcnKywE+eP3+egoICMjIySE1NFd4nUqmUa9eucfPmTTo6OsQDIzAwkHvuuYd58+aRkJBAd3c3VlZWhISEMHPmTE6ePMmaNWvEImJERIRwWW9tbaW+vp7w8HDMzc1pampCJpMRFRWFn58fra2tJCUlTUvcAExNTSkoKBBVlcbGRhoaGsSCXGZmJtnZ2XR3d4sHX1VVFe3t7bi5ueHs7CwWTW1tbamtraWyslLcrykpKWRlZVFYWEh9fT2+vr4YGhoSFRWFVColJiaGqKgoQkJCiIyMpKOjg++++44jR45QVlZGSUkJ3d3d4tCqpaXFl19+SWJiIjKZDA8PD5ycnLC1tcXCwmLa4jZ//nyxRNnT00NSUhIhISH4+vpSWlqKjo4OjY2NdHZ2YmZmhre3N/r6+iQkJLB48WKsrKxobm4W/HWlUomOjg4DAwM4ODgQGxsrFv/+xyT23Llz6Onp4eLigpmZGSMjI8Ih/sSJE4yNjYkxuMjISAIDA4WPjJWVlUiCAwMD8fHxwcLCgoiIiGmLm0QiwdPTExMTE7S1tbGzs8Pf35/+/n5UKhV+fn4UFhZy5coVKioqGBkZwcDAALVajYODA1lZWeLFq6WlxeXLl5FKpQQEBKBQKPD29ha4ZicnJ5544gl++ukn9PT0xDK5j48PTk5OKBQKioqKmD9/Ph0dHejo6CCVSnFzc2Pp0qXCbT0vL4+kpCT09fXx9PTE0dERPT09pFLptB2iY2NjOXfuHGVlZQJba2Njw9y5c0lJScHFxYX8/Hy0tLSIiIhAKpUyb948li5dirGxMR0dHQLQYmVlJbr5Li4udHV1sWHDBh588EGRSDQ3N+Pv7y920hwdHfHw8MDb2xsPDw8CAwNZuXIlOTk5qFQqzMzMxHvpvvvuIz09nfDwcLKzs7GwsMDExAQLCwskEgn79+9n2bJl0xK36upqIiIiCAgIwMDAQHjLWFtb88gjj5Cenk5TUxP9/f00NTVRXFyMpaUla9asEeOImpG28PBwgoODhZu3Brs7NjaGQqEQnh8SiURQDCUSiSjWWVlZsWHDBlpbW9HV1RWGh+fOnaOurg5jY2MiIiJIT0/nvvvuY9GiRcKAbv78+cTExHD69OlpiRtARkaGmGJwcnJibGxMvJs0FKfi4mLOnTtHUlISHR0dnDp1iqGhIRYtWoSzszN333030dHRDA4Ooqury9q1a9HR0cHW1lYcgGNiYsRey+rVq5FKpdy8eRNjY2MqKio4efIkJSUllJeXo6WlhY+Pjxjld3Z2xsjIiK6uLlpbW4WhZlpaGp2dnRgaGjI4OEh6evq0xU2DiTc0NMTNzY3ly5djYGDA7NmzKSoq4scff0SlUuHi4iLGb/fv309WVhZJSUk4ODgIg+ywsDCqqqqYmJgQQCipVIpSqcTKyko8/+3s7PDy8qKmpga5XM7y5cuJjIykurqa0dFRgYu2tLQUHaepqan/mogZHR1lfHxc+GVFRUVx9erVv/y9b6nzYWlpyfbt28XP8+bN48aNG8Lr4e9q2bJlODg4UFJSwuHDh9HW1qa6upp3332XN954g7i4OJYtW4a2tjbXr18nPz+fr7/+Gn19fT755BPmz59PfX09BQUF5OTkoKWlxeHDh/nyyy+5fv06bW1twm27t7eXe++9l/Lycq5fv46/vz8DAwP8/PPPnDx5Ej8/P7S0tHj//ffJzs4Wiz3j4+PCpKWmpoa3336bN998k/DwcKRSKYODgzQ3N5OZmcmrr776txZvblUXL16ku7sbpVJJeHg4Pj4+wpzx+vXrPPDAA7i6unLx4kUuXbqEjY0NdnZ23HvvvbS0tDAwMMDAwIDY6bh27Rp6enocOnSIDRs2iIVmDY1iZGSECxcusHDhQoH7HBoawtTUlNLSUh5++GEOHDjAggUL+Oijj3jggQfE7kttbS3BwcFs3bqVjIwMhoeHmTNnDubm5pw7d44PPviATZs2TctIQk9PjxiTam5upqqqSixzj4+Pc+3aNQoLC5k3bx5WVlbk5OTw66+/4ubmRm1tLRUVFYyNjeHn54eZmRkHDx4UY1OPPPIIOjo6pKenY2ZmxrvvvktSUhIffvihmL0sKysTpj1lZWW0t7czc+ZM3n//fQ4fPoxMJmPdunXcfffdfPzxx+zcuZPa2lqWL1+OQqHgypUrdHZ2YmJiwtDQkJgVng5lZGRw+PBhwsLCRMXlu+++4/Tp0zQ1NREXF0djYyPJyckiMTE2NiY/P5/du3dTXFzMggUL0NXVRSaTsX79ej744AMSExO5evUqTk5OwvyytLSUH374gaKiIqytrZmcnBRJhQbrWVNTg4eHB0FBQSQnJ+Ps7IynpydSqZQ//viD4eFhbGxscHV1xd7e/r+Mk6YDCqGRn58fTk5OFBYW0tDQIAwDNSjEoqIi0V27efMmkZGRlJWV8e6773Lx4kVCQ0Px8/NjfHycpKQkrKysuP/++9myZQvbt28nNDQUExMTTp06xb/+9S/MzMyYmJgQBYQff/yRsrIyHB0diYiIYHJykqeffppvvvlGHJQ0u3wVFRXY2NjwyCOP8Omnn/Lwww+jq6tLYWEhPj4+LFmyhN7e3mmLXXZ2NmfPniUsLIxHH32UCxcucPr0aT7++GPc3Nx47733xJ6Rra2tOOgfO3aM4eFhrl+/LrqzGq+X69evk5uby9y5c7ly5QopKSk8/PDDjI2NsWnTJlJSUnjggQc4deoUzc3NmJqasmHDBlxdXcX4yHfffUdYWBguLi5YW1tjZGTE3XffzaOPPkpaWhp//PEHXV1dZGZmUl1dTVtbGwMDA9MSsw0bNnDt2jVUKpX4N8vLy5mamsLNzY2RkRFWrVpFeno633//PTo6OjzyyCNUVVWhVqtRqVT09/djY2NDbGws+vr6dHZ2YmlpycjICDdv3iQ7O5uxsTHc3d25dOkSBw4coLy8nIsXL2JhYUFSUpLoMmmQs4ODg/z666+CHFlSUsKqVat49dVXeeGFFxgeHkahUIgRNY2Tssbg8XZLY0Q3ODgoCgE1NTV8//33vP/++2zYsIG+vj6CgoIwNTUV1eaBgQF+++03du3axblz50TS+t1332FgYICfnx/5+fkUFhYyPDxMRESEeFdcuXKF2bNnExsbK6AvJiYm5OTkYGRkxLJly3BycuKXX34RBUIdHR2MjY2prq4WqF4NITE3N5fS0lLuvffeafP4gP8kvB0dHcyaNYve3l4OHTpEdXU1O3fuZOfOnbz22mvY2tri6uqKSqXiyJEjWFlZERgYSHFxMS+88AIPPPAA3t7eSCQSrl+/TkpKCu+88w7vvfceMTExwgNOqVRy5swZkUAfPXqUuLg46uvrMTMz45FHHuGVV16hv7+fhx9+WOyztba2Cq+b/Px8bt68yeOPP46lpSV2dnZoa2vT19c3rRj2/Px81q9fz4EDB8Qo49y5c/n5559pamoSqNuAgADs7e0pKyujvr6eH3/8kc2bNxMWFkZHRwcRERFs2LCB9vZ2PvzwQ8rKygTePS4uDj8/PxobG3nllVfEuLwG9PDwww/j4ODAkSNHxLi4TCbjzz//pKurC19fX7y9vYV59NWrV/nnP/+Jt7c3paWlDAwMCAf5v6pbSj7+n9XX1yfmmW9FCQkJNDQ0YGdnh4+PD2FhYTz55JP09vYyNDREbGwsZmZm6Ojo4ObmJmghmq7HwYMHWb58OY899hgFBQVs374dpVLJ2rVr2bt3LydOnEBXVxdHR0cUCgVZWVksWbIEV1dXEhMTxSJdX18f/f39bN68GalUKhy4ExMTcXNzw8XFheTkZF599VVcXV05ceIE1dXVnD17lqGhIWbOnMmuXbv45ptvpsUsT6FQ8Oyzz3Ls2DG+//57goODee+999ixYwfNzc10dXWJJdOcnBxkMpkYBYiKiqKgoIB7772XgIAAiouLeeutt9i0aRMbN25EqVQSExPD9u3bSU1NFYt4Hh4ePPPMM9x///2UlpYyNDTEwMAAwcHBvPbaa3R3d1NdXc13331HQkICzz//PPr6+vj7+2Nra8v58+dZtmwZBQUF6OnpERwcjKmpKRUVFdM2dqWpGgQFBTE4OMilS5fw9PQkNTWVa9euYWpqilKpFC7Fs2bNYtGiRaxbt46NGzdSVlZGamoqdnZ2rFq1ipaWFkJDQzE1NSU5OZnExETWrVvH8PAwjz76KIGBgSiVSmxsbPD19SU0NJTw8HAqKir45ZdfCAoK4uuvv+bgwYP89NNP9Pb2UlVVxd69e1m3bh07d+5ErVazadMmHn74Yfz9/UW7c+fOnTzwwAPTEjf4T5VGg3nUsNCrq6t55plnsLGxISEhgfDwcMLDw1m+fDkeHh589tlnxMfHs3TpUmQyGePj4+jr64sHo4YI9K9//Qs7OzvOnz/P0NAQ8fHxoqpTWFjIyy+/zGOPPYalpSVmZmbs3r0bXV1d+vv7Wb16tRjB7O/vp6KigpqaGgIDA3n//fdJTU1l/fr1VFRUcPnyZfLy8jAyMpoWwzeADz/8kCeeeILMzEyOHj2Kk5MToaGhLF68mMbGRv7973/j6OjIunXriIiIoKOjA4VCwYYNG1i1ahUbNmxgbGyMzs5OKisrBdbV0tISbW1tjh07hpeXF8PDw9jZ2TFnzhwiIiI4ffo0bm5uvP766+zZs4eKigokEglKpZIvv/wSExMTZs6cySeffMK8efME3UhD9gkICMDJyYk9e/aQn5+Pubk5r7/+Oi+//PK0xE1DnFu8eDFSqZSsrCxWr15Nc3Mz+/bt46OPPuLNN98kJCSEiooKtLS00NfX57XXXuOXX34BEFXW8PBw4uPjcXNzY3R0lCVLlrBnzx4effRRBgcHeemll3jjjTcwMTHhww8/ZNeuXaSkpODp6SlG3b799lucnZ159dVX8fb2RldXl66uLrKzs+nt7eXatWtERUUxd+5cysrKSEhIwNTUlM2bN+Pj4/OXMfT/s8rLy+Mf//gHenp6wtxwaGiIzMxMduzYwfr168nMzCQ0NJSlS5cKOlVPTw83b95k5syZojsulUrZuHEjBgYGrFixgsWLF1NUVMS8efMIDAxkdHSU7u5uOjo6GBkZ4cyZM4yPj+Pt7Y2NjQ0VFRWsXbsWgJdeeomXXnqJzs5O6uvrhQntP//5T95++22xa+ft7S3AMufOnWPt2rXi93k7tWXLFoaGhmhra8PW1pa4uDhWrFghTD9nz54tqurj4+Po6emRlJSETCZjzpw5/PjjjzzwwAOsXr0aAwMDwsPDsbKy4osvvuCll15CJpPh6OjI4OAg5eXlbNiwgfz8fM6cOUNFRYUoZCqVSqKjo9mzZ4/4+yUlJezbt0/AI/z9/YmLiyMoKIhLly4xODiIg4MDVlZW6Orqcu7cuWkl012/fp2cnBycnZ0xNjamr68PiUTCF198gampqZgqMTAwoLq6Gi0tLWpqavj000/Jy8sTS83Nzc0UFRWhVCpZv349Dz74IK+88gqmpqa4u7uLHdWvv/4aJycnMjIysLKyorOzE0dHR9FxOXjwILt378bU1JRdu3bR29vL2NgY2dnZdHZ2cvjwYbq7u+nq6iIhIYFDhw5x/vx50X2YLiUnJ5OcnCxG+Xbt2sW7777L+vXr8fHx4ZdffiExMRFdXV2ioqL45z//ydKlS/n999+59957efLJJ8nIyKCvr4+CggL09fX57LPPeOWVV5DL5cTExPxXUfef//wnK1euxMDAgMHBQT744AP09fU5f/48/f39rFy5krNnz7J79248PT2Ji4sjMTGRffv2MTo6irOzMwqFgszMTLy9vUlKSqK4uJiFCxf+ZY8P+Is+Hzt37hSH89jYWIHTra2t5cUXX6SkpAQ9PT3uu+8+Xnrppb88E6zhHPf29goq1cjICAMDAyQkJNDc3ExjYyO//vorg4ODwjXb0NAQT09PQkJC+O677xgZGUEikVBYWChGo9566y1KS0txcHDAxsZGJB0HDhzA0tJSUDVOnjyJt7c3cXFxKBQKbt68ybFjxwRKT7M7osGvnT59mtdff52mpia2bt1Kbm4uFy5cwNbWFltbW5588kkeeOAB7rrrrtvOJNcYHmVlZWFjY0NUVBSlpaVER0czNjZGfHw8k5OTfPfddxw4cAA/Pz8OHDiAv78/MpkMX19fpFIprq6uaGtr88svv+Dp6cnhw4c5e/Ysa9eupbq6mpMnT3LhwgXhFeDl5YWlpSUnT57E2NgYuVyORCLhxx9/RCqVsm7dOsbGxnj33Xe5efMmp0+fZu3ataSkpBAeHs7mzZt59dVXGRkZoba2luTkZMzNzTl+/Lhok97OuGnGM4yNjTE2NmZ0dJQrV66Iduv27dv55Zdf8PX1JSYmhsTERFJSUpDL5YyNjXH//fcTHh7O2NgYpaWllJSU0NPTQ3x8vLj2c3NzOXv2LHl5eYSFhSGRSDA1NSU8PJzR0VExgiSRSLC0tCQoKAgfHx+qqqrQ1dXFy8tLYCjnzJmDk5MTXV1dLFq0SOw4lZaW0tbWxqlTp/jll1+mhUne0dGBrq4utra2pKSk8OWXX+Lh4SHMuHbv3s2///1vrKyscHd359ixY2RlZXHx4kXOnDlDXV2dGAsKCQlh9erVmJqa8vHHH7N06VIKCgo4fvw4VlZWrFy5kmvXrrF161aefPJJ/vWvf/HGG28IE8ihoSF++ukntm3bxpkzZ6iqqhKYUM0uV2xsLJGRkWRlZYlDdE9PD/7+/gLXOh1xq66uFiZa4+Pj2NjYCLff4uJi5HI5bm5u/Pnnn1y7do0VK1bw+uuvs3nzZh577DFqa2vp7+9ncHAQhULBXXfdRUNDA46Ojmhra9PY2EhjYyNSqZSpqSm++OILCgoKKCkp4dKlS3z99de0tLSI+f+7776bhIQEAgICUCqV7Nu3j6ioKO6//35qamr47rvv+Pnnn/n3v/8t4BK+vr64u7vT3d2Ntrb2tMRtamqKAwcO0N7eTlhYGCtWrGB4eJgvvviC1NRUnJ2deeGFF+jq6hL0PolEwuHDh1EqlbS1tQmXX0NDQ2E8ODIywvHjxxkcHGRycpKBgQH6+vqEH5LmAGNoaMjY2Bg2NjbMmTOHoaEh4uLi8PX15dVXXxXdSwMDAzZs2IC5uTmzZ88W3T3N2KWdnR2PPfYYSqWSXbt23fZnXH9/P1KplISEBMrKypg7dy7r16/H2NiYyMhI3N3defzxxwkNDSU1NZXPPvuMb775hitXrmBmZkZeXh62trYEBgYSGBiIXC4XmF6Ngaym6h4REcHSpUvR1dWlra2N7du3s3jxYry8vPD09EQul7N69WphBHfp0iW2bduGt7c3jY2NtLW1oVQqsbS0pKSkhLq6OlauXMncuXOxsrKira2NLVu28NZbb932uH3zzTcCB9vc3MyZM2f4+OOPef/99/H09GTGjBm0t7fT1dWFpaUlERERmJmZYWNjw0MPPcTk5KTwndi9ezfa2tq8/vrrPPbYY7S3t3P+/HkmJiZwd3cX+5S1tbVcu3aNY8eOMWfOHCYnJ6moqGBqaoovv/xS7LBNTk6yYMEC7rvvPpRKJRcvXuTxxx/niSeeAP5TBNYQj8LCwnB3dxdGk9Nxr3744Ydoa2tjYWEhjFQvXbrEggULuHLlCtnZ2SxYsIDW1lZ6e3uJjo7mu+++o7e3l4ceeoi8vDzy8vKwsrJCLpdz5swZjIyMqKyspLS0lJ07dxIfH4+lpSXHjx8nMTGRF198kaefflrQOgcGBrh48SJ9fX2Ehobi6emJh4cHSUlJeHh40NHRQUdHB66uruzdu1e4xmt2U11cXIiIiMDNzY2urq5pidsHH3zAk08+KQw/f/31V7H7smnTJtLS0li6dCnV1dWUlpYSGhqKlZUV69ev588//+Tnn3+mt7eX9evXM3fuXA4dOoSLiwv79u2jpqYGgNdff53JyUnOnj3Lnj17iImJQV9fn76+PjZv3oy2tjZtbW1YWVkRGhrKwYMH2b59O4cOHeLy5cs0NzdjZWXFkiVL2LRpE2ZmZgLNroHruLi4iBHU/2U+H5988gkRERF89dVXwqG1q6uLjRs30tHRwYwZM/Dy8uLq1avIZLK/7dfQ3t7OE088IdpoSqWSd955h2+++Ya33nqLnp4ewYS2tLTk9OnTBAYG8umnn/Lxxx/z8ccfY2JiQmVlJUZGRvj7++Pn50dJSQknT56kqqqKpqYmLC0tWbJkCfHx8fz444/MmzePBQsWsGHDBn744Qex5LRs2TKefPJJIiMjyc7ORqVSER0dzbp167C3t+fq1asUFhYSFxdHZmYmOjo6lJSUkJWVxdatWykpKflb3/9W9dlnn+Hu7o6hoSE2NjasX7+eH374AaVSydatWwWa76mnnmLu3LmMjo5ibGz8XwuQ999/Py4uLlRVVfHyyy8zNTXFTz/9xNmzZ/nyyy8ZGxtjeHgYfX19Vq1axfr161m/fj1HjhzB1taWpqYmAQh48MEHOXDggKCjjIyM4ODgwNTUFF9//TV79+5l8+bNWFhYkJubS3t7OytXruTBBx9k69atDA4OYmRkdNvjduHCBTIzM/H392f16tXCLfbxxx9nwYIFnD9/Hnd3d+G7cPr0adrb27GxsWHZsmV4enpy8eJFcnJyxKHPxcWFI0eOcPDgQRITE7G2tmbWrFk0NDTQ3d1NU1MT27Zt45tvvsHPz084g5qZmfHqq68SHR1NVVUV/f39BAUFcc899zBr1ixycnL4/fffgf/sWr322msoFApMTU3FWM10jPhpdOrUKS5dusTixYsxMjLCzs6O9evXs3z5cmQyGR9//DHh4eHo6urS3t7OnDlzSE1Npb29XRzcwsPDaWpqoqKigq6uLl5++WW2bt2KtbU1CQkJwiHZz88PS0tLMXqxbds27OzsqKmpITs7m/fff1+M2Ny8eZOTJ0/yxx9/4O7uzsqVKykpKSEvL4/ff/8dGxsbLly4wN13383U1BSZmZmsWrVq2uKWmpqKu7s71tbW5Ofnk5eXx/79+wUEw8fHB09PT9544w2ys7PJyMhgZGSE9evXi0VpR0dHampqxIL5rl27uP/++3n44YfZsWOHMDXr6+vD29sbPz8/Dh8+TEhICNu3b6e9vZ26ujoKCgp45plnkMlkLFiwgKVLl2JmZsbly5d59tlnUavVzJkzR4zKxcbGsnTpUvz8/KiqqiIzM5OoqKhpiZvG8MvS0pLJyUlOnz7NPffcwxNPPMFzzz1HcnIyo6OjSKVS4QQ8Z84cFi5cSFxcHBcvXkQikZCbm0tbWxvx8fEcO3aMsLAwtm/fzn333ceyZctIT0/nnXfeQVdXl5ycHPT09LjrrruwsLBgx44dJCYmCmfz+Ph4UY2WSqUEBQVhZ2fHmTNnkEgkJCYmMjAwwCuvvEJ3dzdDQ0OYm5tz7733Tts+4BdffMGqVavEs11DoNQs3Hd0dPD7779TVlaGi4sLq1ev5p133mHfvn1kZGQwODjI4cOHSUhIwN3dHRcXFz777DOWL1/OAw88wKxZszAyMiI5OZljx45hYWGBt7c3np6e/Pbbb6Snp3PixAmxc/LSSy8RHx/Ptm3bMDY25ocffsDe3p7Y2FgeeughTE1N+eOPP7CwsMDR0ZHff/9dABFyc3N5/vnnpyVumzdvpr+/n6NHj5KSkoKBgYGYzFAqlfT19bFnzx6qq6tZtGgRCxYsoLKykg8//FAUJC9fvkxFRQURERE4OjqSmJjIW2+9xapVq6isrMTU1JSQkBBiYmJQKpUcPHiQmTNnsmbNGmbPno1MJmN4eJjS0lIiIyPp7+9n1qxZvPnmmxw7dozm5mb09fWpr6/n+vXrGBkZ8fLLL/PBBx8QFxeHi4sL4+PjWFhYcPTo0WmJG/xn1K+srIyJiQkGBwfJyMjA1taWixcvoqv7n6NmYWEhFRUVjI+PY21tTWFhIRs3bmT//v38/PPP3Lhxgz///JPs7GzmzZvH1atXGRwcZGhoCAsLCzH2V1VVhZGREW1tbfj4+PDuu+9y8uRJQkNDefzxx6mtraWrq4sZM2bw9ddfs3btWo4ePcqZM2cwNDTkvvvuo7a2FqlUymuvvcb27dvR0dERnd7Lly8THBw8LXELCQkhIyODy5cvo6ury6JFi8jPz8fIyIjm5maqq6tpbm6mpqaG69ev097ezieffML+/fvx9PTktddeY8+ePTQ0NFBcXMzY2JgAYjzzzDOUlZVx9epVbG1txfn0qaeewsXFhV27dnHw4EEeeeQRlixZwt69e0lOTuatt95i2bJlKBQKVq9eTUVFBWfPnmXnzp3U19fz9ttvs3jxYiIjI7GzsyMrK0vAU/6q/lLyYWBgwPbt2/9r+/+VV16hs7OTRx55RLTgn332WZ588sm/nXyUlZWRnp5OfX09ExMT6OvrCwKBm5sb58+f54033mDevHm0t7djZ2cHIExrnJ2dOXToELm5uYLMdOHCBXJzc1m5ciWJiYkolUoCAwNZsGABWlpa2Nra8uijjzJnzhxcXV2JiopCW1ub9PR00tPT2bZtG83NzcKYy83NDSMjI6KioggLC+Pdd9/lkUceYcaMGdTV1aFSqfD19cXDw4PS0tK/9f1vVZ999hnfffedIEb09vbS2trK5cuXSUhI4KmnnsLe3h6JREJmZiZtbW0MDQ3xwgsvYG5uTkJCAvv27SMyMhInJycOHz6MjY0N9vb2fPXVV0gkEn777TeKi4uxsrIiOTlZcLu9vLwEu16DQNaMMnz22WckJCRgYmJCVVUVg4ODeHt7U1xcTHh4uOiUaUwJL168iKmpKcXFxdOyzGppaSnmstPT0/H19SU2NlaMrZw5c4bY2FiKi4tpa2tjw4YNfP311yxcuJCHH36Y119/HQ8PD+Lj4+np6WHv3r0UFRUJd96ysjKsra2ZM2cO2traNDQ08MILL/Dzzz8TExNDc3OzGLnRQBI0I2vp6emUlZVRXFyMiYkJ9vb23HPPPcInRV9fn5aWFmEYpEEQTpf8/PxENbihoYGhoSG++OIL1q1bh6GhIdra2ujq6qJSqWhsbMTR0ZHPP/+cvr4+Nm7cSEtLC1988QXp6el4eXkxf/581q1bx/bt2zE3Nyc8PBy1Wi08Vg4cOIBcLiciIoJTp07x8MMPk5eXR0lJCRcuXGBsbAwHBwcWLVpEU1MTwcHBInG0s7PD2tqabdu2YWNjQ1xcHF5eXuTn5zMwMICHh8e0GUnZ29uLKntgYCALFy5k8eLFDA8PExYWxptvvsnx48eFKaWtrS2vv/46dXV1PP/883R3d2Nra4uTkxO9vb2kpaVhZmbGN998g4WFBT/++CPz589n5syZODo6ctddd1FcXCzISxpUY3JyMlVVVSxcuFDQATUIR21tbezt7Xn66afJysqitrYWFxcXjIyMxGzw77//Lswip0OauXBtbW0KCgrIy8vj/PnzGBoa4u/vz/DwMAUFBQK/vGTJEiYnJ3FxcWHjxo2sWLGC+fPno6+vT1VVFfb29ixfvhxzc3M8PT05efIkN27cQCaTERERQWlpKdra2sL3RMPDDwwM5PTp0zg5OfHJJ58wNTXFzp07qauro6enh9bWVjw9Pbl69So3btygs7OTzMxMHB0dmTt3LuHh4Vy6dInR0dFpidvy5cupqqoiOjqad999l/T0dD777DPWr1/PM888g6enJ3v37hUEvevXr/Pkk09y4sQJURjR0OI0ux6VlZVERERgZGQkktqYmBhmzJghQC9+fn4899xzrF+/ntWrV5OdnY22tjaTk5Ps2rULU1NTYmJisLS0xMPDA11dXX744Qc+//xz0U0YHh5GqVRiZ2eHkZERlpaWwoPkduuHH34QaH13d3cOHTqEnZ0dX3/9NX/++SdHjhxhy5YtwjzvwoULrFmzhv3791NSUkJzczNyuRwzMzNRtddcd1FRUdjb2xMUFIS9vT1dXV3k5uYyf/58JBIJZ86cEWjYa9euYWJiIp59c+bM4f333yc4OBgnJycA7OzsyM3NxcvLi4GBAaRSKYaGhjQ2NlJYWEhYWNi0XW/wHyPVc+fOiWeyra0tzs7OJCQksGHDBhwdHSkuLsbd3Z2wsDAxJlZSUiKgRTKZDGdnZ8zNzVmwYAFr1qzh6tWr2Nvbk5KSwsWLF/Hw8MDT0xNnZ2e8vLwoLS1FT09P7Mjo6+uTlJTE3XffTWVlJQEBASQnJ3Pu3DkqKiqIiYkhNDQUIyMj3njjDUpKSlCr1ZiYmJCWlsa1a9fEGXM6ZGZmxtGjRzE1NWXx4sXMnDlTjDfV19cjkUgEUt/Dw4OTJ0+KTsWJEydYvHgxL774IqOjowKDPjk5ybp161iwYAHx8fHo6OigVCqZO3cu9fX1REREcPDgQWQyGaamphQWFtLc3ExQUBAKhUKM3BsaGvLTTz8xPDzMli1b8PHxwdvbm6tXrxISEsKcOXPYsWOHOBv+nbPIX0o+/P39/yvxOH78ONeuXcPX1/e/XEcNDQ2FUcnfkaZicv78eQYHB5k7dy4NDQ388MMPREVF4eLigr6+vmifV1dXk5iYSFNTE7q6uhgZGTFz5kyBBjQzMxMPvdzcXEZHR2ltbUVHRwcXFxfkcjmXLl0iPj6erKwsAgMDUalUtLS04OHhQUREBJcvX6apqQkADw8PGhoa+Pnnn6mvr2flypWYm5sTExODkZERISEhosWkUqlYv379347BrUgzaqWjo4Ouri5HjhyhsrKS8fFx4uPj8fDwEIvUY2NjjI+P4+Pjw2+//camTZvo6OigoqICR0dH3Nzc8PDwYO3atXz33Xc0NDSQk5ODp6cnsbGxtLS00N7eTmNjI+3t7WRlZZGXlyeQkunp6Whra9PZ2YmzszOGhoZcv36d4eFhUUE4f/48wcHBXL16FX9/f5ycnMRhfXJyEj8/v2mJm0KhoLGxURzotLS0cHZ2xsnJSXhvyGQyKisrmZycJC4ujsrKSubNm8eFCxfw9fXF1dWV8fFxGhoa0NXVZenSpejo6HDo0CF8fHzQ1dWltLSUzs5OTE1NuXHjBlu2bKG9vR2VSoWxsTHDw8OMjo5ib29PQUEBVlZWAsmr8RAwNjbm/PnzxMXFMXPmTAYGBkhLS+P69evo6uoSFBREQ0PDtCFjTUxM6OrqoqOjA0NDQ2JiYjA3N+fjjz9mcnISQ0NDjI2NBSe/o6OD4uJihoaGUKlUVFZWolarMTU1ZWpqipGREUJCQjh79izLli3j/PnzdHV1YWNjQ3l5uTCY09bWxs3NTVDxxsfH+fPPPwkKCuL8+fO0t7dTU1NDVFQUAwMD/Pnnn+jo6ODp6YmTkxNLly4V/iKWlpYsW7aMioqKacNiaygjgYGBWFhYUFdXx4kTJ9i2bRtvvvmmWDRMS0tDrVazcuVKXF1dqa2t5dixY4IuqK+vLzpdeXl5+Pn54eDgIIwGKysrqaysJCgoiN9//x1TU1MMDQ3JzMykr6+P4OBggoODUSqVODo6Ymdnx6FDh/Dw8GDu3LkMDw/T1NQkKrsaDPXU1BSWlpZ4enpOW8zgP34VJSUlYtRTY/AZEhJCZmYmhoaGaGlpibGpvLw8JiYmCA0NFfSujo4O6uvrKSsr4+2332Z0dBQ/Pz/Mzc1ZvHixILo0NDTQ2dlJVlYW69at48CBAzQ3N4vdDn19fUJDQzE0NOTq1assXryYX375hcLCQtra2mhoaMDS0pKzZ88yd+5cHnzwQfr6+gTuPCQk5G97YN2q/Pz8yMvLIzExERMTExobGwXtUVdXF6VSyYwZM/D29katVgsIhwbbfs899+Dk5ERNTQ1FRUXAfwz4NNViTbHr0qVLAhNqZ2fH4OAg9vb2gqjT2dlJUlISDz74IB9//DFLliyhtLQUJycnhoaGBHb74sWLBAcHk5mZKdzoAZqbmykvLxc0vNutmJgYCgoKOHfuHC0tLYyOjgrvGB0dHVatWkVERISg9Glra3P58mWysrKwtLQkOTmZ7u5u/Pz8mD17NjNmzKCxsZGenh6Sk5NZsGABrq6ujI6OipHj119/nZKSEgICAjh06BCjo6MYGhqiVqvZunUr9fX1wjdLU9AaGhoiICCAvLw8mpubMTc3Z2RkREBlRkdHycnJmZbdU4002GqFQoGWlhYFBQWsWbOGJUuWcP78eR555BGUSiWdnZ1i8f6RRx7h2LFjAMLyQKlUUlNTQ0pKCrGxsQLZ7OLigp6envCYa21tRV9fn/feew+VSkVwcDA+Pj4CLpSZmYmWlhaFhYWiixkUFISDgwPff/+9IJjt2LFDjHtryHfTVVwB0NbWJigoSPjU6enpMTY2xp49e3jhhRcwMjIiKytLFPYWLlzI+fPnxX5jYmIi4eHhBAQEkJuby4EDB3jggQd48MEHmZiYoKOjA319fQwNDamoqGD37t1MTU0RFBREYmIinp6ewiw0ODgYR0dH3nrrLWxsbIiPj2fGjBkYGhqKvZHjx48THR0tVg4qKiqwsLAgKirqb3nx/KXlDM0uBkBlZSXvv/8+urq6fPTRR+jo6PzXn62oqPjL/7hGGm61jY0NAQEBREdH4+npSW1tLV5eXkxOTjI8PMzg4KA4zFRUVIiKs8YAqru7G7VajaOjo0gkBgcHMTc3x9nZGSsrK/r7+8nLy2N4eJjY2FhCQkKwt7ensbGRmzdvMjw8zMTEBK2trahUKlQqFRYWFjQ0NHDo0CGuXLlCQUEBNjY2AMJrQU9PD4lEQktLy7SNwaSmpuLp6SmoS5p53vr6en7//XdBwBgYGBDzef7+/sLnIDQ0lHXr1hEQECCW+4eGhgRytq6uDktLS4F4u+eee1CpVExOTpKUlIRcLhcs79raWpRKpXhp19fXo1arhTFYT08PpaWlIlnz8/NDKpXS3NxMW1sbTk5O02IiBf9hy2vM7iQSCVVVVWhpadHb28vExATLly+nu7tb+Fm0t7fj5eWFl5cXWlpaBAUFYW1tTUdHByqVivj4eMG9bmpqEmg/DSbXwsKC48ePs2rVKjG+pTnEV1VVce7cOf744w9KS0tRKBTCmLGzs5OUlBSsra25evWq2DmZnJxEpVKRl5dHUVGRSFSmQzY2Nvj7+2NtbY1SqSQ2NpZVq1ZRXl6Og4MDnp6eqNVqqqqqUKlUwvskJyeHxMREsrOz8fPzY8mSJeJaLCgooKenB4VCIRxb1Wo1ycnJaGtri7GghQsXcvPmTQoLC9HR0REHT6VSCfyH0S+Tyejs7CQxMZFr166xb98+4VHT3d1Nfn6+aOFfuHBh2uLW1NQkaGo9PT1UVFRw7Ngxjhw5QkZGhqBS9fb2cuPGDY4ePcrw8DAzZswQFJuMjAxSUlJoaGhApVLR2tpKXFwc+vr6+Pj4iHb7wYMHSU1NxcfHh8LCQrS1tVGpVEilUnx9ffH19aW/vx83Nze0tbXFyGhnZ6dYSraysqKvrw+VSoVCoaCuro6Ghgasra1xdHSctrhpkM0A7u7uLFmyBF1dXVavXk1tbS3d3d2EhIQwe/ZsbG1taW1tpaysjLS0NLy9vXFzc6Onp0cgSA8fPsyVK1eYnJzExMSE6OhoVq5cKf6+hqp08OBB9uzZw5UrV7h27Rr19fW4ubkREhJCTk4O4+PjAiurGf8oLy8X+x9r164Vnkaabk1nZ6eoWt9uDQ0NoVAoaGlpIS0tjeHhYR588EGam5vx9PSkqKgIY2NjYSQYGBhIV1cXrq6uWFtbA9DR0YGenh5KpZLi4mLhTdPU1ISFhQVqtZqioiLKysro6emhqKhI7GoWFxcL3xq1Wo2Wlhatra3igDU8PCyW1MfGxsScfkhICM7OzsjlckZGRmhsbGRiYmLarjl7e3taW1s5d+4cKSkporNsaGiIiYkJMpkMXV1dcU6QyWT09vZiZ2fHE088gZ6eHt3d3dTW1lJaWoparUYmkzE2NoaxsbHo7GgMWK2trbG2tqa1tZXw8HBsbW1xc3MjMDAQV1dXrKysCAsL49q1a7i6uuLt7Y1UKqW9vZ3u7m7s7e0ZGhqipKREeG7Z29uLotB0XW/wH4dzzf5UW1sb9fX1pKenM3PmTIqKigS1bHBwkJycHAoKCgSFSbP72NnZSXV1NS0tLbS2ttLY2Iivr6/YKx0cHERfX19MmRgbG2NgYCB+P1KpFIlEgo6ODufPn0elUjE1NSWeoRrftsHBQeRyOUuXLiUnJwdXV1cCAgKQyWRMTEyId8p0SEtLixkzZjB79mxsbGwYGRkRv3tdXV3i4+NxdHSkublZ0LwuXLhAU1MTkZGRggx24cIFioqKaG5u5sSJE0xOTlJUVMTExAQ2Njbo6OiIHZArV64wc+ZMsV/q5OQk0NIakND4+Dg3btxAR0cHU1NThoaGBOhjbGyM1tZWrl+/jkQiwcLCgo6Ojr91FvlLnY/Zs2ezYsUKPD09uXHjBkNDQ7z00kt4e3v/15/77bffbqlC0dDQwOXLl/H09MTFxYXy8nIsLCyIjY0lKiqKI0eOIJfLhYmOsbExOjo6lJaW4uXlRVpaGvn5+RQUFKCtrS1GLjw8PETg58yZg5WVFWNjYxw5coSYmBhkMpkYT5DJZFhYWFBRUYFarcbGxkYgPzVM7/b2dpydnamrq0NfX59z585haGhIXl4ednZ2+Pn5MTY2xh9//MGHH374t+Pwd3XixAnmzp3LxMQEOjo6zJ8/n9raWv744w+uXbvG0qVLqa2tFWQhTXVE45i5fv16dHV1KSsr4+zZs+Tk5GBmZsasWbMEklNTsZmamuKxxx6jqqoKFxcXxsbGhAmShnLi4+NDeHg4sbGxhIaGolQqxeFdwzHX0dHh/vvvp7i4mIsXL5KZmcnU1BR333236DTdbpmZmeHu7i4WJIuLi4XBkUQiYe7cuezduxelUomDgwNXr14V18a8efO4dOkSIyMjdHR0iOW+tLQ0tLW1heHf+Pi48JVwd3cXhnJFRUVIpVJkMhmTk5O0tbVx4MAB1Go1crlcGC9p0M0lJSU8++yzvPvuu1RWVjI4OIiBgQFWVlY4ODhQXV3NzJkzpyVugJgB1bhxOzo60tDQIA6AycnJZGRkiAQhIiICf39/SktLxYtXLpcLqouOjg67du2iq6uLlJQUfH19sbS0pKCggNbWVgICAti2bRvff/89cXFxYrba39+fu+++m/r6epYvX05XVxdmZmZoa2ujr6+PhYUFU1NTXL58mampKfLz88VBR2NCl5+fP22VQc1sckNDA7W1tcKB96233iI6OppNmzaRm5uLSqWivb2dkydPYmRkxNatWxkbGxMPe5lMJowxNZ2g4uJi7OzsxGcPDAzw+++/895775GQkIC1tTW2trZMTk6KQk5HRwf5+fn4+fkxOTkp/FH09fXp7u7mrrvuEuSXqKgo6urqxL//d3CK/7MyNzcXsA8NpjMhIQEDAwPR4p89ezZaWlqkp6dTV1dHU1MT58+fZ/HixQwNDQk/Ks3yqbm5OWvWrPmvg7menh6Dg4OYmJgQFBTEjRs30NbWpqWlBRMTE1xdXfHw8EClUlFVVYWfnx85OTmYmppiY2PDxMQEtra21NXVER8fj7m5OampqcJMT+MkPF3XW0lJCebm5tjb22NpaUloaCjLly/n0KFD3HfffTz++OPCmVjjfNzR0SEOevv27ROmZNbW1pSVlTE6OoqNjQ09PT20tLSgpaWFQqFAX19fwF8UCgXJycmEhoYik8mE10lWVhampqacOnUKY2NjbGxsMDMzQy6XU1xcjKmpKfr6+gIVqnGk19XVxcrKShjy3W7l5uYyNDSEoaEhk5OT6OjoCMiGlpYWR44cwcLCAnt7e7HboK2tTUREhKCwTU5Oiop7TU0Ntra21NfXM3PmTAFrgP9c2w888IDoqtjY2LBu3TpRXHB2dub69etERUVRWVnJxo0bBe69qqqKtrY2AgMDxbVob29Pc3Mz2traWFpasnDhQgoLCwkMDJyW2LW3t9PU1ERfXx9yuRxnZ2fOnz/PokWLCA4OFmTMyclJjIyMhGG0ZmysqKiI0tJS+vv7MTExQaFQ0N/fT3R0NDExMeIdqDmQh4aGiqLwK6+8QlVVFePj4/j5+WFkZMTw8DA6OjrEx8dz8+ZNmpqahNfOgw8+iEKhoLW1FXt7ewIDA3F2dqapqYmGhgaqqqowMzOblrhpirSurq7iTKAZ81epVFhaWhIWFkZ9fT2ZmZlIJBLkcjnt7e0sWrQI+A8CX2OnMH/+fE6fPk12djZKpZK4uDhhOqjxyiosLBQ7p/b29tTU1AjPtdzcXJYuXYq9vT1ffvklFhYWooMul8sFkc7BwYGysjIkEgk9PT2CEPdX79W/lHxs2bIFIyMjzp49i7u7Oxs2bPivh2hVVRXff/89Z86cuaWHRGRkJMePHyc4OBgzMzPee+89Zs+eLebY3n//fdzd3bl+/TpTU1O8/PLLnDt3TlSvv/rqK+bNm0dcXBxlZWVcu3aNTz75hJs3b3Lo0CG2bNkiqqSaueCzZ8+ipaUlCBErVqwgLCyMnTt38uabb/L1119jbm7Otm3b+Oyzz6iqqsLd3V0EPjc3lzfeeAM/Pz/OnTvH8PAwbm5utLS0/GWHx/9Ztba28sknnwAQHh7O0NAQv/zyC6amptja2nLo0CEeffRRbGxsSE1NJSEhASsrK2pqavj444/ZsWMH6enp3Lx5k/HxceLi4nj11VfZtWsXCQkJouKppaXF3LlzaW9v59tvv8Xa2ppjx44xNDREYWEhhoaGzJo1i+zsbJYvX05ERATPP/88hw8fZnBwkPnz52NtbS1aitXV1cI9WYPgDQgI4Ntvv+WZZ5657XGLi4vj2WefRVtbG19fXyQSCcHBwTg7O5OamspXX31FfHw8wcHBtLa2kpmZiVKp5KGHHuKDDz7gwIEDwhnUy8uLV199lc7OTqytrfnoo4+4fv06VVVVhIeHs23bNuHAevfdd/Pee+8xOjpKdXU1DQ0NgiLj5ubG559/Tm9vL+Xl5cI1OCQkhBMnTnDPPffg6OgoCDHa2toYGxuTl5dHdHT0bY+ZRpqOlsYJvre3l2+++YaZM2fS1NTEhQsX0NLSYvbs2fT09HDx4kV+/vlnOjo6UCqV7Nixg7NnzwpjURsbG+rq6vjqq6/Iz8+nv7+f+vp6RkZGREevoqKC7777jkWLFrFq1SrRjVQoFJSWlrJnzx7s7e0JDg5meHiYkJAQ4uLiGB4e5scffxQOzZWVlYSHhzM5OUl+fv7/pXhyO2Vra4ujo6MwEisqKkJfX5+AgADMzc3R1tYWS9NWVlYsXbqUxsZGzM3NuXDhglhgjoyMFEZPa9asYc+ePbS2tnLy5EkkEgnx8fHMnj2b559/njfffJP3338fpVJJREQEJSUl6OrqEhsbi0KhEE6+gYGBGBsb4+DgQFVVFYcOHaKzs5OJiQk++eQT+vr60NPTw8/PD319/Wn1+HjyyScpLy8XC6u5ublIJBLeeOMNQkND6ezsZGBgQHRONS/Y8fFxFAoFxcXFqFQqamtrmZiY4B//+AcdHR2Ym5sTFBTEe++9x+HDh4mOjhbdyvfeew83Nzfy8vI4dOiQoBppaWnxySef8N577/H1119z11138fPPP1NRUYGPjw9BQUF8++23dHR0cP/99+Pr60tcXBzBwcEYGxtTWFiInZ0d/f39tz1umrEgCwsL3N3dkclkVFVVCXPckpISdHR0CAkJISQkBB0dHbq7u+nv7xdTAvPmzSM2Npbm5mZCQkJwdXWlvLychoYGoqOj8ff3p7Gxkby8PHJycmhpaWHv3r3s3r2biooKrK2txfSBBixx5MgRZDKZ2MuSSqXU1tbi6urK2rVr2bx5s9gFi4yMpKenh927d+Pl5XXbYwbQ0tLCa6+9xtWrVzl48CD9/f309PTw/fffU1FRQXl5OdHR0Tg5OYm9ttTUVMrLy+no6ODChQusWrVK0C41c/gff/wxgCjUTExMUFZWRkREBMXFxcTGxiKTybhw4QITExN4e3ujVCo5efIkzzzzDDt27MDHx4fU1FRSU1Opq6tDrVbz008/sXPnTsbGxrh58yYNDQ1kZGRgbm7Oc889R2tr67TEDf5jQCmRSLC2tmbu3LkEBQUxNDTEu+++y6effiqStPHxcdzc3Jg3bx7vvPMO9vb2HD16FFtbWxwcHFi2bBk2Njb88ccf4vzn6emJg4MDcXFxYm/wn//8Jz/88AOrVq3i1KlT9PX1kZqayujoKA8//DDR0dF88MEHDA8PI5VK8fb2prCwkAMHDvDCCy+wZ88ecnJymDNnDlVVVcLUUiKRkJSUxMqVK6clbtnZ2ZSXl5Obm8v4+DiLFi1CX1+f06dPs2vXLpKSkvjzzz8pKipCJpMxe/Zsvv32W4H4vnz5MhEREYSGhooJoNWrVwsDaEAYLrq7u7N9+3Y2b97M5s2bWb16NQ0NDSLxmD17Nv7+/rz66qu88cYbYlekurqaiooKFixYwPfff49MJhP7hCdOnEAmk7Fy5cq/VZj6S6jd/08qLCzEwMAABweHv+Xg2t/fT1lZmTBE2bx5s5inNDc359dff+Xee+/F0tISZ2dnpFIpExMTGBgYMD4+TmFhIcbGxiQnJ3Px4kWcnZ1ZuXIl2travPnmm+jq6vL8888zNjZGeXk5jY2NjI+PI5fLaW1tpbm5mXvuuQeFQkF3d7dwD167di25ubkUFRVhZWVFSkqKIO988803vPHGG5w7dw5nZ2cWLVpEa2sriYmJNDc38/DDD5OVlcXs2bPx8vIS84n/K6WJm56eHjt27BCL3KtXryYlJYXz58+zYMEC1q5dyyeffEJFRQWBgYHMnTuXjo4OEhISCA0NxcXFheDgYCwtLYH/jK288sorPPTQQ2IZLigoiP7+fs6dO4e9vT0///wzO3bswNbWluPHj9PT04O5uTl2dnY88MADGBsbk52djYeHB2VlZTQ2NtLV1cXIyAjbtm2joqKCvLw8FAoFTk5OTExMkJuby+XLl1m8eDFhYWG3PW4TExN8/vnneHp6Ym9vT2pqKg0NDRw+fJgFCxbwzDPPiP9zV1cXRUVFODk54eHhgb29PXV1dZSVldHa2opCoWDVqlVcvnyZTZs2IZFI+Pe//y0MzFatWsVHH33E2NgYX3zxBQkJCfj5+aFSqWhoaGBiYoLe3l5CQkJoamri8ccf54svvsDAwICVK1cyNTUl2NlPP/00FRUVDAwMYGhoiLm5uVjIDAoKum1x+x9jZ25uTmJiolgW1IzkyeVylixZwrx588jMzEQqlRIeHo67uzu7d+9m1qxZJCYmEhAQIFrqVlZWrFq1is7OTlauXMkHH3zAunXrSElJEUnEuXPnePrpp8UBqLi4GAMDA7S1tcnJySE9PZ2Ojg7i4+OJiIgQnbmAgADKy8v59NNP8ff3Z3BwUHRKNbPDhoaGREZGTkvcpFIp5ubm1NfX09fXh6GhISqVCk9PT1xdXbl69SpeXl7k5eXx559/Ul1dzT333MOaNWuEodhvv/2GtrY2VlZW7Ny5k+3bt/PUU0/x0UcfCeS2ZuSipKQEmUwmOry6urrY2NhgaWlJe3s7e/bs4dlnn2X58uV8//33ZGRkcPbsWWpqaoQT+88//4xKpeKXX34hLCyM/v5+MjIyiIuLIzQ0dFridubMGfEs0XSqU1JS0NHR4bPPPsPX1xdPT0/6+voYHh7G2dmZwcFBUlNTGRkZ4ZNPPqGsrIzBwUGmpqa4cuUKmzdv5ssvv+Tll1/mm2++YWBgALlcLrC5jz/+OLq6uly4cAEHBwdWrlwplqz7+/t54oknkMlkfPnll1RWVqKjo4OTk5PwdND4GPz5559MTEwgkUiEn4pmz+Z2P+N+//13Ojo6GBgYwNfXV4wsKpVKMjMzgf+QxP7HXaKff/4Ze3t7IiIiePTRR7l58yYdHR1oaWlRXl5OcHAwVlZWWFtbi66Or6+vwOeeOXMGFxcXWltbUavVBAQEiDn63t5eli9fTk1NDe7u7vz2228UFRWJhfygoCBB2nnppZfo6Ojg+vXrlJWVYWZmRlRUlABG3M64DQwMcOLECXJzc7GysmLFihVip/Ppp58WhMTS0lIyMjLw9PRkzpw5nD9/nubmZoHZValU2NraEhISgkqlEkTM2tpajIyMcHd3R09Pj19++YXnn3+evXv3Mn/+fOEQra+vT39/P0uWLMHc3Jympibh9RAZGYmVlRVZWVm88cYbzJw5Ey8vL95//32cnZ2F4aOZmRlPPPEEk5OT03KvaswnNV4Ttra2gj6oUqkwMTHhsccew9XVlfT0dBISEoR/h0qlEvtuHR0dTE5OMmvWLFxcXNi/fz86Ojqo1Wri4uIYGRnh7NmzGBoa8sQTT6BSqfj111/p7e1FT09PoMGfeOIJ/vjjDzE+/uyzzwII6wAdHR0ee+wxgZjNzs6mr68PKysrLC0tueuuu6YlbsnJycTGxnLmzBlUKhX33HMPSqUSU1NTGhsbxXkqLS2N6upqli5dKvb7QkNDOXHiBHK5nMbGRjo6Oli3bh1Xr15FV1eXgoICxsbG8PX1xdbWFkNDQ1xcXIQ30pYtW4QJq52dHZOTkzQ1NVFTU8OcOXPEKG9PTw8eHh7MmDGDY8eO0dfXR05ODu+9957YXdX4Tmm6Wf+f4va/JPm4VWkqUv+nSjO7+r9ad+J2a7oTt1vX/8mxuxO3W9OduN267jzjbk134nZrunOv3pruxO3W9Ffi9r81+RgfHxfZ6l81Jvz/BU1OTjIyMoKZmZkYF/hfqTtxuzXdidut6//E2N2J263pTtxuXXeecbemO3G7Nd25V29Nd+J2a/o7cfvfmnzc0R3d0R3d0R3d0R3d0R3d0f//6P+MdOuO7uiO7uiO7uiO7uiO7uiO/r9ed5KPO7qjO7qjO7qjO7qjO7qjO5oW3Uk+7uiO7uiO7uiO7uiO7uiO7mhadHs2af6i/k9cuIE7y3G3qjtxuzXdWY67Nd2J263pTtxuXXeecbemO3G7Nd25V29Nd+J2a/o7cfvfmnz09vb+H4sag9uHabsTt1vTnbjduv5Pjt2duN2a7sTt1nXnGXdruhO3W9Ode/XWdCdut6a/Erf/rcmHnp4eAGfOnKGxsZHR0VE6OjoYGRnhySefxM7OjrS0NPr7+wkLC8PMzIyenh7q6+upqqpCrVbz9NNP89tvvzE0NERQUBAWFhZcuHCBpUuX4uHhQVJSEhYWFuTn56NSqVAoFIyNjaFQKDA3N0cmk7F3714CAgJwd3cnNTVVuLHm5ubi7e1NQ0MDKSkp9PT0MGfOHJqbm5kxYwY1NTVERETQ09ODtrY2MpmMmpoaMjIyuOuuu8T3u11xKykpobi4GAcHBwIDAzEyMuL48eNoa2tz48YNnn32Werr69HT02N8fJzS0lI2bdqESqXi8uXLDAwMMDg4KDJVDw8Pjh49yrZt2zAzM6Ozs5ObN29SWlqKRCJh7dq1yOVyVCoVCQkJGBkZERUVha2tLfn5+Rw9epTHHnuMM2fO4Ovry8jICFpaWkxOTtLd3c3MmTNpbW1leHiY+Ph4tLS0aGhoYGBgADc3N5KSkrj77rtve9wuXbokTBY1Jj5eXl5cvXoVJycnrKys0NXVpbGxkYmJCQICAujv7+e3336ju7uboaEhAgMDcXR0RKlU4ubmxvbt23n33Xf55Zdf0NPTQ0dHh6GhIQwNDVm+fDlnzpxhxYoV/Prrr8Ik0MHBAYVCwcmTJ1m7di2pqalERkbi6OhIUVER169fZ2BggJkzZxIfH89rr73G3XffjaOjI/X19TQ1NTFnzhzMzc0xMTG5bXH7H2O3b98+1Go15ubmeHh4EBoaytDQELm5ueTm5rJ48WKsra2pqamhqKhIxOr8+fO8++67FBcXU15eTl1dHVZWVjz22GMcOXKEtrY2fH19KS4uxsbGBisrK/r7++ns7OTRRx+lo6ODzs5OLC0tUavVVFVVUVdXh5aWFm5ubuzYsYNly5ZhZGTE2NgYEokEuVxOe3s7Pj4+wsXV2dkZExMTSkpKyMvL48UXX5yWuLW0tIjf++TkJENDQygUCt5//33uvvtuxsfHcXBwYHBwkPz8fEpLS3nkkUfYt28fmzdv5sSJE6jVaoKCgoRDeUtLCz/++COFhYVs27YNZ2dnUlNTOX78uIjtzp07iY2NFUakvr6+VFdX09DQQGBgIG+99RYLFizAwcGBzMxMSktLiYyMxN7enpycHCwsLBgZGUFfXx9fX1/c3d1pbGzEw8NjWuKmUCgYGRnh119/pb+/n7i4OHbu3El0dDQuLi4cP34cX19fbGxskMlkGBsb8/vvv2NkZMTExARhYWH4+fkB/3le3rhxA6lUyvLly5HL5ZSVlZGZmcnQ0BBKpZLe3l6MjIxoaGhg7ty5SKVSYRIZEhLCnj178PHxISsri7fffhtbW1tGR0cpLS3l+PHjODg4kJSUxLvvvsvQ0BCFhYU0NTVhZmZGeHg4qamp3Hvvvbf9Gff555/j5uaGtbU1jY2NtLS08Mwzz9DZ2cnvv/9OXFwcEolEuNXb2NgwOjrK/v37CQkJITMzExcXF1auXElQUBBlZWW0tLTg4OBAcnKyuO+MjIxobW2lqamJkJAQ3nnnHd555x1OnDjB+Pg4UVFReHl5cfz4cSIjIwkMDMTU1JRvv/2W6upq5HI5crmcpUuX8umnnxIWFkZRURHz588nICAAQ0NDLC0tKS4uxt7e/rbHraamhpSUFJqbm3F0dGTmzJlMTU1hZWXFtWvXCAwMJDs7G1dXV4KDgxkdHcXQ0JDjx49z7tw5nnrqKVpbW9HR0cHHxwelUklDQwNtbW0MDAzQ39+PTCajo6ODgoICzM3N6erqYuPGjezZs4dFixZhb29PaWkp58+fx8TEhICAAHR1dZmamhLPMRcXFx5++GF27NjBo48+SlFREWlpadjY2KClpcXExARLliyhv78ffX39ablXjx07hp2dHeXl5VRVVWFra8uSJUvYv38/Dg4OLFy4kPHxcVJTU+nt7WXGjBmcO3eO5cuXMzU1hZGREfX19eTm5mJgYMCjjz7Kli1b+Oijjzh37hyGhoY4OzvT3NzMlStXMDAwwM/Pj9bWVlavXo1KpWJkZAQjIyNMTExEvI8dO8arr75KUlIS1dXVGBsb4+zszOzZszl9+jT19fUMDg7i7e2NtbU1RkZGeHl5MTU1NS1x09LSoq+vj97eXkxNTXF2dmZkZIT+/n4GBwe5cuUKLS0tWFhY4OHhgampKadPn0atVrNlyxZycnLw9fXF2tqaoaEhWlpa2LVrF/fffz83btxgYGAAtVqNRCLBw8ODhQsXcu3aNSoqKpg/fz6XL1/GzMxMxN/b21u8k3744QesrKzE876iooLW1lZxn0ZGRmJhYUFRURHZ2dkEBwcTHR39l+L2l5OPM2fOkJOTQ3h4OIsWLQL+0zb66quvOHHiBFNTU6xYsYJt27YhkUj+0mdqWk0WFhZ4enqSkJBASUkJsbGxeHh4UF5ejo6ODlKpFJVKJQ51vb29lJaWYmVlxf79+4U7sLGxMbq6ulRUVDA0NERXVxf+/v788MMP2NraMm/ePAwMDLhx4wajo6MEBASgVCr55ptvSExMREtLC29vb15//XW0tbXR0tKirq6OhoYGtLS0cHV1Ff+fyspKUlJSUCqVmJub09fXR2VlJbW1tSLwt6uVpvnc4eFhUlNTaWxsFAeE7u5uoqOjkclkHDp0iKCgICYmJigrK6O0tJT09HRkMhn19fVIJBK6urqwsbHB09OTyclJKioqOHToEBs3bmRychJDQ0M8PDxQKpXo6Ohw48YNJiYmMDMzQ6lUUl5eTnp6OlNTU9ja2qJWq5HL5eLn0dFR6urqqKmpQUtLC2NjY7y9vbGyskKtVqOrq4uuri7j4+NERERMS9wkEgkSiYTU1FR6enpwc3NjbGyMkZERampqaGhoYHR0FPjPS3lychIAQ0NDZDKZcGStr69HW1sbbW1t1q5dy8jICCEhIejp6ZGVlYVEIsHX15fLly9ja2tLXl4epqamFBUVIZfL0dPTo6OjA29vb1QqFa6urvj7+9PW1kZ1dTWVlZWMjo6KG7yjo0O4g2tra2Nra0tbWxsTExOYmJjc1tat5rPVajUmJiZUVVUxMjJCaGio+L2amZnR399PXl6euHY0v18DAwN+/fVXIiIiKCsro6KiAqVSyY4dO1Cr1YSGhiKTyejs7MTZ2RmZTEZjYyPXr1/H2NiY2bNnY2hoyMjICIBw/b18+TIAYWFh6OjoUFxcTHd3N8PDw3R1dWFoaMicOXM4ffo0GRkZbNy4kdHRUYqLiwkKCvqv73Y746avr8/NmzcZGxvDwsICMzMzGhsbiYiI4MSJE6xbt47m5mbx8vT19SUkJIRLly5haWmJXC4nPz8fc3NzGhoaOHz4ML6+vjg5OWFgYIBCoSA3N5empiZ8fHxISUlh3759ZGVl0dnZSVBQEJ2dnSQnJ9Pb24u2tjaGhoYMDw9z9epVzMzMaGlpYWJiAiMjI0JDQ9m5cyd333031tbWJCcnU11dTWBgIAqFYtriduHCBQoLCxkeHhaHufj4eEZHRzl69ChDQ0M4OzsjlUoZHh7Gzs4OHx8fjh49io2NDdbW1ri4uJCVlcWZM2doaGjgoYceIjMzUyQY1tbWlJWV0dzcTEhICFNTUwQEBHDt2jUkEgkWFhZ4eXmJa27p0qWYm5ujVqtJSEjAz88PNzc3zMzMSE9PZ9asWcKxOzMzE6lUir29Pf39/TQ0NNzW2Gk+t7+/H7lcjre3N319faSnp2NqakpOTg66urpkZWUJ12kXFxcUCgWBgYG8++67xMfHY2xsTE5ODn19fVRVVWFqakpHRwcpKSno6uqiUCgoKiqir68PAEdHRzIyMrC1teXAgQPU1dURHBxMT08Pu3fvpr+/n+7ubhwcHNi+fTvGxsZER0ejVqtpaWkRRT9/f3/Mzc2ZmJggJSWFtrY2Jicn0dfX5/7777/tcTM3NycjI4Ompib6+vowMjISz97x8XEaGxupqqrCxMSEvr4+GhsbaWtr4/Tp0ygUCiwsLMjNzWVgYAATExO0tLQ4f/48fX193HPPPZw8eZKMjAwGBwcxNjZm1qxZpKWlUV9fz+TkJNnZ2VhZWWFhYUFVVRVjY2P09vYil8uxt7dHqVSiVqspKSlhx44d/Pnnn4SHhxMZGcnExATd3d3U19czPj6Ovr4+KpUKfX39ablXOzo6hLu7mZkZnp6e9PX1kZubS1hYGOfPn8fBwYHh4WEGBgbIz88nJSWFxx57TDzHFQqFSPjPnDmDn58f9fX1zJs3j6KiIoyMjLC3t0ehUJCTk4O+vj729vZUVlbi7u5OcXExqamp6Onpoa+vj52dHVFRUWRlZTExMYGTkxP9/f3cuHEDOzs7CgsLqa+vx8nJCSMjI7S1tamqqqK+vp74+PhpiZuBgYF4fg0NDVFfX8+lS5eorKzks88+o6ioiJs3b2Jqaopareb48eOYmJjg7+9PY2MjCoWCxsZGDAwMcHR0pKqqitraWsbHx3F2dqavrw+5XE5LSwsNDQ3Y2dnR0tKCh4cHly5dori4GBcXF9zd3VEoFFRUVFBSUoK3tzfl5eWYmZlRWVlJV1cXMpmMlJQU/P39sbW1RSaTcfPmTbKzszE0NCQgIOC/vtv/2+//V4K0Y8cOEhISkEql7Nu3j08++YSJiQmefPJJdu3axcqVK/noo48wMzPjxx9//Nu/BKVSiVwux9nZGScnJ/T09FCr1eJic3Z2FlWrwsJCKisrUalUGBgYMDk5iZOTEwqFgs7OTlpbW5k1axb5+flkZGRQXFzM+Pg4lpaW4nCuCZKenp6ojGouyJ6eHqysrGhubqa0tJTq6mqys7NF4EdHRykoKGBwcFB0EJKSkigpKaG6upqUlBRxQLrd6unpQU9PD2NjY8bHx+ns7MTY2JioqCgcHBzo6emhpqaG6upq+vv7sbe3R61Wc+LECQoLC5kxYwZ6enro6upiZWVFQ0MD5ubmXL16lVOnTtHc3IyJiQkODg7IZDLUajUVFRWUlZWxfPlyIiMjRYekuroaExMTysrKcHZ2xtDQkLGxMbq7uxkfHycsLAxHR0f8/f1xdXUlLy+Prq4u9PT0GBkZoba2FmNj42mJ2/DwMDdv3hQPno6ODmQyGTY2NpSVldHb20tFRQXj4+MYGhpSWVmJnZ0dFhYWrFu3Dnd3d0xMTNDX18fAwACZTMa8efOYmJhAoVCIKoSNjQ0eHh5oaWnR1NTE8PAwERER/5dEYfbs2Tg6OorKjVqtRkdHBzs7O1xcXADIzMxk7dq1dHR0AGBkZERXVxdlZWUYGRlNS9wAXF1d0dXVxc7ODrlcLl50wcHBLF26FIlEQmZmJpmZmQwODuLo6Ehvby9z585lcHCQ/v5+UTV1cHAgLS0NZ2dnmpqa0NfXp7W1lZ6eHiQSCdbW1jg5OVFdXU1PTw/6+voiIXNycsLNzY3Q0FBUKpW45jXdtKamJszNzampqREH+KGhIaqrq2lsbBSV/OlSd3c3N2/e5Pr165SVlTE6Osro6ChSqZSqqipCQkIYGhpidHQUa2trTE1NuXnzJgsXLmRiYoLo6GjRkejo6ODQoUNIJBKGh4fx8/PDwsKC4eFhJicnUSqV2Nvbc+DAAebMmSOeo11dXeTl5aFWq7Gzs6O7uxtXV1fMzc3F89fW1pb+/n5aW1sZGRnBwsKC+fPnY2NjQ2FhIUlJSbdtDOH/TpOTk+Tl5WFmZoaFhQWZmZkMDw9TW1tLRkYGCoUCfX196uvrKS8vRyqVEh4eTlxcHKGhoaJLVlRURH19Pebm5gQEBIjDtbW1NY6OjmhrazM8PExsbCx2dnYYGxtTW1tLfn4+1tbW+Pv7MzQ0xOLFi5FKpaxZs4bOzk5yc3NJS0ujsbGR0NBQgoKCiIiIoK6uDoVCgZeXF1FRUYSHh9Pd3S2KGrdbBgYGdHR00NTUhFQqxcHBgX379tHZ2Ym2tjbl5eVoa2szOTnJxMQESqWS6upqDA0NaWxsxMHBgVmzZjE+Ps65c+dobW2lvLycgYEBcd8MDQ2Jg6RKpcLIyAi5XE5SUhIODg6YmZnR29uLVCrFyMgIqVRKUVGR6EDa2dlhbm5OeHg4VlZWrFq1SlxzVlZW2NjYoFAo6O/vp7KyclriNj4+jkKhICgoCHt7e1pbW8nKymL//v04OztjZGTE+Pg4ExMTDA0N0dDQQH9/vyhmKhQK+vr6aG1tRaVS0dDQwNTUFK2trXh5eTE6OkpTUxOmpqasWLGCuLg47rnnHq5fv46XlxdyuZzm5mYqKyvR1dXFxMSE1tZWysrKMDQ0ZN68ecTExDA2NkZSUhJxcXEYGhpibm6Onp4evb29NDc309PTg6GhIRYWFtMSNwAPDw8qKipEJys0NJSuri4CAwPx8PAgJyeHnJwclEolXl5e4gyir6/PwMAA5ubmSKVSXFxcCAwMZGBggPvuu4+amhrUajW9vb2UlJSIc4qdnR3j4+PiPu/s7ERXVxcLCwtR+BoaGiI+Pp5z586RmZlJX18fFhYWeHt7Y2xszNjYGGFhYcTExODr68vU1BRpaWmcOnVq2uJWV1dHX18fDQ0NFBQUUFpaytDQEDdu3ECtVtPR0SG6u5rkd8GCBSxZsoSrV6/i4OBAXV0dubm5NDQ0kJubi7W1NRMTE9TX1+Pn54e9vT1SqRRtbW1R6BwdHcXW1pb4+HhCQ0Oxs7MTMc3NzWVycpKpqSkmJiZobW0V00adnZ3i+aE5ExoaGjJr1ix6enr+8vf+S8lHQ0MDu3bt4h//+Ae7d+/G1NSUhx9+mJSUFN544w1efvllYmNj2bJlCzo6On87+BKJhJqaGvGwbm1t5dixY+Tk5ODg4ICBgQEAAwMD9PX1oauri5ubG62trbzxxhs888wzGBgYcP36dW7evImtrS1paWkYGRlx6dIlXFxc6Ovr4/Lly6SkpDA4OEhERAQFBQWkpaWxbNky4uPjxfjI4sWLxU3u6+uLnZ0do6Oj1NfX09bWRnFxMVZWVgQEBNDS0sK1a9doamrCzc1NtB2nQ83NzURGRhIREYGDgwM2NjZYWloyMDDAoUOH8PHxobW1lcHBQfz9/Zk5cyZeXl6i9RsdHY1cLqe6upqkpCTRBnZwcCAxMZHm5mbUajW5ubkcOXKEgYEBFixYIF5oQ0ND+Pv7i5fU0NAQ5eXldHR00NPTQ3FxMVeuXKGiooLZs2ezadMmgoODMTQ05Ny5c7S3tyORSOjp6aGsrIwjR45MS9yKi4s5f/68qIyePHkSiUSCnZ0d1dXVjI2NYWJigp2dHSYmJtTX14sDmaOjIw0NDXR3d9Pf38/IyAiWlpZcunQJLS0tdu/ejVqtFjOPEomEVatW8ccffyCRSHB3dycoKAh9fX3Gx8dxcXFhcnISW1tbcnJyKCsrw8nJCT8/P5ydnQkODsbExIRdu3axZs0aTExMsLGxEV2vvr4+9PX1pyVuAPb29vT19REQEEBYWBidnZ0AWFlZIZfLcXBwwM3NjeHhYcrKyujq6qKyshIPDw8efvhhtLS0kMvluLu7i2t27ty57Nq1i8LCQtRqNWNjYwDI5XIWL17MypUraW1tFSMe/f39DA8Po1KpiI6Opq2tjaKiIhQKhTh0BgcH89RTTwGwa9cuwsLCCAoKoqqqivHxcWJjY6d13ra5uZm+vj6GhoYYGxvD2NgYT09Pbt68ibOzs0hW7e3tMTAwoLCwkBMnTogxl97eXry8vHB2dkZXVxd7e3u8vLzYtWsXXV1dNDc3i85AYWEh3t7ehIWFsXHjRuRyOUNDQwwNDTE5OYmxsTEBAQFUV1czNTVFcHAwd911F8uWLUOhUHDt2jUOHTpES0sL5eXllJSUiEPT6dOnKS4unra4xcbGsmLFCvz8/NDV1aWkpITDhw9TVFRESEgIWlpaXLlyheTkZDE+oVQque+++1i3bh0XL17k1KlT1NfXY2lpiYeHB+np6SxduhQTExOkUimdnZ10dnYyPj5ORUUFFy9e5I8//qC1tZW6ujrRSRsZGSEmJob9+/cjl8vp7+/H39+fsbExUlJSkMvlPPDAA1y9epWioiK8vb1ZuHAhMTExmJmZUVtbK67t2y09PT127drFN998Q0FBASYmJuzYsQN7e3suXryIlpYWCxYsIDQ0VBSKdu7cyeTkJBkZGXR2dhIREcHs2bOxsrJicHCQpKQk1qxZg4ODAy0tLfj5+bF48WJkMhnl5eXce++9aGlpYWNjQ2RkJPX19XR3d/Paa69hYmJCWFgY586dY968eQwPD3Pjxg0KCgowNjbGx8cHX19fMjIyOH36NAYGBsycOZOZM2cye/Zs7OzspiVuQ0NDzJw5k7CwMKytrdHR0aG8vJyGhgY8PDyYO3cu2traDA0NMTU1xeDgIC4uLtx7772iMDA1NYWOjg49PT2oVCrRbZ2cnBTF1BkzZhAREUFeXh5BQUHk5ORgYmKCj48Pvb29pKWlUVdXx8jICPb29piZmaFQKNDR0cHIyAgHBwf8/f15++23CQ4OJiMjg3//+9+kp6cDYGxsTGdnJ4aGhtMSN4CQkBCcnJyIjIzE3d2d+vp62tvbCQ4OZnh4mPDwcPT19XF3dycyMhKJRML9999PX18f4eHhBAUFUVdXh1qtJiYmhtmzZ2NmZkZXV5foXJ87d45Tp06Rn5/P2NgYdnZ2GBgY0NTUxNWrV9HS0mLt2rU88cQTREVF0dfXR3t7O2NjY+Tm5pKcnExXVxfx8fH4+Phga2vLmjVrGB0dZWBggN7eXlEonC719PTQ1dVFcXExaWlptLa2Ehsby8yZM6mrqyM1NZWQkBCMjIxoaWkhKioKd3d3pqamqK+vp7GxEV1dXdra2jh79izXrl3DyMiIrKwsrl69CkBeXp5IYBMTE1myZAl1dXVERESwceNGlixZgkQiITExkZGREQYHB9HV1WVsbIyenh7GxsZEEm1jY0N5eTl5eXmoVCq8vb2ZNWsWpqamJCYm/uXv/ZfGrpycnP7rZzs7OzIyMlizZg333nvvX4/y/wv19PTg5eVFSkoKjo6O3HXXXXz//ffo6Ojg6+vLs88+y+bNm3F1daWuro7m5maioqIoKSlheHiYmJgYzp49S3d3N2q1mvPnz2NmZsa9997L6tWr2bBhA2ZmZtxzzz0EBQVx9OhRfvvtNwwMDFixYgWOjo7/D+beMrjLq23fPeLu7u5KEkKCJIEQ3K04FCjeQgUrBQoFipUWKKW4W9FgCU4gISQhAiHu7u6+P3SyZr+z94enz7ub/V9fOjDTML8rv/tea13XeR4nJSUlqKurs3r1agoKCli3bh1r165l3bp1fPHFF0yaNIn6+npu3rzJ9u3bOXbsGMePH+fTp09kZ2eL6cGiRYsoKyv7X9fkP10tLS2Ul5cLnaeDgwPffvstkydPpqysDDs7OwC6urro7u7m4cOHXL9+nebmZqSkpLC1tRWd5gULFnDw4EHU1dVZunQp0tLS3Lp1i8TERCwtLWlubmbevHm8f/+eVatWsXTpUqF5vXbtGpKSkpw+fZro6Gjy8vKYMWOGGLM6OzuLyUDvjVtCQgJzc3McHR1JT0/n6dOnfVIzY2NjcnNzkZaWRltbG0lJSV6/fs3MmTO5cOECCQkJKCsriw7JkiVLWLJkCVVVVWRlZTFp0iQePXrE06dPiYyMJCEhQYx9GxoaxEREUlKSzs5Onj59yuTJk1m/fj2///47ZmZm5OTk8PLlS5KTk/ntt98oLi7mwYMHxMfHo6CgQEpKCmFhYcyfP5/PP/8cZWVlrl69yoQJE/jzzz8pKyvD39+f7u5u9u7dy86dO/ukdrW1tfj4+BAdHU1mZibjxo0jJiYGZWVloqOjRUfd2NhYdOpzcnKws7Ojrq5ObErV1dVUVVVRWlpKXFwc/fv35+HDhwQFBeHm5oaamhqKiork5OQwbNgwbt68SUREBE5OTpSUlBAbG0tJSQn3798X/7aBgQH6+vqMHTsWaWlp8vPzUVFRwcbGBhsbG3788UfevXuHiooKampqhIaG4uvr2yd109fXR19fn6amJkxNTTE1NaW1tZUJEyaQkJBAR0cHY8eOpa2tjcTERDQ1NTExMeHXX3/l2rVrzJs3j/z8fAwNDRk3bhxHjhyhrKyMfv36MXbsWDZu3IihoSHy8vKUl5djbGzMqVOnuH//PmpqasKXlZubi76+PtHR0YwcOZL9+/djZGRET08P2tra2Nra0tXVxahRo3j69Cnnzp3jzJkzyMrKMnDgQBwdHblw4UKffd+io6MJCgoCoK2tDXt7e0pLSzl79iwrVqwgNjaWyMhI3N3d8fb2FofBIUOG8PbtW9Fh75XOLl++nN27d6Onp4esrCz37t0THVNZWVlevnzJvXv3ePLkCQsWLEBaWpqnT5/S3t6On58fT548ISMjg/r6enEBNjMzw9LSUkzrnzx5whdffMG9e/fIycnB0NAQKysrtLW18fHx6ZO6jRw5UjT0GhsbefnyJY6OjoKss23bNuLi4mhoaEBZWZn3798zcOBAMjIy2L59O2vXruXDhw/Mnj2bJUuWcPfuXZSVlbGysuLt27cYGhpiYWFBdXW18GiePHmS3377jYMHD6KkpISqqira2tq0t7cTERHB/PnzxYWxqKgIExMTqqur2b17N2VlZfTv3x9PT0/k5eWJjIzk7NmzREdHo66uLiS5//Zyc3NDQ0ODJ0+eiO9MYmIi06ZNY/fu3SxcuBBbW1tkZWW5f/8+x48fR19fn2vXriEnJ8fChQtZvXo1DQ0NnDp1CmVlZT777DNxSOzV4Ovo6CAnJ8f9+/fFd8LNzY3k5GRUVVXp16+fkGPp6enh6uqKtbU1RUVFGBkZsX79etra2mhqaqKsrIxly5ahqKiIrq4uAQEBmJqacvLkSdTV1Zk6dWqf1E5NTY2FCxfS1NTE3bt3uXHjBvr6+uTl5fHzzz8zadIk0tLSUFFREQ03bW1tvvrqK0aOHMnp06exsbFBSUmJqKgoTExM2LZtG/X19fz8889s27aN/Px8hgwZgru7O3v27BGT48TERBQUFLCxsaG2tpZXr15RUFDAiRMnaG5u5vDhwwQHB9PY2Iiuri6vXr3CwcGBtWvXoqWlxffff09KSgpubm54eXkJeWRfLHt7exoaGnB2dqauro4HDx7Q0NDAV199RU9PD1OmTCE+Ph5PT08OHDhAW1sbZ8+eJSEhgaqqKqKiopgwYQJRUVG8ePGCRYsW8fXXX+Pu7s6CBQsoLy9HTk6OQYMGoaioyN27d/H392fTpk388MMPzJ07l7q6OiIiImhubmbw4MHo6elRW1tLTU0NmpqayMvL09PTg5aWFv7+/pSVleHp6UlTUxPu7u5ERUVx6tQp+vXr9x9/7v/o8lFcXExNTQ0aGho8evSIrVu30r9/f1pbWykoKMDExASArKws0tLS/nHxL1y4QHh4OAsXLsTJyYng4GCmTJlCcnIydnZ27N27l/T0dK5fv05iYiLy8vIMGjSICRMmcPPmTWpqaoTfwtXVVRxieg2X3t7etLS08OjRI7Zs2UJFRQVycnJ4eXmRn5/P/PnzmTFjBtHR0Xz++edISkqyfv16mpqa2L17N5KSkjQ1NVFbW0tGRgaLFi2irq4OX19fMYHR0dHBwMCAyMhIwsPD/9H46b9dCQkJxMXF8eWXXyIjI8OJEyeYMWMGMjIyvHjxgp9//pmbN28SGhpKa2srfn5+rF69GllZWfz8/Ni3bx/R0dGUl5czcOBAHBwc8PT0ZOfOnSQlJWFnZyc0y4sWLaK8vJyUlBRmzJjBuHHjkJeX58KFC1RXV+Ph4cHDhw8ZOXIkz5494/jx48jLy6Ourk5paSk7duxg6tSpFBUVUVhYyJUrV4RJLDo6mrS0NO7cuSMMkP/mCgwMJCQkhPfv32NlZYWUlBRVVVWEhoayf/9+tmzZwldffcXAgQNpa2sjPj4eNTU1VqxYgbm5Obdv3yYlJUV0Mbu6uli4cCHnzp1j5syZbNiwgS+++AJNTU12795NUlISBgYGmJqa4u/vz507d5g7dy7nzp2jra2NgwcP8vr1a968eUNgYCBPnjwhLi5OXFwyMzN5+PAh8+bN48aNGzQ2NuLt7Y2trS3BwcGsWrXqX6/Z/712lZWVNDY20tDQQGpqKgoKChw6dIjJkyfT0NCAhYUFzs7OeHh40NTUxIIFC7C2tsba2pp58+bR0dGBra0tAwcORFZWlq6uLjZt2sTPP/+Mvb094eHh3L17F1lZWTo6OjA1NaW8vBwDAwNu3rxJTk4Orq6uLF68GCUlJRwcHHj48CGPHj0S+nyA4OBgmpqamDhxojC129raYmVlRXt7+7+GUPx/W1JSUsyePZsLFy7w7NkzFBQUUFVVFRtOZWUlXV1dxMXF8erVK1paWpgwYQJhYWEoKyszceJE4WMrKCgQGukJEybw+++/U1FRwejRo7G2tkZfX5+qqioCAwMZPHgww4cPZ8KECSgqKlJXV4eMjAyTJ0/m06dPhIaGoqOjw9KlS6msrCQwMBA/Pz/ev38v/F3Xrl3D1taWoqIiUlNTOXToEA0NDX1St4KCApKTk8XGOHXqVL755hs8PDxYuXIlu3btYvjw4aKG2dnZdHd3M3PmTJSUlPDy8uLEiRMoKipib2/Pjz/+yKlTp9i0aRMDBgygsrKSAQMGYG5uTk9PD5KSknz8+JGlS5cydOhQtLS0UFZWprGxkWvXrqGiosKnT59wc3OjX79+fPjwga6uLrS0tOjs7KS1tZUxY8bw4cMHzp49y+jRoyksLOTevXvs27cPBwcHqqur//W6hYSEsH//fvT19fn48SP9+/dHX1+fW7duiY5xr6G5tbWVnTt3YmRkxIMHD1i9ejW1tbUMHDgQdXV1CgsLhYegV37dO0V/+fIlOTk5dHR0cPnyZcaOHYuRkRGDBw/G3d2d5uZmqqur0dHRYdq0aUybNo179+6xfv16hgwZgoKCAsuXL+fnn39m3LhxWFtbc+LECWJjY5GWlmb58uWsW7eOixcv/us1A5CVleXKlSskJibi6enJoEGDqK6uRlZWVsjmlixZQn19PVeuXEFLS4utW7eycuVKysvL6enpYfv27cIsrKmpyQ8//ICTkxPjx4/nzp07xMbG8vjxY1JSUnBwcODZs2csWLCAmpoaAcSQk5Nj3LhxGBsbU1dXx61btzh37pyQRaqrqzN79mzevXvH9u3b6ezsxMzMDAsLCzQ1NampqeHWrVuMGzeuT+oGEBERwdWrV5k0aRKOjo6YmpqSk5PD8ePHeffuHQEBAUhLS4vufHt7u/i9/vzzz/T09PDq1StxWY+LixN1DAkJ4ZtvvsHKygpJSUmio6PR1tZmw4YN/P7775w7d44DBw5QV1dHVlYWDx48oLCwECcnJ968ecOkSZOAv32brq6uuLm5cfHiRTIyMvD29hbSJGdnZzw9Pft08tHY2Mgvv/yCg4ODaIY9ffqUKVOm0NzczN69ezl8+DAuLi6UlZUhKSnJqFGjWLNmDQUFBUyZMoWioiLGjRvHnDlzOHDgAIaGhvzwww/k5OQwfvx4rl27xu+//46CggIXL14kPT2dCxcuEBUVhZOTE7m5uairq3P58mUuXrxIRUUFU6ZMYeTIkURERFBZWYmPjw/Lli3jyZMnnD9/nvHjx7Nr1y4MDAyoqKggJSXlHymf/qPdd/r06UycOJHW1lbq6+vx8fHh999/p7KykgULFqCmpkZ3dzfFxcWcOHHiHxd/7dq1eHh48OrVK3Jycpg6dSoNDQ2cOHGC+/fvk5SUxM2bNzExMWHcuHHExcUxatQogoKCWLFiBStXruTTp0/MmjULHx8fAgMDWb16NQ8fPuT+/fusWLGCPXv2oKqqyqlTp1i4cCGjR49m+fLldHR0IC0tTW5uLpWVlcjJyREVFcWXX37JiRMnsLOzQ1VVlezsbN6/f09xcTE7duzgwIED5Obm8vDhQ4qKiqioqMDCwoJff/0VLS2tPrl86Ovrs3nzZrS0tDAzM2Pt2rV0dHTw6dMnQSQZMWKEOOA3NTURGhqKh4cHjx49EmZ0W1tbvL29efnypTg0fvXVVyxbtoy5c+diaWnJihUr0NTUZMuWLXh4eGBqaoqSkhJTpkwhJiaGp0+fUl9fz7Fjx5CSkhJyh14toK+vL4aGhsjJyfHjjz/S0tKCpaUls2fPJigoiF27dvHmzRtcXV3/9bqZm5szf/58DAwM0NDQQF5enrKyMgYMGICuri6fPn3i5cuXtLa2YmZmhqurK+7u7tTX1/Pu3TsyMzMxMDDAyMiItrY2rKys8PLyIjMzk4MHD+Lv78+xY8fQ19dnzJgxGBsbk5eXh6mpqdBy9l4KXV1dUVBQoLKyktDQUM6dO8eGDRs4ceIEkpKSvHv3jtOnT+Pu7s7169fZsWMH8+bNIzQ0lNu3b3PixAkOHz7cZ90tGRkZ3NzceP36NRUVFfTr148DBw6QlJREbm4uO3bs4Ny5c5w+fRoDAwMcHR3x8/OjsbERbW1tnj17RlBQEFZWVlRUVJCfn8/27duZP38+33//PZ2dnXz77bdMnTqV7OxsTExMKCsr4/79+2zbtg09PT0xCn706JG4xOXn5yMtLc3KlSuJj4/nxYsXrF+/XrybVq5cyejRo7G1tUVZWVnoYvtq1dXVYWZmxqBBg2hra8Pb25vu7m527tzJH3/8QU5ODiEhITx69AgTExOuXLlCVVUVw4YNY/jw4bx48YJXr16Rn5+PhIQEBgYGPH78GCUlJTHyPnHiBHFxcQQGBhIUFIStrS0aGhqEhISQl5fH9OnTUVNTY9WqVZw8eZKIiAh27dpFU1MTU6dOFRIGDQ0NfvvtN+Li4li8eLHwi2lpaREbG8t3333Htm3b+qRufn5+bNmyBTs7O3FYffHiBQEBAVy4cIH+/fsLSZa5uTlz587lwIEDyMrK8uuvv2Jubo6NjQ3m5uZ4enrS1dVFUFAQf/75J7du3cLAwAAFBQVSU1Opq6tj7dq1lJSUMHfuXDZu3IiKigrr16/n4sWLuLu7Y29vzxdffMHVq1fZsGEDhw8fRkJCgszMTNzc3Ni4cSNycnLcvn2bW7dusX//fm7fvi1M75WVlYK+9W+uw4cPs2XLFhQUFPDw8MDPzw83NzfU1dX54osvaGho4LvvvuPChQs8efKEL7/8knv37nHu3DnS09Pp6Ojg3bt35OTkoK2tTWNjIyoqKkyfPp3Q0FBBhOyVXezcuVNQmR4/fiwaCcOHD8fc3BxLS0skJSWRl5fnzp07gqzz/v173rx5Q0VFBW5ubqxcuZKvvvqK1tZWzM3N8fLyYsKECUKK82+v3bt3k56eLihRI0eOpKOjgzVr1jBjxgx27tzJt99+y3fffUdgYCDZ2dmMHTuWmJgYSktLWbp0KZ2dnejp6YlpWFtbG1OmTOH777/n4MGDzJo1i5EjR7Jz507k5eW5evUqz58/R0ZGhvv379PQ0ICpqSljx47ljz/+4Ny5c1RVVTFlyhQePXqEvLw8Xl5eqKioMHr0aDo7O4Ucsaqqinfv3lFWVsbkyZP7bLIL4OvrS3x8PGfPnsXe3p7p06ezf/9+goOD2bhxI3/88Qfp6emoqqoKWp23tzdZWVmiuVxVVYWqqirl5eWcOnUKZ2dnTExMiI6OpqSkhDFjxlBaWsqzZ8/Ys2cPwcHBzJgxg1evXqGpqUlKSgpZWVm4u7szcOBANm/ezNChQ7l58yZJSUlCPt9LtZs1axYrVqygsrKSYcOG0dzczI0bN1iwYEGf1e3mzZuMHj0aKysriouLMTIyYtu2bWzfvp3ly5fj6enJ119/jZ2dnaANpqWlcfnyZZycnFBWVmb69OmUlpYSERHBy5cvWbp0KXl5eaioqBAcHExYWBiOjo7Mnj2blpYWVq1axZMnT8jOzubx48fY2dnR0NDA7NmzWbhwoWic9vouo6KiiIyM5NSpU5w8eZKnT59iaGhIeXk5eXl52NrasnnzZry9vf/jz/0fXT7s7e0JDg4mNjYWLS0tMVpRVlbmwYMHhISE0NLSgp+fH6ampv+4+C0tLSgrKxMQEEBaWhr79u0jMDCQ5uZm9u/fz/79+wkKCuLYsWP8+uuvApX49ddf093dzaRJkxg6dCgODg7Y2tpy4sQJXr16hZ+fH5s2bWLatGnY2toKY2Gv1OH7779HQ0MDBQUFYdZqaGhgx44d3LhxAysrK44dO4alpSWVlZW8ffuW1tZWSktLMTc35+DBg6SlpTF69GhBRjhz5gzt7e19ssHMnj2brq4uysvLiY+PJzc3F29vb6Kjo7G0tKStrY3z588TERFBWVkZRUVF/P777/j6+rJ48WIuX77M6NGj+fTpExcvXkRKSornz58TFhbGhg0b0NbW5s6dO8jIyGBnZ0dWVhZfffUVQ4YMwczMjNzcXIHQ/frrrwF48OABBw4cEPjiESNGMHjwYHp6evj222/Ztm0bI0aMIDY2lhcvXlBdXY2KigoaGhpoaGj86zUD+OWXX3j37h2LFy9GRUWFxMRE8vLyGDZsGAYGBly8eJG8vDzU1NTo6uri8uXLREdHU1NTg7y8PHp6ekycOJGIiAjCwsKYNWsW3377LXp6esyfP5+IiAh8fX0ZNmwYsrKyxMTEEB8fT0tLC0lJSWzfvp3m5mbu3r3L7t278fDwYM2aNUIm4u7uLgzSUlJSnDt3DiUlJU6ePEl7ezuampqMGDGC5uZmVq9e/Y9Gnf/blZCQgJGREeXl5SQmJtLd3Y2vry+//fYbGRkZ2NnZsX79elpaWpCXl6ejowMFBQWCg4MxNTVl7ty5SEpK4uLigrq6Ora2tsTExJCZmcnLly/5448/cHd3Z8CAAejo6JCXl4e3tzerVq2irKyMrKwszMzM6O7u5tSpU/z55594enqyd+9evv32W+7evUtQUBD+/v4kJSWxatUqoqOj+fDhA8eOHePUqVPEx8czefJk5s2bR3Nzc5/Uzc3NjWfPnpGeni7oaUuWLCE6Oprw8HBu3LghjK41NTUsXbqUo0ePkp+fj4+PDwoKCmIcnpuby969e5kzZw5nzpxhw4YNmJqaChJhbW0tmzdvxs/Pj+TkZDo6OmhsbOTixYtUVlYSHByMnp4eixYtIjU1FTU1Nd6/f4+Wlhaurq44OTmJicD9+/eZMWMGDg4OFBYW4uvri76+fp/UDP7u4PdKAUxNTbl//z7u7u4cPnyYuXPn0t3dTWNjIy0tLaiqqqKqqoqsrCzPnz9n27Zt9O/fH1lZWR49esSZM2eQk5Pjp59+Yt68eRgYGAgsp7OzMyUlJUydOpUjR44QExPD7Nmz2bhxI0uXLmX69OlUVVXx119/UVpaiouLC+PGjWPHjh2MGzeOyZMn8/jxY2RlZXF2dmb48OFYWVlhbW3NsmXLCAgIIC8vj8DAQEpLS//1uoWFhVFVVYW3tzdSUlLExsbi5ubGkSNH2Lx5M7GxsWzYsIFRo0axZMkSDh48yOXLl3F0dOTBgwfIyckxffp0JCUlyczMREdHh/DwcCwsLEhPTycoKAg5OTmKi4uFHKQXq66rq4uPjw9eXl4MHjyYrq4uHj9+zIoVK0hOTmbatGmsXbuWoUOH0r9/fwoKCvDx8UFXV1eAUpYtW0ZFRQUnTpwgLS2Nw4cP/+s1g7+pdBs2bMDW1paOjg5ev37NixcvePbsGbdu3WLdunUkJSWJjIYRI0Ywf/58vvnmG9rb2zlx4gQmJiZYWFgIZKyenh52dnakpaUJCM7AgQPZsmUL+fn5hISE0NDQwMOHD6moqMDb25uenh6OHz+OmpqaMJd//PhRSJSvXr2Kvr4+R48excLCghs3blBXV8fr168BsLW1paqqirKyMpydnfukdklJSfT09DBs2DDk5OR4/vw5ysrKYjr/9ddfk52dTXNzM6mpqRw5cgRlZWV+/fVXvv/+e1asWMGtW7e4dOkSRkZGPH36FBkZGdatW4e3tzefffYZlpaWNDU1YW9vT1hYGI8fP8bf35/w8HA2bNhAaWkpN27c4P3792zevJnDhw9TVlYmIhcaGhpITExk2LBhKCgoCJO2q6srmZmZ2NnZ4efnx8GDB9m+fXuf1M3S0lL4kSsqKigrK2PkyJH4+vqydetW5s6dy08//cS9e/coKiri+++/Z9SoUTx//pzp06ezd+9ePDw8uHTpEklJSezatYucnBy8vLzYsWOHkDKnpqZy+vRpLC0t8ff3x9bWFnt7ezQ0NNDR0cHc3Bw7OzsKCgrYsmULx44dE5aL3vfjy5cvOX36tPBBm5ub8+zZM1xdXbGwsGDHjh3/sST3P9YdaGhoMHz48P/H3ysqKv6vu67Ozs5YW1vz7NkzysrK8PX1pbCwkEuXLpGZmSmID9ra2nz++ecEBgZSX18vEiKjoqIoKSkhOzubDx8+UFZWJpCVhw4d4tOnTygoKJCens6zZ88YOXIkGhoavHjxgvT0dL777jva29tJT0/HxsYGa2trJCUlaW5uFjrFXqSjkZER4eHhFBYWsmDBAhITE6murqa+vh53d3fGjRuHq6srXV1d/6ua/CerF80mKSmJtbU18vLyrF69mr179xIWFoaDgwNeXl5YW1sDUFZWxs6dO/nxxx/Zs2cP6urqyMvLo6+vj4qKCkpKSvj4+KCmpsbWrVu5e/cukpKSKCsrC+OWqqoqzc3NTJ48maNHj5KWlkZERATKysrMnTsXKSkpPD09mTNnDjdu3KC1tRUNDQ2qqqpYs2YNJSUl5OXl4ePjQ0tLC9LS0piYmPDixQvBkf+3l5ubG5MnT0ZSUpLnz58TExPDxIkTRVZKSEgI/fr1w9TUFGVlZTw8PEhOTubevXucOnWK5ORkgfkbPHgwjx8/ZvLkybi5ufH999/j6elJSUkJR48excDAgNGjRwtCWHh4OBcvXiQoKIjZs2djbW2NlJQUampqjBgxgo8fP6KkpCQY5QMGDEBWVpbvvvuOkpISMXrNysqitLSUcePG9ampsKmpiQMHDuDo6Ej//v0JCwtj/PjxFBUVcfv2bVRVVWlvb0dHR0dkClRWVvLDDz9w6tQpysvLefz4MaamphgZGbFr1y5xAOn1FmhqahIVFcVvv/2GrKwshYWFhISEsGnTJtzc3EhPT6e1tZWxY8diaWmJn58f27dvZ+HChejp6REeHk56ejqurq7s27eP7Oxszpw5w3fffcfnn39ORUUFHR0dImukL5aZmRnl5eXk5+djamqKnp4ewcHB9OvXDx8fH/bs2SOQmrq6uvj5+dHR0YGXlxdHjhzB2dlZXADq6+uZN28eQ4cOZc+ePbS2tqKnpyeyOU6ePElHRwfjx49n6dKljBo1iiNHjuDh4YGamhrffvstOjo6eHh4CHDE9OnTcXV1paioiOvXr9O/f3+0tLTo6OjA0tISJSUlEhMTOXPmDPb29mzcuLFP6hYVFUVLS4sw7JeWlqKurk5iYiL37t1DX1+fefPmCfiDoqIiY8aMEdkMx48fp6CggIKCAjQ0NJg0aRI6OjoEBASIC/Lbt2+Ji4vD1dWVZcuWce7cOUaMGCEOkKqqqigrKwtJ6NChQ/n555+ZOXMmRkZG1NbWkpuby+jRozEyMuLXX3/FyclJTN0MDAxwcHAQ8s6+WMnJySQmJlJWVoa+vj4NDQ2EhITg5OSEnp4ed+/epbS0lL/++gtjY2NcXFyQl5dn/fr1LFiwgPT0dOzs7NDT00NRUZHXr1+zc+dO1q1bx+zZs2lubuazzz5j3LhxdHd3IyUlha6uLqtXr6a+vp5+/fpRWFjIr7/+SltbG9999x0NDQ3U1NRgY2Mjpmjl5eVMnz6dO3fu4OHhQWVlJd7e3sTHx5OdnY2pqSm6uro8ePCANWvW/Ot165Vyf/jwASkpKcLCwqitreX+/fv4+flx4MABMbVNT0/H3t6esWPHoq6ujrm5OX/++SempqZYWlqSnZ1NZGQkXl5ebN26lVevXjFu3Dg+ffrEx48fSUlJYfbs2YImWlpaiqKioniHVlZWkpuby4EDB3Bzc6OlpQU1NTW0tbUZMmQIHh4e3Lx5E3t7e6HNB8jIyEBZWZn169eTmpr6r9esd5WWlqKsrCx+b7NmzeL169c8f/6cp0+f8vr1a8aMGcOgQYOQlJTEzc1NXFbnz5+PlpYWjo6OFBQUiEyPiooKIbNatGgRb968EVJ/BwcHbGxscHNzY9CgQYSHh6OhocG4cePE5K7X/9va2oqlpSW6urqYmpoyYMAAWltbSUxMxNnZWRDXeglnNTU1fVY3V1dX8vPzUVBQYPjw4WhpaZGQkMCxY8eYP38+r169Ql5enuLiYhITE3nw4AF6enp8+PABW1tbysrKuHjxIhoaGqxdu5Zz586xZcsW4VuVlpbG3t4eMzMzOjo6kJeX5+DBg3z48IHw8HDWrl2Ljo4OGRkZvHz5ko6ODqysrIS9olfabGFhwfnz53n16hXe3t5ERkayYMECRo0axbt377h48SLz5s37jz/3/68hg70rNDRUGB21tbWxs7MTdISnT59SXV1NQ0OD+MKZmJhw7949hgwZQnR0NMrKymhoaKCrq4uVlRUyMjI8ePBA4FETEhJwcnLCyckJdXV17t69S0NDAxMmTOD9+/e4u7uTm5tLfn4+ampqNDc3Y21tzc2bN4WXw8bGhpqaGiQkJEhISEBdXZ1Pnz4Bf1/ASktLef78ORkZGVhbW6Ompvav1+3ly5doa2ujqamJlpaWQB0+e/aMjIwMFBQUhA/Gx8eHuro6Ojo6kJSUpL29na6uLsrKyoiLi6Ojo0OM5N+/f4+UlBTFxcWCAtPa2kpPTw87d+5k7dq1aGpqMnToUBQVFYmLi+PBgwdkZ2dTWVmJo6MjLS0tjBgxgra2Np4+fUpbWxvFxcVoamoKU6i2tjbm5uaoq6vj4eHRJ1I1QByMlZWVUVRURE9PDycnJ6KiooiJiSE4OBhNTU2MjY1RVFSkoaGBqqoqRo8ezZMnT0hMTGT8+PF0dHQQGxtLXV0dP/30E9ra2nh6elJYWCh+Jy0tLTQ0NLBx40Z6enoICQnB1dWVyspKQc95+PAheXl5SEpKYmBgwNu3b1FSUhIEqdraWnp6eoC/pXbV1dUoKSlhaWnJu3fv2Lx5M52dnX1Suzdv3qCuri4CjSwtLVFWViY1NZVx48Zx/vx5fH19MTAwoKmpiezsbKZPn05eXh5aWlpISkpib2+PiooKNTU1uLq60traiq6uLgMGDCA4OJjExERKSkpE0JmxsTEtLS2cO3eOzs5OgSnu9YMYGxtjZWWFsbExkZGRlJaWoqqqSmZmJo2NjXz69ImAgADu3r1LQEAAdXV1PHnyROTN9MVKSEgAYPDgwfTr1w81NTWuXbuGp6cnp06dYsSIETg4OCAnJ0djYyMlJSVs3ryZgIAAGhsbcXNzQ1dXl5qaGmpqaqivrycvLw9DQ0NGjBiBqqoqaWlphIaGiqyPK1euICsrK4haGhoa1NfXIyMjQ01NDd3d3cyePRsJCQmcnJzIy8vj7du3AmIhLy8vqCiPHj2itLSUoKAgVFRU+qRm8LefSlpamvDwcLq7u0Uuib29vejUhYWFUVlZiZGRkfhvXV0dOjo6JCQkkJOTg62tLba2tnz48AELCwsUFRUZPnw4VVVVgurX3NxMU1MTycnJAsGrpKREcnIy+fn5NDQ0oKioiLW1Nfv27UNNTU3ARVRUVERo7YwZM5CTkxNhkjIyMpSWlhIaGoqVlRXDhg371+uWn5+Pubm5mD5KSUlRX19PYmIily5dIjw8nKCgIOrr60lLS0NBQQF9fX28vLxISkoiLy+PwsJCuru7aWhoQE5OjqdPn2Jra4ukpKR4R/ZeWq5du0ZgYCA5OTn09PTg6uqKlJSUCGCMjY1l5syZBAcHM3fuXBHQV1paiqysLBMmTKCkpESQ3Hrxqs7Ozujo6HD9+vV/vWbwd65Ma2sr6enpgnbm5OSEtbU1qamp4nsXGxtLbW2t6PhqaGjQ1dXFhAkTSEpKoqKiAmNjYwYOHCiCak+fPo2cnBxycnLY29vT3d3NlStX8Pb2JicnhwkTJlBVVSWmeMuXL6e1tZX4+HhcXV2RkJCgra0NBwcHrK2tycvLE/v2mzdv0NHREWjjlpYWbt++3WdTD0DQl3qfE2VlZdEwi4iIwNzcHGNjY5qamkhNTSUlJQVpaWk+fPiAsrIyLS0t/+MCdu7cOdLS0ujfv78g7TU3N6OoqEhXV5fYH+Xl5Xn//r2YyEtISKCtrU13dzfOzs6EhoYKUEnvRfncuXNMnDiR9vZ2Jk6cSG1tLdra2lRUVIjcuL5acnJyTJw4kXfv3lFcXIyJiQmGhoaMHDmSuro66uvrkZKSYuDAgbS2tvL8+XMRPNvR0UFZWRlGRkYCSa2trc2TJ08oKipi6tSpvHv3DgArKyt0dXWFOqC7u1vg6OPi4sRF1dvbGz8/P7Zt20Z1dTW6urpUV1cLxUdtbS3Z2dmiudKbw9Qra/1P1/8Rl49e/r+0tDQyMjLiC1ZVVYWenh5xcXHA3+zy3nCnkpIS5OXlSU1NFRpIU1NT1NTUBM7T0NCQu3fvik5yXV2dyPtITU3F2dkZU1NTVFRUqKioEBjfiooKuru76ezs5MGDB2Lik5eXh4KCAhMmTAD+1r9LSUmhp6eHgoKC6GxmZ2f3iRSmq6sLVVVVAJGm7ePjQ3p6OiYmJqSmpvLx40eUlZVxdXVFUVGRKVOmcOvWLdzc3GhqakJOTg4dHR3Bca6urubdu3fU1NSQkZFBZWUlNTU1NDU14ezsjJqaGvLy8rx69YoZM2aITSQ+Pp6bN2/i5+cnphsTJkwgIyODe/fuUV9fL/DEvr6+IrSptbUVRUVFLCwsSExM/NdrBn8jXJOTk6mtraW9vV104Y8cOSLCGhUVFSkoKBBo0vz8fBwdHXn79q14GTQ2NlJcXIyEhAR6enq8e/cOIyMjpKSkUFBQQFlZmba2Np4/f87EiROxtrYW1JKGhgYUFBRQUVEhNjYWWVlZrK2tMTU15cWLF5SXl4vwx96DYG8ablVVFRISEkhKSpKWloaJiQk5OTl9UjsNDQ1kZWUpKSkR0IZPnz4hISGBqqoqL168QFpamubmZhoaGnB3dxfQgdraWgwMDFBWVqa9vR1VVVUCAwPJysoSaenHjx8XIV0yMjK4urpiZ2eHq6srBQUFQsrS1NTEhw8fBGKxl57W662xtLTkzJkzFBQUoK2tTf/+/QkJCUFeXl6Ebval56OoqEhkk+jo6JCfn4+ioiKGhoZcuHCBgIAAvL29UVVV5d27d9y4cUPIjby8vGhoaBAhWL0HEllZWdHFe/ToER8/fkRCQoJBgwbh4OBATU0NQ4cOJTw8nIEDB1JaWkpKSorIrdDW1gb+ztLozSpqbGxk+PDhREZG0traSn5+vki11dPTw97evs9yjAARjlVUVISxsTGurq6CL5+ZmUlLSwupqanU19fT3d3Nx48fxeWsvr4eOTk5HBwcGD58OBoaGuzatUvIrHR0dDA0NMTY2JiEhATi4+PJy8vDysqKzs5OXr58yejRo5GQkKCwsFDgjHtR6zExMcjIyAjPVklJCY8fP8bR0RFVVVU+fvxIW1sb0tLS4kCWkZHRJ5eP3gwoBwcHEdpWW1tLc3MzBQUFqKiooKuri4WFBZKSkhQWFv6PBktJSYnInen1RRYXFwslQGdnJ+np6dTU1KCgoMDz588FQlxPT4+amhqsrKwYPHgwsrKyhISEMHfuXOrr6+nfv7+gNDU1NdHe3o6SkhL19fWMHDmSmpoadHR0UFZWFsGOvfvcv73evXvHoEGDaGxspKqqChcXF/z9/fHz8+PPP/9k4MCBdHd3Y2FhgYyMDJaWlhQXF9Pa2oqWlpbIlugNI25tbSU7O5uYmBjCw8OFhK2XfhYXF4eysjIyMjL069eP9+/fU15ejrKyMmPGjBF7S3l5OS0tLTQ1NSErK0t9fT2xsbFUVFRQWFhIQkICPj4+ODo6oqKigrKyMlVVVX2iwOhdGhoa4hl1dnamra2NjIwM1q5dS2JiIpMmTSIvL4/o6GgSEhJIS0tDW1tbNDZ7GwG90++ioiJiYmL49ttvRUivnZ0dVlZWNDY28vHjR/r168fr16/JzMxEV1cXSUlJamtrBWHTwsICCQkJVFRUxN6krKzMq1evCAoK4uPHj6xZs4aPHz+Sn59PSkoKpaWlBAYG9lndMjMzGTp0KFlZWURHRyMpKUlgYCB5eXnistTY2Ii1tTUuLi48efIES0tLOjo6MDExoby8HDs7O0pKSsjNzWXAgAG8fv1ahCqmp6fT2dkppO1lZWWsWLGC169fM2HCBGpqamhubkZFRUWAOaSlpQkKCqK1tRUZGRkkJSVRUVFh4sSJpKamEhcXh4eHB/fu3SM9PR1vb28CAgKIjIz8jz/3/xGXj4EDB6KkpER5eTl1dXWCXGJubs7w4cP5448/UFRUxNLSEllZWYyMjHBxcSEzM1OEinl6eopgKDU1NaEtP3r0KHv37uXNmzdiRPnTTz9x5MgRYmNjGTp0KLW1tZSWlooNq3dz37t3L0+fPuX9+/fiQVJTU+PSpUuEhYUJskRvymZvJ+c/iZb//2L1fuaioiIqKyvR19dHS0sLS0tL+vXrJ4x9BQUFPHjwAHV1dQYPHsyLFy/YunUraWlp6Ojo4OTkRFVVFcHBwcK8pqioiJGRkQh56003Li0tZebMmcTGxvL8+XMxsuy9RCxfvpy9e/cybdo0gT6Wl5enpKSEVatWiY75zZs3efbsmQiimzhxYp+OOq2srPj06RM5OTl0d3cjIyNDZmYms2bNoquriyFDhvDp0yeRgqyrq0tERAQ6OjpYW1uTkZGBkpISQ4YMISUlhdzcXB4/foyuri5r167l6dOnFBUVoa+vz82bN4mKiuLNmzdMmDCBp0+fMmTIEGHQk5aWFjjFXjxsYmIihYWF2Nra0tzcTGtrq5CB9EoOFRQU8PHxITs7GwkJiT6p29SpU7l69SrFxcXY2tqKruTw4cP56quvMDc3Jy0tjbdv32JiYsJnn33GkSNH6N+/P+Hh4Zibm/P8+XMkJSWZPHkyRUVFDB48GCkpKV6+fElzc7OY8mhoaODl5UVxcTHDhg1DSkoKTU1NzM3NBXErKyuL+Ph4mpubhedLT09PXCADAwMpKCjg+vXrtLe3U1BQgJKSEnZ2dhgYGPRJzeBvyEFzczPd3d0iSMrU1JTq6moGDx4s5C+urq7k5OSQnp7O9u3b6erqYvz48Wzbtg0HBwdB/qqrq0NBQYHExETMzMy4evUqBgYG+Pn5oaWlhZqaGm5ubpSXl4sNpDcnSV5eHjs7O2xsbDh8+LDYcPv168f48eNxdnbG29ubM2fOcODAAQYMGMDy5cuRk5MTHHd3d/c+qZuenh6JiYkYGxsLqYmOjg6//vorMTExGBkZCTpNd3c3MTExJCYm4ubmRnh4OOrq6owfP55+/fqRm5uLjY0NDx48YOXKlYSEhDBt2jRkZWWpra0VfqYZM2bQ3d1NeHg4nZ2daGlpYWdnh7a2NvX19Vy/fp0NGzaQm5uLrq6u2D/i4uJ4/vw579+/F8+tjY0N+vr6SEhIsGDBAh49etQndWtra6OsrExIgiIjI8nJyWHEiBFMmTKFuLg4ioqKREOkuLiYmzdvMnnyZIyMjOjo6BBZRTk5OdTV1bFmzRoUFRWRl5fH39+fyMhIPn36RFVVFY2NjaiqqtLZ2YmTkxO3bt3C39+fESNGMGDAANLT04mJiREXsZcvXxIZGYmKigoBAQEkJCQwePBggoKCyMnJEVK/jx8/cufOHWxtbfukbg4ODgKDq6SkhLW1NVZWVkhISGBqaoqCgoLI3OmFX7x+/RopKSnmzp1LZGQkvr6+6OrqkpCQwMOHDwEoLy8nNzcXDQ0NmpubycjIoKmpiXnz5nHixAk8PDzEJbqxsVF4NKWlpXFzcyMuLo43b95gYGBAVlYWFRUVVFdXExERQWFhofDPubu7C6mcjIwMYWFhfVI3QChTNDU1hUKks7MTKysr9PX1aW9v5/nz5yQmJtLY2CgUK+7u7uTn5xMaGir2NQUFBWbNmoWSkhJ5eXlCDt8b4JuYmMjbt2+RkZHh06dPDBgwgJaWFszMzHB3d6e8vJzGxkbs7e3p378/165dQ11dHWtra2xsbKisrBTwl0WLFglpX0ZGBk5OTn0i/+5d6enp6OjoiGDEqKgoBg8ezJUrVzh+/DjJycm8ePGCvLw85OXlhSzL0dERJycn4uLiCA8PR05ODl9fX9zd3cXE9uzZsyIHrLi4GA0NDUaNGoWuri5//vknFy9eJCEhASsrK2RlZfn06ZN4961YsYLm5mbS0tKQlpYWOTOurq789ttvqKqq8ujRI0aPHo2zszN5eXn/6Bzyf8TlY+fOnSxZsoTU1FQ6OztZsWIFHz9+FGE0tra2KCkpiQlJd3c348ePZ+3atfzxxx8sXryYzMxMnJyccHd3x9PTk9zcXG7evMm+ffuwsrIiKysLe3t79PT0KC4uZuXKlbi7uxMXF8eqVasYO3YsL1++5M6dO+JQcvz4cfT09IT+ubGxEYAXL17w/Plznjx5wsmTJ3FyckJCQoKYmBgiIiLYvHkzhYWF/3rdnj17xvPnz/+HZ+P777/nwIEDhISEoKSkxMCBA8nNzeXq1avIy8ujpqaGk5MTn3/+OSoqKvTv3x9DQ0NKS0tJTExk9+7d7Nmzh6tXr9LY2MjTp08pLy8H4O7du8ybN4/4+HjWrVvHjz/+yLNnzzA1NcXNzY3FixejoaHB/PnzsbCw4OjRo1RXV+Pm5oarq6t4YWzfvp0rV66IRHhJSUm0tbWZOHHiv14zgP3796OmpsaoUaNwd3fn7t27ZGVlsWvXLr7++ms2btyIqqoqampqJCYm8vLlS3799VdKS0uZN2+ewBaPHTtWTIG+++47vvjiC2bMmEFzczOurq6iru7u7qiqqnLv3j1OnjyJiYkJ9vb2pKenC5Spqqoqy5YtE1heKSkprK2t8fX1RVpams2bN6OsrExISAjR0dGCUmZra8utW7eYNm1an9Tu6dOneHl5YWZmRkFBAffv30dbW5t58+aRkpLCunXrqK+vJzs7m+LiYh49eoS/vz8nT57k+++/58KFC0ICUlBQQHV1Nfn5+VRWVvLnn3/i4uLC6NGjqays5MOHD4SGhhIbG8vRo0e5ceMGJ0+eZPLkyQQEBGBhYUFsbCzTp0/n9evX1NfX09bWxrNnz7C1teXGjRtkZWUJ2Yyfnx/Z2dkUFBRgZ2fHiBEj+gR7Cn9PSXvleL2Nit5sop9//pmkpCR+//13nJ2dUVFRERjg1tZWAgICRGBWVVUVWlpaImumu7sbDw8Pxo8fT0ZGBmVlZcjJyREaGoqamhrFxcWUlZWRkZFBUFAQc+fOJSoqiu3bt6OgoMCff/7JgwcPBI2rtLSUQ4cO8fPPP3P79m3MzMyIj48XOUi9B6i+WhoaGixatIjS0lLCw8OJj49n/fr1LFu2DD8/PywsLCgpKSEyMpLc3Fwh6wsMDGTfvn1IS0tTUlJCWVkZ3d3d7Nu3j3nz5vHzzz8LH4aHhwc9PT1iwqGsrMzt27exsrLCwcGB58+f09nZydq1a4VRXVdXl87OTt68eYOVlRVmZmY8ePBATFaOHTvG6tWrkZOT4+PHj4SGhgKwbNmyPpFIVlRUMH78eLy8vIiJiSE7O5spU6Zw7do1Nm/ezO+//866detoaWnhwYMHtLe38/btW3R0dLCzs2PYsGE0NDRw/fp14uLiGDBggDiAtLW1sWPHDtra2ggICMDY2Jht27aRnJxMWVkZ0dHRVFdXU1RURH5+Prq6ukyZMgUFBQUMDAzYunUrampq+Pr6IikpybFjx/jqq68oLCxk9+7dnD17lqysLBISEgQW+r9B+P83q3///sjLywvplLy8PMnJyZiamlJcXIyzszMGBgacPn2a+vp6Tp06xfz58zl06JAgYXZ1dXHixAlu377N7Nmz0dfXZ//+/aioqLBo0SKGDBnC8+fPOXnyJHp6emzdupXm5ma2bt3Khg0bBLGypKQEfX19zp07x8mTJwkLC6OxsZGmpiaKi4v/B3xk5cqVvHr1iufPn2NtbY2fnx8xMTGEhobi6enZJ7VTUVGhvr6eqKgosrKyqKmpQUVFhblz54rJ1Y4dO0T4Z3h4OK2trbS2tpKQkCAoa01NTVRUVLBo0SI+++wzBgwYIAIpe/cbExMTvvzyS+7evYuHhwfDhg3j999/FyRKZ2dn1qxZw4YNGzAyMkJZWZkRI0ZgZGQkVBx//fUXvr6+BAcHU1RUREZGBkVFRULy98UXX/RJ3caMGcNff/0l3t/wd2xFc3Mz4eHhZGRkEBkZybNnz7Czs2PatGn4+voyYMAAbG1t+emnn/jrr7/Q1NRk8ODBFBYWEhkZSUFBAbq6umzcuJFLly7x119/8fr1az7//HM+fvzIpEmT2LhxI6Wlpfj4+GBoaEhycjKFhYWMGDGCuro6kpKSePbsGQ0NDejo6KCpqSlw79HR0eLPJ0+e5O3btwwYMIBBgwb9R5/7v7p8PH/+HAA7OzuMjY0JDQ3lxIkT6OnpsWXLFgwNDf/Rz+vVTE6bNk0kpNrZ2fHq1SvGjh3Lw4cP+e6775gwYQI9PT0i6dLc3JyysjJWr16NkpISGRkZvH//HicnJ5ydnQW1qVcnOWbMGAICAsjOzsbNzY2Ojg6BKktISKCtrY0tW7ZQWlpKfn4+p06dYtCgQUJHXV9fj4ODA6dPn2bBggWcPHmSiooKlixZgo6OjkBB3rhxo08Qd+3t7bS3t5OWloatrS1+fn7k5uZibGzMp0+f2LZtG4WFhfTr14+pU6dSWFjI+fPnmTJlipB4PH/+nK6uLiwtLXn16hX79+8nKSmJS5cuicuBpqYmS5cupaGhAX9/f7Kzs5kzZw55eXmsWbMGGxsb9u7dy5EjRxg8eDBycnJ8++23DB8+nKCgIDE6DwoK4ujRo0hLS3PhwgW0tbVRU1NDS0sLCwsLtmzZwpEjR/71uvn5+fHgwQP27duHiooKPj4+zJ8/n7a2NgoLCwkKCkJSUpL6+no0NTUFc1xDQwM1NTXa29uZM2cOkpKSnDx5Enl5ebZu3Yq5uTmrV68mPj6efv36iSycXu/C3Llz+frrrzlx4oTQcl68eBFNTU02bNhAfHw8/v7+1NbWMnz4cGxsbNiyZQtZWVmsW7eOK1euEBsbi42NDdnZ2WJj8ff3/9dr1rsqKirw8vIiNzeXtrY2Nm/ejJGRkbhU+vv7C4nQx48f2b59u5BK3b59m2+//Za//vqLp0+fIi8vz8yZM9m2bRsHDhxgzpw5LFu2jNu3bzN9+nTCwsLIzc3lhx9+ICMjAyMjI86cOUN4eDjBwcFYWVlRU1PDL7/8wl9//cUPP/yAh4cHgwYNQk1NjYyMDA4ePMi+ffsICQnhl19+oby8nKFDh2JqasqHDx/6rMO1b98+pk+fLp7Njx8/8uWXX2JhYcHmzZv57bffuHXrFo8fP6azs5NVq1Zx5MgRbt++zbp163B0dBRj8/r6ep4+fcqBAwdoaWlh4cKFBAUFUV1dTW5uLuXl5ZiZmfH27VuOHDnCrVu3hJctJSWF6upqxowZw8OHD4mMjGTYsGHExsby5s0bMjMz0dTURF1dnY6ODn7//Xf27NlDY2Mjfn5+BAUF0djY2GeXtqamJqSlpRk1ahQqKiokJydz8eJFfvjhB/F87tmzBxkZGWxtbSksLMTZ2ZlRo0axePFiVq1axbZt23jy5Anu7u6YmZlx/vx5Nm7cyOHDh6mqqkJZWRkzMzP8/f358ccfaWxs5IcffmDPnj2sXLmSESNGMGLECHJzc1m0aBGRkZEoKipy6NAhDA0NxURGU1NTNMD2799PSEiIONA7Ozvz7NkzDh061Ce5PDt37uTUqVPY2NhgZ2fHnDlzWLJkCd7e3vz4449CUjty5Eg8PT1JSkqitbWVpKQkfHx8aGtrw8jICFNTU5KTk+nu7sbd3Z1Xr16RlZWFnZ2dyI2pqKjg7NmzpKenk5ycjIKCAnPmzBHkHj09PXR0dPD09OTHH38kNDQUY2NjgoODefjwIYGBgcTExJCSkkJFRQVv377lxYsXODo6smnTJnEI64t1/fp1li1bhomJCTU1NcjIyLB06VLS09MJCAigtraW9+/fY2ZmhpycHNeuXcPGxoavv/6amzdv4ujoyLfffkt8fDzDhw/H0dGR58+f89lnn/HLL78QGhpKTU0N2traLFy4kNjYWK5cuUJZWRkTJkzg0qVLjBo1is8++4z09HR+//132traOHDgAMHBwRw6dEikqG/fvp2XL1+ipaWFvb09W7ZswdfXl5SUFLZu3SpUGX21Tp06xfLly7G3t8fS0hIvLy8eP37MN998g66uLosXL0ZXV5eGhgYCAwP5+uuvUVJSIj4+HlNTU7Zu3UpKSgrh4eHk5+cLbLqdnR2//fYbU6ZMwdjYmOLiYrEPnT17lqVLlyIhIYG/v78g8T158oSff/6ZtrY2dHR0yM7OJiUlBfg7c6myshI3NzdSUlLEmaWoqIj+/fsTFBSEnZ1dn0nWuru7WbhwIdnZ2aSmptLR0YGhoSEDBgzAzs6O0NBQ5syZQ3d3NwkJCYSEhODg4EB2djZLly5FTU2NHTt2iDDRa9eusW7dOjZs2MD+/fvZt28fhYWFTJw4kf79+5OYmMjYsWPR0NDg7t27uLm54e/vz5AhQ5CWlmb9+vWsWrVKoJAzMjJwd3dn4sSJdHV1ERUVxXfffceWLVv45Zdf0NPTIysrC1tb238UFP1fXT5+/PFHDh8+jLGxsdDk9QZZXbhw4R+TUAYOHMj169eJiIgQCZ1Hjx4Vybaenp5UVFSwbt060tLScHJyQltbm5SUFAYMGEBYWBhTp06lpaWF169fo6qqSlhYGEePHuX169dMnDgRX19fjIyMKCkp4fLlywwbNkxor3u55aWlpTQ3N7Nt2zaampoYNmwYWVlZDBkyBD09PaKiojh48CDTpk2jqqqK7u5uOjo6yMrKEl3cyZMnC7rUv71qa2vZsWMHaWlplJWVoaWlhYKCAgcPHkReXp6KigqR1FpaWkpycjIzZ85kwoQJfPz4kTNnzmBgYEBNTQ3v37/H0dGRixcvkpSURGBgIJ6enkyePJl+/frh7e1NTU0NY8eOZezYsZw7d04wsY8ePYq8vDxv3rxh+/btItm8sLBQmO16/Sa6urrIy8uL36OzszPZ2dksX768z+rWa1CePHkyLi4uvH79mu+++47169eL8MjPPvuMqqoqMjMzKS8v5+zZs3z69AlVVVX27dtHZ2cnOTk5ODg4UFVVJYIBDQwMuHPnDvfu3ePBgweoqakxc+ZMGhsbiY+P59dff0VNTY0rV67g5+fHypUrWblypdALJyYmistPRkYGgYGBaGho0NLSwrBhwzhw4ACVlZVitHr06NE+y/iAv/Gw5ubmhISEAH93pi9dukRcXBzR0dH4+/vT0tJCWloaampqbNq0ieHDhxMYGMjGjRtxdHREX19f4CcjIyPZunUre/fuZfHixQwZMoSysjI+ffokEns/fvzIrl272LBhA4sWLUJeXh4nJydiYmKYNWsWBw4cYOfOncydOxcZGRmys7NJSkrCyMgIOTk5JkyYwKFDh7h//z5v377lxo0brFy5kiFDhvRZUvfgwYMJDg7GyckJLy8v5s6dS3l5OdeuXcPPz4/u7m4WLVokWP+RkZEsXbqUyZMni67xmTNnsLCwYPbs2cyZMwdZWVkaGxv56quvePToEcOHDxd+osDAQFRVVRk/fjxHjhxBQ0ODrKws4O/0616t+tGjR6msrMTFxQUZGRmUlZUxNzcX3dp58+bRv39/pKSkSE5OJj09HUlJyT67tCUmJuLn58fJkyd5//49Dg4O/Pjjjxw/fhwVFRWSkpKYMmUKEhISKCsrM2vWLBQUFPj06RPLly+nrq6OX3/9FWVlZfFdmzlzJu/fvyc0NJSwsDBMTEzIzs4mODiYkydPsnfvXgBMTU1xd3cXl5onT57w2Wef8eWXX6Kuro6UlBTjx49HV1eXK1eu8PTpU9auXYu+vj6XL19m0qRJbN68WTzXEhIS/4gG879Ztra2rF+/HmVlZWEmT01NZcOGDejq6uLh4cGZM2fEXj1y5EgGDRrEvXv3ePz4MePGjSMqKgpFRUWmT59ORkYGVlZWKCgoUF1dTXd3N4GBgXh7e9PR0cG0adOYOnUqzs7OHDlyhEWLFpGens6TJ08IDw9n9erVTJw4ERcXFw4fPiw8EU5OTmhqavLgwQP69evH9OnTheFaQ0ODsLAwVqxYwfz583FxcfnX6/bFF18QHx9P//79sbKy4uDBg+zatQstLS0OHjwoMo7U1dXx8fGhurqaadOmoaamxh9//EFCQgK1tbU4OztjZWXFX3/9RXh4uJj0qKqq4uTkRGFhIadOnUJFRYWSkhIuXbrEypUraW5uxsnJia6uLqytrZkyZQrbt2+nX79+/Pnnn8THxwuv54oVK/j++++ZMGECNjY2HDt2jLlz5zJ16lSWL19OZmYmSUlJ/3rNepePjw+ZmZkoKSmhrq5OZ2cnkyZNYvny5fzxxx9kZmYiJSUlpHqmpqZ8/vnnpKSkEBUVRWdnJ6WlpVhYWCAtLU1lZSUVFRWcO3eOiooKmpubycrKIiYmRmCMX716RXV1NZqamuTl5XHt2jX09PREuGhvVtSMGTN48uQJ0tLSQpLe6+/dsGEDQ4cOJS8vDwcHBwwMDETAdV8sQ0NDjhw5goODA/7+/sTGxvL555/T3t5ORkYGra2tAo8eFBTE6NGjGTt2rCC8JiYmsnHjRtzd3fHx8eHChQvMnDmThw8fEhERQVBQEG/fviUiIoI3b97g6+vLoUOHSE1NxdzcnHnz5hEWFsbu3buxsrJi+fLldHV1MWvWLP766y9MTU0ZOnQoysrK/PLLL4wYMQIzMzOUlZWprq6mp6dHKIHmzJnzH3/u/+ryMX/+fPr160d3dzc7duzAzMyMX375BWlp6f8KJVhYWCi6Urm5uXz48AFvb2+GDh2Ks7MzqampvH37lqysLJSUlPD398fLy4urV69y4MAB1NTUuHHjBqWlpYL5rqmpiYyMDO/evSMmJgY/Pz9B2Zk8eTIGBgacOnWKJ0+eoKOjg4ODA2pqaiQnJ+Pt7c3jx4+FplpbW5ubN2/y+vVrfHx8WLx4MdLS0hw/fhxZWVkiIyPR19dHTk6OY8eO8ddff4n0639zTZ8+nYsXL1JTU4O+vj7R0dFcvXqV9vZ2GhsbaW9vZ+nSpejr66OmpsZXX32FlJQU8+bN48CBA+jr61NcXIy9vT1OTk789ddfbNmyheLiYsaOHYu3tze3bt2iuLgYVVVVbty4QWdnJ/fu3WP37t3iM/v6+qKoqEhraytDhgyhtLSUWbNm8eTJEzIyMsjLy6Onp4fvv/+erq4uDh06xKRJk1BTU6OzsxMXFxdmzZrFjBkz+sTM6uLigqWlpfBWvHv3Djs7O8EUb2hoQFpamtLSUtEdbG9vZ968eXh7eyMnJ8fr169FWJysrCxLliwhOTkZCQkJoqOjycjIwMTEBEdHR168eIGPjw+lpaVs2LCB9vZ2DA0NUVRU5M2bN9jY2DBx4kRCQ0PF4by8vJySkhJ0dHREynpRURFHjhyhoKCApqYm5OXlaWxs5NGjR30WitQ7Pv/w4QMvX74kJiaGAQMGYGBgwLhx4wgNDWXixImYm5tTUFBAaGgoycnJXL58mRUrVmBqaoqdnR1KSkooKSlx6tQp9PT00NXV5ciRIxgbGzNs2DA0NDSEEbVXF1xTU8OYMWPIy8ujvb0dLS0t3r9/z44dOwgICEBVVZXExEQsLCyEaXjTpk34+fmxY8cORo0aRUlJCY2NjWIS2lerqKiIKVOmYGFhgZycHJKSkmhqauLp6cnZs2f58OGDuMCZmJjw+eefk5aWxjfffMPVq1eZPXs2Q4cOFQFc58+fx93dHQkJCZYtW0ZBQQHPnz/nxYsXuLu7M3ToUF68eEFLSwvr16/n9OnTQs/s5ubGvn37OHLkCLt27cLa2pqKigo+++wzpkyZQnp6OnFxcSgoKPD48WPq6up49OgR9+/fR1FRke+//77P6lZfX8+hQ4dYvHgx3t7ehISEcPv2bcLCwnBxceHrr78mNDRUYD4LCgoAaGhoEJcLb29vBg4cSFVVFTU1NdTV1XH27Fna2tpobm5GR0cHLy8vnJ2defjwIenp6cjIyDBo0CByc3MxMjISGOOwsDB++uknmpubRRJweHg4tbW1LFy4kCtXrgjv0oYNG7h27ZoIK92/fz8PHjxg8uTJ/3rdVq9ejaWlJRkZGaioqLBixQrMzMwYMGAARkZG4oD35Zdf0t7ezpUrV9i0aRPW1tZYWloiLS2Nu7u7mJi9f/+ekJAQVFRUmDVrFgsWLEBXV1d4+M6ePcuIESM4duwYHh4emJmZ8f79e+zt7Vm4cKHI4GlqakJDQ4M//viDxsZG9PX1UVdXJygoiOjoaObOncvHjx+JiIgQeRhXrlzh1KlT/3rN4O9MM21tbe7fv09qaipDhgzh+vXrlJeX89dff3Hx4kVWr15NR0cHwcHBZGZm0q9fP+HTcHNzw8bGBhUVFbS1tcnPz6eqqko0i0pLS7l27Rq1tbVCQr5y5Uph0m5ubiYiIoLGxkamT59Odna2aLCOGzdOEJCys7Oprq6muLiY1atXk5qayowZM0hKSuLPP/9ESkpKEKG8vLz6pHZGRkYEBwfT09ODubk5hYWF6Orqsm7dOkJDQxk3bhzNzc1kZ2fT3t6OmZkZP/zwA3FxcQwfPpzx48ejpqZGY2MjGhoa+Pv7s2LFCqSkpARVs6SkhJ6eHhwdHcVF582bN3R0dBAZGUl6ejrZ2dkUFhZibGzM/v378fX15d69e5SXl2NgYEBeXh4A2dnZ5Ofnc+3aNZKTk5k3bx7FxcWEh4czdOjQPqkZwKVLl5g3bx6dnZ0kJCSQnJwsnqEpU6Zw+vRpampqMDY2prW1latXr6KqqsrZs2dpbW3l2bNnlJaWUl1djZycHGvWrOHSpUts3LiRdevWYWVlJRpSw4YNo6ysjG3btnHw4EEcHR2Rk5NDRkaGnp4eMjMzMTIyYs6cOezevZvdu3fz6tUrbt68iYyMDLKyspw+fZobN27wyy+/sHHjRubOncuMGTNwc3MjOzv7P/7c/9Xlo7m5mebmZo4fP05GRgbnz58XGuVeCtI/WcXFxcjIyKClpYWsrCzFxcWUlJQIk2lUVBSysrIMHTpUZG1cvXqVRYsWiRC8SZMmMXXqVLGJT5kyhfXr1yMnJ0d5eTmvX78W2k0pKSkOHz7M3r17CQkJQUtLi56eHlRVVRk0aBAlJSU8fH+CpPcAAQAASURBVPiQe/fuCexfV1cXnp6euLu7k5GRwa5duwST3MPDg/z8fK5evUpXVxdGRkbk5ub+N6X9R6unp4ehQ4dSWlpKRkYGnz59YtiwYYwbN47Kykru3r2Ln58f6urqvH37lm3btomclN6shvT0dPLz83F1dcXExITu7m5OnDjBpEmTMDQ0xN/fn7q6OmpqanBxcSEqKooHDx4wceJEGhsbiY6OBv4OyqmrqxMvxytXrggyVnl5ORoaGsLUefToUSQkJAgNDSUyMhItLS1sbGwoKSkRrPJ/cxUWFpKUlISamhoyMjKYm5vT1NRESUkJ9+7dY+zYsYLE1Jv4PGHCBKZPn86LFy94+fIlqqqqIi378ePHHD9+XNCXampqBHv9w4cPNDc3U19fL3wHCgoK1NfX097ejoeHB05OTmzbto3NmzcjLy+PpqYmqampSEpKYmFhIXCXz549w8PDAxMTE+Lj44mKikJHR4eSkpJ/vWa968SJE2L8Ky0tLfDCvdkl06ZNQ1dXl66uLkxNTQVtY+nSpVRXVxMZGYmysjJKSkrIysqybNkyjI2NBWRCWVmZu3fvYmhoyODBg9mzZw9r1qwhLCyMwsJC9PX1yc3Npa6uDk9PT4yNjTl58iRWVlacPXsWBwcHETY3bNgwqqqqUFdXZ/Xq1Vy5coUxY8bg7u4uzK99tTQ1NXFwcODt27eUlpYyZswY1NTURFAW/H3wWbBggcBjpqWliQPgkSNHUFdXR1tbm+rqaoYPH05PTw+tra2sWrUKW1tbjI2NKSgoIDExUUx/fHx8BGnL2NiYtrY28vPz6ejoQE5ODnd3d6Hj7+np4d27d1RXVxMVFYWBgQG3b98WptGBAwdSXV3NmTNn+kQ6BIhucGxsLNnZ2bi7u1NbW8vatWt5/Pgxq1atwtvbG2dnZ+Tl5SkoKCAtLY2qqir69+9PQkICpqamyMvLC4lVfn4+NTU1jB8/nlevXhESEsLgwYPx8fFBRkaG6upqjI2NuXLlCgoKCoSFhVFcXEx6ejrl5eUkJSVx8uRJdu7cSWdnJ46Ojjg6OlJfX8+PP/5IVlYWe/fuRVpamiVLltDa2srTp0/Fd7kvlrKyMrKyshgbGwsK5I0bN1ixYgUPHz7k5cuXqKioEBERIRoZ69at48KFC6SlpVFXV8eIESNobGwkOzubZcuWUVNTw7t37zh8+DBRUVHU19dTVlZGUlISY8eOJSkpCTs7O9zd3VFUVERSUpL09HQuXLggLkLnzp2jvb0ddXV1lJSUiIiIIDc3Fz8/P4qLi+no6MDT0xMfHx+RpZGbm8v8+fP7pG4fPnwgOjpaEPzU1dVpbm5m3bp1KCgoCJ9Pb2aLnJwc2tra/PTTT0hKSpKXl4ebmxuWlpbo6+szbdo0vL29xYRcTk6OmpoaQWMaNmwYubm5rFu3jgEDBhASEoK9vT2urq7ExsYiIyPDV199xYYNGwgNDRXyyoSEBAGeUFFRQVVVFV1dXcLCwujq6sLe3p64uLh/LIH/3yxra2smTJjAw4cPCQ8Pp6ioiDFjxqCkpIS9vT33798nJSWF8vJyDA0NefToEVJSUqLZq6GhQWtrq6CylZeXU11dzY4dO7hy5QqZmZl0d3djY2ODk5MTdnZ2IlPqp59+Yvbs2UhJSZGQkEBKSgrJycmcPn2au3fvisN7//79cXBwICcnB0NDQ3x9ffn1119JTk5m1KhRBAQE4OLiwoULF1iyZEmf1G3YsGGcO3eOuLg44eloaGhATU2Nfv36kZycjIaGBqWlpeJdrK2tTU5OjjDkOzo6IikpyY0bNyguLqaqqoovv/wSU1NThg0bhrq6OmlpaQQHB2Nra8u5c+coKCigsbEReXl5NDQ0kJGRISMjg4iICNzd3fHy8uLRo0fU1dVRUlKCrq4uy5cv588//6Sqqoo3b96Qk5PDr7/+ytSpUxk9evQ/kvn9V7vvoEGDmDhxIvX19WzdulXczC9evEhERMQ//nlaWlqUlpYKU1tMTAzDhw+ntbWVS5cuoaurKyRTycnJZGVlERsbi5eXF5999hmhoaEoKyvT09NDU1MTmpqaJCcnk5SUREdHB97e3uKg1BseV1FRgZmZGba2towYMQJlZWW6urqQkZEhOTmZoKAgCgsL0dHREf+vvLw89vb2NDU14ePjw4sXL0hNTaW9vR1JSUlsbW3p7Ozk+vXrDBgw4L8p7T9aGRkZaGhoMGTIEOzt7Xn37h21tbV4enqybds2Jk+eTFJSEvLy8igoKGBiYkJBQQFlZWX09PTg7u6OiYmJuHgpKysTHh4uTIgBAQGYm5sjJydHc3MzUVFRlJWViaDBmJgYWlpa0NbWprKyksLCQioqKoRvR05OTuRkJCYm4uPjw7lz52hraxOXGWtraxGe1FfEpvr6eurq6mhtbaWxsZGamhpmzJhBYmIi/fr1Q11dXdBD2traiI2NZcqUKcLUOmjQIGE6ra2tFZvuzZs3mTNnDikpKeKlX1JSwqRJk4iKimLmzJkCWdlLhklNTWX06NFUVVXh6upKe3s7dXV1qKurIykpiYKCAm5ubujr6xMVFSW6aEZGRgwePJj29nZcXV37pG7wN965oqICExMTpKSkaGtrIy8vDy8vL0JCQpgzZw4tLS1kZ2ejqKiIiYkJTU1NImit15vV09ODgYEBHh4eIlfiw4cP5OfnIykpibGxscAPP336lNzcXMaOHStC3XqRnlpaWoSEhHD06FFyc3Opra1lyJAhuLm5UVFRIS4ylpaWdHV1kZubi4KCgkCOent790nddHR0uHv3LlJSUkhKSorAt14UeFVVFVJSUkhISFBaWiqoXHp6egQEBBAbG4u+vr74zujr6+Pg4EBnZyeenp5UVlZiZWUlJKqXL19m3Lhx3L9/n3HjxmFqasrYsWOpqakhISGBrq4urly5wqRJk4Svq1cvnZubS09PD8nJySQkJAjghrq6OrW1teTn5/dJzeDvDCUpKSlUVFTQ0dFh6NChpKSkEBkZKbrlEhISQlrU0dGBjY0N+/btIy8vT0BKeglBvb647u5uAR8wMTFBRUWFjo4ObG1tUVdX5/fffycuLo6pU6eSk5NDfHw8tbW1AgOakJAg8iCkpaUxMjKiqqqKpqYmgUMFhDdGQkJChHr1xcStt2FRW1tLfX09LS0t5OXlMXr0aAwMDAQtzcDAAD09PSQkJIiPj8fQ0BAtLS2GDBlCU1MTeXl5yMrKoqenJxoi2tralJeXCwNqVVUVxsbGJCcn4+vrS2ZmJhERERQXF2NpaYmRkZGYJkVFRTF//nwkJSUFCEJDQ4OIiAiam5tJSkrC0tJSfNcqKyuRl5cX2T7/9nr//j0fPnygoqICOzs7LC0tiYqKwtramuLiYiZPnkxPTw9qamqoq6sTGxvL2LFjSU9P5+3bt8ycOVOgwCsrKwkMDBQyyiFDhtDZ2UlFRQXS0tIYGhpiYmKCtbU1x44dE3S6xsZG6uvrsbKyIi8vj6qqKmRlZQWhr9fz0NPTI7JXgoKCCAkJEZOO3j22L/cGZWVl4TnpVTQUFxcTGxtLcXGxwMjC3w3s4uJiPnz4ILxVsbGxKCgoYGlpSWtrK5KSklhZWREdHY29vb3IbSorKyM9PV3kfZSVlTF16lQMDQ3R09NDVlaWzMxMZGRkBEGstbUVOTk54fsYMGCAgBipqqpiY2NDe3s7Hz58QElJCVNT0z6rm56eHm5ubqJ52dnZiYODA69fvxbZadbW1qJpZ2lpKUIGez18vYRIdXV14avppfiZm5sL+IOMjIwgfcrJyVFQUEBhYSFFRUXCxykjI8O1a9eYNm2aaE4YGBigoaFBYWEhkydPZt++fYSFhWFtbU13dzeysrJoaWkhJyf3H6tX/qsnujf8LyoqitmzZwPg7+/PqVOnxC/3nywtLS2BoCstLaW7uxsvLy8ePHhARUXF/3gZ5eTkiBH7mzdvGDJkCKNGjUJfX5/09HQ+fvyIg4MD0dHRGBoa4uPjIxJcBw0aJHjIvV2ZwYMHExAQwNChQ3F3d0dWVlb8MnvH+GVlZairq2NkZERZWRmVlZWC0S8rK4u0tDQGBgb079+fwYMHU1RU9N+U9R+vXoyutrY2gYGBDBkyBF1dXdE18PLyIjY2lidPntDY2Ii7uzvNzc3ExcUhIyODsbExdnZ2SEpKistAb0bJ06dPxQG9qKiI7OxsFBQUhN8mMTGRyMhIkZOhoqJCW1sbt27d4s2bN7S0tIjUVXd3dxQUFGhqagIgLCyM9+/fIyEhITq2hYWFtLe390ndOjs7sbGxwdDQUAQbOTk5cf/+fXR0dES6bHd3NyoqKkhISNDa2sq1a9eoqKjAxcVFmNaamppoa2ujrq6O9PR0ioqKSE1NpaenBwsLC5ycnHB0dKStrQ1dXV3evn1LamqqGA03NzcjISGBpaUlaWlpSEhI8OnTJz58+CA6W/n5+QwdOhQrKyvq6uooKCigpqaGrq4u2traGDlyZJ/UDRBo03HjxhEQEICKigrFxcUYGhqKS62kpKSQYL59+xYFBQWqqqqwtbVFW1ubkpISEhISyMjIoLu7W2y2vb6YXj59a2srNjY2PHz4kM7OToyNjZGUlERXVxcXFxccHBxwdnZm4sSJvH79Wuh+ExMTycjI4NWrVwQHB+Pm5oacnByamppkZ2eTlZWFpKQkMjIyfVY3W1tb8vLy0NXVxcTEhOjoaF69egXApEmTUFVVRUpKirq6OlJTU0lOThbyl/b2dmG4bm1tRVVVFU1NTbS1tbG1tWXBggVoaGiI8EdFRUWam5upq6ujtrYWY2Njamtr0dTUxMDAgOrqauzt7SksLERSUhIpKSkKCwtFOFfvxREQh836+nrhf+rNB+mL1ZvVMWjQIIYOHSpIW9XV1UhLSzN27FjhP+mVUcnKyhIYGEhTUxM1NTW8fv2atLQ0gR9VVFQUBxJzc3MsLS1paWkhKiqKoqIidHV1RXOqNyzNyMgIBwcH+vXrh4qKCgMGDEBFRYX8/HzKysro7OykpKSEixcv8ubNG6ZOnYqmpiYfP34kOjpaNMH6yjhtZGSEqqoqcnJylJaWCqP4vXv3sLe3R0FBQdAkBw4cKNLuLS0t8fHxISAgAE1NTZGoXVpaipKSEh0dHeKy0SsdHDRoEE1NTUhKSlJeXk5VVRXl5eWoqanh4eGBi4sLlZWVpKWlISsri5mZGU5OTlhZWWFiYoKNjQ3a2toMHjyYp0+f8vz5c5EyXVJSgpKSErGxsX1St46ODtzd3bGyskJTUxM5OTlevnyJgYEBCgoKIphUQ0MDZWVlAHx9fSkvL6e8vBwTExOkpaUpKiqivLz8fwTVlpWVUV9fj7q6OsrKypSVlVFQUCD2Gvjb31pTU0NcXBwqKio0NDRw584dATrpPSQ2NjYKWdf79+9RV1cnNTWV7u5ukehdWlraJ/Lv3tXW1oaioiL6+voivyMyMpK8vDwRIN37buqdasTHxyMvL4+Ojo5AyfaieTs6OvDx8eHJkyfIysqioKCAmZkZUlJSxMTE8PHjRzo6OlBQUMDU1JSsrCyKioqQl5cXfq3GxkZxoLexsaG1tZWoqCgaGxuxsrJCQ0MDfX19Bg0ahJ6eHnl5eXz8+BElJaU+q1tVVRUaGhpYW1vT0dHBo0ePhD8jNDQUGxsbTE1NRZBud3c3Q4YMQVlZmcTERMrKypCXl8fW1hZfX1/8/f2ZMWMGBQUFSEhICHm2mpqaCLR8+PAhiYmJKCgo8OHDBwoKCpCXlxcJ8FFRUZSXl4t9XFtbGwMDAxHePWDAAPLz8/H392fq1Kmoq6vz4sWLf0Sl+6/bCVVVVcTHxwN/P7C3b9+mpaXlv/pZysrKuLi4kJKSQmpqqsBKPnz4kAULFuDp6SnwhFZWVgwZMkSMNSsqKhg6dCgWFhYC26mqqipuwcuWLSMrK0tkBCQkJHDmzBnKy8u5desWQ4YMESEuqqqqDBgwgFmzZgmTWG5urkAAS0pKcu/ePYKDg9m7dy8tLS14eXkxbdo0HB0dRZdm4cKF/21Z/9EKCgqisrJSdE3V1NQYO3YsTU1NrF27Vtxii4qKeP/+PdXV1SgqKoquX2lpKTdu3ODAgQNcuHBBpGy7uLhgY2ODl5cX1dXVXLp0ibt377JkyRJmz55NRkYGxcXFKCgoCHNZbzpzRkYGiYmJHD9+nNevX9Pc3Iy7uzvTpk3j+vXrODs709nZSXt7O2/evOH27ds8e/ZM5GL0xZKQkMDGxgZzc3MhDeqVD7x9+1aw7ZOSkkQS8vPnz1FSUhLY517ZU28CqK+vL66urly+fJmSkhIx+h41ahRZWVm4uLgIjGRNTY2gu/j5+dHW1oaFhQXh4eE0NDQQERHBX3/9RUhICCkpKVy5coWenh6++eYb7OzsaGxs5MWLF5w/f56kpKQ+u7QB1NTUiJGss7MzDg4O6OrqUlBQQP/+/VFUVERBQYHBgwfj4uLCq1evcHFxQVZWlpycHFJSUiguLiYyMpJr166JcDdJSUl8fX3R19enpKSEnJwcqqqqRNpsb0ft/fv3Aierrq6OvLw8n3/+Ofb29ujq6qKtrc2bN2/YtWuXyGmwt7fHwMAACwsL1NXVUVFRwcbGBh8fnz6rm62tLcOGDRMhlFJSUqSmpvL5558zYcIE4dHqrV9ra6sg7pw/f57hw4fT0NBAQ0MDfn5+TJ48GVNTU4YMGUJNTQ0GBgY0NDTw6NEjXr9+zapVq7hy5QrLly+nvb2dZ8+e8ezZM7KyspCRkRFQhQcPHuDo6Pg/OmNdXV10dnbi4+ODlpYWVVVVfPr0SXQ03dzc+qxu3d3d9O/fHx8fH1RUVHj//r0AjFy8eJGWlhYMDQ2pr68nJiaGuLg4Ll++zOzZszEyMkJXV5fs7GwRuHfv3j1UVVUJDw9HSkqKiRMn0t3dzYsXL3j27JnYXL/55htGjBjBp0+fROCWt7c3lpaWFBQUMG3aNLS0tASSW05OjtbWVjIzMwkODsbR0RFTU1N6enrEdHj8+PF9dqgZMmQIzs7OIjvD3NycvLw8zp07h62tLSUlJXR0dJCSksL9+/fJyMhg4cKFIqCzoKAAc3NzBgwYgKGhIW1tbTg6OpKXlyeyJ0pLS0lNTaWrq4tnz56hra1NcHAwdnZ2jBw5Eg8PD1RVVUXK+8WLF1FUVOT06dPIyMgwc+ZMxowZQ0NDA8uXL2fZsmU8ePBAyNzq6uooKyujoqKCzMzMPqlbv379WL58OQEBAcjKypKfn09eXp4I/UxISKCwsFBkO2lra5ORkcHs2bNZunQpysrKfPz4kYqKChQUFMRUfMWKFcTHx1NZWSmma1FRUaSlpfHVV1/x7t07wsPDUVZWRlNTU1z2FRQUiI2NxdramitXrnD+/HkSExORlpYWmV699D9bW1vhj+3u7qatrY0HDx70Sd3gbw9FUVERkpKSVFVV8fDhQzFNmzlzJrNmzRKyHHl5ecrKyrC3tycvL4/r169TWVlJc3MzNTU1pKWl8ejRI+HRu3TpEk1NTbi4uGBmZkZxcTHl5eX069cPY2Nj9u3bx7t370hOTqa+vl7I4efPn4+0tDSamppMnTqVKVOmCGS9lJQUSkpKhIeHc+3aNTo7O7G2tqatrU0AVfpipaamcuPGDXEGjY+P5+TJk5SWlqKtrc2oUaOQkpJCXl4eVVVVPn36xKdPnzA3N6d///5ISkoycOBABg8ejJaWFioqKvj5+XHv3j08PT1pbGwUOUnq6upcuHABFxcXEhMTxfTcysqKESNGYGlpSVNTEzY2Npw+fZpnz54RGRlJWVkZkpKSlJSU8OrVK1auXCkCWr28vGhqauLYsWO8ePHiP/7c/5Xs6v379yxfvhw7OzsuX76MjIwMAQEBbNiwga1bt/7jztjAgQP566+/6OzsxNXVVXwhvvjiCzZv3sylS5dE96W6uhp1dXWePHnC06dPSU9PZ+PGjUydOlW8sEpKSti5cyd+fn5oaGhQUVGBnp4empqadHV1MXbsWOBvNFy/fv1oaWnh1atXKCoqsmDBAqqqqmhra2PEiBFYW1sTFBREZGQkf/zxB6NHj6Zfv364u7tz4MABYfQCiImJ4fLlywJF/G8vZWVltLW1RULtixcvqK6u5rfffuPevXs0NzejoKAgEoF9fX2prq5GX1+fCRMm8OrVKxGgWFtby/Hjx+nu7iY0NJTZs2ejo6ODu7s79fX1REZGsnnzZnR1dXFzcyM9PR1LS0tsbW2prKzk/PnzGBkZYWhoKLrQHR0dPHv2jIyMDOzs7MjIyBCHrd6E25CQECIiIpgwYUKfhb6pqqry4MEDGhsbhZktPDycu3fv8uWXX4qNJywsjD/++INx48axa9cuzp49y+rVq4WBTllZGTc3N4yMjPjhhx/w8fFhz549JCQkcOTIEc6fP09gYCDjxo1jwoQJHDx4EB8fH6SlpRk9ejQaGhpCxhUQEICCgoLoFPVSwS5fvszEiRPZtWsXv/zyC2fPnqWnp4eZM2fy3XffUVJS0qeXj8jISOTk5EhISBBwCXNzc9atW4eTkxOrV6/m4cOHosOcmZlJfn4+EhISVFdXIyUlhYyMjDhQRkdHExUVRWpqKtbW1qxcuRIVFRXk5eWFz2XZsmUsXLiQ2bNnExAQQHp6Om/evBFdrI0bNzJlyhSKi4sZPnw4mZmZvH37lubmZiZNmkRYWBjTp09n0qRJXLx4kZiYGBoaGpg4caIYV//bKykpicePH9O/f39kZWVFCreLi4vI0+gde/dmU0hKSopx9i+//IKRkRHe3t5UVVUxd+5cDh8+zKNHjzh//jxeXl6kpaWhpaXF8uXLMTIyYsGCBbi7uzNs2DBKSkrw9vamra2NnJwc0tLSWLVqFRUVFXR3dzNixAjMzc2xtrbm6tWrwvMhLS2Np6cnOTk51NfXY2JigpWVVZ/UDODOnTuiGVBSUoK5uTnq6up89913uLm5oaurS0hICMHBwdTW1jJ06FDmz5/P8uXLqampEUSh5uZm0tPTMTU1JSYmBgkJCfbs2cPdu3cZNGiQIDilpqaipqYm/IC9QXBycnLcvHmTlpYWkSBsZGREQEAAKSkpvH79Gn19fV6/fs2JEye4f/++kHf6+fkxevRo9u/f3ydeQPjb15aRkYGzszPu7u4iB8rLywsVFRWWLl3KkSNHkJGRwcLCQoSgPn/+nPb2dpKTk3ny5AkuLi589tln1NbWcurUKY4cOcKZM2cICQlh4MCB1NbWsmfPHmxsbBgwYABHjhyhq6uLixcvAoipyhdffMHHjx85ePAgOjo6REVFCUxvdXW1mKz3HpRUVVVFaviQIUP+Kzn3f7MMDAyIi4sjIiKCzs5OBg8ezJo1a9izZw9FRUW0tbVRXV2NjY0Nvr6+5Ofn8+WXXxIWFsaxY8c4cOAAZmZmqKmpkZSUxM6dO1m/fj3jx4/HzMyM2NhYKisraWhoQFtbG3Nzc8zNzSkpKeHFixcMHTqUpUuX0tjYiJaWlrjoGxgYCNiEk5MThoaGPH36lIKCAnx8fMjNzcXMzAxDQ0O8vLywtrYmMjKSiIgIoU75t9fp06f58ssvkZWVxd/fn6+//ppLly7R0NDA119/LeTZS5YsEWnYU6ZM4erVq+IsEx8fT1ZWFtLS0qxbtw4/Pz90dXXZsmULsrKyxMbGUlZWRmlpKY8fP2bZsmXMnz8fWVlZdHV1cXV1RUNDg/z8fNzc3Fi5ciULFizgwYMHpKWlYWFhIaRzK1aswNLSkk2bNvHFF1/g7e2Nn58fSkpKtLa29knNAGJjY/Hx8SElJQU9PT0OHz7M27dvOXTokJhcPXnyBH19fYYOHYqKigpfffWVQFDr6ury5MkTLl26hJSUFCYmJuTm5jJ9+nTU1dW5ffs2dXV1lJeXIyEhwaFDh3B2dqaiooKMjAy8vLzQ09OjqakJQ0ND9u/fj5mZGT/99BOLFy+mo6OD8PBwysrKGD16NPfu3ePTp09s3ryZTZs2MWfOHCZNmsTIkSPFpfc/Wf/V5WPfvn3MnDmT2tpa8XeampqMHj2an376iUOHDv2jn3fkyBHxsDY3N7N69Wru3btHWVkZhoaGJCYmcufOHaSkpJg2bRqenp7cuHFDjOB6kWKZmZnY29vj5ubGxo0befbsGWlpaYSGhlJfX4+pqSlaWlr88MMPzJ07F19fX5KSkoiIiKCkpARZWVlCQ0PJzMzEwsICHx8fNmzYwO7du8nKyiIoKIiBAweSmZnJtGnTqKysZNasWUJKIisry6tXr/pMztHbqXzx4oXQVAJcvnyZN2/eMH78eKKiorC0tGTIkCF8/PiRlStXsnTpUtzd3dHU1GTSpEm8e/eO4OBgYTg6c+YMP/74I/fu3SM9PR13d3d++eUXbt26xdy5c5kyZQr29vYiCd7ExISxY8dy7949vvzyS8aNG8eLFy+ExKOlpQUnJyf69etHdnY2d+7cwd7enoiICGpqaliwYAFTpkxh9erVfYI+3b179//A2L5584ba2lqOHj3KrFmz2LJlC46Ojjg7O9O/f3/KysrExOPcuXNUVVWxa9cuDA0NKS8vp76+XoRKpaSk8OeffxIXF8eYMWOYM2cO+/fvR0ZGhu7ubuLj4xkwYADu7u7IyMhw5coVfvnlF2pqaqisrCQgIIB58+YhIyNDTU0N48aNY+/evejp6TFp0iTWrFmDo6MjOjo6FBUV8eOPP2JqasqXX375r9cNYNOmTZiamrJ3715haF6yZAmenp7cu3cPJycnbGxsaGpq4tWrV6ioqPDbb7/R1NREVVUVixcvxtXVlerqap48eUJSUhKHDh3Cy8tL+LFcXFx48OABV65c4YsvvmD69On8/vvv5ObmilTpXhmli4sLc+bMQU9PjzVr1vDs2TNaW1vx9PRERkaGNWvWsGnTJpSVlWlra2P16tW0tbURGRnJN998wy+//NIndXvw4AHDhw9nwIABIiehf//+ODs7s337dg4cOICqqipVVVUioO2zzz5j2bJlrF27ltLSUu7evcvRo0fR19fnp59+IjExkaamJh49esSECRNIT09nzpw52NjYEBwcLPwOtra2Als8YsQIli9fzuLFi3n69Ck//fQTOTk5HDlyhKioKCorK5k0aRIVFRX8+eefGBgYsGjRIhobGwkMDKSxsZEzZ85w8ODBPqmbra0tlpaWxMfHU11dzcSJE3FycuL8+fNcv36ds2fPMnfuXAICAvjw4QM1NTXiIHHmzBnU1NQIDw+nu7sbR0dHjh07hqamJm/evBHGSysrK/Lz87lw4QKurq4UFBTg5OTE1KlTqaurY+DAgRgaGiIpKcno0aM5dOgQ8+fPZ8eOHVRUVDB8+HDs7e15+fIlDQ0NzJo1i7KyMg4fPiymq3JycsydO5fz58/3Sd3GjBnDnj17kJeXp6urS5CZPv/8cw4ePIiTkxMyMjI0NDRgYGDADz/8QFhYmMg56aU61tfXc+zYMUpLS5GRkRGetMOHDwsq34ABA0hOTubRo0esWLGCUaNGMXjwYB4/fkxRURElJSUkJSURFBTEN998g7m5Odra2iJYbsiQIRQWFjJ+/Hg8PDzQ1tYmNTVVkO8UFBSYPHkyDQ0N/3rd7ty5Q05ODvr6+tja2lJbW0tKSgqurq6MHTuWV69eMXToUNra2rh79y4VFRWcPn2aiIgINmzYQFxcHC9fviQnJwcpKSkCAwPZuXMnI0aMYPv27YwYMYL09HQ8PDwYNWoUI0eOJDo6mhkzZqCiokJoaChdXV1ISUnR0tKCtLQ0+/fv5/79+3h7e4tpQGpqKvLy8hw6dIg1a9YgLS0tgkWlpKQwNTXl559//sexB/+b1Rv62ivZ7kXZb9u2DScnJ3JycggKCiI1NVUgtFevXs0vv/zCqlWrMDc3Jz8/X2SmKSoqYm9vz4kTJ7h16xZ79+4VHtQXL16IrCQfHx9GjhxJVlYW1dXVfPr0iatXrzJ37lxaWloIDg7m9evXhIWFMWDAAAYOHIikpCS1tbVMnz6d1NRU9PT0aG9vJyYmhvv37/cpxGXx4sVUVlaSm5vLu3fvKC8v59tvvxXNOgcHB27evMnz58/JyckRAbtVVVXs3bsXX19fIbXT19fn66+/5uDBg9TW1hIcHExaWho9PT1CIhUTE8OSJUuE59LIyAhFRUWUlJQYNGgQmzZtYvTo0Rw+fJiRI0eKcE0vLy8KCwuxsLDg/fv3HDt2jBUrViAjIyOmdCkpKXh4ePxHn/u/unzo6ury3Xff/T827l7s7D9dLS0t9PT0YG1tLaYab9++5erVq/j7+7Nq1SpsbGwYOnQogwYNoru7m7q6Oq5evUpMTAwxMTF0dnaiqKiIrKwsP/30E5s2bUJWVpbS0lK2b99OZ2cnLS0tyMvL093dzZMnT9i+fTtr167FyMgIGRkZwZ1++PAh165dIzw8XATA9U5d7OzsOH/+PKampri6uqKoqEhJSQmZmZlkZWWRn5/fZ6P1I0eOCAPmp0+fcHBw4NGjRxw6dIjHjx/z8eNHQRGKiIigo6ODc+fOMX/+fG7evCnG8QYGBowYMYILFy5w6tQpmpqaCAkJISAggHfv3on01qFDh9LR0cHevXu5dOkSgYGBdHZ28vr1a6Kjo5k8eTKqqqq0t7eTmppKYGAgpaWlFBUVYWJigr6+Pg8ePGDPnj1cvHiRuro6ZGRkRM1Gjx7dJ3ULDg5GWVmZuro64Wtpb2/n7t27xMXF4e/vz7Vr14iPjycwMBAVFRV8fX2ZNWsWcnJyfP3115w/f56QkBDq6+sxNzcnODhYJAE3NDRgYmIijJafPn1ixowZnD59mtTUVJqamvjqq6+orKxk6NCholuqra3N4cOH2bdvn9Du19fX069fPyFBTE5OpqKiAhkZGaSkpFi+fDlXr17tk7oBfPPNN4wfP150V27evCk23XHjxmFlZcXixYtpaWmhuLiYJUuWcPfuXUJDQ5GRkaG4uJidO3cSGxuLi4sLe/fuFc9nREQEnz59IjU1lVGjRjFu3DiePn3KiRMnuHHjBg4ODowYMYKenh7Ky8uJjIzk9evXNDQ0MH/+fHbt2kV+fj7Dhg3D0NCQrKws1qxZg52dHXl5edy8eVNkNoSFhfHZZ5/1Wd2srKxIS0ujoKCAfv368c0337Br1y52795NTEwMmZmZ1NXVYWpqyuDBg/H39+fZs2eEhYXx5ZdfCqmMv78/gwcPpq6ujiVLlvDjjz/yxx9/MGrUKPbt24euri6pqanA32n0cXFxgjQmLy9PXFwc3377Ld988w2nTp0iISGBnJwcXFxcePbsGb/99huFhYWsW7cOCQkJtmzZwp07d3j16hXZ2dkYGhqyadOmPqvbpk2b+OyzzygqKmL69On09PRw8OBBwsPDefTokdCVNzQ0oKWlxYwZMzh27BhHjhzh4MGDZGZmMmPGDEpLS3n06BFffvmlMO2vXr0aT09P3r9/T0BAgECV9wadfvvtt1y4cAEJCQnMzc1pa2tj9uzZvHv3ToSTRUVFcePGDVRVVVm6dCmJiYkUFhZiamqKgYEBb9++JS4ujkGDBrFkyZI+k5b25nOcPn2aqqoqBg0ahJycHEFBQTx69Ig3b97w3Xff8e7dO+Lj43ny5AmTJk1i+PDhNDU18fbtW3HQmD9/Pk+fPhVNrVOnTnH69Gmamppwd3dnyZIlBAYGsmXLFpGfs2vXLpKSkkQgWkVFhQjR3LVrF48fP8bZ2Znx48cjISHBTz/9JCRNEhISuLm5kZqaytq1a+np6UFBQYEDBw7863Xz9fVl9uzZPHjwgIyMDFxcXJg+fTp//PEHoaGh5OTkkJiYiJmZGS4uLvTv359Xr15x584dioqKmDp1KuXl5SgqKmJkZIS6ujoDBw4UapDAwECcnZ1Fl//IkSO0traSmJjIqFGjcHBwwNbWVkzec3JyuHTpEvv27aO0tBRnZ2eMjY3p168fs2fPxtvbW9Cedu7cKaSSp06dEvCFvlozZszg1KlT5OTkoKenR3l5OUeOHOHy5cvcvn0bBQUFkfo+bNgw7t27h7W1NaampnR1dTFy5Ejc3d1pbW3F2NgYZWVlPD09qa2tJT4+nqVLlyIrK0tubi7Nzc34+/sza9Yszp49y48//oijoyNv3rzBwMCAr7/+mm+++QZbW1t27NhBUlIS3d3dODs7U11dzbp16/Dw8OCbb75h+PDhpKWloaysLFLaez04fbFOnjzJw4cPcXBwICAgAAMDA37++Wd8fHxobm7G2dmZ8vJy9PT06Ozs5MWLF2zZsoWEhAT8/f2RlJREQ0ODxYsX09nZya5du7h+/TpmZma4ubkJyZaysrIIY+1V5/TmsHR2dnLr1i3u3LnDzJkzefPmDdOnT+fly5d4eXkRHx/P1atXMTIyYvLkySxZsoScnBzWr1/Pli1b0NDQ4NSpU3z48OE/xmJL9PwXuoOffvqJLVu2cPDgQb755hvgbxPvwoULycvL482bN//Rz+lN3D179iwzZ84kISGBu3fv0t3dzdatW/ntt99ITU3l+PHjHDx4kOzsbHx8fJg6dSpGRkaEhIQwdepUqqqqiIuLIz8/H21tbYYNG4aioiKff/45mZmZKCoqsnr1aoyMjHj16hWSkpJ4eXmhrq5OcnIyXl5eyMrKUlZWRnl5Oe3t7djY2LBz5//F23uGV1mt7dpneu+99957QgJJgNC7CAgiooKKC9RlXWBBRREVEbsiRRCkhN4hBUJIJ733nsz0OtOT74fHHMe7v+Pde6v7NePXWi5XdA5mnmeM+77u89wjqspZWVnk5+ezdetWli5diqamJjt27CAmJgYjIyNKSkq4ceMGDQ0NfPPNNzQ3N+Pm5iYGN/8nl2zfhoeHUVNTQ05Ojrq6OjIyMhgeHubBgwfCaVJSUoKcnBwaGhpMTU0REhLCqVOnsLOzEzhSRUVFKisrUVZW5vXXX+ff//43XV1dlJWVoaioSFRUFE8++STu7u6MjY1RW1sr5Gjt7e1cuXKF6upqrl27xokTJxgeHubHH38Uwq3W1la0tbU5ffo0Bw8eZOvWrezduxcFBQUhZ5RKpaJt90/vm6amJnfv3uXBgweoqKgQFRWFpaUlx48fF0NWgYGBGBsbY2lpiYeHB8nJycyePZvLly+Tn59Pc3MzZWVlqKqq8p///IeZM2eSlJTE0qVL6enp4cqVK+LQ8s4773DhwgXOnj1LaWkpy5Yt4/79+3R0dLB+/Xru37/P1NQUTk5OaGtrk5SUhJmZGba2thQUFLBw4UJsbGyYN28e+/bto7u7W9CiZNSKyMjIf2zf/uvevfPOO2hrayMvL4+NjQ2BgYFcvXqVt956i4SEBNGV7O/vx9HREUdHR2xsbHjxxRfZtGkTd+7cQU9PD3l5eXGJkpm8ZZGWnp4eWlpakEqljIyMCLtrR0cHEomEnJwc6urq0NXVxdfXl6GhIXbt2oWDgwPbtm2joqKC8+fPo6yszLx58wTBJzs7m/b2dvT19bG2tkZDQ0OgF//pfevv7+f69ev4+fkBcPv2bVasWMHBgwcJCwsTJm87OzssLS1RUlISL6GJiQnS0tIYHh4WLxFNTU3Gx8c5duwYb731Fps2baK/v5/m5mYMDQ2ZMWMGp0+f5tChQ9y+fZuff/4ZDw8PwsPDKS4u5ty5cwwPD3PmzBmKiopE0cjd3R1nZ2fa2towNjYmMzMTXV1dmpqaBJ63v7+fuXPnTsu+yaIuJiYmlJSUcOHCBQICAggKCmJkZITvvvuOvr4+4VF48OABHh4eWFlZ8eyzz6KiosKdO3fQ1tbGysqK69evIycnJwpFnp6eovI3ODhITk4ORUVFyMnJsWbNGi5fvoxEIiEgIIDw8HC+/fZbXnzxRfLy8ggNDSUvL4/m5mYmJydRVVUVsa+VK1eyb98+dHV1OXfuHFevXhWdUBnN5p98xg0MDGBvb8+pU6fo7OwU0Zvt27dz5MgRzpw5Q0NDAxEREcjJyYl3bHp6OpmZmbz++uscPHgQZWVlHnvsMTo6OgTlTE1Njbq6OsrLywVSW0dHh4KCAoKCghgbG0MikQgXWGxsLJ6enrz55psizpWbm4uvry9hYWEUFBTw6aefYmBgwNq1a6mrq+Pxxx/H0dGRjo4O1NTUqKysxN/f/x/ft/j4eFasWEFycjKtra3Mnz8fNTU1tmzZwiuvvMLDhw/FZSolJYXu7m6++uorKioqeP755zly5AgXLlzAwsKCuXPncufOHV5++WVee+01vv32W3bv3o2amproOi1dupSKigrc3NzIysri7t27zJo1C3Nzc65evYqBgYGYt/Ly8kJeXp7BwUEx/F5ZWSk6Bx999BFDQ0Ni8DwgIIC4uDg2btw4Lb+rJ06cwNjYmIGBAUpLSxkYGGDNmjWcPn2aqKgoFi5cSE9PD7GxsUilUrZs2cLbb7/N8uXLxZyIvLw8o6OjtLa2UlBQQG1tLUeOHMHX15c7d+4QHx+PmZkZgYGBfPnllxgYGODu7s6aNWuora3l6tWrFBYWYmxsjJ+fH1ZWVvT19XHz5k2efPJJBgcHhRdDlh549913UVBQoKWlhQcPHgg0fERExLTs29TUFKOjo4yNjaGhocH4+Dg//PAD169f57HHHuODDz7gwoUL1NXVYWdnh5mZGW+//TY7duzAwcGBgYEBBgYGUFZWRk5OjpaWFiwsLLCwsGBoaIjc3FzGxsaYnJyku7ub2tpa8vPz2bRpE7Nnz+bAgQPk5ubi4OBAdHQ0d+7cobq6mr6+PhYtWoSTkxMNDQ1UVFQIaMf+/fv59ddfefjwIdu2bSMqKori4mKuXLnC2rVr/9S+/a3Ox6xZs/j0009pb2/nwYMHVFVVcfHiRcrKynjzzTf/8s/z9/enoqKCsbExZs6ciZGREaampoyOjvLFF19gaWnJ2NgYdnZ2GBgY8OOPP4r2olQqRVVVFU9PTzH4evr0aQCqqqrYvn07GRkZ1NbWCgKFjo4OpaWlbNy4kbi4OK5fvy7oJzo6OoyNjREREcErr7xCUVERjY2Ngqetq6vLqVOn2L59O3Jycly5coWOjg76+vrQ0NBg2bJlxMXF4e7u/ne29i8tJycnvvjiC4E0NDQ05MiRI6JyZWxsjJ6eHp2dnVRVVWFqasqKFSuYOXMmzz33HAYGBtTW1gpaVVFREbt27WLp0qXs2bNHdJIUFRWprq7mwIED+Pn5oaOjQ0lJCT4+PqipqaGvr09GRgavvPIKZmZmzJo1iy+//JIbN24wOTlJZGQkdXV17N69m8nJSV544QUh0nF2dhYHplOnTrFu3bp/fN8OHz6MiYkJ8+fPp76+nnPnzjEyMsLExASmpqbU19fT0tKCgYEBBgYGGBsbY2pqyn/+8x9WrVqFtbW1qI60tbVx6tQpTExMcHJy4rfffqOrq0scFEdGRli6dCnnzp0jKCiIS5cuYWpqipqaGg4ODvT09CCRSFi5cqXIjMfExKCnp0dXVxfW1taMj48THx9PW1sbP/30kxi6k9FAvvjiCyIjI//xfQPo7e3Fz88PFRUVJicnBd62sbGRkydPApCfny8IJmVlZXR0dLBx40YiIyPJy8tj9uzZVFZWUldXx9KlS3n99dcFJcbExISpqSkSExO5d+8ednZ2GBsbExkZiZWVFSMjIwLJrKOjg7m5ORcvXuSNN95AX1+fnJwcdHV1Wb58Ob///jsmJiZi77S0tERm2tramnv37hEUFDQt+xYfHy+GvWV5cdlD/vPPP0deXp6qqipqamrIyMjA0NAQa2trGhsbCQoK4qWXXhIt9NHRUYaGhvD19aWqqgpPT0+uXbtGZWUlLi4uzJ07F1NTUwoKCgD49ddf8fPzo7GxkUuXLjF37lw++OADuru7OXToEN7e3ri5uaGvr8/Q0BDHjh3jhRdeID8/nwcPHmBnZ4enpyf19fUkJydPG54Y/uhSdnZ2smDBAoyMjAgJCWFoaIjMzEyef/552traqKysFDjZgIAA8vLyBA5bVVVVHGICAgLQ0tKisLCQkZERQS0sLCxkcnKS4OBgFixYQHx8PIGBgdTW1jIxMYGqqiqtra3k5uby+uuvs2DBAs6cOYO8vDweHh4YGBiQm5tLd3c38+bNY9euXbi7uzM+Pi5wyfb29syePZuTJ09OS8etrKyMuLg4JBIJUqmU48ePC3y8sbExbm5uVFdXc/LkSQwNDZk/fz4///wzhYWF2NnZ8fDhQ2xsbJCTk6O3t5fIyEhGR0dJSkri2rVrrF69Gi0tLXJzcxkfHyc6Opq7d+8SHh7OkSNHyMzMRCKREBERwRNPPMGDBw+Ympqiu7ubwsJC4W6RSqUsW7aM119/XRDcVq5cSVZWFq2trbi5udHR0YGRkdE/vmfwR8eotbWViYkJrKysMDExITExUTgh2tvbcXd3R1VVFV1dXeLi4mhsbOTgwYP4+/uTnp5OY2MjTk5OyMvLk5iYyOjoKFZWVly6dAl7e3sMDAwoKysjNzcXMzMzZsyYgZOTE0lJSaiqqpKbm4tEIhEFMBmm2NDQEA0NDbS1tYUnZfHixTx48EBAD9rb2+ns7BSyvGeffXZa9g3+cH3NmjWLR48eUVlZydDQkIjBnj59mvj4eGbNmkVQUBBSqZRTp04xMTHBzJkzGRoa4vPPP2fVqlVYWVlRU1MjBslv3bpFW1sb169fF4Pmw8PDvPrqq8AfRL4HDx7g4uIicMUNDQ24ublx/Phxdu/ejVQq5dq1a+L5mJaWxptvvsnnn39OcXExw8PDdHd34+LiwuzZs2lra5u2fTM3N6exsZG4uDgePXokZo+9vb1RUFDgu+++w8jIiP7+fpKTk5k3bx6ff/45hoaG5OfnY2Zmxr179zA1NRXzP/Hx8cjLy3PgwAEyMjIwNTVFW1tbpExu3bpFaGgoP//8M1NTU/j7+6OlpUVDQwP9/f0oKSnx5ZdfoqWlhUQiobm5WURRCwoKuHXrFk1NTaxfvx5tbW1u3LghfCR/dv0t2lVkZCTLly9naGiIt99+m2+//RYNDQ2+/vprnnnmmb/882Q25JaWFiEb1NHRwcDAgPj4eMGy9/PzQ11dnaamJpqbm5mYmBAK+rS0NAYHB/Hx8cHOzo7q6mqCg4OxsbERg8ytra309/cTGRnJ/fv30dTUZGBggKysLBQUFAgJCRFVs6amJgoKCsQBcmxsDE1NTUxNTQkICGDu3LmCN6+qqoqNjQ0TExOUlJRga2v7d7b1Ly+ZRdvLywtFRUXa29vZsmULa9euFYKc/v5+urq66OzspLOzk+TkZNTV1fH29mb+/Pn09fXR1NSEmpoaysrK9PX1CYKXTLAkG5ysqKggLi6OqakpOjo6KC8vZ2BgABUVFQYHBykuLmbu3Lmkp6dTW1uLubk5nZ2dXL16lcrKSiHHMzIyori4mP7+foG6k/lUpmNpaWlRW1uLqqqq8EnMmDEDAwMDVq1axfDwMEpKSiKrPDQ0xPXr15mYmCAlJYW0tDSBmRwZGaG5uVmwxW1tbXFxcWFqaoqmpia6urpQVlbGwcGBvLw83NzcMDIywsvLCxcXF8Fr7+npoa2tjZSUFHEw7+joQFtbm9LSUkFnMjMzw9PTE2VlZXJzc1FVVRXV9OlYQUFB+Pr6MjIyIrob8+fPp6WlhdWrV6OqqoqVlRXDw8Pk5+fT0tKCioqKEAOqqqoyODjI0NAQIyMjVFRUEBwcTFVVFf7+/hgYGNDd3U1DQwOjo6O4ubkxNjZGV1eXeDnLqDMlJSUYGxvT1tZGVFQU7u7u6Ovro6ioiLy8PCoqKvT19VFcXMzs2bNxdXUVUQgDAwM8PDymbd9cXV3R1NQkMzNTWMPDwsJYuXIlJSUlAhc5OjpKQUGBIEvJsK9tbW24uroSHR1NZGQk0dHRwtUh6y5NTk5SVFTEhQsXiI2Npbu7m507dwrxXlVVFUNDQ+L3z8rKioSEBPLy8oiPjycrK4vGxkaqqqq4d+8ehYWFNDY2iuesgYGBOMBP19LQ0KCpqYmioiKUlJSIjo6mra2N+/fvo6ysjJ6eHu7u7ujo6DA1NYW1tTUdHR2i23Tx4kX6+vrEs032M2TUtsjISNTU1MRhIzw8HFVVVRYuXIihoSGbNm0SDgEZmre7uxtTU1MiIiJElXdwcBBLS0tSU1Pp7Oxk0aJFFBQUkJmZycTEBG5ubpibm0/b3snJyZGfn8/w8DBycnLCj2VsbIy8vDxlZWUYGRmhra1Na2sr9fX12NnZYWdnJ5Cn3d3dSKVS4dBSUVERhBwZHtfZ2Rlvb29SUlIEOl1GvaypqaGjowMPDw8aGxu5desWpqamaGpqEhERwZw5c/D29hYRnSVLllBTU4OSkhK6urq0trZy9epVrly5Mi17BlBXV8ehQ4e4cuUKdXV1dHd3c//+feTk5Dh+/Djq6uoC6Wxvb8+iRYs4efIkFhYW+Pj40NPTg4qKCnp6ehgZGREQEMDw8DB9fX1kZ2fT2NiIgoICPj4+Agfd0dHB3bt3hbdL9vvm4OAgOr/bt29neHhYvM8bGxupra0lOTkZJSUldHR06OrqwtDQkNDQULy9vRkYGBAY6ulYVVVVNDc3o6ioiLa2NlNTU9TV1dHS0iJQ6WNjY9TX11NRUYFUKmXz5s2kp6czMjIiDN4VFRV0dXURHR3Ne++9R2hoKDdu3MDV1ZXHH39cyJHT0tLIz88XM1yyOZCenh4mJiZITU1lampK0EBl/06qqqoEBweTkZFBT08PxsbG5OfnI5FIsLa2Jjg4+B/rdvx3S+YGkpGjTE1NSUlJISQkBGNjY1JTU8nJyUFJSQkXFxe0tbVFwVlWvJTtW1FREb6+vrS2tpKYmMjx48epqKgQqgh1dXUMDQ157bXXqKysxNnZWfjcZMj7devW4enpKUidioqKzJw5k0WLFmFvby86mgYGBtTV1XHhwgVxhv4rszJ/G7Xr5ubG999/z8OHD8nKyuLUqVPCiPpXV39/P62traIalZKSwqNHjwgLC+PIkSOkpqZiY2ODkZERExMT2Nra4u/vj7GxMc3NzUJq1tTUhLa2NmFhYXh5eREaGkpXVxeDg4PIycmJHN+MGTPo6Ojg/v37Iovp4uLCggULREaur6+PiooKjIyMxLBsR0cH2dnZFBcXY2NjI5wmZmZmAp8XFxfHxMTE393Wv7Rqa2uJiYlh/fr1mJmZUVpaysqVKzEwMGDp0qXY2dkxNTWFsrIytra2Amt36dIlMVA9MDAg5D2urq64uLigoqKClpYWAwMDGBkZYW5uLj6TzEJra2uLkpKSuHyEhoaydOlSDA0Nqa2tpaqqSqBX4+Pjyc3NFQeGhw8fCqmXDB9aWFg4bRQdmaOjsbGR4eFh7O3tmTFjhnjgyDwevb29oqUplUrx9/dnbGyMR48ekZWVxaNHj6irq8PExISuri6uXbuGg4MDQUFBODo6Cruwnp4eISEhjI2NYW5ujrOzMx4eHpiamtLT00Nrayvwx+W4ra2NwsJC0tLSyM7OFpVLQ0ND/P39RURMVVWV4eFhMjMzhRF7Opavry9TU1OiLStjsssu/jIUtq2tLVKplMHBQQwMDMSAeUNDA01NTQLP3NzczNKlS3F0dMTNzY3BwUHxDJGZV2VxmIsXL/Lo0SOB7hwaGmJ8fFyIt+Tk5HB1daW3t5f8/Hzc3d1FB8rZ2ZmgoCBxyRwYGCAwMHDa9s3d3R1dXV1aWlrEnJpMppibm8vdu3eZnJzEzs4OJycn9PX1yczMxNraGkVFRerq6nB0dCQyMpKZM2eyevVqrK2tmZycpK6uDmtra+zs7ITM7uTJk/j7+4vYgcz0bmdnx8jICLGxsRQWFjI8PMz4+Djl5eWUlZUJAtzp06dRVVUVL0OJRIKysjLe3t7TRmwCUFRUxMjIiOHhYVpaWhgcHGRycpLCwkIyMzNJSUlBV1cXLy8v9PX1aW9vJygoiNHRUeF5mZycxNnZGQcHB2xtbQUWOygoiPHxcYyMjMRQuIGBAd7e3kRFReHt7c3y5ctZvny5QM7KZsUCAwPF/JHswKmmpkZ+fj56enpCpllcXCzeP2lpaX+pMvj/suzs7BgdHRXff5lfYenSpSQnJ9Pb2yvISDKZqpeXF+vXr0dFRQU7OzthnJYdcjMzM2lubmbJkiX09PSI7P3Y2BjXr19HRUWFsrIyuru7sbKyQldXl/HxcSEzlMnMXFxcWLhwIRs2bCAqKoqWlhbq6urIysoSri4TExO0tbUFPllXV3da9m1kZITk5GTKy8upqKjg1q1b5OXlifkdiUTC2NgYZWVlZGZmMjo6SldXlyBourm5CQljfX091tbWLFy4EAsLC7q6uujq6qKiogJNTU3WrVuHvb09t2/fpra2lsrKSuTk5MTeVVdXU15ezsqVK3F2dqarq0u8DwYGBiguLubevXsoKCiIS+X4+DiGhoYEBgbi6+s7bd83+AO1GxcXR39/P/r6+sjJyWFmZoaDgwOrV69myZIluLu7MzAwQE1NjZA3d3R0UFpaip+fH1VVVeIipqKiwrZt2zAxMREwoRkzZhASEoKdnZ3AWhcXF6OqqiqgQ2ZmZoSEhCCVSpk5c6bAiMt+J4qKijAxMeH06dNChqysrIypqakg3snUDtOxZNFSXV1dITy9efMmurq6KCsrC19Wb28venp61NTUiGdwQUEBXV1dokuSm5srznGyLq+ysrIgng4ODmJtbc3q1avJyMggMjKSWbNm4erqKs4U8+bNY8GCBcIzUlVVBSC8NoqKikxNTWFqakp/fz/d3d0MDAwwPj6OiorKn/7c/+Pa0LNnz/7l/09+fr6gbmhpaZGSksKXX37JmjVr8PLyEtSlpqYm+vv78fLyIjg4WODkDAwMhO350qVL1NbW4uXlhaamJnJycvT09NDf3y/EYvX19djY2HD8+HF8fHzw8vJCKpVSUVFBR0eHIE7ExMQwa9Ysccjp6upi9+7d3Lt3j+zsbBQVFXFzc6OkpISioiLMzMwwMDDg66+//p/e1v92TU1NCUtnd3c3w8PDlJaWcvz4cXJzc7GwsMDDw4Pg4GDmzZvHU089xY4dO0hMTKSjo4OcnByGh4dFZVlmOS8rK+Obb75BKpWyevVqwcKvra1FX1+fxsZGZsyYgZubGwoKChgaGgoK1sGDB/Hx8WHt2rU4OTnh4eFBWFgYAElJScycOZO4uDi8vLwE0rG6uprMzMxp63zcvHkTNTU1WlpaKC4uFoexmpoaPvvsM5588kk6OzuRk5PDzs6OhoYGnnjiCTQ0NNi6dSvR0dHU1NRQWlqKmpoa2traxMfHk5SURGJioojdPfHEE4SFhTFv3jw6OztZu3atsEuPjIyISmxHRwdeXl7AHxVyXV1dJBKJqO67ubmJAUJNTU1ycnKYmJhgzpw5ZGZmCsrZdKyxsTFu375NVVUVg4ODlJaWEhcXJyJhQ0NDmJqaMmPGDCHMkkgkbN++ncLCQmprazExMSE6OpoVK1YQEBAgzOjNzc2Ul5cL0oyMFX/58mXu3LlDc3MzsbGxGBkZ8fLLLxMaGiq+UwkJCaJlLGPDh4aGYmJigru7Oz/99JMQfLW3t5OQkEBHR8e07VtVVRXj4+Po6OigqalJS0sLn376Kd999x0mJib8/vvvVFdXEx4ezmuvvcaSJUs4d+4cAFFRUYSHh2NtbS1eJDY2Nmzbto1//etfXLp0iZSUFDQ0NIiJiSEmJgaJRMKKFSvYv38/TU1NREVFifmuhw8fMjU1xaNHj3B1dWX27NnMmzcPLy8v1NXV6enpoa6uDhcXFzZt2oSRkZEoDBUWFpKUlDRt+5aSkoKVlRWWlpbU1dVx//59PD090dfX5+jRo5w/f57BwUFCQ0OFJHXLli08/fTTHD9+nMnJSaRSqYi+hISEMDg4yFtvvcXQ0BCnTp1CVVWVmJgYrKyskEgkhIWFYWhoiJGREa2trairq4t5A9mcXEBAAM3NzTg6OrJo0SK8vb1pb28nICCAvr4+MjIyGB8fR1NTE3l5eSorKzl48OC0IWO9vLzEc11TUxNnZ2cmJydZs2YNX375pdhDfX195syZw8svv0xHRwcLFixgxowZIiGgqanJiRMnuHnzJnFxcYSEhCAvLy86ZUlJSVy+fBkrKyuMjIw4cOCAEN/Kqu5tbW1s3rwZa2trvv32W7S0tDA3NxfV+pSUFGbMmMFLL72EnJwcg4ODjI6OoqysjLq6uhjeno4VHBxMYGAgYWFhKCkpcenSJQYGBliyZAnR0dHU1taioqJCfX09hw4d4rvvvmPZsmUA5ObmEhgYiKKiIsnJyQJKMm/ePLZu3Sqeiz09PWRnZ4tuYn5+PoGBgSJh4ODggLGxMQkJCaLreerUKeAPg3VgYKCYA4yKiuL27dtC4FpQUEBcXBz19fU4OzujpqY2LfsGf1x4CwsLRZwR/rB3v/HGG6xatYr+/n6MjY2FMycvL49PPvmEpUuX0tHRgZaWlvCWyTrnXV1dfP/99+ICInv3yYquMnGvj48PysrK2NnZsXTpUlavXk14eLgo+sjklxKJhOrqaqqrq7G2tmbt2rXEx8fj7OyMj48PEolEzENN1+rq6mJkZITExEQOHTrEnTt3BKWuqalJgGdqamq4ffs2v/zyC+vXryclJYXMzEwMDQ3x9vbG0tKS3t5eiouLCQ0NJTIykscffxxPT09aWlp49OgRg4ODhIWFUVZWhp6eHiUlJfT09ODj44O/vz9NTU1UVVUxZ84c9u/fz9TUFMXFxVy8eJGUlBT09fWprKwUHd2oqCi2b9+Ovb09hYWFLFiw4E9/7j912pNl4//s+qvRKx0dHdauXStwtd988w2XL1+mtraWN954A2tra3788UcyMjLEtL3M1tvd3c3p06dZt26dmMGYmpriiy++4KeffmJwcBBbW1uRZysuLubtt99maGiIL774QrSjYmNj2bt3L7a2tujp6fHRRx+JgdpVq1ahrq5OVVUV+/bto6amRjCqc3JyiIqKYmpqiqqqKr755ht27tz5lz7/311JSUkoKSmRkpJCf38/u3btwtnZmffff1+8CN566y10dHTIzMykoKCAuXPn4unpSVRUlGD4y4bC3333XT755BMOHDjABx98QH9/P97e3pibm+Pp6UlkZCTLli0jICCAzz//nIcPH/L8889jb2/Pe++9x8DAAENDQ2RlZREeHo6uri6Ojo6oqKgwPj6Oi4sL3377LXPnzuX27duoqKgwa9YsVqxYwejoKDU1NdOyb0FBQVy8eJGenh5MTU2xsrIiMzMTDw8PIiMjKSsrY86cOWRlZbFnzx6Gh4eZnJzkP//5D42NjRgYGDB37lwhJqyvr2f58uVcvXqVc+fO0d7eznPPPUdkZCT9/f20tbVhamrKa6+9Rk1NDRMTE+LFsmnTJlavXs0777xDQUEB7777LgkJCWhrazNjxgzMzMwwNTUlLy9PID9lFyMbGxt27do1bZdd+IN0l5OTQ39/Px0dHaSmprJx40bef/99Dh06JEhIMllRYWEhS5cuFb6A+Ph4TE1NGRkZoby8nISEBNTU1BgZGaG4uJjNmzdjYWFBd3c3dXV19Pb2UlRUxI4dOwQ/3MfHh6GhIe7cuUN6ejppaWk0NTXx3nvvictef38/R44cYfPmzYyPj7Ns2TLOnDlDXV2dcBu0t7dP277Z2dkJgMDw8DBeXl5s376dmJgYHj58iIKCAvHx8airqwsDupeXF2VlZXh5eWFmZsbIyIhg3MuQrj/88AORkZFUVFQIb8nx48dRUlLizp07JCUlsWvXLvLz86mtrRUknoGBATZu3Ehvb68YIpd1FSoqKvD19eX999/n1VdfpaOjg9DQUEZGRnj48CErVqyYtn3T0tLC19cXDw8PjI2NMTExQSKR4ODgwFNPPYW+vj5ffvklGzduJCAgAH9/fwoKCkTn19nZmbS0NOrr6wWUxNLSElNTU+7du8f+/fuxsrIS+NLY2FgaGhpob2/nm2++wdjYmLGxMUxNTfHw8GD16tVkZWVhbm7Onj17sLCwIDIyUvwZJCUl8fjjj2NlZcXhw4cxNzfH0NCQ5uZm7t27R3h4+LTsm1QqZXh4mDlz5rBixQrKyso4fvw49vb2dHV1sX//flavXi2iiB4eHtjY2DA0NMTPP/9MdnY2k5OT9PT0oKamhq6uLsPDw2hra3PgwAGcnZ1Zu3YtY2NjyMvLM2vWLPr6+oiJieHDDz8kLy+Pnp4eHj16xKNHjzhz5gzPPvssurq6ZGVlMWvWLOrq6jh//jzl5eVERUVhbW1NcXEx69evJzc3l8uXL1NXV4eHh4cgTP3TS1dXF09PTyoqKrC1teWxxx5jz5496OjocOzYMV566SViY2MFYt7Z2ZkffvgBT09PJiYmePToEQYGBujq6oqLkyyrLzsXLF++nLNnz7Jw4UIcHR25ffs2y5cvF+qC0dFRPDw88PT05Ny5cyxfvpxTp05x/fp1bGxsqKysJC8vjzfeeIPOzk5ee+01oqKi6O7uZu7cuSQnJ3P9+nWefvpp4uLi/jT69P91ubm58ejRI3p6elBXV6e7u5tLly7h4+PDK6+8wuLFi6mqqiIwMFB817y9vVm9erUgPkZGRqKhoUF8fDy2tra0tbWJmJ6ioiJ9fX1kZWWRk5ODpqYma9euxdLSkv/85z/Y29vT2NjIL7/8go2NDQMDA0xMTODo6Eh9fT3t7e0Cfd3Q0MDs2bOF3HhiYoLBwUG0tLSIioqa1rk2ExMTqqurxbPExsaGBQsW8Oqrr1JYWMj+/fuJi4tDQUFBiHXz8/N56623+P7771FSUuLo0aPk5eWJ+ZHOzk62bdtGRkYG58+fx8/PD3t7ezQ0NBgYGKCtrU3MCn7yyScEBQWhp6eHVCrl9u3b/P7775w5cwb4I+2ioqIi3kEDAwNiJvX999/njTfe4JlnnuGxxx4D+NPppz91+Zg7dy5qamr/1+rD+Pj438pn+vr6cvz4cXx9fZFIJHzzzTf88MMPItMrw8VZWFgwf/58vLy8hOFWRUUFCwsL5OXl2bx5M5s3bxYUjjfeeINXX32V4OBgMfnv7OxMRkYGZmZm7NmzB09PT/7973+jr6+PgoICTk5O/Prrr4yOjrJjxw5+//13Ghoa0NDQICIigtOnT3P69Gl0dXX57bffkJOTY+bMmQwMDHD27FlSU1OnbchLdhMeHh6mrq6O7du3o6enx86dO9HV1aWvr4/XXntN0Ej6+vq4d+8eFhYW1NfXU1lZiVQqpbe3F3t7eyF8W7p0KXPnzuX+/ftUV1eTnp5OYmIit2/fZmpqCl1dXUpKSsS8g6OjI++9957ItXd3d3Pnzh0uXbpEWloak5OT7Nq1i+rqan755ReOHTvGzp07sbGxYXR0lLt37/LCCy+wePHivwUs+KurpKQEVVVVLCwsCAsLY+vWrdjZ2fHiiy9y4sQJDh48yKxZs9DV1cXFxYXAwEDWrVvH9u3bRQ5XJuKRkXCsrKy4efMmpqam7NmzR+A/ZVXE//znP8ydO5egoCD279/P5s2b2bFjBzU1NTx48AA9PT1mz55NREQEy5cvp7y8nOTkZFJSUjA3N0dRUZEZM2YIvKxsRkYikZCWljZt37n33nuP9evXExMTI6p/4eHhoiMjg07IfieWL1+OhYUFly9fZt68eVy9epXq6mrROl61ahXOzs4cPHgQW1tbTp8+LchLy5YtE9WtWbNmcfjwYfr6+sjLy8PAwIAvvviCsbEx/P39CQsLo6mpCUVFRfr7+1FUVGTt2rV8+eWXXLlyha1bt4rDlqy7d/To0Wkb1NfT06OyshJ9fX1WrlxJTEwMCQkJvP7669TW1iIvL4+dnR2qqqr09fWhrq7O4sWLqaio4MyZM/zrX/+isbGRtLQ0RkdHmTVrFm1tbVy8eJHjx49TVVWFhoYGk5OTLF68mO7ubl5//XVqampwd3fn6NGjyMvLs2zZMlauXIlUKuWll15icnKS9vZ2gTm3tbXl559/5tq1a2JIMTMzEw0NDcLCwti2bZuwY0/HWrJkCWVlZSgrK1NSUkJsbCz3799n1apVogo8NTXFyZMnuXr1Kk888QSDg4OkpqZiZ2dHTk4OmZmZdHZ2IpVK2b17N+vXr+ejjz5i+/btdHR0MDIygoGBATY2Nvz444+CquXt7S3oYP39/QQEBPCvf/2L8PBwHnvsMRwdHent7eXy5cuYmpoSExPD8uXLCQsLIykpSRyWiouLuXv3LnZ2dnR1dU3LvnV0dKCpqcm1a9fo7+9nw4YN/Prrr6xatYrc3Fy0tLQEtlNZWZng4GA0NDTYvn07H3/8Mdra2qSkpFBaWoqzszMvvfQSW7ZsQVtbmzfeeIO33nqLRYsWsXz5cvG9+/rrr5mamuLYsWOoqKiwYsUKnJycyMnJITY2lgcPHrBlyxY2bdrE8ePH0dbWxtTUVMSAGxoa0NPTY9OmTYyOjmJsbMz8+fOZM2cOBw4c4KuvvvrH9+3s2bNcvnyZDRs24ODgQHx8PJOTkyQmJvLcc88JOIShoSGenp54eHgIGW1SUhItLS0MDQ3R1taGnp4eQUFBHDlyhKysLD766CNsbW15/PHHUVBQIDw8nBdeeAFvb2/8/f05ePAgoaGhjI6Okp2dzdWrV4mPj+exxx4jMDCQpKQkvLy8cHR0pKioiKSkJD788EP+9a9/AQj6oSyG1NXVNa2Xj6amJo4cOYKxsTEXL17E1tZWyHyHhoZQU1MjKytLiD3v3r3LZ599xvr168nPz+fVV18lNzcXHR0dHnvsMbq6uliyZAn3798nOjqaffv2sWrVKjF7+euvv2JiYkJ/fz9r167FxcVFxPNaW1v57rvvmDFjBm+//TZLlizh0KFDNDc3Y21tTWRkJElJSaxduxZTU1Oys7MZGhpieHiY+vp6JBLJtMkZf/75Z5G8mTFjBu+++y7/+te/OHjwILm5uVy4cIFnn30WQ0NDsrKySE1NZefOnWzcuJHt27dz8OBBFixYwJYtW8TA+TvvvMMTTzzBzp07UVdX59KlSygqKuLv74+pqSm1tbUcPHgQLy8v1qxZg7+/P8PDw+jq6jJ37lzOnj3LTz/9xNKlS5FIJBgaGoqIvrGxMR988AE7duxg8+bNnDlzhvz8fDZs2EB9fT2mpqZ/6nP/KdRuYWGhYE//31ZxcfGfJj3JUGM3btwQZuLOzk40NTV57733ePHFF0Ur6tSpUxQUFKCpqYm6ujq///47+/bt4+DBg0RERNDY2MjcuXOZN28ev//+O5OTk0RERHDmzBm2bdtGYmIimZmZ2NraEhMTw/j4OF999RVhYWGYmpoSGBjI0NAQt27dYsWKFXz11VfcvXuXDRs2MHfuXPr7+wU95tlnn+XAgQPcunWLkZERTE1NMTc3x8vLi6VLl3L16lVWrlz5j2MBMzIyOHLkCJOTk4SHh7NkyRKMjY154okn+Oyzz/jll1+oq6tDRUUFIyMjjIyMsLS0RF9fn5SUFFpaWujo6GDNmjXMnj2bn3/+maeeeopTp06xZ88e5OTk+OCDD5CTk+Pll1+muLiYo0ePUlxcTFxcHL29vdy4cYOamhrBLVdSUmJkZISnnnoKDQ0NtLS0UFZWFpCAS5cuCb67vb098EelR01NjR9//JGnnnrqH9+3Tz/9lI0bN1JTUyMyor29vTzxxBMUFxdz4MABlixZwsyZMwHIyclBX1+fiooK8SJaunQpo6OjpKWlIScnJ+JUZ86cEcZjExMTVq1axfj4OD09PURFRfHUU08BiCHxtLQ0lixZgqurK7m5uTz11FNIJBJ++uknOjo6+Prrr/n+++8pLS1leHiY559/Hm1tbR4+fEh5eTlPPfUUxcXFhIeHTwsWMCMjQ0QjJyYm8PX15erVqzx8+BA/Pz+8vb15+umnSUlJobm5mddee43Y2Fgee+wxLl68yM8//yzY997e3kxMTFBTU8N7773HzJkzkUgk4nBrZ2fHsmXLKCgowNbWVsyONDY24urqyvbt21FTUyM2NhY5OTkyMzNZsGABCQkJAlO4ZcsWXnvtNebOnStibvLy8kLgNWfOnGnZt+TkZE6cOMHExAQWFhY4ODgwe/ZsmpubWbNmDYWFhZw8eVK8AJSVlXn//fdFly45OVkQ0hobG/nwww/56aefyMjI4Nq1awwODrJgwQI8PDyEN2lyclL4Zvr7+5GTk8PIyIixsTGefvppli1bRlZWFvfv3+ett96ivb1dzC399ttv7N69m61bt4oBdCsrK0GzkRGy/ul9++mnn2hpaaG5uRl/f38WL17Ms88+S01NDaOjo7z77rssW7aMxMREysrKePnll8nKykJJSYm9e/dy9uxZjh07Rk5ODsbGxqirqwuC3bZt2zh16hTl5eV4e3uzaNEiOjs7xZCvvb09n3zyCRYWFhQWFpKbm4upqSknT57E1tYWGxsb6urqUFBQAP54Tri6upKWloaOjg6RkZGMjIxQVVWFlpYWb7/9NqdPn2bDhg3/+DNOQ0ODkydPYmdnR1tbG5cvXxZCujlz5nDz5k2kUqmopsouvlVVVVy5coWBgQFUVVVJTEykpKSE559/ngcPHvD111+zefNmwsPDaWtrExh1Ozs75s6dy2effUZvby9ubm4CSS6bo3zxxReFnyE/Px8nJyfRMUlMTMTQ0JBnnnlGzNwNDw/T29tLU1MTSkpK2NjY/OP7JjNhAyL54OLiwo0bN3jyyScpKyvj3XffZf78+SxbtoyEhAR8fHx49913eeqppxgYGBDkOVNTU+bPn094eDitra3k5+ezfv16zp07R1lZGSEhIVhZWTFz5kzmzJnDjRs3MDQ0pL29nfv373PixAlaW1uJiIjg7bffJjU1lcjISJKTkzl27BhjY2NUVlaiq6vLypUrqa+vRyqViiilk5MTqampODk5Tcvv6nPPPSfijfr6+lhZWbFx40Y++eQTZsyYIQbiKysryc7OZnh4mFWrVvHpp5/yww8/0NDQIOZq3N3d2bFjhxi+vnnzJvHx8ejr67N48WLmzZtHbW0t4+PjTExMcO3aNZycnFixYgXV1dU8/fTTwB8dZ5kD7rnnnmNwcJDr169TXV0tnFznzp3j5s2bODk5YWFhIeYuXV1dp2Xf8vPzSUhIEKLArKws9PT08Pb2xtHRkfb2du7evcvAwAAaGhro6ury/vvvo6mpyfvvv8+2bdvo7+9nbGwMJSUlWltbMTExITk5maamJgGWsLe3x8LCgpKSEnx9fRkdHSUlJYWTJ0+ir69PTEwM9vb2HDp0iAULFlBeXi6odWvXrsXDw4N9+/YRExPD888/z6effoqdnR3Dw8MiprZs2TJCQkL+51C7/91Aq1Qq5d69e7S0tGBkZERgYCDm5uZ/CzHb3NxMWloaSkpKlJSUkJ6ejq+vL42NjUxNTfHw4UMxJNrV1cWbb77JCy+8wKVLl9i8eTNxcXFIpVIkEgnx8fFcvHgRT09P/Pz8WLNmDSMjIzQ0NAi288TEhBDFKSgocPz4cRQVFbG1tRXCstmzZzM6OoqNjQ25ubkMDw/j7OxMcHAwb7zxBi+99BLXrl3jiSeeoKOjA0VFRSYnJzlw4MDfIn79nXX27FnefvttXFxcqK2tpb6+npCQEKKjo5kxY4Y49Pb09FBdXU1bWxtr167l3LlzaGho8PLLLyORSNDW1mZgYABfX18MDAx47rnnuHHjBoqKirS1tVFSUkJOTg6Dg4N89NFHBAQEcOjQIXJycpBKpSgrKzMwMMDs2bNZs2YNJ0+exM/Pj4KCAlJTUzEyMmLNmjVs27aNoKAg0tPTxVCaDJdqbW1NSkqKOJz/kyssLIwff/yRiYkJNDQ0aGhoQCqVUlBQwOzZs4mJiRG5XB0dHcbHxwVus6ysjJ07d3Ljxg0yMjKQl5fHxMSEo0ePYm9vz969e3FwcGDlypWMj4+Tn5+Pp6cndnZ2JCUlsXfvXn7++WeuX79OT08PysrKnDlzhpiYGKKjo5mcnBTtzrVr16Kpqcnq1auBP6Rx+fn51NfXC2pRYWHhtAEO4A+EZ2NjI0pKSoKQUV1dzaVLl9i4cSN+fn5cu3aNtLQ0GhoaGBwcZPbs2ZSXl5OUlMSiRYtE1bWtrY2IiAgGBwdRVlamo6ODZ599FkVFRVRUVHB2dsbCwoIHDx6goKDA999/z86dO8VgXHV1NR9//DFZWVlkZGTw4MEDfvrpJ6Kjo9m/f7+IIyYkJIi4jswDZGtrK9DA07FkUUMZ1rG3t5eGhgYMDAyYmJhAU1NTRPIMDQ1xdXWlvLyc69evc+zYMS5cuIC8vDwzZszA1NQUZWVlfvvtNwYGBujp6WHOnDnk5eVx8+ZNAgMDRRTj6aefpry8nNDQUGR1JmNjYwIDA/n1118ZHx9n1apVZGZmEhYWJihZTzzxBF5eXpiamoqhf6lUSnp6OmfPnsXb23ta9q21tVU4UGQSsMnJScrLy9m0aRNmZmYcPHgQb29vVq1aRXFxMbm5ueI51NjYKIAcv/32G4qKiixdupQXXniBjz/+mHnz5lFfX09ZWRk2Njbk5+ezdu1a7t69S0JCArGxsZSXlwuM+vz589m/fz8lJSXiO6aqqsqKFSt45plnmJiYoLS0lMWLF4uYkKwSKGPwT8e6efMm3t7e6OnpCbrPSy+9hJeXF+fPn8fJyYmtW7eSlpZGcXEx8+bN4+DBgyxcuJAXXniB9evX09zczPDwsMBRNzY2Mnv2bJSVlTl69CgPHz4Ul4k333yT9evXMzQ0RFRUFAoKCujr65OYmMi+ffsEwvjkyZNkZGSgr69PX18fSUlJGBoasnfvXurr6+nt7eX27dtkZWWhr6/PkiVLCA4O5vDhw9MSu5IJBhUUFMQsYH9/P2lpaZibm5Obm0toaCgFBQVkZGTg4uLCnTt3KCoq4tGjR8IH4+HhgYODA4sXL+bIkSNcvXqVkydPUlVVRXl5Odra2sTExGBnZ8e5c+d49tlnefvtt+nt7WXBggUEBwezceNGPv30Uy5fvsyqVau4e/euoLkZGxuzYcMGNm7ciKOjI5cvX0ZeXl7M3oyPj3Pw4EHefPPNaRNbPvHEEyI+W1xcTEFBAS0tLaJTkZqayvz581mwYAGenp4cOnQIc3NzEhISuHPnDpqamjz33HNiHrK5uZnz58+zatUqFi9eTGRkJDk5OeTm5tLR0cGbb77JG2+8gaamJg4ODtTX13Ps2DEcHR35+uuvOX/+PPX19fz73/9GS0uL+vp6IY3u6emhpqZGFGhTUlK4e/cumpqamJmZMX/+fP5EXf5/ZNnZ2WFvb4+Xlxft7e3cu3ePjo4OnJycOHz4MC4uLsAf8SwZgfS7777j8OHDNDQ0sHv3biQSiZAyRkVF4ezsjLGxMfb29nR0dAjqncwP8+WXX3Lr1i1RLHB0dMTPz4/m5mYx+6urq8uHH36IlZUVKioqlJSU4O7uTm9vL0NDQzz22GMcOXKEjo4OwsLCWLBgAdra2n/6c/+tCd+cnBy2bdtGd3c3mpqaKCoqMjg4yJo1a3j77bdRUlL6Sz/PysqKO3fu4OnpiYaGBqqqqpibm7N582aSk5Nxdnamvb0dVVVVwZofGRkhJSVF3OZkHPLbt2/T3NyMjo4Otra2mJub09DQwMqVK1m2bBnNzc18//33zJkzh/7+foFly8jIICUlBalUyt69e0lLS+Pzzz8nOjqa27dvI5FIkJeXFzlCc3NznnvuOXp6ehgcHKSpqYnx8XGBuDMwMPg7W/uX1muvvYaCgoIYAB4eHiYhIYGamhrOnTtHTEwMsbGxNDc3Mzg4KMhftbW1+Pj4UFBQIGRUhoaGaGtrc+7cObKysvjwww+5cOECioqKREdHY2lpSU1NjfCe2NjYUFNTg1QqZXx8nM7OTs6ePYuRkRF5eXmUlZXR09ODhYUFNjY2ZGdns2vXLlJTU3n//feJjY3F1dWV1tZWYmNjCQ8PnzaWe0dHB1ZWVigpKTE2NkZTUxMlJSXY2NgwPDxMdHQ0g4ODqKur09zcTG5uLlFRUaSmprJv3z7xkLe1tcXQ0JCamhoOHjyIuro6vr6+1NfXk5WVhbKyMmZmZvT397N9+3YuXbrEsWPHcHFxwd/fH6lUiouLC87Ozvj6+pKVlYWbmxurVq2iubkZNTU1enp60NPT47vvviM4OJi2tjaGhoYEAlNPT4+cnJxp2TeABQsW0NDQQHV1tRDhffLJJ2hoaAhU5/DwMCEhIXh6ejI6OoqlpSXvvvsupqamVFVVsWLFCjFQnpiYSENDA7q6uqxduxY9PT36+/sZHh6mpqaG3Nxcbt++jaGhIYaGhty6dYu+vj5UVVUJCAgQ1KH09HQKCwuJiopCKpUKa7WWlpZAJ1tZWaGmpkZ3dzfj4+PTRtCBP4YKn376aR49ekRmZiZjY2PiO+Hi4kJeXh7y8vKiiq6iooK5uTkSiQQXFxeWL1/OnTt3SElJwcvLiw0bNhAeHs7rr78uLiyyGably5cjJyeHtrY2BQUFPPPMM1RWVjI6Ooq1tTWurq54e3sTGhqKuro6NjY2HDlyRHgpzM3N2bZtG++8846Ys+js7BSIzOncN3t7ezHfpKioSFJSEjt27KCnp4fu7m6Rk+/u7qa8vFwQxHx8fLh79y5WVlZ0dnZiZWXFM888Q21tLY899pgg+V2+fBlNTU28vLxEdbCrq4u7d+8yb948fH19qampoa6ujsrKStrb2xkeHhbuo4mJCaRSKW1tbfj6+mJvby+GNmXyQVl8c2BggG3btk3LvvX09Aj8u6mpKZs2bSI6OpqkpCSef/55mpqasLW1RU1Njb6+Po4ePSoOfevWrcPb25vGxkYqKiqorKwkNTWVFStWUF9fT3FxMdbW1hgaGqKmpoaRkREnTpzg7t27tLW1IZFICAoKEmbyhQsXiqhSfHw8a9eupa+vj9zcXBQUFFiyZAn79++nu7ubX375BXl5eWpqakS3oKen5y8Nsv6/rKqqKnx9fUlLS0MikeDk5ERycjJ9fX3cunWLrq4udHR00NDQwNvbm1mzZqGsrExjYyOLFy8mJydHnF9kz+/Y2FheeuklhoeHMTAwwN7entzcXH766Sd27twpZuc8PDzw8fHBwMCAgoICLly4QH9/P5s3b8bV1ZUtW7YILP6aNWtwdHREW1sbVVVVOjs7cXBwoKWlhVOnTmFra0toaOi0FqYcHBwwNDQkKiqKrKwsHj58SEREBNnZ2aSnpxMdHS3mzezt7dmyZQtSqZSJiQkaGxvp6ekhOTkZb29vHBwcuH//Pu7u7jQ3N+Pn58epU6ewtrbGysqKuro6fv75Z7q6ujAzM0NTUxNtbW06OzvR19cnMjJSzL/m5+fzwgsv4OvrS0ZGBgkJCZibm7Ns2TIcHBwEICE4OJjq6mpu377N5OTktH3n7O3tOXr0KK2trejo6BAdHc38+fPZs2cPTU1NPPfcc7S3t2NkZIStrS09PT1CWGxpaSmiuAMDA6SnpwsZrKxYn5ubS1dXFy4uLnh4eHDmzBkUFBT48MMPuXr1KvPmzaO5uZns7Gyio6MxMzNDQUGBtWvXYmZmJqiat27doqGhgccffxw9PT20tLRwd3fH0tISHR0dOjs7cXV1/dOR3L91+XjvvfewsLDgxIkTODo6An+8XA8dOsQnn3zC+++//5d+nqwSOjQ0hJ2dHbNnz6a7u5uWlhYKCwuJjIxkYmICf39/dHR0RC6wtLSU+fPn4+bmJqIGtra2TE1N0djYSFZWlqBu9PX1UV1dLTo1c+bMEcN00dHR3L9/n9raWpF9dnJyYnx8XPDNLS0t0dXVJSMjAx0dHSYmJjAyMsLMzIzOzk4UFRXR19dHTU2N1tbWaanSeHt7k5eXR0VFBQUFBaipqTF37lxhyVZQUBCfeWBgQLQYZQ+woqIixsbGqKmpobu7m5CQENEuVlBQoLu7W4gG29raUFFRYWRkhDt37rBo0SICAwNJTU2lq6sLS0tLcnJyOH78uGBQa2lp4ebmhq2tLenp6ejq6lJUVERwcDAeHh4EBgYKnKAMBTkd678OxllaWhIaGoqjoyNXr14V8xVubm7iUq2np4eamhomJiaMjo7y8OFDnJ2d0dfXp6uri6mpKezt7UlOTiYiIkIgYi0sLHB1dRUmaQ8PD9ra2rCwsMDT0xM1NTV0dHRQUlLCwcGBEydOoK+vL9CAMsKYpaWl8Nt4enri4+NDdXU1ZWVlSCQS4bGZjiUvL09YWBjDw8NUVlbS3NyMlpYWmpqaIpro6uqKubk5qqqqGBgYMDk5iYaGBmVlZVhZWVFeXo6cnBxDQ0Pcu3eP5uZmfH19xUFX5pSZmJjA0tKS6upqcfl3dHQUF2hlZWWcnZ1ZuHAhhYWFeHt7o6qqSnFxMS0tLWIO5emnn8bY2FhIDAcGBqioqJi26j2AtrY2cnJyNDY2oqmpSXt7O01NTUxNTXHjxg3mzJlDbW0tioqKWFtb093dTWJiIk1NTXh4eIi4pKKiIp6entjY2ODk5MTy5cvp7OxESUlJkHZGRkbQ0tJi48aNHD58mJ6eHnFJllHtcnNzyc/PZ9myZUxMTCAnJ0d2djbq6uqsX78ec3NzpFKpeE6UlZWhqKiIq6vrtH7fQkJCGB8fFxcxGdktKCiI559/nqysLGEIlkgkqKmpiUy9o6OjmJ+RibPmzp2Ls7MzsbGxdHR0IC8vj7m5ucCbjo6OoqCgQGFhIYsXL+bRo0fIy8vj5uZGT08PJ06c4KWXXmJ0dBRtbW0RabW1tWV0dJTvv/+eZcuW0dPTI/CT1tbWBAQEoKysTGJiIrNmzfrH9623t5eenh46OjpQVVXF1NSU2bNnk5OTg5ycHEVFRdTW1mJqaoqXlxf9/f2EhoYKB5KSkhI9PT309vbS29tLZ2cn6enpwn01ODiIiYkJ8EcxsrCwEHt7e9rb24XhXFVVFW1tbZydnVFRUeHrr78mJCREHD5NTU3FM18mXpWBSBwdHdHT06O3txddXV00NTWn5SBdVVXF1NQUubm5SKVSAWR58sknqa2tZdmyZWhoaFBSUkJXV5fAfo+PjwtCnGwGRvbXVq9ezdy5c8nOzhYRbRmd8rfffkNFRUW4zmxsbMQ7QU1NjYmJCcbGxhgfHxfD/bLz0qNHj1i+fDn6+vr4+vqioqJCeXk5VVVVNDQ04O7uzt27dwVJ8Z9elZWVovA8NDSEsrIyBQUFREREkJWVxfj4OA0NDfT09ODl5YWXlxeFhYUC42xjY4O2tjZ1dXVUVVUxMTGBiYkJRkZGSKVSjIyMcHBwoK2tTeCiq6urWblyJTo6Oujo6NDb24tUKuX8+fOCXieLdxcWFpKfn095ebnwBg0NDeHm5oaPjw/a2tpCHzBds1mAKNLW1tYyOTmJmZmZ+C4NDg6ipKREd3c3tra2mJqaUlJSQnV1Nbm5uYyMjGBvb4+xsTG9vb309/ejrKxMXl4enp6e3LhxQ9D2qqur6ezsxMTEhMLCQqysrAR6d3BwkLy8PAYGBqirq0NTUxN/f3/i4+NFPDM4OFhIMicmJkhMTGTGjBlMTU1RWloq4l5/9uz7t1C7LS0t7Nu3T1w8ANHO+jtmSFVVVdFO19LSwtHRkdraWg4fPsyVK1e4fv06ycnJmJiYiBy+jE0sy8XJMJ7m5uYYGBjg7OxMbm4uly5doqSkhMuXL/P9998TFxeHm5sbAwMDZGdnY2Njg6qqqpjQNzAwIDExERsbG2JjY4WbQEVFRQxHyy5Kg4ODGBsbi8F4b29vnJycBJXnn14pKSnk5uaiqakpZHlRUVFEREQwMTFBZmYmDQ0NyMnJCYSm7PKRmppKa2urQI8+evRI/IxVq1YxMjJCb28vk5OT/wuKV09PT0gUbWxscHZ2xtTUFH19fVasWIGioiJDQ0M4ODhgb28v/jwUFRU5d+4cSUlJ1NXVCaO4jY0N8+bNw9PTE3n5/3Hy83+7XF1dqa+v59GjR0gkEmxtbVm2bBnm5ubC7js6Osro6ChKSkrMnDmT3NxcVq5cycmTJ4XzoK2tTezjnDlzMDIyorS0VHg93N3dBTry4cOHuLi4MGfOHOFRsbKyEt6A0dFRamtrqaurE5fJhw8fcvHiRWJjYwkODiYzM1N0m4aGhmhtbaW8vHxameT/NXJla2vL5OQk586dQ01NDTk5OZHDlR1c7OzsxINrdHQUeXl57t27x6+//sqDBw/Q1dVFX18fW1tbUlNTGRsbQ0dHh5GREerr68X3TUaOiY6OJjg4GG1tbfr7+4U4097enqCgIBQUFFBVVUVBQYHLly9z+/ZtUZGzs7PDzc0NXV1d4X6YriWrHuXm5gLg6OgoLmPnz59nZGQEb29vIiIi8PX1RVNTk7i4ODo7O+nr6xPEIU9PT4KCghgaGqKwsJCgoCAMDQ1F19XW1pbS0lJ6enqYMWMGFhYWNDY24uzsjJGRkeiaVVVVUVlZyfXr17l16xZKSko0NTVx8uRJLly4wMWLF1m4cCH29vZIpVJaWlrQ1dUlJiZm2g4zsn1TUlJCSUlJPItaW1spLCwkOjoaJycnbG1t8fHxITg4WPhcZLMYdXV19Pf3MzIygrKyMgEBAcjLy9Pb20tdXR2GhoZYWlqipqZGR0cHVVVVmJiYYGBgQEpKCtevXxfxUjU1NSQSCTExMfj6+iInJyeeEbJ/Vm5uLr6+vigoKODn54ePjw+6urp0dnYKDPp0LBlprra2lo6ODpqbm2lsbMTW1pb79+8zPDxMUVERdXV16OnpMXPmTPz9/dHT06OoqIi7d+/S19eHvb09AQEB2Nracu7cObGXQ0NDtLS0UFNTQ2NjI0NDQyxZskQI5vLz82loaBDoT4lEQk1NDZs2baK6uhpNTU1mzJiBu7s79fX12Nra4unpSW5uLkePHqWrq0tE/uzt7acNUaytrS0AB3p6eiKqs3DhQoKCgjAxMcHOzg7449KVkJDA2NgYJiYm3Lp1Cx8fH3GeMTc3p6SkhJiYGAYHBxkeHqa4uFhU652cnGhqasLU1FTIHWNjYykpKcHa2loM28uQszU1NZiYmDA5OUlaWhplZWU89thjqKmp4ePjw+zZs3nsscdYvnw5rq6ulJWVTVvkCkAikSCRSEhNTaWurg4HBwcqKyvx9fUV0l4ZZvzRo0coKiqioaHBzZs3hQrBzc0NNTU1sS99fX20tLTw8OFDLCws0NfXF3oAb29vMQOhoaGBu7s7vr6+wiVWXV1NY2MjQUFBlJaWijiTzN127tw54uPjKSgooL6+nocPH9LU1IS9vb1wWkzHqqqqYtasWVhbW4uC98WLF5k/fz4mJibIy8vT0NBASUmJUBMoKSmJ2baZM2fi5+cnOhAaGhoMDw9jY2NDa2ur6Op2dXUJR5uKigppaWmEhoYKnK+5uTllZWUYGBigr69PfX099+7dIz09XYi+Z8yYQVNTE2VlZVy4cIHe3l4kEonoiqekpPzpz/23Oh8LFy783w6f//+rYjKG9/9pmZmZiQOLLCKUkZGBVCpFSUmJH374ATk5OZYtW4aXlxf29vYsXLhQ6OJl0afW1lbGx8dxdHTkzTffJCsri+TkZG7cuCH+wAwMDCgqKqKiooLz58+zevVqDh06RHZ2tpDQyKzUMkReb28vIyMj6OnpUVtbK8gA1tbWPHr0iP7+fsbHxxkfH2fdunVcu3bt72zrX15Hjx5FIpGwevVq/P39KSws5Oeff8bOzg4LCwucnZ1JT09n5syZuLq6kpeXx+DgoKjM6+rqsmHDBtrb2yksLKSlpYWbN2/i7OyMq6srXV1d6OnpERERgZeXl4h1rV27VlhyfX19sbS0JD09nbfeeovCwkK+/vprTE1NqayspKysTNCKFBQU+O6773B3d+e7774TWUETExM0NDSIjo6eln2rqKigvLxczBpNTU0RERHBK6+8wtjYmBg+k5OTo7+/Hw8PD9544w2++uor9u3bx/79+xkfHxc4SXNzc0HLyM/Px8jIiMnJSbKzs4mPj6e7u5tPPvmEqqoqcnJykJeXp6enh66uLqysrDA3NxfIU09PT5YsWcLdu3c5f/48PT09lJSUEBkZSVNTE/v378fY2BgFBQUmJiZwcnLi+vXr09YiHhsbo6KiAk9PT8Fqz8/Px87OjrCwMFRUVJiamqK5uZmRkRH09fWZPXu2YP3LpEUDAwN4eXnxxhtvoKOjw5EjR3jw4AFaWlp4e3tjampKTU0NDQ0NuLm5oaSkhJOTE05OTkxOTopO58TEBC+++KLY58DAQGJiYsjKyuLXX38lPDycTz/9lF27duHn54eWlhaqqqro6uqKiuV0rBs3bvDw4UMkEgm+vr5s3LgRfX19JicnSU1N5ZdffmHHjh3Y2NgIPHhmZiYxMTHU1NTg7+9Pfn4+CgoKjI2NIZVKRef5t99+Y+PGjSgrKzM1NYWSkhJXrlwRUSMXFxesra2Zmpqivb2dqakpVq9ezTPPPENERAS2trasW7eO8fFxTp06xeuvv46DgwPffPMNSUlJyMvLM3PmTCwsLEQccbrW1atX8fPzQ0dHRwgQX331VT788EPU1dWpr6+no6OD+fPn4+/vT11dHYODg7S3t3P27FlcXFy4f/8+3t7ebNiwAU1NTTo7O4mIiBARUn9/fxQVFcnNzSUjI4NVq1ZhYmLC8ePHxXexpKRE2LrPnDlDYWEhY2NjtLe3i3+egYEBH3/8Mc8//zwqKiqsWbNGVGEPHz4sDODTsVRVVUlJSRHFuaGhIS5cuMCMGTNoaWlhx44dZGZm0tHRgYmJCX19faJbsWjRIq5cuYKOjg4RERFYWVlRUFBAXl4e33zzDR999BEzZ86kuroaFRUVEe+VzWp5eHggLy8vPuuvv/5KcXExycnJdHd3Y2RkhKqqKi0tLdTW1jI1NcV3332Hi4sLb731Fj/++COJiYl4e3sTEhJCbm4uFy9eJDQ09B/ft8DAQOE96O7u5scff8TMzIzi4mLWrVvH1q1bMTMzE06q/Px81qxZg5ubG7/99htdXV3Ex8djZ2dHSEgIpaWltLS0YG5uzty5c/nhhx/o7e1FW1sbGxsbnn/+ecbGxjh58iSRkZFcv36dxsZGnJycMDIy4r333uOtt95CKpWKg2VLSwsNDQ0sW7YMRUVFDh06hI+PDx9++CHh4eHU1tZy8+ZNEhMTWbhw4bTNLri7u2Ntbc3Q0BC2trbMmjVLRObhj3Pe008/TW5uLs3NzWJmsKSkhJUrV1JWVkZLSwvW1tbY2tqKGa+jR4+irq7O0qVLRdFy/vz5BAQEiE6IDJzT0tKCuro6jz/+ODExMUK2+t1332FnZ4eHhwfwB/AlKysLJycnrl69SmlpKfr6+lhYWGBsbCyAMNOxpFIpXl5e5OTkUFlZycjICI6OjoKsaWFhIdIO8vLyLFy4EG9vb86cOSNk24WFhdTU1AjXmwzk4OjoKFDV1tbWLFu2jKNHj/Lss8/S3t6Oq6srv/zyC25ubixevJiFCxfS29uLtbU1SUlJwkovkUjEbHV5eTkqKiqoq6tz9uxZZs2ahaWlJc3NzfT29v7pz/23Lh/e3t7s3r2bJUuWICcnJ/56XV0dHR0dXLp0CfjjoHLp0qX/6+XD2tqaDRs2cOrUKW7duoWvry9hYWEkJibi5ubG6tWrSU9Pp7y8nPr6eszNzYVpevXq1eTl5dHU1IREIhGVUlmVTGZSnjdvHgYGBqLSvHDhQkpKSrh48SIzZ84kNDQUPT09zM3NuXnzJnZ2diQmJjIxMcGGDRuoq6tj6dKlvPrqq/T393Pr1i1RjV29ejV9fX00NjaK/OB0LDc3N3bu3ElGRgbV1dWsWrWKy5cvk5GRwcTEBOrq6oJfPTk5SWBgoKBhjYyM8NVXX/Htt9+yYcMGXnjhBXbu3ElFRQVDQ0MUFxczMTGBrq4uJiYmjI+Pc+DAAXJzczl27BhbtmwR6OKIiAiRv58/fz4RERE88cQTfPDBB6Ltr62tzeOPP87w8DDm5ubo6ury+++/k5SUhLOzM/Ly8sIS+0+vsrIyjIyM8PX1xd3dHScnJ/z8/EhJSeHw4cMsWLAAHR0dMjIySEtLIy4ujtraWt59911mzZolIgkyTKevry+Dg4McOHCAmpoaWlpahPE9ODiY2NhYDhw4wNmzZ4mNjWXDhg3o6OjQ3d3N1NQUQ0NDvPfee7z//vvcvXtXxBrMzMz417/+RVVVFRcuXGD+/PlMTEwIm31hYaGISkzXSklJITAwEAcHBxISEsRBoaysjPr6empqapg/fz6WlpaYmJgQHBxMfn6+qO48/vjjSKVSRkZGMDY2Zu/evezZs4fFixezZcsWdu7cKUSl+vr6VFdXk5OTw9dff01iYiLl5eX4+PiwaNEiOjo6uHDhAhMTE5w+fZqFCxfi6uqKhoYGY2NjREZGEh4ezr1797h48SJ5eXm4u7tTWFhIdXU1s2fPnrZ9q6urIzIyEnd3d3R0dBgbG6O8vJxbt25x+PBhQcI6d+4cV65cobGxEV1dXV544QV0dXUpKyvD29tbHJ6TkpK4ceMG2dnZ1NTUiI6dDEYwNDQk6H9btmzB09OT5ORkFBUVefnll6mtrSU8PByJREJgYCB2dnYMDg7i4eGBtbU1+/btY/HixWhra7Nhwwa0tLRITEzkxo0bfPHFFwwNDU3Lvr3zzjsoKSlx69YtcnJyUFdXp7CwkCeeeIJVq1axcuVKfv/9dxwcHNDQ0CAtLY0ffviBpKQkYSwuKysjNTUVRUVFvL29KSoq4t69e5ibmxMWFoaBgYEYADY2Nub3338X8AlZMSwkJITg4GAmJyf54IMP0NPTo6CgQMS1hoeH6erqIj09HU9PTwwMDCgtLWVwcFAUyGbPns0nn3zyt9IBf3VpaWlhb29PdnY2BQUFuLi4UFZWRnx8PFNTU8IyLZvd6OrqIjk5mZkzZ9LV1UVbWxvj4+N0dHSgq6tLaGgo27dv59q1awQFBfHtt9/i5eWFsbEx165dExjw1atXo6ysLEAiJiYmWFpasnHjRkJDQ7G3t2fu3LkcO3aMvLw84A+JpoqKCj4+Pty+fZsDBw5w5coVOjs7aWho4OOPPyYgIOAf3zOAuLg4hoaGUFVVFV02WUyzurqaiIgIHjx4QGNjozgU5ubm8tZbb1FTU0NaWhozZ87E29sbeXl5Zs+ejYKCAg8ePBDFGFlkt729nUuXLvHyyy8zMjJCRESEiK+ePXuWnJwcli5dSmNjIzt37qS+vp7o6GhsbW3FLMTvv/+Onp6eAN9oa2tTUVFBcXExbm5u9PX1Tdv7oa6ujtDQUIKDg0lPT+fo0aN4enpy5coVvvrqKz744AMKCgqIjo7GyMiI9vZ2cnNzeeedd+jt7WXOnDmYmJhw/vx5jh8/LqSqpqamlJaWioH8/v5+AHbv3s1XX31FRkYGd+/eZc6cOaJIZWpqyuXLl1mwYAE7d+6kpKSEsLAw5s+fLzoCW7duxcrKik2bNrFy5Uqio6NZv349FhYW1NXVTcuewR+qiYcPH4riuazYKHtXbd++nZ9++onVq1fT3d2NnZ2dmP/8+OOPUVNTw9zcHEtLSwICAggODmbHjh0sWrQIdXV17ty5Q2trK8PDw8TGxjJnzhyMjY1FemLbtm0oKCiIBsDJkyfFhdvR0ZHVq1cjJydHZ2en8IjMnDmT0tJSVFRUaG9v5/z584yPj7Np06Y//bn/1uUjKSmJhw8f/m9bobdu3RL/+b9eTv5368033xT2yejoaF5//XVOnjyJs7Mzhw8f5qeffqK9vZ3Q0FBCQ0NRUVFhbGyMo0ePkpCQwPvvv897772HoqKi2EAdHR1WrlzJlStXWLNmjfj7f/jhB1xdXUWc6+mnn2bWrFnIyckJ3vvixYv57bffOHv2LDExMWKWIykpifj4ePbu3UtERARVVVVs2rSJ3t5eccD+8MMP+eCDD6aFg+/q6kp/f79oERYXF6OiosKMGTO4e/cuxcXFWFhYkJWVxdWrV9HT0+P+/fvo6elx5coV+vv7CQ8PFxX5HTt2YGhoyIsvvkhaWhpbt27ll19+Yc+ePSxcuJCFCxfyn//8h4aGBrKyspg7dy43b97k8uXLzJ49G2NjYz766CM++eQTPv30U5qamkQb9MyZM1y6dIm8vDyKi4uFS6C/v5+QkBCcnZ0ZGBiYlrmPkZERFi9eLCIt8MdBd926dezatQtlZWUkEgnj4+NoaWmhpqZGamoqCQkJHDt2jPr6erq6unB3dxctzMHBQXbu3Im8vDw7d+4kISGBmzdvCrpNX18fQ0NDpKWloaCgIGRKCQkJHD9+nI8++oju7m6+++479u7dy44dO2hqauL+/fv4+PgIQpKWlha//fYb9vb2vPXWW8LDMh2UMPgDpSeVShkcHMTCwoLw8HBu3LhBZGQkRUVFIub0ww8/COEi/DGoPjk5yZdffsljjz1GUFAQ5eXlHDt2jF27dmFra8u+ffs4cuQIpaWl5OTkUFpaysDAAG5uboyNjfHkk09y4cIF9u3bh4mJCS+//DLGxsYsWLCA2tpaMXcjkUjo6emhsrKSDRs28OSTT4rOnIWFBXl5eVRXV2NkZIREIpmWfZN1HaOiovDz8xMDtV9++SUPHjygpqaG9vZ2LC0tWb9+PXl5eWzdupX79+/zySefsGfPHoqKijA3N2fOnDnY2NgQERGBRCJh2bJlhIaG8uOPP3Lz5k3gDzFsZmamQF4ePXpUmIFLS0t57rnneOeddwgMDBRVW3V1debNm8fAwADHjx8nNzcXFxcXent7BZpRJt977rnnpmXfqqur8fLywtfXFy0tLSQSCadPn6ahoYHS0lJ27tyJsbExampqaGpqMnPmTJ566imeffZZJBIJGzduJCIiQgzrv/baa4SEhDA2NkZoaKgokCxevJiZM2fy3Xff8fXXX1NQUICysjKbN2+mqqpKfOdl2NiSkhK2b9/OypUrRXb9p59+4ssvv6S4uJiioiIRJeno6KCjowNnZ2e2bdvG7t27//F9k0WFn3vuOVRVVeno6ODll1/m/v37AGLY9tixY/z000/Mnz+fF198kfnz51NdXY2HhwfLli1DIpFQXFyMp6cnjx494pVXXmH9+vW88cYbwkitoqJCSkoKDx484Pz58/T39/Phhx/i7u7OxMQEbW1tjI6OcvnyZT744AOeffZZlJWVefDgAS0tLYSHhzM2NkZhYSH+/v78/vvvrFy5ksrKSmFWb2xs/Mf3DEBZWZmvv/6a+Ph4rKyscHFxYf369YyOjmJkZER/f78YGre0tKSpqYmFCxfy8ccfs23bNu7cuUNVVRVKSkoMDg6yb98+XFxcWLNmDb/88gtBQUHcunWL7u5uQak6ePAgJ0+e5NixY4K6qampKQbXKysr+frrr+nr66OpqUmkMi5cuCDwshs3buTjjz/ms88+QyqVsn79eubMmcPSpUs5ceLEtOxdYmIiixYtore3l8bGRpqbmwUA44UXXmDhwoXk5uaKealz584xODjIjz/+SG1tLY8ePcLGxoYNGzYwZ84cduzYQXR0NNbW1piZmZGWloa8vDyFhYXU19ezefNmHBwcUFVVxcTEhMOHD5OamkpQUBAffPABPj4+PPXUU9TX1/Pss8+SnJxMSEgIfn5+nD17lkWLFnHmzBkSExP5/vvvcXR0JCsri++//56JiQl27NgxLfv266+/Ym1tTVlZmSh2X7p0iUOHDhEWFoauri7ffvstCxYsIDo6mo6ODvr6+ti+fTufffYZcXFx+Pn5UVRUxP3796mvr6eoqIjTp08LTLmGhgbOzs7o6elx6NAhtm3bxpo1a/jwww/FRX94eBgFBQWio6P597//zenTp9HT0+OXX36hpqYGb29v1q5dS35+Pvfu3aOoqIjo6GhRnK6oqODLL79k165df+pz/63Lx5IlS4R5/P+0JiYm+OGHH/6vP8/b25t169Zx5swZbt26xZYtW6itrSU4OJjHH3+c+Ph4Xn31VVRUVEhNTaWqqoqxsTHmz58vcrvXrl1jZGQENzc3MSQXFxeHsbExsbGxvPzyyyxbtky4A3R1dTl37hwHDx7kt99+o6CggLa2NuLi4jhx4gSHDx9m79699Pb28s033xAeHs4zzzyDiooKmzdv5t69e8ycOZPr16+joaHBo0ePuHTpErNmzZo2woRM4tPU1ERLSwuDg4O8+uqr7N27V+A4161bh5qaGuPj4xgaGvL6669jZGREdnY2X331FXV1dQwNDWFlZYWqqipvvfUWS5cuxdXVlWvXruHi4oKvry/t7e309fWJKpCuri7V1dXo6OiIasfu3buFs6Grqwtra2smJibIysqipqZGxOGMjIxobGykqamJpqYmQVxwdHT8W6jmv7o8PT05fPiw+I65ubmxdetW1NTUiImJQVVVlTlz5mBlZUVaWhqffvop+fn5bNmyhebmZmJiYvj2228ZGhrC0NCQzMxMhoaGCAgIoL29ncrKSoyMjFi2bBnl5eXcuXOHO3fuMHv2bCwsLOjq6kJNTU2QKzIzM3nyySfFTElfXx8HDhwQA4qyiONTTz3F008/LWZDRkdH+fTTT/nll1/+8T2TrYaGBiQSCXl5eQKlu379etLT09mxYwctLS1ioE9eXh4VFRUSEhJIS0vj1q1bREREMDIywu3btwUu9ueff+bmzZuUl5fz9ddf4+vrKxDIlZWVbN++nXXr1mFnZ8dnn32GhoYG+fn5wgr71Vdf4eHhwejoKLa2tiQkJFBbW8umTZvYuHEjw8PD9PX14eDgQGBgIAkJCWRmZk6bYBD+INN99dVXJCcn097ezoULFygrK0NdXZ2QkBA+//xzOjo62LhxI7NmzcLQ0BATExOefPJJ7OzsuHz5shBflpeX4+/vj6urK83NzXR2dnLp0iWMjIx47LHHxMtBNrukq6vLpk2bePTokehehIaGUldXR0tLCydOnOCFF14gPDyc3Nxc9uzZg5ubG9evXyclJYWIiAgx8+bl5cWWLVumDRm7f/9+2tvbMTMzY+7cuTzxxBM89dRTgspXWFhIX18fvb29pKenc+vWLZycnHjxxRf5/PPP8fDw4NChQ6L6n5iYSEdHB7a2tnz77bc0NzezY8cOoqKixMC9sbExL7zwAk5OTty+fVtEKpuamti1axcpKSksWrSI4OBgvvrqKwICAti0aROxsbGC4nT16lV++OEHgoKCmDlzJrt27cLNzY2qqqpp2bfZs2cTFBRETU2NmLnauXMn5ubm7Ny5k/j4eHp6eti6dSujo6McPHgQqVTKN998Q09PD1euXMHW1lYkCn744QdSU1PZsmULp06d4v79+8KN1dLSwn/+8x9efPFFMSdx7do1bt26hb6+vvDS7N+/n46ODtra2jA3NxdFs6ysLM6cOcOMGTN48803GRkZ4f79+yQkJKCoqIienh579+7lnXfe+cf3rbOzExUVFR49esTIyAiPPfYYGhoa+Pj40N7ezu7du9HQ0BBuHRsbG/bs2cOVK1eYNWuWENdOTU1RV1dHb28v7u7uIjYZFhaGvr4+NTU12NrasmvXLry9vVm/fj2fffaZINaNjo7S1NTE7t27mT9/PhcuXODNN99ER0eHxsZGYZvv6ekhISGBCxcu8NFHH7Fo0SJmzJhBY2MjH3zwwbRdPOCPTsS5c+eYO3cu9vb23Lx5k6+++opr167x4Ycfish6SUkJjY2NPP3001y5coXg4GBWrFhBeno6X3zxBSoqKiJ2b29vz9dff8369euRSCQ0NjbS398vYtG+vr6oq6vz7rvvIicnx+OPPy5kqgEBAaKIFxcXx/Hjx/n+++/Zs2ePuPzK4EEvvPACW7ZsISoqio0bN3L16tVp27dVq1bx008/4evrS3R0NMbGxjQ0NGBvb09LSwv379+nt7eX+Ph4lJWVkZeXR1FRkSeffJJZs2axefNmFi9ejK6uLt3d3RgYGLB8+XKefPJJTp06xauvvoqvr68YPJeht/Pz83n++ecJCwvD0tKS3NxcMjMzMTY25s6dO7S0tHDjxg1MTEyIiorCxsaGyspKYmNjefPNN3n88cdFUX54eJjw8HAiIiL+9Of+W5ePmJiY/21Ho7S0FFdXVwAUFBSE7OX/tMrKyjhy5AiRkZF4eHiQm5vLu+++S0pKCoaGhqxduxZ9fX1BZamoqCAqKopnnnmG6Ohorl69Sk9PD1NTU+JgrKurS11dHfLy8kxOTvLgwQMqKysZHh7m7t27dHV1sXbtWh4+fIitra34ZTY1NeXs2bN8+OGHVFZW4urqSkBAAAkJCZSUlLB161aCgoL4/PPPGR0dJTQ0lF9++YX09HQCAgJYu3Yt/f39aGho/J2t/UsrMzOToqIimpubsbGx4fHHH2d8fJzIyEgqKiqoqKhg3759jI6OoqGhgb29PUpKSjzxxBNcuHCBjRs3sm3bNmE89/b2pqurC3l5eYKDgxkfHyc1NZWJiQm8vLy4cuUK69atw9PTk5MnT+Lm5kZTUxOZmZnU1tZibGwsKjuenp6cP38eOTk5ent7ycnJwdvbmwcPHhAbG0traysnTpwQQ2ay6NPw8PA/vm/FxcUsX76cyspK9PT00NHRIS8vjz179iCRSLh7966IVg0PD7NmzRo0NTU5evQon3/+OTt37qS8vBwlJSUKCgro7Oxkzpw5hIaG4u3tzbVr11BXV8fJyQkDAwPKysro6+vDxcWF/fv38+mnn9Lc3CwG4xQUFJCXlxd+D9l3eNGiRejo6HD79m0CAwOFY2XWrFkiLnbz5s1pzafa2tqSmJhIcXEx6urqBAcHU1JSQmlpKc8++yyXLl0iODiYmJgY0tLSKC0tZd++faSnp3P69GkhndTU1MTAwIDOzk6cnJzo7e3F3t6eTz/9lLa2NhISEhgeHiYqKgo1NTWuX7/OyZMnBSiguLhYSPe8vLxYt24dfX19mJmZERISwuDgoOgydXR0cPDgQS5dusSlS5dob2/HycnpT0lT/6eWh4cHvr6+Ipa5evVqMTzo4eEh8NNJSUlkZ2fj4eFBQEAATz/9NKOjo6xatQplZWWUlJRwc3NDS0sLBQUFgVccHh4WiF1ZNv+ZZ57hwIEDuLi4cPjwYdEu9/DwEGbc5cuX89tvv3H37l1SUlLw8PDg999/Jy8vj9TUVHx8fNi9ezcBAQFMTU1RXFzM5cuXCQ4OnpZ9e+edd9DU1KSyspKSkhK++uor3N3dMTc3x9vbmytXrpCTk0NQUBC6urrU1NTQ19fHs88+i4eHB1ZWVsJo7OLiIshdy5cvx93dnVmzZjE2NsatW7fEPNyBAweorKzkzTffJDMzk0ePHjEwMMDw8DBbt24lOzubt956i19//ZWAgACGhobYv38/M2bMYMGCBdjY2PDOO++IQ4KxsTGGhoacOXNm2gpTampqKCgoiO5ESkoKNTU1HDhwgJdeeomlS5cKJr+SkpIQ+0VHR3Pnzh1qamqYmprCzc0Nc3NzEWv57bff2Lt3ryDy3Lhxg/7+fhQUFPj3v//Njz/+SE9PD+rq6nh4eNDf38/FixcFDvW1114T7iQ1NTUBOvD19WXTpk38+OOPPPnkkygqKuLl5YWnpyeWlpZ8+umnAgrzTy4FBQVee+01JBIJ+vr6+Pv7c+zYMZydncXcQXp6OoaGhoyOjpKRkcEzzzwj/swdHBw4cuQI165dw9TUlH//+98sW7aMc+fO8eKLL3Lt2jWGhoZobGzk1KlTqKmp8eGHHyInJ0dVVRVNTU10d3ejqqoqvFHvv/8+kZGRKCkpicu2jHx08eJFtm/fzhdffMEzzzyDhYUFioqKWFhY4OfnR3V1taA9/dPrzp076Ovrc+PGDUGT3LFjB//+97/x8PDAxsaGrKwspFIpAwMDAmrh4uLCr7/+iq6uLhUVFaiqquLo6MgzzzyDm5sblpaWmJmZYWJiwqxZszA2NkZOTo6cnBwuXLhAcXExBw8eREFBAVNTU3R1dZk5cyYlJSUsWLCAa9eusWfPHjw8PNizZw/Nzc18+OGHGBoakpubS1hYGMHBwVhZWdHR0SHAIBs2bJiWfbt58yYTExMEBAQwOTnJN998Q0lJCc7OzoSHh6OgoCA8RGFhYXh5eWFlZcX169eJi4vD2tqa27dvo6WlhYGBgbjY6evr4+7uzp07d8jJycHc3Bxzc3Mef/xxTp8+zbp165icnKS6uhobGxsCAgKYOXOmQOZfvnyZ6Ohofv75Z27cuCFALYcOHRIQnMLCQuLi4tDQ0BDepT+7/tblY2JigoSEBBoaGhgZGflfBpru37/PuXPnxH//M9SAzZs3k5GRQV1dHRYWFri7u/8vecEvvvhCcMhlL8OEhASkUqnA6MoybHJycoSHhwsGskQi4YknnhAxDGVlZTQ0NAQlaHR0lEePHgmBoOy2/d577zExMcHChQuZnJzE09MTJSUlrl+/TlRUFKtWrcLFxYWOjg4aGxsFajc+Pp7a2lpef/31v7O1f2lpaWkRHR1NX18fY2NjdHd3C/a9goICK1eu5Pz583h5eeHu7k5+fj7PPPMMEomE119/XQy/SqVSOjo6kJOT48yZMwIlOGfOHCYnJykuLiYnJ0eIFu3t7VFXVxciHDk5Oe7fv4+9vT0PHjzA0dGRe/fuCQ65lpYW77//PpcuXUJZWVl0rvz8/MRD9ccffyQtLY3Nmzf/4/s2MDAgBo4nJiZQVFTkpZdeIjU1lfDwcKysrMjIyBAuAdn3Zfbs2Rw5coSJiQmMjY3R0tJCQ0MDdXV1WlpaKC4uFoduiUTC/PnziY6OZsGCBSgrK/Pcc89x584d7O3tqaurIz09XaAkOzo6MDQ05Ndff0UikbB06VKsra2pr68XyOSGhgY0NDQwMjLC2toaBQUFHj58+Kcu+P9TS9bZmDFjBtbW1lRWVooKempqKllZWQIPKMND7tmzh8nJSaampvDz80NfXx9jY2OmpqZ48OABS5cuJTY2FiUlJVEpbW5upr+/Hy0tLa5evUpUVBQzZswQiGJVVVWam5tRUlJieHiYqakpsrOzxZzH2NiYGPK1tbXFxMREUGcqKirEAN1/J1D9J1ZNTQ2lpaX09/czOjrKvHnzmDt3LqOjo3z99dcYGxsTFhbG4OCg+K4ZGBjg6enJ+Pg4enp63Lx5k+HhYebNm8fSpUuRSqVcuHCBZcuWoaCggImJCa2trXR3dwufgouLiyBDtbe3o6ysjK6uLr6+vhQXF+Pq6iqq/a2trVRWVorCgZ+fn3A9LFiwAFtbW3R0dKYFIy5b169fx8TEBHd3d1xdXXn06BH19fXcvn2bnp4eQfAyMDBgzpw5gp6ze/dugWXPz8+noKCAoqIilJWViY6ORkFBAWdnZxoaGsjNzRWUNnl5eWpra2lvb+fYsWPMnj0bd3d3srKyaGhoEKhjmVtBJuVSV1cnNzcXBwcHnJ2dhYuks7OT8vJypFIpKSkp0zYrc+XKFXGIU1NTA2Dp0qUoKipiYGDAhQsXMDQ0FEUAQ0NDATTYsGED6enpYj4yLi6OtLQ09u7dy+XLl2ltbSU+Pp6xsTFBv/r1119ZtmwZN2/epLCwkLy8PCQSiSCHSSQSXnnlFcrKyrh9+7bA0XZ1dTE6OsqiRYs4duwY7777rjBZOzs7Mzk5SVtbGydOnGDlypX/+L6pq6vj7u6Oi4sLw8PDSKVSfHx8CAwM5MUXX+TFF18kMjISFRUV1NTUxO/p5OQkCgoKtLS0CHSrvLy8iLmVlJTwyy+/4OHhIRD0MTExIkb45ZdfCrKWgoICRUVFlJeXi/fpggUL+OGHHwT+18DAgCtXrjA1NSXmBFVVVTE0NBQxRH19ffbu3cvbb7/9j+8b/BFZs7KyEnh+WTF4YGCAgoIC1q9fz++//05vb6+IK587dw5zc3M++eQTysvLhXhyYmICVVVVbty4wapVq1i0aBF37twRbqmenh4uXLhATk6OEIWamJigrKyMtbU1Tk5OhISEIJFIsLGxYdmyZaSlpXHy5ElUVFSYP38+urq6DAwMYGJiwv379ykuLsbc3Jzx8fFp8bTJlpmZGR4eHvT19SGVSlm+fLkg/Nnb29Pf349UKsXf35/IyEjk5OSIj4/nzJkzvPLKKxQWFgoalaOjI99++y26urpkZWVhb2/PwMCAwAebmZmhrKzM7Nmz+e2333B2diY7O5umpiacnJxwd3dHX1+fU6dOcfv2bUGINDIyoq+vj76+Prq6usTsZ29vLxoaGkgkEgG0CAwM/FOf+29dPl566SUePHiAkZGRoD4AgqbyV5eWlhZSqRQzMzPMzc0FSrGvr4/+/n5UVVWpq6ujp6cHX19fwsPDiYuLo6GhAR8fHxwcHNDU1CQ/P1/wpHt7e4mOjqalpQV/f39qa2tRUVFBUVGR5uZmfHx8SE5OZt68ebS2tmJqaio+T3NzMxkZGVhYWHDx4kXmzJkjCD4mJibU1dWhpqZGcnIyFRUVGBoaoqGhQXFxMYODg9NGNDEwMKCmpkaI/OCPWMzAwAAaGhqEhoZSVVVFSEgIFhYWpKSk4OfnR2ZmJgoKCgQGBoqKnrm5OVNTU8TFxfHWW28Jq3F3dzeGhoaEhYUREhJCW1sbOTk5WFhY0NfXJwRaqqqquLm5kZ6eTnd3N9nZ2dja2iKVShkbGyM6OpqIiAgyMjKYnJzk9u3b9Pf3ExUVhYGBAXl5edMyJwN/XIh7enqwt7dHQ0ODgYEBFi5cyMOHD7GyshJ+E2NjYxEPcHV1JSIiQpiPfX19cXFxEXb4uro6rl+/zsaNG5GTkxMPD5kzJikpieDgYK5fv465uTkWFhYYGhrS19cnCEQyydvIyAjNzc3ikGxqaoqTkxM3btygoqJCkNVkw2kyL8R0rIKCApydnbGzsxO/Ty0tLYyOjpKUlERDQwN6enrCsJqfn4+6ujq3b99mz549WFpa0tjYiJycHCoqKmRnZ+Pm5kZLSwvp6eno6OiQmJhIW1sbQUFBODg40Nvby9jYGLm5uXR2djI0NISGhgYTExMiymBjY4OamhrZ2dmoqakxMjJCe3u7MC1XVlbS39+Pr68vNjY2pKWlTcvgr2wlJydTX1+Ph4cH7u7uKCsrk5ycLPLk9+/fF6CB0dFRJicnqaqqIiYmhpaWFlRUVKiurqampgZ5eXkRF5BV+2UW7fHxcUxNTamoqOC1116joqKCoqIiTExMUFNTY3JyEolEwqxZszhz5gyRkZFCviX7/t27dw9FRUWcnJyQSqXC+dHa2iqof9O1WltbxcyFnJwcdXV1KCsrC0pNT08PDg4O2NraoqCggLq6OitWrOCbb77Bw8NDkA5tbGwwMzPj2rVruLm5YWJigrm5OcbGxoJjL+tUmJqakpOTIzLNsgIDwMWLFxkYGCA3NxdHR0dxWOno6BCwk7GxMQGG0NTUFNHJuro6/P39p2Xf7O3tqa2txczMTHQYx8fH+eWXX/D39+fChQsAAilubm5OVVUVenp6hIWFceXKFYaHhwXtS01NjeLiYjZs2CBmEbS1tamtraWlpYXh4WEmJyfJzc0Vh6XW1lbGxsZQVVVl3bp1tLa24uHhQV1dHY2NjYyMjKCuro6DgwOWlpY8evSI6upq2traRFEGEACV6ViyrkNPT4/A4mpqalJUVCRkl5OTk0ilUtTV1VFUVBQRyoGBAcrLy7G2tiYkJAR9fX0GBgZQVlamrKyMgIAABgYGhABZR0eHkpISRkZGcHBwoL+/n+bmZvT19YE/sObJycls3rwZTU1N8vLyMDExYWJiAjU1NRHhysrKAv644Dg4OIjzVFFREaqqqtOyb/CHGDUrK4vu7m4hn8zNzWXz5s1UVFQIh5PMWTE5OcmjR48wMDDAy8sLS0tLsQcyeJHMVzI0NCQuCzI/WUBAACdOnOCpp55i5cqVIoJaXV2NiYmJcFjo6+szNTWFqakpPT09aGtrs2rVKlpbW/Hz8+P8+fN4enoyMDCAlpYWPj4+0+Ycgz/cWW1tbdTX16OoqIilpSUAM2bMEOMAKioqGBgYYGxsTF9fH7dv36asrEx8fwwNDVFSUhJeo8bGRqampjAyMhLv1/b2dmpqatDX10dbW5vExETWr1+PkZERlZWVTE5OoqOjg7GxMefOnUNbWxs1NTVcXFxwd3dneHiY+vp64XK5efMm/v7+mJqaCh9Nc3Pzn/7cf+vykZGRwblz5/7bquF/7Xr82dXc3Iyqqio6OjooKCggJyeHsbExRUVFzJs3j9HRUQwNDVFVVRWYUmtrayE3k7WAZfzh3Nxc5s2bR3h4OObm5igpKaGuro6ZmRny8vJIpVLmzJlDQkICcnJyWFhYCGGUlpYWRUVFQuxVV1cnKmTj4+PExMRw/fp1ioqKaGlpQUFBgRkzZogcvIGBwbQgAeGPg0Z1dTWqqqpERESIjPLAwIA4MMgEebJKwujoKC4uLuTk5KCjo0NlZSVjY2M4ODgglUqFLb6/v19UuWxsbPDw8EBfX5+DBw9y69Yt/Pz8hD3YwMCAJUuW4OfnR09PD6Ojo+JlNzQ0RFdXF7dv38bCwgJNTU0RN+ru7sbU1BRDQ0PRTZmOJRMZyehf9fX16OjoYGFhQUdHB5qamujq6oqLh0wYqK+vLy7eCgoKaGtrY2RkJA42GRkZJCcnC3O0np6eEC9VV1cTGhqKoqKiMMy7uLiQmppKRkYGfn5+5Obmikjj0NAQtbW1TExMYGBggJGREVNTU4KUJIuXNDc3k5mZ+b84d/7J1dvbS2BgoBBXyipYMgqTnZ0drq6u+Pr60tbWRm5uLhEREZw9exZnZ2fMzc0pLy+nuroaLS0thoaGyMrKws7OjpaWFvLy8nj48CGTk5P4+vri6urKxMQE2dnZlJSUcP/+fXHAtrKyorKykujoaCFxu3btGjU1NaISVFxcTH9/PwMDA2RkZDA2NoampiYKCgrTauqWVdbDw8MJDw8XRJqRkRGWLFkiIn+Tk5Po6emhqKjIrVu3WLp0Kba2tmRkZNDZ2Qn8cWCsqalBW1ubJUuWsHPnTsLDw0XERllZmcHBQerq6sjLy0MqlRIfH4+ZmRl2dnbIy8szPj7O8PAw2dnZrFq1igcPHghx4b1799i4cSPGxsZC7tbS0kJLSwv6+voMDg5OW2RNV1dX8OYnJiYYGBjAzMxMQBiuXLmCiooKTU1NtLa20tHRQWhoqMh8//TTT0xMTODq6oqlpSXXr1/n4cOHIqJiamqKioqKqKaamZmxaNEiPvnkE/r7+2lpaRGSPjk5OU6dOsWaNWuEvMzb25v29nbk5OQwMTFBT0+PiooKcnJyWLBgAdbW1qI74+joOG1iyzVr1nDjxg1qa2sZGxujs7MTqVRKRkYGGzduFMPUioqKKCoqIicnh4aGBoGBgUilUrq7u+no6MDc3JyQkBAmJia4dOkSn376KX19fcyYMUOQoFxdXQkNDSU3N1e4oYKDg4X3R/Zc2L9/PydPnhQUMJmoV1bQMzc3Jz09naCgINrb22lsbKSvr4/4+HheeOGFadm3zs5O8vPzaWtrExjg4uJiASXQ0tIiNzeXyclJtLW1aWxsFL87gYGB/4vwUl5enpCQEExNTfnkk0+wsLDg2rVrREVFoampSWZmJs3NzQIcMzg4KH5PZUQymUW+trZWoN+bmprQ09PDxsYGqVRKe3s7xcXF5OfnC2pnYWEhDx8+nFYh6NDQkIANGRoaoq2tjaKiopiflKFkjYyM0NfXp7e3F2dnZ0FbU1dXR1VVVcyXlZeX4+XlxcOHD4UcT9YtU1NTE+QxbW1tFi1aRGxsLF1dXXR0dDA2NkZjYyOPP/44ysrKtLe34+DggKmpqYi0jY+P4+HhQWxsLAsWLKCgoABtbW3c3d2nbTYL/vjOVVRUoK6uztjYGJmZmUilUjZs2CAwyhoaGqI4VVpaSk1NDVpaWmRkZODk5ISzszOjo6OUlZWJv9/Kyorq6mrU1NQEll42A1hcXIy+vj5hYWGYmpqKJMvIyAhtbW3ivCwnJ0dfXx82Nja4uLigoqKCkpISnp6epKSkYG1tjbGxsfgz+ysdo791+QgICMDNze2//d8WLVr0l3+e7EEYFxdHaWkpXl5eKCsr4+rqir29PYWFhSgpKeHs7CzsvObm5qISpqKiwvXr14V4pre3l127dnHhwgUKCgrQ0tKitbWVsrIyNDU1WbNmDYqKimhpaXHlyhUsLCwICQlBXV2d1NRUgoODaW5uRkdHhw0bNjAwMCB8DkpKSty+fRtPT0/8/f0JCAggOzubqqoq/Pz88PPzY3Bw8O9s619enZ2dzJo1i46ODvLy8oQdu7y8HCcnJ9LS0iguLgb+4FrPnj2bqqoq/P392bZtG01NTdTV1VFXV0d3dzdBQUG88cYbDAwMcOXKFeTk5Jg5cybZ2dn861//YteuXbS2thIcHEx7e7uoRsqyw/8fb38ZXfXZte/CR3zF3Yi7hwARiGLB3a1FihRq0FK52wJFKkhbqADFKVKKS9AQJA5xd3f3rHj2h45c43nG/u/3vdu9mzlGP9xt7zW6Jmv91nXNeZ7n0dvby8mTJ7l37x6Dg4NUVFRgaGiIRCLh999/R1ZWFh0dHby8vNDU1MTBwUFM/4eSyYajurq6qK6upri4GIlEgqqqKs3NzWzduhUTExOOHTvG3bt3CQkJEeasuLg4vL296e3tZfz48dy9e5f4+HhcXFxEksSpU6f46quv+OijjzAwMODZs2fcunWLwMBAIb1SUlIiMzNTbDBevnxJY2Mju3bt4tChQyxfvhwFBQV6e3vR0dGhpqaGhoYGzp8/j7KyMh999BGysrLigRUbG8vly5fZuXPnsPTOzc2N1tZWysrKRKzhggULiI6OprCwUECihh6kVlZW5Obm4uDgwKNHj1i9ejVGRkakpKQIyritrS0mJiZMmTKF48ePo6ysTFNTEwkJCYwfP576+nru3LkjDslDdOba2lp6e3u5ceMGy5Yto6CggKlTp1JRUUFRURH+/v6cPXuW3NxcXF1diY2N5cKFCzQ2NmJgYMDHH388LD0DRJrJ0GEmNTWVjz/+mIaGBsaMGYO9vT2BgYHk5eVRW1srYkfV1dVZsWIFH3zwARUVFYwfP54VK1YIo6WOjg49PT0YGxuTm5tLTEyM0NwvW7aM9957DxUVFfr6+kTqia6uLlevXhUpM+np6XR1dWFnZydiT52dnQkJCUFHR4cxY8aQkJCAnp6eMDEP1/ZDKpWioaFBXV0dUqkUfX19rKysOHHiBJcuXSIrK4vExETCw8NxcnLizTff5MKFC+zfv19M/iUSCVFRUbS1teHk5ERNTQ0XL17E19cXdXV1cdCJiYnh888/R0tLi9TUVLZt20Z1dTW2traMHDmSyspKfv/9d/7zn//w+PFjHj16xI0bN7CyssLLy4uenh6ePn1KX18fzs7OTJw4kZaWFiE9Wbt27bClNg1t/MrLyyktLQX++m02MTEROf3a2tr09/fT2NhIWloaOTk5ODk58eTJEzo6Opg1axa9vb3cvXuXadOmcf/+fRISEhg7dixNTU2cOnWKxsZGFixYgL6+PqWlpSgrK/Po0SPef/994a/p7+9n27ZtdHR0kJiYyJ07dxgcHGTMmDFCqiwrK8vs2bOxtrYWwNCIiAgiIyPF5ng4hnp6enocPXoUQ0NDpkyZgr29PQcOHKCmpoYZM2YQHx/P2bNncXBwwN7enpcvXzJhwgQ++OADpFIpixcvJjMzk9LSUnG52LFjB4ODg+zZs4eGhgY8PDxIT0/nzJkzmJqaoqOjw8OHDzEwMMDBwYHKykqKi4tRVVVl4sSJXLhwATc3N4yNjeno6EBNTY2mpiYOHjyIrq4uK1euZOTIkTx9+pSSkhJqa2uJj48XaoelS5f+632Dv7aUEomEUaNGIZVKRTDDECvojz/+ICcnBx8fH4KDg8XwKiYmBgUFBZGgqqOjg7GxMd3d3SxYsIBFixaRlpaGnJwckyZNwt3dna6uLkJCQpg/f74IfElNTcXNzY2goCBBgh/iQc2ZM4eXL1+KDeXjx48F+HHhwoVUVlaSlJREb28vmZmZVFdXs3v37mHpm6KiIpaWlpiamgrQaVdXF48ePaKrq4vly5cTGhqKnJwcqamp7Nu3j/r6ehHgExsbK3yfTU1N+Pn5YWBgwIULFwTwUVdXl6CgIObNm4erqyuPHj1izpw5qKiokJKSQktLCx0dHdy+fZu0tDS2b9/OZ599ho6OjojGH4rbjYqKIigoiPz8fEpLSwkMDEQqlZKRkcHs2bP/6/f9jy4fH3/8MefPn2fdunX/6+/39/dz6dIlNm7c+Lder62tjfLychQVFYUhXEdHR+DmY2NjaWhoYPTo0SgrK3Ps2DESEhJQU1MjOTmZ3Nxc2tvbiY2NFStIGRkZvLy8OH78OFpaWvj4+GBpaUl1dTUZGRksXbpUpGcNZRUPpe0MbVmys7Oxt7env7+fiooKGhsbcXJy4vjx43R1dWFkZERqaiqurq4MDg7y6tUramtryc3NZdKkSf+ktX+rJk2aJCL3Hj16RFpaGgUFBdTV1fHmm2+SlpbGO++8Q0lJCdHR0WJd5u7uTl9fH3/++SdXr15l3LhxfPjhh6iqquLt7c3Jkyd57733ePjwofDV1NfX097ezsiRI2loaGDChAlcvnyZUaNGoaqqyh9//IGxsTGPHz8mODgYPT091q1bx4gRI2hsbGTNmjU8f/6ciIgIvvjiC9auXStMdrdu3UJDQ0NMdv/tkpOTw8nJCWNjY1JSUggNDWXPnj3Iy8vz+vVrysvLGTNmjHg4DUHy6urq2Lp1K7/88gs7d+4kNzeX4uJi8VBYv349v/zyC/fu3RPbH6lUyhdffIG+vr44GEulUtrb2yksLCQrK4tVq1ahr6/P+fPn+f333/Hy8mLEiBFkZ2cTHR3Nxo0bxUV86M8vPT2drKwsPvroI+bNm/eP5I7/pPr7+zEzM8Pf35/s7Gzu37/PkiVLCAwM5J133uHIkSMcOXIELy8vRo4cSXV1NTNnzqS5uZkFCxbQ1NSEjIwM48aNQ19fn+bmZnJycjh37hyampqoqKhgaGjI1KlTWbJkCR0dHSxcuJC3336bt99+m08//RRjY2OSkpIICQmhvLycEydO8N5779HX14ePj4+gBX/++efIy8uzcuVKrly5Qn5+PtOnT6e3t5fIyEhiY2MZOXLksPRtcHAQZ2dn/vzzT9zd3fn888+pq6vDycmJHTt2iGjDgoICbG1taWpq4p133uH+/fviezFEF29sbCQnJ4eMjAw2bNhAQ0MD33//Pb29vXh5ebF582Zyc3MxNjZGWVmZkydPUltby8SJE1FQUKCpqYmgoCA2btxIaGgoXV1d5Ofn09jYyMuXL3n33XcZHBzk6NGjqKqqcvnyZezs7CgvL+fChQsYGRmxb9++Yenb3r176e/v5/79+7x48YKGhgZev37N4OAgP/30E83NzcyYMUPIdUpLSxk/frwwT798+ZKKigqcnJwwMzMT24dx48ZRX18vWBh9fX2sWbOGyZMnc+/ePWbOnMmOHTtYs2YNf/zxB1euXGHt2rV4eXmRnJzM0qVLOXfuHNbW1piZmWFgYMDs2bOxsLBgx44d1NfXk5aWhlQqpaOjg9bWVq5fv46BgYEAnf2btX37dpYvX45EIkFNTQ13d3dOnjzJ6dOn+e677wgMDMTW1lakDo4YMQJPT08OHz5MZmYmampq1NbWitjx27dvC7bP9OnTqampQU1NjZiYGLZt24aOjg5+fn58//333Llzh19++QU/Pz9mz55NWVkZCxcu5Ouvv+bRo0eMHTuWhIQE5OTk8Pf3x8vLi4sXL/L++++zbt063N3dGRgYIDc3F1NTU44ePcqVK1f+9Z7BX8OVZ8+eMWLECJGqJyMjw9KlS7Gzs+Pq1atMmjQJOTk5EfSyceNGbt68ydq1a4mLi+POnTsYGhoyc+ZMZGRkiI6Oxs7Ojo6ODlxdXYmJicHGxoZ169ZRWlqKp6cnaWlp5Obm4u/vT05ODq9fv0YikbBp0yaSkpLYvXs3b7/9Njk5OWhra2NoaMjixYuFD2TdunVER0cTGhqKra0tKioqvH79munTpw9L3wAGBgZYsWIF4eHhZGRkiLSmuXPnMmrUKCEBzMzMFIl7LS0tPHjwgCVLlogh6siRI5k7dy6+vr6UlZWxYsUK4uPjyczMpLy8nM7OThobG5k+fTr79u3jyy+/FMPM8PBwQX4vKipizpw59Pf3i4Fdfn4+pqamjB49Gm9vb44ePYqBgQHe3t5YWVkJc/aKFSuGrW82NjYUFhaioaGBRCLBz8+P4OBgvvnmG86cOUNxcTHl5eVkZGSgrKyMra0tVVVVzJ49m4qKCk6dOoVUKmXjxo288847wF8XwebmZtzc3FBRUWHixImMHz8ePT09kfI5a9YsHj16hKOjI4ODg8jLy2NhYUFwcDDff/89JiYmfPzxxxgZGREWFkZiYqJYBqxatYopU6bQ2dkp4IL/84L839Q/unw0Nzdz8eJFDh48+H/853/38uHv78/z588pLi6mtbUVNzc3vLy8mDFjBuvXr8fW1pYLFy5QVlaGsbExbm5u9PX1YWhoiJubG52dndjY2LB69WpMTU1Zt24d7733Hq6urly+fBk1NTVkZGQICQnh8OHDqKurY2Njw8GDB3nnnXdwdnYWh3cLCwvc3NzYuXMnpaWlfPDBBxgaGgIwYsQIzMzMeP/99wkMDMTLywtbW1tiYmJEelFqaqo45P/bVVhYSEBAABMmTEBbWxtZWVmKiorQ1NRk4sSJeHt788477yAnJycMaOHh4Wzfvp1Dhw4xadIkoqOjef78OampqWRnZ7No0SKmTJnCqVOnxPq2oqICR0dHcnNzefvtt1mwYAFr1qzBzs6OJ0+ekJ+fz7Rp00hNTeXHH3/ko48+ws/PD3Nzc2RkZKitrSUvLw8dHR3Gjx+Pvb09c+fO5a233sLR0ZGOjg7c3d2Jjo4elr65uLhw8eJF7ty5Q2dnJ11dXaxatYqLFy+KCeuLFy8E1O7ixYusXbtW/ABu27YNFxcXvLy8MDMzIyUlRUAmh4jtW7duxcrKivLycs6fP09xcTH79+8nMjKSGzdu0NXVhba2Nm+99ZbQSl66dIlHjx4Jn8OQb+btt99m4cKFKCgoEB4eTmlpKe3t7ULWVF1dzcKFC4eld0Mk+tu3b3Pnzh1aW1tRU1PDzs6O77//npiYGObNm0dBQQEHDx5EKpXi4+PD8+fPAQgNDaWlpYXNmzezePFifvvtN5Fp/v333+Ps7IyGhgYhISFcunSJs2fPEh4eDsBbb73FsWPHcHV1xcHBAS8vL44ePUpCQgJvvfUW9+/fR01NjfLycnp6evj5558xNTXFwMCArKwsOjs7CQ4OxsrKCj8/v2Ej/wLC23HkyBFyc3M5ceIEERERYkr+3XffMXPmTMaMGUNUVBQ7duzg/PnzTJo0ifPnz6Ours7EiRNJT0/nzp07/PTTT7z11lvY2dnR0NDA6dOnKS0tRU9PD3Nzcz7++GP+85//YGZmRmZmJv/5z3+wtbXF1dWVxMREBgYGaG1t5ejRoyI4YsgDERUVxZkzZ5g7dy7bt2/Hy8tLbKI6Ozv/0Xb7n9br16+xtLRkyZIlTJs2TVC57927h7u7O6NGjSIwMJCOjg7Cw8NJSkpCT0+PL7/8kq1bt2Jqakp+fr4Aj33wwQe89dZbnDlzBmNjY/bv34+SkhJSqZTDhw8THx/P4sWLycnJobOzk19//ZUvvviC4OBgQkND0dfXZ8uWLQLkOGLECBwdHdHW1iY+Pl6EnHR0dHDy5Ek2bdqEmZkZd+/epbS0lMLCwmGREJWVlfGf//wHeXl5bGxsCAoKQlFREalUytKlS+nr6+Ps2bNUVlbi6emJvb0927ZtY8KECTQ2NnLy5EkUFRV58eIFubm5pKamMmbMGHp7e7lw4QKDg4PCt2FqaioAsStWrBDez6HEosLCQjZu3MjBgwfZtm2b2Hy3tbURHR1NVVUV9+7dQyqVMn78eF68eIGRkRGTJk3C2dmZtLS0YTMAjx49mj///JPc3FzS0tIoLy8XMqienh4iIyOZM2cO06ZNQ1ZWlidPnrB161aCg4N58OABDx8+FJ+FI0eOCMny2bNnuXDhgkg00tfXx9jYmGvXrgmOmb6+vqBLL1q0iPz8fL788ksCAgJ47733xIEyNDSUsrIyLCwsWLRoEVlZWbx69YqPP/6Y1NRULC0tcXd35+jRoyQnJ+Pn5zcsvZsyZQrjx4/HxMSE5ORkAQQdkgqrqqoyYsQInJycUFNTIy8vj3nz5vHRRx/h5eVFQkICWlpaxMbGUlVVhZeXF3/88QfR0dEUFxczZswYurq66OrqIjAwkAULFjB37lwSEhJISEhg4cKFODs7k5mZSVVVFRMmTCA1NZW2tja+++474uLiUFBQQCKRCGSAnp4eFy5c4PLly9TV1bFq1SoOHTrEZ599NmyJfkPckfz8fBYuXIiPjw/Hjh0TyXRz5sxhyZIlhISE8PDhQyQSCVKplLCwMG7cuEFaWhqTJk3Cw8ODnJwcrl27xsGDBwkPD8fX1xdDQ0M6OzuJiYlBWVmZ169fo6ysTFtbG8eOHaOnp0fAkz///HN+++030tPT+eijj9i3bx/Z2dlIpVImTpzItGnTiIyMZP78+axatUqEPQ39fpw+fZply5b9V+/7H28+HBwcWLduHSoqKiJ2t6uri/v37//t1xuKrps1axZKSkro6ekRHx/Phx9+KHSAM2bM4PHjxxQWFvL1119z6tQpNm3axKlTp1BXV0dJSYns7GyePn3Khg0bqK+v57PPPmP58uUiH9zIyIhPPvmEjo4OampqePnyJcuWLePq1aukpKRgZWXFunXrmDp1Kunp6ezduxdPT0/MzMxITk4mNDSUmJgYsrOzaWho4MmTJ3zwwQdkZmYikUh48803UVBQoKio6J+09W9XWFgYDQ0N2Nraoqqqyq1bt/Dx8SEoKAhDQ0Pc3d05ffo0TU1NODs7Y2pqSmZmJq9evUIikVBXV8cPP/yAqqqqCA548uQJn3/+OefPn8fb2xsfHx8mTJiAqakpXV1daGlp0dDQQFtbG9nZ2QwODjJjxgxmzZrFn3/+ydSpU9m5cycVFRX4+voiKytLYWEh+fn5ODs7s3XrViwtLYG/1o0eHh5YWVkRGRkpjFb/dg1tiD744AOsrKx49uwZW7duFYa1goIC+vr6MDU1RVFRUdDg5eTkePr0KYcOHRIxvG1tbVRXVwu4ZGxsLHl5eVy4cEFoowsLCwkODub06dNUVlYSGhqKoqIiDg4OKCoqMn/+fJ49e8br16/ZtGmTSHsZ2oDMnTuXuro6VFVVGTduHC9fvqSgoABzc3MmTpzIs2fPhqVv8JfUb9u2bTg5ObFkyRJhih87diw///wzCgoKTJ48mcmTJzN9+nRKS0uZPXs2tra2HD16lPfff5979+7R29tLY2Mj5eXl9Pb2imnphg0bRGqKlpYWp06dYufOnbz//vvcvXuX9957T1yWN23axDfffCOkXoaGhly6dInq6moUFBS4cOECvb29YlWto6ODoqIiVVVVPHnyhMbGxmFbrRsbG/PgwQNhup03bx537twhNjYWDw8PvvvuO5KTk9HV1WXChAl4e3vz8OFDHjx4gKamJpMnT8bb2xs3NzeCg4OxsbHh22+/RVNTU3AQ3N3dGT16NMnJyYwZM0Zo7FevXs28efMYGBigqamJuXPnsmvXLpYsWcKSJUtYvnw57u7u5OTksHfvXmRkZHB0dBTx3Y8ePUIikTAwMICOjg5KSkrD0jP4a4P90UcficHS/fv3cXNzY8KECZSVlXH16lUeP37MwMAAJiYmrF69mp9++gl/f38+//xzjh49SkBAAI8ePSI1NZV79+6xfv16Ojo6iI+Pp7+/nzfeeAOJRML58+cJCwtjw4YNWFlZMWrUKDw9PdHU1KS9vV3E6kqlUpEc5uDggJubG9bW1ujp6YmY6J6eHpYuXUpnZyeRkZG8fPmSHTt2EBISMix909PTw8XFhUWLFjEwMMCdO3cwMDDg8uXLjB8/nvnz56OhoUFlZaUYupiZmaGtrc3+/ftJTk4WQ5PAwEB27drF+++/z6xZs7h+/bo4tFRVVaGtrY2vry9hYWEUFBSIREQ9PT0hdQ4LC2PBggV4eHjw7NkzERXu6emJtbU1/v7+fPjhhzQ1NTE4OCiUCffv38fb21sYuf/t6urq4vPPPycuLg4bGxu8vLx4+PChOBt88cUXHDx4kAMHDjB58mQ2bdrEnj17+Oabb7hz5w6vX79mxYoV+Pn5YWJiwsKFC0lMTKSoqAgVFRXU1dUJDQ1FWVmZ5cuX4+fnx8iRIwXQNi8vDzs7O6RSKSUlJbz33nt88skn5ObmMmLECBwcHIQHdshDMhSXb2ZmRmVlJeHh4URGRooI++EqOzs7EZ7i5eWFm5sbp0+fJjc3l7Vr1wofQ1ZWFmlpaQQGBpKfn4+TkxPvv/8+a9aswcHBgY6ODgwMDERscEVFBRoaGlhbW9Pc3Cy2l9u3b8fCwgJTU1PCwsLo6+vD0tKSUaNGkZ6ezsGDBxkcHGTFihVUV1ezdetWamtryc7ORlNTk+XLl7N9+3YmTpxIbGws77//PnPmzKGrq2tY4+vl5eXF+0pMTGT79u0EBASwb98+vvrqK44ePYqysjKBgYHo6Ohw//59nJ2dmTNnjkh43bFjh2CHDQ4OsmvXLs6dO0dQUBDTpk0TBvSh89xPP/0k1AdDCWx5eXmYm5uzadMmNm/ezJEjR2hsbOTVq1cANDY2MnfuXGbMmIG6ujpHjx4Vw38dHR309PT+lqz0H10+hqJR/2fS1VD9k9tidXU1kZGRjB8/Hjc3NxoaGsRWYevWrQQGBhITE0NgYCCBgYGcOnWK1NRU9u7dy+LFi5GRkcHMzIxp06ZRUFBAVFQURUVFbNu2DS0tLUJCQhg3bhwqKioiAeL+/fvMnDmTsrIyPD09sbGxITMzk99++43x48ezY8cOjh07JqZd1dXVmJmZiajQsWPHYmZmRk1NDY2NjXR1dfH69WthwBmOCgwMJDo6mrKyMpycnPjuu+/o6OhAT0+PhoYGvv76a5YvX46bmxvl5eUkJCSwa9cuDh8+jJqaGt7e3ty5c4e0tDR6enqwt7dnwYIF7NmzBwcHB0aPHi3Mq9ra2mhpaXHp0iV+/PFHTp8+LdLBysrKuHnzJq9eveLs2bPs3bsXR0dHfvjhBxoaGnBxccHNzQ1DQ0MOHTrEmjVrCAoKIicnh/Pnz2Nra0tQUJDQJv/bNbRhGbooVFVVsW/fPvGFtbS0xMTEBHt7e0xMTNDS0uLZs2fk5ORw/fp1kWff19dHYGAgAQEBqKio8NZbb4lD4MqVKyksLOTWrVsUFxdz4cIFDh8+LNJKtLS0cHNzE7F5CQkJtLa2MnHiRBoaGoiNjSUhIQETExMWL17MkSNH2Lp1K69eveLu3bukpaWhpqaGm5ubmDoOR9XX19Pc3ExFRQWampqYmZmhqalJXl4e27dvJzw8nKKiIpSUlGhubqagoEBEEw95gOCvDUhDQwMWFha88847XL16latXr/Lll1/S29uLoqIiI0aMYGBgAGVlZVatWoVUKsXNzQ0tLS2ePn3K4cOHRVCCjo4Oc+fOZfz48YIAHBsby/Tp01m7di0ffvghf/75Jw8fPkRPTw8bGxsCAgKGrW8//PADL168oLKykvr6ejQ1Nblw4QKdnZ0sWbKEe/fuiRAECwsLuru7hZ9t0aJFIggjPz+foqIi4Y+qq6vj0aNHQnY1dBj09vZm9+7drF27lk8//ZSqqio6OztRVlamvr6eoKAg0tLSePDgAdu2bcPBwYHs7GwsLCyIi4tDTU1NGBeXLl0qZKX5+fnC4zUc9eLFCyoqKggJCREQLUNDQyoqKli6dCnq6uo0NDQIY/zly5dZtmwZ1tbWHDlyhDfeeAM/Pz88PT3x8vKitraW4OBgZs+ezZ9//smePXuwtrYmLS0Na2trVq9ejZKSEmPHjhXb9ZqaGtLS0qioqEBGRobq6mr09PSoqqpCV1eXESNG0N7ezuPHj6mqqhKg1/r6euLj41FSUmLGjBm0tbUNG9jS2NiYqVOniq2VnZ0dMTExWFpaoqGhQWNjIwMDA4wYMQJDQ0OxfTh48CBdXV3o6emJXvzPS4mhoSGmpqZoaGggKyuLrq4uEomE169fExwcLGKNOzo6hEfpnXfeobKyUigU5OTk0NbWxsXFhe7ubtavX8+MGTNYtmwZubm5vPfee1RWVpKeno6BgQGmpqb8+uuvw/KcU1ZWFrLy/Px8Kisrqa6u5vTp0xw9epQxY8bw9ddfC0OygoICp06dQk1NjfT0dJYuXYqKigoVFRUoKyvT3NwsPjNLlizBwMCAgoIC8vLyiIqKQktLC2tra/Ly8ujt7cXf35+CggKio6MZHBxEW1sbfX19Hj16REhIiIjQDwwM5Pr166xZswZ/f3/ee+89fv75Z5qamjA2NsbT05OYmBjMzMxQV1f/1/sGfylDhiKch97nW2+9xblz57h//z5HjhwRDDFvb2+qqqro6+tDUVGR999/n8jISDw8POjq6hIX4urqauTl5fH19RUX3K6uLpSVlQkKCuLZs2cCEjzEY7ty5Qqtra189tlnXLhwgadPn9LZ2UlaWhoqKiqoqqpSWVnJu+++S3l5OQ8ePGD79u1ERkZSU1PDhg0bhlV2lZaWxhtvvIGtrS1KSkpYWVmJCOshJlZ1dTVxcXEiqfSTTz6htraWvXv3snz5cnR1dUlPT8fKyorFixdz+PBhnj17hpycHNnZ2WhpadHR0cHz58/x9PREV1dXBL0YGBjQ2NiIvr4+n376Kebm5pw5c4aJEyfi6OjI6NGjRYKrm5ubkH3v3r2bFy9eUFRURFlZGZWVlX8r6fUfXT6WLVtGUVHR//FWPTAw8Ldfr7W1ldGjR9PX18edO3fIy8vD19eX1tZWAZYpKSmhrq6O8PBwIiIihOFdR0eH169fo6amRk5ODrdu3UJRUZGpU6cikUhITEykvr6esLAwobe1trZGV1eXJ0+eYGlpSWlpqYgInTlzJi9fviQxMRFZWVni4uJYsWKF0EvX1tZSVlaGgYEB/v7+nD9/Hi8vL1xcXMQk3MXFhfr6+n/S2r9VGhoa1NfXo6KiIjLnx4wZw+3bt5k8eTIDAwNkZWUJfXhjYyNvvvmmoI/n5+cTGxtLcXEx5ubmGBsbc+vWLVpaWtDV1SU2NlakURQVFVFUVMTFixd58OABr169oqKiAi8vLywsLKitrWXp0qVcuHABDw8PkpKSBHOkq6sLMzMzQYX95JNPuH//Pj09PZibm4spdV9f37/eM/hL5qeuri7+3AcHBwWILiEhAVdXV7EG7+zsJDQ0VJjooqKiWLFiBdra2lRUVJCZmSngiHFxcfT39xMZGUlLSwtGRkaMGzeO5uZmtm3bxrVr15g/fz7+/v5IJBJ0dXXFir6xsZHAwEBOnjwpvsTa2tpkZWWRnp5OQUEBBQUFtLS04O7ujpaWFs3NzaiqqtLY2DgsfYO/JoONjY3MnDmT6dOn09nZiYKCAm1tbSI299GjRzx69Ah9fX3a29v57LPPWLZsmQDYlZaWoq+vj7a2NkZGRsTFxeHk5ERcXJz4PFVXVxMSEkJ6ejpTp04lLCyMgYEBPv74Y2RlZVFRUcHU1BRtbW1xMHj8+LFIeBsYGBC+LDc3Ny5fviwYDo2NjRgZGVFeXj5s0adD3z9nZ2cMDQ3p6uqipqZGBEOsX7+e6upqampqiIqKQkVFBXNzc0xNTTl//jxffPGFSAnS0tLi8ePHzJo1Szz3ampqmDx5Mrq6urx48QJNTU2ePHlCTU2NiAkf4qPU1NQwevRoQdENCQnBxMQEAE1NTebNm0dISAirVq2iq6uLp0+fMmfOHJycnEhPTycxMXHYJqrt7e3MmzcPOzs7mpubaW5u5vbt28ybN4+vv/4aMzMz7Ozs0NTUJC0tjbi4OGbPns13333H4sWLiYqKEhtNU1NT+vv70dTUZO/evcycORNvb2+0tbXJzc2lrKyMiooKAUwdYgYkJiZy+/Zt2traGDduHAoKCrz77rsicEJOTo7i4mKRjuXu7s7y5csxMzOjt7dXSE2G2ATDwZYZP348CQkJGBsbY2lpibm5OR0dHRQXF+Pi4sLcuXOJjo4mIyNDyD/t7e3Jzs4WXqKIiAgBO5s8eTJ//PEHzs7OxMXF0dbWRl5enmAHzJkzh+bmZhF5bW5uTnt7O1KpVDzXpVIp5ubmDAwMUFRURHNzM87Ozvj4+GBhYUFOTg7e3t68fPmSjIwMFBQUMDAwQENDY9gCDh49eoScnBx+fn7iu+nh4YGHhwcnTpzA2dkZiUSCubk5ubm57N+/H319fZ48eYKRkRGysrLExsbS09MjPrNRUVF8+umnHD9+nJUrV4rLRUNDA+PGjROg3cjISJKTkykoKKCxsVGkqbm4uGBgYICVlRUJCQnIy8vj5OQkNnYyMjIMDAyI731rayunT58WrzNcsLzIyEi0tbXp7Ozk/v37JCUl4eTkhJubm4CidnR0UFdXR01NDXl5edja2lJSUsKBAwdYsWIF3d3d1NfX09nZSXZ2NitWrGDs2LHU1NQglUqpra0lISFBSKQUFBRQVFREU1OTgYEBlJSU0NTUpKmpicrKSj7++GNOnTqFqakptra2yMvL09fXh5ycHNevX+fbb78lJiZGROeXlZXx/PlzkUw4HHX37l1mzJhBcnIyFRUVgrO2atUqrl69iqenp5BOmZmZ4erqiq6uLj/++CN79+7F3t5eDJPb2tqIj4/H09OTsrIy3nrrLZ4/f461tTVqamrU19fj6+tLbGwsP//8M/Ly8iKNMy0tDVlZWb788kv8/f2xt7enpaWFkSNHoqenR0FBARKJBENDQ06cOEFiYiIzZ84Uv8cTJ078W4ml/+jyoaamxueff/5/nOJER0dz+fLlv/V6ysrKgl7a1dVFS0uLmOz29PSIKVx+fj7Z2dno6uoyceJEsrOzqampISkpSWTjD8Wx9ff3M27cOLq6uigoKKCoqAhFRUXc3NxISUnBx8eH5uZmHB0dRUqDgYEBOjo64rCclJREdnY2fX19aGpqYmRkhKqqKq2trRQVFZGamkpxcbH4gxqKyhvK1f+3q6KigoGBATo6OsjKyqKsrAwTExOqq6sF7E1GRgZFRUWxpWpvb6epqQkzMzMSExPR0tJCV1eXrq4uSkpKePnyJVu2bCE+Pp6enh40NDQwNDREXV0diUSCq6ur+KC9fPkSbW1tVFRUGBwcxNTUVNBLo6Oj6ezsRElJic7OTkpLS4mPj2fKlCloaWkRFhbG6NGj6ejoICcnB3V1dSHH+rdrKFZZT0+P5uZmysrKxHuoqakhJiaGcePG0draSm5uLpWVlQKu4+LiQkVFBQoKCmKSMBR7p6mpSVBQEM3NzaipqQno05ApPzs7m0uXLuHn50dLS4u48GZnZ4u/l56ejq6uLjIyMjQ2NiKVSikrK8PPz09AlqZNm4a9vb14SGpqag5L3+Cvz4+TkxO6urr09vbS3d1NaWkpAQEBFBQUCP6LnJwcDg4OGBsbU1tbK0Cdz549E/IhCwsLAQgsLi5m4sSJYrAgJydHTU0NPT09pKWlISMjg62tLWFhYQIsCH/5d65evYq8vDyqqqqEh4cLSUJZWRl1dXWoqamRnZ0tYieVlZUFWHO4SktLi76+PszMzLC2thZ/tqmpqZSWlmJjY4OJiQl5eXlUVlaKWMTGxkZMTExob28XIEF5eXnMzMyoqKhgwYIFSCQS8e8PDg6ioKBAVVUVCQkJQoJQUlKCmpoara2tyMjIiOmsqakpLi4uGBoaoqKigqysLKqqqly8eJHW1laRnOPq6iq8A8PZN1dXV+Tk5AS1ec6cOVRWVlJeXo6hoSGVlZXo6+ujrKyMiYkJU6dOFTDH2bNnCxPpixcvxPe8pqaGoqIi1NTUeP36NWPGjEFNTY2BgQHCwsJYs2YNHR0dqKio8PDhQ169ekVRURHt7e1iq5SVlYWxsTE5OTkoKSnR3d1NVVUVmpqajBw5EqlUSktLCyoqKuJ5097ejoODw7D0zcbGhpcvX3Lv3j0sLCwEJ0FDQ4OioiKioqKEL8PY2Jje3l58fX25dOkSrq6uwkumq6uLtbW1+P3o7e2lpKSEsrIytLS0MDIyoqmpifT0dBHMMmnSJCwsLKirq6O1tZXz588LoGtaWhptbW3IyMhQXl5Oe3u72IoMRd5nZGTQ1NSEoqIiWVlZjBgxYlilfrW1teJAl5yczJIlS4iJiSEhIYHffvuN3t5exo0bx4gRI5CVlRXD0pycHGRkZJCTkxOXqra2NlpbWykuLkZPT0/wGvT19ent7SUpKQlZWVnKysooLy8nPz+fwsJCwbIZNWoUd+7cYfLkyZSXl6OlpSWiUofOKZmZmQQGBhIRESGSyMLCwgAE/2e4ys7OjsjISBEH3NPTg4GBgbiMDgwM0NLSQldXFwYGBkRGRjJu3DhycnJQVlamsLCQrq4uPDw8aGlpYd68eWhoaHDhwgXk5eWF51ddXV2kg927d4/58+dz7949lJWVmTlzpng9Ly8vfv75Z/HcGJLxv3jxgurqaiFvHnoOGBgYEB8fP2zMMUA8v1paWsjNzRVS4S1btggGm5KSEhKJBG1tbeHNKy0tRVdXl9u3b4tUr97eXgFCzc3NpaenB01NTQEPjI+PJz8/n4qKCvEMHfJJFhQUYGNjQ3x8PFOnThUy2+bmZjHAqaio4ObNmwQEBHDjxg2ys7MBMDExwcDAgPLy8v960yb7T5o19AZu3rz5v/66fv06KSkpf/v1hgxKxcXFWFhY4OfnR0VFhbhQREVFoampKYA5AQEBBAcHizzy5uZmXrx4AcDChQsxMjKisLAQeXl5rK2tcXFxQVNTk+bmZhISEvjpp59obGxkzpw5GBkZYWNjg5OTE0pKSqSnpwsdYVRUFPLy8rS0tNDS0oKGhgbe3t4EBQWhr6/P/fv3xaZHKpXS2dkpCNDDUXl5eaipqVFXV0dxcTEKCgpUVlZibGxMfX09Ojo6uLq64uHhgbOzszCAS6VSTExMMDc3x9PTE0tLS+rq6nj16hVWVlZ88cUXQrNvYGCAgoICFhYW6OvrC5aHiYkJnp6eqKmpibjOFy9eICcnR3x8POnp6dTX19PR0UF7ezutra0oKyszevRo4uLi0NHRQSKRkJqaSnR0NN7e3piZmQ1L3zIzM4mJiUEqlaKjoyOMcEMxydXV1SgpKdHW1kZ9fT1aWlrExMRQVVWFhYUFr1+/FrGfvb29hIWF8ezZM8HxmDdvHtOmTUMikVBQUIClpSUnTpxAT0+PxMREFBQUkJOTo6ioiISEBHR0dJg/fz4pKSlIJBLhSxj6gR+KR87Pz+fVq1fIycnh6OiIkZGRmGgPVw1JvXp6ekhOTiY2NpYbN26gr6+PqakpSkpKaGlpMXLkSPz8/HBycmLhwoXo6OiI9fmqVauYOnUqGhoaVFVV4e/vT2FhIZMnTxaMhIaGBkxMTHjjjTcEZXXJkiUUFBQIEFhBQQGtra1MmjQJWVlZPDw86OnpoaurC11dXdTV1eno6KC3t1ccsG1tbYWcbmjaPxzl6+uLlZUVZmZm6OvrIycnh6amJikpKfj5+dHf3y8kE6NHj0ZBQYG8vDxaW1uZPHkyra2tYjDT3NyMnZ0dqqqqrFmzBnNzc7y8vCgsLCQuLg4NDQ0sLS0pKyvDzc0NWVlZkbvf09NDU1OTAFINsWWG/j/jxo0Tl6Tu7m5hKB5iHQzB04arPDw8KC4upqSkBG1tbSZPnszSpUvp6upi+/bt2NraiuePhoYGq1atIicnh7lz5wpPmby8PKmpqTx+/JiIiAgqKiqYP3++GHKVlZWhqamJnZ0dRUVFTJ8+ne7ubjQ1NQkJCaGyshInJycxXAkMDOTBgwfEx8fzxx9/CLDl0IHIz89PcBa6u7vp6+sjPz+f9vZ2Jk6cOCx9k5eXRyKRUFZWRkZGhoCvDXl2jhw5QlNTE4GBgTg7O/PkyRNSU1MxNTXFx8eH4uJi3NzceOONNwgMDBQbqKHfSgsLC8zMzDA1NUVOTo67d++SlZWFnp6e4AMMpS6dPn2ap0+fCiJyc3MzioqKNDY2EhcXJ+JAR44ciUQiwcfHR8iaW1paePbs2bCFQ5iZmWFkZCT4VMrKytjZ2XH9+nWmTp1KQkICz58/p7GxEVtbW8aMGYOKigrBwcFkZ2dTXl4uBpU6Ojo4ODgwcuRImpubmT17tkgKnDp1KjY2NnR1dREZGUlKSgo5OTlIpVJkZWXp7e0VBvNz586hqqoqYL06Ojo8efKER48eoaOjQ0xMjIg0H4rNHiJZD6dE0tXVVUSzGhsbs27dOqZNm0ZFRYWIxx2Ceaqrq+Po6EhnZyfjx49n9uzZpKamkpSUREdHB4aGhlhZWWFjY0NTUxOhoaFkZ2djZGSEl5cXurq6JCcnC0/VENCwpqZGbPaGIvIrKiowMjLi5cuXYlhQVFSEp6cnISEhWFlZ8fTpU27cuEFubi56enrD5j+Fv6wK5eXl1NXVCXDvkFd2CLqdlpZGfX09UqmU7OxsBgYGsLa2pqioiMuXL3Pr1i1u3LjBixcvhJnfxsaGrKwsBgYG6OvrQ15eHhUVFWJjY1FTU2P37t3C+6ioqIiBgQGGhoakpqaip6fHgwcPaG1tJSsri+zsbAH9fvjwIYsXL8be3p7MzEwBSH769CkPHjz4r9/3P9p8LFy4kPXr1+Ps7Px/+2d37tz5269naGgoYu3k5eUZM2YMx48fp6WlheXLl3PhwgVhXpZIJILQmJ+fz/Lly7Gzs+PGjRt0dHTQ1tZGSUkJo0aNoqSkhP7+fkaPHk1GRgYhISG0trYiLy/P9evXmTlzJk+ePEFLS4vy8nJaWlpwdnamurpaZB+7urrS39+PnJwcRkZGdHZ2kpWVxezZs/n555/R1dXF3Nycrq4uXr16xcDAALNnz6a5ufmftPZv1cDAAJaWlmRmZqKpqYmvr6+YqK5cuZKenh7a2toIDQ0VE+GhfmhpaTF58mRiY2MFAdjQ0JCff/6Z6upq5s+fj0Qi4bvvvqOmpgYTExP27t0rpvDx8fE4OTnR0dHBq1evuH//Ptra2hw9epQzZ85QVVUldMUGBgZMnjwZBQUFDA0NOXPmDFu3biU5OZm8vDyMjIyIjY0VJvB/u4YoyUO05pkzZ+Lq6sqNGzeor6/nww8/5LfffsPNzY3p06fz/fffCz/Srl27sLa2xsnJSSR73L59W0wcvv76a3bt2oWjoyOlpaUkJSUxefJkEhISCA4OZt68eairq2Ntbc2rV6+4fv06N2/epKuri6amJgFH8vb2FokqQ/F5I0eOJD4+npKSEtzc3Jg/fz4ZGRnExsYOG7xs0qRJQiuqqKhIfHw8o0ePRk9Pj9OnTzN58mSam5vp7u6mtbWV/Px8VFVVhczPyclJcBvi4uJISEjA3Nwcf39/7t+/j4eHB4qKimK67unpia2tLWvXrhVmdnt7eyoqKnj16hVffvklu3fvFmT0IUiViooKS5YsQU9Pj8mTJ5OYmMikSZPo7u6ms7NTbKqGNq7/dgUGBqKtrY2ZmRkdHR0UFhaKy+z8+fOFJ2sIxPn69Wu0tbU5cOAAn332GbNnzyY2Npa0tDS0tLSwt7dn//79KCoqcu7cOebMmcOtW7d48OABJiYmfPXVV4Kq/u2339La2oqmpiY5OTlcuXIFJSUl/P392b17Nx988AFaWloibefatWvMnTuX2bNnk5SUhIqKijjsWFtbD9uGEv4CqVZXVzNu3Djs7Ox4+fIlTU1NvPHGGygoKPD222+LVJ8h6rSWlhaurq48ffqUgYEB9PT08Pb2pr+/HxUVFZSUlJg1axZLliyhr69P5NiPGjWKnJwcmpubuX//PgsXLkRJSQlHR0e8vb3p7u5mYGAAY2NjNm3axAcffEBLSwvq6uq4uLiwdetW7t69S2ZmJpmZmcjLy2NoaEhPTw+FhYUEBQURHR3NuHHj/vW+ycjI0NzczJw5c8Q2aN++fTQ1NfHWW28RGRmJq6srTU1NZGRkkJeXR0dHB+PHj2fPnj3s27cPW1tbkpOTOXPmDAUFBaxYsYKioiIsLS0xMDDg8ePHVFZW4ufnh5aWFq9eveLIkSOcOHGChIQEZs2aJTxz1tbWbNmyhY6ODu7du0dERAQGBgYEBQUhIyPDZ599RlZWFu7u7lhbWxMdHU1bWxsSiYS7d++KmPF/uyoqKlBSUhKR9QoKCty9exctLS127NhBR0cHISEhaGhokJ6eTkREBL29vTx79gwHBwexVXvw4AEODg789ttvTJgwgZkzZ3L8+HFmzpyJhYUF7e3tyMrKsmDBAt5++2327NmDn58f9vb2jB8/npaWFrKysoiKimLUqFH88MMPfPjhh+LQ3d7ejpWVFe7u7hw6dIiysjI6OjrIy8sjICBApDb9P/HY/o0airMdGBgQ252srCxyc3NZsmQJqampeHl5UVNTw/Pnz9HQ0GD79u3s27ePTz75hI8++ghDQ0NkZWXJzs6mrq6OkpISkpKSBCA5KSmJrKwsMaj7z3/+Q29vL83NzSLd6sWLFwLOunz5cpGeOOTbNTY25osvvqC8vJyvv/6aKVOm4O3tTVhYGOXl5SxZsgQ1NbVh61t9fT0XLlwgOzsbd3d3Fi9ejJWVFdeuXUNGRkYMmFVVVQUbTEdHBzs7OzQ0NHB0dGTEiBE0NzcLsOy1a9cIDQ3F2NiY/Px8Hj58iL+/P97e3igoKDBr1iw+/fRTkpKScHFxYc6cOeTk5HD27Fm++OILXr58SWhoKIWFhYwZMwZjY2O6urpwcHAgICCAe/fuoaqqyqRJk9DQ0KCwsJCkpKS/5Xf+R5eP/yctXGNj4z+SG71+/RpbW1tsbGxoaGjgzp07jB07lt9++42goCDs7e3FlL6mpoZbt26xdOlS8QVVVVUlICAAdXV17OzsmDNnDl988QVnzpzhs88+w9TUFF1dXUaOHCmM6c7OznzxxRdcuXJFSH76+/v59ddf6e/vJzg4mIKCAnx9fXFwcODPP/+koKCAffv2cejQIdzd3fn999+Jjo4mLi6Oly9f0tnZSXV1NRs2bPh/jCH+/7I2btxIUlISPj4+ZGVlcfz4cdzc3LC1tWXChAl89dVX1NbWUllZibq6upgu37p1i1WrVlFUVISzszMbNmxg586dxMTEEB0dzYEDB3BwcGDlypViWvr69WsyMzOZMGECv//+OzY2NmRnZ5OQkEBcXJzgWPz666+sXLkSS0tLXr58iaysLB0dHSxfvpzLly9jYmKCnZ0dly9fprW1lby8PJSUlNi5cyfr16//13sGiJz00tJSIiMjiY6OxsrKSqyoN2/eLAizdXV1TJ8+nXnz5qGtrc2+fftYtmyZ+PEYOliHhYVx5swZjh07xjfffENTUxPwF1NEIpHw448/YmJiwo4dOwgPD2fu3Lk4OTnR29vLgQMH+PTTTwkODsbc3Bxvb29SU1O5f/8+ZmZmvPHGG5w4cQI1NTW2bduGqakpDx48ID09HQ8PDzw9PYelbwBOTk5MnDiR+vp6YmNjkZeXZ8mSJXz88cesXLmS8+fPIycnh4KCgjjklZWV4e/vT1hYGKmpqezfvx8HBwcWLVqEq6srDx48YOfOncybN49FixaRnZ1NZWUl48aNQ1NTk7t37wqK69C62MHBgQMHDrB//34ePnyIrKwsP//8M0uXLmXcuHFoaWlhYGCAqqoq7777Lp6envT29hIaGkpFRQXOzs5iejsctX37dtzd3QXNdyje9tmzZ7i4uHD48GE+/fRTEhMTuXbtGo6OjlhZWXH69Gnk5eXFwWXq1KnIy8szd+5cli5dytatW0lMTOSPP/4gKCiIqVOn8uLFC7766iumT5/OjRs3qKur4+nTp8jKymJtbc2aNWswMTFh//79+Pn5sWDBAi5fviz+HQUFBZKTk/H09MTX15eSkhI++eQTiouLuXTpEnl5ecPCMRqqdevWUV9fzw8//EBUVBRz587l888/Z926dVRUVDB9+nRmzJhBeno60dHR+Pv7o62tzfjx47G0tPxfMNFHjx7x66+/UlZWRnR0NLNmzSIjIwM1NTUxje7v72f27NmYmJgIanNPTw9vv/02ampquLi48OTJE6ytrZFKpcjJyXH//n2uXLnCu+++y+HDhzExMeHdd9/F3t6egoICUlNTOXHixLA94xwcHJg4cSIVFRUkJyczfvx4Tpw4QXJyMpWVlRw/fpze3l4h6xg9ejRjx44lMDAQdXV1SkpK0NfXR0lJSQD1wsLC2Lx5Mxs2bOCXX35BTk6OqVOnYm5uzu7du7G2tsbOzo733nuP3bt38/z5c0JDQ/H398fT05PU1FSOHDki4HFWVlakpaXx8uVLbt++TXJyMlu3bhVeEhcXF+zt7UlNTWXDhg3D0jd/f38uXbpEb28v+vr66Ovri6Sl6dOnc+jQIVxdXblw4QKZmZmsWLECHx8fDh8+zLhx43BwcODWrVtERkZSVFTEjh07mDhxImFhYXz99dfY2dnh5OREW1ubkFT+9ttv7Nu3DysrK9LT0/H19cXR0ZGEhAT6+/uF9G/ILyKRSISHYcgofPfuXeFV8fX1RV5eXiQADlddu3aN0aNHCwJ3a2srz549IzQ0lPnz55OcnEx3dzfGxsaoqanR19dHQEAAbW1tTJgwgaCgIDZv3oy8vDwvXrxAVVWVEydO0NTUJIY0I0eOJDMzk5s3b1JbW0trays6OjqcPXuWhoYGlJSUUFdXZ2BggO7ublxdXWlsbCQ7O5s9e/YgJydHfX0906ZNo6GhgezsbF6+fMmvv/6Kh4cHtbW1mJiY4O7uTn5+/rD0bfbs2YwaNYrMzExCQkLYv38/p06dIi4uTpwp9u/fT2trKw4ODkgkEgGiTE9PR1FRkbS0NOzs7Ni4caPYvGlqapKUlMQbb7yBjY0Nzc3NPHz4kLNnz/Luu+/i7+9PVFQUP//8M3/++ScTJ05k27ZtrFu3js2bN9PX18e0adPIz88nJSWFtrY2urq6UFVVpbi4mPXr1+Pq6opEIqGoqAgZGZm/ZdT/R5cPQGiV/6dJuLGxkXPnzolc/v+2YmJiGD9+PL29vUilUoyMjLh58yZmZmasXLkSMzMzbty4QWJiIvPmzWPz5s0sW7YMVVVVfv75Z7Zv3051dTWFhYUkJiaSkJDAyZMniYiIoKenh+PHj+Pk5MS7775LaWkpS5cu5fr162hpaeHt7Y2Hh4eY/Pf19fGf//yHL774gtmzZ3P+/HmRcxwUFERHRwcHDhzA09OTgIAAPv30U7q7u5FIJGIqW11d/U/b+rcqISGBW7duUV9fT1tbG1paWixcuJBnz57xxhtvcP/+fVasWMHatWvp6+sjKiqK6Oho9u7dy8GDB3ny5AktLS0kJyfT1taGh4cHwcHBqKmp0dLSgrGxMb6+vlhbW1NWVoaOjg59fX1MmjSJt99+W0SZtre3ExQURGBgIElJSTx8+FBsCrS1tdHV1aWxsZE//viDhw8fsn//fhobG5kwYQLr16+nubmZy5cvD6ucQ0tLSxj1c3JymDRpEjNmzMDLy4sbN24wd+5c8vLyiIyMRFNTk6dPn9LT08P169e5ceOG+EGWSqUUFBSQnZ2NvLw8u3fvZtu2bYwePZry8nJu3rzJn3/+iZeXFx4eHly4cIHk5GTu3r3L0aNHaWtrEzCu3t5eZs+eTWRkpJBpdHZ2EhcXx5IlSzh48CA7d+5ES0sLQKzq+/r6hk1LfuPGDUpLS3F2dkZZWZmBgQHu37/PnTt3ePLkCVu2bOGHH36gqqqK5uZm7t69S15enoD91dfXIy8vj4ODA1lZWXz99dd4eXnx448/oqmpiaenJ+vWraOgoICIiAguXrwoDm2ffvops2bNIjU1lbi4OPbu3Ut9fb2YHt67d4/k5GQKCwvx8fGhrq4OPz8/3n33XZycnHj77bfx8fFh1apVmJmZ8fjx42G7fOzatQsLCwt+//134adoaWlh/fr1rFmzhlmzZqGvr4+zszN9fX0MDg7y448/8uDBA+bPny+gf66urlhbW/P7779z8uRJzpw5Q1lZGaNHj8bDwwNXV1feeecdsSWeNm0ahoaGuLi4kJubS1NTE/Ly8kyZMoUDBw6wYcMG3njjDVJSUhg3bhzu7u6Eh4cTExPDvXv36O/v5/bt2/z8889YW1szdepU2trahqVnAN988w1ffPEFAQEB2NraEhgYSEFBAT09PVy5coW6ujpOnjyJmpoawcHBrF+/nlu3bhEQECCo8UZGRqxatQo7Ozuys7MpKysTDJChgUp/fz/x8fF8/vnnzJ8/n2nTphETE4OmpiZbtmxBTU2NX3/9lVWrVvHy5UtWrFghJpWjRo2irq6OBw8eMG3aNC5cuICjoyPr16/Hzs4ODw8PDAwMMDY2Ft6Lf7t++eUXXr16JeQrBQUFHDlyhLS0NDIzMxkxYgSurq5MnDgRY2NjysrKUFZW5qeffkIikRAZGUlDQwOBgYGMGzeODz74gPj4eGbMmIG3tzfbt2+nrKyM+Ph4oqOjCQkJwdfXl8HBQSZPnsy3336LqqoqY8aMET4kR0dH1qxZw3/+8x+Ki4sJCgrCxMSEmJgYBgcHmT59OkZGRkydOpW1a9dibGxMeHg4xcXFhIeH/9f8gP839fjxY+AvnlFycjJZWVns2LGDI0eOEB0dTWJiIkpKSuzZs4e2tjbCwsI4deoUV69epbi4mC1btlBVVYWcnBympqbMmDEDFxcX7OzsuHDhAocOHRIcMyUlJYKDgzl8+DD37t1j7ty5VFdXU1BQgJ2dnRhG/Pbbb0RFRSEnJ8ebb76Ju7s7mpqaDA4Ocvz4cZSUlHBycuLTTz8lNjZWBGlYWloiK/uPlPX/qOrq6oiOjsbQ0BALCws8PDzw8/NjypQpfP755+jo6FBZWYmlpSUSiYQHDx7w7NkzUlJSxHc0JCRETOK///57nJyccHBwYNmyZUilUg4dOiSGXhs3bsTDw4Pff/+dr776ClNTU9LT06mrq6O2tlYApg0NDZFKpSI5cXBwkKdPn/L222+TmZmJnJwcCQkJ/P7773h4eODv789nn302bIOCoQFTVlYWeXl59Pf3s2fPHi5fvsyuXbsoLy8XyVPy8vL88ssvdHZ2snz5ct5//30uX76Ms7MzFy5cYOPGjfj7+9PV1cWhQ4c4cuQI33zzDS0tLXh5eTF//nwSExOZMGECL168wNvbW4RS9PT0UFJSwk8//URQUBBSqZQDBw6gpqbGmjVrCAwM5NWrV3h7e5Odnc2ff/4plEJaWlp89NFH6Ojo0Nra+l+97390+Thw4ABnzpz5v7+YvDzBwcF/+/WGzGdDOsAhMNTs2bN59OgR7e3tzJo1Cy8vLxobG/nPf/5DZ2cnt27dYu/evVhbW/Po0SPU1dXZtGkTEomE2bNnExUVJQ5CQwj6devWkZSURHp6OhcvXuSTTz5BUVGRlpYWuru7UVNTw9nZmZs3b7J+/XrCw8PFpFAikVBVVUVISAijRo3iwYMHFBUVCXO8tbU1mpqafPLJJ3zxxRf/pLV/q5KSkoiLi2PKlCn4+PgA4OXlRVVVFRoaGgQHB6OgoEBOTg51dXU0NDRw8OBB8vPz+fnnn4U+s6WlBU1NTeTl5cnJyRFT6LFjxwpNYVVVFY8fP+bVq1diCpmZmcnr16/R09PD2tqa999/n3379jF27Fg++eQTNm/ezKtXrzh9+jRjx47lhx9+ICIigtTUVBYvXsz58+fZtWsXUqkUGxsbjh07Rn9//7/eN3t7e4yNjYmLi0NGRoYlS5Ywb948jh8/zowZM/D09OTevXsYGBgwceJEiouLGRgYYMGCBaSmpgrgX3NzM/39/axbt47IyEi6u7vZunUr3377LWZmZoLu7unpSW1tLYaGhnzyyScYGBjg6OiInp4esbGxmJmZMXfuXA4ePMiIESMICgqisLCQhw8fUlJSwldffYVUKmXHjh1cu3aNyspKdHR0BNMlMTHxX+/ZUMXExODt7Y2amho6OjqMHj2aoqIi6uvrhX67qKiI9PR0nj9/jqGhIdXV1bz99tuEhYVRUVEhaLLGxsZ8++23nDlzhsOHD7Np0yZ+/PFHGhoa6OjooL+/n+rqagYGBqipqWHXrl3cvXsXFxcXZsyYgbKystD9GxkZcfDgQdatW0drays3btzAwsICY2NjcTExNzfH3d0dNTU14VsarkpJSWHPnj3IyspiYWFBSUkJmZmZAnLV1NREYmIiWVlZNDU1oaysjJycHLdu3WLRokVUVFRgb29PX18fVVVVeHt7s3r1ahQVFblx4wafffYZ33zzDfr6+sydO5eFCxcycuRIpk+fzvLly7ly5QoBAQHo6+tz69Yt7t+/z7vvvivieLdv305rayvZ2dkEBATw8uVLNm/ezNq1a/nggw8YN26ciDTOyckZtr6tWLGCL7/8UpDEu7u7mTJlCosXL8bAwIDi4mLS0tIIDw8nLCyM5ORkZGRk6OjowNramu3bt+Po6MidO3c4c+YMe/fuJSUlBU1NTWbNmoW3tzfV1dX09vbi5OTE4OAgwcHBzJo1i8LCQjIzM+nu7sbKyoqtW7fS1dXFqVOnyMnJ4bPPPiMzM5M///yT5ORkABF3vmHDBtLT08nLyxO+gdGjR5OSkiKCD/7Nmj17NgkJCYSGhqKhocGYMWOIiIigsbERFRUVPv30U549e4ZEIiEwMBAtLS0uXrzI06dPmTlzJnV1dVRUVNDR0YGRkRFjx47l0KFDXL9+nRUrVqCurk5TU5MYTl24cEH85iorK7NgwQJ6enqQkZGhv78fCwsL1q9fL1hg4eHhhIaGYm5uzptvvomamhobNmzg3Llz6Orqcvr0aR48eEBNTQ3y8vIEBgb+6z2Dvw7QQ2oCb29v7Ozs8PX15erVq0RERPDLL7+wceNGysvLuXfvHhkZGbzxxht88MEHfPzxx6xevZrHjx+TlpZGXV2d2Gw+ePCAoKAg9u3bx+DgoAhhaWlp4eHDh7zxxhssWrSIvLw8CgoKKC8vx8fHh6ioKKZPn85XX33F/v37+eWXX7h79y7BwcFs2LCBlpYW+vv70dPTo7e3FzU1Ne7evcvp06eZNGkSkZGRwybJ7ejoIDQ0lBkzZmBubk5qaioeHh788ccfvPvuuwwMDLBt2zYeP37MuXPnkJWVxdXVVcjHHjx4gL29PcXFxcTFxWFgYMCBAwfYu3cvW7Zs4d1332XixInY2toSFxfHwMAA7733HhKJhObmZn7//Xfc3d1xdHQkKSmJ0aNHc/HiRaqqqjh27BgXLlwQJO7BwUFsbW0pLCzk6dOn1NbW0tfXh56eHhcvXhw2VhsgBngzZ87kk08+ob+/n99++43PPvuMzs5O2traePToEb/88ovYvB49epTY2Fj27NkjNhxjxozB1taW06dPc+LECT744AM++OADJkyYwPTp06moqCA8PJw5c+Zw9OhRHjx4wKxZs5g2bRr9/f10d3djaGjI06dPaW5u5vjx4xgYGNDb28vTp09paGjA0dGRK1eu8OLFC6ZPn05DQwMxMTFCxpyYmPhf4zb+0eWjoaFB5Jffvn2bxYsXA/DgwYN/pAcOCAggOjqagIAAnJ2d6ejoYPr06SgrK4uVp6ysLNeuXWNwcJAPP/wQCwsLwsLC+Pjjj5FKpcycOZPs7Gzu3LmDnJwcixcvJi8vD4lEIlbuQya3goICdHR0MDEx4ZdffhFrNnl5eVJSUlBXV2fChAk8e/aMpqYmXrx4IaRZQUFBIsJ3yPj16tUrbGxsKCsrIy8vb9jSYCZMmEBAQADd3d3U1dXR398vDKthYWGcPHkSAwMDZGRksLS0ZM2aNQwMDIj0IGdnZ+bPny8iGJOSkgQroKKiguPHj5OUlIShoSErVqxARUWFadOmUVVVhZKSEmlpaYJ2PMQAWL16NSdOnGDBggWUlJRQUVHBhAkTeOutt0Sk7LFjx4iKikJBQYHVq1djbW3N1atXMTU1paSk5F/vm6WlpZAOKigoIC8vz6effkphYSEzZsygr68Pb29vQYGWl5env7+fefPmcfbsWU6cOIGWlha+vr54eXkxODjIqVOnKCoqEpGbJiYmwhCuoaHBxIkTMTc3Z9u2bbS1tWFkZCQijefMmSOScYZWvf8zaej+/fsCbGZnZyeStlRVVRk7diwKCgr/es+G6vvvv6e8vJzr16+TlpbGyJEj2b59O7t27RJJQoGBgZiammJubo6DgwMPHz7E2tpaTERmzZrFyJEjqaioICUlBRsbGxYsWMDEiRNxdXWlp6eHlJQUcnNz2bx5M/r6+uzcuZO+vj5UVVUZHBzk3r17XLt2jZ07d/LWW2/x9ttvC/nV2LFjxQH/zTffFHKJ4uJi+vv7aW1t5enTpyQlJQ0bZLCgoIDe3l6mTp2KmZkZ0dHRREdHo62tzfr16zl79iw3b96kuroaY2Njmpqa6OjowMrKSgRxODs7C+1tbW0tdnZ2IpI4LS0NVVVVfHx8CAwMxNDQkLt379LY2Eh6ejqmpqbU19eTmZlJQkICWVlZBAYGoqysTHBwMGfOnBET0zlz5uDh4YGWlhYHDhzgk08+oampiSdPniCVSlm9evWw9Az+Sh5SV1cnJSWFsrIy7Ozs2LFjBwsXLmTcuHG8evUKCwsLdHR0kEqlBAQEkJGRwcmTJxk5cqQYrLi7uzN//nzu3r1LbW0tX3/9NStWrCArKwtLS0shr62trUVHRwdlZWV0dXVZvXo10dHRwpdla2uLr68vfn5+Yqo8ZKIekmzNnTsXIyMjPv/8c2RlZSkpKSE/P5+CggJu377N2LFj//W+FRUVMWPGDDw8PCgsLGTbtm2sXr2aMWPGoKWlRVRUlIB/Pn/+nHPnzrF161asrKw4fvy4YGrp6+tTXFxMYmIijx8/prm5mcTERA4dOkRrayudnZ3MmjVLbBZ7e3sJDw9HR0cHGxsbdHR0KCws5MiRI/j4+LB06VKxFdDW1mZwcJDHjx+zZs0auru7ycrK4tatW8yePVvITYcm/kNS1n+zrK2tiYiIIDMzU2wPnj17RlxcHCEhIdja2nLq1ClmzJjBl19+SUtLCwUFBcycOZOKigpx0S0tLaW3t1cE4gxFpZuZmTF69Gj6+/upr68nMDCQWbNmiQ1jUVER8+bNw8XFhWfPnmFvby94YqqqqowaNQpdXV00NTWJiYkhMTGR5uZmkYYVFhaGpaUly5Yt49tvvx2WbdFQlZWVUVVVhbq6OpMmTaKuro7jx4/z6NEjNDU1ef/994WvbMWKFYJ/8tVXX3Hp0iX09PQIDAykuLiY169fk5WVRW9vL4cOHWLSpEniAmpubi4uqF999RU//PADGRkZTJo0icePH3PmzBlGjhzJhAkTOHz4MGlpaTg5OTF16lTCw8MpLS3F1dWVFStWsGTJEi5dusSlS5d48uQJqqqqWFlZERERMWx9e/z4sYAzpqWlkZ+fz9q1a7l16xZWVlYkJSUJkribmxv29vZs2bJFhLx89913zJkzB2dnZxQUFHjvvfe4du0awcHBuLq6EhoaSkdHB46Ojvj4+NDf38/NmzdRVlYmPDycgIAALC0tqa2tJT09ncLCQqF+mTlzJvLy8mLwNDSEGDFiBFFRUeTl5QGQn59PamoqixYt+q/f9z+6fDg5OQlDTmdnJ42Njejo6DBu3Djee+89Ll68+Ldez97env7+fgYGBqiurhYJS7dv36anp4dp06Zhbm6OnZ0dra2tSCQS0tLSuHTpEsXFxXR2djJixAgqKyuJi4vDzs6O8ePHY2VlxcqVKzl27BgWFhZYW1tTUlLCwMAA+vr6ODk5CehSW1ubmHDLycnR3t5OdnY2mzZt4tq1a2hra+Pq6kp8fDwvX75kwoQJFBUVUVtbi4yMDMXFxTx+/Bg3N7dhMyvJyMgwODhIXFwc3d3d+Pn5ERoaiqurK3FxcZiamjJy5EjS09OFJ2X16tU0Njbi7e2Ni4sL8vLy4sexq6sLBQUFfH19sbS0JDIyEjMzMxwcHMSUv7u7W0y3m5qaGDt2LAMDA8TGxrJ161a2b9/O6dOncXV1RUtLS2gwjY2NuXDhAqNGjUJfX5/BwUFycnKIj4+nu7sbb29vvvvuO5YvX/6v920I/tXa2srAwADNzc1Mnz6dqqoqrK2tef36Nf7+/rx+/ZrU1FSsrKzIzs7m+vXruLq6oq2tzYMHD6ivr6e4uBipVCq2H8XFxQIUV1lZSW1tLRs2bKCjo4OOjg5x+NHW1sbKygpdXV327t3LmDFjcHd3JykpCXt7e5ycnNDT08Pf35/i4mKqq6uZOnUq9+/fx8fHh+7ubpFi4+Li8o/4Ov+ksrOz6e/vZ9KkSdjY2FBSUkJGRgYWFhbIy8vz2WefUV5eTmdnJ52dnWRmZqKoqIijoyOtra3ExsYSExNDbW0t8NfUZ4h9MWPGDIqLi0WkpJ+fH62trZiamtLd3Y2tra1IwRri6gzxLQCWLl2Kvr6+YFF0dnbi6uqKpqYmWVlZjBw5kp6eHmJiYkhOTh42GCjAnDlzcHV1xcDAAHl5eWxtbenq6qKnp4e6ujoOHDggJphdXV1kZmZiYmLCxYsXcXJyYtasWSQlJREdHS3iNpubm2lra+P3339n+vTptLa2oq+vT2trKwcOHEBLS4va2lqam5tpaGigt7dXTLpdXFxQU1OjtLSU/v5+nJ2dqauro7S0FDU1NUJCQkQk8qtXr7Czs2PlypXDEqTxP0tfXx8zMzPk5eVRU1PD3NycoKAg0tPTqampISMjA1VVVVpaWsjIyKC5uRktLS3BMxkzZgwVFRXEx8eL5Jfly5cjIyNDQUEBAQEBIvr47NmzdHV1iVjLIfbMkBHb0NAQbW1tbt26JSK409LSkEgkTJ8+nf7+fgHBPH36NO3t7aioqNDR0UFLSwtVVVViUPdv1xDvRUlJCT8/PxQUFAgNDUVVVZWysjJiYmL44osvRBTsm2++SVVVFU+fPmX58uWCs2FjYyOk1e+88w4hISEMDAyIoZ2cnBw//vgjAwMDrF+/nrS0NHx8fMjNzaW9vR0NDQ3U1dWxsbFBT0+P3377DRsbG0aMGIGFhQUtLS1kZ2dz4cIFPD09yc3NJSAggMLCQiorK7GyshJJcMNReXl5NDc309HRIQCBnZ2dzJ8/HycnJ+bMmcOTJ08oKiqisrISNzc3SkpKqK2tFVstJSUl5s6di6OjI5mZmQQFBVFXV4e8vDzq6urU19eTmJhISUkJ06dP59y5c2zfvh1ZWVkRGnPt2jVaW1vx8fEhJSWFgYEBDh48iKWlJd7e3igrK/P69Wu6u7vFZTgyMhILCwsxANbS0hrWwdSbb77JxIkT6erqIjQ0FEtLSzw8PPj111/Zs2cPly5dYnBwEGVlZTo6OigvL8fX15c7d+5gbW0tfB4A7u7urFq1CllZWZqamrhz545QdAyxrywtLUlLS6OpqYmGhgZ6enpQUVHBwcFBxI2Xl5czadIk8vLysLe3F5+5np4eKioqsLW1FbwpX19f1NTUyMjIGFa5mpWVFfPnz8fd3V1IxmJiYrh79y4mJiY8f/4cNTU1ETk+ceJEcnNzefXqFcuWLRMm/1evXgkWUX5+Ph4eHmzYsEFEPw8ODpKVlYWCgoJgXvX396OsrMyIESPEd1FGRob09HSCg4ORSqXi/CaVSrlw4QIffPCBgNX29/eTmppKX1/f3451/keXj7y8PD788EMmT57M7Nmz2bhxI3PmzCE2NpbMzMy//XpDE82mpiYKCwuprq7m9evXFBUV8cYbb9DX14e6urrIqZdKpTx+/BipVEpcXBxGRkbU19fT3t6Ovr4+jY2NSCQSMjIy6OnpERRXdXV1YfQaivVTV1dnxIgRvH79mvz8fJSVlfH09ERLSwupVIqamhpjx45FU1MTY2Nj1NXV6e3tJT8/X3gG+vv7MTIywsLCAolEwrx58/5JW/92vX79Gnt7e3R1dRkYGBC56FKplLS0NObNm8eoUaOQkZERUpiOjg5hdB4CEw6lTunr62NpaYmSkhK2traYm5tjYmKCnp4elZWVPH36VPyoOTg40NTUREJCAu3t7eTk5DBz5kxmz56NkpIS+fn5SCQS9PX1BVTLxcWF/v5+PDw8aGpqEvyVwcFB/Pz8KCwsHJa+KSkpidWioqIiRkZGKCoqiotHWVmZkCeYm5ujr68v0thqamoEWE9RURGpVIq8vDx1dXVUVlaSkZGBvr6+uMQODAxQXl4ugHeFhYUCuKSsrIyRkRHR0dFi4iqVSlFWVqahoYH8/Hysra0xMDAQyW2Ojo64uroKsFRGRgY2NjbDBuEaYkM4OTkxYsQIent7KSgoEFursWPHEhERIWIPh2ILs7KyaG9vF7rV9PR0+vr68PHxwdTUFB0dHdra2sjKyhJGSz09Perq6pg8eTJKSkpUVlYiJydHU1MTPT092NracvnyZd555x3++OMPNDU1CQ8PJy0tDalUKhKKfHx8KCsrQ01NTWz5ysvLhwX2NlSNjY0iLjkhIYGqqipkZGRISEjAz8+Pp0+fMnXqVGxtbens7BSHladPnwrganFxMS0tLQwMDFBYWMjAwICQv2hoaNDb20tRURGFhYWEh4ezePFiLC0tyc/PFwMXIyMjDA0NmTJlCtnZ2Vy9ehUHBwfxOa+pqSE7O1s8EyZNmkRERAStra04OTnR19dHamrqsBnOJRIJI0aMQCKRIJVKqampEXTsuro6Ro0aRUVFBX19fTg5OaGqqoqhoaFI4uvr60NXV5fy8nLKy8uxtLRERUUFe3t7wauoqqoC/mJYZGVlERAQIHL3nz17hqWlJQEBARgZGZGbm0tfXx8RERH09fWhr68v0mi6u7vFZvzatWv09fUxbtw4VFRURN7+cMEZ6+vrqa+vZ/To0YwcOZKOjg7x/RgCBA7JnoYGf6qqquTm5jJ9+nQhmyktLUVJSYnp06cLJtbAwACVlZWCNXPv3j1kZGSYNm0aXl5epKenk5KSgq6uLmZmZiKxTFdXFxUVFdTU1MjKyqKxsVEoEl69eoVUKsXV1VVskvr7+9HV1RVMgYULF/7rfWttbSUoKIiGhgZKSkpobW2lr68Pc3MgUUPVAAEAAElEQVRz5s6di4+Pj/h7DQ0NPHz4kMjISME0UldXZ8yYMUJKNHQ+GYrtLSkpoaWlherqasrLy0UkvYKCggDBpaam0tXVhbe3t4Dnubm5UVRUhLKyMg4ODgwODlJaWoqMjAwTJ06krq5O/DNFRUWKi4uFjHK4vqujRo3C1NSUGzdukJaWhpubGy0tLfj5+eHi4kJkZCTV1dVoa2vT1dVFVVUVJiYmYovb0dGBRCJBVlYWTU1NtLS0MDMzw8LCgpSUFGpqakQUfmtrq4jKVVRUxMTEhIiICLS0tISKRSKRUFJSQnV1tQDhaWlp0d/fT1xcHKqqqnh4eFBfXy+iaPv7+wX0cbhq3LhxSKVSioqKkEqlAmZdV1fHihUrOHbsGM3Nzbi6umJnZ0d3dzeTJk0iPz+fjIwMxo8fT3t7O+Xl5UgkEsEa6uvrEwiBIR5MfHw8SUlJODg4oKSkhIKCAhUVFaipqdHd3Y2uri5KSkrU1dXh5OREdHQ0EokEDQ0N+vr66OnpYfny5eTm5uLh4UFVVZUIEtDU1MTR0fG/ft//6Hq3bds2BgYGGBwcREdHh3feeYeff/5ZGJ3/bmVlZVFaWoqioiINDQ1cuXKFqKgo1NXVWb16NYODg9TW1pKdnU1BQQFycnICYjbEFBgyebu7u1NeXk5tba3wG1hYWAjI0xBuXklJCUVFRdLT0//Xg3DIpDgwMCD0kyNHjsTBwUGkYK1atYq4uDgqKysBBHkyMDCQpqYmFixY8E/a+o/6pq+vj5eXF6ampjQ0NIip/tDEoL6+HjU1Nby8vPD29hYfmsbGRmpqaqipqaGrqwt1dXVMTU2F0ai4uBhHR0cBd1JXV+fOnTtkZWVRVFQkPrxxcXFkZWWJUIAFCxZgbm6OhoYGZWVl6OrqMmrUKKqqqggICEAqlZKZmYmysjKjRo3Cx8cHY2NjGhoahvULP7QKb2pqQktLi5ycHBQVFUlJSUFeXl6wPOzs7FBUVCQ4OBiJRMKff/4pJjXTp08nMDBQSNGamprIy8vjxYsXJCQkoKysjL29PWfPnhXQRhMTE0aOHCl+qHt6egTQsre3Fx8fH6qqqoiMjBRgKz09PQwNDXn27Jn4gdLV1cXV1ZXKykqioqKGrW9DgLqSkhLKy8sxMTERqTjt7e1ERESgoKCAiYkJhoaGmJubY2hoyO3bt6mqqmLKlCnMmjULU1NTenp6MDU1Fek6QxKC2tpa0tLSSEpKYnBwEFdXV5SUlMjJyaG/v5/y8nKys7PFZmUIljQkUUtMTKS/vx9LS0uxrpZIJNTX11NRUUFdXR1dXV3D4i8aqpSUFKRSKSkpKTx58oSCggIUFBSoqalh8eLFwkOjpKSEvr4+S5YsISAgACsrK8aOHUtVVRXa2tpYW1sjkUiora0lPz8fKysrpk+fTk9PDwBNTU2kpKRgZWWFn58f69evx9vbm1mzZrF8+XICAgLEpbWgoEB4lYa09QoKCjx+/BhXV1exCR5ax9+5c4dTp06RkJAwbH1rbGxEU1MTBQUFqquriYiIYN++fbi6ujIwMMDixYupqamhu7tbMEAmT54s5JxDh1pra2s8PT0ZM2YM8fHxNDQ0CEnDrVu3yM/Px8TEhO7ubsGkSU9PR05OTlCXhwJVlJSUyMjIYGBgABsbG6HJjomJIT8/X0R5DyWaOTo6oqioiIODw7BJcpOSkgAE1bigoIAZM2agpKSEjY0NRkZGXL16ladPn5KcnMyJEycETTwyMhJra2sqKyu5dOkSL168YOLEidy9excHBwd8fX2ZNm0atra2aGpqoquri0QiISEhgZqaGkJCQqipqSE3N5cnT57w8OFDnj9/TlpaGhs3bmTUqFHU1NSQmZlJc3MzI0aMQFFRkaSkJGbMmEFVVRUeHh54e3ujqqrKtGnTBMfr3y5jY2MWLFjArFmzGDt2LKNGjSI4OBglJSWsrKzE9N3c3Fz4TnNycsjKykJdXR19fX38/PwwNzenu7sbBwcHent7uXfvHn19fSQmJpKZmUl7ezu9vb3ExcUxZswYFBUVRcCInp4ebm5u4jLt7u6Ok5MTs2fPxtTUlN7eXvr6+sRmo76+nocPH9LV1SWAo+3t7cLEPFzV19dHSUkJDQ0N4nIRGhoqYvZ9fX2ZNGkSnp6eeHh4CAj0ypUr0dbWZurUqYwaNQpHR0c0NDS4cuUKFy9epLe3l/Hjx6OkpCSeSUPSWolEgqWlJTIyMuTl5ZGbm0tzc7PgZamqqoqhVVlZmRishIaG4uTkhKampojgHhgYoKurC319/WHj8QBoamry8OFDwsPDaWhoQFFREUNDQwICApg7dy52dnZ0dXWhp6eHmpoad+7cQSKRMHHiRBITE7G1tRXJjfr6+jQ0NAgIcG5urkgF6+/vp6Ojg6tXr6Kjo4OLiwvjx49HKpUKr6G5uTlycnIC+Nnd3U11dTUZGRkUFRWhr69PYWGhWDQMybGGntF/J8DlH20+9PT0OHz4sPjfEyZMICoqiq6urn8EtUlMTGTkyJHY2NgQERHBixcvMDExoa2tjcLCQrFGio6OpqqqikmTJrFu3TqOHj2KpqYm+vr6mJiY0NjYSGVlJfLy8hQWFvLWW2/R29uLiooK7e3tNDQ0CLL0kD5TWVmZgoIC/Pz8GDNmDPr6+qSlpXHixAkUFRXJyMigvr5eSI/u3r1LSkoKtbW1vHjxgk8++QSpVEpubi737t0jLCwMV1fXYQG/BQQEoKSkxIMHDyguLsbZ2ZmUlBS+/PJLlJSUSElJ4datWwBCq7x582bc3d3JyMgQ/Rlaaaurq9PT00N1dTU//PADCxYswNLSkhEjRqCvr09cXBzW1taoqKiwb98+2tra0NDQYMqUKcyYMYPdu3dTU1PD4cOHuXTpEt7e3vT29vLixQtSUlLo6OhAR0eHW7ducejQIebPny8eWGlpaYKW+W/X7du3mThxIkZGRuTl5VFUVMTixYtxcXFhypQppKSkEBkZKbYjtra2rFy5kuvXr+Pr64uuri7e3t6MGDFCmKJbWlpEQoy6ujphYWFiYpiTk0NnZyfPnj0jNzeXp0+fsmbNGhwcHLh8+TKKiorC/2JsbMzu3btxcHDgu+++E1MeV1dXMjIyyMnJwdTUlIGBAXJycsTWbrgqOTmZnp4e0tPTGRgYYMWKFWIq5+npyRdffMGXX37JwoULaWpqIiYmhoiICEH2VVNTw8rKSphwhx5aysrKgiExODiIVCrF3d0dHR0dysvLMTU1ZenSpfz++++4ubmJz+auXbtYsWIFJ0+epLS0FE9PTwoKCqiqquLChQtCez569GhBkO3s7MTBweG/JrH+f1Hvv/8+oaGhJCYmYmlpyfr164V2Gf6KRjUyMiIpKYmenh6+/vprBgYGyMvLY8yYMXh5eZGRkcGFCxdISEhgxowZnD59GisrK6ZMmYKCggKFhYWUlJSgoKDA+PHjBbto/PjxyMnJCS11dHQ06enpNDY2YmBgIC7NCgoKGBsbk5iYyI8//siiRYsYGBigoKCA8ePHk5GRQWho6LCZfwGxAaqrq6OqqgqpVIqioiI1NTXClyWVSsnLy2NwcJCxY8fi7e2NiooK3377rQCtjRgxAg8PDzHRHwKt7tixg8rKSh48eMDBgwfR0dGhvr6e5uZment7eeONN7h8+TKXL19my5YtPHv2jHXr1iEjI8O2bdsICwujqakJW1tbqquruXHjBioqKnzyySecPHlScFvq6uoYMWIEMjIyw9a7rKwsYmJiGDNmDEuWLEFBQYF58+aRkZGBt7c3z58/JzY2Fj09PRwdHUlOThYH26ysLJHUlJqaSmRkJBEREWzduhVFRUXu3LlDX18fjo6OvPnmm5w/f14kpc2ZMwdfX1/Cw8O5du0a9fX1+Pn5ERERwdSpU6msrMTf3x9LS0u6u7vJzs4WEc9dXV1MnToVGRkZAbiMiYnBw8NjWHqmp6dHcXExRkZG+Pv7U11djbe3N11dXSQkJAipk6ysrKCQT5w4kQsXLnDs2DECAwPx9vamra2N2tpavL29ReLXkEIiNzeXqqoqjIyMWLp0qQgM+fXXX7Gzs8PZ2Zni4mJCQkI4ePAg6urqZGVlcezYMbq7u0Vy09Dvz7Zt2wgICCAlJUUMJ4yMjDh8+DA//vjjsPQN/rrolpSUIC8vj5ubGw4ODsjLy3Pz5k2xpVi0aBEuLi4oKiqK5FBfX19qa2uJjo5GR0cHR0dH9PX1UVRU5NSpU2JLO+QHHtqieXh44OPjw4kTJ9i7d684oLe3twu5d1VVFVevXuXIkSMAQm6qpqYmcAFDE3sPDw9evnxJbGzsPwpO+qcVGRmJlpYWXl5eaGtri23YzJkzqaqqQldXFzc3N7Kysnj9+jUDAwM8evSIkydP4uLiIgbNYWFh3L59W1xkN2zYgJ2dHbdu3WLOnDk4ODgwZswYUlNTMTAwoK2tjbFjxxIcHEx9fT1JSUkkJyeTn5+Po6MjTk5OeHh4CNXA0HZ9yItz/vx59uzZg62trfDOPnv2DF9f3//qff/jqN3/Wa2treI/7p9UcHAwkyZN4siRI5w9exZFRUXKy8sJCAhg//79yMnJERMTg4yMDAsXLmTatGncvXuX0tJSkZ0tIyMjUqe2bNnClStXKC4uxtjYGAsLC3799VeioqIYP348u3btYvXq1TQ1NbFlyxY8PT2RlZXl5s2bhIWF4e7uztGjR1FTU2Pnzp10dnby5MkTMjIy0NLS4q233sLHx4fFixdz7949vvjiC6RSKefOncPR0ZGbN2+ycuXK/y9a+/+zSktL+fnnn3FwcEBZWZnHjx+zbds2srOzGTduHFVVVVRVVVFQUCDout999x13796lrq6O77//nnHjxjE4OEhFRQU6Ojrcv3+fP/74g/b2dmJiYrC1taW5uZnHjx8jkUgYPXo0e/bsQUdHh/Pnz5OcnExERARJSUl8+OGHBAcHo6WlRVpaGjY2NqSlpXHr1i1aWlrYsmULS5cupa2tjaioKJqbm3FwcEBbWxs9Pb1hkw7Z29sTFxfH/Pnz2bhxI4WFhTx48IBNmzbh6elJc3MzmzdvZurUqcTExBAeHs6nn36KhYUFJ0+e5N69e0I+M6T3HTt2rJBWfP3111hYWCAnJ4eioiKff/65gFX+9ttvItK5vb1dRL++evWK/fv3I5VKGTduHMHBwbS0tPwv2OauXbu4d+8eT548wcXFBS8vL5qamti/f/+wGPXhL7OftrY2mzdvJiUlhb179+Ln58fx48c5fvw42traREdHc+7cOV69eoWJiQnbt2/nzTff5Nq1a+zevRtbW1s8PT2xsbFBWVmZvr4+lJWVyc/PF8ZdLS0tFBUVMTY2Fr6ZIWPl48ePqaqqYufOndy5c4dNmzbx5ptv8vvvv3PlyhWam5tRU1MTk5i8vDx27NjB9OnTSU9P/19TzK6urmHpW2dnJ7///jt1dXUEBATQ2NgoYFH6+vrMmzcPiUTCyJEjUVBQ4OXLl7S1tVFRUUF7ezv3798XYLaNGzdSW1vLoUOH+PPPP6mvr8fLy4vMzEyKi4txcXHBx8eH48ePU1dXx86dO0XAhqamJoWFhdy6dYujR4+SkJBAX1+f0JXPnz+fbdu2sXPnTgICApg0aRIKCgp88803qKurs2TJkmGjTcNfQ5N79+5hZGTEhx9+iL6+PteuXSMzM5OVK1dy8OBBDAwMaG9vp6qqiry8PI4cOcLNmzdZunQpRUVFGBoa4uzsjJOTE52dnVy5coWcnBwyMzM5fvw4vr6+2Nvb8+abb6KlpcXu3buRSCTChzMU5PHnn3/y8ccf4+bmhq6uLvHx8cyePRt3d3eqq6sJCgpiwYIFbN++nY6ODry8vFBUVKS6uhqpVIqGhgbZ2dnDQp3evHkzUqmUFy9eYGRkxIgRI/jmm2/w8PBg+fLllJaWMjg4KOLUtbS0yMvLY/LkyWzZsoXe3l4KCwtRUlLC2tqaiooK3nnnHVRVVYmPj8fExITLly8Dfw3B7OzsmDp1KvX19dy8eZOQkBAkEgnW1tYEBwfz5ptv0tLSQkNDg4iA/f333wkJCRHa/cHBQb755hvu3LkjvDnBwcEcPXr0vz7Q/L+tp0+foq6ujlQqxcHBgbVr16KoqMj333+Pu7s7H330Edu2bcPDw4P169dTXFzM2rVref78ORcvXmRgYIBnz56hoqIipKi//vortbW1AtQ4dEiLiIigtLSU7OxsvvzyS1xcXAgKCuL169coKChw9uxZwsLCOHbsmJBs/vTTT6ioqBAQEEB1dTVXrlxhzpw5gmWmoaFBbm4u5eXljBo1Cn9//2HpG0B8fDyA8CiOGjWK77//nufPn4sLb0REBN999x05OTkYGhoyffp0jh07hoaGhkhPqq6uFgPRRYsWMXLkSC5cuMClS5fYsmULlpaW/PHHHyJuva6uDjk5OebNmyc+SyEhISxYsICDBw9SU1PD1KlTsbOzo6ioiKysLBYuXMiSJUtwdnYWcvIVK1agq6tLdHQ0H3744f8asP+btWTJEkJDQ+nu7hZBIw0NDQQHBxMbG8vixYvx9PSkoaGBpqYmFBUVmTZtmpDAurq6ii3G0IBGR0eHrKwsKioq0NbWprKyUshNhywMJSUlPHr0iAMHDjB9+nSsra2Rl5dnz5497Ny5k6ioKN5++21qa2vx8PDAzc2NX3/9lTVr1mBhYUFBQYHwEw6xlAICAv7r9/1fXT7OnTsnVjdBQUHiVlhcXMyHH35IVlYWSkpKrFixQhin/k4dP36cX3/9lb6+PhYtWsSmTZtE4xYvXkxVVRVr1qxhcHCQxMRE5syZw6NHj4iKiiIsLIzdu3eTl5dHZ2cnampqhIeHc/HiRW7fvo2MjAyGhoZYW1vT09PDlClTGDlyJIaGhkRHRyMnJ8eqVauYNWsWkydPpri4mJEjRzIwMMC8efM4f/48dXV19PX1UV9fz/Xr13n58iVz586lrKyMc+fO8eOPP6Kurs7UqVNFis9w1KtXrzAwMGDUqFEYGRmRk5PDrl27hF51iB6+bNkyHBwcxKq2r6+P6dOnExERwd27d+ns7ERVVRUVFRUOHz6MRCLh0KFDVFRUoKGhgbKyMsnJydTV1VFYWIipqSkZGRlC0mJtbU1bWxufffYZP/zwA6tWrcLe3p5Ro0aho6ODRCKhpaWFqKgoRo8ejbW1NWFhYTg4OBAWFsaVK1eYPXs2mzZtGhZD69atW0VQwqNHj7h//z719fX89ttvQs5jYGDA9evXSUhIYM2aNbS1tbF06VLU1dWFxKyxsRGAqqoqFi1axIEDB5BIJBgaGlJVVYWCggLu7u6EhIQIjebQpmBocubo6Mi0adNobm5m9erVImChpqaG4uJi1q1bx7Jlyzhz5gz6+vocPXoUBwcHnJ2d6e7u5ueff0ZZWXnYLm537twRZNSioiLeeustJk2aRFVVFVu2bAH+gjg2NDQgJyeHubk5s2bNQk1NjYKCAo4dO8bLly/Ff++uXbuYMGECM2bMYM6cOcjKytLY2EhjYyNNTU1ERETQ3NzMp59+yrp164TRWkZGRuTuBwUFceLECZ4+fUpnZyezZ8/G0dGRsrIy4SH5/fffmT17tuAc9PT0UFNTMyyR2AA3b97kxIkTXLx4Ufg1bt++jaWlJS0tLeTk5PDJJ5+IdfaIESO4du2akCv09fURFBRETEwM9+/f59dff6WxsZG6ujqxMYqKiqK/v5/JkyeL73lISAiRkZHC7P/o0SMGBgbIz89n8uTJhISEYGxszIcffkhBQQGqqqqCoP7dd98xZswYfHx8mDBhAhkZGRQWFvLuu+/S0tIybH1bu3YtgYGBhIeHc+jQIVatWoW6ujonT55k48aN/Pzzz3h6ejJjxgxxgdPU1OTzzz8nNjaWmzdv0tbWhra2NpmZmYwaNYrFixczbdo0srKyOHXqFDo6OgQHB6OpqcmECROYNm2amFB7e3tjY2NDa2sr1tbWHDx4kI8++ggVFRWsrKzQ19envr5ewL2GBjwANjY2TJ48mdLSUr777jvq6+v56KOP/vW+DW2Hli5dyty5c1FWVubTTz/Fw8ODDz74gLVr11JeXk51dTU6Ojqoqqpy+PBhJkyYgI2NDT/99JPwz9TV1XHlyhUyMjLo6uoSUo+tW7fy/Plz9u7di46ODr6+vrx48YJHjx5hZWWFq6srTk5OaGtr8+uvv/Lhhx/yn//8h5MnT/LTTz+Rk5PDrFmzCA4O5vLly0yfPp28vDxWrlxJWVkZqqqqmJmZce7cOTZs2CCSFf/N2rhxIyEhISLcZsGCBdjY2DB27Fj8/f2ZM2cOJiYmlJeXc+3aNZYuXcrmzZs5deoUFy9eRF5eni1bttDe3s7u3btpbm7G398fOzs7Hj58yOLFi3n27Bnp6ekEBgYyduxYFBUVWb16NXl5eVhYWNDQ0EB5eTnFxcXs37+frVu3Eh4ezuPHj5GXl8fOzg4lJSU2b97M1q1bMTIyEgdxCwsLZs+ezbZt29DU1BRblOGoEydO8PXXXzM4OEhqairy8vJUVFTw5MkTFi1axK1bt/Dy8mLDhg0UFBTw7bffsmvXLvH7ePXqVSwsLMT27aOPPmL79u20tbWxfv163N3daWlpwdLSkq+++oolS5YQGRnJ559/Tm9vL/7+/qSkpFBUVMS0adN4+PAhoaGhVFZW8ueff5Kbmwv8FWKRlJTEtm3bWL9+PcHBwfT19bFv3z4mTJhAZGQkV65cGZaewV/pm0uWLBFwXWdnZ9zc3Ghra2Px4sVs27aNw4cPiw1HWVkZy5cvp6Ghgc7OToyNjTl+/Diqqqps3bqV5ORk3nvvPQYHB3F3d+f7778nKiqKwcFBZsyYwaVLl7Czs6O+vp7w8HBWr15NfHw8dXV1HD58mMrKSk6cOMG9e/coKCigsbGR0NBQ+vv7OXToEJs3b2bx4sWsW7eOw4cPs2LFCvT19UWK6dCW6f9f/VeXj++++w4vLy9++OEH9PX1gb+0uG+88QZ1dXUipvDFixdoa2v/bRqpl5cXEokEeXl5lJSUiImJwdzcnFGjRqGgoEBSUhJVVVXiS6mjo8Mff/xBTU2NWNnNnz8ff39/ampqOH36NA8fPkRJSYmoqChkZGQICgrC2dmZ/Px8qqqqhE5/KMNeUVGRxMREzM3Ngb8+oO+//z7Pnz+nvr4eWVlZTExMWLFiBe+//z4PHz4kICAAf39/1q5dS3Nzs5BjvXr1im+++eZv9eCflJ2dHY8ePaKrq0us3ezs7Lhz5w6//fYbY8eO5ezZs8Jof+bMGd577z36+vrIyMigurpamOyHTOWzZs1CRUWFcePGsXLlShQVFenr62Pp0qV8++23zJkzh4KCAv744w8uXryIlpYWg4ODXL58mZ6eHhobG4mPj6ejo0NMshsbG4W3o6enhwULFuDr60tzczM9PT0EBASQlpY2bFPoISDWvXv3uHLlCgYGBvz0008sXLiQqVOnsmfPHtrb25kxYwZ2dnaEhYXR3NxMREQE48eP5/79+3h6egpdvJKSEpcvXyYgIAAXFxdsbW05fvw4MjIymJqa8ssvv/D999+joqLC1q1b0dHRwc7OTjwkmpubRUrKkydPcHZ2ZmBgQBiMh3wf6enpANy9e5crV65gZ2fHzp07aW9vH5a+Afj6+nL79m2xVZCRkeHmzZucPHmSy5cvU1xcLAx/r1+/JjIykvDwcJSVlbl37x6ampp4e3sTGBhIR0cHWlpavPfee6irq3P58mUGBgaIiYkRUYihoaGsX7+eO3fusGzZMtTU1EQy3d27d8nKyhJm2vHjx/P69WtsbW3R1dXl2rVrNDQ0cOzYMby8vLhz5w5xcXFIJBJ0dXWHbUgAf3mM/vjjD7y8vPDx8aGwsJCzZ89iZ2dHSUmJCIkYHBxk6dKleHh4YGpqyuTJk3F3d+fLL7/EwMBASN6G5BgjRowQ4LyIiAhyc3OFBG1I9mdpaUlJSQkqKiqYmZkxduxY9PX1efjwIVevXuWdd97B398ffX19SkpK2LVrF8nJyXz77bfIyMhgZGTE999/j7a2NosXL+bmzZvDZmK1tbUlPj4eDQ0NfH198fX1pb6+nurqaqqrq0Wsd3h4ODt27MDLy4uwsDBmz55NQEAAn3zyCa2trTx48IDe3l4mTpyIu7s7H3zwAdu2bUNFRUWA/2pra4V0cshQnZiYyO3btzExMUFdXZ3Q0FA2bdrE3r17WbVqleirsbExCgoKuLm58e677+Lm5kZ/fz/a2tpIJBK6urooLCxk/Pjxw9K3devWUVJSgqGhIbdu3aK9vZ0vv/yS999/n61bt/Lo0SOcnZ2pqqoiLi4OR0dHgoODuXjxItXV1bi6uvL8+XPs7OxYvHgxU6ZMEZPVd999l6SkJF6+fImtrS23b9+moqKCHTt2sHHjRj799FPu3r1LW1sbmpqaaGho0NDQQFhYGD/99BNvv/02Tk5OIgji7t27wl9x7tw5/i/2/jMqyvPv+oc/zDD0offeQToKCCKiKFhiN5ZEjSammWiKmt57YoxJTDfGxJgYNcauxIqAgKDSe++9l2FggHleZHGs67f+z/O/k1y33Pe6Hvcrl4uFnnvmPM/jW/beTk5OxMTECIeuefPm8cEHH0zI+0FLSwu1Ws3Ro0fR19cnLi4OtVot7L7hr02PgYEBtLS0SElJIT8/n4cfflikkI8/a8ZNRHbt2iVcs6qrq4X+x8rKCjc3N3x8fIiPjxeGMbm5uRQWFtLQ0MD27du5desWjz/+OKdPn0atViOXy1Gr1eJc8vTTTwOQl5fHjRs3MDAwwNjYmBdffJGvvvrqjnM2jvDwcH744Qdu375NSEgI/v7+vPjiiyxZsoT169fz4YcfcurUqf9IXq+oqGDJkiXMnTsXLS0tnnnmGSIiIoRzlYmJiZjmrFu3juTkZI4cOSIcAXt6enjxxRd5/PHHCQ8Pp6KiAolEgr+/P2+99RZfffUVy5cvRyKR8MUXX2BkZMSkSZPEap2TkxNvv/02H330kchQKiwsnLBJG8C+ffv4888/CQwMZPHixejr67N06VK8vLyEC9/g4CC//PILLS0tfPzxx/T395Obm8uXX37JN998w9jYGO3t7dTW1uLs7MwLL7zAn3/+ibGxMV1dXaxevZrbt2/z4IMPkp+fL9ZSlUolgYGBwr20tLSUQ4cOMTQ0xI0bN3j++efFKpxcLmfz5s1ER0eLib23t7fQiG3bto2Ojo6/fd1/q/jQ1dXls88+E/vJAC+++CLt7e089NBDPP/88wBs3bqVxx577B8XHzY2Nvz+++9oampibm6OWq1mYGAApVLJihUr+PHHHzEwMMDKygpnZ2fc3d3p6+vj008/5aeffmLWrFlERkYSEBBAdXU1urq6Ishu3rx5eHt74+3tzdjYGJ6enmhqauLt7Y2rqytSqZTu7m7h4iGTyXB0dERDQ0N424+HW42H0jU2NvLtt9/y/vvv89FHH5GWloa/vz+urq6UlZUxb968f3T9/xYRERFiejF58mRiYmI4efIkx48f58yZM1hYWNDd3Y1EIsHNzY2IiAiKi4uxsbFh2bJl+Pj4YGBggJaWFo6OjuTl5VFQUMAjjzzCa6+9xsWLFwFQq9VoaWnh5+eHn5+f2PEvKSmhrKyM0NBQPvjgA3755RemTZtGT08PycnJNDc3MzIyIqYzJSUlXLp0Cblczs2bNyktLRWHm/G1gG3btt1x3np6etizZw++vr588803ooCaP38+mzdv5uOPP2bjxo0YGxtja2vL2rVrxcF1zpw5vPHGG6SkpNDY2IiGhgZ9fX0kJCSwdetWDh8+zEcffURZWRn+/v5iktHe3s6qVavIy8sjPj6enp4eHBwcWLlyJdevX+ett95iz549PPzwwwwODpKRkUFrayv+/v7IZDKWL1+OhYUFERERIgBt3KUjMTHxH/lr/3egVCqJiYnB0NBQuNNdvXoVCwsLzp49Kzzrx8OQKisreeutt1AqlSQnJxMUFCRSeENDQ7n33ntpaWlBKpWycOFCFAqFsKEcF6N2dnZSWlrK6dOnefLJJzEzM8Pc3JwFCxYQExODm5sbNjY2vPnmmyxfvpxJkyYxODjI1q1bGRgY4OLFiyQmJtLR0UFBQQFBQUGi+JsoFBcXMzIygr+/P+bm5tTU1IgAuPfff19Y62prazMwMEBZWRkhISEUFBT8h1vX+HNOU1MTR0dHnJycaGhoIDExETMzM6ZMmSKsQT///HMee+wxTp8+jZ+fH05OTlhZWaFSqXjttdfo7+/Hz8+PDz74gH379lFdXS1WWJVKJQUFBRQXF3Pr1i38/f0ZGRnhtddew8jIaMKKj/b2durq6qioqMDQ0BBtbW2cnZ25cOECarWad999F3d3dyEYDwwMJC4ujurqaiIiIqiursbT0xOlUomurq4IJkxISMDOzg59fX3y8/NpamoiODiYOXPmcObMGYyNjcU0fDyjQ6lU4uzszFtvvSWchgD6+vqEwHU8A2flypW4ubmRmZlJRkYG3d3drF69esIsY8fD3MYPcgcPHuT5559n1apVvPrqq7z++usUFhYKTc+FCxdYsWIFSqWSgIAAcnNzAUQhX1BQwHfffceePXtYu3YtP/74I2NjY2RlZZGZmcmKFSvEs/T8+fOUlpZSU1ODSqVi8uTJxMXFkZ+fL/bry8vLCQ0Nxc3NjYMHD/Lwww8L4e/w8DBqtZqmpiaqq6tZvHgxP//884QYuTQ3NxMXF4eDgwN5eXm0tLRw//33o1QqUSgUbNq0iZCQEBG429rayjPPPEN6ejqBgYF4enryww8/cOXKFQwMDNDR0eGtt96iq6uL5uZmIiMjxUTJ2NiY+Ph4fH19CQgI4Nlnn2Xp0qU8+uijFBUVcezYMeLj41GpVHzwwQdi0yQyMpLGxkbRWHzyySdpaWlh6tSpDA8Po1AoOH/+PFu3bqW5uVk0jO80cnNz6enp4aGHHkJbW5tnn30WLS0t9uzZw+rVqzlx4gQjIyOMjY3R1NQkXDLH9Wd79uzB2NiY5ORk2tvbmT59OoWFhfz222+cOnUKfX19zM3NCQkJYdq0aQwODrJt2zaeffZZ2traUKlUBAcH09jYyKVLlxgbGyMmJoaCggJiYmJwcXEB/ppGenl5sXfvXp544gl0dXWZOXMmly5dQiKRCGenicK4zf4ff/zBrl27hB3wePDhrl27UKvV9PX1oVQq+eKLL5g3bx49PT0sX75cGI+Mp4t//vnnqFQq9u7dy5YtW5BIJEilUsLDw3F1dRXmJ+MrXY6OjsyfP5/6+npKS0vR0dHh3LlzxMbGolKp0NbWFuJyKysrlEol06dPp7GxkSeeeILi4mJyc3PJz8//R6ZBf6v48PPz+4/C49SpUyQlJeHj4/MfI+TxSvWforKyEi0tLWHL6urqSkdHh0gibm1tFRkMYWFhWFtbU1VVRVJSkvizjo6O8ELu7+9n9uzZVFRUEBAQgEKhoLu7GyMjI4aHh/nkk0/o6OigpaWFpUuXYmxsjJ6ennA2KSgooKurC1dXV2bOnElXVxdmZmZ0dXWxb98+DA0NsbS05NKlS9TX12NhYcHg4CD9/f0sWrSIU6dOTYgo09zcHDMzM7FOZWZmhkQiYWRkRGQmjDs/jIvgx5OnV69eLZx/xgW5Xl5edHR0EBMTQ3t7O0NDQ9ja2jI2NkZpaSlqtZqxsTHhyT59+nQiIyMxMzNDLpezevVqWltbmTNnDlZWVkIDoaGhwYULF0hMTKStrQ1fX18yMzPp6upCoVBQUFCAnZ3df3zH7iS8vb25ffs2+fn5Im9jPMQvIyODlJQUsXvf2NiItbW1sMk8deoUCxYsQCKRUFFRwdDQECqVitbWVrKzs0VYoKurK2q1mmvXromU1xs3buDu7s7y5cuF8UFRUZE4PC9evJiMjAymTJkiRMQODg6cO3cOe3t7Fi5cSFtbm8gT0dLSIi0tDXNz8wnhDWDp0qV0dHTQ1tZGe3s7CoWCNWvWCDcvMzMzEhISRJaJvb09ZWVlfPnll+zfv5+BgQFaW1vR19cXgU6FhYUcO3YMS0tLrK2t8fT0RCaTCQ3XoUOHhFWqrq6usEKeNWsWWVlZ2Nvbk5ubi1wuF4frjIwMbty4gb6+Pm1tbZibm4vvskqlIj09fUI98AMCAigsLCQ1NRUnJycMDAzIzs4mKiqK5ORkysrKCA8Px8HBQRy6lEol58+fp6CggL6+Pjw9Penq6uLSpUtYWloKo4+hoSEyMjJwdXUVE8ampiYMDAyoq6sTWo/R0VFhL62trY2uri52dnbEx8dTUVGBo6Mj2tra1NXViXWN6dOn09DQwMKFC+ns7KSgoIDAwMAJ483Ozo7m5mY6OztRqVQ4OTkxefJkPv30U0xMTEhKSuLq1aui21lWVsbVq1dxc3MjNzcXJycnqqurMTQ0RK1W8+2332JnZ8dPP/0kml1eXl5oaGhQWlpKWFgYLi4u7N+/H5lMhlwup6WlBZlMRlRUFFKplMHBQUJCQjAzMxOJ1JaWlkRFRaGpqcmGDRtQKBTk5uaSkJCAtra2eI+kpqaKgNM7ifHmyHiS87geY2xsjOHhYbKzs5FIJAQEBCCTyTh+/DimpqbMnz+fuLg4DA0NxYGioqJC6CfHg2N7enqEvauuri6HDx/mq6++orS0lMDAQJydnYU96vgEd+nSpRw7dgw7OzthcODq6oqZmRn79+9n5syZLF++nLq6OgoKCmhqaqKnp4cvv/wSLS2tO84ZIDSf48Y1AQEBlJeX09zczKpVq4iPj2fatGm4uLjQ39/PnDlzcHJy4tChQ2InXyKREBoa+h/OQ8nJyejo6JCenk5UVBQmJiYMDw9jamrKwMAAKpUKpVJJbW0tDQ0NNDc3i7yyF198kcHBQWxsbHBwcGBwcJCsrCwqKipYvXq1aI6ampqSn5+PXC7Hx8dHZN1MVPExbuCRlZVFd3c3bW1tTJ8+nczMTKZNm0ZCQoJYaTY3N8fd3R0LCwuKi4t55plnSE1NFcXu0NAQR48eZWBggOnTp/P777/T2tqKl5cXoaGhODs709zczPLly7GysuLs2bO0tbXh7+/PmjVryM3Npb6+nuzsbDQ1Nblw4YKYeKSmpjJv3jw2bNgg9DgjIyM0NDSIs19cXNyE8WZsbAz8ZTrS3NxMbm4uDz74IFFRUcIkpaGhAWNjY+zt7bGysiIhIQFNTU0iIyPp6ekhOzsbPT091Go1VVVVGBkZkZqaKsxwGhsbaWpqoqWlRWiEb968ycWLFykrK0NXV5eGhgZhcz937lyWLl3K3r17qaysxMzMDDMzMzGVOX36NHFxccIZq7m5mdra2n+UDP+3xBkqlYqhoSHgryTDd955B01NTd5//32kUul//Ox44uE/gZaWFlOmTCEmJgZfX1+0tbVxcnJixowZlJaWYm1tTUhICGFhYUKsZmVlxS+//EJbWxvl5eXU1taSnZ1NVlYWBgYGNDQ0cOTIEUpKSoS9XX5+PtevX+fWrVtIpVKuX7/OyMgIlZWVlJaWijWQceu8sbExgoKCxCjW3t6eWbNmsXz5crq7uzExMWHKlCk4OztjY2ODp6cn9vb2E5ZX0dvbK9JiLSws0NPTY/HixQwPD9PX10dTUxNqtVpMdoyNjbGxsSEvL4/ExEQGBwdxcHBAS0uLvr4+fHx8aG5uJjMzExMTE3p6enB0dGT27NlMnz4dGxsbLl68SHd3N5cvX6a9vR1ra2t0dXVJTU0VOhNTU1NMTU2xtLTE3t4emUzG9evXqa2tZerUqRgaGoqVnfb2dlHcTdTESCqVolQq6e3tpaamhuTkZOF/n5aWhpubGzk5OTQ2NiKXy8VLxd7eHkNDQy5cuIBMJsPJyQm5XI6dnR2Ojo6MjY1hbW0tfr9UKsXIyIiGhgY6OztJSUmhtbWVqKgoJk+ejI6ODr29vSKZViqVkpycLLrkhoaGIs/D1taWkZERSkpKqK6uprW1VdjTTqRF8djYmBDGjR9EAgMDKS0txd3dnZaWFnp7e+nr62NgYABNTU2mTJmCr68vpqam2Nvb4+LigrOzM87Oznh5edHQ0EBDQwNaWlrI5XKRHK9SqaitrUVHR4eAgAAeeOABnJ2d0dXVFZ3RK1euUFZWxvDwMHPmzBHFzrVr16ioqODEiRPi31EoFAQEBPyHIcJEwcHBgbCwMBoaGjh37hylpaViUtHe3s61a9fo7u7G0NBQWOk2NzejoaHB8PAwLi4uDA0NifyDgYEBLC0taWlpEfv9xsbG2NnZic7x/PnzMTMzw8TERGj21Go1w8PDuLm5ERcXR15enrgvx1152tvb0dHRQSaT4evry4oVKzA3N/+PifFEYrzrrKOjg4uLC3K5nMWLFxMTE8O1a9coLCwU+gCVSkVNTQ2mpqZoaGgIwXd7e7vIt4iMjERbWxtvb2+amppQqVSMjY2JacbNmzfR09MjLy+Pc+fOUVJSIlaC9fT0kMlkbNy4ERsbG3HAG18NDggIYHh4mNLSUo4fP05tbS2Wlpa4ubmhr6+PQqGYEM7GnWuam5tFqGV0dDS3b9/G3t6exsZGdHV1sbCwwMvLi5iYGIqKiti4cSNKpVK4OPn7+6Onp4dEIuHQoUP4+/sDf50JNDQ0cHJyIiIiQjQFsrOzKSkpwcbGBhMTExoaGrh+/bqwEu/o6EBXV1c4ubW2tjJ79myuXbtGRkYGXl5e9Pf3i4bi+Kr0RNli6+npUVxczNjYGK6urujr63P58mUKCgoIDw+ntbWVkpIStLW1MTc35/bt21y4cIGqqiqmTJlCZ2enCEK2trbGzMyMtrY2li1bxn333ScKjMHBQezt7QkICBBTxilTpuDo6CjscrW0tJgxYwbDw8NoaWmJArK4uBg9PT1iYmKIjo6mrKyMmzdvUlxcLBoKIyMjJCUlTQhn44iJicHAwIDm5mb09fWJioqipqYGuVwunL8kEgl5eXk0NTXh5eUlclBsbGyEXkNLSwt7e3sMDAzw9PTE1NQUtVqNh4cHxsbGosFaVVVFaGgompqa2Nraine1QqEQ9tbDw8Mia2t8y2Lc+tjX1xd9fX1h+R4REYGzszMNDQ0TppMBRIPDyMgIf39/ERQ5e/Zs7O3tCQ8PJyoqioiICCIiIsTUZzyeYLxwqK6uFsGe4zKGkJAQBgcHgb++2319fWJa6ePjI0Idx88atbW1+Pv7o6urS319PSMjI9jY2BAUFERAQAByuRx3d3ex1nv69GlqamqwsbEhODj4H70b/tbkIyoqikWLFuHp6UlKSgqDg4Ps2LHj/xEosn///n/1obm6umJhYYGHhwdtbW1cunRJdJNbWlpwc3MjJCQEb29vlEoleXl5YjSWnp4uXJ2qqqrIysrC2dmZQ4cOkZiYCCBElBUVFZw/fx4jIyOio6MpKSkRh2htbW3Rcba1tcXd3Z309HRmzZolUsBNTU2ZM2cOhoaGfPHFF3zwwQf8+uuvZGVlYWtry+TJkykuLhYf6J3GuADS2dlZBNRFRERQWVkpclKGh4cpLy8nJSVFiFudnJz47bffePjhhzEzMyM7O5vExERsbW2pqqriwIED6Onp0dzcjKOjI46Ojvj4+FBXV0d8fDz33Xcfjz32GLm5ucyfPx9zc3MyMzORy+WYmZmJA6Gvr694EWtpabF48WLuvfdeZDIZ2tra9PT0IJPJ8PT0ZMGCBRPWia6vr6exsZGAgAAkEglXr16lpKSEsLAw8f8pKCjA0tISHx8f0UEfGxvj3nvv5fz580ybNo3w8HBKS0tpb28XL4Jxj/vGxkY8PDyYNWsWn332GVOmTKG7u5vGxkY6OztpampiYGBA8DX+oBzXdvT19eHq6oq5uTmenp5cv35d6J4sLS2xtLQUe+82NjYTlnB+/PhxnJyc0NXVFR7z47qLkJAQ4cg0ZcoUITgcF0TGxsaKIEcDAwP09fXp6+tjcHCQqVOn8vzzz1NeXs7w8LAwisjJyeGRRx6hoaGB0NBQlEqlsMjOy8sTaawODg5YWVlhaGhIX18fo6OjzJo1i+zsbOEzf/36dVG8jI2NTagTTEdHB1ZWVkgkEoqKioQdpbGxMZ2dnYyNjdHX10dXVxeNjY0UFhZiaWmJv78/M2bMIDs7m8rKSoyNjVm+fLkId/T29hb+7xYWFgwPD5Obm4uzszMbNmzAysqK8+fPc+PGDbFm2draiqOjI97e3hw8eJCoqChCQ0OF5WxbW5tYm1MoFMyYMUOkp4+vxk0UxhPLlUolWlpaaGhokJiYyPbt2+nu7ubVV1/FwsJCfPYWFhb4+/tjaWnJvHnzaG1tBf7SKFZWVuLs7IyRkRHLli1j2rRpPP3003R0dAhP+1u3bnH27Fk++ugjZDIZV69excvLCzc3NwoKCrCxscHIyIi5c+dSV1eHhYUFpqamwtFqwYIFvP322zzwwAO0tbXh7u4O/BUI6+fnR2ho6ITwNv4dHxoaErk4cXFx9PT0YG5ujlwuRyKRiEbZsmXL+PDDD3nkkUf49ttv8fT0FLvdTU1N3Lhxg4SEBO69916MjIxEM87FxQVLS0uio6O5cuUKmpqafP/992zatImenh7h3NPa2sqePXuYMmUKPT09Imk9Pz+fxYsX4+PjQ0NDA729vSJMz8PDAxcXlwnNR5k3bx5nz54lMDAQFxcXMjIyuHXrFg4ODmhqamJhYUF+fj5WVlY0NDSwZ88ebGxshFvS/v37KSoqwtTUFGtra0ZHR2lsbOSBBx7A0tKS9vZ26uvrqaurE0GYarWauro6YWygq6tLZmYmf/75JxkZGbi5uYkiMTs7G1NTU6Kjo/H09KSzs5OzZ8/S19eHvr4+ERER9Pf3c+XKFerr6wkICJgQ3gAiIyO5dOkSDg4OwvXoxIkT2NnZUVlZyfLly9HQ0KC+vl7o1b7++msOHjxIUlISHh4eoii1sbFh7dq1/PLLL5w4cQK1Ws306dMZGRkRZgSZmZliWj5z5kx0dXVJT08nNTUVTU1N2tvbWbx4Mfn5+djb21NSUkJgYCDTpk0TOuZ77rlHPD9sbW2Fhq6srIy4uLgJ4a2np4euri7GxsZwdHTEyMiIW7du4erqSltbG2FhYfj4+NDa2kp/fz/9/f14eXmRmJiIUqnExMREhEvq6OgIq9zxYmpgYEBkhXV3d5ORkSECUI2MjDAyMhLrvrNnz2bbtm288MILoiFtZmbG5MmT0dPTY2RkhM7OTnx9fdHQ0CAjI4OpU6fi5uaGq6srfn5+otj5X+FvFR+bN29GX1+f+Ph43N3dWb169X/smFdUVPD1119z/vx5LC0t/zH51dXVwt/fwcGB5cuXs337dpKSkvjjjz94/fXXOXDgAO3t7Tg4OPDll19iZ2fHli1bhFuTj48PFRUVInDM399f6BvG00YzMzNFSGFFRQVhYWG0tLQwc+ZMenp6RArmU089RVNTE7t372bBggWi21ZQUMCHH37IsmXLOHDgAEVFRfz555/CW3p8DWyi9gUtLCx47bXXRMDToUOHOHLkCH/++Sf33HMPDz/8MBUVFRgbGwsr23PnzvHSSy+xceNGOjs7OXfuHDdu3MDFxQUXFxemT5+OTCYjODhYjPCOHz9OcHAwVlZW7Ny5k8LCQkxMTFAoFOjp6aGjo0NnZyevvfYaiYmJPP300yIwqK2tjdraWoKCgli6dCm3b9/G19eX8vJygoODuf/++8WO4xNPPPG3nRL+O9DU1BQrKUNDQwwPD6Opqcns2bMxNTUlNTWV6OhoHBwcqK6upqSkhF27dvHMM8/Q0tLCxo0byczMpLm5mb6+Pi5cuMCPP/5IREQEx48fF97umpqalJaWsnz5cqKiovj1119Furu3tzfDw8O8/vrrYpw+Lty+evUq9vb2+Pn5cfnyZbS0tKiqqmLnzp0kJSWJRN2VK1dy9OhRenp6Jiyzor6+nuvXr7No0SJmzZpFf38/GRkZRERE4Ofnx6FDh0RQnrOzM1ZWVhw+fJjp06czY8YM3nnnHXp7e9HT0xMTJx8fH2QyGQMDA+zYsQOAyZMn4+3tzeLFi7G0tGTjxo28//77SCQSHB0dMTc3R6lUcuDAAfbv389LL73E5MmTeeyxx1iwYAFBQUH8+uuvyGQypkyZQnV1NS4uLuTn51NdXY1cLsfR0XHCbGMrKio4fPgw1tbWREZG0t3dLfQy6enpHDx4kOHhYZFkfunSJaysrNDU1OTMmTPo6enx+OOPY25uLkK37rnnHr788kuys7MxMDDgyJEjTJs2jZiYGFJTU4XGy9nZGXNzc3p7eykoKKCzs5MtW7Zw+PBhYVgwNDREXV2dCI8cXys6fPgwRUVFvPDCCyxbtozk5GRhzjAR8PHx4bHHHqO8vJzy8nI6OjrIyMggNDSU+vp6fHx8KC4uxsrKCnd3dzIyMiguLub06dN88sknvPfeewwPDwsx6aRJk7h16xY7duxAS0sLLS0tgoODsbW15ejRo2zevJmNGzfy0EMPcezYMaRSKZaWlmhpaXHr1i0KCwvZtm2bmPrduHEDgKlTp2JlZUV0dDS+vr4YGxvz1VdfUVtby/Hjx8Wa05QpUyaEt66uLlauXIm1tTU5OTlkZWUhlUrZsmULx44do7KyktzcXPLy8pDJZCxbtgwnJyeOHj0qtBrja2cqlUokTx88eBBDQ0Oqq6uJjo5mdHSUs2fPUl9fj1QqZfv27Zibm4sOvK2tLdbW1jz88MP09PSwe/dutm7dyvTp08WK37Vr19i8eTMlJSUiKX08kDMzM5Ovv/4ahULxtw81/x1IJBIsLS3R1dXF1NQUT09PYXAxbhownj823q0uKipi+/btIhzVxsaG2NhYJk+eTE5OjhBdP/7442zbto329nYOHz7MmjVrCA4O5s0338TU1FSsw+no6Ig1qh07drBixQqWL1/OG2+8gY2NDbq6uhQVFaGrq8uOHTuoqanh119/Ra1Wc+zYMVEcRUdHT2iuTGVlJZqamvT19Qnb3djYWJRKJStXrqS/v581a9Zga2uLpqYmqampODg44ODgwNq1a0lPT6empobs7GxKS0uZMmUKra2tXLlyhVWrVhEdHU1vby89PT3k5OSQn5/Pli1buHTpEkVFRRgbGxMZGYlEIuHFF1/EzMyMdevWoa+vj0QiERlV0dHRrF27lszMTK5cuUJwcDBdXV2icWxvbz+hvI1nmYwH6dbV1dHX18err77K6dOnkUqljI2Ncfv2bXJycggLC0NTU5OWlha2bt3Kt99+i5eXl1iPHxwc5MUXX+TNN99kw4YNwqnv9OnTpKSk8M033+Ds7My6desoLi7GxcVFNPXGdToPPvggYWFhLF68mIKCApYuXSqMUAYHB5FKpWhoaPDee+8hl8s5d+4cZ86cYevWrX9beqGh/t/w9s3Pz0dXV1es8PxdjAuOkpKS6O/vJyQkBGdnZ8rKynjppZcICAhg4cKFnD59Gm9vb2xsbKivrxc39LjAWSaT4eHhwc2bNzl69CgSiQQPDw+qq6tZunSpKDRsbGxobGxEIpEI4e4TTzwhHhrt7e04Ojpyzz33sHfvXr755huOHz/O1atX8ff3x8HBgX379qFSqYSN3uTJkzl79izV1dX4+/uLw/vIyAheXl4YGBj8d+n9/8lbWloaBQUF9Pf3i5UVmUzG+vXr+f3335k7dy4//PADYWFhrFy5ksrKSr799lt8fX1pb2+npqaGNWvW0NLSwtGjR5HL5bzxxhu8++676OnpERQUhEqlor6+Hh0dHR555BH27t1LfX09YWFhYg1CR0eH3NxcOjo6+PPPP7GwsCA2NhZPT090dXUpKSnh2LFjYvq0Zs0a+vr6KCgoELqQ1tZWfH19Wb9+/R3nbdwBo7GxkezsbBHc1NHRQWBgIJs2beLQoUMicdzDw4Pm5mauXLlCZWUlq1ev5syZM1haWhIZGUlhYSGzZ8/G0NBQ2JZWVVVha2uLiYkJBQUFvPDCC5SVldHc3ExAQAD19fXk5ubS0tJCc3MzDz/8MIaGhhw8eBCJRIKZmRkODg74+vqKFRBzc3OmTZtGbm4udXV1aGpqolAokEqlLFiw4I7x9l+527lzJx4eHgwPD2NsbIyTk5PolEqlUoKDgzl//jwzZ85kzZo1dHR08OWXX5Kfn8/vv//ORx99JHRKo6OjLFq0CHNzc15//XXc3d2RSCTo6uoKt7S6ujoeeugh5s2bR05ODvv372fu3LnMmjWLvLw8ofVoaWlh3rx5ZGVl4erqiru7O6dPnyYxMZGpU6dibm5OXl4e4eHhqNVqbt26hYmJCStWrJgQ3nbv3o27uzttbW2iANDV1eXee++lra2NefPmsW/fPrq7u3FycsLU1FRknFRUVDBnzhzq6uro7e3FycmJ0NBQSktLSUpKoqSkRKy4zZo1i6lTp/Lhhx/y9ttvExISwubNmxkdHcXBwUHkn4zrjkZGRtDS0uLSpUs4OTlhb2/P2bNncXd3p7q6WkwYxgWzbW1tWFhYiI70neatrKyMS5cu0dvbS2RkJPfccw9XrlwRgueDBw9iaWnJ/v37xSrFzJkzsbKyYtKkSRw+fJja2lokEglyuRxzc3OWL1/OihUrOHjwIEePHiUpKYnm5mYsLS25//77CQkJYdWqVbz88stERUVx6NAh8vLymDFjBhcvXmTHjh2MjY3R0tJCenq6yO5YtmwZYWFh7Nq1i5KSEjZs2EBhYSElJSU4ODiwbt06EhMThTvknXzGffjhh1hbWzMwMCCaSl9//TXvvfce27ZtQyaTCbMMZ2dnli1bxrFjx3jnnXfQ1dXlypUrJCcnMzY2RlhYGNHR0Xz55ZcUFxejUqmYM2cOVVVVKBQK7Ozs6O7u5vnnn+ePP/4gOTmZ5557DmNjY9EsiYmJYfny5TQ1NfH9998jk8lEUTe+tnbgwAEKCgqwsLDgyy+/pKSkBF9fX2xtbVEqlSxcuPCO8/b555/T1taGUqnEz8+PsLAwdu/eLfQ82trazJ07FxMTE5qamsjNzeW3335j8uTJxMbGEh0dzffff8+VK1eQy+XMnj2bkZER4uPjmTdvHvb29tjb21NbW0taWpo474xP4iMiIsjMzKS0tBQrKysqKiqYPn06o6OjWFhYMDAwgKenJ15eXtTV1ZGYmIi5uTna2tpUVlbi6OjIwMAAmZmZ9Pf3s2vXLpGndafv1dOnT4smmLGxMSYmJvz666/88MMPKBQK+vv7+fTTT9HR0WHOnDmYmZmxb98+Hn/8cQC+/PJLZs+eTXNzMydOnEBXV5eXX34ZLy8vCgoKMDExwcjICIlEglqtxsDAAD09PdavX09PTw+LFy8Whe+4Nuall14SGiwjIyOhWxvPGdmxYwdvv/0227ZtIzAwkMzMTE6fPo2bmxtz586dEN66uro4cOAAJSUlBAUFsWnTJpydnSkpKeHJJ59EKpXi4eGBnZ0dTk5O2NjYcO7cOTZu3IiJiQlDQ0MMDAzQ39/PwMAAUqmUadOmMTw8zN69e7l165YQ6WtqapKYmMjmzZvp6+vj2LFjJCQkoKOjg1wuR0dHh3fffZedO3fy9ttv8/LLL9PT04OZmRm6urp0dHRQXFws7o/HHnsMJycn6urquHr1KsXFxTz33HN/i7f/LcXHv8V4OMn/VDg7O98REfVd3v4d7vL27/E/mbu7vP073OXt3+PuM+7f4S5v/w5379V/h7u8/Tv8Hd7+jxYfIyMj9PT0oK2t/Y+DCf9vxviurZGREZqa/1tC5P8Dd3n7d7jL27/H/0Tu7vL273CXt3+Pu8+4f4e7vP073L1X/x3u8vbv8E94+z9afNzFXdzFXdzFXdzFXdzFXdzF///gf0a5dRd3cRd3cRd3cRd3cRd3cRf/1+Nu8XEXd3EXd3EXd3EXd3EXd3EXE4K7xcdd3MVd3MVd3MVd3MVd3MVdTAjujJLmb+J/ouAG7orj/i3u8vbvcFcc9+9wl7d/h7u8/Xvcfcb9O9zl7d/h7r3673CXt3+Hf8Lb/9Hio6en53+s1RjcOZu2u7z9O9zl7d/jfzJ3d3n7d7jL27/H3Wfcv8Nd3v4d7t6r/w53eft3+Du8/R8tPrS1tQE4evQoxsbGhIeHU11dzYEDB3BxccHZ2VmEcHV3d1NbW4uJiQlTp07lueeeY+fOnbz66qv09/fzwAMPMHnyZMrKyvjiiy9oa2tDX18fY2NjRkZGMDc3x8LCAoCWlhZWrlzJJ598wldffcX58+fx9vbG29ub7OxsUlNTsbCwYPny5TzzzDOEhoaiUCgoLS1FR0eHpqYmfvnlF7q6uvjyyy9RqVRoa2ujqamJubk5ZWVlvPjii+L67hRvBQUFSKVSGhsbMTExYdKkScTHx7Nlyxb6+vrIzMwUP9/b20tubi5paWmYmpqycuVK8vPzCQ8PR1tbm87OTqytrcnIyCA4OJjq6mqqq6sxNzfH09MTgM8//5yBgQFef/112traKCoqoqenB0tLS2xtbfn555956KGH0NLSoq2tDTMzM3x8fFCpVPz22284ODiwfv169u7dy8KFC6moqEClUuHj44OOjg5Hjx5l8eLFd5w3XV1dKioq0NTUxM7OTqTXa2ho8Nlnn9Hf38/27dspKyujtraWxx9/HA0NDZFWvGnTJk6dOoWZmRkhISGcP3+e1tZWnnrqKREU1NzcTF5eHk1NTdjY2CCRSJg9ezbffvstLS0t3HPPPdja2nL8+HFKSkp4+OGH+fbbb/Hz82NwcBAPDw/CwsKQyWR89dVX+Pr6Mn36dL777jscHByYPn06xsbGJCQkEBISgr29/R3j7b9y9+mnn1JWVsa6desIDg6mpaUFW1tbamtr+fLLL3nkkUcA0NfXp7+/n/T0dBwcHKiqqiI2NhYHBwdu374tvm8mJibEx8fT2NjI6tWr6ezsZHh4mLGxMbq6uigpKWHlypU0NDSQk5NDTEwMDQ0NaGtrM3v2bL788kvGxsZEam5zczOhoaH4+vpSWFjIsmXL2LZtG52dnUilUlQqFSqVChsbG9auXYuVldWE8JaYmIharWZkZISxsTFMTU1xdHQkIyODzMxM5s2bh1qtpqenRwRFubu7Mzg4yK1bt1iyZAlXrlyhqqoK+CugaufOnbz++uvIZDImTZpEZWUlenp6uLu7c+nSJZYvX05paSnm5ua4uLhgYWGBsbExcrmc7u5uCgoKGB0dJTExkYGBAQwMDDAxMcHU1BRfX1+8vb3ZuXMn27dvx9HRkYSEBNLS0rj//vuRSqUTwtvNmzextbVlbGyM8vJySktLMTAw4OGHH+bYsWNYWVlha2uLTCajqamJ6upqYmNjOXr0KPX19Sxbtoyuri7KysoYGhoiIiKCmJgYOjs70dLS4qOPPsLJyYnBwUGuXbuGu7s75ubmItizq6uLyZMnEx4ejqWlJWZmZiQkJCCVSqmtrcXd3Z3g4GBcXFyQSCTU1NTQ3d3Nl19+iVwux9TUFHt7exESplQqMTQ0vOPPuB9//JFly5bR3t6OSqUiPDwclUrF/fffz+LFi3nooYeor69HU1OTkZER8vPzMTIyoqenB4lEgrm5OXV1ddjb26Orq8sPP/zAZ599xq5du0hPT2doaIjHHnuMefPm0d7ezpEjR3ByciIwMJBJkyYhkUj49ddfOXfuHCqVirGxMb799ltOnTqFTCYjKiqK4uJiysrKmDVrFufOnUMikTBjxgyUSiXu7u4oFAqysrJob29HJpMRGxt7x3lrbm6mu7tbBP9paGhgbm7O5MmT8fPzIycnBxMTE5KSkmhsbGTOnDl8//33hISEsH37dnEPy2Qy+vv7OX/+PE1NTSxZsgQHBwe++OILhoaGcHFxwc7ODi0tLebNm0dycjJqtRptbW0MDQ3R0dFhdHSU0dFRvvvuO1pbW3FwcMDZ2ZmQkBC0tbU5f/48Dg4OFBcXU1tby/Tp0ykvL8fAwIDo6Gisra05fvw4y5cvn5B7tbKykqNHj+Ln58fcuXOxtLQkLy8PIyMjXnnlFYyNjZk1axY2NjZIpVL09fWxsrJi+/btfPDBB7i6upKUlMTg4CASiYTLly8THh6Ok5MTv//+OxKJhNjYWIyNjWloaGDKlClYWVmxevVqZsyYgbW1NRoaGqjVamQyGWq1mtmzZ6Ojo8OBAwfEeUZPT4+KigqWLVuGu7s7J0+eJDk5GT09PaysrLC3t8ff3x9HR8cJ4S0pKQkrKyt8fX0pKyvjwIEDWFtbs3z5cl5++WV0dHR45ZVXsLW1pbS0lLq6OoKDg1Gr1fz4448MDAzg5OSEUqlET09PnMHGn3t6enp0dXVhZWWFp6cn2dnZlJWVUVpaSmxsLE1NTfj4+NDZ2cm+ffuYP38+VlZWODs709jYyNDQEMPDwzQ1NVFXV8e6det46623WLBgAfPnz6e0tJSmpiaUSiUdHR2sXr36b/H2j4uPgYEB6urqUKvV2Nvbi0TLf4PxUdOyZcv48ccfGRwcRK1WMzAwwLVr13jiiSd45513GBwcZOXKlWhoaIhDY1ZWFp988gnh4eHEx8cTHx/PpUuXREp3f38/jz32GA899BAeHh788MMPdHZ2smnTJvr6+sjIyKCiooLXX3+dZcuWcePGDdLS0oiNjSU+Pp6HHnqIF154AVtbW6ZNm0ZbWxu9vb0MDw+jq6uLhYUFmzZtEimkrq6uLF68mNHRUWQy2X9c3/9ujP/e/v5+jhw5Qnh4OLq6upw5c4a4uDhu3bqFq6srycnJhIeHY21tzdjYGJqamuLB2NnZSUZGBv39/YSGhuLl5YWpqSmHDh3i7NmzmJiYUFdXx5QpUxgbG0NHR4f169dz+PBhnJ2dMTIywsrKiqamJgCMjIxwcXFBJpMRGhoqHozZ2dmUlJQwZ84cNDQ0+Oijjzh+/DihoaFcu3YNExMT/P39uXr1KhERERPC2/i1a2trk5ycTHV1NUuWLKGkpISnn36azMxMTExM8PLyYnh4mH379lFWVoaXlxdhYWHY2toyffp0qqqqOHXqFGfOnCEiIoK3335bpMBHR0cTGxtLZmYmhw8f5p133uHQoUN4enpiYGCAoaEhra2t3L59GwcHB9ra2igvL+exxx4ThayGhgZKpRJXV1eioqJ48cUX2bp1KyYmJvT09NDV1UVISAhBQUG0t7ff0dHt+O9et24dSUlJ1NbW0tnZiZGREc7OzoyNjfHxxx/z4osvYm9vD0B9fT3t7e1oaGiwe/duPvroIz799FNKSkpISkpi0qRJrFy5kqamJurr69HR0eGPP/5g9erVuLu7c+rUKerq6ujo6OCHH35g9erVWFhY4O/vj1Qqpb+/n6VLl/LOO+/Q0NDAyMgIISEh6OnpUVtbS2FhIadPn6a2tlYcThcuXMjcuXOxsbGhp6fnP67tTvI2MjJCaGgoBgYGNDQ00NnZib+/P5aWluTk5JCRkUFsbCyOjo5UV1dTXl7O2NgYn376KXZ2diQkJIhnkbGxMcXFxfzwww94e3ujUqlwd3envLyczMxM1Go1zz//PD4+Ply/fl0UdAYGBkgkEnJzc5kyZQq9vb0A3Lhxg3Xr1jFz5kzq6uo4cuQIcXFxeHt7Y2VlRWJiojh4R0RE8N133/HEE09MCG/W1taMjIyQkZFBSkoKfX19LFy4kLa2NvLy8vDz88PGxgYzMzM6Ozs5evQo5ubmHDt2DD09PVauXElQUBBhYWHo6uoilUoZHh5GIpGwZcsWNDQ0CA8Px93dHT8/P3p7e7lx4wbt7e3MmTOHhoYGJk2ahK+vLz09PWzdupXAwECqqqpYvHgx/v7+WFtbU1xczJ49e2htbcXS0pKKigo6OzsxNzfH1NQUAwMDLC0tue+++/7j+u4Ub/PmzSM4OJirV6/S29uLVCqlp6eH2bNn09jYyIULFxgeHsbW1ha5XC4aaVOnTmXNmjVcvnyZ2tpa4uLicHV1xdLSkqqqKnx8fPj1118JCQnhzJkzpKSkEBgYiIeHB2fOnOGee+6hqamJs2fPkp2djbm5OVZWVvzyyy9s2bKFzs5ONDQ00NPTEw2DL774gnfeeYePP/6Y/v5+nJyc+PnnnyksLERPT4+Ghga8vLyIjY2947wlJiaip6fH9evX0dDQYMmSJXR3d5OcnMyxY8fIzc1l1apVVFdX09XVxXhSwYIFCzh8+DA1NTXY2NjQ29tLQUEBCoWCd999l1u3bmFhYUFNTQ2Ojo7o6OiQmZlJQkICx48fZ+bMmfz8888EBwfT3t7O4OAgkZGRREZGolAoyM/PZ8uWLTg6OlJaWkp2djbe3t7o6+sjk8k4ePAgjz/+OHZ2dqSlpfHrr7/i7OyMg4PDf1zfneSuoqKCefPmERISAsC5c+fIzc1ly5YteHl50dnZiampKRUVFXR3d7NgwQL27dvHrl27GB0d5dSpU+Tk5KBQKBgZGaGxsZHIyEiuXLnC7Nmz+e6778jLy2PWrFnExcVRUFDAsWPHeO+99+ju7kahUGBsbExJSQk///wz99xzD6dOnUKpVJKSkoKXlxdKpRJNTU2eeOIJ0di4ffs21tbWREVFUVtby4ULF5BKpTg6Ok4IbyEhIejr63PmzBnKysqYNGkS7e3tSKVSvL296erqoq2tjezsbDo7O1m9ejWtra0cPXqU9evXY21tTX9/P4WFhTQ0NFBUVMSkSZN49tlnmT9/PgkJCXR0dBAUFMTSpUuxsrJi165dzJkzh8bGRmQyGT09PdjZ2bFr1y5MTEx47733uHHjBsuWLcPZ2ZnExERKSkowMDDgo48+YuHChdTX17Nnzx5cXV3x8PBApVLR2Nj4H9f2/4a/XXxkZ2fz1Vdfcf36dfF3Ghoa+Pr6smbNGpYtW/avP6je3l4mTZpEbm4u7e3t+Pn5ERQUxLFjx5DJZBQXF6OlpYW5uTnW1taYmZmxdetWsrKy6OrqYtOmTcBfXbKioiIuXbrEgw8+iJaWFoaGhlhbW6OtrS0ObBUVFYSHh1NZWUl/fz8uLi5UVVXR1dWFgYEBvb29qNVq8vPzWbNmDcnJyZiYmBAdHU13dzeHDx/m5MmTTJ06lYiICA4fPoy2tjZaWlpkZ2dTV1f3r3j4p6irqyM2Npaenh7q6+sJCAjAycmJ27dvc/z4cbKyspg2bRodHR2UlJSgVquRSqVUVlaK7mtQUBDd3d2cOnWK9evXExERgYmJCZcuXRLdQUdHR6ytrdHT02P9+vVUV1djZ2dHfX296Ew5ODhgbGxMZmYmt2/fxtTUlKamJm7dukV1dTURERGcO3eOgIAA1q9fzx9//IGJiQnh4eHI5XLB96xZs+44b9evXyc/Px9ra2v09fVFJ7i5uRm5XM7kyZOJj4/H2NiYwMBAuru7OX/+vCi8BwcH6e7uRiKRYGRkhLu7O/r6+qSkpODo6EhJSQkSiQQ9PT3RbS4tLeX8+fM89dRTdHR0cOTIEczMzJg3bx4tLS3o6enh5eWFjY0NBQUFlJWVoVKpMDQ0xMvLi76+PhQKBcnJyUyfPh0DAwO6u7spLy9nxowZtLe333HeAAwMDFAqlWRmZuLk5MTSpUtpampCV1cXLy8vrKysCAsLo7GxkZqaGjQ1NamrqyM5ORmVSsXt27cJDw/H1dVVHFK8vb259957sbOzw8zMDG1tbRwdHZk3bx7w13g6NjYWuVzO6OgoqamplJWVoa+vT0xMDGq1GhsbGzQ1NQkPD2fSpEniM0pISGB0dJTIyEg8PDxQq9UMDQ3R3d1NamoqK1asmBDebt68SVBQEHK5HLlcTktLC7/99hv29vZMnjwZGxsbJk2aRFNTExKJBH9/fy5fviwmwNOmTWN4eBiVSoVUKiUqKorPPvsMT09Ppk6dirOzM/fffz9lZWW0t7dTXl6OTCYjISGBmpoawsPDkUqlNDU1cfv2bfr7++nr62PRokWkpKRgYGBAbm4uhYWFyOVyJBIJpaWl5OfnY2ZmRk1NDUZGRvj4+JCRkTEhnAH4+/tTWVmJs7Mz+vr6AHh5eaFWq7n33ntJTU2lq6sLmUxGamoqIyMjBAYG0tXVxcKFC+nv72d0dBSVSoWGhgaenp5UVVXh4OCAl5cXfn5+yOVybt26RXNzM5GRkdTV1eHt7Y2enh5jY2PcunWL0tJSZDIZurq6FBYWEhoaSkNDA2NjYyQkJNDd3U14eDg3btwgNTWVBx98kPT0dLy8vDA0NKSyspLCwkKKiorEBP5OQltbG4VCgba2NmNjY1RVVWFmZsaMGTP45JNPaGho4N5776WlpYWqqipCQkJQqVTY2tqiVCqRSCTY29vT0dFBRUUFS5YsYefOnWzevBlXV1dmzpyJUqmkqqqKW7duicbMp59+SkxMDBYWFshkMrS1tYmMjKSgoICZM2cyNjaGnp4eBQUF9PX14eDgQGNjI7dv32bBggUYGxsjkUiQy+X4+fnh5+fH8PAw+fn5d5wzQDQmNTQ0sLGxobGxke7ubnR0dHB3d+fWrVv09PQwdepUpFIpbW1tODg4YG5uzuXLlykrKyMkJIShoSEKCwvR19ent7cXHR0d6urqWLJkCWNjY7S1tdHS0oJcLic9PR0tLS1aW1tJTU1FU1MTX19fnJ2diY+PRyaTcd9996Gvr09paSl5eXnIZDK8vb35+uuvsbGxQaFQoKWlhZWVFXp6eigUCkxMTAgODp4Q3gBRYAwMDKChoUF7eztJSUmMjo4il8vJy8sjPz8fiUSCQqHgxo0bBAQEkJ6ejoeHB+7u7gwMDNDd3U13dzc5OTmcOHGC+++/n8DAQCwtLUlLS6OjowNjY2NOnDiBQqGgtbUVAwMD6urqyMzMpLS0FIVCQX19PatXr6apqQlTU1MsLCzIzMyktbUVmUxGWFiYuJdLSkro7u7GxMSEwMBAxsbGJoy3M2fO4OPjg5mZGRYWFtja2lJdXY2trS0bNmxArVZjYWGBnp6eaICfOHECGxsbvLy8OHnyJMXFxRgaGuLv74+Liwv9/f3ExcURHByMqakpt27dore3l5s3bxIWFoalpSXDw8PU1taK7ZeKigoGBwexsrIiMzOT1atX09bWhp2dHZMmTUKtVjM4OEhQUBApKSlERETw66+/oqenh4eHh5hm/V38rWrh8uXLPPLIIxgYGPDss8/y9ttv8+abbxIREYGFhQXvvvsua9asoa2t7V+R393dDfzVKa2rq8PGxoYFCxaQm5uLv78/RkZGVFVVUVNTw8jICCYmJnh4eNDa2oq1tTXOzs6MjIygqamJlpYWp0+f5s8//8Tf35+cnByqqqpwdHTE19cXDQ0N+vv7sbe3x9PTk7GxMQoLC1EoFOjo6NDf34+7uzs5OTnMnDmT0dFRCgoKUKvVODk50dbWhlKpJCsri/nz52NqaoqtrS0aGhpiTG9iYvKvePinMDExwcbGBgMDAzGu1dLSYnh4mCtXrmBiYoKGhgY9PT20tbXR19eHr68vRkZG6OjooFQq0dXVpb+/n7y8PFpaWrC2tgbAx8cHQ0ND6uvraWxsRFdXF319fVpaWlCpVOjo6CCXy7G2tsbe3h47OzvCwsK4evWq+Exv3rxJYWEhtbW1JCQkcPPmTXp7e4mLi0MqlTJ16lTs7e3FC3lwcHBCeJPL5Tg4ODA2NkZHRwcDAwNUVFTQ0dHBH3/8wc2bN7lw4YIo2MzMzFiwYAGVlZViJF9UVIRUKmXWrFmsXLmSqKgoIiMjsba2xs3NDQ0NDdG1DwwMpL+/n56eHjIzM8nPz6exsRF9fX3CwsKYOnUqVVVVREdHk5ubS1lZGR0dHSiVSgYHByktLUVXVxdHR0dyc3OpqakRhU1NTQ0DAwMTwhvApUuXqK+vR6VSYWZmhr+/P1paWnR0dHDu3Dl0dXUZGRnBycmJ2NhYpk2bxuzZszlz5gxjY2OUlpaKFTKpVEpOTg5SqRS5XE5aWhrTp08XazaGhob09vYyNjaGj48P3d3d3L59m+rqalpaWigpKcHY2BgXFxfc3d1RqVRi9aanpwcrKytMTU2JiIhAX19fHArq6uro7OykpqZmwngDUKvVooBQq9V0dXUhkUhoa2sjIiICU1NT6uvryc/Pp6GhAaVSSVBQEDo6OhgbG1NXV0dJSQnNzc3U1dVhZmZGQUEBnp6eaGpq4uHhQXR0NPb29hw/fpy0tDSUSiUZGRloamrS19dHa2srhoaG4p4f/zdKSkr4888/KS4uRkdHR6yHSaVSvLy8GBkZ4datW+Tn5zNp0qQJ46yyspKmpiacnZ0JCAjAwMAAY2NjsdKYmZlJZ2cnjY2NKJVKYmJisLGxYdWqVQQEBDAyMoJKpWJwcJCWlhYqKytJSUlBIpFga2tLZGSkWFkcX2ENDg7GycmJ9PR0enp6GB0dZWRkBLlcTmhoKIODg9jZ2Ylna0lJCa2trcyfP5/169djYGDA8PAwkZGRREREMGnSJCwtLWlvb5+wwq2/v59z585RXl6OVCplbGwMDQ0NhoaG6OzsxNXVFT8/P8zMzOjo6KCqqgorKyu8vLyora0lICAATU1N0eH38vKiuLiYW7duMXv2bJycnPD09MTLy0u878aLL11dXUxMTFCr1SgUCmQyGSYmJkRFRXHPPfcgl8vp7OyktLRUNK4OHjyItbU1HR0djI6OEhUVxYoVKwgODhaH14mAiYkJ9vb2uLm5YWBgQGVlJbm5ubi7u7N48WL09PTo6OjAwMAAU1NTqqqqUKlU1NXVUV1djbe3N2NjY5iZmREVFYWRkRF5eXnU19eTnJyMkZERIyMjKJVKnJ2dCQ0NJSwsjNraWvGO9fb2JiQkBGtra5RKJU5OTpiamnL69Gl+/fVXrl69SlFRERUVFQB0dHSwatUqUlNTxeF8dHSUrq4uXFxcJoQ3gNbWVoqLi2lsbBTNJycnJ86cOUNfXx8jIyMYGBgQFBSEj48PjY2NmJmZcebMGdra2vD39xcNgZCQEKysrOjp6aG3t5eysjLs7Ozw8vJCKpVSWFhIc3MzFhYWFBUVkZWVRXV1NSUlJdTW1qKlpcXo6ChSqRQLCwsMDAzQ1NREqVTS2dkppt4ymYygoCBsbW1pbGykqakJc3NznJ2dJ4y38vJyKisrxbnW2tpaTMAiIiKQSqUolUp0dHTQ1dWlrq6OxMRE7O3tqa2t5dKlSyQnJ5Obm0t5eblYp1y4cCEtLS3o6OgQGBiIo6MjFRUVXLp0CR8fH7F1UV9fT1FRETU1NVRWVnLt2jUiIyOxsLCgs7OT27dvi/V4c3Nz1qxZQ2VlJTY2NkyZMgVbW1v09fWxsbHB19f3b1/335p8nDhxgvj4eMzNzf/j72NjY/n555/54IMP+OSTT3jooYc4fPjwP6p+AExNTcnOzqavrw+pVIpCoRCrQzNmzEClUqFUKlGr1YyOjlJXV0dqaip1dXWsXLmSq1evcuHCBZRKJcbGxjQ2NnLw4EFmzpxJQkICEokEJycnHB0dcXBwwMzMjLKyMnp7e6murubq1asMDw+jo6PDrVu3mD59OsePH+fYsWOcOXOG4OBgJk+ezNDQkNj1t7S0pL+/n+vXr6Onp4eOjg5tbW3o6OiI0fqdRkxMDH/88QdyuRwtLS3S09Px9/enubmZ5uZmli5dikKhYGxsDHNzczo7O8WXe7wzVVlZiUqlwsnJib6+PrKzszl48CDPPfccMpmMGzdu0NbWhkQiITIyko8++oijR4+ip6dHeHg4oaGh4jAF8Morr/Doo4+yd+9eBgYGGBsbo6+vj8LCQtzc3Pjuu+9wdXVlwYIFWFtbU1hYSEZGBg4ODhP2oPT19cXJyYkbN26QmJhIXV0doaGhaGhocPjwYZycnMQ1lZaWMjw8zKOPPkpWVhYLFizAxMSE7OxscbONr1YMDw8zMDCAh4cHBgYGSKVSqqqq0NPTw8bGhoiICGpra+nv7ycyMhJXV1cqKyuZPn06f/zxB08//TTHjh3D3NycwMBATE1N6ejo4MSJE8ydOxe5XI6zszPGxsaMjo5ibGyMq6sr9fX1YtXvTiMlJQUtLS2cnJywsbFhdHRU6AE6OjpoaGigvb2defPmERMTIw6O27Zto6mpiebmZlpbW2lvb6exsRFPT09GRkb45ptvqKmp4YUXXsDIyIjW1lYKCgqorKzE19eX9PR0XF1duXbtGrNnzyYkJISbN2/i4eGBn58farWa9vZ2zp49i5mZGR4eHnh4eKCnp0dwcDAXL16kqqqKvr4+dHR0UKlUGBkZTQhnAGFhYUilUnp7exkaGkJfX5+IiAgMDQ3Fd0wqldLZ2cnNmzcZGRlh06ZN1NfXU1VVxfHjx1EoFFhbW9Pa2kpCQgLR0dHk5+fj4OAgdtVNTExwdHRkdHSUkpISoqKiyM/PJzAwkPb2dnR1dZkyZQoWFhYkJCTw008/YW1tTWNjI5qamuLwVFJSwoYNGwgKCsLb25vm5mYyMjJobW1l5syZE8bbuXPnMDIyQiaTUV5ezvnz51mxYgV//PEHJSUlBAQEiEaIsbExZmZmZGdnc++995KWloaJiQmtra1oa2vT399PQUEBx48fx93dnY6ODtRqNY6OjqLLf+zYMR599FGqq6vJzMzE2toaf39/3N3dhVasqKiI3t5epkyZgq6uLqOjozQ0NFBfX09YWBjTp0/n8uXLPPTQQ4yMjNDf34+hoSH29vYTNqEcGhpi3759WFlZER0djZGREXV1ddTW1uLm5saKFSuEVqauro6ffvoJDQ0NNmzYQF9fHwEBASQlJYnpa3d3NytXruT69eusWrWKhoYG5HI5rq6uODk50dLSgkQiEWtyN27coLm5GUdHRxQKBR0dHdTV1eHo6Miff/6JjY0NSqWSmzdvYmlpSWlpKSkpKWI92N7eHj09PUpKSvjtt98mZCIO4OTkREREBJmZmdTV1WFra0t9fT0SiUQcYoeGhkTzaXBwkIGBAW7duoVSqWTGjBlkZWVhY2PD9OnTSUhIoKSkhL6+Pvr7+2lra6O/v180CnJycpgxYwa7du1CJpMRGRmJra0tUqmUiooKMRF48803xcSgoaGB3NxcOjo6ePDBB8nPz2fq1Km8++67onuuq6tLeXk5/f39E8IbQFpaGkNDQ3h6etLW1kZJSQkvvPACzz77LAqFgtmzZ7No0SLkcjlZWVmUlZVRUVGBk5MTGhoaNDc309DQgEwmw9HRkXvvvZf6+noyMzORSqWYm5sTERHBwMAAV65cQSKR4OLiQmdnp7hXJ02aJFa7JBIJt27dQkNDg5s3b+Lo6IhKpcLS0pKOjg4uX75MbGwspaWlTJ06ldzcXHJzc9HR0REr4BOBgIAAlEol5eXlDAwM4OrqikwmIycnBz8/P65du4alpSWNjY0MDg7i4+Mjmny3bt3CwMBArIinp6dTV1fHm2++KdYrR0dHCQ0NxcHBgdraWuLj43nyyScpKiriiy++4JtvvqG9vZ0pU6YQERFBYmIizzzzDHv27MHFxYWioiJUKhWenp6o1WoMDAwwMjKis7NTbA5oa2tjbGyMlZUVCoXib1333yo+vL29/x+FB/xVNOTk5GBkZMTbb7/NL7/8wr59+3j66af/AfWgUChYs2YNpqamXL9+nYqKCm7dukVYWBheXl7I5XJqa2sxNDRkeHiYixcvMjo6yosvvoiWlhbOzs48/fTTJCUlcezYMdRqNS4uLhw+fJjh4WH279+Pn5+fEI15eHjQ1NREUVERMTEx+Pn5ceHCBa5cuUJBQQFLly7Fzc0NBwcHNm3aJITR46PiyZMnY2VlxeXLl7lx4wZr165lzpw5lJeX8/rrr7N+/fp/dP3/FpaWlqxdu5Zdu3aRk5PDwoULGRgYEMVCYWEharUaLS0tjIyMCAsL4/vvv2fKlCnY2Njw/fffU1BQQEJCAsbGxnh6evLWW28hkUg4ceIEL7/8MgYGBmINqLa2lpGRES5dusSKFSvEClJjYyNVVVV4e3vzwAMP8N133yGTyXjkkUdITk7m8uXLLF68mLa2NtLS0igsLMTGxoYLFy6gp6eHqakpu3fvJioqakK6ql999RWLFi0SXfuKigqkUilhYWF0d3ezaNEiMjMzGRwcpLOzEy8vL5qamvjpp584ffo0Xl5e1NfX09raSlpaGhUVFQwPD/PDDz8wMDDAuXPncHZ2xsvLi97eXr799lvWr1/P8uXLCQ0NZdeuXdy8eZOEhASGh4dJS0tj5syZaGlpsXbtWlpaWtDU1ESlUtHS0sIzzzzDypUrCQgIYNWqVZibm1NTU0Nvby8xMTGkp6czefLkO84b/LXb/Pvvv9PS0kJfXx/t7e0sXboUXV1dPvjgA1566SUsLS3R19cnNzeXqqoqIiMj2bp1K2+99Rbp6eno6Ojg4uJCZGQkXl5eODo6Ehsbi5eXF3v37mXGjBmiG/Xhhx+Kzs4LL7wgpmj+/v7ExMRQUlJCfX09NTU1vPrqqxw6dEhMXvT19TEwMGD37t1MmjSJadOmYWFhwbFjx/jjjz+IioqaEM4A2trauHjxIjY2NqJ4PHXqFBcvXuTAgQMkJSURExODo6Mjrq6uQkR/+fJlampqSEpKYvfu3YyOjvLLL78glUoxNjbmjTfe4JNPPsHHxwd3d3dxIPz4449Zu3YtMpmMTZs24eDgwPXr1zl+/DhOTk48+uijHDlyBH9/f0xMTFi1ahWmpqaMjIxgbGzMjh07mDlzphB9xsXFERsbS0tLC2VlZRPGm7u7O87Ozly9epWrV6/S19fHZ599hkwmw9fXl9HRUY4ePSp0GxkZGTQ1NXH06FFMTEzw9fWlsbGRhoYGsebY0NDAN998w7vvviuMJsbvNQsLC+rq6oiKimL27Nk89thjnD59GmNjY7S1tXnllVc4efIk1tbWNDU1ERQUxNDQEJcuXaKuro558+bh5+eHtbU1Fy5cQFtbGz8/P2bMmMHWrVtJSEiYEN7y8vJE0+7cuXNkZmaira3Nli1bePTRRzl69Chz5szBzMwMXV1dod/bt28f27Zt48qVK8ydOxeA2tpaRkdHhW7ttddew9ramh07dhAeHk5qairfffcdL7/8MllZWTz55JMAuLi4EBQURHBwMJ6ennR1ddHR0cHjjz9OV1eXOEAXFRUxdepUEhMTee2119i8eTNyuRwPDw9sbW155plnGB0dnRDerKysuH37Nrm5uXh6erJx40ZmzZrF888/j4GBAQ899BCGhoa0tLQwNDREQEAAmZmZQt+xc+dOzMzMGBoawsrKimXLlvHUU0/xwgsvIJPJ+Pjjj8nNzUVXVxdDQ0PKyspwdnamo6MDOzs7LCwsqK6uFl393NxcfvjhB6qqqoiPj6esrIxDhw6RlpYmnoVmZmZs2rSJ4OBgNmzYgKurK93d3UilUv744w9mz549IdytXbuWM2fOkJ6ejqamJjNnziQyMlJoqTZs2ICWlhYHDx7k559/Bv56Fy9YsABNTU327t3LlStXMDQ0ZNmyZTzwwAPs3r2bTz/9lDfeeIOmpibBkUqlor29HU9PT77//nvx3HRzc0OpVHL16lWSk5PZvn07p0+fxtPTk/LyclHcvf/++2hqaiKTydi/fz87duxAT08Pa2trBgcHycnJITY2dkJ4Gx0dFTpT+EsvkZ6ezurVq0lMTGTLli1iZbOurg5XV1fWrFmDi4sLNTU1WFhYMDIygqOjI5aWlkKLpFKpWLVqFU5OTty8eZPq6mrs7e1pbGxES0uLoKAgtLW1efzxx6mqqhLvnIULFzI4OIhSqRTbLU5OTlhbW1NZWUlHRwcZGRnY29sL84S8vDwKCwtZuHCh0Bn9r/C3io+6urr/r+tEv/zyy3+sfKxbt46XXnpJjLv+LuRyOb29vQQHByOTySgpKRFi8ZkzZ3L8+HEqKyuRSCS4u7vj7u7Ojz/+yJo1a8jKysLe3p5r164RHx8vnDnOnj3LpEmT8PPz4/vvvxcf1smTJzlw4ABPPvkkKSkpzJ07l+vXr+Pg4MCPP/4oRqCHDx+mp6eHVatWUVJSQkREBG5ubujq6lJdXU1dXR2FhYVoaWlx4MABrl69iqenJ08//TSfffYZzzzzzN++/n+LtWvXYm1tTVxcHDt27MDc3Jz09HQsLCxYv349DzzwAJ999hnt7e0MDw9z9uxZOjs7eeWVV8jKymJsbIwrV65gb2/PjBkz2Lt3L8uWLePTTz/l448/pqSkhIKCAvz9/Xn55Zc5cuQIDz74IKdPn6avr4/U1FQ2bNjAtGnTaGpqQkNDA21tbdrb23F0dOSVV16hr6+PmTNnMnv2bDIyMggNDcXV1VV8Vq6uroSEhLB8+XJ27NhxxzmDv7rQxcXF6Onp4eTkxKRJk/jwww8ZHh7myJEjzJkzh56eHp555hkiIyP5/vvveeeddxgdHRV6kHXr1tHS0sJPP/1EeHg4SUlJtLe3Y2Jigp+fH/Pnz6ehoYEDBw4wY8YMent7ee2113jiiSe45557MDIyYmBggKlTp/LSSy9x6dIldu7cia+vLzNnzuTrr7/mhx9+IDg4mCNHjtDd3Y2hoSH79+/H2dmZqKgo8XI7ceIEKpVqQribO3cumzdvZteuXbS0tLB+/Xq6u7tZtmwZKSkpYh2oubmZqqoqbt68ycWLF6mrq2P58uXY2NiQk5NDZ2cnM2fOxNjYmKysLOLj4zl48CCxsbHcvn2bsbExvLy8eOqpp7CwsCAiIoL29naeeeYZMTbv6uri888/Z/HixTQ2NlJbW8uqVavIycnh/PnzdHZ20t3dzZEjR6iurhb+40899RR2dnbU1tZOCGfwV6MmLS1NCGhv3LjBF198gb6+Pnl5eezevVsUvpGRkXR2dqKnp8fy5ct56qmnBL+RkZF88skn/PTTT3z//fcMDQ0hlUoxMDBApVJx/fp14cLz9ttvc+LECaKiorhy5QozZswgKiqKkydP4uvry4ULF/jmm2/YtGkTxsbGBAcH09DQQE1NDaGhoWzevJnnn3+e2tpa7O3t6e3tJSsrixkzZkwYb6mpqcI5xcTEBFtbWwwMDNi0aROZmZkcOnQIAA8PDzZs2EBxcTGzZs3CwMCA0NBQpk6dyvnz52lubhai63379pGZmUlubi4A58+fFwfCwMBA5HI5mpqaQiheUFCAsbExM2fOJCoqiueff57PPvuM6upqPvzwQ1atWoWLiwtffPEFnp6exMbGikZWUVERpqamDA0NcebMGWbPnj0h3ejBwUF27NiBv78/mZmZDAwMIJfLKS8v58EHH+THH39kz549wkHq5s2bLFmyBFtbW2JjY/H19RXd/MHBQQ4cOEBkZCS7d+9GKpWybds2DAwMOHHiBPn5+djY2FBaWsqTTz5JX18fFRUVYqW0s7OTkJAQvv/+e55//nmysrLo7u4mLy+PhoYGUWSsXr2aCxcuMDAwgLa2Np6enoSEhHD8+HGio6PvOGcAe/fu5fbt29jb2+Pr68vQ0BC2trbC1XBsbIygoCAiIyMxMTEhIyNDiMj7+/u57777MDIyws/Pj+DgYIaGhkhMTBTd4KSkJMzMzNDR0aG8vJzdu3ezdetWHnroIZKTk6mpqSErKwtXV1eee+453njjDaKiorh58yY7duwQOo4FCxZgaWnJBx98wP3338+HH35IaWmpmEANDQ2JictEwd3dnWeffZbm5maGhoYwNTVFqVSyceNGoRcedwRdsGABiYmJHD16FAcHB44cOcL8+fP57LPPKCgoICcnh8LCQjo7O7l+/TqLFi3imWeeEd/jrq4uvv76a0xNTTl79izNzc0sWLAAMzMzSktLsbKy4u2332b9+vV89913dHV14e/vL1ZJn3nmGR555BF+/vlnwsLCeO+997CysiIkJISQkBACAwOFePpOw9LSkt27d4uG+LhBy/DwME899RSGhoaYmpry/PPPU1RUxJ49ezAwMCA1NZUlS5bw8ssvo1ar+eOPP/jiiy9obGwkISEBc3NzcnJy2LlzJ7q6umhqaqJQKOjp6WH37t24urry6quvYmVlJZz7nJyceOWVV0hJSSE+Pp7y8nKKiooICAjg4YcfZsWKFRw9ehRfX1+WL1/Oa6+9xnPPPYeenh7Nzc0EBgbS2dn5t65bQz2+L/P/gszMTJ544gm8vLwwMzOjr6+P/Px8enp62LVrFwsWLBA/e+vWLbS0tAgICPhf/uMKhYKioiKUSiUff/wx/v7+zJ07FwMDA6qrq0lKSuLJJ5/kvffew9fXFw8PD8rKyvjpp5/w9/dn/fr1GBkZcfHiRVpbW+nu7sbZ2Znt27eLfXyApUuXEhoaio6ODvn5+WK/tLCwkPPnz/Pss88CEBUVhba2NidOnODgwYPcuHGD9957j0WLFuHh4QEgvqAFBQV89913LF++nKlTp5Kens6hQ4dwcnLCwcGBWbNmMWnSJPT09P7WB/FPMM7b4cOHuX37Nm1tbSgUCvT09MSKSkZGBt999x0rVqzA2dmZlJQUDh06xFtvvcUPP/zA8PAwfX19Yr9v9uzZfP311zQ1NdHf38+9997Lk08+yejoKL///jt//vknDz/8MPfddx9tbW388ssvHDlyhP7+fqZPn87ChQtJTU0lISGBRx99VLgrqFQqOjo6sLe3x8bGhrq6OoKCgoTOYnyN4ebNm9jY2PDGG2/ccd4eeughXn31VfLz8zl8+DD19fUYGxvT0dFBSEgIcrmcbdu2iQPa+++/z0svvcS2bdvQ1dXF2dkZtVpNY2MjVlZWPPvss2zfvp1Lly5haGjI+fPnMTc3F/bMYWFhODg4kJKSwowZM6iurmZ0dBQrKysAPvjgA7Zu3crkyZNpa2vjypUr1NXVYWJigpOTE++99x4vvvgiL774Ihs3biQyMpKkpCRu3LjBV199xYULF5gxY8Yd4+2/cpednc2JEyfo6OggLi6Obdu2IZPJ2LZtG/fddx9hYWEcOnSIo0ePMjAwIFZQNm7cyCuvvMKmTZu4//77SUtL46uvvmJkZAQNDQ0WLVrE/v37OX/+PJWVlfzyyy/k5OTg7e2NtbU169evx9nZmWPHjuHu7o6LiwsZGRmkpaVRVFTEvn37eOCBB9DU1MTY2BgHBwfCw8MpKytj6dKlPPzww3z88cdYW1vT3NxMTk4Oubm5vP766xPCm7GxMZWVlWId4qeffhKC1Lq6OhYuXChErdra2ty+fZupU6eydetWnnjiCZKTk3nwwQeZM2cOmpqa5OXliZVBf39/zpw5w8KFCzEwMODixYs4OTnh7e2Nj48PfX19xMTEoK+vz9mzZ/n888+ZOnUqeXl5BAYGYmFhQUhICHl5eVRWVrJ48WIqKipITU1FV1eX+fPnU1JSgp2dHbNmzaK+vh4LC4sJ4a2/v/8/BKVHjx7l+vXrPPTQQwQEBIid57Vr17Jo0SJOnz5NWVkZFhYWrF69mu+//17oA8fXiNRqNXV1dXz11Ve88sor9Pf3Y2pqCvzl2vf777+L7/TChQvp7OxEoVAQExODvb09r7zyCkVFRbS1tTF79mzxXvriiy9Qq9U8/fTTGBkZMTQ0RFxcHHK5nNzcXHp6erj//vuprq6+48+4/Px8IiMjuXnzJn/++SfDw8OsXr2a4uJi0tLSuHz5Mq6urkRHRwsd4OzZs9HQ0ODTTz9l/fr1mJqaUlNTQ0tLC66urkilUhISEoiJiSEhIYGCggL09fUJDAzE2NiYAwcO4OHhIZwhPT09USqVnD59GgMDA0JCQnj66af5+eefmTt3Lvr6+lRWVlJbW8tnn33G3r17Wbt2Lc8++yz5+fnCCn3fvn3iEH6neSspKeGNN97A19eXe+65BwcHB9RqNYWFhVy6dImWlhba29vx8PAgPDwcHR0dvvjiC2JjY7nvvvvEd8bExISUlBRKS0tZunQpmzdv5v7772f//v188803/Pbbb7i7u7N06VIuXbrEU089xdy5c1m+fDnTpk3jqaeeQiKR8Mcff/Dmm28Kp87HH3+c8+fPs2vXLhwcHEhOTkYikbBz506Gh4c5ffo0tra2LFu2jNLSUgICAvDx8ZmQe3Xnzp1cu3aNiIgIDAwMuH37Nu7u7ly5coWAgAByc3N54YUXqKqq4uTJk5iYmLBz505WrFjBtm3b0NDQ4Nq1a0RHRzNv3jz2799PWFgYcXFxfPLJJ1RWVrJ161Zmz55NU1MTZWVlhIeH09HRwYcffsj06dPJycmhpqZG6JHDwsKE2YeFhQXHjx/nzz//JDg4GDc3N1QqFZqamuJZMF4IAWzcuHFCeDt58iTr1q1DLpeTkZHB6dOnuXr1Kk5OTpw6dYonnngCMzMzzM3N0dLSQkdHBw8PD/r6+jh06BCRkZGkp6cLdzhfX19Onz5NWFiYOIe7uLhgZWVFZWUlH3zwAW+//bbQP0+fPl1MRydPnszg4CDh4eE4OjrS0NCApaUlv//+OykpKWzYsIHOzk4KCwt54403cHV1FQ5x3t7eXL58GV9f37/F298qPuCvbIz9+/eTl5dHb28vrq6ubNiwgSlTpvzHz42NjVFfX4+jo+PfJr+rq4u9e/diY2MjbvStW7cyY8YM0tLScHd356effqK8vJzu7m4qKytxc3PDx8eH3377jcDAQCZPnkxISAiGhobCDz8nJ4c9e/YwefJkEhMTSUxMFILLGTNmsH37dk6dOoW2tjZGRkYUFhbyww8/4OnpyZtvvsmGDRswNDRk7ty55OXlUV1dzYMPPsipU6fYvHkzb731Fk8//TT5+flcvHiR0tJSNDU1cXNz47nnnrvjD8otW7agq6vLqlWr0NfXJyEhQWR2GBsb89xzz5GWlkZaWpqwBh4ZGWH16tV0d3ezbds2pFKpyPF45ZVX+Oyzzzh+/Dj+/v7MmDGD7777jl9++YWhoSH8/PyEODMjI4Np06ZhZWUlsgOOHTvGunXrePfdd4mOjqa+vh4tLS0sLS1RKpW0tLRQWlrKhQsXkMvl/PHHH2hoaODl5cWJEyfo7e3liSeeuOO8jXe+3d3d8fT0RFdXl/Xr1+Pk5IS/vz+pqam88MILjI6O0tjYiL+/P3V1ddjZ2aGtrc3FixeFtqikpARfX19xiHnkkUd46qmnSEhIID8/HysrK/r6+ti6dStz584VXb/xTn1lZSWpqancuHGDP/74g/j4eOzs7PDw8MDU1BSpVIq/vz8ZGRlYW1uTnp5OVVWVEMCOr7199913E/KgVCgUnD59GgsLC2xsbOjv70dfX59nn32WJUuWsGjRIi5cuEBzczNhYWHMmzePJ598kvvuuw8tLS20tLTIy8uju7sbBwcHobVZv349H374oViLam9vJzY2lsmTJ6NSqSgvL2fNmjVs3LiR3Nxc5HI5MpkMfX19NmzYQG1tLYGBgXz55ZdEREQwb948jh49SlRUFG+//TYffPCB6MhoaWnR2NhIXl4ezzzzzITw9uqrr7Jx40by8vI4d+4cenp6bN++nZ9//lnoQO677z4qKir4888/0dfX58MPPxQaunHL68bGRlpbW1EqlcTHx/Prr78yPDyMqakpR44cQVdXl4cffpiOjg5hPz5eUBsYGAiXJ5VKxZYtW4iLi8PZ2RlfX19OnTrFTz/9hFwuZ86cOWzbto309HS+//57nJycmDVrFqampiQlJbFixYoJ4e2NN94gKCgILy8vnJ2d0dDQYMuWLajVavbu3UtWVhanT58mKCgIMzMz9u3bx9y5c1Eqlbz66qs8+uijdHV1CUH+I488wldffcUbb7zB7du3mTRpEl9//TW1tbVERERQXV3NSy+9RE1NDTo6OrS0tAiTEx0dHU6ePMmqVas4d+4cU6ZMwcTEhOrqatLS0igoKBBZU+OrVjdu3MDR0ZHw8HA+++wzHB0dWbRo0R1/xu3Zs4eYmBhycnLo6Ohg2rRpSCQSPv/8c2FcIZPJsLe3x8/Pj4CAAEZHR3nvvfdYv3496enpTJ06lbi4OExNTTl37hxZWVkUFBSIQm3OnDl0dXWRmJjI5s2bmTFjBuXl5Wzfvp0XX3yRqKgoOjs7uXLlChkZGfzyyy8UFhZSX1/P7du3qa+vx9PTU+QG+Pr6ikJ6dHQUU1NT+vv7uXHjBkeOHKGrq+uO83bo0CEKCgrw8/MTmwEKhYKoqCgeffRR9uzZQ1lZGaGhocTFxWFkZMSZM2d46aWXSEpKYmBggOrqam7evEl+fj6mpqacOHGC33//nZ9//pnHH38cFxcXkpKSOH78OEFBQWzcuJGIiAjWrVuHh4cH2tralJSUkJOTIzJoxjcPSkpKmDt3LgsWLKCzsxN3d3fUajXJyckYGBjQ2tqKRCJBR0eHsrIyfHx8CAgImJB7ta+vD01NTQ4ePEhPTw8RERF89NFHJCYmEhkZSVxcHEuXLkWpVHLx4kUyMjJ49dVX6erqIisri8mTJwvBuqmpKeHh4URGRvL777+TnZ0t3tfjzmGlpaVi1fe1117j/PnzXLt2jZKSErS1tXnuuec4d+4ccXFxXL16lY6ODmbOnElgYCCJiYmcOnWKN998ky1btvD444+TmpqKvb09M2fO5Nq1azz22GMTwtu4nvn48eNUVVXh7++Pvr4+x44dY8qUKVy5coVXX32VlpYWsTGyZMkSampqcHFx4cSJE8KltK2tDUNDQ+69914x7TYxMSE5OZmOjg4MDQ1JTk5m06ZNbNiwgZMnT/LLL7+Qn5+Pr68vISEhbN68md9++42BgQHRWDU3Nyc1NZW8vDzKysoYHR1FU1OT7du3k5SUhFqtZsmSJbi5uTE2Nva3ePvbVrtWVla89NJL/8ufk0gkf6vw+K9Qq9XMnTtXfBg9PT0cPnyYgwcPIpVKCQoKwtzcXKxyjHsyX716VXQcKisrhZtSa2srUVFRKBQK8vLy+Omnn1AoFAwODqKnp8fq1asJCAjg+PHjvPzyywwODqKjo4ONjY0Il/n8889ZvXo11dXVdHR0IJfLhfNGSUkJX3/9NRUVFajVakJDQ8VhVC6XY2ho+I+u/99i8eLFGBsb4+bmRmdnJyMjI8J68tixYxQXF+Ph4YFCoSA9PZ33339fcPXrr7/yySefcP/996NWq0lISKCzs5NLly4RHR3NTz/9RHx8PNbW1jz++ON0d3dz8uRJnn/+eZKSkujo6MDHx4eamhra29vZsGEDOjo66OvrY2dnR2VlJVVVVUKzo1AoePrpp9m5cycdHR2cP3+eCxcuCOeYrq6uCXM0WbduHe7u7kJI2dLSwu7du3nppZeYNWsWs2bNIiEhgb6+Pjw8PHB1dWVgYICCggIxHvf39xduYJqamhw9ehRtbW1UKhUmJiYYGRkJJ5N3330Xa2trTp8+LYrr8dWsmpoaHn/8cWpqarh9+zaFhYVMmzaNefPm0dvby4EDB9DS0mLZsmXiwDNeDMfHxzM0NCSmchOB3NxcnJyc6O3tFatBe/bsYfny5cTHxwMwY8YMOjo6aGlpITU1lcWLFzMyMoKpqSmJiYni/gXYv38/GhoavPPOOzQ2NhIfH09BQQG+vr6YmZlx8uRJCgoKeP/993n00UdRKBT4+fnh5eWFp6cne/fuJTAwEH9/fwoKChgeHubUqVO0trYya9YsDhw4QFxcHFVVVdTV1TE8PCwyQcZ30ycCCxYsYMqUKaSnp2NsbMy6deuEo8qLL75IamoqfX19VFdXY2lpybx589i3bx8JCQls374dS0tLjh49SlZWFp6enjz00EO4uLiQm5vL8PAwfn5+4nk3OjrKtGnTUCgUIqPo+vXrxMXFib+vr69nbGyMgIAAiouLqaiowMXFhRdeeIEvvviCkydP4uPjw8mTJ8nMzKSwsJDh4WFmzZqFnZ3dhPG2Zs0azM3NRRBeeno69fX1uLm58c0331BQUMADDzxAaGgonZ2d3HfffSxdupT58+cjkUhYtmwZlpaWGBoa0tPTw88//0x2djY//vgjISEh7N69m76+PoKDg3FwcKChoYHs7GymT5/O888/j6mpKQ0NDbS1teHs7Iy/vz/bt29HW1ubuXPncvHiRdRqNW5ubnR1dXHPPffw9ddf88ADD2BhYYGZmRkVFRUkJCTg6upKWloaixYtuuO8rVq1itzcXCIiImhsbOSnn34iKiqK+++/n/DwcAoLC7Gzs6O9vZ2ioiKSkpIoKyvjnXfewcHBgRkzZpCdnc3FixeF+4+joyPu7u5ijTQpKYmRkRFWrlwpXJjmzJnDe++9R25uLufOncPW1pYlS5YwMjIiisVxS3pnZ2fx7Bq3v+7p6cHDw4OAgAAGBwe5ePEiIyMjfP755zzwwAN3nLfQ0FAMDQ1pbm6mqKiIkZERXnrpJV599VWam5sJCgqioaGB5uZmamtr8fb2FhlW4zk6MpmMwMBAvL29KS8v58cffxThuS0tLbi4uDBp0iR8fHxwdnbm+vXrGBkZUVtby+rVq7Gzs2Pq1KkMDQ2Rn59Pb28v9vb2REdHY2hoiJGREe3t7XR0dIjJwunTp8XnamZmxpQpU4TIfaJQXFyMvb09U6dOFdPE999/X7wXWltb+eSTT3Bzc2PatGksXryYTz75BEdHRzZu3EhxcTEGBgZoaWmhoaHBjBkzGB4eFtb+/1VzoKWlxaRJk4TJTnl5Ofn5+dja2uLi4kJDQwPDw8NkZmby6KOPUlVVhaenJ52dnWRnZxMREYFCocDFxYU333yTgYEBRkZGSElJoaioaELfqTo6OiQnJ1NRUYGbmxvR0dHs2LGDKVOmIJFIiI6OxsXFBZVKJQwuxguQ0tJSVq1aRXZ2Nk1NTVhbWwuH1tbWVuAvt1oTExMRWltWVoZCoWDHjh0cO3ZM6FsVCgVdXV3o6ury9ddfI5VKef/99/H29qaurg6VSkVzczPr1q2jr6+Pc+fOUVpaira2Nl5eXujo6LBr1y62bdv2t677/2jC+TgcHR2xsbHh8uXLSKVSYmNjhROJq6srRUVFuLi4iC+Ig4MDN27cEAr87OxsSktLMTExYcqUKYyOjnL+/HlsbGwICgoSo8nxwsLAwEBYSfb19RESEkJhYSE5OTlYWFgIdxUDAwMmTZpEYWGhCIkqLy9n6tSpIvn6xIkTODg4MDAwINYoxq0a7zTmzJnDzz//TElJibAJ7uvrIzw8nJycHOrr67Gzs6O7u5vh4WEaGxtF5662tpbFixfT09NDdnY2IyMjuLm5MTo6yp9//olEIsHHx4fJkydjYWFBQ0ODKN4MDAx4+umnxfqKiYkJXV1dwols5cqVFBcXM23aNBobG0lLSxPFW3h4ON9//z3a2triId7W1iZyKyYCJSUl2NraMjg4SFVVFYODg8IirqWlBSMjI8zNzVGpVEgkEgwNDamoqOD69eusXbtWrMq0tbWhVqspKCgQTjdaWlqcOHFCTFbMzc1ZunQpRUVFeHl5CccUOzs7VCoVpaWl1NbWUlJSQk1NDVZWViI9eWBgAHt7e1xcXDAzMyM1NZVp06aJIs/Ly4uqqiqmT58+IbzBX4eEcXctDQ0NJBIJ69evJz8/HxMTE5FYPO5gc+7cOZ544gm0tbX59ddfcXNzE0mzvr6+yGQycnNziYuLY3R0FA8PD4aHhxkcHOTmzZsMDQ3h5eVFeno6wcHBpKWlibFuQ0MD3t7efPfdd2zevBlDQ0OCg4NJSUmhuroauVxOSUkJr7/+Oi+99BI+Pj74+voyMDAwYXkL4xgZGaGnp0fYEjo7O3P27FkqKio4c+YMIyMjIh9o3KigpqZGFFxHjx6lqqqK/v5+FAoFHh4eODo6cuDAAdLS0sjIyKC9vR0zMzMMDAxISEgQOQkvvPCCyFIwMzMjICBATFpkMhnp6elMnz4dc3NziouLGRwcFN/x8e+tvr4+Q0NDIkl5oqCjoyNCUbW0tFi4cCFTpkzBwMAAXV1dYXN+/fp14RaUmJhIQEAACQkJeHh4UF9fj4eHh3DCmjdvHv7+/ujo6KBQKIQdpa6urnD6Gn8e6evrY2tri7OzMxYWFjQ2NlJfX88999xDWloanZ2dwlZ2PNOhra2N27dvExERQU5ODkNDQ8Jd7J9YUf534OnpSVFREc3NzahUKnx9fbGwsODWrVvo6+tjb29Pd3e3sJkPDQ2lpaWFmTNncu7cOfr6+qivr8fJyQkfHx9aW1u5efMm99xzD5WVlULcO76m6+DggL29PY6Ojty4cYOmpibKy8vp7e0lJCSErKwsYmNj0dLSQk9PD3NzcwYHBykpKcHd3R1XV1diYmIAKCgo4Pbt2wwMDNDZ2Ymbmxu3bt2akOKjsbGRadOmkZeXh66uLn5+fsTExIjnU1xcHE1NTdTU1FBYWIiuri7t7e24uLiIFVsLCwuysrKorKxk4cKFWFhYcOjQIWQyGSEhIejo6GBlZcWqVatESO/4gdfc3Bxzc3PhxDfuLnTy5EkMDQ1pb2+nv7+fwcFBtLW1SUlJISAggF9++YWLFy8Km+xr164xODg4oaYaPT09jIyMYGlpSU9PD+fPn8fKyoqOjg48PDxwcnLi+vXrlJSUiOnZzJkzcXV1RV9fHyMjIxwcHIStelZWlrg3Y2NjReNu3IUsKytLyADS09OZMmUKVVVVZGdni+mwubk5hoaGWFhYEB0dTUVFBadOnaK6upr58+dTUFDA4OAgPT09zJkzh7q6ugnLlBmHnp4eo6OjTJo0iZCQEOzs7ETKekVFBQ0NDWRmZmJqaoqPjw+XLl2iuLhY5C4dOXKE9PR0tLW16e7upr+/n/z8fGJiYkRRMzAwIMxOsrKyxPfy3Llz4js/bkBx//33Y2lpSX19PdbW1qhUKqqrq6mtrUVTU5PCwkKio6OxtramvLwcBwcHrK2tkUgkaGlp/e3rvnPxjf8A7e3tZGdn09vbK6zuQkJC0NTUJDAwEBcXF7q7u4VbSUhICGlpaTg7O9PS0kJvby8NDQ2Mjo7i5eWFj4+PmGYMDw8TEhKCh4eH8InW1tamrKwMe3t7kbUwvubi5uaGjY2NeKmNBy51dXUJ0Wp/f7/o+p4/f54jR45QVFSETCaju7ubjo6OCeGtubmZ5ORkrly5QlNTE56ennh4eLBkyRKUSiX19fUkJCSIdTA9PT2kUqlIB5XJZCgUCioqKqisrEQmkyGXy2loaCAwMBBNTU1aWlqE2UBwcDAZGRmMjIywfPly0eV3dnamra2NgYEBOjo6hLDTy8sLV1dXRkdH6e3tRVNTE6lUSkpKChUVFQwNDWFubo6dnR1SqVQ8kO40ioqKuHbtGhkZGeTn54uEaRMTE2praykqKiIwMJBZs2ZhbGzM7du3qaioEGI+Ozs7tLS0UCgUwn97dHSUqqoqJk2aRFFREQ0NDZSXl4u1wevXrwvDAmtra/r6+igrK6O+vp6DBw8il8sJCwtj8eLFqFQqMjIyuHXrFkNDQ/j7+9PT04OOjg43btygtLRUdLc0NTUZHh6eEN4A7O3t6evrEynRGhoaImBywYIFGBkZ0dDQQEtLC52dnYILDQ0NMjIy8PPzE9kWcrmcxYsXM2/ePG7cuIGZmZnQlSmVShFCNr5+uWzZMmJiYsSkcdyG9/jx48hkMtHxDwsLQ6VSkZWVJawYTU1NMTY2RqlUCuec1NTUCeOtqamJjo4OkQ2RmJjIhQsXGBkZISEhgaGhIdEAcHFxEYcyLy8vBgYGxG7yeBGQnZ2Njo4Ora2tooMtlUqxtrbGwMAAhUKBq6sr+fn54s/jWQP9/f2UlZWxfPlyzMzMaGxsxMbGhs7OTpKSktDR0cHU1BSZTCZS5MPDwxkaGhLBrhOFcZfB69evU1RUhKamJpGRkYyOjmJgYMCCBQuoq6vj6tWr3L59m4KCAuLj41m7di1KpZLU1FRu3rxJbm4uFRUVmJiYMGnSJFQqlXiHjHvga2pqMjg4KLRocXFxGBoa4unpKdb/4C/TBW1tbeGWo6urKzqSTU1NVFVVCR2eWq3G1tYWNzc3Wlpa8Pf3nxDeOjo6RA7F+KrUuFNQZmYmlZWVtLW1CUF1bGysmOYODAyQnp5Od3c3bm5uBAUFMTw8TFVVFQqFgpSUFFQqFX5+fjg7O6NQKLC1tcXDw4Pc3FxGRkbw8vIiKCgIa2trFAoFRkZGhIeH09/fj5eXFw4ODoyOjlJaWirsdp2dnTE3N8fBwYGRkRFhSz6RB+iGhgZsbGywtLQUbl2pqanMmTMHCwsLnJycxGRbIpFQUVEhNi7kcjlKpRJXV1ex/jx9+nS0tbX57bffqK2tpbW1lczMTHJyckSgm6+vLyYmJoSFhVFeXk5GRoYI/ByfOt28eZPBwUFhl9zU1ERJSYk4FI7v74/nWTQ3NzM4OPi3nYf+d2C8YOrq6qKzs1M8s2pqatDQ0GDy5MkEBQVhb2/P2NgYra2tBAQEoK+vT39/v1jPlslkmJubC43h+OFWJpNhamqKlpaW4Gm8kTweJKilpSUMScbGxoiOjiYjI4PBwUEqKyuFEyJAdXU1f/75J+Xl5dja2opMKl9fX3p7eyeMt3EjkvHzqFqtxt3dXdgL+/j4oK2tTW9vLzKZDE9PT9Fgq62tJTk5Gblcjr29PcPDwzQ1NWFlZUVvby8nTpwQrqT9/f0olUrs7e25evUqN27cwN7eXmTbWFpaolKpxOoU/HU2T0lJITU1le7ubpycnMjJyaGyspI5c+aI0NuWlhYyMzP/0cTo/4rJx6lTp7h69SpLliwhJCSE4eFhnJ2d+eijj3BxcWHOnDlcv34da2trwsPDGRgY4ODBg8yaNYvffvuNV155RRx2KisrkcvlxMbG0t/fz8WLF4mMjKShoYGOjg4aGxtxdXUlKSmJe++9V1j7KhQKAgMDWbNmDSUlJfT392NtbS1ckXJycmhsbGT58uUiEfiDDz7A0NBQ5GfMnz+fqqqqf1T9/Xdw7tw54K/u4PjDa1zoNzw8THd3NwUFBUilUnR1dVEqlTz66KPEx8fj6OjIZ599JlZiUlJS0NTUxNPTk+DgYBwdHdm/fz9qtVqEAjU0NJCRkSFWXNzc3HB3d8fExERYslVUVJCRkcHJkyfR0NAgKiqKe++9l/j4eDo6Oujp6cHc3Jzs7GzkcjlRUVH4+/uTnJwsrB3vNLy9vamsrMTKyoqBgQHy8/NpaWkhODiY7OxsRkdHxZ59SUkJCQkJYqo2PgkZD6wrLi5m9erVpKSkcP36dXbu3ElWVhalpaXC6jgiIgINDQ3Ky8upqKigp6eHpqYmEVyZm5vLO++8Q0dHB2NjY8JpDRA/n/X/Ye4/o6uq3rB99ErvvfdGekIKKQQSEkIn9CZdUIoFRQS7oCiCSFUUFJDeBOmEAIGQQCCkJ6SS3nsvOz05Hxx7nvc3zhjnr77HjDM/6nC595O91przee77ulNTmTt3Lj/88ANubm4YGRnR29uLhoYGT548GTYCkZGRkZgYmJiYoKOjw8WLF1mxYoUgqzQ1NdHW1kZnZyc6OjpEREQwbtw4tLW1UVRUxNfXF0B0XENDQ5k3bx5OTk60t7eLF/jYsWNRUlIS/o6Ojg7mzp2LjIyMCJ1SV1fHyckJWVlZqqurCQ0NpaOjg9zcXJKTk3F3d2f//v1s2rSJkpISrl27RktLC5aWlsK3NBxLQ0ODnp4eqquriYmJoaenBysrK+zt7QWQwczMDDMzM3GYtLCwEC/YefPmcffuXZHUffHiRfr7+2lvb2fjxo1ERkairKyMrKysCIAqKytj165dODg44OHhQW5uLn19fcI8GxYWJpC9MjIylJSUUF1djZeXFwUFBSgrKwt/3P3798nLy6OtrQ0zMzNWr149LHXr7+8XG2hp912a/m5qaspXX31FX18fCgoKIhPA1dWVkSNH4ufnR1VVFdbW1qIjOHHiRKqrq4mMjAT+6rz6+vpiaWlJe3u7oBFpa2szceJEfv31V/r6+sjPz+fPP/9kx44dDA4OcvHiRd5++20OHjwoGmP19fX09fX9T6DlnDlzkJGRITMzk3Hjxv1tEsz/7UpNTUVdXZ2hoSFhGjc1NeWtt97i+PHjNDc3ExgYyIgRI1BQUEBPT0+EYNra2gpikIGBgSB/BQcHC8259Blgbm4uNoNSufThw4dpamoSBzJzc3N8fX2xtrampKSEkJAQhoaGMDY2RldXV2jt4+LicHNzw8/Pj7q6Otrb2+np6cHX15e0tLRhqZuMjAxtbW1CjpucnMzx48dZtWoVvb29ZGVlAeDh4YGZmRnFxcVoa2tTWFhIQEAAz58/R1lZGSUlJRESGB0dLaY7J0+eFBs7JSUl3nzzTTo7O/Hx8aG5uZnHjx/T2toqwBkhISE0NDQwNDSEiYkJysrKwP97Aj1p0iT279+PkpISYWFhtLS0iKagVP8/XJhiKXWvtrYW+CuHbPr06cyfPx8ZGRmxv1BRUUFPT09AZ7Kysli6dClqampERkYyNDSEvb29OJzJyMgI6ZDUY3z+/HmUlZWxsLCgtLSUxsZG7t+/j6GhIWPGjKG4uJgZM2ZgYmLC0aNHaWho4OTJk4SGhrJixQrk5eU5fPgwSUlJrF69+n+kxPLy8mIiNRzr6NGjhIWF0d7eLpLpq6urUVZWxsrKilmzZjEwMMDx48eprq5m7dq1LF68mClTpvDbb7+hp6fH4sWL0dDQID09HUNDQ1auXMmXX35Jfn4+zs7OTJo0ScQYzJ49Gzc3N3x9ffniiy+Ql5entbWVBw8eUFNTg5GREadOnUJLSwtbW1vi4+MpKSkR1C1FRUXu3r3LgwcPaGtrQ1VVVUycJk+e/Le/9/9fHD6ysrLw8vISwUPSREc/Pz/OnDmDu7s7q1ev5sqVK/zyyy8sW7aMKVOmEBgYKE7HnZ2dItxQTU2N33//naNHj4qTsJmZmZDItLS0EB8fz8KFCzEyMmJgYECg8BISEti8eTPJyclcvHiRWbNmcefOHWRkZBgYGODw4cNcvHgROzs7lixZwrfffktcXByXLl1i/fr1ACLt+r9eISEhaGlpiY7cvXv3qK6uRl5envfee49jx44RFBREVVUVhYWFdHd3o6mpyeHDh/nkk0/w9vYmJSUFS0tLZs+ezbVr10SInJubG5s2bUJWVpZbt27xxRdf4OfnR3V1Nfb29qxatYqvv/5ahMW9//77DAwMsGHDBsEjlz5E7e3tBXf7u+++Y/z48QL9pq6ujoODA11dXTg6Ov7nNQN46623iIyMFJ0AVVVV1NTUWLBgAYsXL2b16tXcu3ePpqYmpkyZgo+PD7W1tbi4uLBz506qqqowMzMTnzsoKIirV6+ira2Nn5+fSMetrKzk6dOnyMvL891337FmzRqRZi41jVtaWrJ48WLKysrIysrCwMCA+vp6vL29mT17NoWFhRw+fJjffvuNe/fusXHjRiQSCTdv3qSqqor33nuPy5cvD0vdAF68eEFaWhrTp0/Hz8+P/v5+Vq1ahZ6eHt9//z1jx45FW1sbZWVlDA0N0dHRITIyEktLS1577TVqa2sxMjIiPT2d69evY21tzYwZM5CRkeG3335j9OjRrFixAnt7ezo7O0W2j5ubG0ePHiU4OBgrKys0NDQYM2YMERER7Ny5k6+//prly5djZGSEgoICdnZ2jB8/nk8//RRtbW2Bwvbw8GBwcBBvb298fX3p7u4elroFBATw4MEDrK2teffddykqKmLChAn09/dz+vRpIiMjRcdNQUEBJycnfv75Z0pKSti/f7+gn5iamgopTVpaGjY2Npw+fZqGhgaWLVvGqFGjSE5OZteuXVRVVfH5558TERFBW1sbs2fPpr29nevXryMnJ8fMmTMxMDDA3NxcbCIlEgkODg4itHDdunUUFRWRm5tLT08P2traqKurD0vNAA4fPszOnTuFGVyqQ16+fDnJycl0d3czfvx4EbBlaWlJWFgYly5d4pdffiEmJoaDBw+Sn59PaGgo8+fPF+CSN998k6NHj/LFF1/g4+PD4sWLaW9v54MPPiAjI4O8vDwRHtvS0oKPjw9jx45l06ZNHDp0iISEBCorK8V93tvbS0NDAwcOHODx48dUVlaycOFCent7SUhIIDQ0lE8//XRYZGsFBQUoKCgwODjI5MmTsbKy4qOPPiI5ORkFBQXee+89qqqqSElJQVZWFh0dHc6fP8/EiRM5cOAAxsbGgvLY39+Pnp4eqqqqnDt3jtmzZwOI725oaMiXX34pJL/79+8nOTmZkJAQvLy8yMzMxMbGhvb2dnbt2sXJkyfF5NbIyIiMjAxu375NXl4eAQEBbNmyhfT0dNF4bGxs/B+i5n+50tPTCQkJoauri4GBAUxMTPDz8yMhIYFffvmFDRs2/E+w7KRJk6iqqmLRokVs3ryZ2bNnk56ejqqqKn5+fvz+++9s376dnp4enj9/TmZmJnJycqiqqlJXV8fOnTsxNzfn888/5/bt24waNYqamhqys7MFMlVVVZXCwkLCwsKQkZGhqKgIZWVlQcZ69eoVvb29LF26lMePH5OYmCje9RkZGbi4uAxL7S5fvoyvry/jx48nPz+fW7duoaGhwdSpU5k8eTIff/wxOjo66Ovr09jYSGlpKZ999hkSiYTOzk5qa2uZM2cO6urqxMXFce3aNSIiIggICKCjo4PvvvsOQ0ND3N3dmTx5stgoR0VFoa6uTnx8PAEBAYwcOVI0EhwdHQkLC8Pe3p67d++Snp7ORx99hLy8PA8fPsTS0hIXFxc+//xzuru7UVRUpLu7+x/7lv9v1ogRI7hz5w69vb2MGzdOKIHc3NxEE0FDQwM5OTns7OzQ1NREQ0ODyMhIdHR0eO+99zA2NqaiogJHR0emTJnCnj17kJOT46233kIikfDixQvKy8uZOHGiUO1IpZdSuWhubi6VlZUcPnyYiooKioqKCA8PZ8yYMYwdO5b09HROnz4t9psSiYSVK1fS3NxMQUEBg4OD5OTkEBYW9re+9786fDx69Aj4S5tsbm7OvXv3OHr0KEZGRmzduhVTU9N/dL0DBw7w5ZdfkpSUxKtXr2htbWXfvn3U19ezfft21qxZg5qaGqtXr2by5MmEh4eTk5ODm5sb58+f59WrVzQ3N1NeXs7Q0BDe3t4sXLiQd955h7KyMnbv3s39+/dpaGhgypQptLS0sG3bNhobG/Hz8yMrKwsbGxtBNaquruatt95i+fLlrF69GhUVFZYvX86oUaO4cuUKkydP5t69e2RmZvLnn3+yePFiFixYwLNnz/jpp5/YvXv3sPC1s7KyBMZQX18fPT09Fi1axLJlywgODiY5OZlJkyahp6dHdnY2t2/fJjs7m82bNzNu3DgUFBRwc3MjNzdXBDxJJBKMjIzYs2cPGRkZrFq1SnStV61axZtvvomtrS2Ojo4oKioyZcoUOjs7uXTpEhKJhHfffZcpU6bg5ubG5MmT6enp4eXLl3h7e3Px4kXi4+NZtmwZgYGBxMfHc/PmTfHQvXHjBgcOHPjP6xYZGSlkUE5OTtjb25OTk8PKlSuZNm0aTU1NbNy4EUdHRx49esTHH39MWFgY69ev57vvvuP58+doa2vT2dlJW1sbBQUF/Pzzz+zevZuKigq++eYb9PT0eO2115gxYwbLli1DTk6OO3fusGfPHq5du4aqqipaWlq0tbVx8OBB1q5dy5o1a9i8eTObN28WXp2SkhKmTp3K9evX2bBhA2FhYfj7+2NhYUFvby9OTk7s2rWLvLy8/7xuAOrq6tjb29PX18eFCxeIiIhAWVlZ0DH++OMPlJWVmTFjBpMnT0ZJSYlJkyYRFhbGm2++yY0bN0QgoqWlJePGjaOsrIwpU6bw8uVL7t+/L/TTN2/exNfXl3Xr1rF69Wq0tLT46aefOHv2LGZmZrzxxhssXLiQ7OxsPvnkExYvXsy2bduEPM7f3x9TU1PMzc2prq4WwIQZM2ZQUFDAiRMnWLp06bDUTVFRkcDAQCorK8nMzKSsrAwVFRU++OADnJyc6Orqoq6ujubmZqqrq0lMTBR+GAAfHx+qqqqETPHSpUtMmjSJtrY2oqKiWLFiBRKJhFevXjFjxgxCQkJwcHDAxMSEixcvsmnTJrZt24aysjJubm4EBweTlpZGVVUV0dHRGBsbixDGs2fPYm9vz4MHD1i+fDmPHz/G1NSUJUuWMDAwgI2NzbDUDGDJkiVUVFQIOYaqqirh4eF4eXkRHBzM4OCg8OFt2LABExMTQWmRorFNTU2ZM2cOY8eOZdGiRfT29jJ16lRmzZrFG2+8gaenJy9evBBJ8MbGxhw8eJCioiImTZrE9evXqa+v58MPP+TOnTu4uLhgY2PD0qVL0dDQYP78+VhZWfHixQsGBgaoqKgQBLbi4mJMTEyYMGECmzdvRkZGZljqNmLECDo6OggNDUVTU5OIiAjs7e0pLy/n2bNnAroyYsQIXr16RWRkJG+++SZnzpyhrq6O6upqli9fTkVFBRcvXuTixYu8/vrrSCQSIiMjKSkpITAwkObmZi5evEhiYiIfffQRb775Jr/++it5eXmCEmZgYMDNmzfZunUrvr6+3L59G4lEIg6xlZWVFBUVcezYMbq7u+nt7cXDw4N58+bh5+fHjRs3iImJYceOHf953aRhyq2trTx+/JiHDx/S19fHy5cv8fDw4NmzZzx+/JiZM2fi6+vLnTt3eP3116mrq+PatWvMmjVLBAV2dXVhYmLCpk2bCAwMxNzcHFtbWzQ0NFBWVsba2loEFK9atQoNDQ3u37+PgoICEydOZPLkyaxYsUJ4BadMmUJAQADa2to0NzezdetW9u3bR21tLXJycqSlpdHd3Y2FhQWTJk1CR0eHM2fODNvhQ+r3UFFRYezYsTg4OHDnzh0OHDjA5s2bOXLkCFevXhXPsfb2ds6fP09eXh4WFhbk5OSQn5+Pn58fo0ePFu8YT09POjo60NPTE/ei1MO0e/du3nnnHb744gshwczIyGDmzJkcOHCAefPm8f333+Pr60tiYqL4TUokEgYGBpgxYwa7d+/G2tqanJwciouL8fX1Zffu3cOWnTVy5EjWr19Pc3MzDQ0NtLe3s27dOvr6+gS9bM+ePVRWVooGgBRZb2hoyKNHj4iJiRGU056eHtTV1Tl16hR37tzBx8eH/Px8cnJyePbsGTIyMowaNYp169ZRU1NDR0cHT58+RVNTk1WrVnHt2jW2bNnC3Llz+eSTTzh79iyjRo1i/fr1uLi4cPbsWbKysggODubgwYPid/7BBx9w5cqVv/29/zZq9/9cQUFB/PTTT3h5eZGYmMiqVauYOHEis2bNIjExkU8//fRvXUdKtzI0NKS/v5+DBw/S09PD/Pnz+fjjj/H39+fSpUusXLlSmIfGjBlDQEAAly9fprm5mStXrrBq1SqeP39OVVWV6MxNnDiRuXPnoqioyMSJE7G1tcXNzQ01NTURvnfo0CHa29sJCgpi7dq1ogv5559/oqSkxJw5c9DR0SEuLg5fX188PDy4du0a+vr67NixgylTpnDp0iVu3brF3bt3RUhVaWkpP//883+OBWxvbxfhWfHx8dy7d4/vvvuOmJgY7t69y6JFi3BxcRGM/BcvXmBmZsaBAwe4cuWKkCk4OjoyceJEJBIJDx48oKenh+vXr7Njxw58fX158uQJf/zxB/Pnz2fq1KlCYjZlyhRiYmJITEwUSFPpePqrr74SE6y6ujqys7MJDAzk/PnzdHd3k5SUxGeffUZ7ezsHDhxATU0NT09PPv744/+8burq6pw8eZK6ujpx2Dxw4ADJycncuHGDoaEh9u7dy6hRo8jIyBDZJdJALSmFSZp1cPHiRdTU1Dh69CgPHz5k9erV7NmzhytXrqCiokJfXx/nzp1jx44ddHR04OnpSUFBASUlJWhra1NRUcG6deuIioqio6ODadOmMWfOHDFp++yzz9DX1xf/3srKirS0NJE+/fz5cw4ePDgsWMDnz58zduxYYRjNzc3l0KFDeHp6UlZWxoYNG5CVlcXExISSkhK++eYbent7uX//PgkJCWzcuBEzMzNMTExoa2sT5sG1a9fi4OCAnJwcv//+O/fu3cPMzIzNmzdz6NAhWlpaWLZsGc+ePRM68kePHrFp0yb27NnDhAkTqKysZMmSJUIieP36dY4dO4aZmRnffvstqqqqXLhwgczMTNTV1XFxceHDDz8clrrJysry0UcfCaPjlClTeO+99wgODmbbtm0UFRWJw5tEImHr1q388ccfzJgxg/3797Nq1SrCw8MFaENLSws7Ozt++OEH8RL29fVFVlaWmzdvoqysjKqqKk+fPsXOzg5LS0tUVVUpKSkRModff/2VY8eOUVNTw7Vr17C1tWXKlCliWhkSEsKaNWtQVFTExMSEyMhIDh06hKurK7///vuw1E1BQYFPP/0Ud3d38bJ98OABTU1NbN26ldGjR+Pq6kpTUxNWVlasWbOGN954g8ePH2NlZYWMjAyff/45/f39REZGCoz14cOHKSoqwtfXFwMDA4EndXJywt3dHXNzc44cOUJlZaUAb+jr69PT04O8vDwlJSWUlpayYsUKcnNzuXbtGgMDA0RHRwtpiNS8XVRUJMh63377LV5eXv/5M+7GjRsEBweTkZFBeXk59vb2dHR0sGzZMurr66msrOTJkyd0dXXh6+uLp6cn/v7+eHt7ExgYiJycnJCRGRoaYmtrS3R0NC4uLgwNDTF27FiSkpKoqakB4Pjx49jZ2bFnzx5WrVqFp6cnOjo6KCkpoaurS21tLYODg8jKyjJmzBhBQ5IeXs6ePUtlZSV1dXXcuHEDKysrTExM0NLSYuzYsWIS8V/XTU5OjtjYWCGZdXBwICQkhBs3bnDnzh3ef/994uLiSE9PR1NTk9DQUJSVlRkaGuLVq1eiOSSRSLh9+7ZQYNjZ2REUFMSmTZu4ffs2SUlJjBw5ktGjRyMnJ8fTp09pamriq6++IiAgAAUFBUEfW7NmDUVFRdTV1TEwMCBoRwYGBrx69YqUlBQRCzBy5EhUVFSorq6mvb1dTJyG417t6+vj1atXuLi4oKenR0lJCaqqqhw9epTZs2cTFRUlsoQ6OztxcHBg5cqVnDp1iv7+frKzswkICGD27NkYGRlx69YtpkyZQnh4OI8ePWLFihXMmzdPkOViYmKEXLu8vJzZs2cLKlRTUxNKSkoUFRXx5MkTJk2aRF5eHteuXSM6Oho5OTkmTJjAzJkzGTFiBOrq6iQlJREVFUVFRYVoVgzXu+Hbb7+lvLz8f4ifc+bMYenSpUgkEs6cOUNkZCSDg4O4uLhw6dIlvvvuOwwMDMRhXVlZmUePHvH9998TFBSEgYEB7e3twl9pbGyMq6src+bM4d133xVeVCmkycLCAn9/f9atW8eCBQtYtWoV06ZNE8SrFy9ekJiYCPw1gNi1axcVFRU8f/6cnp4evLy8CA0NRUVF5f+3qN3/c61cuRIvLy8GBwf55ptvsLKyYt++fcjLy/8rs/Xdu3e5efMmISEhyMnJ8dFHH4kNyZUrV/Dx8aGlpQUNDQ3q6urYsGEDjx8/Zu/evdjY2DBq1ChiY2Px8fFh0aJFXLt2jV27dmFjY8PevXvR0dFBT0+P5uZmSktLOXjwIGfOnGHVqlW88cYbZGRkkJiYSFlZGQ4ODoI+UFdXx9ixY1m+fDl2dnZoaGiwZMkS1NTUuHLlCqdPn0ZVVZUNGzYwZcoUbt68SWpqqtC0/9dLR0dH4M6UlZUZP368SDjevXs3z549o76+njt37tDY2Mi6desEsrixsZEff/wRKysrVFRU+Pnnn3n8+LHozE2YMIG8vDxkZGQoLCykq6sLNzc3IiMjkZGRYcKECURHR9PS0oKXlxc6Ojr09PTw5ZdfkpCQwPPnz2ltbRVhlL6+vhw/fpwjR46wYMECjh49ipeXl9gcZWdn4+/vPyx1+/bbb3F0dGT69On09/cLjvuoUaNwdXVFRkaG+vp6PvjgA+rq6pg4cSKjRo1i7969vPPOO6ioqKCkpMTz589pamrihx9+4Pr16xw+fJgVK1Zw5coV+vr6sLa2pr+/nx9++IHY2FgCAgJEAJO+vj5ycnKkpqby9ddf4+3tLR4ChYWFZGZmYm9vz5IlS1i/fj3r169HQ0NDwAF6e3sZNWoU1tbWw+aVAcjMzOTVq1ciPC09PR01NTXWrFnD2rVrMTc3R15enpcvX/LixQvR9f3xxx9ZtGgRurq6lJeX4+fnR2BgIH/88QdpaWm8/fbbjB8/npcvXyIvL4+vry+2trZ8/PHH+Pr6CuqaNBzy1atXrFq1iqdPnxIZGcn58+dRVVXl0KFDhISEMH/+fGbNmoWKiooI/9y1axdKSkpMnToVOzs7xo0bx7/ovfyrVVlZiaKiIrNmzWLOnDmYmZnx5ptvkpCQwNy5c0VwlpmZGQoKCmzcuBFXV1e+/fZb0tLSSEtL4+OPP2bChAnU1NQwZswY8vLy+PLLLxkaGsLQ0JCLFy/S0dGBtbW1yJjIy8tj6dKlyMvLo6mpiaqqKmVlZaITffDgQUaPHk13dzdNTU2UlJQwNDTEs2fP+Oyzzzh48CCenp6oqqqio6PD7Nmz2bBhw7DUDKCtrQ1TU1NGjRpFZWWlmFjn5eWJ8Dyp7tnY2JgTJ06wdu1arKyshEdIT0+PmpoaTE1NefHiBerq6vj7+/Puu+/i6ekp/AR6enps3bqVN998ky+//BIXFxfR3HF1dRWG4FmzZvHLL78wceJE4uPjiY2NxdzcnBUrVpCWloa8vDyBgYGoq6vz/vvvk5qaSk5ODps3b6awsHBY6jYwMMDNmzdFN7y6uprMzEyMjY2prKxES0uL9PR0srKyxOZsx44daGhooKWlxYULF8jOziYkJAQXFxfu3bvH1KlT6ejowNbWVtT09u3bwF8TqmXLllFQUMDGjRtxc3Ojt7cXBQUFjI2NuXLlCkuWLOHWrVvCX6OtrY29vT3q6uocOXKER48e4enpKQ5/rq6u2NraClDDcKxz586hqKgo5NkA+fn5KCkpYWRkJJCuKioqjBkzBmtra5FP1NzczOrVq8W0UjpFuX79Oqamphw5cgQtLS26urpwcHDA2dmZcePGERoayscff8zEiRNJTU3l3XffRVFRkTfffJO3334bX19fLl26RGBgIK6urhQVFdHa2kpwcDDPnz/Hw8MDT09PTpw4wc8//0xoaChvvPEGxcXFbNy4cVgmRgDy8vIcP36cZcuW4enpKSh6165dIywsjIyMDKZMmYKvr694l33yySd89dVXNDQ04OLiQkZGBrdu3aK7u5v169djZmZGZWUl586dIz4+nqKiIvT09FBRUaG3t5cFCxbw1VdfUVVVxfXr11FVVSU4OJhPPvmEiooKEcY8Z84c4K89k4uLC01NTfT29vLdd9/R398v7tPi4mIsLCyGDfsPfykxpNhfKQBo2rRpuLi4kJmZKZq0BgYGjBs3jkmTJlFeXi4aMwsWLKCqqorm5mZyc3PF9DUrK4sJEybg6ekp9hYFBQVERkZSVFQk/DgJCQmoqKjg7u7O0NCQyN8pKChg6dKl3Lp1i+bmZmF0j4mJYcaMGUIeJvWzeXp68uOPP/7t4cO/OnxIJBIkEgm//fYb+fn5nD59Gnn5vy4VHR3NokWL/tH1pF1RCwsLfHx8mDt3LkNDQzx69Ih3330XJycnent70dPTQ1FRUXQKpLQaKZb03r179PX1sX79emxsbPjzzz/54IMPuHfvHjo6OiKZ/eXLlxw5coTLly/zxRdfCOa99OS2c+dOvL29Wbp0KUpKStTV1fHy5Utyc3ORSCR8/PHHqKurc/PmTfz8/Bg1ahQaGhpYWlqKLJLhWrKysiIxPD4+HicnJ5KSktixYwcpKSn09vbi6OhIV1cXOTk5xMbG4uvrS2NjI66uroSEhIh074CAAFpaWvj666+JjIxk9uzZ5OfnA3+dwqWj8v7+fs6cOcO4ceOYPn06FhYWqKurk5WVxeHDh9m2bRt1dXWcPXuWzMxMHBwcWLBgAf39/axcuZLQ0FCqq6tF0NSoUaPYsGGD8Oz81yssLExg5168eMGff/5JaWkpPT09lJSUMH/+fG7evIlEIhEmyaCgIDQ1Nfnxxx+FYTAgIABlZWVOnjyJvb097u7u9Pb2ihwEiURCZWUlGRkZBAQEoKamxu7du7G1tcXIyIj6+npKS0vZunUre/fuZc2aNYSHhwvUYFRUlEhC7+vr4+rVq6xcuZKcnBwRVpifn09NTQ2zZs0altrNnTsXFRUVwsPDiY+PFxvSTz/9lN7eXn7++WemTZuGvLw8Tk5O+Pr60t7eTmxsLMrKytjZ2WFhYYGWlhatra1oa2uzefNmBgYGqK+vJzQ0lIiICJqbmzExMeG9995j9OjRDAwMEB4ejra2NnV1dcjLy+Pq6sqDBw/44osvyM7ORlZWVgApLl++zKhRo0hPT2fnzp1iSmhqaoqtrS0BAQFoaWkNG95ZUVGRUaNG0dbWRmxsLNra2mRkZPDy5UvGjBkjiCwVFRVoaWnh5OTEO++8w4YNGzh58iTXrl0TuQD19fXo6OgIra6U3BccHIyenh55eXkcP34cd3d3Tp48SUREBJMmTcLMzAxlZWVcXV1JT0+nsrISbW1thoaGmD9/Ps+ePePo0aOMGzcOfX19xo8fz9dff01ERAR+fn4iX6Cjo2PYXs6RkZHMmjWL2tparl69Sl5enjiUbd26lWnTpgnEcmBgIMXFxZw4cYKamhphqL979y5DQ0N4eXkxefJk8fuqra0lMzOTZ8+eUVtbi4+PD/v27ePRo0eUl5cTHByMr68vGRkZFBYWoqmpiaWlJcePH6elpQVdXV2SkpJ4+vQpRkZGmJiYcODAAUxMTJBIJMJcrKSkhI2NDRUVFSLb5b9ec+fO5fz588yePRsnJyexgY+Li+P58+e4ubnh5OQkcpikFKLHjx+TlpaGoqIiGzZsENOelStXConH9u3bmTVrFu7u7kgkElJTU5k5cya2trbY2NiQlpbGixcvBFlHSUmJ2bNnCyKdnZ0dNTU1vHr1Sng2m5ub8fPzQ1tbW3h3ysrKePToEaGhoRgYGAyLWX9wcFD4NWRkZDA3N6eiooL+/n4CAgKEGd3Y2JjGxkauX79Oe3s7+vr6BAcH8/XXX7N06VLMzc2pra3FwcGB3NxcnJycOHHiBB988AGurq7U1dURGxuLurq6SImXyix7enrQ0NAgOjqaxMREvv/+e6qqqmhqauL+/fs4ODgwY8YMlJWVcXZ25syZMzQ0NJCXl0dXVxdRUVGkp6fT1NQ0bGhn+OvwsW3bNiwtLUlLSyMyMhItLS20tLQwMjKivLycP//8Ez09Pfz9/SkqKmJgYICIiAgyMzM5c+YMVVVVODs7o6KiIqZgc+bMQUtLi9jYWLq6ugSad3BwEG1tbX744Qe2bt2KpaUl1tbWuLi40NraSmlpqWgifvnllyxYsABDQ0Nqamr47LPPKCoqYuPGjXz11Vc8fPgQQ0NDERwqJXcNx5KGQcJfxLDJkydz4cIFBgYGSElJob6+nrfffpvc3Fzu3LlDc3Mz8+bNw9/fn2+++YbS0lKB/F60aBFLliwR7+dXr16Rl5cn6tLS0iIOelIUsjQbJDExkYKCAg4ePMjFixext7fH2NiY+vp64VVSUFBg/vz5pKWl8fjxY+G1bG9vJy8vj56enr/9vf/V4WPs2LHMnj2btrY2tm3bhr+/PzExMZw9e5Znz5794+upqakREhIiUH+NjY3o6OgIaUZUVBSGhob4+fkBf2UxuLm5iQTHwsJCVFVVxcjt8uXLgg4h3SyrqKhgZWWFgYEB3d3dZGVl0dTURHJyMqGhofT09CAnJ0dTUxO3b9/mxYsXLF++nJaWFkH86O7uRkZGhubmZiorK7GyssLIyAglJSVB6SkvL2f8+PH/pqz/eD158kTImpSUlEQOwty5c8VEIjs7GxMTE2EclI7tTp06xcKFCwUXXIpck2I729vbcXV1JT4+npqaGoqKigQR7LXXXuPly5fU1tZSVlaGqqoqenp6yMvLC2OUrq4uM2fOxMHBgc7OTvLy8ggNDcXIyIiqqipKSkpoampCTk4OAwMD4uLi0NfXH5YuvpaWFnl5eTg6OmJoaChwhNIbTJrxYWxsjLGxMTExMaIbkpycjLy8PNOnT8fLy4vm5ma0tbUZM2YM8fHxZGdns2TJEsrLy6moqKChoYG4uDiCg4MpLy9n+vTpPHz4kPj4ePr6+jAyMsLNzY2wsDDMzMxEinRtbS0tLS0MDAxgaWnJvXv3aGxsREFBAXl5eaytrdHU1Bz2vIrBwUGeP39OXl6eCLZUVFQkKCiIJ0+e8PTpUzo7O/H390dFRYXY2Fjq6+tZvnw5fX19BAUFibCi5ORkXFxcSElJQV1dHTc3N4qLi0UYUmZmJiNHjkRZWZkzZ86Qnp5OdnY2WlpaODo6Iicnx8DAAO3t7RgZGaGmpoaLi4sIEiwqKmL06NEUFhaSmppKcHAwHR0dQm4nbZgMx5J+R21tbXp7e8XBY8WKFbi5uYnU2NbWVhQVFXFxcaG8vJxJkyYJI6YULyyFFcTExFBWVoaysjINDQ10dnZib2+Pg4ODwG86OzvT1NREcXExg4ODNDc3U1xczPjx48nMzKSxsZH+/n56e3tRUlJCX1+fiooKjIyMkEgkzJkzh7S0NLS1tWlvb2dgYOAfvWD+b5cUsy7FS0u7wiNGjKClpYXk5GSCg4Pp6ekhKSmJiRMnEhISwqlTpwQ6u7OzE4lEQnJyspAC5Ofno66uTklJCba2tgQGBqKrq4uqqiqVlZVYWFhgaGgo8KlFRUU8evSIhw8fsmrVKi5cuCCele7u7owePRpDQ0MaGxvJzc2lpKREoEThLwN4f38/EyZMGBbDfmdnJ6qqqrS2tpKbm4usrCxTp06ltLSUJUuWkJSUJHC5rq6uGBsb09zcTEBAAIcPHyYoKAhFRUUSExORSCTMnz8fc3NzCgoKqKioENQxKXK7qqoKeXl59PX1aWpqQlZWVnhC6+vruXnzJrKyskycOJHOzk5KS0sZGhrCw8MDAwMD7t69y7hx40hKSsLa2pr8/Hw6OjqQkZFBVVVVUJ7+6yUvL8+IESNQU1MjNzeXp0+f0tfXx6pVqxgYGKClpQVZWVlqa2tpaGhARUWFxYsX09jYSG9vL/Ly8ujp6SEnJycUBr6+voIoJJ2kWVhYYGBggIWFhfBddnd309zcTH9/v6BljRw5kt7eXmbMmCHyaqysrGhpaaGqqgo7Ozt6enoIDQ0V8QL19fVkZ2cTFBRERUXFsNQNQFNTU7zfe3p68PT05Pbt27z11lvIysoSEhKCpaUljY2N3LlzB2VlZcaOHUtNTQ2LFi3C2NiYhoYGcUiX0jMtLCzo6+ujubmZiooKgfqW0gqlMkYFBQWBpT1+/DgyMjLEx8czZcoU8vPzSUlJwdTUVEi3zp07x9q1a4V0TlNTE21tbSQSCU+ePGHFihXDUreGhgbq6+sZP348/v7+glJ34sQJysrKsLW1pauri87OTuCvqWZycjKKioo0NDQgKyuLjY0NI0aMwNTUlKamJkJDQ3n48CGzZ8+mubmZlpYWnj59Snp6OtXV1SJLTxpc+PLlS/Ly8jAwMGD06NHAXw2ziooKDA0NaWhoEN668PBwZsyYwcWLF4mIiCA4OBglJSVBiP2761/lfPj4+BAZGUl8fLwwbAYHB3P8+HFycnL+8fWCg4OZMmUKnp6eortWVFREd3e3wLFFR0fz/PlzUlNTyc3NZfTo0ULXLNWkuri4oKurS3JyMgUFBWhpaXH79m16e3sFxsza2pqAgADu37+Po6MjkydPZtGiRQL12d3djZeXF8+fP+fp06ciSE5VVVVoogcHB0lOThbyjcLCQp49eyZIUMNFSiguLqaxsZHExEQaGxsJDAykoKCAuXPniu6kFA0rRXn6+fmJDBNPT0+hD83OzhaSAV9fX0xMTDAzMxNTjZaWFurq6khOTmbOnDkEBQWJ7n1ycjLJycnIyMgQFhYmOtoTJ05k0qRJaGlpERMTQ25uLq+//jrZ2dm0traipKSEqqoq9fX1XL9+HQUFhWGpG/xljuvs7BQ3rnTkOTAwgIaGBnp6euLzqKmpkZ+fL4zmI0aMwNfXFwcHB3Eo9vb2JjU1lezsbGpqapBIJKL2g4ODpKen8+zZM5YuXSryYPT19fH19RXUCC0tLcE9NzIywsfHB1dXV7q7u3n16hUqKirExMRQWloK/HWICg4Oxs3NbdjqVlRURHl5OSYmJgQFBeHh4UFNTQ2zZ88Wf+v4+HgeP35MamoqycnJxMfHY2ZmxuDgIEZGRkLqJi8vj4yMDJcvX+b69evo6+uTnZ1NZ2enkJ/V1NRw9+5dEhISRPesoaGBnp4eEXypq6vL/PnzCQ4OFinJ0ge4t7c3Q0NDVFVVMXPmTAICAtDR0aGzs5Pc3Nxhq1tra6sY9dfX15Ofny/oaL6+vtjb2zNhwgSmTZuGj48PqqqqREdHIyMjI7DUPT095OXlkZWVRXt7O6WlpVRWVjJ16lQ0NDRoaWkR2Q2Ojo5YWlpSXl4uDnWJiYmCAe/j40NKSgr9/f10dHRQUlKCtbW16A4mJyfT0tKCiYmJaCzY2dkxevRo6uvrh61uvr6+tLW10dHRgZ2dHRMnTsTBwYGYmBiUlZUxNjZGTk6OhoYGUlNTefLkCc7OzlhaWtLV1UVpaSkDAwM0NDRw//59/vjjD4H57O/vp6CgABMTEwIDA9HU1OTu3bvCzNrS0kJNTQ2ysn+9JlNTU4mIiBD0q87OTvT19Rk1apQwFKenpxMZGUlPTw+ampriWVpbW4uamhoFBQXDUrfKykqMjIyoq6sjLS1NTK2dnJzEJqWtrY3W1lb6+vqor68nKiqKkpIS3NzcCAgIICMjgwcPHlBaWkpHRwfR0dEMDQ1hZmYmEK5aWlpYWVlRUFBAZWUld+/eJSYmBl1dXfT19VFVVRVZSQMDA2hraxMeHk5UVBRdXV0i6VtDQwMfHx+x4ZY2FRQVFamurh42RLGTkxOdnZ309vaKzIVXr14hIyNDeno6DQ0NmJubY2dnh5WVFW5ubhgaGoo08YCAAGpqaqirq8PS0hIdHR2srKyoqalBU1OTx48fk5ycLEiHurq69PT0UFtbS2JiIgYGBhgYGKCoqIienh46OjoieqCgoICenh5kZGSoqakR0mZ/f3/s7OzEO2tgYABZWVl0dXWHDbMLf22KY2JiiImJoa6uDjU1NYqKipg5cyYpKSnMmjWLUaNG0dPTQ1ZWFrW1tQQFBYkgT2ngpzQWQVtbGw8PDyIjI3nx4gXOzs5YWVmJ32trayutra3cu3ePjo4OKisraWhooKSkRHT+pZkWdnZ2wtM1evRoMjMzefHiBW1tbUK+rK2tjbGxMUZGRlRWVg5b3bS0tNDW1hYkK+kk28vLS+whOjs70dLSwsvLCycnJ5qamsREQl5eXuyFZWVlqaiowM7ODhkZGTQ0NHByckJLS4umpibKy8tpaWlBVVWVyZMnY2RkJJqdZWVl6OjoALB48WIkEomQWUoPOpaWlsjKyopAUen9XlZWJtD/f3f965DBxsZGUlNTgb+CoK5du0ZXV9e/ulZgYCADAwOUlJTQ39+PsbExsbGxnDx5kpycHBwcHMjPz+fevXvk5uZiZWWFra0ts2bNYnBwEFdXV3FwaGxsZObMmUKf+fDhQxwcHIQB9cmTJ5SXl6OqqsqiRYvYuHGjSPOeMmUKxsbGbNmyBQMDA37//Xdqa2vJy8vj+fPnxMbGkpWVJdjUUkN1ZGQkt27dore3l7feemvYKAmampoCVyvVQOrq6tLR0YG+vj5JSUloa2sLnbfU7NXd3c3MmTMpKSkB/gorfPDggTiAnD9/nrt37wrChIODAz4+Pri7u/PgwQPgrwPoggULcHNzo7m5mbS0NOrr61FWVqanpwdDQ0NaWlqoqKgQG82nT5+ipaWFmpoaQUFBosMk3XQPl3RocHAQHx8f1NTUKCsro6SkhIqKCjo7O2lubqaqqoru7m7y8/Npampi1qxZlJSUcOTIERwdHYUMAP6iPxkYGFBXV4e6ujq6urpERUXR19eHl5cX3t7e+Pj4kJaWRk9Pj8D0hoaGEhYWJqYnpaWlxMXFERcXR0pKCm1tbejq6iIvL8+dO3ewsbHBxMSEy5cvk5OTQ3Z2Nk+fPhXm1uFaUhKLt7c348aN4/XXXxebvKVLlzJnzhxUVFRISEgQKfc2NjacOXOG58+fi/vJ3Nyc6dOn8/LlS9TU1Ojt7aW7uxs1NTVycnIoKirC2toaExMTfv/9dyZOnMiiRYsIDg5GXl6e4uJiqqqqkEgkVFVV4evri5GREZmZmTx69IiKigo8PT2prKwUZnZzc3NGjx7NtGnTBNluuFZQUBD19fUkJiaSmJhIbW0tS5cuJTw8XLxEKisrBXayrq5OENK8vLwoLCykubkZWVlZEdg2btw4LC0tmTdvHtra2vT391NUVER8fDy6urpYWVmRmZlJVVUVCgoKvHr1iq6uLtavX09TUxN5eXmYmJjg6OiIjY0NLi4u4gAUFRUlvDtxcXEUFhZibW1NcHDwsJHVpEv6nKutrRUJ7CkpKaITFxMTQ3d3N+rq6mzcuJG4uDi8vLyAv6SP0imE1PdiaWmJv78/5ubmaGpqiuA3qaZcikyPj49HVlaWUaNG4enpibq6OtOmTROeLzs7O8zMzEQOiPSdoKenx0cffSTeSQ0NDaipqYkX+nAsLS0tnJ2dcXd3x8vLCysrK6KiolBWVubcuXPY2dkhLy/Pq1evRIjYyZMn+eGHH4SUTSo3cnNzw9LSki+++AJLS0s8PDyYMmWKQKgGBgaip6eHiYkJBQUF5Ofno6GhQV5enoCczJs3j3379pGcnMyxY8d48eIFBQUFxMbGcu7cOfr7+wGYPHky3d3d4vfY29tLSkoKL168GJa6+fv7Ex0dzdOnTzE2Nmbx4sUAREREcPv2ba5fv05cXBympqZMmzYNNTU1Tp48SWFhoahzdHQ0eXl5+Pv7M3HiRGpqaigoKKCpqYnnz5+TlZVFRkYGMTExFBUV8eLFC4yMjCguLsbNzQ03NzfRdQ4PD6e3t5dr167R3t5OeHg4SUlJyMrKCim1r68v586do7e3V2j/e3t7hU9kuJZUJpWZmUlRURHR0dHiUJGYmIiNjQ0JCQmi4Xfjxg0UFRWFL1LqObWzs8PQ0JDS0lK8vb3p6ekhIiKCsWPHEhwcjIyMDOXl5cyYMYPq6mq++eYbEhMTqauro6ioiJaWFhwdHent7WXlypUUFhZia2tLUFAQ1tbW1NXVkZ6eLhopenp63L9/n8TERBoaGtDS0iIgIGDY6ubq6sr69esxNDTk+fPnXL9+nd9//52vv/4aJSUlAExNTRk5ciSOjo7o6OiwYsUKxo8fj5WVFbKysmRnZ5OYmEhubi7V1dWUl5ejq6vLsWPHiIiIwMDAgICAAOzs7Bg7diyZmZk0NDRgZmYm5GpaWlrU1dXR0tJCdXU1W7dupaOjA3Nzc4yNjenp6aGuro5NmzZx8+ZN0fjr6ekRUz45Obm//b3/le4gKSmJt956C0dHR86fP4+CggIhISF88sknbNu2TRit/u5KT0/n6tWrAiu6bt06mpqacHFxYdOmTYLzbGBgQHBwMGZmZmzbtg0dHR1GjBjBe++9x+LFi7GwsCA5OZnc3Fxu3brFgQMHsLOzY/r06RQXF2NoaMiyZcvo6+sjPT0dFRUVnj17xvnz5wW+9OHDhzx8+BArKyvq6+vx9/cXkpmbN2/yww8/CHrApk2bmDt3rtDZSTV5n3766bCE1Ny/f589e/agqqpKTEwMT548YdGiRURHR7N+/XoxMmtubqajo4OxY8cKvOuJEyd4/PgxmpqauLq6MnPmTNzc3GhoaCAqKorw8HBMTU1JS0ujpqaGiooK5s+fz5dffsmNGzcoKSlh1qxZZGVlUVFRwbhx41BVVWX58uWcO3eOpKQkcnNzsba2ZvXq1eTn5xMREcFXX32Fp6cnEydO5NChQxQVFTFnzhymTZvGb7/9xmuvvfaf123nzp3IyMiwdu1aAgMDkZWVFXSyt956i7q6OnJycqiqqhIccD09PcaNG4esrCwKCgpkZGSQnp5Oe3s7M2bMYM2aNSKRWkdHh9TUVNLS0lBTU8PPz48PPvgAZWVl9u7dy+uvv46Ojg7p6emCh799+3by8/M5dOgQsbGxoguhpaVFbW0t2traLF68mOLiYoyMjITBS0oVGS4NfkhICJ999hn5+flMmjQJJycnbGxsKC8vx9fXlzlz5hAbG8vEiROZM2cOXV1d4nMrKioiKyvL5MmTMTAwoKysDCsrK44fP84vv/zCxx9/DPy1AZk6dSpWVlZkZGRQWlqKpqYmd+7cQV5enoKCAjQ0NJgwYQJeXl5oa2tz+fJlce3Hjx9TU1ODjY0N0dHRhIeH8/LlS6Kjo7G2thYTt1mzZv3rhsk/Xe7u7uIgIdWLz5kzR2R83Lx5k++++47ExESmTp3Kd999R1FREe7u7owdO1bQWHp6ehgYGODEiRMoKChw+PBhjhw5QlZWFqmpqdjb2zN9+nTmzZvHxo0baWlpEYjXvr4+2trayMvL4+rVq1haWnLx4kVWr16Npqam6BqamJjw5ZdfUl9fz/fff8+CBQu4ceMGDx48YHBwcFgTpxMTE/n555+pqKggNDQUQ0ND1NTUePfdd8nPz2fPnj1YWFhQVFREdXU1+vr6jB49muLiYubOncvp06eprq5mwYIFhISEcOnSJRQVFfnxxx+5e/cuo0ePxtLSEn19fSZOnIisrCwSiQQXFxdu377N2LFj8ff3Jz09naioKKZMmYKlpSV//PEHVlZWPHz4UEyQr1y5Qnp6Oo2NjQwNDTFhwgQuXbrEixcvRI7VjBkzhGfsv1xSU66bmxvJyckcOHAARUVFcXAwMzMjNTWVvr4+DAwMcHFx4c8//+TkyZNUVFQwMDCAnp4e06dPZ9GiRSgqKuLq6srz58/Zu3cvPT09YoIrkUhwdXWls7OTdevWYWxsjKmpKXV1dSQlJXHhwgVUVFRoaWmhv78fBQUF3N3d6e7u5u7du1RWVrJ69WqWLVvGvn37iI2NRUZGBgcHB8aNG4ezszNr1qzh4MGD/3ndEhMTUVFRwdPTk8bGRo4fP46WlhYhISHs2rWLY8eOIScnh4mJiQgFbG9v59atWxgYGHD69GlmzZpFWVkZe/fuRVNTk6GhIYaGhmhvb2fPnj3o6upy8eJFHj58yPvvv4+Pjw9Pnz7lgw8+EFTKhoYGFi9ezJYtW/D19WXJkiXcvHmT3Nxcnj9/LhKmpRjWCRMm8MYbbzA0NMSDBw+4fPkyFRUVw2qcNjU1ZceOHSQkJNDY2IiTkxOHDx8mLS2NDz/8kK6uLsLCwujp6SEuLk48x0pLS3nzzTdJT0/H29ubyZMn097eTnZ2NqdOneLkyZPIyMjw4MEDKisr0dTUxNDQUMjLo6KiyMvL45133sHHxwdtbW0A0tLSWL16NS4uLsTGxhIfH4+HhwejR49m6tSpODk5UVVVRW9vL2VlZbx69QpVVVVx/eFa0t9GRkYGCgoKfPnllzx48ICoqCiR/n7u3DkhBa2pqWHTpk1UVFSISaKVlRVNTU08ffoUa2trKisr6e/vZ+rUqZw7d46AgAD6+vo4efIkI0aMICwsjHnz5pGZmUl/fz/z5s3Dw8ODO3fukJ+fT2lpKRKJhJEjR4p09e7ubpSUlBg5ciTjxo0jNTWVyspKysrKKC0tRUVFhQkTJvzt7/2vDh8//PADixcv/h+zpq6uLtOmTePbb7/lxx9//EfXU1VVZevWrWI8/fDhw/8hayxevJgrV66QlpZGZWUlampq5OXlUVlZiaenJxYWFqiqqlJeXk5/f78I3rG0tBQGujVr1gi5h4+PD3fv3iUvLw87OzuUlJRISEgQL4y4uDi2bdtGV1eXMLkXFRWhpKTEzZs3uXjxIiNHjiQ8PBxDQ0MqKiqwtLRkwYIF+Pr6smjRon9cg3+zzM3NRZ6Iu7s77u7uhIeHs3r1ak6fPs3y5ctJS0sThseGhgYhJVi5ciWJiYnMnTtXoHULCwsZP368CALq7u7m6tWr6OjosGXLFk6fPi1yQKRSpKGhIWRkZDh69CjwlzG9oaGB6upqBgYGRKLyhQsXCAoKYufOnRw/fhxVVVX2799PSUkJd+/eFdz54VhWVlZ0dnZy8+ZNWlpaWLBgAWVlZdy9e5fly5dz8uRJlJSUWLt2LZ6enqxYsQITExNCQ0PJycnhzz//REVFhYKCArq6uggICOD7778nLCyMX3/9FXV1dRobG6mpqcHMzIyCggI+++wzFi9ejJubG99//70ImiovL6e7uxsVFRUaGho4dOgQYWFhZGdnc/z4cV5//XWuXLmCgYEBz58/p7+/n6GhIRISErh8+TLKysp8+eWXw1I3gOzsbOrq6ggKCmL8+PEisC8lJQU1NTWamppYv3499+7dY9euXVhaWnL79m2WLl3KwoULRUZQT08PPT09uLq6EhAQwPbt29m7dy9RUVH09/fT2tqKrq4uvr6+FBUVsWHDBuTl5VFQUMDX15eamhree+89FBQUyMzMZPfu3SQnJ6OhoUFwcDA6OjrIycnx4sULPv/8czw9Pdm/f7/wNZmamg5bujlAaWkpsrKyJCQkMGrUKEaPHs3GjRsJCwtj165dJCcnY2Jigru7OwoKCty7d49t27bx2Wef8fjxYxEEZ2BgQEVFBYWFhZw7d44RI0Zw9epVOjo6WLBgAdra2vz5558cPHgQExMTBgYGUFZWpqSkhJ6eHmGMHjlyJAsXLuTo0aMsX76cM2fOCAzv/fv3+fnnn1m+fDm+vr58++23YlPm4+MzbMQm+GsDIcXfdnZ28sknnwhy0DfffENHRwdJSUncvn2b1NRUZGVleffdd8nOzgZgw4YN+Pj4UFZWRlpaGpqamjg5OXHs2DGBdW9vbycrK4vOzk6uX79OaGgoZWVlaGtrExkZSUNDA4ODg0JeOGPGDBISEigqKkJGRgY9PT1cXV05evQocXFxnD9/nrCwMPbs2UNNTQ0qKioCBbp27Vo8PDz+87o1NDRw5MgRIa0wMDBAWVmZ7u5uLl++LFDecXFxPHnyhMmTJzN//nzGjh2Lj48PS5cuxdbWVigSXF1dWbNmDWPHjmXq1Kl4enqKhHQXFxdOnDjB3Llz2bdvHz/99BP9/f3k5OSQkpJCS0sL8vLy7Nq1i3Xr1qGrq4uuri79/f3IyclhZGTEypUrqaioYO7cuSLQ1tbWlurqal577bVh87XdvHkTExMTOjo6gL/gJCNHjuTXX39lzZo1uLu7Y2JiwokTJ8jNzcXIyIj333+fkydPCrlofX09aWlpdHR0CGMz/LVvksqzXF1dkZOTo7CwEA8PD4aGhrC1teXLL7/kxYsXqKqqcuLECd5//30uXLjAlStXuHz5MikpKZSWlqKnp4eFhQU1NTXo6+vT0NBAbW0tMjIyBAYG4u/vz/Hjx3nttdeGzfdx584dMjIyMDY2JjAwUFDOWltbOXz4MIGBgbi4uBAVFcWVK1cE7lyaoaOpqUl2drY4ENfV1fHtt9+ir6+Puro627dvp6CgQDT+xowZI7wMEyZMICcnB09PT0pKSvjxxx+pqKggMzOT06dPs3XrVkaMGMGIESMYOXIkg4ODBAYGoqKiwoYNG1i+fDk+Pj4oKiqSnJxMWlqaSAT/r5dUVWFlZYWqqirXrl1j0aJFdHR0MGnSJBwdHQkPDyc9PV0oL6TZQgcOHCA3N1fk43V0dFBaWsrRo0cJDw/n/v37HDhwAG9vbwoKClixYgXPnj0jNjYWS0tLuru7WbduHTY2NixcuJDp06ejr6+Pvb09V65cEYj6vr4+enp6aGpqEjkuCgoKjB07lt9++w0ZGRn8/Py4f/8+77zzzt/63v/q8GFoaMiWLVvYt2/f//xzRUVF4uLi/vH1RowYQXR0NMrKysIsuXjxYnx9fXnrrbcET9zS0hIFBQXS09OFkWjZsmW0trYyNDREd3c3RkZGGBoakp+fz3vvvcf48eM5efIkgEgzfv3118nKyuLatWtERUWhq6uLlpYWfn5+qKmpoa6ujqWlJfPnz8fLywszMzMUFRXp6upi06ZN4nNu3LiR+vp66urqCA8P59dff2XUqFHCGP9fr66uLhITE/H19SU3N5ejR49SX1+Ps7MzGhoavPXWW9jY2DBv3jwkEglnz54lLi5O3PA1NTWcPHmS1atXc/nyZbq6uti1axeBgYHo6+uTlZXFxIkT6evrEyP7tWvXsmTJEpycnKiursbCwoKgoCDc3Ny4desWJiYm3Lx5k19++QUTExOePHnCyZMniY+Px9/fn66uLq5cuUJycjJjx47FxcWFkJAQvL29h412tXHjRvLz86mvrxdSgbi4ON544w2uXLlCfHy8MMdLcXzBwcHo6urS2NiIubk5dXV1vPHGGyK5uqioSDD19fT0GDFiBG5ubigoKJCUlMSff/6Jh4eH6EZKpV7W1tYYGhqSkZHB9u3bWbp0KQMDA3h6egpN/0cffYSenp64R8rKyoiPj6euro4vv/ySESNGDBthzdPTkz179qCioiIO5q2trSxZsoSDBw/i5eUlZAQGBgZCNnD16lU6OzvR1dVFQUEBiURCXFwcP/30E++++y4//PADK1euRFtbm9bWVoqLi+np6REvstraWt555x3Cw8NpampCX18fPz8/PvnkE/bt20dLSwsrVqxg5MiR9PT00NLSQktLC8uXL2fDhg0cO3ZMJIGfOnWK77//njFjxrBly5Zhqdt3332HkZER06ZNo7e3lydPnnDx4kUaGxvx9/cnMjKSqKgoMfKWjsT37t2LoaEhCxYs4MyZM4wePZoFCxZQX18vQro2bNiAsrIyzc3N6OjoCJ23lZUVH3/8Mffu3ePVq1c0NTVRVVVFXl4en332GaGhoSJNeNq0acLkb2FhISAatra2PHnyhLS0NPT19cXfe7iCBgMDA0Xmw6NHjzh79iwHDx5ky5YtXLt2TYQtqqmpoaqqSmlpKatXryY7O5vGxkZ27txJV1cXTk5OhIaGiiDKjz76iI8//pjFixfT1tbG/PnzWbp0KdXV1WRlZWFtbc1HH33E0NCQ+C25uLiwc+dOwsLCmDt3Lrt37+bu3bv/MwE4duwYqampFBQU4OjoyPbt23FychITuOGq22+//UZQUBB6enqkp6dTUVGBlZUVOjo6BAUFcfz4cRoaGvD19cXOzo60tDRiYmK4fPkyv/32G/Hx8SI5PjMzk9TUVK5duwbAsWPHKCoqYmhoiNu3bwuZ2/bt22lpaWH8+PEoKCgIX42NjQ1r164VHep79+7R3t7OggULmDdvHtXV1QQEBPDNN99w/fp1cnJyiI+PR1NTExcXF3bt2oWpqamQZv2Xq7m5mczMTBwdHfHw8CAmJobt27dz8+ZNZs+ejZqaGq9evUJHR4d33nkHc3NzDh06xNq1azExMWHmzJnIysqyaNEiIUPq6OhASUmJgwcPMnPmTEGGfPXqFR0dHfz22298+OGH/P7778Ln4unpyYcffoi+vj61tbWcPHmS+/fv8+abb+Lg4MDLly8ZGBhg/fr1HD9+XPgk/k+PjKKiIk+fPh2239zdu3fJzMzEzc0NW1tb/P392bt3Ly4uLvT19VFUVMStW7fIzs7GzMwMVVVVfH19+fDDD5k2bRqdnZ3U19fj6+uLu7s7jx8/5rXXXmPFihWEh4dTVlbGqVOnkJeXZ+7cuWhqarJ8+XJevHiBo6MjFhYWvHr1Cnl5eRYsWMCuXbswNDRkaGhI5JGdPXuWH374ATc3N0JDQ1m5ciWXLl2irKyMFy9eEBISgpqaGk+fPmXJkiXDUrdZs2bh6ekp7rWsrCxBlTx06BB+fn5icqioqEhjYyMVFRW0tLSwfv16Xn/9daZOnUpBQQGtra24uLiwbt06nj9/Tm9vLytWrKC5uZnAwECcnZ3F802a4fT222+LsOTs7GxSU1P57bffhGfIzc0NX19flJWVycnJ4eTJkwLgsWXLFr7++msh4/Xx8fnb3/tfHT6MjIwA/oe93d/fLzrG/3SlpqaSn5+PgoKCeEECzJs3j5KSEpYvX05gYCAdHR0YGRmhr6/Pli1bqK2t5ddff0UikaCjo4O3tzfm5uYcOHCAuXPncv/+fX799Ve+/PJL5OXlGRoaEsmaM2fOZMOGDXz88ccMDAyI5FHpZzh06BCXLl0iNjaWK1eu4OHhwZIlS2hqamLPnj388MMPvPPOO4SGhuLr60tfXx+FhYWMHDmSV69e/Zuy/uO1dOlSgd/LzMwEwMLCgiNHjvDee++xevVqWltbkZOTE8FTCgoKrF+/HhUVFWpra7lz5w5aWlpUVlby9OlTkpKS8PDw4MiRI6SmpjJ79mw0NTU5e/Ys5eXlGBoaig1RTk4OGRkZpKSkCDOrlZWV0PdWVVXh6uqKl5cXpaWlNDY28ujRI3p7ezEyMsLU1BQTExMaGhrYu3cvvb297Nmz5z+vW2VlpUCypqamcuHCBXR1dQkMDGTRokUifPHVq1f09vZibm7OwMAA169fJyMjA2tra8zMzMS0or6+nq+++oovv/ySoqIiVq9ezYULF2hra+ONN96gq6uLZcuWoaamhre3NwoKCowaNYr58+fj4eGBrq4u3t7eyMvLk5+fT1dXlyC9mJqasm/fPnbt2sWDBw8YO3YsFhYWAo1pbGwsvDvDsX744QdBgrG1tWXz5s3Iy8sLk+2NGzdoamrCzc0NOzs70UENDw9HVlaW2NhY2tvbGTduHE5OTsyaNQtbW1uOHj3K1atXSUxMRFtbm+7ubvLy8ujt7eXs2bP8/vvvNDQ0MHPmTNEVS0pKEjryN998k5s3b1JXV4eenh5KSkqYmpoydepUvvnmG06cOMHq1atxdnbm7bffZsmSJfT29g7LhgbAz88PVVVVYmNjSUxMRElJCR8fH16+fEloaCj29vZMmTJFQA8sLS25fv06r7/+Op999hnl5eUik+L69esoKyuzZMkSnJ2d2bp1K/Hx8YLpnpGRwdatW3n8+DFr1qxh/vz5rFy5kpcvXwoKXn9/v8imUVZWxtHRUXS8TExMePjwIf7+/iQnJzN//nyio6NRV1fH1dWVlJSUYakZ/IVuDwsL4/Tp01RWVvLee+8J86W8vDxHjx6lpaVFhOR1dnZSVVXF9u3bhdmyoaEBAwMDQQ9bvnw51dXVbNq0iXPnzgF/eRjXrFmDhYUFn3/+OXv27BHIV2NjY2pqajh9+jRDQ0PExcUxe/ZsWlpasLS0pKCggEuXLtHV1YW1tTXvv/8+y5cvx8vLCw0NDQYHB8WzIjIykvnz5//ndQsLCxNeRilSeuPGjdy4cQNnZ2fS0tJoamoiPT2d0tJSdHR0OH36NDt27BBENKlB3cTEhLy8PLy8vDAwMODatWsiybq8vJykpCTS0tLo7e3FwcGBFStW4OzsTFxcHM3Nzbi7u7N9+3YSExP5+OOPCQoKorS0lMzMTEpKSuju7iYkJITly5cjJydHY2MjDg4OeHp6MnbsWCwtLYmLixsWkIusrCzffPMNo0ePJjc3l87OTj777DPa2tro6+tj5syZSCQS8vPzUVZWJiQkRNAHfXx8eO+993jrrbeEKmH58uXs37+ftWvXoqamJjIV5OXlGTlyJK+//jp5eXlCxmpjY4OOjg6jR49GS0uL69evo66uzldffSWUIdLcmMbGRgoKCvDx8aGxsZHLly9TV1cnJktxcXG8//77wwaIMDIyoqWlhTlz5jBixAiuX7+Oj48Pra2tPH36FFtbW7y9vdHQ0KCmpobOzk5Onz7NL7/8QltbGyYmJrS3t5OSkkJOTg6amppMnTqV8vJy9u/fT0ZGBlZWVgwODvLBBx9gZmZGeno6ubm5hIWFceHCBcrKytDU1MTKygoNDQ3+/PNPCgoKkJOTw8bGhpUrV9LT04Ouri6nT5/mxYsXBAYGYmNjQ0lJCQ0NDbS1tbFy5cphqRnAmTNnWL16tQiSVFZW5sCBAwQGBrJkyRISEhKorKwkJSUFfX193nzzTRobGykpKUFfX5/MzEzKy8sZGBjA3Nyczs5O/vzzT0JDQzExMcHPz48XL16Qn5+PsbExCgoKotk7a9Ys9u/fj7m5ORkZGbi6urJs2TJevnzJN998Q35+PhkZGVRVVWFra4uVlRWPHz9m3LhxZGRkEBsby7179xgaGsLX15fZs2eLqeH/0/pXh49x48bx/fffU19fz9OnTyksLOT69eu8evVK6Lb/ySooKODx48eUlJRgbGxMZ2cn3333HVZWVty9e5eSkhJaW1uF0ffy5cs4OTnR39/Pa6+9xvXr1ykrK6Ouro6Ojg4RtCUN5ImIiBDdQA0NDRoaGkSmR1NTk+j+RUdHo6enR2hoKO3t7VhYWNDV1cXcuXPx9vamo6OD77//nu7ubkEQkN4Q9vb2jB49mn379rF58+Z/U9Z/vKQULilm2NLSUmysbWxsGBgYQEFBgZSUFOLi4vD09BRa1ps3b4rQweLiYnR0dPD19WVwcBBra2ssLS1RUlIiPz+ftrY2QXw5cuQIr732Gp6enrx48YKXL1+ioKDA9OnT+eOPP7h16xYPHjwQL+309HRaWlqwtramsLCQgYEBTExM0NfXJyIiggsXLqCpqYmFhQUqKirDUjcputXIyIjOzk46OjpYu3YtqqqqfP7555iYmODm5kZwcDDt7e3U1dWhoqIiAiYBETBVVFREeno6ioqK5Ofn4+7ujoyMDF5eXmKCNnXqVHp7e7l+/To6Ojq8fPmS9vZ2qqqqaGlpQUlJiQ8//JA//viDMWPGcP/+fWG6VFRUJD09nSVLloiudVJSkjBPV1RUUF5ejrm5+bDULi0tDR8fH6ZOnYqsrCynT58mJyeHrq4uQdeZM2eOoKAFBATw9OlT0T1ZsWIF7e3tGBsbi3RqqaQiMjISX19fysvLBYnK1taWoaEhMjMzefPNN0XHX09Pj/Hjx3Pz5k1+/PFHvv32WxYtWiRQhV1dXbS1tVFUVMS0adNYvXo1165dIzY2lra2NiQSidjsDMeytLSkuroaU1NTnJ2dRfpwRUUFR48eRUNDQ3RIu7u7KSgowNbWVmhpTU1NqaysZMSIEQQGBmJhYUFOTg7l5eWClGNqaoqdnR22trZs2bKF3NxcvvnmG9avXy/CHOXl5SkqKsLb25upU6fy8uVLlJSUcHd3Jysri6ioKIaGhpg1axYKCgr8+uuvwqje2NhIenr6sJmmAaZOnYqSkhISiYT+/n5x37S2tmJmZsb06dMpKioSmxkvLy9KSkooLCzkwIEDhIeHi813VlYWVVVVyMrKkpmZSVlZGXPnzqWzs5MnT54In1V5eTmWlpb4+vry66+/IicnR19fH2VlZRgYGKCnp8fLly9RV1dHQUGBCRMmICcnx2+//YaOjo7wlCxcuJCcnBwiIyNpa2sTGOThWDk5OeLZoaGhgZeXF8eOHaOwsJC2tjaRr+Tt7U1/fz+PHj3iyJEj6OvrExQUJLrl0o2sjY0NXV1d2NjYsHnzZnx8fPD09KStrQ1tbW2WLFlCTU0N1dXVPHz4EBkZGRQVFamvr+fSpUuMHz+eDz74QGz+BgcHaW1tFXCFlpYWNDU1/2eSrKWlhZ2dHSYmJly7do0PPvjgP6+bnp4eampqXL9+nerqajGdV1VVZezYsUyYMIHBwUHi4uIEWS8hIYHw8HD++OMPPD09BRkrIiKC7u5uUlNTycrKYuXKlXh7e5Ofny9kn0+ePMHb21vkfpSXl+Pq6kpXVxcHDhxg/fr1GBkZsX37dl68eMF7772Hr68v2dnZqKio8OTJEyorK+nt7UVHRwdnZ2eRdp2Tk8P+/fuHDRlrbW1Na2sr0dHRvHr1ClNTU5KSkpg8eTKnTp1CUVERJycnAYDw8/Pjww8/JCcnh5iYGNTU1Hj99dfF71HqoV2xYoXw+uXk5AiaZnx8PHl5eWzYsAFDQ0PWrl1LZGQknZ2donGtpaVFe3s7CgoKWFpaUlxcLCSVFhYW/PHHH7z//vuYm5sLctOIESOGxXsqXR4eHujp6ZGUlISysrIAidTU1JCQkCBonGVlZWRmZnLo0CEcHR3Jzc0Vcj0bGxvi4+MpLS1l4cKF3Lt3j5KSEkaMGIGMjIwI7XV3d6evr4/S0lIBWTp37pzYBykqKqKkpER2djYDAwNs3ryZsrIyIbE3MzPD2dkZiUTCmjVrkEgktLS00NHRIeiVf3f9q8NHcHAwhoaGHDp0iE8//ZSenh4cHBz46aefmDx58j++Xk5ODmVlZTQ1NTFq1CgmT56Mq6srNTU1wpNRWFgoNh6pqaloa2tjaGj4PweBnp4ehoaGcHFxQV1d/X/0j8XFxWLT0t7eTn5+PpMnT2bZsmVcunSJjo4OgZ0tLy9n8uTJVFdX09LSQmhoKJaWlkRHR1NQUICfnx+jR49mcHCQzMxMEhMT8fDwwN7enn379lFRUYGuru6/Ke0/WlIknKqqqkD89vb2Ul1dja2tLQcPHkQikVBaWkppaSmWlpbMnTuXmJgY+vv7ycjIwNLSkv7+fl6+fImysjJTp07l4MGDbN68Wejm1dTUUFNTw9LSko6ODuLj43FwcKC8vBxZWVmMjIxE93Tu3Lk8efIEDQ0NRo4cyaNHj0hISEBeXh43Nzd8fHywsrKivLwcU1NTOjs7SU5Oxt/fX2De/uslDburqKigtbUVQ0ND7t+/j729vaBWPXnyBCcnJ9TV1Xn58iWtra24ubmxfPlyoqOj6ezsFJ0SOzs7cnNzhUxFT0+PUaNGUVVVRWJiIlZWVujr61NdXU1RURFBQUEiiVRTU5OXL1/yww8/MH78eCQSCa9evRK6fqm3xNramubmZjw8POju7iYuLg6JRIKjoyOlpaXDdvhwcnISL7nBwUGKi4vp6OggKCiItLQ07O3tqa2tpaSkhJaWFmRkZIiMjGTNmjUimM3JyYnm5mYiIyPx9PREU1OTESNGYG1tTVdXF2VlZRQWFqKuro66ujq//fYb9fX1Am+ZkJDAwMAAAQEBpKamClTsqFGjKCgooKysDCMjIwICAigsLCQ4OJiMjAzy8vKor6/HwMAAb29vOjs70dTUHJa6JSUlMWrUKCE98/LyIiYmhjFjxgiUrL6+PpWVlSQnJ9PY2IipqSlvv/02oaGhqKmpCaJLc3Mz5eXlmJmZYWBgILxcg4ODSCQSYQrX1dXl8ePHKCoq0tHRIYyYOTk5+Pj4cPjwYaytrVFRUSEiIgJ5eXmMjY1RVlbm0qVLLFy4kLVr19LT00NgYCDKysrIyckxYsSIYakZIN4DfX19DA0N0d/fT3p6uvBNJCYmMjg4SHd3tzACy8rKUlpaSn5+Prm5uaioqNDf3y+67HFxcWzatIny8nIhk/Tx8cHa2ho1NTUiIyNxdnamv78fW1tbYdb38/MTn6O0tJS2tjamTp3KuHHjKCkpoauri/7+fpydnTE3N8fa2pqrV68SFxeHlpYW3t7ewwY46Ovro6KigqqqKpSUlESmkKampshc0tDQEHREDw8Pgf7OyckRkw8poKCjo4Px48dz8eJFLC0tsbW1RV9fHy0tLVRVVSkpKcHPzw87OzsqKyuRlZVFQ0NDZGFNnDiRoqIiwsPDmTRpElZWVqIWcnJyZGdni5A86aRJmkFTV1c3bBh2bW1turq6sLCwQF5enpqaGoyNjdHW1kZGRoarV6+ip6cHIHyRUpnOzz//zNDQEAUFBWIakpqayuLFi9HU1BSBexUVFcjLy6OqqsrDhw+xsLDAwsKC4uJi6urq8PLyQkZGhuTkZLS1tSktLeX27dtMmTIFHx8fmpubaWpqwsDAgJcvX+Lu7k5+fj4tLS3IycmJlPqgoCAReDscq7S0FGdnZxFaJ5WwlZaWoqamRn19vejM19fXi89oaWkpQmKl9Et7e3sSExOJjY1l6tSptLa20t7eLrKz1NXVMTU1xc3Njblz55Kbm0tWVhY2NjYixDcrKwtFRUVMTU0FOnxgYABVVVWuXr2Kvr6+kFVKcco9PT0iN264VmhoKNHR0UgkEtzc3NDR0cHW1paOjg7c3NxISkqit7eXkpISYSR3cXGhubkZV1dXEVJob29PRUWFkGsrKyuLw4KUImtiYiKkjP39/SKb5dWrVyIbSldXV4QGmpqaYmxsTFNTE0NDQ0K2FRISQn9/P7du3aKqqkqAQKTKkL+z/nXKlrOzM4cPH/7/+OcdHR3/OERJ6h1obW2lt7cXfX19YdBUV1fH3d0dR0dHUlNTSUxMREZGRvzQpME9PT09wq8xODhIe3s7ra2thISEoKGhIbj/gAgJkqYdHz9+HBUVFfz9/VFQUKC/vx8zMzNiYmLIzs5GQ0ODxsZGGhsb8fDwYMSIEaJ7Iz2gaGtrY2pqiqWlJW1tbf+2rP9omZiYiJdhe3s7nZ2dTJkyhYiICAwNDQWesL+/n66uLgoLC8WDfGhoiMrKSmxsbBgaGiIjI4OOjg78/f15+vQpc+bMobS0VMjcpCfiefPm8cEHHwjjkZRV/urVK5ycnBg/fjzt7e0C+6uhoYGGhgZ2dnYYGxvj4uJCdnY2sbGxLFy4EDc3N/r7+6mursbf339Y6qaqqsq4ceO4f/8+5eXl9PT08OjRIxYsWMCcOXMoKysjOztb0Fny8vLo7u6msLCQ9957D1NTUwoKCqitrUVdXZ3x48eTk5ODsbGxQHtKiWplZWUsWbIEExMTXF1dkUgkYlSfkpLC4OAghoaG7Nu3j5kzZxIdHU1zczPt7e00NDTQ399Pd3e3MA2XlpbS29tLQ0MDaWlpovs6XMvW1lbUR15enpaWFtzc3ER4mNQE2dLSQmNjIwMDAwwMDIigOnV1dUEjioiIQFNTU0jRtLS06OvrQ0tLS0jdcnNzqampwcnJiYGBARH4KZVKSidFjo6O1NbWcuXKFTIzM3F2dhbBRwYGBvz444+oqakJss+IESOoqqoatsNHc3OzQL3CX7AIKZc+JCSEW7duoaWlJWrX0dFBWVmZkAg0Njair6+PvLy88JhNmDCB2bNn8+zZM8aPHy/06IODg2KKMmnSJNLS0mhraxOyUukz+pdffmHevHn09vaK36+HhwcaGhqcPXsWV1dXfH196e7uprS0lO7ubjQ0NP5RkNT/7WpvbxcJ2AMDA5SVldHc3CzoOLW1tTQ3N+Ps7Iynpyfy8vIiQLKwsFAQ/6SABz8/P5HyXltbS3h4OAYGBuLwC3Dq1CnMzMxQU1PD3d0dDQ0NEcb17NkzbG1taW5upq6uTni2qqqqcHJyEhui8vJy8vPzqa6uprOzE21tbWxsbGhsbByWuv2fjQEpyczLywtlZWXq6upEGFtRURElJSXo6enh5OREQEAAERERyMrKYmpqSktLC5mZmcLz8tNPP7Fq1SoRJjc0NERISAi1tbUCXWxvb099fT1NTU2oqanh6uoqktKlchAlJSV0dHTQ1NSko6OD9vZ2+vr6kJWVxd3dHVVVVczMzBgaGuLu3bvD1piSSCSi6SlVDUgzUqQ+tK6uLuzt7bGwsBBSM2kD1d7enurqamxsbBg5ciTFxcUsXLiQoqIi2traRFhif38/LS0tQi4jlTxKc2X6+vqwsLAQh4rRo0fzxhtv0NnZSVpaGmVlZWJiGRYWJkI1lZSUyMvLQ0lJCUdHR8aMGUNNTc2w1K6iogJjY2McHBwYGhoSORpJSUnMmTNHhMFKVRQlJSU8ffoUPz8/WlpahBJhaGgIDQ0NJk6cyNDQEJGRkXR3dzMwMEBdXR3t7e0oKysjKysrCFDd3d2cOnUKDw8PDA0NKSkpQVNTE4lEQkVFBcXFxQwMDODi4oKysjLJycmEhYXh4eFBdna22PdZWFigoKBAcXEx9vb2w1K3qqoq0tLSsLS0xNLSEmVlZRHgO23aNK5evUpvby99fX0YGhpib2+PnZ2dMIGnpqaiqqqKtbW1iDSQ7kGlgJGamhqB9Jc2YaRZRNLmen9/P21tbTg6OvLw4UOUlZW5ffs2RkZGdHR0MDAwIMBLY8eO5fHjxyK+wdbWFlNT03/UBP3/ecTv5cuXeeONN/7RfyMNGJKOg69duyZGwnfv3gX+Gr+npqZSVFSEj48PMjIymJubM3v2bE6cOEFfXx/u7u4oKSlRVVWFqakpQ0ND6OjocOjQIV577TVsbW2JiopCIpGIYJWGhgYAdHR0GDlyJP7+/rx8+ZKEhAQiIiLIz88nNjYWLy8vgoKCmD59OkNDQ9y/f59Vq1ahrKyMh4cHcnJyJCUl4erqOmyGcymy0NzcnOvXr3Pq1Cns7Ozw9PRkYGAAe3t7AgMDaWho4PHjx1RUVHD48GHWr1/Pjz/+KDbNKSkpdHR0UF9fT2pqKmFhYcJ8JOVFd3Z20trayty5c8nJySErKwtNTU1GjhwpTsrV1dXcuXOHtrY2DAwMKC0tpbW1FV9fXzZs2MC1a9coLi4WgVNdXV34+vqipKTEnj17mDx5MnV1df953RQVFSkrK0NRUZG+vj6Sk5Px9fXFysqK6dOnc+DAASZOnMizZ894/PgxZmZm2Nvbc+zYMWxtbfHx8SE1NVVMjvT09Kivr8fCwoK0tDSio6NF50TK0re0tEReXh4zMzPR3U9KSqK/v5/ly5fz+++/k5KSwt27d/Hw8MDCwkKkCSsoKDBixAgyMjI4f/48GhoaODs7Y2trS0JCAqtXr/7PayZdtbW1gtHf3d1NVVUV77zzDo2Njbi6upKXl8eUKVNoaWkhPT0dT09PnJ2def78OZMnT6a4uJjq6mpkZGQYGBjgyZMnhIaGUl5eTmpqKhs2bMDFxUVIHu/evcusWbPE9DMjI0OE33V2duLg4EBaWhpTp07l999/JyMjg76+Pl6+fElZWRmzZs2itbUViUQiRvNycnKEh4czNDSEk5PTsNQtODiYV69eMXbsWJFOvnLlSr744guWLFlCZGQk/f39qKurY2NjI2RZWVlZNDQ0IJFImDZtGg4ODiQkJPDy5UsRICiV5UkTZ11cXIiLi8Pb2xtbW1tOnjxJaWkp2traODs7i+BFc3NzmpqaSEhIIDg4mObmZq5du8bYsWOZPn069+7d4+XLl7z99ttCruDi4iKmzcOx4uPjOXXqFIODg+jo6PDixQtGjx6NhYUFUVFRfPPNN1y7dg17e3smTZpEYmIiN27cwM3NjRkzZpCbm4uBgQGysrLY2dmxaNEitLS0ROe1tbVVmDylzaysrCxSUlJYtWoVVVVVyMnJCeBIbW0tq1evxtraGjk5OVpaWsTfTtrR19TU5PTp04KRL/UTSjMkhmOVlZVRVlaGrKws9vb2jBw5kuvXr+Pu7k5kZCTZ2dmsWbNGNDGk3U13d3fk5OQYPXo0bW1twrgsJycnMrZSU1Px8vKirKwMfX19PvroI0pKSpCRkaGpqQlNTU3u378vaixFvR87dozNmzfT29tLa2srzs7O9PX1ieeqv78/Y8eORU5OjilTptDb20tsbCw//PADU6dOHZa6tbW1UV5eTmJiIpWVlairq1NXV4eGhgalpaXs3r0bWVlZZGVl6e7uJisri56eHkaPHs2yZcsYGhoiPj4egKamJpHf8/XXXxMaGoqsrCytra3o6OiIaac0yDAgIIBFixaRl5dHc3MzU6dOJTc3l5CQEIKCgpCRkeHSpUskJSUhIyODiooKXl5e9Pb2kpeXx4cffkhDQwMRERGUlpaybNkyCgoK/nEz+N8uIyMjMjIyhGdNOkXt6+vD398fa2trvvvuO3R0dLC3t2f37t3Ex8dz4cIFsrOzhSS1sbERNTU1du/eTUREBD/99BPTp09n5MiRdHV1oaioiIWFBdu3bycvL094gzw9Peno6CAhIQE5OTnmzJnD48eP+emnn5g0aRK+vr7IyclRVlYmyFeKioocPnwYDw8P8vLyxDTm7t27bNy4cVjqtnfvXiZNmiT8xvb29kRHR4sQVDU1NaytrcWeydLSEh8fH3R0dKivr6ezs1McbPX09Hj+/DmFhYVi0i2VuXV3d5ORkcHz58954403WLx4MVlZWdTX16OiokJQUJCgpyopKaGurs6tW7dwdXVFWVmZ4uJi7ty5w8SJE0lMTKSlpUX4JvPz89HR0WHBggV/+3v/rcPHlClTKCsr+9sX/aeHj6CgIGpqapg3bx7y8vIkJCSwZs0a9u7dS15eHr6+vjx9+pShoSECAgJwdnZmw4YNgg5gYWHB66+/jpycHOfPnycxMZHbt29z//59iouLMTc3Fy9NqTba2dmZyMhIwsLC0NbWxtbWFgMDA3Jzc0WCbWtrKxcvXmTv3r1IJBKhE9TV1UVVVVU8II4cOYKysrLAUubm5nLo0KF/VIN/sxQUFOjq6hLGZF1dXX799VdhAiotLRVhU+vXrxcPvD/++INvvvkGPT09Qadwc3NjaGiIpKQkpk2bRmVlJXp6euTl5ZGamoqJiQnLly9n27Zt4ga9du2aQBcXFhZy9OhRFixYgJmZGTo6OvT09LBgwQIGBgb4/fffeeedd8jJyRGY5vLycsLDw6mtrcXAwIDe3t7/vGYAKSkpREVFMTg4iJWVFe+++y46Ojrs2LEDZWVlkSAuIyPDjBkzWL58udgIb9iwgcTERCHnmTVrFnfu3GH+/PkcOnQIb29vYmNjWbp0KfPmzUNGRobnz59z8OBBBgcHyc/PFxLDkJAQdu7cSXt7O5qamuL3b2Zmxu3bt3n48CHq6up4e3tz+/ZtJBIJJiYmqKmp0dbWRkxMDElJSWzZsoXm5uZhqZ28vDzr16+nvb2d+Ph4YY53dnZm7NixQuvd2dkpwgDnzZvHa6+9xpQpU+js7OTXX39l/PjxbNiwga6uLnbu3MnKlSv59ttvefjwIUVFRcLg5u/vz08//URCQgLfffcdDx8+ZPz48airq7Njxw5cXV0BREfG0dEROTk5dHV1GTFiBAEBATQ0NPDRRx+hqalJd3c37e3taGtrCwTmcKz4+HiRxl1VVcXz58+Jjo5m4sSJHD9+nO7ubsrKyjAxMUEikfDs2TNevHhBSUkJEomEjRs3iiDXnJwcNDQ0mDFjBl9//TXffvstn3zyiXjpqqiosH79ejZu3MjMmTP58ccfiYmJwcXFBWNjY16+fImjoyP37t0jPz9fYLfb2tqwsrJi9OjRvP7666SmprJ27VqOHj2Kn58fXV1dnDp1SsAChmNlZWXh6elJSkoKnZ2dLFmyhJCQEO7fv4+Ojg6ff/45o0aNEvdnfn4+np6e/Prrr3R1dTF//nz09PTEAdTU1JTm5mY0NDTYOF+SLQAA+hZJREFUv38/2traODo6YmJigo6ODvHx8djY2ODv78+ff/7J5MmTkZGR4enTp2RmZrJt2zba29uRl5dn3LhxbN68mXv37tHd3Y2BgQERERHs37+fzZs3c+3aNeHbqampwdzcnKysrGEJftPX1xcBb9XV1URFRVFUVCQCXnt7e9HW1sbLy0t4Ufbv38+OHTvw9fXlt99+o7W1lWXLlvHVV1/R0dHBhQsXOHLkCOfOnWNwcBBdXV3k5ORITEzk6dOnaGpqkpaWxpIlS6iurhYZHY8ePWJwcJBjx45RVlbG/fv3mTNnDoaGhuJ3HhQUxMyZM9mxYwdeXl74+PiQlJTE77//PmxTD/hr71JdXY2qqiqdnZ1kZ2cTEBBAbGwsJSUlPHz4UKC+o6KiePLkCdbW1owYMYJ9+/bx+eefC/WFsbExr732Gl5eXly4cIFt27bx5MkTnJ2d0dPTo6qqipEjR1JVVYWnpyfp6elCwx8YGIiGhgZtbW3cvHmTUaNGUVZWRmhoKGZmZkRERJCXl4ehoSGysrJUVlaSnZ1NQkICsbGxDA0NERUVxcDAwLDl8ujq6jJ37lw6OjpobGxEQ0MDbW1tvvjiC9TU1PD39xfvQIDRo0czZswYEhISxDQDYNSoUdjY2Ah6lnRSd/fuXcaMGYOxsTGPHj1CTk6O6OhoVq9ejbKyMmPGjBGEp6CgII4ePUpubi5Tp07lo48+Ij8/n56eHmRlZSkuLsbGxkZM2zo6OhgzZgy9vb1iojpcy9fXFxcXFwYHB7l37x5bt27F2NiYWbNmCbpXdHS0APVIJBIOHz7MhAkTCA4OJjU1VezhGhoaSEpKYtKkSQQFBTF16lQ2bdqERCIhJSUFFRUVdu3aJZ5pXl5e3Lhxg5ycHEaOHMmSJUtITk7G3Nyc0tJS9uzZQ3p6OqmpqcjIyGBiYsKLFy+ora1FSUmJ/v5+FBUVcXBwYMSIEfzyyy9/25v1tw4fEydOREVF5f9RPyjVgP3Tpauri4eHB4mJiYSHh6OkpMS7774rTMFvv/02P/30E05OTmzYsIHCwkL27NnDzJkz2b59O11dXWRlZTFmzBjGjx/PgwcPuHPnDvfv3ycjIwNvb2+sra1pb29n3bp1+Pj4sG3bNvT09Ojs7GT27Nl4eXlRXV3Njz/+yKeffsrHH3+Mo6MjKSkpfPbZZ9TU1Ajjdk9PD1lZWSxatEg8bOzt7UlOThZoweFYP//8My9evBAG4JMnT9LU1MTs2bMFzUBBQUGE5D179ozTp09jbGzM06dPxYGiqKhIHFqUlZUZOXKkmBRdvXqV7u5uwZR+++23sbe359q1a8yfP19Mm6Qa3lWrVjFv3jwGBwdRUFBg1qxZBAQEiBfhwYMH2bBhA6mpqSJnxdXVlfLycmJiYoaFgX/69GnmzJmDnZ2deMFs3bqV/Px8AgMD+eWXX3B2dqazs1PoxjU1Nfnuu+9ob29n27ZtvP/++2hpaXHjxg1kZGQ4duwYSUlJvHr1ivz8fO7fv09eXh4BAQG88847zJo1i5ycHDEqd3NzQ1VVlQsXLgiJnJQeJd0YvPXWW3h4eNDc3ExbWxtz5szhzp071NbWYm1tzciRI5GRkRk2mR/8JVlMS0tj9uzZ+Pn5kZiYKBLPpcbIc+fOoa2tzcKFC8nMzOTWrVssWLCAs2fPkpiYyKVLlxgcHERdXZ2ioiJcXFzIycnByMiI8ePHY25uTmJiIu3t7URERNDT00NnZyfu7u6EhISgqqpKfX0948aNQ1dXl/Xr1/P111/j7e2Np6cnjx8/JiIiQphdMzMz+eyzz5g3bx4XLlzg0aNHaGpqDhtKEWDbtm2cPXuWiIgIQeQ6cuQItra2vHr1ir6+PtTU1Lh48SIyMjLExMTw008/CYlFTU0NVlZWyMvL4+rqSlhYGMuWLaOnpwdbW1u++uor3n//feTl5amqqmLevHloaGgIHnxcXBx79uyhs7MTfX19VFRUOHv2LFu2bOHChQtiIuzl5YWnpycff/wxHR0d1NXVoa+vj6urK3Z2dpSXl4sMjeFYYWFhnDhxgo6ODmpqati5c6dIMG5sbOTbb79FRkaGZ8+e0d/fz+TJk7lx4waTJ08mKCiIzMxMQkND8ff3R0NDg19//ZUHDx5w48YNXn/9dQHOGBgYYNSoUYwYMYLBwUFGjx7N1q1bmTp1Kvn5+TQ3N7Nu3Try8/OxsrJi69atjBw5Em1tbT755BNsbGyEHCwzMxM5OTmBil2yZAlycnKkpKSI5PX/er311lvIyMjQ2tqKsrIyBgYGFBcXM2XKFKZPn84XX3yBs7Mzzc3N5Ofnk52dzbvvvktYWBg6OjoUFhZiaGhIX18fSUlJZGVlISsry5kzZ2hubmbbtm1YWlqKTbo0++OTTz5h0qRJdHZ2ijDQoKAgDA0NKSoqYsaMGQQEBJCens7Dhw9RUlLi3Llz2NraMmPGDMrKytDT08PGxobFixfz7rvvEhsbS2tr67DU7f79+7i5uWFvby8k1vb29vzxxx/o6OgIolNmZiaGhobcvXuX2NhYRo8eTXZ2NqWlpVy9epXMzEzMzMwICgpCX18fJycnjI2N8fT0ZMOGDTQ0NPDTTz8RGBhIWVkZ48eP58MPP2TLli309vYKr+Hz58+ZNGkSY8aMQVVVlT/++IPc3Fz6+vqwsrJCT09P5CVJJBJqa2sxNjbG3t6e9vZ2kpOTh+3wMX36dB48eMDz58/p6Ohg1KhR7Nixg1GjRmFpacnevXu5ffs2BgYGAle9a9cuTp48yaVLlzh//jwnTpwQnfazZ8+KcM/FixezcOFCamtrSUlJoauri4MHD3L06FGioqKIi4vD2NiYhoYGTE1NUVRU5N69e2zfvp2SkhKSk5OJjIwUYIqioiLGjx/PvHnziIiIICEhAQ8PDywtLSkpKSEmJmZYagZ/AZxu3rxJZmYm3d3dBAUFERYWhrm5Od999x2VlZXCn+jl5cW0adN45513RFadRCJBRkaGe/fukZ2dzbhx4/jpp58IDw9n7ty53Lt3D19fX9555x3a29vZuHEjX375pZDAmZiYEBAQQFFRERMmTOCjjz4iJCSE77//nnXr1rFs2TIGBwfJysoS9Lt9+/Yxbtw4VqxYgYeHh8hOu3jx4t/+3jJDUiPE/5eVmZmJg4MDioqK/48XzM7OxsXF5W/9zyUSCTk5Ofzyyy8CjSsjI8N7771HVFQUS5cuRSKRMGfOHFavXo2rqysdHR20tbVhaGgoglT8/f3x8/OjqKiI+Ph4TE1Nhd6xoKCAyMhIbG1tCQgIQEZGhgMHDpCdnc2+ffuYPXs2x44dIysrS0w26uvr+fTTT3n27Bnff/89Hh4eeHp64uHhQWhoKCUlJSgoKGBnZ0dSUhLy8vJ0dHTQ3NwsNgjwly/mvzAuSevW0dHB6dOnRTjf77//TlVVFQ4ODiQnJ7Nt2zZyc3NJTk5GV1eX1157jbq6OhwdHZGRkcHDwwNzc3OUlJRoaWmhqKgIWVlZ7t27h6KiIikpKYIGZmBgIGpXWVlJfn4+5ubm6Ovr8+TJE3bs2IGmpiZhYWGMGzeOPXv2oK+vz2uvvYa1tTV//PEHSkpKfPvtt5SWltLU1MSBAweIjo7G1NSUBQsWkJCQwAcffPCf103qMTp9+jQ3b95EXl6e0aNHM27cOOTk5MRLW2q2zMjI4NNPP2XHjh2cP3+enp4e6uvriYqKoqmpiY8++ohNmzaxcOFClJSU+PPPPwW17cWLFxgaGpKZmSlSRXfv3o1EImHJkiW89dZbPH78mA0bNrB9+3bxWS5dukR8fDz79+8nMzOThQsXEhgYyKeffio2gfHx8aSkpNDe3s6+ffv+s7r9n7WTZmr4+flRV1fHkydP+PTTTykqKuLDDz9kz5494lBUWVlJaWkpx44d46OPPuKDDz5gzZo1tLW1oaamRmNjI3l5eaxZswYTExMaGxtpb28X+QJnzpzh0aNH6OjosHnzZg4fPsz+/fsJDAwkPDycXbt2sXXrVpYvX05/fz937tzh5s2bGBgYYGtry4ULFxgaGiI0NFQQjczMzJgyZQouLi4kJyfj7e09LHVbu3atABLMnDmTRYsW8fTpU3Jycpg2bRoWFhYkJCRw4sQJhoaG+Pbbb8nKyiI3N5e3336bhoYGdu7cyb179/Dx8eH8+fN89tlnZGRk8P333+Pm5kZMTAwPHjygsLAQBQUFfvjhB86cOcPy5csZGBjg0qVLREdHY2Njw6effsqvv/7K3r17SUhI4ObNmyQkJFBeXk5fXx+TJk3i/fffJyEhgTFjxqCtrU1JSQkFBQUCkT0cdauqquLy5cvIyclhZWVFT08Pf/zxB1988QUKCgqEhISwbds2VFVV0dDQ4NixY6iqqrJu3Trmzp0LwMGDB8XhfeLEiXz//fds3bqVhoYGOjs72bt3L+Hh4cKMqqmpKUJZJ06cSFZWFhKJhKCgIM6cOUNNTQ3FxcXs3LmTWbNmYW1tzbNnzzh8+DD29vaYmZmhpKTEqlWr2L9/PwoKCixbtkz8fb7//vv//Bn3+PFjoqKiBIVOS0uL/Px8gaNuamrC2tqae/fukZGRwbx58/D09OTUqVOcO3dO3OM1NTX09/ezf/9+bt++jZOTE87Ozjx79oz09HS6urpwdnZm/vz5tLa2cunSJW7fvs2CBQvIzMwkLy8PZ2dnysvLefvttzl+/Di7d+9m9+7dVFVVoaurS3l5OV9//TXJycmcOnUKiUTCihUrkJOTIy8vjyVLllBfX09wcPB/XrctW7ZQXl6Og4MDwcHBuLi4cOvWLd566y1MTU1ZvHgxnp6e6Ojo0Nrairq6Op988omQQ5aUlHD8+HGampqws7NDR0eHyZMnc/fuXaqqqigqKuKNN95ASUmJ06dPMzg4yCeffEJBQQHl5eUCbqCvry8OzNu3b2fJkiWMHz+eZ8+e8eTJEzQ1NXnjjTc4ePAg1dXV7N69m4GBAZFqbmpqSlpaGseOHWPLli3Dcq9Kp/I//vijSK23tLQUE+25c+cyc+ZMFBQUiI+P5/Hjx4SEhDB+/HiuXr1KRkYG1dXVaGpqEhQUxIIFCwgPD6e7u5uUlBQWLlwo6Jrz58/HwsKC3NxckbeioaGBnp4eOjo6qKurY2xsjKWlJdra2hgbG/PkyROUlZWxsLCgsbERbW1t1NTUOHv2rEgGV1RUFCnqn3766bDU7eXLlxw9elQcuAMDA8nMzOTevXvExcXx7rvvYmVlha6uLm1tbdy/f5+dO3fS19fHqVOnxFRbKkeVQoYyMzN58eIFUVFRYr9qYGBAVlYWzc3NzJ49G1tbW2xtbWlvb0dOTg5ra2vS0tJwc3OjpqaGn3/+GVtbW+bPn4/s/4u3/wyvulob7tGR3pOV3nvvvZMQSiD0jiBdENsGURQVVETFDooIIkqxUKT3TgIhIT0khPTeV3rv7XzwWvM8+/yf95y9fY+ZXxTwWrLurDV/c95lDHl53nvvPXx9fSkoKGDSpEkYGBiITqGRkRFMTExYtGjRfxS3/+jy8X8K3IMHD6ivr8fQ0JCAgADMzMz+VvC/+eYbli1bRktLi+ix/fXXXzl9+jR79uwR1lrZ0K2MsHTt2jXS0tLw8vJi5syZlJaWkpiYSFBQEHp6elhZWbF69Wq++uor9PT0qKiooLCwkNzcXBoaGti2bRuhoaG0traioKDAs2fP+PHHH2lqauLQoUMkJibi5eXFH3/8gVQqFXjK7u5u8vLy+PPPPwkODkYqleLv74+3tzcffvihmEH5pzfKmpoarl27hpWVFW1tbaSlpQlm9tDQEG5ubpw9exY9PT2RXf7ggw+wtbUVHxB7e3tycnKIj49HXV2dI0eOCEv5s2fPCAsLE5hh2XxBQEAA27dvFyjdhoYGXF1dKSgoYNmyZUgkEhoaGsRmoqCgIMQ3v/zyC/b29sBfczYtLS0CjSdDsv7TcVNXV+f+/ftIJBLU1NQoLS1FXl6ekJAQcfDbtGkTurq6lJSU0N7eTmlpKc7OztTU1ODm5iZaKubNmycY+NevX+fUqVO89dZb5OXlkZSUhJqaGnPmzKGjo4PLly+LkvycOXMIDQ1lYGAAAwMDJk6cyIULFxgeHqa3t5eHDx+KTGFMTAw2NjbY2tqiqKjI/Pnzsba2prS0lHv37iEvL8/Ro0fHZaPs6upCTU0NY2Nj0VaVk5ODoqIi6enpeHh4iLkFgKtXr/LTTz+xZ88ejh8/TmBgIAkJCWhqahIeHi5IRG+88QazZs3C2dlZkMVWr15NX18fFy9e5OTJk6irq7NixQpcXFzQ0tJCRUWFgYEBFBQUWLBgASdPnuTIkSPCXqurq8vEiROZMmUKN2/eZNWqVZSUlDBnzhxeeuklxsbGUFJSGpe45ebmYmZmho6ODv39/WIA3dnZmcLCQr755husra1RVlYWNLbi4mLef/992tvbiY+Pp62tTfw9y8rK2Lx5M7/99hsXLlxgwYIF4ntVUVFBamoqZ86cobm5mdbWViFntLS0xM7OjpSUFLKzs4ULori4mJCQEJycnDhx4gSBgYHC6RMREYGZmZmoAsbExDB79uxxidv9+/dJTk4WSOaOjg7Cw8M5efKkGJTU19ens7OT5ORkLl26RHt7O9HR0VRXVzNjxgzc3d15/PgxJ0+eREFBgV9++YWkpCS++OILNDU1xSEpISGBR48e0d7ezpIlS1i8eLEYmpWhzG/dukVoaCgPHjwgKChIzEE4OztTUVGBt7c3g4OD/Pnnn0yYMIHvv/+e0tJSXFxc6OrqYuvWrejp6Y3Ls8He3p5Dhw5RV1fH4sWLSUlJoaysjLCwMMrLywkODqatrU3gWnft2sXIyAgHDx5k5cqVgjDU1NQkZmkAdu3a9W9o9oqKCgICAjAyMhJ+om+++Yaenh5CQkIICgqiu7ubu3fvkpmZSWhoqEjQyZa1tTVhYWEcOXIEBwcHbt++TUlJCZGRkXz88cecOHFiXC4fCgoKKCgoUFJSQkZGhhg437JlCxkZGcyfP1/4I65cuYK6ujp2dnZYWlpiY2PDL7/8woYNG6iurubs2bP4+vrS39+PvLw8CxYs4MSJE0RFRdHW1sa+ffvQ0tLiX//6F7dv30ZDQ4OioiIWLlyIqakpFy9eZOXKlXh4eHDp0iXWrVtHc3Mz/f39tLa2Ehsby9DQEL6+vri6uvLFF18QFBTEhAkTBE7a09NT0An/6e9qeno6o6OjVFZWUl9fL/a5Xbt2cebMGUZHR4mJiSEjI4PHjx8TEBDAggULKCkpQU5Ojvj4eOrr6/H392fu3Lloa2vz8ssvs3btWrKysli8eLHAwaqqqvLBBx+QlZWFt7e3ALtkZGSQn5+Pq6sraWlpXLlyhYMHD2Jvby/IlpqamiQnJ5Oens69e/fYuHEjHh4eeHp6kpKSwq+//oq3tzefffbZuF0+nJ2dOX78OO3t7WzevFnAQw4dOiSk3k5OTiQlJbFv3z7huEtLS6OtrU04eRQVFbl8+TJRUVEoKSlx8uRJwsLC8Pf3x8TERCRWP/vsM4yMjPDz8xNyRYlEwpEjR1BTU+Orr76ioKCAffv20dnZyZo1a5gwYQJHjx7l8OHDPP/884SFhXH48GFWrVqFrq4umZmZREZGoq+v/x/F7W8NnD958oRXX31VvGlFRUV6enpYunQp77777n9N3+nt7eWHH35g6tSpjI6OEh8fzxtvvEFeXh4KCgpoamrS0NBAf38/zc3NSCQSzp07R2RkJDdu3MDe3l4w2l9++WXhDaiurubTTz/F1NSU+vp6MjIyKCkpYcWKFSQkJJCcnIyNjQ1Pnz7Fzc2N8PBwenp6ePvttzl9+rQYKs7OzkZDQ4OamhpOnjzJli1b6O/vZ9KkSVhZWWFpaYmGhoZA7NXV1Ym/wz+5HBwceOmll0RbTlRUlLByZ2ZmYm9vL/jhqampODg48K9//Yv79+9z6tQp3nvvPX766ScxuBoZGcnjx48FyUBWvtXV1aW1tRVnZ2dOnjyJoaEhVlZWFBQUiPaZ7OxsmpubiYmJ4eLFi0RGRlJdXS0wqrJSdU5ODhUVFUJIKPuAxsXFERoaOi4oygsXLuDr6yswdUVFRejr6+Po6EhWVhZTp04V2RapVIpEIiEpKYm5c+fS1NTEmTNnKCwspL6+Xjhl5OTkmDJlCsePH+f06dMMDQ3R3d2NlpYWNjY2PHv2jE2bNqGjo8OdO3cwNzdHQUGBp0+f4u3tzZ49e7h48SKbN28mOTmZwcFBzMzMUFNTo7Ozk08++YRZs2Zx5coVrly5grW1NV5eXnz55ZdCMDkeS+YgmTZtGsbGxmRnZ3Pjxg26urrw9PQkPj6e0dFRFBUVBTlm1qxZKCgosHTpUtra2pgyZQp1dXXiIWFkZERCQgLd3d14eXkhLy9PVVUVe/bswcLCAqlUSkhIiEDnyjLvJSUlPH78mMbGRiZOnMjly5fFcK2zszOtra3s2LEDRUVF5OXl2bFjh5BVpaWlCYTjeCwZ/Q2go6OD4uJirl27xs6dO0XCw8TEBFtbWwwMDFBVVWXKlCl88cUXeHp6kpOTI0hAurq65OXlUVVVRUJCAsuXLxeDgvb29ujo6FBUVMS5c+coLy9HUVERNzc3Hj58yKNHj1BSUsLc3Jw//viDw4cPCyGmnp4eoaGhaGhokJ2dzdmzZ1FXV6empgYPDw9CQ0ORSCTjsrfJloGBAVOnTiU/Px95eXliYmIoLCxkZGSE48ePo6enx5QpU2hqahK+nm3btqGqqkpiYiJz587l4sWL5OXlYWVlhZubG1KplPj4eIyMjIiIiMDPzw9tbW06OzsZHBzEyMiIGTNmIJFIyMrKwtLSEoDY2FiMjY1FdvbMmTMoKysL146HhwcffPABy5YtIyIigkOHDlFaWkpgYCBLlixhaGiIq1evsmbNmn88bgkJCcJh09fXJ9oz0tPTxSFFU1NTVLbd3Nw4cuQIgYGBODk5cebMGcLDwwkMDKS8vJyLFy+io6NDXV0dJSUlzJ07F4lEQktLC1VVVcTGxrJ69Wp++eUX5s6dS3l5Oc3NzTQ0NPDo0SPMzc1FK5zMSj80NERhYSHq6ur09vaSk5MjZh20tLS4ffs2lZWVtLW1cefOHSZOnPiPx62srIyEhAS8vb0xNDQUiakzZ84QFBTE3bt3xTzZmjVryM3NJSYmhr1794p2v8ePH1NYWCjeU3R0NBkZGfT19TE2NkZnZydWVla8+OKLtLS0MG3aNI4dO0ZQUBDa2to8ePAAY2Nj7O3tkZOTo6WlBTk5OYaHh3nw4AENDQ0MDAzw8OFDJBIJ0dHRFBQUsGjRIuTk5GhqaqKzs5PExEQWLlwooDr/9HJwcOD69euCIDk8PIy6ujpPnz4VXReyg6mqqirGxsZYWFiQmJjI7NmzycrKorq6mvz8fPT19YmIiEBZWZnS0lIxAF1cXIycnBzW1tZIpVL09PSYM2cOdXV1qKmpYWRkRHV1NUVFRSxevJi3336byspKQSeVJR9dXFzQ0NCgra0Ne3t7PD09GRwcpLq6mr6+vnFRJchWcnIyjx49wsfHBxsbG4qLi7lw4QIrVqxgZGSE5cuXc+3aNUxNTcXZOjQ0lL1799LY2EhzczNr1qwRlcbQ0FC6u7u5f/8+SkpKhIeHo6ysTGVlJY2NjUJWmJ+fT39/P729vVy6dAkrKysWLVpEX18fH374IcPDw0ilUsLDw3n27Bn37t1DUVFRiDALCgrQ1NQkKysLBwcHJBIJt27dYsWKFf/R+/5bl48PP/wQc3Nzfv/9d8F8b21t5eeff+azzz5j586d/9XryTJKDQ0NeHl5MXXqVBwdHRkaGkJbWxsjIyMaGxvFh1nG3R4bGxOHRJkxG/7K/JmZmXH69GlCQkKQk5OjqqqKgoICqqqqePjwoZCXSaVScVtvaWkRdA8ZP7+trQ1HR0c8PDxQVlamvLxcoMsMDAwoKysTU//y8vJ4eHj8P7I6/9R68uQJfn5+SCQSYaKUoX9v3ryJgYEBmpqa9PT0kJ2djUQiQVFRkcWLF/Pnn38K5G53dzfFxcXIy8uzZMkS0tPTUVJSQk9PDzMzM6ytrRkZGaGnpwcFBQUOHTpEeHg48vLylJSU0NPTg6OjI8rKyhw9epSoqCjU1NQEWlXWiqalpcXw8DAGBgYYGBjQ1tZGXl6e+L3Ozk4iIyP/8bjJy8uTnJxMaWkpVVVVZGdnEx4eTnV1Nb29vTQ1NVFdXS1Qwo6OjrS2tqKoqEhOTg7+/v44OTmhoqIimO8VFRUMDw+zaNEiwWbPycmhs7OTzs5OBgYGqKuro7m5maGhIZ49eyZawKKjo7G0tOTAgQPMnDmTuro61NXV0dPTY3R0FG1tbU6fPo2DgwPBwcGoqKjQ1dVFdXU1w8PD40ZXAxgZGRGthq6urmLeREaEkVGpioqK0NTUZO7cuTg4OODk5ERfXx+PHz9GUVERPT09hoeHaWtrIywsjOPHj7NmzRra2tqENb61tZWcnBzmzJlDcHAwlZWVmJmZ0draSklJCSoqKnR2dpKTk8PWrVu5e/cu3t7ejI6OcufOHaqrqykrKxMtTnZ2dpiYmFBXV0dsbCwaGhqiZXE84tbc3ExBQQHV1dWoq6vj7OxMdnY2YWFheHp60tbWRnt7O2pqamhqatLV1UVtbS0dHR0iHr29vXh6eiIvL8+PP/4oWkAaGhpobGykt7eXjo4OJkyYIC4oCgoK4uEqwzX7+PigoqKCpaUlKioqTJ06FRcXF2pqakhOTqasrIzo6GjOnz9PZWUl7e3tWFhYoKmpSUlJybhhsWWeiJqaGqRSqbjQl5WVoa+vT3d3Nw0NDeTm5jI2NiaEf7JMuoODg/AaOTs7Mzo6SlVVFTU1NWzYsEGw7wsLC0lPTyc8PJycnBw6OjrQ0NAgMDBQQBVkzxdNTU0hwoyMjBS99ebm5nh6etLX10dqaipOTk4CbmJjY0NtbS1FRUXjEjc7Ozs6OzuxsbFBIpGgo6ODgYEB165dEwfg3t5euru7UVBQEJ8HR0dH9u7dS1FREZMmTUIqlVJZWckLL7zAw4cPyczMJDg4GAsLC6qrq+nv78fe3l7gSmVSwylTpgi8fV9fH/X19bi5ufH06VOCgoJwc3Pj8ePHNDQ0iJbbO3fusHDhQvLz84Xs1tvbm56eHqKiosYlbrLZp46ODvr6+sSecf/+fSZMmCCGeYeHhxkcHBSUJdlzTE9Pj6ysLLS0tIiOjiY2NvbfZhFk5wQZajg8PFxAEKZNm0Z4eLjYA7S1tYmPjxezXKOjo8LtkZuby+joKDNnzuTq1ausW7cOeXl5YcM2MTEhOjpaJCXGYxUUFJCamkpHRwcODg7iZwd/+aEyMzMZHBwUyG6AQ4cOERwcLNDY9fX1VFRUUFFRQXFxMfPmzUNZWZnff/+dqKgoqqur6ezsRFNTkxdffBFlZWVhjE9KSqKqqgorKyuCgoJwdHSkvLwcqVSKjo4OHh4ePHv2jOLiYnp7e+nv72ffvn1YWFiIxOPo6KjwhIzX0tfX5+LFi8KBZWhoSHBwMKmpqZiamlJTU4OOjo6QaDs4OKCmpkZ3dzcTJ06kp6eHqqoqmpubhRC1sLAQY2NjkWxJS0ujr68PfX197t27h6urK1ZWVgCigquoqEhUVBRlZWUcP35czF4NDAygo6ODRCKhoKCA5557jtHRUS5fvoyLi4vwTbW0tFBaWvofv2/5vxMsWY/h/5RN6enp8c477/wtVKqpqSmOjo60t7ejqqrK888/z8DAAFVVVXh5eaGsrMzTp08pLi4WX/DIyEjKy8txcHCguLiYhoYGampqyMrKoqCggPj4eAoKCkRf5ejoKH19fYJ4VVdXx+TJk+nv72dwcJCamhpSUlLIysrC1dWVsLAwjIyM8Pf357nnnmPatGk4ODhgaGhIbW2tYO/39PRQX18vpv+DgoIYHh7+O2H9r9fdu3fJz88XPX7Xr18nLy+PzMxMJBLJvx1iJRIJ+vr6lJWVYW9vT0xMjHCTGBgY0NLSwqNHj3B0dBTZBXl5eZqamqirqxNCmpCQENra2pCTkxPOBRMTE9atW8eyZcv4/PPPxfyLgoIC8vLyIuugoKCAoaEhHh4ezJw5U5hjZTMU5eXl4xI3Z2dnnj59ypkzZ7h3757IFMmcErKhudbWVtTV1VFVVcXDw4MnT55QXFxMcHAwLi4u2NjYYGZmRktLC52dnVy/fp1FixYRFRWFnZ2doKL19/djZWVFY2Oj+H88efKEpKQkGhoaaG9vF86P2NhYABwdHcXBwcTEBHl5ecbGxggMDCQiIgJLS0vREiGjhIzHklnoZQdSd3d3pkyZwvz582lra2PmzJmEh4fj6elJSEgI06ZNY2RkRHh82tvb6e3tRVFRER0dHbS1tRkZGaGwsJAFCxZQWVkp5lh0dHRoaGgQ4qWioiIGBgbEoby7uxsXFxdmzJiBt7c3Ojo6GBoa0t/fT1ZWFjk5Obi5uTFhwgRycnLIysoSrHkVFRWuXr06bnHT0NAQmOKCggJMTEyYOXMmmZmZrFq1SrStytryWlpaGBgYELMWPT09wreRm5tLV1cXsbGxPPfcc5SUlIgHzJUrV0hKSsLMzIzOzk48PT1pamoiNzeX4eFhVFRUqKqqwsTEhCVLlgizraamJk1NTTx8+JDk5GRSUlJwd3dHT09POBqGh4cZGRkRKNHxWH19faipqaGurk5rayspKSnU19czOjpKZGQkRkZGGBgY4OzsjJ2dHfLy8kRFRaGnp8fatWtRU1MTmF13d3dBhVNXVyc4OFiQsFJSUrh+/TptbW2Ul5dTXFzMkydPRFtXX1+fyPrZ2dnR1NSEnJwcGhoa6Ovro6ioSE1NDatXr6ajo4OsrCyee+45cQArKCggJycHHR2dcYmbLDvp4uLChAkT8Pf3x8bGRsy0yMnJiZ+7vb09NjY2TJs2jWnTpqGqqkpoaCiDg4NC/rZ+/XoePnwoLhFlZWUC2SuRSISlWVtbm46ODry9vUWlw8XFRYhW8/Ly0NHRQVdXVzx/3NzcMDY2JjU1VRAqKysrsbGxISYmRrTojMfKzc1FRUVFoOVNTEwE3OPZs2fiIFtTU0NhYSHu7u6oqKhgbGzMlClTyM3NRU1NDQcHB9HiWF9fj7u7O56ensIA3dbWRklJiageOzk5MTw8LGASAQEBdHd309ra+m+uFnNzc/T09Ojv78fExIS1a9fS2dmJsrKyaHUaGxtDU1OTmTNnjltlFxCXAkVFRfT19QkODkZBQYGamhoePnxIbGwsLS0tdHd3U1NTQ15eHmfOnKGlpYVnz56hqKgoziOtra3ExcXh6OjI4OCg2PeGh4fFfrBixQrRcp6dnU1mZia1tbXo6OgIee1LL72EhoYGY2NjODo64uzsLPwfjx8/Jj8/HzU1NQoKCqisrMTU1FQgzcdrSSQSRkdHaWhooKqqir6+Pnx8fFBSUkJBQYHs7GzMzMxQVVWltrYWJSUlLC0tWbp0KX5+fri7u/PkyRMB4khJSSEpKYnAwEACAwN5+vSpaMVsaGgQyRZvb28BMImJicHZ2Zni4mI0NDTw9vbG1tZWdC1oa2vj6emJqqoqZmZmuLi4MDw8jKqqKmpqauIc7efn9x+/77+Vop8xY8b/cfjc1NT03379+PFjwsLC/r++Xl9fH2FhYZSVlfHkyRPR0/3BBx/w5MkTdu7cyc2bN0W/tOyfDQ0NhIaGCuHb6OgoAQEB+Pn58cMPP/Dyyy/zwgsvUF5ejpKSEgYGBsjLywsiloyLnZqaio6ODubm5lhbW2NnZycyk8uXL8fExITGxkakUikVFRXcvn2buXPnCpqMrFRnaGjIwMAAtbW149KaMDQ0RENDA3JycrS1tWFlZYWfnx9xcXG8/fbbFBQUkJKSQnV1NdbW1gQGBqKqqkpCQgIBAQEMDw+LL/38+fMZHBwkKyuLhQsX8vTpU3p7e7lw4QJDQ0NYWFiwYsUKcnNzeeedd4iPjxeIPNlDvLi4GE1NTfbs2cOnn34qhudkQqUbN24wOjrKwMAA9fX1gqxVV1dHfX09+/fvp7W19R+Pm6qqKr6+vlRUVCCVShkbGyM/P5+YmBjq6+upr6/HyMiI2tpabt++LQ6DTU1NODo6EhcXR3JyMu3t7WhqagqrsaxH+t69e5SXl6OqqoqNjY04/EyePJmOjg7Rs2lkZISKigrHjx+noKCAwMBAioqK8PPzEyQ2Ozs7mpubWbx4MSEhIRQWFiKVSunt7cXGxobp06eTmpqKtbX1Px43+KvCY2pqip2dHU5OToSGhmJnZ4eSkhIff/wxzs7O6OnpCaFabGwsN2/eRFNTU8xbyUzRHR0dTJs2jczMTNzc3KiqqsLc3BxVVVVGR0dpb29HR0eH6upqbty4gYGBAZcvXxaDbrdv32b69OmsWbOGvLw8RkdH0dLSwsnJCWNjY2F6zc7ORllZmbq6Ovr7+5k6dSrR0dG8//774xIz+Osz197eLg4Nfn5+3L17l7q6OuF9sba2xtbWltbWVhITE1m5ciW3b99GVVWVsbEx8bCQ9dXLHpCyPvDCwkL6+/txdnYmKyuL2tpann/+eW7cuCEqRaqqquTn5+Pi4kJAQAAVFRXk5+eTnJyMlpYWPj4+rFmzhu3bt3Po0CGsra0JDg5GT09PeHFk8tLxWLLLhoz4IjvEL1u2DHNzczIzM5GXl+f555/HzMyM5uZmli1bRmlpKZMnTyYzM1PMs4SGhqKiooKysjJWVlYkJSUJY292djbt7e2cPHmSiIgI4eqwtrYmIiKC4eFhMVOUkpJCWFgY9fX1FBYW4uHhga+vLzU1NYKsI8uOy3wXU6dOpbW1ddyM06mpqUyePJn29nYALC0thS9FVVUVNzc3FBUV8fPzQ09Pj9raWm7evImKigpbt26lt7eXM2fOYGBgwJw5c2hqakJJSYnly5cTGxvL2bNnaWlpEcZqa2trYfuWVVgUFBREW5aPjw/t7e2YmZlx6tQptLS0CAoKwsrKiidPnrBixQru3btHeno6mzdvFlWjyspKPv/8cxYuXDguPiN9fX2ysrLQ19dHRUWFgoICWlpaBJymv7+f5ORkNDU1cXZ2Rk1NDRUVFZYsWcL06dN58cUXmTRpkmiLmj59OleuXOGTTz5BW1tb+FRkz5P79+9TUlLChg0b+OKLL5g7dy7m5uYUFRXx7Nkz1q1bxxdffMGcOXMoKioSygN/f3+RBNy5cyfffvutqDCrqakxNDREQUHBfwQJ+v/XWrFiBSEhIZw6dUpUb2tra0lNTeW3337Dy8vr37pTZKbs7du388orr7Bu3TqGhoaor6+nvLyc6upqYmNj+fPPP/H09KS2thY3Nzfc3NyEpPX7779n4sSJPHz4kNHRUfz9/VFWVmbfvn2sXLmSqVOn4uTkRGJiopCFGhgY4OXlxcOHD/n44495+vQpH3/8MRKJhKioKMLCwtDQ0Bi3uGVkZKCtrU1oaChaWlqcOHGClpYWLl68yKRJk3j99depqamhp6cHFRUVkpOTWbVqFb29vRw9epScnBwaGhqYP38+Tk5OXLt2TVAwpVIpjY2NTJs2DalUyv3793nxxRdZu3YtysrK4kwbHh5OSUkJhw4dYtOmTXh6elJYWIi/vz+jo6OkpaXx7NkzrKysiI2NZfv27WzevJlnz55x+fJlhoaGiIqK4l//+hc1NTX/0fv+W5cPLy8vPvroI2bPni1u8vBXNrS5uVkMpg0NDXHp0qX/n5eP4OBgUbZJSkpi586dBAcHExgYyOeffw78JYbz8/PD29ubx48fo6yszAcffMBzzz1HTk6OuJTISFQaGhqEhISgpqbGunXrsLe3Z+rUqcyYMYNz584xPDzMxo0befPNN1m9ejV37twhJSUFOzs7cbubNWsWZ8+epbu7G19fX8bGxnjy5AkzZ87E19eXGzdu0NnZKdjLiYmJnDhxgvPnz49L9cPCwoKCggKcnJyYM2cOioqKfPrppwwMDKCurs6lS5eYPHky8FeL1qlTp5BKpRw6dIjdu3dTVlZGfX09M2fOJCwsjJqaGnbu3ElUVBQ1NTWCVuTq6sqsWbMwNzfnl19+EUJAqVRKQUGByDqYm5sTExPD999/j5KSEoaGhty4cYPs7GzWr1/P6dOnMTIyIiUlhf7+fvT09ES248UXXxSWz396OTg48PnnnzNjxgw2b95MYmKiwOuGhYUJPrqrqysaGhpcvXpVyBZltviwsDDRSrR7924uXrzIBx98wPLly/n222/FkHBVVRUnTpxAIpGwf/9+lJWVef311zl27Bh5eXksXLiQvr4+WltbCQkJIT8/n5MnT9LV1cXY2BhycnL4+voye/Zs3n77baZPn87y5ct59uwZv/76K3v27KGmpoZ33333H48bwI4dO8jKysLZ2RlnZ2chKduwYQNFRUXU1tairKxMTk4OOTk5REVFMXHiRA4ePIixsTHW1tY0NTWhrq7O9OnT8fX1xcHBgR07dvDkyRMiIyM5f/48AwMDzJ07l9zcXD755BOmTp0qqHNXrlzB09OTd999l6+//pqSkhJqa2tRU1MTvgqZs8LIyIhr164JOdN7772Ht7c35eXlzJo1a1xiBn9hyH19fcnMzKSxsZGMjAzOnz/Pvn370NTUJCoqioKCApEd1NfXJzs7m7lz5/Lo0SPu3r1LUlIS3t7eLFy4EH9/f/bv38+uXbvo7u7m1Vdfpbq6mrt379LV1YWzszOJiYlcuXKF2bNn4+Pjw71795BKpSgqKvL777/j6OjI+vXr2bVrF7m5uQKROWXKFA4ePCgSFrNnzyY4OJjMzEyamprYsWPHuMUtMDCQM2fO0NHRQVtbG/X19Rw4cEAIPt944w0+/PBDOjo6WL58OdnZ2Rw8eBArKysyMzOxtbXF2dmZ/v5+Hj16hLW1NRcvXqStrY27d++io6MjACbR0dHs3r2b2NhY0Zc/bdo04K89IyYmhq+//ppTp05x7949KioqaGpqEjK9mJgYQdVasWIFDg4OjI2NERMTg4eHB6+//jrr168fl7hFR0dTUVHBrVu3BP2nsbERiUTC559/Tnh4OKqqqsjJyaGqqspPP/3EwoULWblyJYGBgdy9e5fnnnuO3t5eNmzYAMDHH3/MG2+8werVq3n++edpa2ujp6cHXV1dpk6dipaWFnPmzCEuLo7q6mqUlZWZN28eH3zwATNmzODSpUukpqYKcpuRkRGWlpbi5/THH3/w4MED9u7dy5YtW2hra+P8+fNYW1szadKkcYnbW2+9RWZmJoqKisKSvXz5cjGTUV5eLghWxsbG1NbWIpVKWb9+PSkpKcydOxdbW1tUVFQICwvDysqKsrIyvvjiCz755BOmTZvGiRMnyMnJQUlJSbROX758mZ07d2Jqasq9e/fo7e1l8eLFAhl+9uxZUX2ytLTE29ub8+fPc+nSJYHqbmho4MGDBwQGBrJgwQKuXr1KZWUlb7755rjELjU1FUVFRdra2qipqaGmpgZfX1927tzJ3r17mTx5MkePHsXT05OlS5cyODhIfn4+SUlJol25uLiYwsJCMZf38ccfY2lpSUpKCvPnz8ff35+BgQEePXpEVVUV27dv5+TJkxw7doxjx47h4+ODl5cXCQkJnDlzBqlUKiqV2traAts+NDTEw4cPqaioICEhgSlTppCRkcGPP/7IhQsX+OCDD8bNcC4vL8/KlSsxMTGhpaVFSIZlNDUTExNiYmJ48OABJSUlmJiYsHXrVuTk5Ni3bx8mJiZ8+eWXQio4MDBAWloav/76K8XFxdy/f1+02Pr6+orki6GhIatXrxYJ5qioKNasWcO5c+e4ffs2DQ0N1NfXi6SdgoICIyMjfPzxx7z44oucO3eOkJAQent7qaqqQk9PT4hN/5P1ty4f8fHxJCYmkpiY+L/++a1bt8S//8/Lyf9p1dfXi9u6oqIiampqqKqqsnv3bhYuXIitrS3R0dGYmpqioqLC888/z8jICOvXr8fLywtPT09RUlJSUsLExISvv/6a6upqdHV1+eOPP9DX1+fs2bPs3buXF154QVAObG1tKS0tJTc3l76+PgICAoiLi6OlpYUXXniB8+fPU1BQIHj6X3/9NevWrUNZWZm1a9fy0UcfYWZmRnJyMkVFRRw8eJCDBw+ycePGvxPa/2q5urpSW1vL8ePHkZOTw9zcXFjdU1NT2bx5MxKJhLi4OHp7e4WRV15enqtXr/LNN99gaGhIXl4eP/zwA/Ly8gQEBBASEsKRI0dobm5GR0eHsrIyDhw4wBtvvMGVK1e4efMmBw8e5NNPP6WsrEz0tb7//vukpqZy9uxZbt26RUdHB2vWrGHJkiVcunSJ4uJikTXdunUrzc3NJCQk0NPTg5WVFQcPHuTEiRP/eNxeffVVsrKymD59OgkJCVy8eJHHjx+jpaWFr68vhoaGKCgokJWVhZmZGc899xyXLl3io48+wtLSkgcPHggfQFJSEgEBAXz11VcsWLCAy5cvc+zYMcbGxjAzM6O6uppDhw7h5+fHp59+irW1NS+88AKrVq3i2rVr3LhxQ8yU6OrqCgxyXV2dIMrcvn2bGzducPfuXR4/fszhw4cxNzfnhx9+YGhoiG3btv3jMZOtl156ifb2dnx9fYmMjMTe3p6MjAy8vLw4evSokGj19PQImdPTp0958uQJd+7cQVVVVcAZqqurkUqlHDlyhKamJlasWMHJkyeJiYmhtLSU9957DwUFBc6cOUNUVBSOjo5s3ryZRYsWUVxczPXr17l9+zYuLi689dZbHDp0iPr6ejw9PQWO+P3332dkZAQ3NzfKy8s5fvw4Tk5ODAwMEBcXNy4zRgBJSUkYGBjw6quvkp6eTnp6OufOnSM/P58TJ06watUqlJWVSUhI4OrVq0gkEg4dOsS0adPo6upiYGCAiIgI7OzsyM3NJTExkT179hAbGyu4+E1NTbi7uzMyMsLhw4fZtWsXPj4+3L17V7gnPDw8qKysFK0hCgoK/9ZL/fDhQ5YuXYqPjw9Pnjxh+fLlGBgYcPXqVZKTk+nq6sLQ0PC/Kq//3yx7e3u+/fZb0bIWHx/Prl27yM7OZtu2bYSEhLBt2zZOnTrF2rVrWbt2Ld9//z13795l/vz5bNu2DR0dHdTV1WlubmZsbEzsh7LPxcjICHZ2dpibm/Pll1/i4eFBUFAQn332GfLy8mhoaODg4MCECRNEBXJwcJDu7m6sra2JiorCxsaG+Ph4Nm3aRFtbG9999x0nT54kODiYqKgo5OTkmDdvHuHh4eMSt+HhYWxsbIT1/aeffuKDDz5gdHSU5cuXs2/fPn799VekUilOTk7MmzePmzdvihlHiURCXl4eFhYWvPTSS8TGxvL777/j5OTE119/zfz585GXl0dVVVW0oM6ePRs1NTX27t1LXFwccXFxlJSUkJKSwhtvvIGGhgYmJiaUlZWhpqZGeXk59fX1TJo0CTMzM6ZNmyZmsYqKikRband3N1OnTqWkpOQfj1t+fj729vaifWf27NmMjIygpKTE/Pnz2b59OxcuXCA7O5uQkBACAwPZvXs3BgYGZGdns3HjRjo6OoT9XUaucnNzY+7cuSQlJWFoaIiLi4twkC1evJi33nqLefPm8eTJE549e0Zzc7NA1SsqKpKVlcXVq1eZP38+BQUFJCYmsmXLFk6cOMGWLVtQV1enu7ubpUuXcuvWLWbMmIG+vj5Xrlyhv7//H48bwNGjR3n99dfZsGED2dnZ3L17lwcPHtDW1sbLL7/Mvn37qKioABDggoiICPr7+1FTU+Pu3bsiWWBkZMTRo0e5efMmJiYmgpC4f/9+ent7iYqK4vDhw9y4cYNvvvkGCwsLAgMDefjwIQ8fPmTixIkcPnxYZOx37dqFnp4ehw8f5ubNm5SWlnL9+nWmT5/O999/z+DgIMrKyoLo5+rqOm7t82NjY+ISVFRUhJ6eHm+++SY3b94kNzeXM2fO8M477zBhwgQWLFhAa2srRkZGNDQ0MDY2xocffkhgYCDe3t4MDAzwyiuvcOPGDT777DMOHDjAhg0baG5u5saNG+Tk5KChoUFcXBxubm4MDw+zbt06MjMzxSWkvLyc/Px85s6dy9jYGL29vejr64u9ctWqVXz44Yds3bqVmzdvMm3aNAIDA2lqauLx48f/sUT1b10+ZFnY/19Z6pGREX788cf/n69XWlrK1atX0dDQwMLCAktLS77++mtWr15NdHQ0zz33HJcvX6ajo4Pk5GTefPNNTE1NCQgIEFka2ZCanJwc3333HXJycvz555+iPUrWW/jiiy/y66+/EhMTw9SpU5k7dy4+Pj64ubmJnrr09HRWrFjB5s2bheHbzMxMkJtSUlKIjY0V9uqwsDB0dXVRVlamoaFh3IYKdXV1UVVVxdzcnOzsbM6fP099fT3BwcF0dXUxPDxMUVERlpaW2Nra0tHRgbu7O1VVVVy7do3ly5fz2muvIS8vT3t7O5MmTSImJoaQkBAOHjzIrl27kEgkLFy4kBkzZjA8PCykRtnZ2Xz++eeYmppSW1vL/fv3MTY2ZtGiRRw+fBgTExOGh4dJSkqitbUVVVVVvv/+e7Zs2UJCQgK7du3CxMSEoKAgfHx8xo0QBv9vs6q7uzu5ubmkpqZia2uLra0tv/zyi8g+GRkZYWJiQkFBAefPn+fll19m69atohxpZ2dHTU0Ne/fu5ZVXXuHkyZPMmzeP7du3o6WlJYbUVVVVmTx5MhEREQwNDfH5559TWlqKt7c33377Ld999504gNbV1eHi4kJgYCCDg4Ps3LlTzE/88MMPyMnJ8ezZM4F7zsvLG5dWNdnasGEDP/zwgxBH/v777yxdupSkpCSsrKz4/fffxUzC4OAgXV1dfPzxx/z888/09PSQk5NDc3MzampqyMnJcejQIUFWioyMZP78+Tx48AA7OztOnTrFF198wfr163F1dRXEGNkMkoODAw4ODmhoaPD+++8zZcoUfv/9dzELc/z4cTIzM1FXV+fq1aucPXuWgIAApFIpjx49Yu3ateMWt8WLF/Pzzz8zbdo0/P39qampITw8nPT0dPr6+ti1axeJiYm4uLjw0UcfoaGhwZdffomhoSFvvvkmbW1tHD58mKdPnxIQEMD8+fN58uQJDQ0NLFq0iL1793Ljxg3KysrQ09NjzZo1/PDDD7i4uODk5ISVlRXV1dVUVlair6/P/Pnz2bp1K3v27OHkyZOYm5szZ84curu7hYyxv7+fiRMnkp6eTk5ODl1dXbi7uxMVFTVuYssNGzaIQXsHBwdmz56Np6cnkydPRklJidraWkpLS9HT08PJyYnff/+d4eFhVqxYgZycHEpKSiQnJ9Pd3Y2lpSXz588nNDSUyMhI1NXVxd7d2NjInTt3ePjwIWvXrsXExIT58+fj5uaGubk5Ghoa3L17V0jTZAOuMo+Nu7s7S5cu5enTpwQHB7Nt2zYOHDiAoaGhqFL+9ttvZGRksHfv3n88bmpqapiYmKChoYGRkRGVlZU899xzVFdXc+HCBYyNjXnttdfYs2cP165dY/v27Zw7d46dO3dSW1tLRUWFIE3a2NiI/W1sbIwzZ85gbW3NgQMHKC0tRVNTk7179/L06VMOHjxIdXU1jx49QldXF2tra/Ly8tDU1GT58uWoqqqydu1aysvL6e3tpauri46ODiwtLZk6dSppaWl8/fXXzJ07lzlz5mBgYPBficv+b1d6ejqrVq3CwcGBCxcucOjQIV544QVCQ0PR1dXl3LlzHD16lMTERNGyUlJSwksvvcSNGzfw9fXljz/+oLGxEV9fX1pbWzlx4gTTp0/nxo0bvPvuuyQlJVFTU0NQUJBwI23bto2GhgbS09NRUVEhIiICR0dHxsbGSExMpK6ujtLSUnJycpg9ezYBAQHs2rWLsbExvvzyS8rKygQkxt/fn02bNvHDDz/w/vvvj1t76a5du+jq6uLYsWOkp6eLwW9ZC/H27duFvdvDw4Pe3l5iY2O5fPkyO3bswNDQkCtXrlBdXY2rqyuTJ0+mqamJyZMns337dq5fv05zczMBAQHY29vT0tLCpEmTyM3N5eOPP6aoqAhvb2/CwsLQ09OjpKREVGtlwB3ZpVxeXp4HDx5QU1PDjBkzaGpq4vbt25iZmWFra8tbb73FF198MS5xk7Uu6+vrk5qaypEjR9i1axe3b9+mtLSUJ0+e8N577wFw/vx57ty5Q0REBHfu3CEuLo7AwEB++ukncnJycHZ2ZvXq1Vy7dk3YzJ977jnMzc2prq4WYJ+PP/6YZcuWce7cOfEaL7/8MpGRkVy5coVFixaJ7/u+ffswNTXFwcGBo0ePYmhoSGNjo0hkyxyAmZmZeHh4/Mfv+295PmSH/P+tqlFQUICLi4v4tWyo7X9bMs5xU1MT33//PYGBgVhZWfHo0SOkUil79+7l+PHj+Pv7o6WlRXZ2No2NjZibm/PRRx+xd+9eFixYQHx8PBoaGsjLywvKkL+/P4cOHUJeXp7BwUHCwsJwdXWlqamJS5cuYWBgwPTp0/nuu+9wd3cXD6HKykpBQxkdHeXHH3+kv7+fiooKamtrBcZt48aNXLhwgfr6ehwdHTE2Nqa1tZXU1FTc3Nx49dVX/3EmeXp6Ok+ePBFSMRcXFwwMDFBWVsbAwAAAb29vrly5woULFzA1NcXCwoJHjx6JDbagoABdXV2CgoJE69uOHTvQ1tYWQkWJRIKPj484IPr4+PDpp58yNjbG4OAgo6OjODo68uGHH5Kenk5XVxd3795l3rx5pKamcurUKYyNjRkeHmZgYABtbW0WL15MS0sLNjY2uLm58fvvv+Pm5kZQUNA/Hrfjx49z69YttLW1CQwMxMHBgRMnTghB4vHjx5GXlxf0icmTJ2NnZycqDiYmJiQlJTEyMoK5uTnd3d24ubkhkUiQl5fnxo0bpKenY21tTUhICLdv3yYyMpIdO3awZs0a3N3duXz5Mq2trSxfvpxTp05haGjIhg0b0NbWZt++fTQ1NaGvr8/g4CBvv/02H330EStXruSbb76hqKgIY2NjnJ2dUVdXJyoqioCAgHHzfBw/fpzm5ma0tbXR0dFhZGSErq4uFBUVhfgvOTkZU1NTnJ2dqa2tZerUqSxdupSVK1eSl5fHnDlz8Pb25uDBg+zZs4d//etfuLq6smLFCvG+urq6yM7O5sCBA+zatYvXXnuNL774gqqqKpKSknBxcRED19u2bSM4OJiSkhJ8fX2ZNGkS3d3d6OrqIpVKmT17NvX19dy4cQMFBQUCAwPp7e3F3t5+3HwVnp6eQnYoY/Rramry66+/sm7dOiQSCfPmzcPf3x+pVEpVVRXe3t58+eWXREdHiwFEKysrAgIC2LdvH2lpabi5uaGtrY2TkxMWFhYMDw+Tm5tLYGCgsKNPmzZNmHtLS0tpb29nYGCAF154gf3797Np0yYxVHv58mUGBgZwcXGhoaGB4OBgrl27RmdnJwsWLOD555+nqalpXOKmpqbGuXPnaG9vR0VFBTk5ObS0tKiurmbmzJnU19dz5coVvL29mThxIq2trcjJybF//35cXFzQ19fH3Nyc1tZWCgoKhPH7xx9/ZOvWrbzwwgvo6OgwNDQk+uNtbW3p7Oxk3759YtjV0NCQtWvXiir3rVu3BCDFxsZG+IJWrVqFioqKIMNkZmaio6NDQEAA/f397N+/n6+//vof3+NMTU3ZuXMnFRUV2NraYm9vT3NzM1OmTKG/vx8PDw9ycnL47bffUFBQ4PPPP+fq1av09/cTFBQkLgSKiooUFxdz+/ZtEhMT8fPzY9++fSgrK9Pc3ExycjJ37tyhs7OTt956CysrK5577jkWLVokEl4FBQVcuHABgPnz5yORSMjOzhZOCpnk8oUXXuDLL78kLCwMFRUVfHx8hDm8s7MTb2/vfzxuBw8eJCQkRNCFZFV5FxcXUlJScHFxob29nZaWFtTU1LCwsODevXssXLiQb7/9FkdHR65fvy4uu11dXQJCcO/ePb766isyMjJoa2tj0qRJqKmpkZCQIOYvZbMSxsbGmJiYkJ+fT3FxMVpaWnh4eDA2Niaw20uWLGHHjh1MnjyZBQsWcOjQIfLz85k+fTp+fn4sX76c+fPn/6Nnkf8Zu/LycnR0dNDQ0CAtLY379+/z/PPPs2/fPn7++WcUFRU5fPgwzs7OBAYGUlxcjJ2dHWfPnuXq1au88cYbnD9/HhUVFZYuXSqIp6+99hrbt29ncHCQ9vZ2gfpPT0+nu7sbKysrgYceHh7G09MTfX19fv31V3E+TE5OZsWKFVhaWqKqqiqSUKtWrUJRUZGDBw9SWVmJoqIi2traHDlyhA8//HBc4paWlkZvby/Z2dnk5eWhqKjI1KlTuXXrFvLy8ujr67N48WLMzc1RVFRESUmJCxcuMGPGDAExuHXrFmlpafT392NsbCyAEC+//DI3b97E3d0dLy8vxsbGaGho4OnTp0RERHDhwgVGR0fp7+/HyMhIdBF99dVXPH36lKGhIYqKinBwcEBJSYnPPvuM8vJyLCwsGBwcZHBwkC1btqCmpkZeXh4bNmxgbGzsn/N8jIyMEBsbK3jO//P+8vDhQ86ePSt+/X+6ePzPFR8fL4RQmpqa1NfXY2VlxdWrV0lNTcXR0ZGmpiZx+6qpqWHy5Ml4eHjw559/Ehsby8svv4y6ujqFhYUUFBSwceNG5s+fz6FDh9i6dSvKysq0tLTQ19eHs7OzqLDMnz8fKysrHBwcMDExwc7Ojm+//ZY33niDgwcP8ujRIxobG5GTk8PAwAAHBwc0NTW5cuUKdnZ2DA8PY2xszNjYmMCz/qdlp//bJS8vT3NzM+3t7VhaWqKlpcWzZ89477330NHR4dtvv6W8vJzk5GRaWlrEMO/cuXOxsrKiu7ubjo4OpFIpDQ0NaGpqoqWlRUFBAUpKStTX1wPg4+ODj48PCxYsIDY2lqtXrxIRESHQajIE4IMHDzA1NeWrr75idHSU3NxcdHV1mTJlCo2NjTg5OVFZWYmmpiYKCgqEh4dTWVnJ6dOniYiIICcnZ1zi1tnZSUBAgKBgFBYWYm9vj5eXlzDGDg8P4+/vT2dnJ5cuXWLJkiUUFBTg4+PDzZs3KSkpEd6D3377jYKCAoyMjJg3bx6lpaXU1NTQ2NjIwMAAs2bN4ptvvmHTpk2CECFr93FxcWH69OmcO3dOmIBDQkJQUVHB2tpaDLrm5uYKg/3o6Cg+Pj7Mnj2bhw8fjisWsLq6mpKSEvr7+5GTk0MikRAeHs7+/fvZvHkzN2/eZPr06fj4+ADg6ekpqpZbtmwRdBKJREJYWBja2tr4+vry7rvv8ssvv1BWVibaWXR1dXnw4AFeXl4oKCgIjriDgwOLFi3Cy8sLExMTdHV18fX1JSwsjMjISHp7eykqKhLVEVNTU/T19bl79y6GhobU1NTw559/Mnv27HGLW3JysvAhyVqodHV1yc/Pp729na1btxIXFydmCcLDw8nKymLNmjUMDw9jaWmJg4ODoOvdvHkTOzs7AgMDqaysJDg4mOLiYjIyMlBWViY3NxcPDw/k5eWJjIzk/v37aGho4OzsjFQqJSkpCXNzc8zMzLCzs6Ojo4PW1lbU1NQwMzMT+5quri79/f3o6+vT3NzM+fPn6enpYf78+eMSN2NjY7y8vFBRUUFJSYmqqioaGxtJS0tj5syZ3Lx5k4qKCkHWKS4uJioqCgcHB+Lj4wkNDWXChAmoqqrS2trK0qVL+fDDDwXy9Oeff8bb25vh4WHKysqIiorC2tqaJ0+eoKqqSnNzM1KplIGBAQoKCmhububhw4csWLCAwcFBAFRUVFBQUMDX1xdHR0eePHlCWloaVlZW9Pb2YmRkhJ2dHQUFBbz11lvjErcbN24QHR3NgwcPqK2txdbWlpUrV/Lw4UM6Ozs5ceIE1tbWKCgo0NXVxdmzZ+nv72fZsmXcunVLuF0cHBwwMjLC2dmZtrY2dHR0yMrKorm5GS8vL9TV1RkeHuaFF17g2bNnWFpaEhwcTG9vL+rq6qirq4vKQFJSEqqqqvT29opLY3l5OUZGRujr64vvqyzbLctu9/X1UVJSgre39z8etylTpqCqqkp8fDzDw8PMnj1btIIPDw9z7do1UbmV/Xc2NjZoaWkRGhrKrVu3MDU1pa+vj87OToyMjOjs7BQkpd7eXoqLi1FXV0dFRYXPPvuMyspKJBIJa9eu5dKlS6Jn/tmzZ6iqquLs7Ex0dLRAabu7u9PQ0MDly5ext7dn2bJl5OTkMH36dOrq6oT0cc2aNQI4MB6rpKQEV1dXRkZG0NfXZ8aMGTQ3N5OXl8e5c+dwcnLCy8sLPT09mpqaGBgYoK2tjSVLlvDs2TMkEgkxMTGMjY2JNrKxsTHc3d1xdXXlq6++orW1FS0tLbS1tXF2diY0NJSTJ09y5coVvLy8qKys5P79+4KS2tHRweTJk8WsjL+/P+3t7TQ1NdHb2yu+r7KqgMz3o62tPW5xU1BQoKCgAA0NDSIiIlBRUREV5/LyctGifuPGDSwtLVm9ejWurq48e/aMP//8k7feegs7Ozva29t58uQJKSkpfPTRR+JyEBISgp+fH66urqioqNDU1ERpaSnl5eVYWlr+m8LCycmJmJgYKioqhFZCQUGBlJQUurq6MDU1xcDAgE2bNlFWVsaFCxdIT09HXl4eqVTKqVOnWLZs2X/0vv/W5eO1117j0aNHArUqW2NjYzQ1Nf3Xr2djY4OlpSXl5eWMjY3h7+9Pc3OzGKTS1tamoqKCuro6TE1Nsba2RkVFhZGREfT09NDR0SElJQUbGxvs7OxoaWnhxo0bdHR0oKioSFlZGf39/QwPD2NhYcGMGTNoa2vD2tqap0+fiv9GZjgNCwsTbQb37t2jubkZNzc3dHV1qaurw87OjsbGRiZMmICdnZ1oe/H29ubevXuUlpaOiz+guLhY3Nb7+/spLS0lODhYYF17e3tpaGjA3NwcV1dXEceJEydSVlbGyMgIHR0dlJWVMTQ0JCpAlpaW4sPp5eWFhoYGdXV1uLq64ubmhpqaGuHh4aSkpFBQUAAgenhlvdNWVlYMDQ1hbm6OpaUl2dnZ+Pn5/Zs4SU1NTRAXGhsbxw1DKcPYAaJ/1sDAADc3N4qKihgaGqKvr4++vj6UlJRob28nISGB9PR0Nm7ciIWFBQoKCujr66OsrCwuxxEREZSWloosggwN6uHhgbGxsTjkZWdnC6lbRUUFHR0dDA4OcujQIUZGRmhoaEAikdDV1cXIyAgaGhqMjIwIItb/9JEEBwcLZvp4rOHhYcHuV1NTw8XFBTk5OVxcXPD29iYlJYX29naMjIwwNjZGR0cHX19fCgsL6enpQU9Pj8mTJ6OlpcWjR4+Qk5MTqEkDAwOysrJob2/H3NwcPz8/DAwMBPbSysoKNTU10c6hra1NXl6esN+6urrS19dHe3s7DQ0NAkN8584d4C80tbm5uWjHkTlaxmOZmJjw6NEjbG1tRUuer68vaWlpnD17lgkTJqCkpCSwzb29vQBiFsbd3V0QbDIzMwVe+e2338bW1paenh4kEomgemVkZKCqqsr69euRSqWUl5eLw5C3tzcODg7U19ejp6eHvr6+8CYpKSnh7e3NtWvXhGBUdihsb28nLS2NhISEcbt8JCYmkp2djaGhIRKJhO7uboaHh6moqODChQtimFzmvqmrq6OtrQ1XV1dxAB4dHUVDQwNHR0dCQkIIDg7mzz//pKioiP7+fjw9PUW/t1QqpaamRjiRZLNbsgpafn4+3d3dAjccFBSErq4u9fX1ovU3KSmJgoIClixZIvwaampqNDU1YWRkNC5xKy0txcDAABMTE/T09MQ+rKOjg5mZmajGGhgYkJGRQVZWFr6+vri4uLBz505KSkpE5VcikYh5wqioKJKSkoQfSk1NjQULFhAaGsrVq1dFss7IyAh5eXk6Ojpobm7GyMiIWbNmMTg4SFxcnEBlAyxatAhDQ0MuX74s/B4y2MnIyIi4OI7Hsra2pqenh5GREYaGhpCXl8fIyAipVEpCQgLh4eGUlpZSUlKCsrIy6urq+Pj48Oeff1JZWYmzs7NIcLS1tREeHs65c+fo6Ohg0aJFjI2NYWdnJ9r1ZACbCxcu0NbWJmhPQ0NDKCgo4ObmRnFxMQ4ODjx79kwcEmXIbNnfy9TUlKGhIXR1dQVa383Njdu3b49L3ACBOu/t7RU0Q9kMw+joKAkJCQLR2tHRwdDQkEgyGRsbY2xsLOArAwMDqKmpUVRUREhICFVVVWKura6uDgcHB7S0tEhISMDc3BypVIqGhgbd3d1kZWXR2dmJiYkJ5ubmQhyanZ0t9AMeHh6cOXMGPT095OTkxCVNVVUVdXX1cXO1AWRlZVFXV4evry9KSkpUVFSgqanJnDlzSE9Px9fXl7y8PPHef/zxR+Tk5ERF8OTJk/j5+WFmZoZUKqWtrY2qqir8/f1FK29DQwMKCgrY2dmhra0t4uDr60tSUhJOTk64urpSVlYG/HWek0kYZTJCe3t7wsLCaGhoYNKkSbS1tQnnj6amJt3d3f9VlehvRVg2VPy/9Xf9z6rHf7q8vLzIzMykoKCA4eFhPDw8hGxMUVEROTk59PT0KCwspK6uDm1tbXp6enjw4AHR0dHY29uTmJhIQ0MDkZGR+Pr6cv36dVRVVVFWVubs2bMYGxvj4+ODiYkJ6urqovSkoKCAsrKyMD+2tbWxe/du3nnnHcE519bWFtn65uZmUf0wNzenv7+foqIiJBKJEOnU1tb+nbD+16u7u5uuri60tLTo7e1FVVWV6OhoysvLaWxsxMPDg6KiIgICAggODqaqqkpQiOLj47G0tKShoQF5eXmxaYyMjDBnzhxSU1MBcHNzQ0FBgdTUVMbGxpg9ezZSqRRLS0tu376NsrKyyCxXV1ejoqJCSEgIHh4eYsNQV1dHX18fdXV1RkZGcHFxEYNMpqameHp6cvfuXZ5//vlxiZujoyMqKiqUlJTQ0dFBf38/nZ2dAlAge7DIy8ujpaWFgYEBJSUldHV10dzczIQJE5BKpVRXV1NbW8uKFSuIi4vDwMCA0tJSdHR0UFNTQ0lJCalUSmpqKq+99hotLS1imFGGEpThiO3s7Pj111+xsLBATk6OkZERlJWVsbGx4eWXXxYtAJGRkdTU1Ihy7dy5czE0NGRoaGhcYqesrExAQAClpaVCAhYbG0tUVBSjo6Po6uqKh4yenh6JiYniIOjj48OJEydYvHgx8vLy3L9/n4aGBlJSUvD390cikVBVVSWIJ729vUyaNInHjx9jaGgo5E8y1HZJSQm3b9/m9OnTnD59GkNDQ3Jzc1FWVhZAANl3WFZlaG5uFt4BqVSKrq7uuMRNX1+fuLg4TE1N0dDQID8/Hw8PD1RVVamsrBQHfTc3N9rb24VZNjY2FltbW+Tl5amtreXp06dUVVUREhLC/fv3kUqlqKmpcfXqVXx8fAgLC6O8vJybN29y9epVtm/fzpMnTzAwMKCqqor+/n5CQ0OFLPDJkyc0Njaip6eHkZERHR0dKCkpUVxcjL6+Pmpqapibm6Ovr4+zszMdHR38jU7dv70ePnxIYWGhOOhJJBI8PDwwNzcXeGyZtGx0dJTh4WFqampQUlJixowZdHV1CROvs7MzQ0NDIsnQ09ODmZmZaJsyMzMjPj6e3t5eUUmRWZhlmGGZafrq1auiGhcQEEBrayu///476enptLe3o6ioiFQqZWhoiJGREUFgKyws/I8zg/83y8TEhOzsbAICAvD09ERNTY2enh4GBweZMmUKFy5cwMfHR2RBZSKxoaEh1NTUGBsbQ1tbW0gc1dXVkZOTQ0VFhdraWjw8PEhOTsba2pqNGzfS1dWFq6srqampDA0NiZbRlpYWBgcHuXfvHm+++SbDw8PcvXtXWK7NzMxQV1ens7OTuLg4YmJi0NbWJjExkfLycmxsbIiKiqKlpeUfjxn8RQqSAQjq6upISkrCzc1NDFDPnj1b7FMDAwOYmZmhrKzMzZs3UVdXZ9OmTcjLy9PV1YWcnBxubm48fPiQgIAAFBQU6OzsFBf5xMREzMzMmD9/PvX19ZSUlAhkfX19PRMmTMDJyYm6ujoyMzMZGBigtbVViJf19fV59uwZf/zxBzt37qSqqgojIyOcnJzQ0dERc5/jtVxcXOjq6hKY2vj4ePr7+/H19SUqKoqrV69SU1MjRHiqqqr09PRw//59cfaQ+S5kVvfq6mrhsYiJicHExITc3Fw0NDRQVlbm9OnTbN26VcxWyioWGRkZYpbi4cOHODg4kJaWxtDQEIGBgYSHh1NfX09XVxceHh5UVFQIb5W3t/e4UDdlS3YG0dbWpr+/n5ycHBISEnB0dERLS4uqqira29sxMTGht7eXixcvEhUVhYqKCsHBwVy5cgUdHR2srKzQ09PD2dmZ3377jalTp6Kjo4OioiKdnZ20t7dTV1eHk5MTY2Nj6OvrExQURHx8PPLy8sjLy1NQUIChoSFBQUHCvyL7u5mbmxMeHk5eXh7FxcXk5eWhrKyMtbU15ubmKCsro6+v/x8nCv7W5cPf3x9XV9f/9c9mzpz5X7+ezHRqaGhId3c3d+7cwdHRkdLSUkpLS6mursbW1pZp06aRkpLCp59+yuLFi/npp5+oqqri6dOnyMnJ8ejRI9LT05k1axbPP/88lZWVSKVSUbXw9/fHwcGBb775Bjs7O65cucIPP/yAp6en6N8/c+YMhYWFbN68matXr/Lw4UM8PT2xtbUVpvPe3l727NmDj48P9+/fR0FBgcbGRurq6njllVfGrdQ5ffp0GhsbKSwsxNLSkmnTpnH//n1KS0uJiIjA19eXjo4OtLW1kUgkInv822+/MTAwQGVlJaqqqkKG9d5771FRUcGmTZvw9/enrq4OqVQqTMkyZN3jx4+ZPXs2lZWVeHh4iMO4bE7m0aNHwF9itZaWFsrKysRg4Y8//sgbb7yBhYWFIOf4+Pjw22+/jVvckpKSWLx4MSkpKZSVlWFtbY2DgwNvv/027u7ulJaWYmtri6mpqfhSyigc2dnZtLS0YGhoSENDw7+Vxt977z3WrFmDtra2OPDIRE8uLi6UlpYKOZKxsTEVFRX4+fnh4uJCRkaGqAgtXLiQrq4u2tvbWbRoEQMDA3zxxRfioSQbqnv8+DH37t3Dy8tr3C4fXV1dTJ8+nd7eXpSVlVFSUhKZ/KKiInJycggMDBSzHpmZmTg7OzN37lyam5upra2lpaWF2bNnY29vz4EDB4iNjUVLS0v4SoyMjFBTU0NLS4ukpCQsLS0JCwsjPT2dR48e4eXlha6uLt3d3YK4Fxsby9y5c6mpqRFumaysLGxsbDh69Cjnzp1DTU0NHR0dBgYGePz4MUlJSezevXtc4pacnCyqWX19fWhra3Px4kW2bdsmcNOymTI5OTlsbGyorKzkxo0bZGRk8Pbbb2NiYoKlpSWampoCHJGeni6kin19feJw/vrrr7NmzRoyMzPx8fFBQUFBJFqqq6u5desWnp6enDt3DgMDA+rq6rCyssLExITOzk4kEoko81tbW+Pr64uzszO6urrjCjgYHh7G3t6e3NxcysvLCQ0NJSwsjKqqKtzc3Lh//z5dXV34+/ujq6uLgoICg4ODAvZgZmbGjz/+KBxIxcXFxMbGsnPnTiHvVFBQELMgMkLRhQsXcHV1JTo6mu7ubiG4jIyM5J133mHKlCl0d3fT2Ngo9lVra2vS0tLQ19cnOjqazs5OYacvLy8XbSTjsUJDQ3F2dsbGxgZDQ0Nhaf/mm28EJl0qlVJXV8fg4CCenp50dHTQ2NgoaDmyy1hqaiobNmzAz8+Pzz77TLRx5ObmkpOTw71792htbcXPz4+FCxcSGhpKamqqMDN7eHjw+++/MzQ0hJOTEy+88AKmpqZoampSU1PDnTt3GBoaIiAggFdeeYV33nkHLS0tAgMD0dfXJyQkhIcPH45L3GpqakTLYVNTE+fOnUNbW5uGhgYGBwf58ssvsbS0xMzMjL6+PpqbmykoKGD69OliplRdXV1IBKurq9HS0uJf//qXmGcYHR3FwMCAN998k9u3b3P27Fm+++47rl27Rm1tLcXFxXR2dgon1uLFi3n33Xd5/fXX2b17N5aWlkRHR4uWL2NjYw4ePMhrr71GVVUVbW1tNDU10dXVNa4CWi0tLfbv38/kyZNRVFSkrq4OAwMDXFxc8PLywsLCgpMnTwqUuKKiIpcvX6ayspKWlhZu3bolkpt//PGHaNuWiT4DAwMFiv3o0aNoaGigqKgoEn+yttL+/n5u375NTk4OdXV1yMnJideQHc6HhoZYu3Ytb7zxBt999x3vvfceDQ0NQiIZExMzbnFbuXIlv/32G0ZGRkgkElJTU/n999+ZOHEiU6dO5ezZs6SlpWFtbY2fnx9r165FS0tLzF0ZGxsLJG5rayuOjo60tbVRVFTEa6+9hpycHKampmRnZ3PlyhUMDQ2ZP38+XV1d2NjYYG9vL3C6+vr6vPbaa6SlpXHv3j3Kysr45ptvxNyXqakpWlpa3L9/H01NTY4fP87du3fFPPGyZcv+4w6Wv3X5ePvtt/n111954YUX/u33R0ZGOHHixH+NmVVQUOCTTz4RGDYLCwsWLVrE119/za1bt5g3bx4PHz5EU1OTyZMno6KiInCoMit3dHQ0paWlxMbGkpaWxuPHj9m7dy/Lli2jq6uLtLQ0NDQ0cHFxYc+ePURFRbFo0SJef/113N3dsbGxQSqVCrJLYGAgIyMjyMnJidKfiooKN27cED2In3/+uaiqyMyUMvHbb7/99ndC+1+ttLQ0HB0dUVNTw97eHnt7e/71r39hb28v+t7fffddQekoLS1l1qxZREdHc/nyZVavXs1vv/1GY2MjjY2NYtD33XffFdQbPT09vLy8mDlzJr29vaSkpNDZ2cnY2BgvvfSSEPVUV1ezceNGli9fTmJiItHR0cybN4+oqCh6enoEnnfDhg3s3LmTgYEBkRVxdXUVcrTxWI8ePcLV1ZWpU6cyMDDArVu3OHz4MMnJyRw5coTo6GhWrFhBXl4eR44cYd68ecycOZPW1lbc3d3JycnB0dERW1tbrl+/zvvvv098fDxRUVGil7Szs1NkgI4dO8bq1atZsWIFNjY2DA8PC1OtTLhlYWFBcXExlpaWaGtrEx4eztjYGAUFBRw+fJgXX3yRW7duER0dzYkTJ0hOTsbX15d9+/bxwQcfsGnTpnGJ3dDQEM+ePSMgIEDMftnb2/PGG28wd+5cTE1NMTMzo6SkhOHhYT766CPefPNNdu/ezaJFi3BwcODPP/+koKAAGxsbsrOzefnllyksLKSyspLu7m7MzMwIDQ0Vg/nbtm2jvr6e7OxsMTTc0tKCiYkJixcvJjExUVTapk2bxvDwsBA3JSYmChnizZs3ee6557CwsODJkyeCiz4ea9GiRYSHh/Po0SPi4uKws7Nj48aNwgZfV1fH66+/joGBAQUFBcLXUVpaKmY83n33XcrKyti7dy8aGhqsWrWKqVOnkpCQwIYNG1BQUBAtQF999ZVwFsnaPWQzHFZWVuzdu5f169fz5ptvYm9vz/fff09OTg7Lly9HX18fMzMz1q1bx/PPP8+iRYtEO0pGRsa4ej4GBgYwNzcXrZyTJk2iqqqK/fv38+uvv9LR0UFOTg6qqqrMmzePJUuW8NVXX6GmpiZkig0NDYSFhaGgoMCJEydYuXIlb7/9Nvn5+Zw5c4Z79+5x7949xsbGqKuro6ioiMmTJ3Px4kUWL16Mra0t9fX1ZGZmYmlpyS+//MKLL76Iq6srmpqaJCUlCaP6mTNnOHnyJD///DOmpqbY2NigqqoqJLhSqXRc4qarq8uzZ8/EwGhRURGTJk0S2Hl9fX3a29vR09PDw8NDJOeOHTvGjBkzkEgkor00JydHABGmT5/OtWvXCA8P5/nnn6e4uFj0g69fv54ff/yRo0ePYm1tzfTp0zEwMBAzifb29nz11VesWLGC7du3k5ycjL+/P1u2bGHVqlW0t7eLWYqIiAiam5v5888/yczMpK+vb1zi9vTpU37//XfWr1/PokWLhLvl/v37/PrrrygqKjJjxgzc3d15+vQpP/30E8rKymzbto3S0lL27t3LqlWrCAoKwszMjMbGRgG3GRgYwMnJicbGRh4+fEhWVpYYIj958iQNDQ24urqydOlS4uPjOXDgAHfu3OHo0aNMnDiRmpoabG1tMTc3p7a2ltjYWIKCgli3bh1z585l9erVFBQUUF1dzcjIiBjmH6+VmZnJlClTqKurIzU1lfb2dtrb21m2bBnJycmi22RwcJDm5mY0NTX5+uuvRSX2yJEj2NraoqOjQ2RkJIsXL2b69Om0t7fj5OTEgwcP6Ovro7q6Gh8fH0ZGRsR80O+//05ra6uoqGzcuJErV65w7do1Hj16xODgIDt27BBVtCtXrpCSksIff/zB/v37RZKjr6+Pq1evCpfXeKzR0VGWLFlCZ2cnN2/epLu7m0uXLvHdd98REBDA9evXsbKyYuHChSxatIiamhqRfP/444/x8PAQhDpjY2Pmz5/PsWPH0NTUZNu2bezbt49nz57R0dHBunXrRFtcZmYmHR0dYm5SU1OT+Ph4IiIi6Ojo4NtvvyUzMxMFBQWRhLpy5Qq7d+8WMzd37twhJCQEdXV1cnNzyczM/I+dPH+LdpWcnMz27dvFQPL/58rPz/+PXkc27b9z507i4uJYunQpbm5utLW1sXz5cvz8/EhKSiI3N5fr16/j6enJzJkzUVZWJj09nRkzZhAdHc2RI0eIi4tDT09PoNfOnz+PiYkJFy9eZHBwkDfffJOJEyeSk5PDqVOneOutt6irq+Py5cuYmpoKecuLL74oEGZTp04VdtfKykqKioqEcXfSpEls3rwZDQ0NIfabM2cO5eXltLW1iR70f5LMsWfPHkxMTHB3d0dXV5fe3l5hoNbS0uLUqVO88sorGBoacvXqVS5fvsylS5eIjIykoaGBffv2ibYCTU1Nrl27xokTJwRKWHZArKmpEfjht956S8j4VFVVCQ4Opra2lq1bt4oS6b59+wTZSrYZWllZ4ebmRkZGBu+//z6BgYFERUXR29tLe3s7q1atYtOmTRw5cuQfj9vTp085f/48g4ODDA0NoaOjw/nz54XBU0dHh2vXrvHgwQNyc3ORk5Pj8uXLfPrpp9y8eVNgS/X19QkICBBCuE8//ZRjx46xbt069u7dS1paGpMmTRI/j8DAQDIyMqiuriYgIAAfHx/Ky8vZsmWLqCDJrOBDQ0P4+/vj5ubGxo0b+eCDD9i9e7doEzE3N8fa2horKysSExN56aWXxoXMIRvWlkqlqKuro62tzcjICKmpqRQUFPDuu+/S29uLnJwcNTU1FBYWsmLFCuTl5XnvvfcYGxvj2bNn4nvS0tLCw4cPefToETo6Onz00Ufcv3+fpqYmfH19iY2Npb+/n19++QVvb2/S0tKEEK+4uFgM4w8ODuLh4SEevGVlZXz55ZfU1NQwdepUcnJy6OnpYePGjSgpKXHz5k3Mzc3ZtWvXuMTtypUrYqj28ePH5ObmsmPHDjZu3CjAGk+fPsXLywtfX18KCgp4//33+fjjjzl//jxbtmzB09OT/Px8kQWePHmyyDLKBG7m5uZYWFiwbds2vvvuO0FyiYyMxNjYmOLiYm7dukVFRQWTJk0iKCiII0eOMGXKFFxdXbGxscHJyYmIiAjy8/N59OgRLi4ufPbZZ5iYmPDhhx9SXFwMMC5x2759O76+vpiZmVFRUUFxcTFhYWHcvn2boKAgLl++zJYtWygrK+P06dPIy8vzww8/EBERQUJCAl9++SWTJk2iq6uLhoYG3nrrLQoLC1m/fr2oPFlaWmJpaUlhYSHJyckMDg5y4cIFXn/9dWpra/n888+ZMGEC165dY+fOndy6dYsPPviA5uZmhoaG6O3txdfXl927d1NTU8Ps2bNxdXVl69atBAUFYWJiQkVFBbt27WL16tX4+Pj843vciRMn0NTUZHh4GDs7O0JCQoiPj8fOzo5ffvlFgEIWLFiAvb09Dx8+5Ntvv6W1tZWVK1fi4uKCh4cHmZmZXLt2DQsLC44fP057ezsHDhxg7dq1PH78mKqqKiFjMzY2FgmuxsZGSktLycjIoLKykt27d/PFF19w/vx5Nm/ejLOzM6amphQXF3P58mVUVFRISkri559/5ubNm9jY2KCsrCxoTz4+Prz//vv/eNzef/99ysvLGRkZETOkly5doqKigtLSUq5cuUJ6ejrz588nMDCQmzdvoqCgwKRJk2htbcXJyYn6+npOnTpFZWUln3zyCXv27EFeXp5ff/0VT09PAgMDBSZaNlv08ccfC/Hi8PCwoEfNmjWLK1euUFhYSGRkJAsWLBCkoa6uLjHkb2ZmJi4lV69eJTExURizZQPK//R39ZtvvqGjo4Py8nICAgJYt24dmzZtYsGCBeKzsnv3bkGI1NTUFLQlZ2dn3N3dycjI4M6dOwJ4kJmZyePHj8nMzOTAgQN4e3ujoaFBfHw8zc3NKCkp0draSkREhBiO1tHREe3L9+7dY8WKFVhbW3PhwgUhkn7jjTf4448/eOmll6ioqODp06dkZWVhb29PTEwMXV1ddHZ2jkvcLl26xOnTp4Xgs7a2lunTp6OpqclXX31Fdna2AAsZGxsTFBTE3bt32bhxIz4+PhgZGZGamkpKSoqQ/Lm6unLz5k1WrVqFgoICUqkUZ2dnYmJiqK+vx93dnby8POLj44Wkt7OzE2VlZby8vHBwcGD//v0UFRURHh6Om5sb1tbWmJmZceDAAbZt20ZmZiatra0sWrSItLQ0fvjhBzZv3szEiRP/o7j9rctHREQEzs7OREVFiV5QgP7+fq5fv84ff/zxXwUf4OWXX0YikaCkpCR60GTYtpdffhkdHR3u3r1LXFwcqqqqeHt7U1hYiImJCV999RUlJSVkZ2cD4Ofnh6WlJXJycuTm5nLt2jUqKipwcXFhzpw5mJiYcPLkSaZOnUpHRwdGRkZiqFBVVRUtLS22bt1KTk4OM2bMIC4ujrCwMHx9fTlw4IDonVNVVWXmzJkimwhw4MABjh8/jqKi4j++Ufb09FBRUYGDgwODg4OkpKQQGBiIq6sra9as4ZVXXhEZpHPnznH69GkiIyNFv3d9fT3d3d1MnDgRf39/rl+/jpqamhAawV9c6Y6ODtzc3Hj69ClGRkZYWFgQFRVFeXk58Fe26OLFi2zatIk//vhDfDCzs7PFENjRo0eRSCR8/fXXmJmZkZGRQUlJCQMDA3R0dBAXF8eWLVtE+fqfjFtnZydff/018+bNw8nJiZs3bwqRzpw5c8QNvqOjA2VlZQYGBkhMTOTbb7/l5s2b5OTk4OnpSVRUFH5+fkKIOXHiRGbPns3LL79MeHg4ERERFBQU8O2336KlpSXaQV599VUsLCzIzs4mJSWFZcuWcfjwYcrKyjh16hT29vYcO3aMjIwMNm/ezNGjR3FzcxMQhdHRUdrb2+np6cHV1RWJRDJuWMCff/6ZRYsW4eHhIWIyMDDAjh07RBuHgoICenp6gsZmYmJCTU0N8+bNY//+/UycOJHg4GCRnV6yZAl+fn7s3LmTnTt3oqOjI3wmJiYmXL9+HQcHBwICArC0tCQkJARXV1ekUim7du1i0qRJ+Pn5IZFIBJb75s2bvP322+zYsYOLFy+ybt06UlNT0dLSEgOk6enpfPnll+MSt+zsbPbs2cMrr7xCcHAwFy5coLq6WrTYyVw8BQUF1NbWoq2tzdq1azE3N+fHH39k165dvPPOOygqKpKQkICPjw+lpaW88sorzJ8/nw8//JCGhgbhdZg1axYGBgacPHmSq1ev/tssiYGBAd7e3uzatUt8fi0tLSkuLiYrKwtra2t27tyJRCKhs7OT7du3U1tbi66uLj4+PsybN4/u7u5xiZts+PbixYuiYvnnn3/y5MkTLl26hIaGBjY2NiQmJtLV1cWqVas4evSoaI398ssvWblyJQ0NDZw4cQIdHR2sra2ZMGECXl5ePHr0iL6+PuTl5WlsbOTu3bsCi6qoqMiDBw+oq6vDxMSEkJAQMceUl5eHra0tN27cwNPTk+eee47u7m5WrVolDvuVlZUMDw8zYcIEfH19OXPmDL29vcycOfMf3+P09PR44YUXyMvLEz33tbW1LF26lJKSEpKSkqioqEBNTQ0/Pz88PDx499136enp4ciRI+jq6nLhwgXi4uLEYfyll17Czs6O9PR0kYiwsLBg7ty5REVF0dfXx+rVq5k5c6YY5G9qauLYsWOsXLmS999/ny+++IIjR46gr68vug7effdd+vv7iY2N5YMPPhCyw8jISMLCwgTNUgZO+Sfj9sMPP+Dk5MTQ0BBpaWk0Njby448/8vjxY3bs2MGyZctITU2lsbGRiRMn8sknn6Curs61a9dwdnbGzs6Obdu2kZaWhrm5uZh33L9/P2NjYyQlJfHHH39gZWXFrFmzeOWVV9i2bRtWVlaC/iQDRHR0dDBjxgxMTU1JSkpi/vz5HDlyRBjhFy5cKLwpq1evxsnJifz8fIF/LioqIiwsDGNj43FDxqampgqi3qVLl1i2bBmGhoYcO3aMt99+W8ycyjwyly9fprS0lNraWoGg9vT0REtLCwUFBczMzOjt7SUjI4OUlBQkEomYhcjMzGThwoWcOHGCkJAQVq1aRXl5OSkpKSgqKhIUFISNjQ1vv/02K1euJDw8nIaGBkpKSjAzMyMkJITZs2fzyiuv8MUXXwgKoa2tLcnJyezYsWNc4vbpp58SGxvLSy+9xNSpUxkcHCQgIIC9e/fy1ltvie+HzBw/NjbGnDlz8PLyQkdHh3v37qGsrCwQ0La2thgbG/Pll1/i5OTEp59+Snt7O6mpqQwPD7Nx40aUlZVJTExET09PQJe6u7spLy/ntddew8nJCRcXF7799lt8fHzo6emhp6cH+CvptXjxYmJiYjh16hSvvfYaQ0ND/Pzzz3h4ePDcc8/9c6hdJSUlDh069L8SAYKCgv7r10tKSmL9+vXcunWL3NxcIiMjCQgIwMXFhYsXL9LW1sb58+fp7+8X7OuRkRF++uknjh07JqoUHR0dxMfHExYWxs8//0xgYCBOTk4sWrSIjIwMpFIpFy9eFFi30dFR0eoi62t2cHDgxRdfFFSK8vJytLS0xPD6xIkTOXv2LN988w1ubm4UFBSgp6cn8JZ6enrk5OTg6+v7d0L7Xy0lJSUxj2FoaEhbWxtvvPEGb775phhkLioqIisri/7+ft555x1iY2ORSCQYGRnxxhtvcOPGDUZHR1FSUhItbWfOnOGzzz5j6dKlyMvLY2BggJOTE5qamvT29mJoaMiOHTsEkq26upqwsDA+/PBDITbavXu32JDgL+RqW1ub+LDGxcVhYmJCTEyMGI4bGBj4x2MGcP/+fbZs2YKqqippaWkUFBQgkUiYO3cu5ubmXLhwgYyMDPElk5eXZ8GCBRw+fJjIyEhsbW25f/8+OTk5mJmZ0dPTQ0NDA/fu3UNPT4/e3l7S0tKEAXh0dJSCggJhN8/MzCQ9PV30f9+5cwdLS0vmzJmDoaEhCQkJjIyMCO9CaWkpEomEwsJCpk6dirKyMmpqaiJDGxoaOi5xA9DW1ubTTz9FQ0MDAwMDgoODmTVrFmpqaiQmJpKcnIyRkRGRkZF4eHjQ3NzM7t27MTU1RVtbm9WrV2NoaChwnatXr+bixYvcuHGD+Ph4NmzYQG5urjjcxsbGMm/ePHbv3s2+ffsoLS0lJSUFOTk5+vv7GRsbY9OmTWzdulX0C8sEa6amppSXl1NcXExcXBz9/f2i/cPX13dc4zZx4kRKSkqE8XfVqlU0NjaSnJwssk6ypEZmZiY1NTW89NJLggTj7OzM/fv3hcfiueeew9PTk9deew2Ac+fOERISgry8PBkZGSxbtoylS5eyY8cOlixZQnV1NVlZWaioqGBgYMAbb7zB999/T1ZWFvLy8hQWFpKQkEBPTw+hoaHs27ePqKgofv31V5SUlFi/fj0uLi7Iy8uPKwmmvb2d3377jenTpwsD9nfffUd1dTUpKSnMnDmT+/fvCyTs1atXRX+57PJ+4sQJHj9+jLm5OatXr8bY2Jjz589z5MgR1q5di4KCAvHx8ZSXl7Nw4UK+++47FixYgLGxMXPnzkVVVZUbN27wwQcfoK6ujqenJ+3t7eTn5zN79mycnJxobW2luLiYhoYGIRFVUlLC0dFR4Lo1NTVJTk7+W3OR/+2SIYSnTJmCl5cXZmZm7Nq1i6amJnJzc8nPz8fNzY2JEydiamoq5HayNiM1NTXmz5+PhoYGFy5cYHBwkN9//53vvvuOmJgYzMzMaGlpQUNDAzk5Oe7fv8/KlSs5e/YsDx8+5M6dO6LdasGCBVRUVJCVlcXdu3f54osvcHR05MGDB2zevJn+/n4WLFjAggULOHjwIHPnzqW/v5+EhATu3LnDhg0bsLGxGZe5tjVr1jA2NsbAwAB6enqUlZUJCI6HhwcDAwNMmjQJW1tb5OTk+Pbbb/Hy8mLPnj1s3bqVtrY2RkdH8ff3F7GVgWkkEglnzpzB3Nyc6dOn4+DgwL59+zh+/DgzZswQrYU9PT20t7dTXV2NtrY2X3/9NVOmTMHAwACpVIqDgwNRUVEkJibS29uLoqIiubm53Lp1i8mTJyOVSklOTuaTTz7BwsKCmpqafzxuAFZWVvj6+qKurk5fX58Y6g4JCeHJkycYGxvj4OCAi4sL3d3dBAYGkpeXx9DQEHFxcVhaWlJXV4e1tTURERFIJBKsra25evUqmpqafPPNNxw5ckS0m+fk5LBgwQIsLS25fPkyTk5OFBUVkZiYiI6ODmlpaZw5c4Z58+aJ16ipqeHq1asoKSnx8ssv4+TkJGbCOjo6SE9Pp66ublwFtLLLWWpqKhcuXCA8PJwNGzawdOlSPvroI8LCwrhy5QpSqRRfX18mTpzI6dOnefDgARs3bqSgoAATExMcHR2ZMGECEomEn376iUuXLlFcXMzo6ChWVlaUl5cTGxtLWVkZu3fvFgn0LVu2oKysTGtrKyYmJgwNDXHjxg3mzZuHra0tjx8/pqurCx0dHUZHR3n11Ve5fv0627ZtE9qBvr4+FBQUsLe3/4/f9996iixbtozy8nJRbv2fa3R09L9+vcTERIyMjHBwcMDAwIDe3l6am5uJj49HTk6OsLAwQQ4yMDDg1VdfJS4ujtLSUqytrcnJyUFBQYH8/Hzy8/PJyMjAwsKCvr4+WlpaRBVCTU2NjIwMenp6+PDDD+nv7+fJkyd4enri7e2NmpoaOTk5FBUVMWvWLJqbm/Hz80NdXV04MoaHh1FWViYlJYXBwUGampp49OiROEAoKipSX18/LpePixcvcvfuXYGpkw2YyQ4Mhw4dwt/fn8rKSurq6hgYGGD9+vX09PTw7NkzpFIpysrK6OrqYmJigpaWlkDPxcXF4enpSXFxMUZGRhgZGaGrq8upU6cIDQ0lPDwcY2NjsrKyqKqqQlNTE319fY4dO8bs2bOpq6ujs7OT/v5+DAwMRHuHgoIClZWVzJkzB2NjY6RSKXfv3hUDYeOxoqOjaW1tJSsrC2VlZVatWsXt27cxNDREV1dX8K3r6+s5ffo0xsbGtLS0UF9fj6mpKaampjQ1NREXF0djYyNr167l+++/5+2330ZZWVk8PNXV1VFQUCA6OhofHx+uXbuGnJwc3t7emJqaMjY2Rn5+PhoaGhQWFnLr1i16enrEBhwUFMTg4KA4rH/00Uekp6dTWFiItrY29vb2LF68GBsbm3GJG0BgYCASiYTKykosLCwIDAzk+vXrLFmyBCcnJ+Tk5ATiWk9PDysrK1566SV+++03HB0dOX36tBgE1tLS4vvvv8fDwwN9fX2srKyEF6ivrw8LCws+/PBDuru7qaqqYvv27Zw+fVr09vb09DB9+nTy8/OZNGkSvb29AlxgYWHBe++9x7Fjx2htbcXAwAAzMzPq6+sFEjopKYklS5aMS9y6urrw8/Ojvb1dDMRXVVVhbm5OT08PLi4uqKioMDY2JiRsfn5+3Lt3jx9++IEZM2aIlq3MzEw++OADwYNvbW0VQ83w18NsZGSE/fv388orr1BbW4u/vz/GxsYkJCRw5swZ7OzsOHfuHLNnz+bYsWMoKSkJhHJrayv37t0TUrWZM2cyODiIVCrF2NiYp0+fjhsNRiKRICcnR2pqKrq6urS1taGvr8+0adMwMzMT6FpHR0cUFBSor6/Hzs6OiRMnsnHjRjZt2kRUVJS4mLW2tvLbb7/R0tKCsbExd+7cwcbGBgUFBYGPlg05d3d3U1tbS1VVFb29vUyZMoVTp07R2dnJ999/T2pqqpijKSkpEQcoGap3YGCAtLQ0amtrGRoaYvny5eNGVysqKqKyshJLS0vk5eUZHh7G1dUVQ0NDlJWVMTc3p7GxEalUioqKCp2dnbz77rv89NNPaGhosGzZMpqbmzE0NGTVqlXo6uqK9mJZ5ejPP/8kPT0dU1NTTExM2L59OwsXLiQ+Ph4LCwtcXFywtbVlaGiIH3/8kRs3bhAZGcmkSZOIjY2lvLwcTU1NpFIpsbGxGBoaUlFRgZ6eHjU1NYIaOTw8LJwt//TKysrC29ubvr4+iouLBXo0JSWF5uZmXn/9dR4/fkxbWxt2dnb4+Pjg4eGBtrY2WVlZrF27ljVr1nD37l1SU1N5/fXXUVNTo6+vj/j4eMzMzFBUVKSgoICamhry8vLEz6a4uFgkq2SoUx0dHTZu3Iiamtq/nUe6u7tFdr63t5fJkydz6NAh0tLSGBgYQFlZWSRe/rdz2j+xZNX83t5eBgcHGR4eZurUqRQWFrJ8+XIha+7s7KSrq4srV64wZcoUKioqGBgYQE5Ojvnz59PX18eFCxdYsGABycnJmJiYCGjQ888/T01NjYDhuLm5CVy9tbW1QFqXlpYilUp58cUXCQsLY+nSpTx9+pTU1FSkUikSiYSEhASmTZuGoqIiTk5OwkFVXFxMeXn5uO5xFhYWGBoaCoy+mZkZ5eXlxMfHs3btWlJTU+nu7sbGxobg4GAxnxYcHCzw9zU1NTx+/Bg/Pz/hLqqoqKClpQUXFxfhcUtPTycsLIzh4WEKCgowMzPj6dOntLe3M2XKFOLi4ggKCkIqlfL5558LmaqPjw9RUVEkJCTw2muvoaqqir29PTY2NkgkEkZGRoiPjycgIOA/et9/6/KhqanJ9u3bmThx4v/jzx4/fszJkyf/q9eTzY64u7ujpaVFQ0PDv5UNbW1tSUhIwMjICDc3N0ZGRggKCmJ4eBhfX19u3LhBamqq2Cjs7e0xNTUV7TRGRkZUVFTQ09NDcHDwv/kcli5diru7O9ra2uLBa2ZmxqxZs/jss8+orq4W0iA5OTnMzMyYM2cOFy9epKSkBE1NTXJzcxkYGMDZ2Rk/Pz9Rnvqnl4x/Pzg4yLNnzwTVoampifr6eqKjo5GXl0dOTg5FRUWR/YyMjERFRYWcnBxGRkbEEKS/vz+tra3iz588eQL8Ra1qbGykv7+ftLQ0RkdHaW5uRkNDAzMzMzQ1NXFwcMDR0ZGkpCRqa2tpamoSw+rDw8O0t7eLrGF6ejrr16+nvb2dvLw8KioqmDdv3rhdPsrKyrh9+zaNjY0io1ZSUsKVK1dobGzE2toae3t72tra6O7uRkNDg9jYWMzNzUWLzIQJExgdHaW2tlYcuK2trSktLRWHIA0NDTw9PQUusa+vj7S0NCIiIrC0tBQVDH19fbKysvDx8eHp06fAX1mk/v5+WlpacHd35/Dhw0ydOlXYzWWeGy0tLdra2sYlbvCXSKq9vR1lZWVhS5VVIDIzM/H396empgZDQ0M0NDTo7+9nwoQJJCcnY25ujpGREaWlpYyNjaGiosLTp08JCAggJCSEsbExEhMTGR0dxdLSEgsLCyZOnMiJEyewsbGhp6cHW1tbJkyYgLy8PJmZmYIbP2PGDM6ePUtLSwu1tbWMjIwQFhaGiYkJGhoaSKVS4SFSUFBAW1tbAAHGY6WmpjI4OIijoyPDw8PcunVLVDtUVVWJi4tj2rRpGBkZ4e7ujoaGBrm5uSQmJjJ79mzR2qqrq4uOjg6FhYWC0idzAMhQsF1dXdTX19PR0YGXlxf9/f1UVlaio6MjKIIyvLXMDyCTpI2MjKCgoCB+Vp6enoLfXltbS15eHnZ2duMWt8zMTIyNjVFUVGRwcBBVVVU6OzvR19cX8jlNTU3Kyspobm5mdHSU+vp6zM3NcXJyoqOjg4iICAYGBigvL0deXp64uDgmT55MdHQ0VVVVopdZQUGB9PR0tLS0iImJIT09nYaGBsbGxggICCA0NFS4UoqKitDS0kJJSYm0tDTS09MxNjYmIiKCixcvsmXLFkEYlLkXtLW1x63a1tfXx/DwMJWVlbS3t1NQUMDY2BhxcXEMDg7i4+NDamqqOOgODAwIepcMYe3q6oqlpSWNjY20trYyd+5cYmNjCQsLQ09Pj+bmZoqLi2lra0NRUZH4+HhUVVWprq4mMjISVVVVSkpKGBkZoa+vT9iXJRIJubm5AnOqqalJX18fZmZmyMvLk56ezsjICG5ubmIec7yeDUlJSTQ0NODl5YW5ubl4jnV3d6Orq0tzczNaWlrimRkeHi78M7JnqiwRUF9fz9WrV1m7di2//vorubm5zJo1i4yMDPr6+pg0aZLYJ2VJprKyMqqrq+nv7/+3joqoqCiReJGTk0NeXp7Q0FAUFBTw8/OjqKgIf39/ga9tbGzk/PnzjI2N8fbbb49L7BITE0lJSRFdIgoKClRXVxMbG8vUqVNJTk7G3t5e+K8UFRVZuXIl/f39gvRVWlqKoaEhqqqqIgEiE7Levn1btAMZGRmhp6eHvb09rq6uQk5ZU1Mj3Fhz5syho6ODhw8f8sorrwAwODjIwMAAvb29eHh4CMeGh4cHPj4+Yu8cr2oR/HVpq6ysxMfHB21tbe7cuUNbWxsGBgZ4eXlRUVGBnJwcPj4++Pn5AYh95dq1a3R2dqKjo0NdXR2lpaUYGRkxefJk8T3q7e0lPT0dJSUlIiIiUFdXJzMzk3nz5hESEkJhYSHZ2dkMDQ1RWFjI4OAgxsbG5OfnCwfU6OgoZWVlaGtrY2Njw8KFC8nOzqaqqorR0VFCQkIICQn5r6qTf+vykZ6eTklJyf+DvT06Ovq3JINycnLo6OiINhQLCwtsbGxwcXERGZqamhp8fHxQV1cXanljY2Nqa2vp7e2lv78fVVVVLCwsCA0NpaGhQRAy+vv7hcMhIiKChoYGvvzyS0xNTXn11Vfp7u6moqKC3t5ehoeHmTJlCi4uLkilUgoKCkSv9PDwMDExMXh6enLlyhV6enoEitXMzIzAwECCgoIoLS39O2H9W3Hz8fFhaGiI0tJSWltbRWvY+fPnBVJRJizq7e3l9OnT6OnpoaqqiqqqKoqKiuIBFRQUxOPHjwkLCxOZARk7WkYjqq+v59atW5SVleHg4ICHh4eonsi8APv37yciIoLAwECamppIS0ujqqqK6Oho4RAYHR0VlSIHBwcx+D4eKz09XXzZhoaG6OzspKysjPr6euTl5bGysiIgIIC+vj4GBwfFpWJsbEyIfaKioggKCuLWrVvcuHGDnp4eWlpaRFWiqKgIAwMD/Pz8MDY25rvvvsPAwEAQ3drb2wW5RHaIev311zl48CCKior09vaSlZWFgoIC7u7u9Pf3i950U1NTRkZGqK+vp7Ozc9woYQA5OTk0NjYikUgEvSQ4OBhVVVXB5Tc0NERLS4vm5mZKS0vp6uoS82GTJ08WmOHKykr6+/vp7+9n4sSJxMXF0dPTI/B/6urqpKWlceTIEa5cuSJmvzw9PYXrQ09PTxyeZPLLtrY2MfgYGBjIo0ePGBsbIzU1FRcXF+AvU/t4tl2Vl5eL75iSkhLp6ekoKipy69YtZs6cSWZmJmZmZlhYWGBpaYmbmxvbt29HX1+fBQsWcO7cOeFZkJXG3d3dqa+vF4JWiURCXV0djx49YuLEiZibm3P9+nVUVFS4d++eGHSeM2cO+vr69PT08Mcff+Dt7c3Y2JgwNaekpDBhwgSmT59OdnY2eXl5TJw4kd7eXkpLS/+PmPV/YhUXF6OkpISJiQmqqqoMDg5SW1tLSkoKaWlpqKqqCidDV1cXbm5u5OTkkJiYSEBAgEA7t7S0UFpaSmBgILq6ulhYWKCmpoaDgwOGhob09/cLSpuamhq1tbXU1dWJ9kcvLy+0tLSYPXs2CgoK7N27l+eff57S0lKRyHj//fd5+PAhycnJdHV1YWFhgZmZGTo6OkKUZ2JiMi5xU1RUxMrKShymysrK0NLSori4WDxbZWhlNTU1GhoayMvLQ1NTk8rKSvLz89m1axdWVlbk5uaSkpLC/PnzuXnzJoWFhQIF6+7uLhDFpqamdHd3Y2xsLPw1RUVF6OjoYGtri52dHY8ePRKVod7eXmxtbZk4cSLt7e08ePAAMzMz4uLicHJyws3Njerqau7fvz9u1d2hoSEePHggbNzd3d1ChmdrayuGkpuamsjJyUFDQ4PW1lbk5eXx8PAgNzeXq1evCofJkSNHWLRoET/99BOOjo60t7dTW1uLiYmJ+FzJRKkBAQE0NjbS3NwMgLq6Oqqqqhw4cIApU6aIZ/DAwAAuLi6sX7+e8vJy6urqOHLkCNu2bSMkJISenh7u3LnDsWPHCAkJGZe4Afz555+Ympqiq6uLoqIiCgoKPHjwAHl5eZKTk7l79y6RkZGiUmtjY0NxcbEYoG9sbOT69etMnjwZX19f4uPjqa6uJi0tDU1NTeTk5ETlTUVFhcDAQMrLyzExMUEikfDgwQNycnIYHh4mODiYVatWMTIywrp160hISBBJw5ycHMbGxoiJiWHnzp3iHFVTU0NfX58gZo3X0tfXp7CwUNDlZBWr4OBg7O3txZiAzJ9WUFDApUuXCA0N5fTp03h7e+Pp6YmmpiYWFhaikvLs2TORRH38+DESiYTly5dja2vLp59+SnBwMFOmTOGTTz4R5+e0tDScnJwoLi7G2NgYPz8/hoeHkZeXF5+refPmoaamRmxsLP+v9v47uupya9uGjyQrva/03gskIY0kBAIkEAi9C9JEQUAQrFtERcACCiIgKAIionTpnYROCimQ3nvvvfd8f/iua9z3eN5vvMpzm/cbz5dzjD322OgG1sxa63ddc57zPCoqKkhISKC4uJiZM2cyduzYv/26X+ryMX/+fN58802GDx/+v/yza9eu/ePfz9jYGIlEQn9/v4DEnD59mj/++IPLly/T1tbGsmXL0NHRobS0FEtLSxQVFbG2tmbnzp1kZGQwadIkHBwcUFFR4fnz5yQnJzNhwgSGDRvGs2fPGDNmDFZWVvT19XHq1CmWLl2KVCrl66+/FrGhZWVlSKVS/vOf/wiK8JQpU0SnX2Z5sbS0ZNq0aXh4eFBZWUl8fLy4ddvZ2TFx4kT6+vpeprT/SJqamqSnp/Pmm2+yYMECrl+/TkVFBV5eXigrK3Po0CERMZmfn09VVRXvvfcev/32G0lJSXzzzTcoKyvj5uaGtbU1mZmZREdHY2pqiouLC4GBgbS0tNDe3o6ysjKFhYUYGBjwxRdfsGvXLkaOHElPT49IiJF57mVvcGNjYxITE0lMTGT06NGsWrWKxYsX4+DgQEdHh/DE3rhxg7t37/L999+TlZX1r9dNlrYSGxuLo6MjkydPZuvWrfT39zN9+nR+/PFHQaJuaWmhpqaGt956iz///FPk0su6VYWFhaipqWFtbU1AQICYnNnb29Pc3ExlZSWjR49mxowZNDQ0kJaWxoMHD4iNjcXLy0uMOWUj4REjRtDX10d6ejr9/f2sWLGC7u5uAgMDKS8vFx/2xsZGQSxdtWrVoMGkZs+eTU1NDZmZmeTk5Iil/KVLl7Jz506+/PJLli9fTmdnJ1FRUXR3d3Ps2DFOnz4N/AWNc3JywsHBgaSkJE6dOsWhQ4dwc3OjtLSUuXPnoqmpiby8PMXFxfz0009YWlqKbndERATXr1/HysqKuXPnMmzYME6fPk1lZSXr1q1DV1eXnJwcMXEJCwtDVVWVzz77jB9++AEXFxfq6+vF1GSwbDC2trYkJCRQVlaGr68vb775pmBtuLi4sGzZMg4fPkxZWZkg+lpaWrJkyRKUlJSIiooSXeP6+noqKys5cOAAd+/epba2FltbWzQ1NcXl7bXXXhPJTLKFchl0LCAggM7OTgoKClBVVSUuLg4XFxcB2iwrK2PZsmWYmJjw66+/MnXqVEHEnThxIjdu3GDFihWDUrelS5dy/PhxoqOjcXZ2xtPTE4lEQmJiIk5OTmhpaaGsrIxUKsXa2hpXV1eWLl3Km2++iaGhoTgYOjg4iAuzt7c3CQkJREZGoqSkhLOzM42NjTQ3N3Pq1Cm+++47PvvsM7S1tUV8dHV1NVFRUWhpabFlyxY2bdqElZUVx48fp7KykkmTJqGqqsrx48extrYWEwJHR0fa2tpITk4mKSmJzs5OVq1a9a/XTUdHh9zcXCwsLNDX1xfNIlNTU+Li4sRlV1FRkaSkJOLj4/H396epqYnCwkLBCpAdomfOnElMTAzfffcdZ8+e5fr160yePJlVq1ahra2NoqIi7e3tLF26lD///FPY5AICAgQvSRaWEBkZiY+PDyUlJcBf+1AVFRWcPHmSgoICxo0bR1lZGRkZGbS0tFBYWMi9e/dwcXH51+sWGBhIVFQUZWVl1NbWkpuby4MHD4QFx8vLSyzuysvLi32NjRs3Ymtri7u7O5mZmcBfe47Z2dlcvnwZiUTCuHHjuHDhgojGf/78OY6OjiKN6NmzZ+JQLicnR0VFBXp6enh5eTFs2DA+//xzDh06JDhToaGhzJkzhy1btojp+/3791FQUEBRUREdHR2WLVv2r9dMJjk5OVasWCEAsMrKygAsWrSInTt3CkK3lZUVEyZMICcnh08//ZRXXnmFUaNGUVdXh7W1NeXl5RQVFfHKK6/Q1dWFg4MDiYmJLFy4EBMTE168eEFSUhJr165lz549vPPOO9TU1ODs7IyKigqKiopMmjSJrq4u+vv7mTVrFunp6djZ2TF79myWLFlCT08PJSUlyMvL4+bmhoqKComJiWhoaGBrayuahIOhxsZGurq6qKuro6amhqSkJNzc3IQN1sXFRTRoW1tbxd9bQ0ODcePG8cYbb2BjY0NdXZ3g5cXGxrJs2TKuXLkiQNJNTU3ExsZibm6OvLw83333HZaWlri5uWFvb4+WlhYNDQ0iYnfDhg1kZmZy8eJFAgICmDJlCn/++ScHDx7ExMSEx48f8/bbb3P9+nVu375NZGQkr7zyCosWLfpbr/ulLh9jxoz5v/31+vp6jIyM/vHvt3PnTj7++GMaGxtF6oWRkRHffvstlZWVrFixgq6uLg4ePEh3dzeffPIJc+fOFTn377//Pi0tLRgaGtLf38/hw4dZsGAB1dXVFBYWYmNjw8GDBzE2NmbNmjWCTNrf38/HH38sRl719fV89913HDhwQGTw6+jo8McffxAbG4uWlhbe3t5IpVI8PT0FZdjd3Z2IiAiePXuGv78/KSkp/7cXs/9p1dbWEhERgaamphjZ7t69myNHjjB16lTCw8PR0tJi4sSJODk5ceTIEXHJsLCw4ObNm4wePRo/Pz+6urq4fPkywcHBfPnll/T09LB8+XJBUtXR0UFJSYmVK1dy4sQJiouLuX79ugAaOTo6EhYWxtdff01ERAQHDhzg9u3bKCkpidhfbW1tQXydOnUqUqmUhIQELl26RHNzM3v27PnXawZ/PZjXr19PSEgIFRUV1NbWMmHCBAEWDA4OxszMDAsLC5KTkwWDZvny5Xz77bfs2rWLixcvYmRkhIuLC/Hx8bS2thIQEICfnx85OTnMmDGDCRMm0N3dzYkTJ/jwww/ZtWsX5ubmLFiwAE9PT1JTUzl06BCTJk3C1dWVadOmERYWRm1tLSUlJQwMDKCoqMjly5c5fPgwmzdvZuvWrcLWOGfOHBITE9m0aRM7d+4clNp5e3uTm5uLra0tHR0d5OXlUVdXh66uLrdu3aK8vJyGhgamTp3KzJkzRefp6NGjXLhwgS+++IL29nbS0tLEzsZrr73GnDlzROMhMDAQe3t7VFVVOXz4MNeuXSMjI0P4UBUVFUU6lJGREaWlpbS3tyOVSrl8+TK9vb2MGzeO8vJyfvrpJ3HZc3R05OzZs9jY2LBkyRIiIyMHzUIkmwBdunSJo0eP4ufnx3fffYeKigp//PEHI0eO5LXXXkMqlVJXV8eZM2doaWnh5MmTzJgxg7fffhs1NTVyc3NJTk5GKpUyZswYEd+5ceNGfv75Z2pra/H19WXJkiVkZGQQGhrK999/T2ZmJp6enjg6OtLZ2cmGDRtEilVISAgjRoygq6uLjIwMsrOzsbKy4sCBA+Tl5XHs2DGqq6vp6+tDT08Pd3f3QakZQHNzM2PGjBFL5AkJCfzxxx+8/fbbPH/+nIKCAhE52dPTI3aDTExMRNrhpUuXOHfunPB+r127lu+//56QkBDOnTuHg4ODWGCNiori22+/RSKRYGNjQ2VlJYcOHaKhoQFvb2+0tbXx9/cnMzOThw8fYmpqSlVVFdevX0dXV1fYKd955x1x2dTX18fFxYWWlpZBI3XLPNiurq5YW1tTUFBAUFCQIMXfu3eP0NBQNmzYgKurq9i13LdvH/fu3WPy5MkiPCUhIYGqqioCAwNZuHAhI0eOFAwnBwcHWlpaRADAjBkziIiIwNPTU/Ac5OXluXnzJleuXGHy5Mn4+PiIncC8vDxOnz5NUVERBw4c4Nq1a6xYsYIFCxZw5coVdu/eTV9f3//CFPu3JCOzy2zYycnJIrjm/fff5+jRozx79gwXFxemTZvGe++9h5GREQoKCsKerK2tTWJiIv39/SxYsAAlJSVmzpxJRkYG8+fPx8nJCXt7e9ra2li7dq3YcWhra+O1117jzJkzZGdnM3fuXJ4+fSqaAp9//jlmZmZoamqSl5cnolh37drFqVOnmDZtGj/88AOhoaE4ODgwZ84cjh07xtdffz0otZs9e7aAuDo4OAi4qYxLJbO35+bmUlBQIGrY39/PwoULefz4Md7e3nh7e6OsrIypqSm2trZUV1djZ2eHr68vTU1NYhrl4uJCf38/kydPJj4+np9//pkXL16gpqbG7du3uXfvnrDBr1mzhs7OTmGjk/HbpFIp9+/fp6amhv/85z94e3sTFxcnwiwGQ3Z2dowfP54zZ85w9uxZ2tvbMTMzo7a2lpUrV2JoaEhra6vYV2xsbGT06NFER0dz8uRJscciS5c6efIkDx48ID4+nqNHjzJhwgRsbW1pamoiNDSUrKwsjhw5wo4dO1BQUODMmTOoq6sTGBiIRCLBzc2NnTt3snHjRk6cOCH2cy5fvoxUKmXcuHFs2LABJycnXF1dUVNTE8mAkZGRf/vy8VJRu/BXvGpxcfF/67jW19dz4sQJnj59+rd+D1nUWE5OjuhiycvLU1RUxGeffUZzczN//vmn8NaGh4dTWVkp6JNGRkYcPHiQ6OhoAcj6/PPPkZOTIzc3l4aGBhQUFHj77bdZtmwZhoaGXLt2TYz1Vq9ezfvvv4+9vT2nTp2iqqqKBQsWsHfvXs6fP4+2tja///47ISEhqKqqipizFy9ecP36db799lsiIyPFQvCpU6fo7+/H3d2dffv2/euxgAUFBezatYv58+ejq6vLd999J+CAjo6ORERE8O6774rlVlVVVd577z22bNnC8uXLef78uYhBjYyMpLq6mps3bwoSuYWFBWfPnkVfX5/ly5fz888/U1ZWxoYNG6isrOTMmTNMmDCBkSNHEhUVRV5eHlpaWhQVFREcHIybmxvx8fEUFRWxdOlS4dN88OABW7ZsITAwEBMTE548ecKjR49Yv349r7zyyr9et4GBAeTk5Pjjjz+Ql5dn0aJF7Nu3j02bNuHp6cmRI0coKCggMjISRUVFtmzZgpeXF8+fP2fbtm188MEHPH36FAsLC0aMGMHZs2dZvXo1cXFx5Ofn4+fnx6lTp2hra2Py5MnExMSIzvsnn3xCf38/N27c4Pbt23R1dfHuu++yePFiIiIiWLFiBWPGjMHPz4/W1lZCQ0NRVFRk586dHD58GGVlZRYuXIi1tTUdHR0YGhry2WefsX79+kGJBdy2bRurVq3i6dOntLS0sG7dOiQSCbt27UJPT4+wsDAqKyuZOHEilpaW3L17l4CAAHHIOX36NPn5+aSkpFBUVCQsGl988QXvvPMOvb29zJ07l+DgYAD+/PNPRo8ezc8//0xpaSnu7u4CxKilpYWVlRVz5swRU76ffvqJ27dvY2JiwurVqzl37hz29vYMDAxgYGCAnJwcBQUFDAwM8NZbb6GoqDgodTt06BAKCgoUFhbS29uLubk5Dx8+xNvbm6+++or+/n7OnTsHgKurKxYWFqiqqnL79m02bNhAfX09W7ZswdHRkVdffVWk/xkYGAhGUlNTExoaGmJiMWfOHL7//nvy8/OxsrJi5MiRKCkpkZmZyZgxY9iwYQMBAQH88ssv5OXl8eDBA5EHX1ZWxsyZM2lra8PNzY39+/cTERGBvb09y5cvZ8yYMYNSt/7+fh4/fsyDBw+wtbVl3rx5fPLJJ8yaNYsjR46wf/9+tLS00NHRobe3V0wXzpw5w7Zt2zhz5oyYtj579ow///yTNWvWEBMTQ3t7O+PGjePp06dIJBImT57M8+fPcXNzIy0tjd27d6Opqcm7776Lo6MjV69eFROmhoYGOjs7eeWVV2htbSUjIwNVVVUB1QwJCeHnn39mzJgxNDc388svv1BeXk5aWhpZWVn/+nfctm3beP/993F0dCQrK4vHjx+Tnp4uPoeyS1pgYCDr1q2joaFBROjKy8vj6emJqqoq+vr6lJSU8PHHH+Pm5oa/vz+pqamYmZkxa9Ysampq+O6774iMjGTcuHHo6uoyfPhw4uLimDdvHosWLaK+vp4vv/wSLS0tpk2bxrfffoucnBy6urr4+vqyceNGurq6uHr1Kq+88gotLS00NTURERFBUVERW7ZsoaWlhdzc3H+9bvn5+ZiZmXHlyhXk5eV54403iIuLo62tjZiYGHp7e+no6BCIgZqaGgwNDZk7dy7vvvsu7733HsOGDSM0NJTw8HDmz59PfHw8ly5dIj09nbi4ODw8PHBwcBDW0C+++IIlS5aQmZlJTEwMra2t2NjYMHbsWLy9vdHX1+fdd99lz549fPTRR9jb2/PBBx/Q19dHeXk5Dg4OXL9+ne3btzNnzhxGjhxJeXk5mZmZmJiY/KvMsf9au+vXr2NsbCxse5qamqxdu5bvvvuOUaNGERERQU1NDQ4ODkycOBFPT09qa2u5d+8eDg4OFBcXY2trS1RUlGCuHDp0CDU1NZGwZmFhQW1tLXFxcXR3dxMZGYm+vj5JSUmsXr0aW1tbYmJiOHPmDGZmZjx+/JiVK1dy69YtjI2NBehXloba2dlJSEgI33//PdOnTxdBQWZmZtTX1w9K3czNzblw4QKdnZ0i2KioqIjY2Fj8/f1pbGxk9uzZ5OfnExsbi6mpKe7u7hQVFeHn54eOjg4xMTHcv3+fjo4OZs6cyTfffMP58+cFO6e8vBxbW1tGjhyJvLw87e3tPHz4kIULFzJv3jwOHTpEaWkp+/btIzY2lrVr16KkpARAcHAwampqVFVVoampyTfffIO9vT0ZGRlUVVWJUI3q6mqampr48MMP/72o3d27d3P8+PH/9TeTSJg0adI//v2OHDkiCNk6OjpcvnyZ4cOHC8rnjRs3eOutt9DQ0CAjI4PExES8vLx47bXXePjwIYGBgVRUVPD06VOOHTuGm5ubiP1zd3fnq6++or6+Hi0tLd5++20qKioYGBigsLCQlJQUnj59iqamJu7u7kRHR6OoqMizZ8+Ql5ensrKSjRs3CrqrLFs7PDycV199FS0tLXFglJeX5+zZswQEBLxMWf+xZCRe2UNDV1eXw4cPY2xsjJWVFZWVldTW1mJpaYmLiwu9vb1cuXKF/Px8mpqaSEhIEETljIwMpk6dioWFBdevXycvL4/y8nLS09Nxd3dHX1+fgIAAUlNT+e2332hubkZRUZGioiKRTV5XV8eOHTsIDg5m9erVwueppqZGSUkJs2fP5vjx4yQlJfHqq6+KZSkjIyO0tLREusm/rZ07d2Jra8vcuXORSCQ8f/5cfJl/+OGHwk8JUFhYyKlTpwTdeO3atbS1tTFnzhxyc3P54YcfSE9Px9XVVVg6Ll++TFFRETY2NmL0LYvEVVBQQFNTE1tbW5ycnOjp6WHOnDm88cYbzJgxg+HDhwtLWHNzMzt27GD16tVIpVLCwsI4d+4cDx484Ndff8Xc3Jze3l6+/PLLQSMnu7q6smfPHiwsLNDV1WXfvn0YGhqKRfquri68vb2ZN28eEomEJ0+esHPnTrZv346trS09PT0UFRWRlZUlEnRu3LjByZMnkUgkLF26VDQxZMvDW7du5eDBgygpKREREcGCBQsYO3YsLS0tHDhwgHfffRclJSXOnj2Lh4cHEomEhoYGzM3NaW5uprm5mfj4eIYPH05ZWRkKCgoi7UNRUXFQ6jYwMEBKSgqTJ09GW1ubjIwMfvvtN7788kvWrFnD4sWLuX//Pi4uLhgZGXHr1i2mTZvGqVOnSE1NZf78+ejr65Obm8uXX34pvvfmzJlDenq6OITIDjXp6eksWLAABwcHsbAos7t89tlnzJs3j+rqaq5cuYKxsTHe3t4sWrSIx48f8/nnn/PFF19w+fJlHj9+zNWrV5k/fz6+vr5oa2tTX18/KDUD+Oijj0QAiKGhIZmZmTg4OODs7MytW7fEbkV5eTnXr18nPDyckydPYm5uzhdffEFHRwcPHz5k+fLlfPjhhwQFBaGnp8euXbvw9PTE2dmZmJgY6urqaG5uJjs7m8LCQlatWoWWlhY3b94Ue2FtbW2kpaVhY2PDsmXLWLVqFQMDA9jY2FBQUMCLFy84cOCAWG5/9OgR8fHxgoklkUg4duzYP/JFv6x8fX0F4E+WxOXu7o5UKiU8PBxbW1u2b99OdnY2n3/+OSUlJaxcuZIPP/yQr776io0bN2Jvb8/ixYv/2w7S8+fPGTZsGGFhYcKiO2nSJD766COuXr0qyN8mJiYoKipy4sQJTp8+zSeffEJycjKrVq3i2LFjXLlyhbKyMpqamrh27ZqY4JmbmzN79mw8PDyoq6ujqamJuLg4UlNT8fDw+NfrdvPmTRITE8VSrZqaGkVFRWhpaWFsbMz9+/cJDg4WoNm2tjZef/11lJWVGTduHKdPn2ZgYIARI0Ywffp0IiIiMDExIS4ujocPH3LgwAExFe/p6aG1tZWVK1fS39/PkydPRJCJbLdy9+7drFq1iqVLl/L555+TkpJCeHg4hYWF/PLLL4LF4OjoyKeffkp+fj6lpaV4enoyZswYqqur//WayTR9+nSys7MB8PDwwNvbm4aGBnbu3Im5ubngpTU3N4ul6qSkJPLz83n69Cmtra1MmjRJ2CcdHR05efIkMTExfP3112zfvp3Y2FiUlZWZOHEiu3fvRkVFhdDQUF5//XURFW5iYiI4W/r6+hQXF7Nx40Y6OjpIS0ujqamJgwcP8tZbb1FdXc3MmTPx9/fn0aNHHD16lKqqKhwdHfnhhx8GpW7FxcVIJBI6OzspLS2ls7OTy5cvs3jxYo4ePcqSJUs4fPgwAQEBTJs2jcuXL9PV1cWLFy8EnsDa2ho9PT1iY2Opra1l9erV7N27l3PnzuHn54etrS05OTkUFxfz9ddfs2fPHpSVlTl79ixdXV20tLSQn5/PunXr+Oyzz/D29ubLL7/E2tqaK1euiL2ngwcPcu/ePSQSCXv27EEqlfLw4UNhF968efPfXjp/qctHXV2dyAWXdSsAbt++/VKLYb29vWzbtg1ra2s6OzvZtGkT/f39hIWFYWZmJqJt5eTkxNKel5cXR44cEbTb0tJSnJ2dhZ/77NmzZGdnEx0djYGBAZWVlbS2tmJsbIyFhQVff/01vr6+TJ48GT09PeLj4/9bspXszT5hwgQWLlxIamoqsbGxFBcXs3nzZtTU1Fi+fLmIE5UlOQGoqqq+TFn/sSwsLCguLhY+P2dnZ06cOEFiYiKbN28mMjKSoqIiQeGuq6vD19eXq1evMnnyZLy8vIiOjiY7O5vi4mJOnjxJSEgI27dvZ8+ePRQWFjJhwgSmT59OVVUVqamplJaWMm3aND7++GMsLS0pKirC0NCQ5cuXM3z4cNLS0rC0tOTTTz9FX1+fUaNGMWLECCoqKrC3t+fZs2ccOXKEtWvXYmNjg6mpKXZ2diQkJIjYzH9b/v7+1NfXi2QbTU1NBgYG2LFjB+7u7rz++usCAKepqUlERAR2dnbivxsaGoQfd+HChVRUVODv78+9e/fIzs5m6tSprF27lpycHOLj45k+fTpZWVm4u7uTnZ3NxYsXxZ+blZXFzZs3+eSTT/jzzz+ZNm0aLS0tGBgYIJVKSUpKYt++ff/t511RUSFSsmTjZdl779+Wk5OTCGCQSCSMGjWKy5cvCw6Fi4uLCDpobm7mvffeE0lp06ZNIyIiAiUlJRQVFVFQUKCvr4++vj4KCwtZsWKFIPwmJiZSX1/P1q1bAdi7dy+XLl3C29sbVVVV5OXlsbKyEpflgoICXnnlFVRUVHBxcSEvL48ff/xRNAcWLFhAVFQUkyZNoqKigvj4eGxtbUV6yL8tPT09bGxsCA8Pp6KiAg0NDQICAsRSaW9vL4aGhrx48ULYnm7cuIGjoyM2NjbcvXuXMWPGiAmwkpISfX19lJaW8sknn/D5559TXl6OoqIi9vb2Ypry1ltvYWJigqenJ2lpaWhqamJtbU1gYCDTp08nKiqKzMxMgoODMTc3RyqVsmnTJi5evMjWrVuRSqXisj5y5Eh0dHR4/vz5oNQM4LPPPqO8vFwsyCcnJ1NWVoaKigrnz59HTU2N9PR06urqMDMzY8WKFRw8eBB1dXXmzp3LyZMnxSJ0WFiY2D9YtmwZRkZGIgJ66dKlIpVp4cKF/Pzzzzg4OKCmpib82LII0bi4OAoKCgRYMyoqCkVFRT7//HN++OEHvLy8uHfvnrBdtrW1UVZWJvaQBkPjxo2jpKSE69evEx8fj5qaGm1tbairq6OlpUVjYyNHjx5FTk6OCRMmsGLFCtrb27l69Sq+vr74+fmRlZUlUnUWLFhAbGws9fX1XLhwgfHjxyOVSqmuriYuLo68vDxycnLYtm0benp6wr5XW1uLiYkJAQEBuLi48OjRI8LCwsQOZmFhIQcPHmT27NkUFBSI6HwlJSVaW1tF4IEs1vbfliwJz8PDg4aGBg4cOMCbb75JeHg4jx8/ZtGiRSKKXhZjW19fj6WlJZaWljx79gxlZWUMDQ3x8PAQ751bt27h6emJhYUFWVlZZGdnIycnx/bt28nMzCQ2NpZPPvkEc3NzYmJiBJshOzub9PR00tPTUVdXZ+XKlSJ1s729neXLl2NsbIy8vDzw1/5sbW0tp0+fFpHo27dv/9frBn816mTT6bq6OgGdO3ToED/99BMrV66kuroaY2Nj6uvrOXXqFPr6+jQ3N1NTU4OKigrJycmoq6ujqqoq9jWOHz/OrFmz0NLSorKyEg0NDfT19QkODmbYsGECIj1mzBhhUbK0tCQ/Px8TExPU1dWZN2+eiM1WVFSkqamJXbt2sWbNGr7++msmTJiAgYEBxcXFaGtrM27cuEGpGfyVEhYWFkZfXx9ubm4YGxsLq1lAQADXr19nYGAAZ2dnNDU1yc/PFxDukJAQfvjhB5HQVV5ezvnz5wVOQCKR0NXVJUJ0lJSUOH78OD09Pbi6ujJs2DDa29sFEBXgzTff5PLly3z66aeMGzdOfMe2tbVx6NAhYmJi+OWXX5g+fboIAPHw8GDGjBnU1dUJ+/T/k17q8jFs2DCRx9/e3k59fT1SqRR/f39Buf4nko0FZV/klZWVTJ8+nXnz5jF16lRUVFTIyclBTU0Nf39/5OTkREykrBMm69rLvrTk5OSora3l0aNHrF69mr6+Pqqrq2lubkZZWVksziorK5OUlMSjR4/o6elh+vTpbN68WaTnPHz4EHd3d+rr69HU1GTkyJHs3r2boqIipkyZgru7O8XFxaSmppKTk0NmZuagpejU1tbi5+eHtbU1GRkZNDY2MmXKFPr6+ujp6cHHxwdtbW3KysooKirC3t5eJChFRUUJb6HsgXTnzh2CgoIAeOONN8Sf8eDBAxHPGB0dzS+//IKamhohISGCUF5fX09WVhZ37tzB09MTFRUVenp6yMzMJC8vj/b2dpF9397eTnJyMtXV1djY2ODm5sbYsWMHrQstlUpxcHAQUbf6+vooKirS2toqsr91dXXJyMigvb0d+GvKtHDhQl68eEFpaSmKiooioCAgIIADBw4wbtw4fHx8UFdX59GjRzQ1NbFgwQIUFRVpaGjgxo0bYk9CX18fZWVlWltb6e7uJjY2litXrrB582bS09Oprq4WPJH4+Hi6u7t57bXXsLe3R11dnZycHNFlamxsHJS6AcIDbmxsjKKiIvX19Xh4eKCpqYmDgwPTpk0jPT1dTDZsbW3JysoSwQ0pKSmMGDECNzc3amtrKSgooLa2lqSkJHp7e5k8eTIGBgYi7720tBQbGxsOHTokYiRjYmJoa2sTIROyA7UsGloWx5iYmEhlZaVgacyePRtAHPYVFBQGrW7Dhw+nrq6Onp4eJBIJxsbGeHp68uOPPwoeSV5eHi4uLowePRoVFRXS09OZO3cuv//+OwEBARgYGCCRSPDx8UFDQwNDQ0OqqqpISkpi9uzZgh9SUFAgDo6NjY24uLiIaE4ZSyUoKAh5eXkKCwtRVFTk9u3bwF8QSalUSmdnp4j9NDIywsfHB319fSoqKtDW1h60ukVFRVFaWoqKioqAlBUVFXH+/HlmzZpFdHQ0+vr6mJubo6WlRV1dHXfv3hV04zlz5gguwosXL7C3t6egoEAQvydMmEBzczOPHz8mLS2N9PR0Ll++LKIlra2txZ7EvHnzRAZ+REQEt27dwtLSksbGRqqqqsjIyEBLS4sLFy5gZWWFrq4uCQkJ5OTk0NPTQ1dXFz09Pf9fdyb/J5WQkCB+Tm5ubkycOJFLly6hp6fHJ598wqZNmzA2Nqa3t1cc8idOnMgvv/yCRCLB3d1dcCdMTU1xc3Nj5cqVbNq0iVWrVqGqqipSLzs7O0lNTWX16tVUVVXx6NEjkQ7W2tpKXl4en376KUuWLKGlpQUrKyuMjY1RUlLCwMCAkJAQQkNDGT58ONXV1Tg5OYnDlKKiIjNmzCAtLe1frxn8dZ7x8/Nj5MiRgg30559/MnLkSGH3bGlpEUDiyspKysvLSUlJITo6GolEQmBgoADpqaur4+HhgZ2dHTk5Odja2gqffG5uLllZWXh5eaGtrU1qaiqNjY1YW1ujqqpKVFQUU6dO5dGjR4wdO5bU1FTc3NwwNTWlsrKSn376SQAcZfyd3t5eARL9r1TqwVBoaChTp06lr6+PvLw8GhsbSUhIYM2aNfT399PY2Iibm5tgBrm5uZGYmIhEIhHpourq6sjLy1NRUUFcXBwLFy6kpaWFMWPGUFxcjLKyMo2NjZw5c4aBgQHq6+tRUFBAQ0ODvLw8uru70dTURENDA11dXQwNDRkYGODKlSu0tLTQ2NiItrY2ysrKXLlyBX19fQFT7u7upru7m5aWlkFrIAOUlpZiZWUl/s6yCGJZGIivry82NjY4OztTW1tLTU0NBgYGYrJvYWFBYmKi2C+ztLSkvr6eyZMn093djVQqxdXVlZ6eHgoKCpg2bRq1tbWEhoYC0NbWhp2dHe7u7iJooaOjAxMTE3Hp6OzsxM7ODgcHBywsLDh37hz6+vocOnQIKysrFBQUOHXqFGZmZsyZM+dvvW75lylWTk4OH3zwAbdv32bmzJmsWbOGP/74g88++4z09PR//PvJFh3T0tJITEwkOTkZLS0t0ZmrqKigs7MTJycnESFZX19PcnIyysrKmJubo6ysTG1tLdXV1airq5OZmUlZWRktLS0UFBTQ3NwsxuFXr16ltbVV7HBER0eTnJxMbm4u6enpTJgwgZCQEJ4+fSriVuXl5TE3N8fT05MnT56Ibv2dO3eoqqqioaGB1NRUampqaG1tfZmy/mPV19eTnZ1NdXU1SkpKmJubi+mBqqoqLi4uYhlIQ0MDeXl5bty4QXV1NZcvXyYvL0/sxdjb2zN+/HhxCC8tLSUwMBB9fX26urpEfvuUKVNElreVlRXW1taYmJigrKzM8+fPxUV00qRJwuMuAxwWFxfT1taGlpYWCQkJIj4vNTUVc3NzwTL4t9XY2EhqairJyckUFBRQX18vusayrrOtrS11dXVUV1fj4+NDcXExhoaGlJeXo6mpyfDhw+nv7yc8PJyoqCjS09NxdHSkqqqKrq4uOjo6xISgvLyc2tpaMTnT0NCgtbWVoqIiBgYGcHBw4OrVq5SUlAjK7fDhw7G2tqa0tJSSkhIyMzMpKCjg+fPn6OvrY2trS19fH93d3S/1mXtZ9ff34+fnJ/gy6urqSKVSXFxcWL58OWZmZpSUlJCXl0dFRYWAb+bn55OYmIiRkZGo3/jx44XVpaGhAS0tLdLT0wVkSUdHh8jISB49eiSSwhITE2lra0NNTU0k82hoaDB69GgKCwvJzMwUBz59fX0BigsPD8fS0pLCwkJSU1Pp7+8ftM8pQFFRkYjmlkgk4sE5Y8YMRo8eTUFBAWpqaujp6dHb20tbWxvDhw8nMDCQ4cOHY2FhIXZWBgYG8PDwYNy4cZiamnLjxg3BO8nOzqa7uxtDQ0NaWlro6+tDSUlJRFCqqqoSGxtLdXU1ycnJdHZ24ufnR19fn7AcdXd3o6SkRHp6OoqKiqioqGBgYEBNTQ0PHz6ku7t70OrW1NSEgYEBampqtLS00NLSIi5II0aMwMTERFw0ZJ8HWWRlcnIyxsbGdHR0oKioiJmZGRkZGfz5559iatva2kpqairx8fG0tbWJ5WFbW1sKCgooKSkRsbV2dnY4Ojri5OSEs7MzqampdHZ2MmLECPz8/EQQQmBgIJMnTxZMHHV1ddTV1ZFIJINmg4mKiqKwsBBnZ2eGDRsmoH11dXUoKCgglUpRUFBAVVUVOTk50tPTKSoqoqmpSVhq3d3dRfTyrVu3SE1NFUvsXV1dovnh6ekp4revXLlCa2srSkpKVFVViU51SkqKIEzLYjujo6MFwyI2NhYFBQVMTU0ZM2YMBgYG2NnZERwcjIWFBX5+foNSNxsbGwwMDMjOzha7B7K9Ox8fHxITE+nr62PYsGEMHz4ciURCaWkpT548IT09nXHjxqGpqUlycjJxcXEMDAxgZGTEiBEjePLkCc3NzaioqGBjY8OIESMoKirC1tYWVVVVioqKxFlCFn3t5+eHn5+fiE3u7u4WrJ+6ujqxlyWLS46Pjyc3N1e8F19ypfel5OjoiL29vbBlBgUFUVhYiIWFBdHR0VRVVdHU1CQi7tva2hg9erSInTcyMhLA2fLycrKzs7l16xbOzs6iyS3bI0hNTSUvLw9NTU02bNjAhAkT0NXVpaKiQmAHMjMzsbGxob+/n+vXr9PT04O6ujp1dXWUl5cjkUjw8vIiMDAQBQUFOjs7aW9vp6mpiZaWlkGrm6WlpWBi9ff3Y2pqiqurK8bGxhQUFDBs2DDk5OSIiYnh+fPnYrqTmZlJSUmJgGT7+/sTFBSEiYkJqampIm2suLhYAFQNDAyYOHGiCLNpaWnBwcEBU1NTent7RXx9UlKSsEXm5OTQ0tKCuro6bW1t9PX1MWfOHJ48eYK8vDxaWlp0d3fT3NyMgYHB337dL3X5eP/99+nv72dgYACpVMrbb7/NwYMHhbf2n+revXvcu3dP5H87OztjZGREb28vu3fvFlMJQFCz7ezsuHPnDkZGRtTX1/P48WOePHki9hkqKiqoq6tDW1tbdPmNjIzo7u4mMzNT/Jm5ubmUlZVhYGCAhoYGjx49EgyKs2fPoqmpiY2NDdra2nR3dzMwMICvry8ODg48fPiQvXv3Ul5eLtgZL5P29bJqbm4mIiKC3Nxc9PX1RWKX7NDc0NBAQkICAwMDuLm5oampSVNTE8nJybS1tYnuniwuVsZrqKur48qVK8IiYmNjw+jRo3nx4gUTJkwQ2c8dHR3iP7JEDgMDA8rLy1FSUqKnpwd9fX38/f0ZO3Ys2traouNhYmLClClTMDEx4dGjR4L5MRhSVlYmNjaWp0+fEhMTw7Nnz4iLi8PAwICenh4BXjMxMWHixIn4+PgItkBbWxu2trYYGxuLdLVHjx4JvsThw4dJT08XB6OHDx+SmZkpxp9BQUGi+yyVSrGyskIikVBZWYm3t7foaNjY2KCrq0tHRwdTp07Fw8ODhIQEnj17JiIq9fT00NbWFmDCwdCoUaNYsGCB6DS7uroKCJm7uzu3b9+mp6dHpO3IOlOhoaFERUVha2tLfn4+GRkZoqMskUjE0mZFRQX19fXU1taSnJxMT08P6enpjBw5EhUVFYqLizE3N2fEiBEUFxcTHx9PWVkZAwMDmJmZoa2tTWxsLBcvXqS3t1fULTc3l6SkJJ49eyYuOzk5OYNWt+zsbAHl1NbWpqWlheTkZJYtW4a2tjaWlpbiUBcREUFMTAza2tro6uqyePFi0c2UkY0bGhpwcnLCw8OD3Nxc6uvriY6OJikpCS0tLRHu4O/vLxYBa2trycrKIjY2lszMTCIiIujs7ERRURFvb29GjhyJlZUVJiYmaGlpiQlJe3u7+PdDQ0PJzc0dtLp5enoSHBwsIltrampoamrCxcWF4uJiQditr6+ntLQUJycnRo8ejby8PF1dXSQlJYnMehn3o6ysjMTERJ4+fcq1a9fE94+vry+LFy/GysoKR0dHsWMiLy+Puro6ycnJYh9r4sSJuLq6ihhjLy8vNDU16enpYd68eWK/ycnJiZEjRwrmh76+/qDUTSKRUF9fj4mJCUpKSkRGRuLi4kJlZSVr1qxBIpHQ09MjDlv19fXcvXsXIyMjgoODsbKyIiQkBHt7e6Kiojh48CAWFhbiQJ6bm4uKioqYMurp6REZGcn58+fR09MjMzOTBw8eUFRUhJubG4GBgcLeWltbS3p6OqGhoVy/fp2cnBwBwvX19cXLywsvLy/GjRuHi4sLL168+NvU5P9dubq6oq6uTm5uLlevXuWPP/6gs7OTlJQUkf4lJydHa2urCLXR0NCgr68PZ2dnXFxcSE1N5dq1ayQlJYlnXlRUlLj4VVRUUFhYSGNjIwUFBRQUFPDgwQNhe4yPjycuLk7YBV1dXampqcHGxkbsHsni8LW0tOjt7SUtLU28t9PT0wVAWHYAHQzNmzePyspK2tvb8fHxEWlRN2/e5OzZs2hpaVFbW0tLS4u49MvApnJycowYMQIXFxesra3F9PXUqVMoKSmJnUZFRUXx7JR9v2/ZsgUdHR0MDQ3Fc7qkpISsrCyeP39OUVERysrKWFhYYGVlhVQqRU1Njbfeeovhw4eLiUllZSW5ubnU1tYO6uRDBmLOyMgQAQYtLS0oKSnh6+tLfX09qampPHjwgJSUFMzMzGhqaiI3N5f+/n4B3p0zZw4hISFoamqKs11SUpLY3W1pacHR0VE8+6ZMmYKnpyfDhg2jt7eXkpISFBQU8Pf3p62tTUxkJBIJHR0ddHV10dzcTHFxMStWrODRo0dMmTIFdXV1+vr68PDwwMLC4m+/7pc67enr67N//37xv4OCgoiMjKSzs/Nv+73+q2RTC1mOe319PY8ePSIqKgptbW3Wr1+PhoYGsbGxPHr0SIDbZOPZ3Nxc7Ozs8PPzQ19fX3hTZfns3d3djBw5kpEjR4rs/FOnTvHrr7+Khdm5c+ciLy/PrVu3xCi6v7+fixcvYmVlRWpqKmlpafj7+/Phhx8yduxY8cWuqKgorAnx8fHCkvZvq7y8nCVLlghIU3x8PKNGjeLzzz/nu+++o6Ojg4aGBkFWliUQrVixgh9//JH4+HgSExNRVVWlo6ODX3/9lRUrVnD//n1WrFjBkSNHUFJSwsTEhPz8fLy8vPj6669ZtmwZv/32m4j4LSoq4tixY1hZWdHb24uuri7Jycm4uLhgYWGBoaEhpqamBAUF8fHHH7N582YBkcvIyBDAuX9ya/7f0fz58xk+fDidnZ10dXVRVFREUVER06ZNIzIykhs3bvDw4UOmTZvGzJkzSUxM5Pnz5/j6+gpv8r59+7C1teW9996jrKwMExMTtm7diq6uLl1dXUilUkJCQhg5ciSRkZGMHz+eu3fv8tZbb7Fnzx7k5OTw8fHB1taWM2fO4OHhwYQJE8jIyODixYtkZWVhZ2fH/PnzcXV1pbOzk3Xr1tHe3k5ubi4vXrygra2N+fPnc/fu3UGpG/xlHzp8+DDW1tZMmDCBgYEBFBQU+OmnnwgJCeHSpUusWrWKSZMmMTAwgLm5Offu3SMwMJCYmBjq6+tFZ7S8vJygoCDWrVvHmTNnqKysRFNTExMTE7ELsWjRIlRUVPj222/ZuHEjv//+O1lZWaSlpXHv3j2Cg4OZO3cuUVFRjBs3joqKCmpqakSK3o8//sjVq1d577332LZtG1paWsK3/fPPPw9a3ebNm0d3dzfKysqUlJSQnZ3NmDFjCA8PZ+nSpSxcuJDo6GiRFpSbmysW1Lu6ukQGe2ZmJklJSUgkEhobG1FUVMTExIS6ujq6urrQ0NCgqqqKzZs3M3/+fOLi4qisrGTlypXIy8vT3NzM+PHj0dfX55dffkFHR4fvv/+eTz/9FA8PD168eEFJSQn29vaMGDECDQ0Nenp6ePjwoeDLyDregyEZaFJbWxt3d3dcXFx44403yM/Px9vbm4ULF1JfX09jYyMaGhrY2dlx//59kpKS+PDDD9mxYwcfffQRXl5evHjxAh0dHd555x02btxIXV0d/v7+ggReXFzMhg0bcHFx4cKFC3z00Uf8/vvvSCQSkpOTuX//Pu+++y5hYWG899579Pb2kpCQwK1bt8jOzkZPTw9nZ2euXLnC7Nmz+eijj+jv7+f8+fPExcUhlUoHLdp58eLFlJWViTjRffv2YWZmRn9/P+rq6jx79oxJkybx4MED/vzzT3p6erC1tWXYsGEEBQVx7tw5AQG1tramra2NiRMncvfuXRQUFOjt7SU4OJjq6mpOnz4t2Cmy90Z9fT22trZYW1vT3d1NQEAAP/30E8HBwbi4uPDrr78KK9WHH36IVCpFT0+PgYEB0QzMycnh4cOHWFhYkJeXNygQ2oaGBvz9/QkODiY+Pp6bN29SWVnJ+fPnGT58ODY2NoIlFh4ejqampuC2zJw5k/fee4+GhgYMDQ1FE6m2tpaPPvqIP/74g9bWVtF4uH37tgAS5+bm8uGHH9LQ0EB1dTVZWVlkZmaKxWIbGxvefvttHj58KBKjZHsSa9asYenSpXR3dxMSEkJ3dzfPnj2jpaWFGTNm/Os1k6msrIyjR48yb948goODSUpKwsPDg5ycHHJycnj99dfx8fHh7t27JCUl4enpyR9//MHkyZNpamoSsbsBAQGMGzeOs2fPoqury4kTJwgLC+Phw4fCKiuzS8v2Rzdu3IiBgQGtra20t7ejq6vLpk2bWLZsmbgQ3759m9bWVkaNGkVwcDBFRUXU1dVx7do1li5dipaWFra2tnh7ew8qnLG5uZlhw4YJW2ZOTg7y8vJcuHCB3bt38/7777No0SKCg4NJTU2luLgY+Iufoquri4KCAomJiUilUnx8fPD09MTX15eSkhJaWlp49913efz4MTdu3MDPz49Hjx7h6urK4sWLSU9PZ9euXbi6ujJjxgxqa2tZsGABdXV1gi8i279UVFSkubkZY2NjEa7T29sr7PRJSUk8ePDgbyMT/kdazc3NzWhoaLzUxQNAQ0ODSZMmUVJSQl1dHWPHjmX79u1s3bqVL7/8kh07djB69GgcHBxoa2vj1q1bXLp0iYsXL7Jlyxb27t1LUlISKSkpWFpaisjNn3/+mfPnz9PW1kZHRwednZ1MnjxZQFYqKyv5+OOPWbhwofAofvPNN0ydOpWAgABGjx7Ntm3b2L59O6mpqTg6OnL58mWMjY0ZNmwYaWlp4stEQUGB4cOHs3DhQi5cuPA/Udb/Rzk4ODAwMMCBAweQl5dn+PDhzJs3jytXrjBlyhTu3LnD/v37SUxMJCUlBUdHR6ZPn46Liwu5ubk8ffqUy5cvU1hYiJaWFi4uLigpKWFpaclPP/0EwMcff4yqqioXLlzAwsICW1tbwsLCWLJkiejwL1++nKCgIK5evUpAQADp6enMnz9fkKyfPXvG2bNnCQ0NRVdXl/z8fEGflk1H1q5dKyLm/m1lZ2eL5VtnZ2dhe4qIiOD+/fvcunWLFStW0NvbS2xsLJ6enuzevRttbW2xgGlmZoaDgwNWVlbk5OTg4+PD48ePqayspLe3FxMTEzHtsLCwoL6+njfffJOvvvqKUaNGkZ2dTUlJCePGjWPy5Mls2rSJmpoaPD09+e677wTBXDZCHTNmDJMmTcLLy0scDmfPnk1dXd2gjojXrVuHk5OT+NmWlZWxceNGPvzwQ/z8/Hjw4AHbtm2jo6ODyZMn09LSwrfffis4KO+88w7Xr18H/mpayDqssv0p2ZdwYWEhFRUVhIaG0tvby969e7l48SLe3t64ubkJC5OpqSk1NTVs27aNjz/+mLa2NpSUlAgKCmL69OncvXuXOXPmUFpayujRo3n27Bn79++ntrZ20GjT8FcYR0pKCvr6+hgaGgqbwaNHj8jNzWXUqFHY29sjkUiEpWLJkiViYXznzp1it+Py5csYGhry4MEDHj58iKqqKnV1dUgkElJSUmhsbGTv3r388ssvzJgxA2dnZ6ytrUlLSxPdr/j4eFatWsWoUaO4cuUKCQkJ5OXlER8fD0BNTQ379+/nwoULtLS0YGJiQm1tLWZmZuzevXvQoJaZmZlkZ2eLfR3ZJeDatWsYGxvT1dXFgwcPKC0txdTUVOwOyajKDg4OnDt3josXL4pJprGxsaAtZ2RkYG9vz7x58wgICGDv3r14eHiwevVqVFRUCAoKQiKR4OjoyLRp01BVVWXr1q3s37+fjo4O9PT0GD58uLjA6OjoEBgYiJubG5mZmSLUoL29HVtbWxYuXEhVVdW/XrcrV67g7+9PSEiIODy3t7fz/vvvc/XqVX788Uf6+vqYO3cub7zxBj///DPx8fFYWVnR1dXF22+/jbKyMvfu3SM6OhoLCws8PT15/PgxxcXFjBs3juvXr5OWliYW8+Xl5ZFKpfj6+gJ/BdNUVFQIOFpOTg4nT56kp6eH33//XQDdOjs7KSsrY9KkSRgZGZGens7PP/8sYrfd3d0HLWWto6ODpKQkcnNzMTQ0ZO3atSxcuJBNmzZx4sQJRo8eLWxsLi4ubNu2jVOnTom0pICAAGxtbQWo7ssvvyQ8PJz+/n4KCgpQVlbm2LFjREVFiYQqGecE/ppmz549GxUVFbq7u9m0aRN6enqcPXtWUK+dnJxQUVERSXgdHR3s2LFDfBfIQLmAmHoOhhQUFNi5c6fgd508eRJlZWXGjh1LTU0NBw8exNramtmzZ7N161aePn1KUVERzs7OWFhYcO/ePebNm8eIESPo7+/H29ubsrIynjx5wvPnz4U1WUlJCSUlJSoqKujt7eXu3bvMnj0bPz8/1NTUiIiI4MqVKzx+/JiTJ0+yatUqVq5cyaxZs+jt7aW9vZ379+8TFBSEs7MzYWFhaGho8NFHH5GRkSGW+wdLjY2NYvenpaWFhw8f8sEHH7B48WLeeOMN5OTkyMrKwtfXl/nz54up9p49e1i9ejW7du0SkO6amhqqq6tZv349n332GV988YVYSA8JCWHy5MmUlZWxefNmjI2NCQ8Px9XVFTc3NwGHTExMpKqqClVVVczNzdHU1MTMzAxVVVU++ugjGhoaaGlpYcuWLTx69Eg0zN588006Ozv/9uv+W5ePEydOiGXt8ePHizjdwsJCPvjgAzIyMlBWVmbJkiX85z//EckLf1fLly/n4MGDSKVSPDw8SElJYdasWUybNo2nT59y7tw55s2bR3R0NI8ePcLGxkb4j2tqajAyMkJPTw9TU1OMjY25du0aJ0+eZNOmTQJWmJqaSn19Pe3t7TQ2NvLuu++iq6vLJ598wuXLlxk3bhzNzc1ER0fz9OlTnj9/zltvvcWFCxcEYTokJERk8L/66qts2rSJ999/X3TajI2NWbVq1aAl6FRWVhIeHo6xsTE+Pj74+Phw6dIlRo0ahZaWFjt27OD8+fMYGBgwevRo8vPzOXToEO3t7Wzbto3169ezePFiJBIJTU1NpKamcuLECbFU3d7eTlRUFPLy8uzevZuKigoUFRUpLy8nJycHf39/Tp06RVxcHHPmzMHf358PPviAFStWUFhYyMmTJ3FxcREsj9dff53GxkZBEldSUuLOnTvcvXuXkJCQQVsA3rJlCyEhIdTW1oqIv6dPn2JlZUViYiK7du3ik08+QUVFhYsXL7J3714+/fRT9u7di4GBAd9++y1dXV3Exsayf/9+JBIJ8vLyIqc9Pj6erKwsRo4cyRtvvEFXVxfnzp2jp6eHmzdvcuPGDXp7e/H29qavr4+tW7cyYsQI4uPjmT17Nt988w0mJib4+/tz9+5d9u3bx549e/j+++/Zv38/ioqK1NTUcPnyZUJCQli3bt2g1A3gp59+oqOjg3379nH37l3U1dU5fvw4RUVFbNiwgXPnzlFXV0dwcDASiYQNGzawcOFCkcV+/vx5li9fjru7O7W1tYSFhYlD5KRJk1i/fj1qampkZmbS29vLpk2bCAwMZMyYMezfv5/Zs2eTmZlJT08Pnp6eWFpaMn36dHbt2sWoUaNQUFBg0qRJ9PX1UVNTw8KFCzlw4IBI0fH19cXe3p6wsDCkUumg1e3VV18V6T6yyYeuri7r16/nww8/ZOTIkTx69IigoCD8/f15/Pgx6urqJCUloaGhgYuLCytWrCAzM5PNmzezceNG5OTkePbsmfieKykpQVNTk8mTJ2Nqasrz5895+vQpN2/e5Pz582JadufOHQFpnDdvHnfv3uXs2bOYmpoK61tJSQm7du2is7OTFStW0N/fT3x8vKBOD5YtYdSoUWhqamJhYUFVVRWnTp1i165d5OfnU15eTnFxsbDXKioqcuHCBZYtW8bYsWO5ceMGqampLFy4kMrKSs6ePcuNGzfYsGGDsGB8//33KCkpcf36dRYvXkx/fz+zZ88mNjaW//znP5SXl2NpaYmCggIXL14U+yOvvPIK69atw8TEBAcHByZPnoyhoSETJ07E19eX//znP6xcuZL09HQcHBwYP348GhoahIaGDkpq06JFi/jss89QUlJiyZIlrFu3jhs3bnD16lX27dvHW2+9xbx588jPzyc6OlpM5iorKzE3N+eTTz6hqalJ+MAtLCwICQnBx8eHbdu24ebmxoIFC7h9+zZnzpxh+vTpTJs2TdDAJ0yYQENDAzdv3uTPP//kxo0bTJgwgalTp2JlZcXatWvx9fVFXV2d2tpaLl++jLq6Otra2nR0dPDpp58SHh7O1q1bkUgk/P7774Pynlu8eDFhYWFoamoK8vi5c+fYvXs3169fp6urS9ihUlNTKSsrY+rUqWRnZ/P222+zadMmsVReVlZGZWUljx8/5vDhwzg7OxMfH49EIsHAwICBgQHU1dXZuXMnzc3NrFmzhs2bN9PS0oKysjIrV67kyJEj3L17Fy8vL44dO4a7uzt6enrk5uby7NkzCgoKWLRoEbNmzRIWLhlkbsuWLdy7d09cBv9tSaVSvv76a5SUlJgwYQKbN2+mo6MDb29vjI2NcXd3JyUlhZs3bxIeHs5//vMfkdxlbGzMvHnzOHbsmLCkmZqaMnbsWJFW+Pz5cwoLC+no6MDJyUnwoObMmcOlS5fw8vLC29ubsWPHMmfOHD777DNaWlqEzXbGjBncuHGDmzdvsmTJElGrN954A2VlZcrKykQwxPXr1//24vT/ruLj4zl58iRKSkq4urri4uLClStXuHDhAvr6+pSWlvLOO+9gampKaWkpFRUVnDhxghEjRqCmpsaSJUuYOnUqfn5+Ilrew8ODlpYWLl68yMKFC+nr6yMhIYGNGzdiaWmJkZERw4cPZ9u2bcyZM4fIyEhyc3OxsLCgtbWVuXPn0tbWxvr16ykuLhbMjwsXLuDi4kJZWRknTpzA2toaRUVFUlJSOHHiBKWlpfzxxx9/63X/rcvHt99+i4+Pjzh8wV9j1eXLl1NTU8Po0aNxcnLi8ePH6Orqsnr16n9UfC0tLSQSCSUlJTg5OTFx4kRyc3N59dVX+frrr6mqqiIlJQVlZWWsra1FckxQUBALFizg4MGD1NTUkJKSAsDWrVtZvHgxLS0t3Lt3j/fff18sul27do01a9Zw+/Zt1NXVSUlJoaamhsjISIqLi3F0dOTnn3/m4MGDrFixAjMzM0pLSwHEMmtKSgrbt28XnrvW1lZBfoyOjhY/qH9bFRUVZGdnk5CQwO3btzE3N2f58uUsX76c2bNni1jI8ePHC3CW7Gcji+OVkeDT09P59NNPUVNT48SJE/zxxx+kpKSIBf8nT56QnZ3NxIkTOXToEL29vXR1dbF06VICAwO5d+8eY8aMEaDF3377DX9/f5F4NWXKFJKSkggODqa0tFTk80+ZMgWJRMK2bduQk5Pjo48++tfrZmxszPjx4wkPD6egoAA3NzcyMjLo6OjgyJEjuLq6sm/fPkaPHs2MGTPEYvKnn37KihUrmD59OhYWFmhra4uo2JKSEo4dO8aWLVs4f/486enpSCQSwsPDGTduHBcvXhRLd/39/cKyIQtXePLkCerq6nz++eeMHj2auLg4cnJy2LlzJ3fv3uXQoUNs3LiR9evXU1dXh5ycHO3t7dy6dYv9+/cPWid6x44dvPLKK/j6+jJ69Gjc3d354IMPiIqKQk5OjmvXrhESEsKoUaOoqKgQy3OvvvoqCQkJWFtbs23bNuzs7FizZg1GRkYMGzaMESNGiO6m7ADk6upKW1sbP/74Iw8ePOA///kPDx8+xM/PT3RwNmzYICIlDQ0N2b59O9ra2sycOVN0W3/99VcBKrt16xZSqZT58+czc+ZMmpubB6Vut27dwsvLS3SPz507x7FjxzA0NGTXrl1UVFQIi2hLSwsLFizglVdeYeLEiUyePFnYaLKyslBWVsbExIQZM2YQEBCApaWlSNKxsrJCWVmZnTt3sm/fPsF5mDNnDitWrKCoqIj09HQ8PT159913Wb9+PT/88IO4AIaGhqKvr49UKhU7R4qKiuzfv5+LFy/S1NTEgwcP2LFjx6DUTU1NDVVVVa5fv46ysjKrVq0iPDxcWOmio6NRUFDg+fPnBAUFsXPnTpKTk/H09OTYsWPo6uqipKTEa6+9xuLFizly5Ai//PILWVlZJCQkMG3aNDZv3gz8ZRsZN24cJiYmwldtZ2cnOrmxsbFs2bIFgHfffZfvvvuO2tpa7ty5Q11dHXPmzBHJR48ePeKXX34RS9Xy8vJ0dHRgaWk5KHXz9/fnrbfe4vjx48THx+Pv78+RI0fEAVe2iB8eHk5mZibr1q0jJyeHd955h5EjR+Lr64u/v7/gSmhoaLB3714KCgro7e3F2NiY06dP8/z5c4KDg1FVVSUvL4/nz5/T09NDcHAwI0aMwNTUlJEjR/Ljjz8yevRolixZwooVK1BQUKCtrY0zZ87wzTff4O7ujqenJ/Ly8vT19fHLL79QUVHB0qVLWbJkCYaGhmLX7d+UjOkkm0T29fWhoKBAc3OziKdPT0/Hzs4OfX19Tp8+jVQq5dVXXxUXuYSEBBYuXIizszOjRo3iwIED+Pn50dXVhYGBAV1dXeIz9tNPP5GcnMzKlSvZunWrCIaJi4tj5syZnD17lg8//JBly5Zha2uLiYkJBQUFZGRk4O/vz/z58ykoKODp06d4e3sLu2lFRQVvvPEGTk5Og3b5+Pbbb6mvrxc1On78OEpKSvz22294eXmxd+9eER8uo2BXVFSwd+9e+vr6KCoqYtKkSQKarKWlRWRkJPPmzWPChAmMGDGCL774QgTZuLi4kJ+fz7hx4/Dz8+OPP/7g6NGjDB8+HGdnZ7y9vfn444/x9PTkhx9+4NSpU7i4uDBlyhSUlZW5fv06Gzdu5MqVKwIw6ebmho+PDxkZGYNSM0Dsvcj2qGRN+N7eXgICAli0aBFxcXFYWlri7OwM/OV6ke322tjY8Pz5cxEuceDAAW7fvk1QUBB//vknmzZtQl5eHg0NDeF+aWpqEoEJMquezHnx4MED1q5dy6hRo3B2dkYikZCdnc21a9dIS0tjz549ODg4sGbNGsLCwkQjLSAggLNnz/7t1/23Lh+qqqrs378fPT098WubN28W+PdNmzYBsHHjRtauXfuPLx+lpaV4e3vz9OlTMjMzGT58uLDBvP7669jb25OWloafnx+TJk2ivLycPXv28Omnn7Jo0SLxcGloaKCjo0PE+e3bt49PP/1UjNCbmprEgcTKyorGxkZiYmKErWX69OkUFhZiY2MjFmqDgoIwNTXl0qVLREdHs2LFCvT09CgtLeWDDz7gyy+/xNvbGw8PD8rLy+nu7qaiouIfvf6XlYaGBj/88AOhoaFkZmbi4+NDVFQUOjo6pKSkEBoaSk9Pj4gINDMz48aNG+zatYtvv/2W8vJyzp49i6enJ+PHjxfxsNnZ2bS0tLB48WI8PDzo7++noaGBoqIi5OTkhOUqICCAxMREIiIiMDAwoL+/n/379/P666+zYMECcZCysrLCysqKiooK5s6dyxdffEF7ezv79u2jt7eXwMBANDQ0Bg2U5+vry5UrV5BKpdjZ2XHv3j2MjY25fPkyLS0trF69GnV1dZqbm8nIyEBFRYWIiAh+/PFHfv31V7Zv346WlhZqamrk5eVRUlJCamoqurq6bN26FR8fHxYuXIiLiwvOzs709/fz9ddf4+3tTX9/P/X19Tg6OmJubi4WoD/44AMRZTx+/HhaWlpobm5GTk5OxGP29PRgaWnJn3/+iVQqJSgoiLy8PM6ePStYO/+23nvvPc6fP4+2tjY+Pj7o6elx+PBhHj58KOq6aNEiysrKBAQpKyuL06dPExkZiaqqqmgebN26lYCAAJG61NraSkNDA9bW1iL+uKSkhKCgIMLCwggKChKxgqWlpWK3au3atRw8eJDS0lJGjBhBeno6f/zxB8OGDWP27NlYW1vj5eXFkydPKCoqYvjw4SxduhQVFZVBu3yMGjWKCxcuYG5uTnt7Oz09PdTX15Obm8s777wjiOGyZfAZM2bw6NEjMT2SpalVVFRw8+ZNTp8+zaFDh9DX1xdA1Li4OAEVNTc35/vvv0dFRYV3330XU1NTEhMTuXv3Ljk5OVy5coWNGzeir6/Po0ePiIuLw9XVleHDh9PY2MitW7dwcHDAxMREHBRHjRqFh4fHoHI+zp07x/jx46mqqqK9vR13d3dKS0s5fvw4xsbGHDx4UFjUPD09OX/+PNevX8fU1JSBgQHx4M7Ozsbe3h4lJSWxx3L06FE6OzvR0NCgurqaNWvWMGPGDLZs2UJPTw9Pnz4VASpycnKYmJiwf/9+Zs6cyeLFi6mrq+P8+fOkpqaio6PDsWPHCAkJQV9fX8T7mpiYiBSxwMDAf+wKeFnFxcVRXl7O0qVL6ejo4KuvvsLV1ZUzZ86goqLCxIkT6e3txcfHB1NTU27evImNjQ3l5eXo6uqSkpJCV1cXNjY2zJw5k5ycHEpLS/n888+ZO3cux48fR19fX/AQ9uzZg4qKCq+88gp3797l8uXLSCQSkbTz5Zdf4uTkhJmZGRYWFqipqREWFkZUVBQHDhzA1NSUjz/+mPfee4+LFy/i6+vLpEmTyMnJ4bPPPhOH+X9bT548Ee9x2cTBx8eHmTNniv1Af39/bGxs6Ovro6mpiXfeeYeHDx+ybNkypk+fjpmZGT09PVy9epXExER0dHRoaGigubmZkJAQPDw8BITSxcWFnp4eNDU1+fXXX/Hy8mLq1KnAX7HmsmbVwoULBVuhrq6O/Px8NDQ0uHnzJioqKuIZVlxcjI+PD2PHjiUsLIz4+PiXCgF6GTk6Ogoid2dnJzNmzKC3t1dMJZqamtDS0hLN6kuXLvH48WOSkpL45Zdf2L17N4aGhigqKnLu3Dni4uKor68nNDQUNzc3sb8SHh5OWlqaCAcYOXIks2fPpqqqCh0dHbS0tIiKikJDQ4P09HR6e3sJCgoSCVhxcXFs2rSJe/fucf78edatW8eOHTuE5Xzs2LGoqKgMSs3gr3hnFRUVkSoqLy/PV199JezGP/zwA1OnTiUvL4/IyEhmzJiBjY0Nra2tNDc3s2rVKpG4KUsT6+3txdfXVzRRpk2bxqxZs8jMzGTPnj3Mnz+flpYWZs+eLbggU6ZMERawV155BR0dHZ49e8bMmTNRVVUlMTGR8vJykpOT2bJlC+7u7lhbWzMwMEBERASNjY28/vrrf/t1/63Lhyz+TKZr167x9OlThg8fzocffih+XU1NDV1d3b9f9f9LnZ2dAvBnZ2dHZWUl6enprF27Fj09PZqbm9HT06OkpISwsDCRuZ6amoqamhpycnKkpKSgpqaGiYkJL168EERgBQUFGhoacHBwoL+/X2S5y7pCAwMD2Nra0tzcTGFhIcrKyoSGhvLFF19gYWFBc3Mzubm5ImGnoaGB58+f4+HhgY6OjohFdXBwoKysDFVV1UE70Miym+Xk5Bg2bBjTp0/nyZMndHZ2MmrUKOrr6ykrK0NZWZmuri60tbXR1tZm5MiRZGRkMGvWLLq7u9HX1xcRkzJqqqxTl5SUJOIXFy9eTEpKCmFhYQKqFx0dTVtbGy4uLkilUvr7+zEwMBB7JI2NjeTk5NDR0cG8efNEglFzczPy8vKC9SBbmh8MNTQ0oKysTGdnJyYmJqxdu1Yc/E1NTbG0tOThw4eCQh4TEyN2WmTvl/r6eiwsLBg7dizFxcWUlpayZMkSsdfS29srbH56enrMmjWL8vJyHj16JGL12tra8PPzo7+/H09PTxobG8X7T5ackp+fT1dXF11dXairq/Prr7+Snp6Onp4eNTU15Obm4ujoOCh1AzA3N6eoqAg9PT0kEgnR0dGsWbMGKysrkXolA5rBX4vWnp6e1NbWoqOjg6qqKmlpaeTm5qKkpIS7uztBQUHk5OTg7Ows0nEAQd+WxWknJSURGBhIXFwcdXV12Nra4uvry7hx40Q6SHFxMXp6ehgbG/PkyRN27drF+PHjBQukp6eHvr4+7t27h52d3aBNKVVVVbGzs6O2thYjIyP27NlDd3c3YWFhLF68GBsbG3R0dMjNzRXfd9bW1nh4eNDZ2SlIwAYGBkyYMIELFy4wbtw4kaAli0CtqqqiurpagOEMDQ2xs7Pj8OHDxMfH09XVhaGhofj/xcTEUFBQgKGhIQoKCtTU1IjDw8qVK1FQUCApKUkQ7TU0NAbtMAPg4uICINgBdXV1LF26lJEjR1JXV8fNmzdxdnamu7ubx48f09fXx8qVK4mMjGTBggWoqKhQX1+PnZ0dY8eOxdzcHHV1daZNmyZSCltbW9HS0sLR0VEswO7Zswdra2uOHz8udnBSUlIYO3Yszs7ONDU1YWFhwZQpU/Dw8KCkpIR79+5RUVGBrq4ubm5uVFdXo6enJyb5OTk5uLq6DkrdZCEF2dnZIupcKpWybt06fvrpJ9LS0vD29qaxsZGmpia8vb0xMjKis7NTXEL19fXFft6wYcMoKirC1NSUefPmoaGhwbBhw1BWViY9PV0ABN3c3GhubhZhMQYGBujp6eHq6kpHRwcxMTEYGhoiLy9PfX09GRkZXLt2TdhNenp6GDFiBJ6enuICGRMTQ2xs7KBcPqZMmUJVVRXGxsb09fWJ4JTx48fT3d0tLgwy2Kbs83z16lXmz59PWloazc3NmJiYYG1tzYIFCzh16hQSiYTx48dTWFjIwMAAxsbGTJ06lZ6eHoKCgkhLS8PKygodHR1qa2vp7u5m+PDh3Llzh8mTJyOVShk5ciTh4eHiOWFgYCDiaW/fvs3Tp09F7LMs3Um2KzUYkhHpZVMdqVRKWFgYHh4eNDY2iuTLrq4u7ty5Q2VlJYGBgWRlZVFfX4+1tTXx8fE4ODgwfPhw2trayM/PZ/HixTQ1Nf03W6CLiwspKSnMmDGDBw8esHfvXrKyslBQUMDd3Z3p06cTHh7OtWvXSExMFBbduro6gQkICQlBRUWFW7duUVhYiKenJw4ODnR2dg5auhqAvb09cXFxaGpqYmVlhba2NpqamigrK+Pl5UVeXh6FhYXU1dWRnZ3NuXPn6OjoYOnSpQQFBTFs2DCioqLo6OgQjaIjR46wfv169uzZw5w5c6itreXQoUOCdZKVlUVERAQDAwNkZmbi7OxMYWGhgNx6eHgwduxYDA0NMTExYdiwYTg6OpKTk4O2tja9vb1ER0cTEBCAq6srra2tJCYmEhgY+Ldf999qw8h8cPBXKsNXX32FRCJh586d/4tP/2XiKxsbGwWQR0NDA0VFRUaNGkVXV5d48KqpqdHb28vz5895+PAh2traPHnyhIkTJ4olnZSUFOrq6nj8+DFaWlrk5eXR09MjFjLr6+vR09NDTU2N6Ohonj17hqGhoViU7+joELAoPz8/srOzefz4MY2NjRgbG6OjoyNgghUVFdy7dw99fX0aGxvFzdPe3l6A6f5tdXV10dfXJ+ivRkZGIhO/p6cHc3NzcfMtKSlBV1eXvr4+xo4dS2trq1gg1dbWpqSkRESzWVhYiIf+06dPuXLliqDYyqJgNTU1efDgAf39/fj6+iKRSAgNDaWuro6amhpBI3727BkZGRl0dXUxbNgwUlJSMDQ0RFlZWbAsZD+jwYIM1tbW4uHhgYGBAQoKCujr65OTk4OCggLjxo0TlzHZ+FZRURE1NTWuXr1KVlYW1tbWtLa2kp+fT3t7O46OjpiZmaGnp4euri5GRkYMDAyQnZ1NTEyM6PaXl5cTHx+Pubk5XV1dJCcnIycnx6RJk4iPj0dVVRVnZ2fS0tJISUkRUzwZy6O+vp6WlhZ0dXXR19cXo9K+vr5BqRsgoEX6+vqCTJ6ZmYmLiwvJycnMnDmTzs5OcUGQWbOkUikSiYSamhpycnIwMDDAz8+PtLQ0FBUV6e/vR1lZmeDgYMGMiYmJEZ5r2cNg2LBheHl5Cd7CokWLGDt2LH19fbS2tlJTUyM+F7KUlerqahGrbWJiQn9/P0+fPh1UXkV7ezt2dnYilnrEiBFYW1vj7e3NtGnTsLe3F4Cw3t5eoqKi8Pf3JyAggHv37hEVFcWDBw9oa2vD09NT7CnICNKampqoq6tja2uLm5sbpaWlSCQS/P39qaysJDIyEjk5Oby9vbGxsUFTU5P79++TkJCAq6srZmZm6OjoIJVKMTMzw8XFhTFjxogJVnNzM+3t7VRXV6OpqTlodXN0dBTJX+np6aSlpaGmpoaOjg7d3d04OzszYcIEdHR0qKurw9jYmJCQEJYtW0ZHRwcRERGUlpaiqqoqIITNzc34+Pigq6tLZ2cnpaWl5OTkkJiYyK1btwR9W9bIunv3LmVlZYKbFBkZSUlJCWpqaowYMQIfHx8cHBzQ0NCgtrZWAMtkHU19fX20tbXp7+8ftOku/PVclT0HAgIC8Pb2FtyWwsJCamtrqaqqorCwkIKCAuLi4mhqakIqlTJx4kRUVVWpqKgQ0a7Gxsbk5uYiLy9PXl4eCQkJlJaWoq2tjZ2dnXAvBAUFMW7cOPE5NTAwQF5enpSUFM6dO4eTkxNKSkoYGRlhY2NDZmYmioqKBAYGCqpzRUUFRUVFuLi4EBISQkdHx6DUzNHRUZw1ZBBEGfPm8ePHZGdnU1VVRWZmpthLe/78uQB/9vb2UllZiZKSknBETJgwAUtLS6RSKTk5OeL95Ofnh7u7u5jwSiQSjIyMUFZWRlVVFWNjYxISEnBwcCA5OVnE1xsYGIgkura2NgwMDNDU1MTf3x8/Pz+6u7sFD2rEiBGDUjdANF77+vpQUVERewaNjY2CeSV7LkZHRwN/HbxDQkLIz89HKpWiqKiIoqKiaAIqKCjg5+eHl5cXXV1d5OXl0draKqZnsqAN2U6yjKMjcxnExsaiq6uLq6srlpaWODk5IZVKefLkCRKJhIaGBu7cucOIESMEbb2zs3NQktVkUlRUpLGxUfDB6urqsLOzw8XFhbNnz+Lo6CiWul1dXSksLBRnUH19fQYGBtDR0WHYsGFMmDCB2bNnc+fOHWxsbLh79y7+/v7Iy8sTFRVFSUkJEydOpKmpic7OTurq6gTUMT4+nsLCQry8vNDX1+fevXu4ubmRl5fH7du3iYiIIDMzk/DwcHE+lLkW7OzsxC7239XfunyMHTuWmTNnsmHDBl555RVaW1t57733/pdOxPHjxyksLPz7Vf+/JKN6ampq0t7ejrq6OtOnT+fmzZuoqqqSk5NDZ2enIPy+ePGCtLQ0CgsLGTlyJD09PVRVVVFbW0ttbS35+fnk5uZSV1dHd3c3Ojo6gtzo5OSEi4sLly5dori4GKlUSn5+PgoKClhaWtLX14eWlhapqamcP39egGp0dXUpLi6mvr4eT09PioqKSEpKorOzk2fPnnHp0iWSkpIwMzMTF7V/W4mJiaipqTFx4kQ8PDyora1lYGCA/v5+oqKiaGxsRElJSWS5y6iqDg4OwlbQ2NhIR0cHCQkJ3Lhxg+bmZszNzQVsMCsri/LyclpaWvj9999RV1fnnXfeobe3FzU1NYKCgpgwYQJtbW1ERETQ399PYmIi1tbWPHv2jGfPnqGiooKTkxNlZWWoqKjg7++PsbExlpaWeHt74+joSExMDHfu3BmUuhkZGWFiYoKhoSFycnLExsYKr7isozRx4kQsLCzo7e3F0NCQx48f09LSgqKioqCwJicnc/XqVfLz8zE0NOTZs2fk5eWJxKLW1lays7Pp6+ujvLyc6OhokZQmgzfW1dWJjG87OzsmTZqEj48PKioqlJaWCoJpSkoK+fn5jB49WuwOjBkzRvwdB0u1tbVoa2tjZGSEo6Mj3t7elJaWUlBQQEREBMHBweTn5/PkyRNycnKoqamhrKyM1tZWGhsbiYiIQE9Pj4ULFzJhwgTB4NDT06OyshJDQ0MyMjKETUZbW5uioiLMzMwYM2YMAwMD6Orq4uDggLa2tpjEODg4UF1dLeIAZbnmZmZmXLp0SVjDysrKRFKWtbX1oNWtqKgIRUVFJBIJeXl5nDt3jitXruDl5SUYJLKkKTk5OS5dukRHRwfKysoCYCYjyhcXFxMUFISBgQFjx47F1tYWqVRKeXk5jY2NmJmZUVdXR1hYGOXl5Tx8+BBra2uWLVvGnDlzkEql1NfXExkZKUbvjo6OYjo0ceJE3N3d0dLSIj8/n4SEBCIiIqiqqkJNTY2kpKRBq9t/hYbJOul3797l5MmTHD16FEdHRywsLLC3t8fOzo6enh4R4Xzjxg3S0tLQ19dHTk6OqKgobt26RUtLC/Ly8lhZWQkC94sXL0hOTkZHR4f29naWLVuGVCrFwcEBAwMDrKysmDhxItnZ2Rw+fFiwTyorKwWodNSoUWLCLtsHLCkp4fHjxyQmJuLl5TVopG4VFRVycnJwc3Nj7ty52NnZERgYyNGjR5GXl0dFRYWYmBgBAT158iS///47jY2NaGlp0dHRQVRUFLW1tVhZWdHS0oJUKuXmzZs8fvyY69evc+vWLfLz88XhXBadKpVKeeONN5g5cyba2triYldQUEBiYiL29vaoqKhgbGyMr68vnp6eTJo0SVwqZVDCFy9e0N/fj7u7+6DF12dkZCCVSikoKKC2tpaQkBDU1dX58ccf+eabb6isrCQtLY2EhAR6enrw9vYmLi6OjRs3cunSJby9vZFKpSI2tb29neDgYMzMzMjMzMTAwIDOzk7y8/NpbW3FzMyMsLAwQZGWNXaUlZUF/6KlpYW7d+/y5MkTXFxcCAwMxMbGBlVVVW7dusXDhw8pLy9n9uzZ2NjYUFlZSVZWFjU1NYMKoNXU1KStrY2Wlhbq6uooLCykurqamzdvCniiDL4L4OzsTElJCfPmzUNPT4+WlhbhVklNTSUlJYWenh7Cw8MFH6ehoYGUlBQSEhIYNmwYDx8+xNTUVFhC3dzcMDAwoKKiQsTCTpw4kYCAADQ0NLCwsBC7Oo8fP+bOnTsYGxuzaNEiamtriYmJEaFEg6XS0lKRFldUVERiYqLY0fjqq68YOXIkBgYGODg4MGrUKIyMjHBwcBB/146ODkaPHo2fnx82NjZMmTKF+vp6wsPDxVnFysoKb29vvL298fPzQ15eHkdHR3R0dHByckIikVBWVkZ3dzc+Pj5oaWmxbds2LCwsiI2NZd++fRw+fFjUTEVFBXNzcyIjI0VDSE9PjydPnvzt1/23bFfr1q1DXV2dO3fuYG9vz6JFi1iwYIH453l5eRw6dIjbt28LwvY/kYWFBf39/YJ4XV5eTnh4OLt37xYxhU+fPqWmpoaOjg50dHRYuXIlFy5c4MiRI+zfvx87OzsGBgZQVVXlzTffpKenBw0NDTZs2MCOHTswMTFBQ0OD+/fvM2zYMObNm0dhYaE4nMfExKCgoCCWdCIjI1m7di2lpaWCKKqhoYFEIuH1118nLS2N5cuXk5aWxvXr13F2diY4OJg7d+5gZWX1j2vwMurs7OTmzZusXLkSqVRKYmIic+fO5caNGxgYGKCsrExcXBwODg6MGTOG8vJyNm3aJC6R6urqaGlpkZGRQUNDA46OjpSVlbF27VqWL19ORkYGenp6vPbaayxatIgHDx6wevVq1q5dy6NHj1i8eDG6urqkpqaKA1NlZaUY/8oWYN3c3CgsLKSqqgp3d3dmzZpFW1sb7e3taGtr09nZyZEjR+jq6hJgon9TMp5HXV0dZmZmODs7ExcXJy5ITk5O2NnZkZOTQ3FxMXJycnR2dhIcHExJSQnKysro6OhgZmaGl5cXhoaGnDp1CmdnZ2E1Ky4uRkVFBWdnZ5F4k5mZyZEjR9DQ0EBPT098IR4+fJgvvviCY8eO8corr7Bs2TJaW1t58eIF169fZ/ny5WzZsgVbW1u6urqorKykvr4eXV1dQkJCGD9+/L9eM5meP3/OgwcPsLCwIDg4GFdXV+Tl5XnrrbdQUVFh//79yMnJic/Ar7/+io2NjeCC1NbWMnbsWHR0dCgsLMTY2JgpU6agra1NVlYWmzdvRkdHh9dee43x48dz7do1AgICePToEXPmzCEpKYnGxkacnJxQU1Nj/vz5HD16lNbWVmxsbIRtxNnZWYzdGxsbxVQpJiYGTU1NFixYMGj+e4DY2Fhef/11Jk2axLVr1zh16hROTk6sWLGCgIAAOjs7cXNzw8PDAxMTE9TV1fnmm2+EHU1LS4tVq1YJps7ChQvZsmUL8vLyGBgYkJSUhKOjI83NzURGRuLh4SEuuNXV1UybNg0TExMqKytRUVFh+fLlZGdnc+HCBTo7O5k+fTphYWE8fvyYbdu2kZOTI+x+sbGx9Pf34+Pjg5+f30s1mF5W9+/fx8bGhvnz59PX10d4eDg3b97E2NiYuro6nj17JlhGsu8Y+Kuh5e7ujo+Pj7BF3blzB319fb7//nu6u7tZv349CgoKqKmp4ePjI/aC8vPzmTJlCps3b2bKlCki6162aLlgwQJ0dXUJDQ0lODiY7Oxsnj17xpQpU7h//z7r169n7969aGhoiDRAV1dXtLW1aWhoGJS6ubq6YmRkRFdXF3FxcURERIiJqaqqKn5+fjx79kyQycePH09ra6v4dwoKCnBycmL48OH09PSQlpZGX18fjx8/ZuLEidTV1bFw4ULs7e05ffo0169fx8rKihEjRpCWloaqqipqamriEJSdnc1bb73FrFmzaGhowMTEhOLiYmJiYtDQ0ODOnTvIycmRmJiIo6MjgYGB5Obmcvjw4UF1Ezx79kwAeXV0dLC3tycrK4uMjAwUFRX5+eefqa6uRk1NDSMjI6qrqwkNDeXXX3/FwsICVVVVampqRIN05syZfPbZZ1RXV2NnZ8f27dt5+vQp2dnZPH36FAUFBczNzZkwYQLW1tb09vby4sULCgoKUFdXx9ramr6+PgoKCrCyskJXV5esrCwRnaqmpkZ2djb+/v4kJCTg7e3NjBkzUFZWFtG2NjY2g1K7e/fu0d7ezrvvvktLSwu//PIL6enpzJw5k5KSEtatW4eOjg63bt2iubmZ6dOnExoaiqGhIU5OTty7d48jR46gr6+PhoYGhYWF7Nu3jx9++AFDQ0NSU1NRV1fHzMwMiURCbm4umZmZKCkpkZaWJi4Q6enptLa20trayvHjx0VykwwS6unpSUtLi2B7TZ48mSdPnghLuGxCMFiL+t3d3fj5+dHb20tycjIRERFoamri5OSEo6MjsbGxlJWVCQixrGEUExPD5MmTMTY2xs/Pj5SUFLZu3UpMTAyASDqtr69HRUVFRIKfPHlS7B0GBgaioqJCa2srycnJvHjxgtDQUMrLy9HQ0KC1tZXu7m6GDRtGQEAAo0aNorm5mS+++IJRo0axcOFC7OzsSEpKoqCg4B9xjOQGBgYG/neLl5qaiqqqKhYWFv/IQy3rrHd0dPD777+LaDWJRMKBAwfYuXMn33zzDfb29gIipaKiQkNDA6NHj8bGxob169fj5OTEqlWrkEql3Lt3jytXrrB7927q6ur48ccfUVRUREtLC3d3dxwcHLhx4wYqKipUVFSwdu1a8eaNioqisrKSZcuWCY7Djh07mDRpErq6ukRGRhIWFsZHH33ElStX+PTTT8Whv6SkBG1tbezt7Xnw4AHjx4/HycnpX+nYyOomWzLV1NSkrq6OtLQ0li5dyvnz5/n666954403mDt3LlZWVigpKWFhYUFxcTE7duzA0tKShIQEPvnkE+Tk5Lh69Sqtra1UV1fzySefCNLq06dP0dHRERaZdevWMWfOHNzc3FBWVsbZ2ZnRo0dja2tLbGwsR44c4eDBgygoKIiLWWZmJqNHj2bs2LHk5uZSXFyMurq68HA2Nzfj7OzMqlWrqKur+9frVlNTQ0xMDNnZ2ZSVlSEvL8/ChQsJCQnh008/paioCCMjI+zt7VFTUxMXjsmTJ+Pi4iLGy11dXaiqqmJgYEBTU5OIjxw2bJiwr3R2dvLVV19x5swZuru7UVFREQ+vvLw8Tp06hYKCAk5OTty6dQstLS3Gjh2Ll5cXfX19hIaGkpGRwdq1a7G1tSU1NVUcviZNmiS4B9u3b//X6vZfa9fR0UFiYiKtra1UVFSQnp6OpaUl7777LjU1NYSGhgJ/EZarqqooKChgzZo1wsq3detWWlpacHZ2FrG3aWlphIWFYWhoSF1dnehAT5kyRUC9fvrpJ0pLS/Hy8mLWrFk4OzuTkpLCZ599Rnd3N/fv36e5uZlHjx6RlpaGsbExy5cvJzc3l2+++YYTJ05w+fJlbt68SXl5Oe7u7nz44Yd0dnYOSt3a29sxMjIiOTlZWAfCw8NZvXo1v/32GzNnziQrK4ucnByxg2BsbMz27dvR1NRk69atzJo1C6lUysOHD4mKisLJyYkxY8YQGxtLVFQUDg4OTJs2DScnJ27cuEFoaCgfffQRpaWluLu709TUxOPHj8nIyGDLli2cPn2a6OhotmzZgrq6Ordv3+bJkydYW1uLBkN6ejoeHh64urqSlpbGxYsXsbOzY/PmzYNStydPnlBYWIi8vDxubm6MHTuWvLw8jh49yuzZs5kyZQoVFRWcPn2auro6XnvtNU6ePMns2bNJS0tDQUGB2tpaysrK6OzsxNjYmNTUVP78808yMzOBvyxxhYWF5Ofno6+vz+LFi8nIyOD06dNiSmpubo6tra2wC33xxRd0dXVhbW2NtbU18vLypKamUlhYyLx587h//z6zZ8/G1dWV7u5uoqKiOHXqFFOnTh2UZ8OLFy/w8vIiJSWFvLw8sbM5evRorKysuHfvHpqampibm2NoaEhDQwNr167ljTfe4MWLF2zYsEHYAFVUVETwhrKyMnv27BH7gnl5eeTn51NZWYm9vT3ffvstsbGxAERGRtLc3ExgYCA1NTWYmpqioKAgpgVRUVEUFBTQ19dHb28vixYt4tmzZzg5OVFcXEx7ezsGBgYC3Dp58uR/vW49PT2cPXuW8vJyBgYGBINEQ0MDd3d3XF1dUVBQIC4uDi0tLT7//HMKCwspLi7GysqKjz/+WLCdZLt/I0eO5MGDB6SmpvLaa68xZcoUEhMT2b17NxKJhLfffhs1NTWePHlCe3u7YFYkJSVx8OBBTp06xbx58xg9ejSpqaki/OGNN97g0aNHglUjs3+Zm5tTW1tLRUUFT548YceOHYPyWW1ra6OqqorGxkZaWlpEUt5vv/2Grq4uo0aNIiUlhenTpzN9+nTi4+M5cOAA3377rYiqv3v3LhKJBD09PZKSkvjiiy945513+PXXXwWtXDahbWlpITQ0VNRlwoQJwlVRWVnJH3/8wdq1awVHzMnJCVNTU8rKyoiOjkZfX5/du3ejqqrKe++9R2pqKubm5owbNw43Nzd0dXUHpW4RERHk5OTg4OAgpvZbtmzB3Nyc0tJSwsLCmDRpEtbW1qSkpHDr1i0++eQT+vv7RcNIZuu+f/8+XV1d+Pr6smzZMtrb27GysiI2NhYFBQVsbW356aefsLCwEBPGpUuXip+Zk5MT0dHRREREMHnyZGxsbHjy5AmWlpbo6elx9OhROjo6MDExQVdXF4lEwvDhw1FSUqKtrY0RI0ZgbGz8t+r2P3L5eFnJRnP/p8ra2vq/Ler/T2mobi+nobq9vP5Prt1Q3V5OQ3V7eQ19x72chur2chr6rL6chur2cvo7dft/9fLR29tLU1MTysrKg2qB+LfV398v0qUkkv8RiPx/01DdXk5DdXt5/Z9Yu6G6vZyG6vbyGvqOezkN1e3lNPRZfTkN1e3l9E/q9v/q5WNIQxrSkIY0pCENaUhDGtL//+j/jOvWkIY0pCENaUhDGtKQhjSk/5/X0OVjSEMa0pCGNKQhDWlIQxrSoGjo8jGkIQ1pSEMa0pCGNKQhDWlQNHT5GNKQhjSkIQ1pSEMa0pCGNCgaunwMaUhDGtKQhjSkIQ1pSEMaFA1dPoY0pCENaUhDGtKQhjSkIQ2Khi4fQxrSkIY0pCENaUhDGtKQBkX/H/H1L30vAn1eAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Sampling\n", + "samples = np.random.uniform(0, 255, (100, 62, 47)).astype(np.uint8)\n", + "# sampling unifirmly 100 points in 62x47 space.\n", + "\n", + "# Plot the faces\n", + "N_ax, N_img = 10, 10 # 10 rows with 10 images per row\n", + "fig, ax = plt.subplots(N_ax, N_img, figsize=(10, 10),\n", + " subplot_kw={'xticks': [], 'yticks': []},\n", + " gridspec_kw=dict(hspace=0.1, wspace=0.1))\n", + "for i in range(N_ax):\n", + " ax[i, 0].set_ylabel(f'Samples {i}')\n", + " for j in range(N_img):\n", + " ax[i, j].imshow(samples[i*N_img+j].reshape(62, 47), cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "hide_input": true, + "scrolled": true, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Sampling\n", + "samples = np.random.uniform(0, 255, (100, 62, 47)).astype(np.uint8)\n", + "# sampling unifirmly 100 points in 62x47 space.\n", + "\n", + "# Plot the faces\n", + "N_ax, N_img = 10, 10 # 10 rows with 10 images per row\n", + "fig, ax = plt.subplots(N_ax, N_img, figsize=(10, 10),\n", + " subplot_kw={'xticks': [], 'yticks': []},\n", + " gridspec_kw=dict(hspace=0.1, wspace=0.1))\n", + "for i in range(N_ax):\n", + " ax[i, 0].set_ylabel(f'Samples {i}')\n", + " for j in range(N_img):\n", + " ax[i, j].imshow(samples[i*N_img+j].reshape(62, 47), cmap='gray')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### The probability of hitting a face is very small!\n", + "The phenomenon is also know as..." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# The curse of dimensionality\n", + "\n", + "- Fixing the samples you have in a training set, then\n", + "- as the dimensionality grows $\\rightarrow$ fewer examples in each region of the feature space" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# The curse of dimensionality\n", + "\n", + "- The number of training samples must **grow exponentially with dimensionality** if we want to maintain the same \"density\"\n", + "\n", + "- This also mean [informally] that if you increase the input dimension, the number of your training samples should grow exponentially to have the same performance and **avoid \"overfitting\"**. \n", + "\n", + "- More on overfitting later but let's say for now that **overfitting = ML method not working well**\n", + "\n", + "\n", + "\n", + "Figure Credit [DeepAI](https://deepai.org/machine-learning-glossary-and-terms/curse-of-dimensionality)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "cell_style": "split", + "slideshow": { + "slide_type": "subslide" + }, + "variables": { + "_=plt.imshow(faces.data[0*N_img].reshape(62, 47), cmap='gray')": "" + } + }, + "source": [ + "# Ambient space\n", + "{{_=plt.imshow(faces.data[0*N_img].reshape(62, 47), cmap='gray')}}" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "cell_style": "split", + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "# Embedded space\n", + "\n", + "$$\\underbrace{\\mathbf{I}}_{\\text{what you see}} = \\mathcal{G}(\\text{id}, \\text{pose}, \\text{age}, \\text{etnicity}, \\text{illumination})$$\n", + "\n", + "Face may be \"living\" in a lower embedded space defined by:\n", + " 1. Identity\n", + " 2. Pose\n", + " 3. Age\n", + " 4. Ethnicity etc." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Stranger things happen in higher dimensions\n", + "\n", + "\n", + "\n", + "\n", + "- As **D** increases, the volume of the hypersphere goes to zero while hyper-cube keeps constant.\n", + "- Training samples may be located at the corners of the hypercube.\n", + "\n", + "\n", + "\n", + "Credit [Vincent Spruyt](https://www.visiondummy.com/2014/04/curse-dimensionality-affect-classification/)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Distances in high dimensional space\n", + "\n", + "Distances in high dimension follow a pattern:\n", + "\n", + "- Distance of points sampled on the unit sphere goes to zero as D increases.\n", + "- Euclidean distance of points goes to $4\\sqrt{D}$.\n", + "- The variance of distances between two random points keeps shrinking as D increases.\n", + "\n", + "\n", + "\n", + "[Figure Credit from this paper](https://openaccess.thecvf.com/content_ICCV_2017/papers/Zhang_Learning_Spread-Out_Local_ICCV_2017_paper.pdf)\n", + "\n", + "[See this chapter for more explanations](http://ciml.info/dl/v0_99/ciml-v0_99-ch03.pdf)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Dimensionality in ML: some reference numbers\n", + "- `D ≈ 20` is considered “low dimensional,” \n", + "- `D ≈ 1,000` is “medium dimensional”\n", + "- `D ≈ 100,000` is “high dimensional”." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Eigenfaces (i.e. PCA applied to 2D images)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1348, 2914)\n" + ] + }, + { + "data": { + "text/plain": [ + "PCA(n_components=150)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pca = PCA(n_components=150) # retain 150 components\n", + "print(faces.data.shape) #NxD N=1348 samples in ~3K-D space\n", + "pca.fit(faces.data)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(3, 8, figsize=(9, 4),\n", + " subplot_kw={'xticks':[], 'yticks':[]},\n", + " gridspec_kw=dict(hspace=0.1, wspace=0.1))\n", + "for i, ax in enumerate(axes.flat):\n", + " if i == 0:\n", + " ax.imshow(pca.mean_.reshape(62, 47), cmap='bone') # plot mean\n", + " else:\n", + " ax.imshow(pca.components_[i].reshape(62, 47), cmap='gray') # plots components" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,10))\n", + "plt.plot(np.cumsum(pca.explained_variance_ratio_))\n", + "plt.xlabel('number of components')\n", + "plt.ylabel('cumulative explained variance');\n", + "_ = plt.ylim([0,1])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Subspaces in decreasing order of variance\n", + "\n", + "$$ (\\lambda_1,\\mathbf{u}_1),\\ldots,(\\lambda_d,\\mathbf{u}_d) = \\text{eig}(\\frac{1}{N}\\mathbf{X}^T\\mathbf{X}) $$\n", + "\n", + "Note: *numpy is not guaranteed to return it ordered so you have to sort*" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## How do we choose the subspace where to cut the dimension?\n", + "- From $D$-dimensional to $k$-dimension\n", + "- Given the spectrum $$\\mathbf{\\Sigma} = \\text{diag}(\\lambda_1,...,\\lambda_d)$$ we can remove the dimension considering the spectrum \"energy\" and retain e.g. 95% of the variance in data.\n", + "\n", + "That is , Keep k components until:\n", + "\n", + "$$\\frac{\\sum_i^k \\lambda_i}{\\sum_i^d \\lambda_i} \\leq 95\\%$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Data compression\n", + "\n", + "- **The first 150 components explain more than 90% of data!**\n", + "- From $2914$ space to $150$ space with **no loss of information?** \n", + "- Let's project back to the input space and see." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "hide_input": true, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['axes.grid'] = False\n", + "from mpl_toolkits.axes_grid1.axes_divider import make_axes_locatable\n", + "# Project back to the input\n", + "# Project back to the input\n", + "projected = pca.transform(faces.data) # project with P = U_t*X_t\n", + "unprojected = pca.inverse_transform(projected) # unproject with U*P = U(U_t*X_t)\n", + "# Now plot\n", + "fig, ax = plt.subplots(3, 10, figsize=(35, 10),\n", + " subplot_kw={'xticks': [], 'yticks': []},\n", + " gridspec_kw=dict(hspace=0.1, wspace=0.1))\n", + "\n", + "# it is important to get the max value of the error so that\n", + "# we plot heatmap error with the SAME SCALE!\n", + "errors_img = [(unprojected[i]-faces.data[i])**2 for i in range(10)]\n", + "max_val = max([err.max() for err in errors_img])\n", + "\n", + "for i in range(10):\n", + " ax[0, i].imshow(faces.data[i].reshape(62, 47), cmap='gray')\n", + " ax[1, i].imshow(unprojected[i].reshape(62, 47), cmap='gray')\n", + " erri = ax[2, i].imshow((errors_img[i]).reshape(\n", + " 62, 47), cmap='jet', extent=[0, max_val]*2)\n", + " if i == 9:\n", + " divider = make_axes_locatable(ax[2, i])\n", + " cax = divider.append_axes(\"right\", size=\"5%\", pad=0.005)\n", + " plt.colorbar(erri, cax=cax)\n", + "\n", + "ax[0, 0].set_ylabel('full-dim\\ninput')\n", + "ax[1, 0].set_ylabel('150-dim\\nreconstruction')\n", + "_ = ax[2, 0].set_ylabel('L2 rec. err')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "hide_input": false, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['axes.grid'] = False\n", + "from mpl_toolkits.axes_grid1.axes_divider import make_axes_locatable\n", + "# Project back to the input\n", + "# Project back to the input\n", + "projected = pca.transform(faces.data) # project with P = U_t*X_t\n", + "unprojected = pca.inverse_transform(projected) # unproject with U*P = U(U_t*X_t)\n", + "# Now plot\n", + "fig, ax = plt.subplots(3, 10, figsize=(35, 10),\n", + " subplot_kw={'xticks': [], 'yticks': []},\n", + " gridspec_kw=dict(hspace=0.1, wspace=0.1))\n", + "\n", + "# it is important to get the max value of the error so that\n", + "# we plot heatmap error with the SAME SCALE!\n", + "errors_img = [(unprojected[i]-faces.data[i])**2 for i in range(10)]\n", + "max_val = max([err.max() for err in errors_img])\n", + "\n", + "for i in range(10):\n", + " ax[0, i].imshow(faces.data[i].reshape(62, 47), cmap='gray')\n", + " ax[1, i].imshow(unprojected[i].reshape(62, 47), cmap='gray')\n", + " erri = ax[2, i].imshow((errors_img[i]).reshape(\n", + " 62, 47), cmap='jet', extent=[0, max_val]*2)\n", + " if i == 9:\n", + " divider = make_axes_locatable(ax[2, i])\n", + " cax = divider.append_axes(\"right\", size=\"5%\", pad=0.005)\n", + " plt.colorbar(erri, cax=cax)\n", + "\n", + "ax[0, 0].set_ylabel('full-dim\\ninput')\n", + "ax[1, 0].set_ylabel('150-dim\\nreconstruction')\n", + "_ = ax[2, 0].set_ylabel('L2 rec. err')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Let's try with only 3 Components!" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "hide_input": true, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "############### Fittin with 3 component ######\n", + "pca = PCA(n_components=3) # retain 3 components\n", + "pca.fit(faces.data)\n", + "#############################################\n", + "##### Plot\n", + "# Project back to the input\n", + "projected = pca.transform(faces.data) # project with P = U_t*X_t\n", + "unprojected = pca.inverse_transform(projected) # unproject with U*P = U(U_t*X_t)\n", + "# Now plot\n", + "fig, ax = plt.subplots(3, 10, figsize=(15, 4.5),\n", + " subplot_kw={'xticks': [], 'yticks': []},\n", + " gridspec_kw=dict(hspace=0.1, wspace=0.1))\n", + "\n", + "# it is important to get the max value of the error so that\n", + "# we plot heatmap error with the SAME SCALE!\n", + "errors_img = [(unprojected[i]-faces.data[i])**2 for i in range(10)]\n", + "max_val = max([err.max() for err in errors_img])\n", + "\n", + "for i in range(10):\n", + " ax[0, i].imshow(faces.data[i].reshape(62, 47), cmap='gray')\n", + " ax[1, i].imshow(unprojected[i].reshape(62, 47), cmap='gray')\n", + " erri = ax[2, i].imshow((errors_img[i]).reshape(\n", + " 62, 47), cmap='jet', extent=[0, max_val]*2)\n", + " if i == 9:\n", + " divider = make_axes_locatable(ax[2, i])\n", + " cax = divider.append_axes(\"right\", size=\"5%\", pad=0.005)\n", + " plt.colorbar(erri, cax=cax)\n", + "\n", + "ax[0, 0].set_ylabel('full-dim\\ninput')\n", + "ax[1, 0].set_ylabel('3-dim\\nreconstruction')\n", + "_ = ax[2, 0].set_ylabel('L2 rec. err')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Nx3\n", + "fig = plt.figure(figsize=(5,5))\n", + "ax = fig.add_subplot(projection='3d')\n", + "_ = ax.scatter(*projected.T, c=faces.target, marker='.', cmap='jet')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Color maps to Identity\n", + "### Looks like not a great projection for separating the identity!\n", + "### At the end makes sense since PCA is unsupervised method." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Now I will show you some data and then you need to tell me if using\n", + "## PCA is a good way to separate the color of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "hide_input": true, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,10))\n", + "np.random.seed(0)\n", + "N_samples = 50\n", + "# samples points for class 1\n", + "X_1 = np.random.uniform(50, 200, N_samples)\n", + "X_1 = np.vstack((X_1, (1,)*N_samples))\n", + "# samples points for class 2\n", + "X_2 = np.random.uniform(50, 200, N_samples)\n", + "X_2 = np.vstack((X_2, (20,)*N_samples))\n", + "X = np.concatenate((X_1, X_2))\n", + "# data\n", + "X = np.concatenate((X_1, X_2), axis=1)\n", + "# labels\n", + "labels = X[1, ...]\n", + "# Plot also the training points\n", + "plt.scatter(\n", + " x=X[0, ...],\n", + " y=X[1, ...],\n", + " c=labels,\n", + " cmap='jet',\n", + ")\n", + "# Code below wants Nx2\n", + "X = X.T\n", + "_ = plt.axis('equal')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Why compression\n", + "\n", + "This example is just used for illustrative purpose since **Machine Learning** is much related to **Information Theory**.\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# How to apply PCA " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Usage of PCA\n", + "\n", + "- **Inductive** (estimate basis on training set); apply on test set - **Most common**\n", + "- **Transductive** (get all the points at test time; estimate and project) - **Assumes you have all the points at test-time**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "cell_style": "center", + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Inductive Settings\n", + "Most of the methods covered in this course are **\"Inductive\"** (as opposed to **transductive**).\n", + "\n", + "- Inductive works well for **supervised methods** but can also be applied to **unsupervised methods.**\n", + "- **[Training]** Estimate $\\mbf{U}$ on a training set (and also mean $\\mu$ and std $\\sigma$)\n", + "- **[Test Time]** Given a new point $\\mbf{x}^{\\prime}$ at test-time, apply PCA, that is project $\\mbf{x}^{\\prime}$ with $\\mbf{U}, \\mu, \\sigma$" + ] + }, + { + "attachments": { + "immagine.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "![immagine.png](attachment:immagine.png)\n" + ] + }, + { + "attachments": { + "immagine.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "cell_style": "center", + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## On the side: Transductive Settings\n", + "\n", + "![immagine.png](attachment:immagine.png)\n", + "\n", + "\n", + "[Vapnik'98 - Learning by Transduction](https://arxiv.org/ftp/arxiv/papers/1301/1301.7375.pdf)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Artificial Intelligence and Machine Learning \n", + "\n", + "\n", + "## Unit II \n", + "\n", + "\n", + "**Iacopo Masi**\n", + "\n", + "\n", + "March 17, 2022" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Tracking of Attendance to cope with COVID-19\n", + "\n", + "Token prodigit for this lecture:\n", + "## `423310`\n", + "\n", + "Please use this code to make your presence on prodigit\n", + "\n", + "https://prodigit.uniroma1.it/\n", + "\n", + "\n", + "The code for the building is:\n", + "## \t`AULA 3 -- CU028-E01P01L001`" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Any question of previous lectures before moving on?\n", + "\n", + "- We will review a few concept of PCA at the end of matrix calculus" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Matrix Calculus\n", + "\n", + "Part of this lectures are taken from:\n", + "\n", + "- [CS229 LinAlg](http://cs229.stanford.edu/summer2019/cs229-linalg.pdf)\n", + "- [CS229 Calculus Recap](https://www.youtube.com/watch?v=b0HvwszmqcQ)\n", + "- [Dive Into Deep Learning - Math Appendix](https://d2l.ai/chapter_appendix-mathematics-for-deep-learning/single-variable-calculus.html)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Basic example: scalar to scalar\n", + "\n", + "- **Function:** $f:\\mathbb{R} \\mapsto\\mathbb{R}$\n", + "- **Example:** $f(x) = x^2$ \n", + "- **Value taken (output):** scalar $\\mathbb{R}$ \n", + "- **First Derivative:** $f(x)^{\\prime}$: $2x\\in\\mathbb{R}$\n", + "- **Second Derivative:** $f(x)^{\\prime\\prime}$: $2\\in\\mathbb{R}$ " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Vector to scalar\n", + "\n", + "- **Function:** $f:\\mathbb{R}^d \\mapsto\\mathbb{R}$\n", + "- **Example:** Loss or cost function\n", + "- **Value taken (output):** scalar $\\mathbb{R}$ \n", + "- **First Derivative:** $f(x)^{\\prime}$: $\\mathbb{R}^d$ **Gradient**\n", + "- **Second Derivative:** $f(x)^{\\prime\\prime}$: $\\mathbb{R}^{d\\times d}$ **Hessian** - Square and Symmetric Matrix" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Vector to vector\n", + "\n", + "- **Function:** $f:\\mathbb{R}^d \\mapsto\\mathbb{R}^p$\n", + "- **Example:** projection / neural network layer / classifier input vector to 1...N classes\n", + "- **Value taken (output):** vector $\\mathbb{R}^p$ \n", + "- **First Derivative:** $f(x)^{\\prime}$: $\\mathbb{R}^{d\\times p}$ **Jacobian**\n", + "- **Second Derivative:** $f(x)^{\\prime\\prime}$: $\\mathbb{R}^{d\\times d \\times p}$ **Tensor of second derivative** (high order tensor)\n", + "

\n", + "\n", + "- Informally: a **tensor** is generalization of matrix in N-D dimensions\n", + " - Ex: if you stack N `256x256` images you get `Nx256x256` which is a tensor." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Why Calculus?\n", + "\n", + "\n", + "- Let's take a complex function $$f(x) = \\sin(x^x)$$ over the $[0, 3]$. \n", + "- Its behaviour is not simple to understand." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_big = np.arange(0.01, 3.01, 0.01)\n", + "ys = np.sin(x_big**x_big)\n", + "_ = plt.plot(x_big, ys, 'b-')\n", + "plt.xlabel('x');plt.ylabel('y');\n", + "_ = plt.axis('equal')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "- At this large scale, the function’s behavior is not simple. \n", + "- However, if we **reduce our range to something smaller like** $[1.75, 2.25]$ , we see that the graph becomes much simpler.\n", + "- You can think as if we are zooming into a small part of it" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_med = np.arange(1.75, 2.25, 0.001)\n", + "ys = np.sin(x_med**x_med)\n", + "_ = plt.plot(x_med, ys, 'b-')\n", + "plt.xlabel('x');plt.ylabel('y');\n", + "_ = plt.axis('equal')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "Taking this to an extreme, if we zoom into a **tiny segment**, the behavior becomes far simpler: **it is just a straight line.**" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_small = np.arange(2.0, 2.01, 0.0001)\n", + "ys = np.sin(x_small**x_small)\n", + "_ = plt.plot(x_small, ys, 'b-')\n", + "plt.xlabel('x');plt.ylabel('y');\n", + "_ = plt.axis('equal')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "- This is the key observation of single variable calculus: **the behavior of familiar functions can be modeled by a line in a small enough range.** " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- This means that for most functions, it is reasonable to expect that as **we shift the $x$ value of the function by a little bit**, the **output $f(x)$ will also be shifted** by a little bit." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- The only question we need to answer is, _\"How large is the change in the output compared to the change in the input? Is it half as large? Twice as large?\"_" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "Thus, we can consider the ratio of the change in the output of a function for a small change in the input of the function. We can write this formally as\n", + "\n", + "$$\n", + "\\frac{L(x+\\epsilon) - L(x)}{(x+\\epsilon) - x} = \\frac{L(x+\\epsilon) - L(x)}{\\epsilon}.\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "$$\\frac{df}{dx}(x) = \\lim_{\\epsilon \\rightarrow 0}\\frac{f(x+\\epsilon) - f(x)}{\\epsilon}.$$\n", + "\n", + "Different texts will use different notations for the derivative. For instance, all of the below notations indicate the same thing:\n", + "\n", + "$$\n", + "\\frac{df}{dx} = \\frac{d}{dx}f = f' = \\nabla_xf = D_xf = f_x.\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Finite Difference\n", + "\n", + "- Take a value $\\mbf{x}$ and see how the function $f(\\mbf{x}+\\epsilon)$ changes in the neighbourhood of that values under small perturbation $\\epsilon$." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- Is this a good method?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "- NO! Super slow, there is no optimization." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Linear Approximation\n", + "\n", + "When working with derivatives, it is often useful to geometrically interpret the approximation used above. In particular, note that the equation \n", + "\n", + "$$\n", + "f(x+\\epsilon) \\approx f(x) + \\epsilon \\frac{df}{dx}(x),\n", + "$$" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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UjhaTtzzo/WRca/gfhtO6fjNofW4u/ZzYlhb0YNO0bD9trt5ED17SX/8K7v0gYDUDVeBHmSWIGChfUujrAfxBAATCT0BaUMMzh3tN6JWVJUpLpbLaOWVcZuM9eMkAEgNhBBl8Hv+23V5Mzy3+gugz5wxCyfNXG3fQc6clUNdfjzVCNk2TB303l2kyjoyCAAhYh8AH2z9otjAyMWHK/C/oobc3kWqc8i44mf6Xd55hjJO2ADeNO5OevagL9eqcoHj//pWHqOslF9KOiVO0weBugQAMVAuA8BgEQCC8BJ749Aka8+oYuvS1S72elitdele9uNq9pkmmjP97yjCaOkbWxxtXjm8XTzNGp9PUk5Np+PdfKRndsvorxcgaN9fGypmVuviMRRa5AQEQaJGATCf/y0d/UcLtqtxFndo4F8uqL4pxuvrFVe5W05j+3Wjm+IFRG2tS8xXINe/6MfTRicup/tY8uuOifKrkLj9ZBPzgr/ubqhyBlDlUYdGCChVJxAMCIBAwgbY8meCzGz6jET1H0HO/es7j/Td4XdGvnvrYbZxkIsRLE8805Zf6eWOGUp9Vy9zro2TNlLQKj956G07v9ah1zxsYKE8euAMBEIgwgVO7nEqfTP6Ezuohqz+cIlPIZaaeKk9wq2kaT4Yws8hi34VThtPZvY9TijHs7VepzTM8X2vUKJ4rXGjmooUt7+jiCxtaRAwCIBAMgTvZMEkLQ0TWNr3GX+qt3QkimHyE4x2ZBr+Qp6Pf8foGqvyqAx1s015Z71I27AI6NRwJmjxOGCiTVyCyDwJmJDDl7Sl0fPvj6f7z7qeUxKbjV6xsnLT1JIt7Z6XdSBedeDplHthLm17bxBM/OjcZYjm9F2dPHbObgpYh3CAAAiAQcgKOUge9tO4leuTjR+iu9+9yx681TrK+aeU95zd9YbtDWcchsxDzbhhDq9lIydR5mQyiHJg4e7bz9F6HwzqFDbIkGIMKEhxeAwEQCI7A5LcmKy92SO5A9517n+LWGycZq4nWrhDBlSq4t2Q/PxlfExEjdcfjRVQ/rYCotJT3tMll39gWGKjYrn+UHgQiSmCaYxqVVJQoaT42+jHK6JBBsWqcVPBaI7U5JZ1mDr+aN5nl6faYOIEuPvVDgisIgEB4CXy771t6aMVDSiJDug+hm4beRLN4g1V1QoR068VKy0lPWmuknsv+NZ1301za2HewZzDp8pOxqRgStKBiqLJRVBCIJoFJRZPcyRfmFJKsc5qzbKviF8vGSYWiNVK7qA394dUvlLOnlOfS5TduXMyNTcFAqZ8OXEEABMJG4JX1r9CqslVK/Hln59E3O1Pd65xkKvkMPlcpFsacWgIsRkr2GBSRU4FlMa/sQ0gycUJaT2KoYkgwzTyGKhtFBYFoENh3ZB/dsfQOJWkZc7J3v5Xy/+1chGu1dU6h4Cuz+8Q4ySGIcqSIGKnX/voEdbLZnEbKbg9FMqaIAy0oU1QTMgkC5iWQ/14+VVQ7x07uHvY4Pbj4O6UwME6+61TWSV0+OFMJIEbqIT7OnvLziQoKPF8qLiaaOtWyY1MwUJ7VjTsQAIEQEpA1Twu+XKDEeM6JI+nNT3q499abwdOrrbJDRAiRuaMSIyVjcyIykWT62xvdz9yOSTyup66bcntaxwEDZZ26RElAwHAE1DVPkrHEipuUritxP8A7eV84IEOckGYIyKxG1UjNXVmqTCxxB5cxqc6dnbfXXef2tpIDBspKtYmygICBCNz34X3uNU/nHH8rlextr+ROuq6uP6e3gXJq3KzIxJEXJw5V9iSUXD7MrShltwm5ka2QZOr53LnHdv1ZZDo6DJRUNAQEQCCkBGTN06MfP6rEmdEui3buuFBxS2tAuq4g/hOQXdBf5GNGRNQtkZSZfWoU3nackB3SLTA2BQOlVjKuIAACISMwr3ieO67GiimKW07ClS4rSOAEhmele2yJJDP7fIpMpJDJEzI2ZfLdKGCgfNYyHoAACARL4NELHqX7R8yk4+giSqk/TemiklYA1joFS5RI1khpZ/bJFlFeRVpUI0cSDeSWqsz8M7HAQJm48pB1EDAqAemCWruRx06O3KxkETP2QlNT0j2qHngoM/te/sS5r6FH7Dabc2yqqMjDW1noK2NWJhIYKBNVFrIKAmYhIOt2ZP2OiOyMgBl7oas5OfZeuktFHmbO7kkT+iTEUGlFuv5MNjZlVQOVzfUiCgEBEIgQgQ17N9Dwl4fTkys+dG8AK7/2ZWcESOgIOGf2OSdNSKwee/b5Ska2SFLHo9avN81hiFYzUGKUpM3LNaBoOV9zWP2RAg7U6EP9eR9hQCCmCfz+/35Pq8tW013Lf0WNcdXKuJP82oeEnoAscJa1ZCKyLZLP8Sg1aWlNycSJSy9tMlTqMwNfrWSguAZoOesB1lGsg1h3sC5mtbP6K9M5oF79fRfhQCAmCRysOUiZnXopZe9UfyXFNaYoU6MxKSJ8HwdZSzamfzclgaWb9nofj9Imb7MRybiUXLUiXX8GHZuykoFiypTKKi0mByv/XFAMkxisfFZ/pYAD6tXfdxEOBGKSQMfkjtTl6D3UreYR6lw7Xhl3kqnRkPASmMnbRfk1HuUrG2KYpvPvcRmbkmnpBhMrGSg7s5V5l6WsqlSww8HK7VoICIBAuAjIbDL5FZ9SP1D5VY9xp3CR9ow3qPEobRQyNiXbJYnm5GifGMJtJQMl/QvFXqiqftlennnzkm5CVa/zFgB+IAACTgJyxtNnO/jgwQ+2KB7ya15+1UMiRyDg8Sht1mTNlIxNyQQKfdefAbZLStTm1cTuVFfeS5spgxqmmSC0gh+KiuSwFrLms8p4VnPyIT88Xhugrq6u5549e2jlypVa75h119fXK2Uv5j+GxESrfOzMUZ21tbW0fft22r17d0gzXFVXRVeuvJIO1TZQWu0t1I5GUG7/BPpq3ZqQpmPWyA4ePKhkPRLfAafGEQ3ulkjr9tYpLdn7X/2QLspq4z+6rl2Jv6zc4dM//ph6P/UUbf3zn+nAoJa+/tyvNev46quvmn3u7aFVvin8MT7eyq/1K9DesFvuZ7PmsYqRErcveYcfOPfFd4WIi4ubmJKS0ik9Hf3wgqSmpob279/PPQmdibm4KOESCQLl5eXUvn17SktLC2lyT3/xNB2oPeCKM4GuHZhG5/Y9LqRpmDmy6upqJfuR+g6474I0+uNbO+nHQ3W0eEs1je53PGV0CPwrPoENa9ajj5Jc+7OB2rImND845G8/UAk894GmEJnwpa5kQmGotDkWwyQGys7anIF6kp97SEJCwsjU1NSsU0891cM/Vm+qqqqopKSEevfurRipWOUQjXKX8jhDt27dKCsrK2TJS9fewm0Llfja1g+mIcePoUeu/kXI4rdCRGoLKpLfAXM6dKOreZ++Q7WN9PjKcno379zgUD70kLJDejx3/YUq//IDNVCx0hiU/JTL9gLA5vJzeHnmj9cODhRqw+dPuggDAoYlcN1/cpW8xTUm04nxt9OM8d7+9AybfctmTGZOThphU8onO3nMet85NhhwgWUPPxmb0k+cEL8Ijk1ZyUAVcSWMZE3VVUYO32/Q+fl7m80Be7EW+/sCwoGA1Qn89ZO/0tZy5xdfat21dNfoX+BkXANV+rRLBrgPOZyzbKvvrZBayrPN5hlCDJNMR5cxKZn9FwGxkoEqdPGay9dUl4pbOj4LWLUif13faT3YXcAqBkmVHHbI+yKFyv/4DwRinEBJRQn9edmfFQpJDT3o8r434fBBA34mtC1av7ZC8qcMsk5KjFQv/s2uN17+vB9EGCsZKAeXfxKrGJZyl+bydQ5rEWtLMo0DrGdtdOlivqaxjmMtZoWAQMwTuPbNXDeDnvF3Ykq5m4axHPqp57NcywBalcuCAqJZsyK6VZJVJkmo3AvZ4WDNZhURw1IqDp38Tncvt3GsdlYba4VLHXyFgAAIMIF/fvVPWlX2kcKiQ/0Yeu7Kq3C+k4E/GbIV0tKNe+izkv00d2UpDePxqVbvKh/h86WsZqDk41LqUnH7ks98PHD48Ic3CMQ0gYrqCrrx/25RGMQ3tqdbBj/U+i+7mCYamcLPmJBNF8/5iA5W19FdfMChTKIw0/6IVurii0yNIxUQiEECN76dT1V10rFAlJV0E9174ZAYpGC+IvdMa8szLAcqGa9kI9XirucGKyIMlMEqBNkBAaMRUNY8bZqnZKtN/ak0/+p7TPUr3Gg8I50f6dbT7nq+hLv9zCIwUGapKeQTBKJEYMLCpiHba/r+TekmilJWkGyQBGR/xI4pzhEd6eqrPFIbZEyRfQ0GKrK8kRoImIrAfcsKqKxqm5LnLjSeZl9+sanyj8w6Cci404O8PkpEuvpCMqvPGXVY/4eBCiteRA4C5iaw96eTKaExnbULvXLZ4+jaM3F1jh+SSWf3du6VKLP6Vm3fZ/jSwEAZvoqQQRCIDgH5AvugOJVOqH6eRnV9jC453RadjCDVkBGQWX1m6uqDgQpZ1SMiELAWARmrEOmc0oleueZqaxUuRksjs/ryR/dVSl9WfsTwXX0wUDH6QUWxQcAXgaqaKrrlzX+SfIGJyBeafLFBrEFAFvCapasPBsoanzmUAgRCRuD6ojx69uvf0s9Jj9Ep3dtgr72QkTVORGbp6oOBMs5nBjkBgagTKK8up8WbX1fyUR9fQU+OPyvqeUIGQk/ALF19MFChr3vECAKmJfCfLyqo25HnKaX+DMob8hiO0TBtTbaccTN09cFAtVyPCAECMUFgJ485zeFdrxMa02hwu1n05zGjY6LcsVxIfVef0VjAQBmtRpAfEIgSAWWHAV7EKTJjwkCseYpSPUQy2WO6+oI9gTdMmYaBChNYRAsCZiIw6pVxtGTn80qWLx+cie2MzFR5rcyrdPX1695RiUVO4JWWtFEEBsooNYF8gECUCLz21X/IsbOIKhLn0+GUBTTtkv5RygmSjRYB7Qm86vq3aOVFmy4MlJYG3CAQYwRkzdP1b01RSh3f2JH+njMdXXsx9hmQ4soJvJNG2JSSr+YdRF7+pERxR/u/UBkoOcF2pEZt0S4Y0gcBEGiZwOTFt9PheueebEPT7qDLsp27DLT8JkJYjcBUXpDdI9W5IFsmyxhhx/PWGCg7V9Bc1nLW9awOjYr5FZXnYrwgIAACBiPwcekaemPzS0qu2tMZ9MbEuw2WQ2QnkgScO547u3eNcrhhMAZKDM5yl47iq5xkNolV3KpOZfcK170Yr8WsNlYICICAQQhMeP1ad04eGPE0tjNy04hdh/5ww2jveB6MgRKDs4N1EKuNNZ+1kNWh0dnszmW1sY5iTWMtZIWAAAgYgMDdSx6lPUe+U3JyUsp1dM/o8wyQK2TBCASMdLhhMAaqN0PMZS32E6aDw9lZc1khIAACUSZQVllGT65+SMlFYkM3eut3T0U5R0jeSASkq0+743k0J0wEY6BKg4QZ7HtBJofXQAAEvBH45bxrqJ6OKo/+cMYMbGfkDVKM+2m3QZK1URt/qIwKkWAMlDajMh6VqvXQueVZrs4PtyAAAlEi8PyaBbRx/8dK6l3iR9Ezl/82SjlBskYnoB4RL/mM1tqo1hqoHM67TJgQQ6UX8ZNnufoHYb63cfx5LvWWr5aSl3fU920tBcZzEDALgQNHD9DtS+SjTRRHKTT3smfNknXkMwoEZG1U3gUnKylv2l0ZlbVRrTVQRZx7mQChN0S5Lr84vuazRkpyOaES1tms01llQscsVn9F3pN35F1xS1yRzD8nBwGB8BC4ZuGtVN2wX4n84hPvoF8P6BeehBCrZQhIV592bVSkt0FqrYEq5prIZn2Lda5LF7uu4mdnlTCREDsnInmYxyqGMdXlzudrLmtLkssB8ljlfXlX4hC3GDg7KwQETEvg0x/W0rslryr5b9t4Mv3rqmmmLQsyHjkCMmFCNg4WkbVRD7+9MXKJc0qtNVCS2QrWXNbprmsOX6e63PIsUpLvSki9ym0u6w5WMTwtibx3gDVXE1B1a+PUPIYTBMxB4NHVC9wZfXzMM9jOyE0DjpYIDM9KJ9lAWGTppr20ZOOell4J2fNQGCjJjHyBy0+yDazyJS9uO2skxc6JrWCt0CXq4PtsnZ+3W/mZUOTlgcR5qRf/sHoZYZuRsBYQkUeMwLcVjXT45ymUVjuZTut0Dd0yYmzE0kZC1iAgGwh3TElUCvPwO5sitg1Saw1UKud4Mess1jmsdlYbqxiq5ayR7EfozOkVs+ql1OVh1z/Q3KsGrFTjpzodqqOZazo/66rVxsbGpGbC+3wkfbxXvbg6KgOSPjOFB6YlID905m9uUPLfI3ECvZv7D9OWBRmPHgHnNkgDlAyU8XfULN6rLxLiNInBp5TPr45iHcdapInGzu4Clw7iaw5rOMXmirwiyERS/Xgvm8MU+wgnBrmH9lkdS2lpKb311lta7xbdj22Ipx8Ox5PsKJz802bKbN/Y4jtmCuBwOMyUXdPn9d3v42hfdYJSjtEZNbTuo6W0zvSlMlcBAv0OMGrpkjljJ3WMp20H42nuylLqcnBbQN9PmzdvDrhorTVQ8oUtX9ylXlIuYD8Haz5ruKUi3Alw/M2lMZ6fS/25JTEx8cmMjIzBI0aMcPv543ji5MN07fyvlKAflqfRC2OtMdPqyJEjtG7dOsrOzqb27dv7gwJhWkmg8Mt3aP5PMyk9/jbK7tKb7rtC/lQhkSLw7bffKkmdcsopkUoy7On0Pr2Gpvx7IxVcfBKd2bNTQOklJQXeqdRaA1XUQg4d/Fw03KIaD1szCalhvAUp9ebp8kt1XZsLs0r/flxc3IGUlBTq0qWL/lGz9xI874JqktXba3dW0lubD5JM9TS7VFVVKUVITU2lzp2lNxYSTgKy5umBT+6i6oSfaXf8nfTKuasD/iyGM3+xEHdJSYlSzEC/A4zMRr6fVt93QlBZlL/9QKW1Y1CBphfO8Ds48oFeEsh2+RV7eaZ6lbLjAKsaVvWXq51V4o6YRHvtQcQKioTCRmDR5/spudbZej+n07XUJ71N2NJCxCAQLgLBGKhSzsx1AWYol8MXBvhOoMGL+AUxMFojk8r3l7LqB4LOZj9RrTj4RsLKO6rY2CFGz8EaMYn22oOIFRQJhYWATLSRA+fSan9PpyXNonv7/yYs6SBSEAg3gWAMVCFnag6rtF9nseq/1NmLbC7/uXwtZ53N6mANp0ga0gqSNCVPostZRQqU/5v+e5Wd/2y6VVz5/L+8L++o7y92+RXwNaISzbUHES0oEgs5Adk3TRZVirx41e9CHj8iBIFIEQjGQBVw5mys81gnsRaxlrM2arTE5T+Kr9NZbayFrOGUUo7czprGKnkSFfc41mLWlqSUA+Sw6t+3s18pa8QlWmsPIl5QJBgyAg+9/yZ9WlKmxDdphI3khw4EBMxKINhJEhVc4AKX2vkqKmJjLWWV5w5WfwwDBwuZSHo21lRXjJIPb9LXmyf7OVhtrC29z0HCL+raA/lFrK49mHaJcy1C+FNHCmYjsPXnMnro01yiNomUGXc7TR091mxFQH5BwINAMAbKzjGIIVC//B3sFjWSqHkLNk+tfT/YdI95b/yQTFr0xU76rGS/svZg7IAM/Co+hhI8hMBFhdfzOU88WzKO6OaRA7CdET4WpicQTBefjNFku0qey9fZLjcuYSIwY0J20zYjb28KUyqI1swE5qxcRNsOLVWK0Kf9xXSX/TIzFwd5BwGFQDAGSovOxjeqsdL6wx1CAj3T2tLkEb2VGOVcllnvR2abkRAWAVGFkcCPByvp7mU3KSkkUAd689oXw5gaogaByBEIpotvBWdvFmshay/WzqwjWX3JAX5Q7Osh/P0jMHVMX95JeA99s/ugsoj3ijN7khguCAhctiCfahp/UkBce+qf6YzuHrtuARAImJZAMC2ofC6tzHSTrr1cVmlBOZpRCQcJAYEZ4wW1U6J1BLOaPq7GIPDWpjW08se5SmbSEk+heVfea4yMIRcgEAICwbSgijldG2sqqxgf+dbMZ/UlFb4ewD8wAnIEs0wdlo0aZTPZlz8pscQ2SIFRQGgtgYn/aVrn9PqV+qV92pBwg4D5CARjoNRSiuEpZLWxOlghESAwdTR39W3cS7sqnLsFyCw/mY4OiT0Cl7/6IFXWO8cj7SdMotF9hsQeBJTY0gSC6eLTAnHwTaHWA+7wEnCujeqvJCK7BdzJa6QgsUdg/Q87aPH2J5SCt4k/jt6d9GzsQUCJLU+gtQbK8oCMWMALeS3UmP7dlKzJEcyruLsPElsELnn1d7x1S7VS6CcueIbaJmLCTGx9AmKjtDBQJq3nmeMHutdGKXuv8cmpkNggcGvRi7Sr+mOlsH06jqBbf3F1bBQcpYw5AjBQJq1y6erL5/EoEXUbJJMWBdkOgMDmH3+ivxf/SXkjntrQ279dEMDbCAoC5iIAA2Wu+vLIrZwbdXbv4xQ/mdm38YdKj+e4sR6B38y/heriZG9mohsH30OnHm9T3PgPBKxIAAbK5LUq2yCpgrVRKglrXpds3EOV5QMpobEzdWljo2cvmW7NgqJUIOAiAANl8o+C7CaRd8HJSimwDZLJK7OZ7FfyGKP8AEmpH0h96R/09rX/aSY0HoGANQjAQFmgHmUbpB6pzllcc1eWkJyoCrEWAVlOoB5COGv8OTSs5yBrFRClAQEvBGCgvEAxo9eMCQOVbMuXGLr6zFiDvvO8aP1menvzR0oAWV4gywwgIBALBGCgLFLLcnKqbIMkom6DpNzgP1MTkK69P/73JtrT5g6qbDuHZHkBBARihQAMlIVqWrZBUrv65nywBV19Fqjbh/73Ce2rW6WU5OSMBGxrZYE6RRH8JwAD5T8rw4eUtVHarr4/zP/C8HlGBn0TkB1CFq05TCfUPEddks+gN656wXdgPAEBCxKAgbJYpWq7+jCrz7yVq87akxKkJZ9A625cTSd2PtG8BULOQSAIAjBQQUAz+ivS1deve0clm3OWbcUCXqNXmJf8yaw92SFERHYMweGUXiDBy/IEYKAsWMVKVx8ONzRtzcqC3AXf3UyViUXKpsCyYwgEBGKRAAyURWtdDjfEAl7zVa507d2waCYdSVhD5Un/oCybw3yFQI5BIEQEYKBCBNKI0cgCXnT1GbFmfOfp1oUf0Q+NzysBMtqdSPeed6fvwHgCAhYn0JoTdY2KJpczdqkrcw6+znG5W7rYOcBIH4FMu+nZDO7q+9VTzqMZZAHvu3nn+igivKNN4I21ZfTm9kepIeGQkpXXJsyPdpaQPghElYDVWlCFTHMuaxprHOts1vWsqawtiZ0DFPhQ9janoKvPHPUm21P96Z3X6FDCh0qGJ/S7mkb28vV7yRxlQi5BoLUErGSgchnGdaxTWe2sOayTWGW773xWf0UMm179fdeQ4fRdfTiB13jVJK3b7xtmKBnrkNSJnrvkaeNlEjkCgQgTsJqBOsD8ZmsYFrJ7A6sYrpgW6errmOLs0ZUvQxmMhxiDwMuflNB7O2dTXfxeJUNzLppF6W3TjZE55AIEokjASgZK+kOKvbB0sJ+NNZXVH7FzIIlL1DIiXX3aE3hlnQ0k+gTkkMkH//s+HUhcqGRm6Aln0+RBk6OfMeQABAxAwGqTJBxemFa4/LL56u25/pXlGo9SdkuXYZHGz5vz1+yZon3Q2NjYpbq6mn7++Wetd1Tdl57akT7anEYrviunpZv20lNLvqZrhkRmZ+wjR5yLTisqKqi2Fq03+SAc5J3npy78hvYlP+n+XDw9ak7IPzMNDQ106NChkMfrzjQcXgnU1NQo/kb6DvCa0Qh5yt9+oGJEA5XJhXCewNd8aRr5scMVRIxPa8XBEagqceWwzmZdzDqItZjVl/ydH/TQPqxj2bNnD61cuVLrHXX3RWlEXyYnUHlNHD3/USkl7NtOme0FZWSkuLg5jJHJg1FS+ed38bSufCkdTfpWydLV3a+mPbxIV/6FWrZv306ikMgTgIFyMt+8eXPA8I1ooC7nUohh8EdkMoNIKL71HEpMTf8VsbOUVWYB5rLms/oSMaoekpSU9KHNZht16aXqjHePx1G96TVoH1394mo6Uh9H//0pjd69JvxTz6uqqmjZsmVkt9upc+fOUS2/ERKXKeWrVq+g8jZzlez0Te9L/5ryr7Bk7b333qO+fftSVlZWWOJHpN4JfP7558qDoUOHeg8QY75du3YNuMRGHIOSv1j5S/JH9QXO1nto7ks1bn+dYvh2sDYXr79xGSacbCir3WVi+tsbDZO3WMiITCl/mJmXJ75ADXHONU/zcubFQtFRRhAIiIARW1CVXALRQEVG/Qd6eSmH/Q6wlnp55o9Xr1a860/8UQkjU8+XbtpD3+w+SHNXltJYPqVVDBck/ATkGJQfaz6nQ22cC6hlUsSwzGHhTxgpgIDJCBixBRUswkJ+0cYqBkkVafmI0SpSPVzXW/l6m84vVXcvtwUuP/37Lm9zX16cONQ99Vy+NOWXPSS8BKS1KsegHEpcoSTUtV1XevLCpkkS4U0dsYOAuQgYsQUVLMFCfjGXVboIR7KK5LJK6ymfVStioMQ4P6XxLGX3ctZil18OX7NZpWVWyGo5kSMcHrxkACnronhGmRgpbIUUvmqWXcqltSpyTvoDNGn07ykhPoE6t8GYnAIF/4GAjoCVDFQFl83OOpt1FKvIW6wFrPJMK2v4Jk7rwW55z846iVXCi4q7kNWyMn5IJm364YDyxSm/7GV91Izx3npKLYsgIgWT9U7yQ0BEFkxL6xVnPEUEPRIxMQErGSipBjEqueJoQX7r5XmBF7+Y8JrGrahN/AX6Wcl+WsSzy87msSgxXJDQEFBPx63kVqqI/ACAcQoNW8RibQLSzQUBAXpp4pnu8Sj5pS+/+CGhISCtUue4k4M6njCLTs08GpqIEQsIWJwADJTFK9jf4skpvK9NGe4O/odXv8B+fW4awTtmvb9F2bWjPq6CDrZ5gb4u57VghfbgI8SbIBBDBGCgYqiyWyqq7Nf3hGv8qYxn9E15dW1Lr+B5MwRkUsScZVuVEP26daWrTpuguP9y/l+aeQuPQAAEVAIwUCoJXBUCMvZ0+WDn+NPq7fuUSRNAEzgB/aSIWROGUeG4f9Cyicvo2tOvDTxCvAECMUjAapMkYrAKQ1/kaZf05zGTA8oiXkyaCJyvt0kR0joVOb/3+YFHiDdAIAoEdr+ymypXV1LtT7VU+3Mt1fxUo1wzrsugPjP7RCRHMFARwWyuRGQ8aiGPR4147ENlx211ejRm9rVcj2KcruJ9DmVShMjFZ/5M5/Z1GqeW30YIEAgPgYbDDVT9fTUdLTtKR3exylWr7HfKC6dQl3Fd3BkoX1pOPy780X2vOqpLqlVn2K8wUGFHbM4E1EkTV724SjFSsndc/+6dSG0JmLNU4c/1Q+9schun0afHUeG3f6S3n7mfXh33Ktlt9vBnACnEJIGjOz0NT0ZuBiWmNn29rxmwhqpLmzcsYri0kmJLoTY921CbE9tQSq8Uatu7LbXJbEMdBnXQBguru6kEYU0GkZuRgBijF3n6uex8Lmt4rmZj9d+887CGx0dlynRy6RIVObv3cfRd7b10pO4IlVWWUdf2ge/k7CMZeMcwgYbqBtp29zaPVlDND85zp7RYUs9LpQ6DmwyJGBa9gUrolKAYnJSeKZTcI5nandpOGwVl/S1LUQ/PCN/AQEUYuNmSkw1kZWafdjuk16YMI2lhQZoIyPEZqnHq170j/XLodpr89golwO3Db6cBXQc0BYYLBFwEan+sVbraqsuc3W9ibKp3urriuAuuZm8NnVvRdBxOfEo87Xp6V4v8JA6tgcqcmkndr++uGKQ2PZwtovh2xp8jBwPVYlUjgH47JBljgZFq+lyIcVLH6WQbo5lXnULnzbtMCZDZKZMwrbyJVay5Gr9vpPKD5VSzq4b4lG3KmJjhRnDw84O09qyWl3KIkUrulux+T1o6DbUNztZPJnfDcRdcmxNY2fBIS0k0uXtTeHmx62XmbMHDQLmrHY7mCMh2SJVH6ujNdWXKGAuMlJOW3jjJYufZa+6kfUf2KQFe/s3L1DaxbXNo8cwCBA5+cZB+eOEHj0kIdeXOra02KPtNE6X0TvEwUDK+402SuiUpYz5tujuNTVyc57ahZ31zlrfXLOkHA2XJag1PoWZOcG4iCyPl5OvNOB1s2EQvrXtJCTC+/3gae9LY8FQGYg0rgeodTd1s7tlumtlvqfZU6je/nzsPMklh9z92u++9OfSz35IzkumkGSe5Wz3S8pHJCJAmAjBQTSzg8oOAGKnK6lp6f9NepSUls9ZicfdzWYgrMxtVkZaTTCo55ZnrFK8OyR3o6YufVh/jaiACtfuc4z6q4elwRgfqNLxpKcC2e7bRzsd3Nptj/YQDaQ0lpiU6jY2rq21fwj6K6xpHp5x7irP7jf310vOOnnov3GsIwEBpYMDpH4GZPGniyhdXuRfyyluxZKTEOMmMRnV3cplEIsbp4Y8epi37tigQHx/zOHVr380/oAgVNgK7X95NFcsryD0JgceCZCacVnre3dPDQMmsNm8iXXTKtGse7+k4uKNHkI5ndqRz9p/j4ff5558r98cNPc7DHzf+E4CB8p8VQroIqAt5tUZK9u578XdDLD+7T9utJzjEOMkkkpKKEnpw+YMKocHdB9Mfz/yjixYuoSKgLDaVrje1q02usv5HFpy6/Pq+0NdjQkD5h7zY9F/HLjbV5uno957rf6T77uRnT1ZaQykyCYG73pKOx6xVLbNIuWGgIkXaYunojZTs22f1iRO+jJNU7aQiOdvSKfPHzVeduAZAQO1yU6+ypY50m6my5jRebNrCLgb6NUEpJ/IanxOSm8Z5uJtNXfcjV2XKdZZni6n9ae1JFBJ9Ak21H/28IAcmI6AaqTt4gao6JiVG6gVe3Gu1A/m0xsl5Iu6ZJGvEROZtmEcrdjjXPN17zr1Y89TC51hZbMrjPKohkqvesEgUnUd0po5Dm7rSpCWjN1DqYlN5JsbmmMWmf+XFpqwQcxKAgTJnvRkm12Kk5LDDO17f4J6C/qs5H9G/XZMGDJPRVmREu0OEGCd1QoREKdPJ8/6Xp8TeO7U3PXrBo61IyZyvKotN1W43V3ebdrGpPD+nvGl8Rlls+lTLi03FcGkNVGY+LzadzItNXZMQZMabGRabmrNWjZFrGChj1IPpc6Gdgq5ui/QAr50y8wazsvGrnIkl3ZcieuMkfrcvuZ0OHD0gTpqbM1e5Wu2/I1uOuMd49ItNq9ZV0RdDvmixyDV7eLEpT6tWpV1/Xmx6NDYWm6plxjVwAjBQgTPDGz4IiJEadlK6e1sk2V3hG57x9iAf32E2kZl6cqqwTP4Qke2LXpw49Jiuy8mDJtOqnavo7MyzaWSvkWYrpkd+3YtNNa0hdbGpGlA2ENXuhiBda95Ev9iUPNea0lkbY2exqTc+8POPAAyUf5wQyk8C0mLKTGtLU+Z/oeyC/srKEmW91KzLTvUzhugHkzzP5qPa1WnkcoCjnJEl3Zl6EaO05dYtVFFdoX8U9Xt1sWnCRwl08OODtO3otqYjF7j7LHUkLzZ9VbPYlA1Ti4tNdTtiy+w2j8WmMgmBjRgEBEJBAAYqFBQRhwcBmTzwLu96PmX+58paKekiG/v0appgiyO7R0hj3UiXnow3LeVFyKo88Ov+dP05vdVbn9fUlFSfz8Lx4JjFpqfzYtNfNC023X7vdvr+b98rSSdREpW7/mnzcqTE2TpU/aQ1pCw2dY3xKBMP5LgFuZer7PfmpcWExaYqQVxDTQAGKtREEZ9CQGbxyaGH09/epEyeOHi0nl7+NoG2L9pEc64502trJJrolmzc4+6alHz0SG1LM7jLUp2pp83bzsqdVHm0MmKz9eRk04oPnYtNZdNRmTxwzGLTu3ixqcZAeTMkUgbljB/X5qL6c306Djl2sam23HCDQKQJwEBFmngMpSddYjIuNXZAN57lV0xVbKSWb91P5/BJvQ/yBIoruDsw2rKTx5hkrEydCCH5GdO/G8luGd669OT5Df93Ay3dtlRZjPvcr54TL7+l4QifbKrd503Ge3SHzfX9Oy82vbxp9+nyZX4sNuU4tKJdbLru+3WUdXYW9RnaRxsEbhAwPAErGSgb05bdTLNZ7awiU1mLFZd//9k42CxWO6tIEavEUSE3kOAIXDggg864dRj9/uWP6evyeGVsR7rSZn+wRdmJwVsrJbiU/H9LuvNmf7CVZLxJFZmlJ1s2SX59ydb9W+nTnZ8qj5MSjh2T0q7tEbfXxabbWzjZlN/TirR63ItNtd1v3N3mc7HpAF5syirS8F4DxafHa6OEGwRMQcBKBiqXiU9zUd/B116sqa57fy42DrSeVeYbFbDKu/msdtZBrDBSDCFYkS//35/aQA0nDKAZy0ppVwWfNMutFzmtdxiPWU3mcZ6x3HIJt0iL6U0+v+mVT7a7J0FIms1NhNDm6eTjTqaSvBL66yd/pdx3c+nrl752Lzj1a7Epj+VU6wyUfrFp+/6euxhkPcKLTVkhIBBrBKxkoAq58opYi1kLWFVjxU6/pIBDpbKKMZI4RCQ+MVr5rAWskFYSOL9vOo0bmkWzeJactF4O8lHy0r0mKrP/xFBdwbPmfHWvBZv8Ko5fDJN66q0ajxzNLt2NffnMpqPfHKV9uyrde7tpF5tqTzbt0q4LzRw7kxwXOtRofF6rv6/2WGzaM68ndb/OdbKptICw2NQnOzwAASsZqNJWVmcOv7+BVTVOEp24pTV2HWsBKyREBKaO6avMjnv5kxK3oZIW1UM8qUJUWlNjuavtbG5dBbtt0urt+2kpT35YumkP1W0/SmkH42jEQe6W45NN6y7pRPmcB+lerFpfRSsHr2yxZNJCkq42VY5ZbKqZ6abMgGMDpD/ZtMu4LurruIIACLRAwEoGqoWiNvvYxk87sxZ5CeVgPzFQkBATkFaSaqiW8NRuWXskXX8iMtVbne4tLav+3TtR/xM6c8sqkd1SVZ4iZ1Rt4sW1jV8foTZvHqC6H8QgxdMQNkrnVcv4S9umF05IIvs7w933/pxseuOAG+nqzVfTzSfc7H4Pi03dKOAAgbAQgIFyYrU1Q7fU9SyVrxU+wj3C/h7fmvX19X0qKipo8+bNPl6JLe+amhpuuDRSSUkJpaQcu5DzdB52eTnnBNqw5wh9uqOKVn1/mH48VEfplXHUlqdWV6zaR98c3E+pVXH0M/sdJ8rG59ue9fTCJTVumIO+S6S8T2R3g2Y+2j/UHlMvHe/uSAkZCZTQLYHiu8VTQo8Ed5wLti6gletW0sqPVyrbGl3W+zL3MzM46urqaO/evSR1AIkcgcrKSiUxfAc4me/YIZ1RgUkzf8WBRRTC0MM4rl/6GV+Bn+FCESybI3H4iKgv+3v03fCXcbvq6mrat8+5j5uP92LGmw02xcXF0YEDB+jQoUNKuRsPNBL9xD1uPzmvcb3jKPP0OJrQJ561A+1/qpY6vt48ovQDnofPHU5tpOq2jXQ0jSj++Dhq3yOOkrpzC0pq53ieAdMljuLY/5h6+Y0uHVe1/XT0J5pRPEN5mNUhi0Z2Gnnsu7pXjXYrPwyEeUODJyuj5dNq+amtrVWKdMxnzWoF9bM88rcfqBjRQMnGbbl+FIS/1ajAj3ChCuJoJqLx+meJiYkfZmRkjBoxYoT+UUzelz5fSkcXHqX29e2pfk+918WmmbdnUp8b+7j57Nqwi7a+vtV9rzriMnkc6IRENjRJ1H9AW9453blmyD1d/R9qyNZff7ngl3S0wTnt+/VrXqch3Ye0PtIIx/Dee+9RVhbPBGSFRI6AeqLu0KFDI5eogVOSH6iBihEN1CtcCNFIisOVmHTj6UVaThANgWAWm1auqKSkFUlUxf98iawb0kqaPc3jZNPkHsmU3K1pkoI2bDjcRZuLaMm2JUrUNw29yZTGKRxcECcIRIqAEQ1UpMquT0c6SC9lzdc9sPP9Cp2fpW+PWWw6kU82Pa7po/L5GZ/Tke8893HTA5HdEbTSplcbajiugTrYOlC7Xu2aTjh1LTaV2XFtT9JMZOCXZZacaDSkqqaK/vjfPypJZ3TIoMdGPxaNbCBNEIhpAk3fOrGFYQEXV9qb12qKXcjuaay5rIWsImKsZPJDIaslZWveVvdC06O87Y7s9aaXTsM7UaezmzYilSnUegOlX2yqNyw9HuhBm3+xmYbYh1Dnzh7zSfTJGeL+vg/voz1Ve5S8PHPxM9QhuYMh8oVMgEAsEbCSgbJzxS3XVZ56Ly0gea6KHEYjc4+1UsA3dta5rHmsItK9N4+1kNXwUvtTbZOx4e6yozzVWhaKitGpLqtWnp1XdZ5HOXb5c7Lp99waOrvptczbMpUzgdS1PlZbbLp291p66rOnlAJfeNKFdHm/y5sKDxcIgEDECFjJQJUytek+yMkzrTzNN9KC0oudPXJZ1XGnOewuZDWEHNnKJ5uK4WFtrG+kjNymPeOqNvDJptktn2xazef5aM/rac/zu+sP1zu73OQsnxNT3McqqAYo1hab5hblKvXdlneX+MdvQjjjwhCfImQCBMxDwGoGqsBP9GKgfEmhrweR8pdjtHf9fZfbGIlB0p9sKmM2WgMlm4bqRR3XkbEd0ZSsFEpKT/IINvRLzDDSApm5aiZ9/ePXitdfzv8LZXaK/o7r2vzBDQKxRMBKBsoy9SZdc7tf2u2zPPFt45WD5bQBZBJDn1l93IZI3claGwbu5gmUVZbRAx8+oAQ67fjT6Pbhtzf/Ap6CAAiElQAMVFjxBhe5nFwqR2m3zXK1fE5KUQyP0hJiP32Xm5pKZj5+7assgrnKOU9H6pyzEwtzCoOJAu+AAAiEkAAMVAhhhiqqDoM70Ii9WOAbKp7+xPPGpjfca57yzs7Dmid/oCEMCISZgH4mW5iTQ/QgYEwCC79eqGSsR8ceJGNPEBAAgegTQAsq+nWAHBiAwKIJi2j+hvmU3i4da54MUB/IAggIARgofA5AwEVg4sCJYAECIGAgAujiM1BlICsgAAIgAAJNBGCgmljAFWMEnv38Wbr6zatpd5XvKf0xhgTFBQFDEUAXn6GqA5mJFIEdB3bQ3e/fTYdrD9OWfVto7ZS1kUoa6YAACPhJAC0oP0EhmLUIdGnXhW456xZKSUyh53/1vLUKh9KAgEUIwEBZpCJRjMAItE9qrxyhUXZ7GZ3VQ/YOhoAACBiNAAyU0WoE+YkogfS26RFND4mBAAj4TwAGyn9WCGkBAku3LbVAKVAEEIgNAjBQsVHPKCUT2PzzZrpwwYV00lMn0Zpda8AEBEDA4ARgoAxeQche6AhMfmuyEtn28u3UtX3X0EWMmEAABMJCAAYqLFgRqdEIvLD2BVpVtkrJ1kOjHqLeqb2NlkXkBwRAQEcABkoHBLfWI7Cnag/dufROpWCnpJ9CD5znPPPJeiVFiUDAWgRgoKxVnyiNFwL57+VTVU2VU9Sf2AAACDtJREFU8mRuzlwvIeAFAiBgRAIwUEasFeQpZASWbFtCCzc6j9K4ftD1NDxzeMjiRkQgAALhJQADFV6+iD2KBOR0XDklV0TWO80YOyOKuUHSIAACgRKAgQqUGMKbhsC05dOorLJMye+ci+ZQakqqafKOjIIACBDBQOFTYEkCX//4NT3x6RNK2ew2O117+rWWLCcKBQJWJgADZeXajeGy5Rblukv/yqWvuN1wgAAImIcADJR56go59ZPAM2ueobW7ncdnPHrBo1jz5Cc3BAMBoxGwkoGyM9xZrMtZG11q56u/UsAB1ff0V3/jQLgoE5A1T/cuu1fJhax5uvccpzvK2ULyIAACQRCw0oGFdi7/JNZi1hWsI1mDkenBvIR3jEHg5ndvxponY1QFcgECrSZgJQNVwDRERQpYgzVQ8i7EpARuGnoTFe8pprEnjcWaJ5PWIbINAioBKxkotUy4xjCBC3pfQNtu20aVRytjmAKKDgLWIAADdWw9Ltd4FbJ7nuYeTpMQ6NSmk0lyimyCAAj4IgAD5UlGxq5ERXJYC1nzWQexNicf8sPjtQFqa2tPXrRoUf1nn31Wp/WPYXdcTU1NYnJysvCQSSghk9qG2rhGjjI5Pjmk8YYsg1GO6OjRo0mJiYkNCQkJ9VHOSkwlX1dXp3y/Mnt8B3DNHzp0SCblJbGmsf7A2qIY0UBdwbm+pcWcO7/kRvkRzt8gBbqAcj+bNY9VjJS4fck7/KCj7uEv9+/fX8K6Recfq7fHccFvZZVFSXtjFUKUyn0Hp/sxK05pjGwFjOfk5EfTosgma9jUpFtDfuzv9zeHcf4GjGC4sZzWNX6kJxU/yUe4AvafxioGzMHaGpF03mLNaU0keJdOZgZirLNZN4BHRAns5tQeZX06oqkisdcZgXx/XAkUwREwYgtqKRdF1CiygzOSapTMIB8gAAIgECsErLRQNxx1Jr/2e7GWhiNyxAkCIAACIOCbgBFbUL5z2/wTaeUMdAURoyIi99LEPsBazKqKdDWJce6jevC1gLWIVQ2Xw+5prCKFyv/4DwRAAARAAASCIGDnd8QYeVMH+2tFDNR3Wg92e3uvlP3FUEFaTyCDo5A++V6tjwoxBEjgTQ4/LsB3ELz1BAo4immtjyZ2YzDiJIlgayOVX8z28XIF+xdrnp3tcn+m8ROnndXGKuFFHawQEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABCxBIsEAZUATzE7C7iiATUyChJ2B3RQm+oWfrK0YbP5BlLrLQHwICIGAyAnbO73JW7fT+cr7HtFyGECIp4HiEqcpYeGezQsJHoJCjLmFVmcsV3BkCBATMRKCAM+tgzWW1u7SIr/IHXcAKaR2BXH5dWBay2llzWKUFVcIKCR8BYTyb1e7SXL6Kn/xQSGWFgAAImICArz/WYs67/DFDWkeglF8XllrJ4RsxWrlaT7hDSsDb51rlnh/SlGIgsvgYKCOKaEwCFT6y5WB/b3/kPoLD2wuBbPbrxVqoe1bE97LtV47OH7ehI1DhJapil1+ql2fwaoYADFQzcPAoKgTkyxMDy61Dn+16Xf1i1MYmfgO1HnCHnYDdlUJp2FNCAiAAAmEjMJtjli6onLClEBsRF3AxhaOdVS8O9pBnkMgQsHEy0mXt7cdCZHJg4lSstJu5iavB9Fl3+FkCOTBPNi71Jrnsmcc6h7WIFQICZieQygVYzCp7nuJHVxC1CQMVBDS8cgyB0mN8vHtUevdWBu3n8rN5rPk+wsDbfwKlLQRFF2oLgELwWIzTctberHbWUlYICICAyQjkcn6ly6mQFRIaAnaORph6M/YV7O9ghYSPgBin9azCOjt8ySBmEACBcBLI5chhnMJDWL4ci3RRy5elL8OlC4rbIAmk8nswTkHCw2sgYBQCOZwR+bKUP+aRXlT+0CHBEyjgV4VvnisKG1/VL06wdUEJw6WY41S56z/X2WFID1GCAAiEgUABxyl/yL7Uzs8grSNQyK9r+VbwPb4kW8e0pbe1vPVuR0sv47knAZldAgGBaBCwcaKivkR+icoXKqR1BMQgiZaygilDCLPYm4lfPs9SBxAQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQ8EogwasvPEEABMxMwMaZH8h6gLWaVSt2vunFilN1tVTgBgEQAAEQiAiBVE5Fds6W85+0kss3cgREvtYTbhAAARAAARCIJAE7JybGqIBVJJu1nLVIbiAgAAIgAAIgEE0CBZy4GCk7azFrKWsqKwQEQAAEQAAEok7AwTkQIyUqrSgICIAACIAACBiCQD7nQoyTfjzKEJlDJkAABEAABGKTgLSYxDg5XNcCvkJAAARAAARAIKoEZKyphLXYlYsCvoqxsrNCQAAEQAAEQCBqBIo45QpWmyYHDnbLTD4xXhAQAAEQAAEQiDiBfE5RWks5upRtfC9Ga7nOH7cgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIWJPD/0knq9l8LSTkAAAAASUVORK5CYII=" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Linear Approximation\n", + "Approximates the value of $f$ by:\n", + "- a line which passes through the point $(x, f(x))$\n", + "- has slope $\\frac{df}{dx}(x)$\n", + "\n", + "in a neighbourhood $[-\\epsilon,+\\epsilon]$\n", + "\n", + "In this way we say that the derivative gives a linear approximation to the function $f$, as illustrated below:\n", + "\n", + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Gradient\n", + "\n", + "$\\def\\der#1#2{\\frac{\\partial #1}{\\partial #2}}$\n", + "$\\def\\derr#1#2#3{\\frac{\\partial^2 #1}{\\partial#2\\partial #3}}$\n", + "\n", + "- **Function:** $f:\\mathbb{R}^d \\mapsto\\mathbb{R}$\n", + "\n", + "$$\\nabla_{\\mbf{x}}f(\\mbf{x}) = \\nabla_{\\mbf{x}}f\\left([x_1,\\ldots,x_d]\\right) = \\left[\\der{f\\left(\\mbf{x}\\right)}{x_1},...,\\der{f\\left(\\mbf{x}\\right)}{x_d} \\right]^T$$\n", + "\n", + "- Geometric Interpretation\n", + " - **Direction of steepest ascent**.\n", + " - The direction to change the input so that the function values go up in $[x,x+\\epsilon]$\n", + " \n", + " $$f\\Big(\\mbf{x} + \\epsilon\\nabla_{\\mbf{x}}f(\\mbf{x})\\Big) \\ge f(\\mbf{x})$$\n", + " - Gradient can be defined for matrices too not only vector $\\nabla_{\\mbf{X}}f(\\mbf{X})$\n", + " - Just think the matrix as a long, stretched vector" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "\n", + "\n", + "[Figure credit](https://people.csail.mit.edu/jsolomon/share/book/numerical_book.pdf)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "\n", + "\n", + "The gradient, represented by the blue arrows, denotes the **direction of greatest change of a scalar function**. The values of the function are represented in **greyscale and increase in value from white (low) to dark (high)**.\n", + "\n", + "Figure credit Wikipedia" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Try it yourself - Gradient of dot product\n", + "\n", + "Given the function $f(\\mbf{x};\\mbf{b})= \\mbf{b}^T\\mbf{x}$ parametrized by the vector $\\mbf{b}$ that takes as input a vector $\\mbf{x}$---both vectors in $\\mbf{x}^d$---compute the gradient of x $$\\nabla_\\mbf{x} f(\\mbf{x}) = \\nabla_\\mbf{x} \\mbf{b}^T\\mbf{x}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Hessian\n", + "\n", + "- **Function:** $f:\\mathbb{R}^d \\mapsto\\mathbb{R}$\n", + "\n", + "$$\\nabla^2_{\\mbf{x}}f(\\mbf{x}) = \\nabla^2_{\\mbf{x}}f\\left([x_1,\\ldots,x_d]\\right) =\n", + "\\begin{bmatrix}\n", + "\\derr{f\\left(\\mbf{x}\\right)}{x_1}{x_1} & \\ldots & \\derr{f\\left(\\mbf{x}\\right)}{x_1}{x_d} \\\\\n", + "\\ldots & & \\ldots \\\\\n", + "\\derr{f\\left(\\mbf{x}\\right)}{x_d}{x_1} & \\ldots & \\derr{f\\left(\\mbf{x}\\right)}{x_d}{x_d} \\\\\n", + "\\end{bmatrix}\n", + "$$\n", + "\n", + "- Geometric Interpretation\n", + " - **Indicates the curvature of the function** (can tell you if you are close to local minimum/maximum or saddle point)\n", + " - Can be interpreted as the **Jacobian matrix of the gradient of the function**\n", + " - Symmetric and Square\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Quadratic Forms\n", + "\n", + "\n", + "Given $\\mbf{A} \\in \\mathbb{R}^{d\\times d}$ symmetric and square and $\\mbf{x} \\in \\mathbb{R}^d$ then a quadratic form is:\n", + "$$\\mbf{x}^T \\mbf{A}\\mbf{x}$$\n", + "\n", + "- It is vector to scalar function\n", + "- It used for characterizing **Definiteness** of matrices" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "# Definiteness and relation with Eigenvalues\n", + "\n", + "- $\\forall \\mbf{x} \\neq 0 \\qquad \\mbf{x}^T \\mbf{A}\\mbf{x} \\gt 0 $ is **positive definite (PD)** - Relation with eigenvalues all positve\n", + "- $\\forall \\mbf{x} \\neq 0 \\qquad \\mbf{x}^T \\mbf{A}\\mbf{x} \\ge 0 $ is **positive semi-definite (PSD)** - Relation with eigenvalues all non-negative\n", + "- $\\forall \\mbf{x} \\neq 0 \\qquad \\mbf{x}^T \\mbf{A}\\mbf{x} \\lt 0 $ is **negative definite (ND)** - Relation with eigenvalues all negative\n", + "- $\\forall \\mbf{x} \\neq 0 \\qquad \\mbf{x}^T \\mbf{A}\\mbf{x} \\le 0 $ is **negative semi-definite (NSD)** - Relation with eigenvalues all non-positive\n", + "\n", + "- $\\forall \\mbf{x} \\neq 0 \\qquad \\mbf{x}^T \\mbf{A}\\mbf{x} \\lt, \\gt 0 $ is **indefinite** - Relation with eigenvalues mixed in sign\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Common Derivatives\n", + "\n", + "* **Derivative of constants.** $\\frac{d}{dx}c = 0$.\n", + "* **Derivative of linear functions.** $\\frac{d}{dx}(ax) = a$.\n", + "* **Power rule.** $\\frac{d}{dx}x^n = nx^{n-1}$.\n", + "* **Derivative of exponentials.** $\\frac{d}{dx}e^x = e^x$.\n", + "* **Derivative of the logarithm.** $\\frac{d}{dx}\\log(x) = \\frac{1}{x}$." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Derivative Rules\n", + "\n", + "- **Important: Derivation is a linear operator.**\n", + "1. Derivative of the sum is the sum of derivatives\n", + "2. Derivative of a scalar product is the scalar product of derivative.\n", + "\n", + "* **Sum rule.** $\\qquad\\nabla_{\\mbf{x}} \\left( g(\\mbf{x}) + h(\\mbf{x}) \\right) = \\nabla_{\\mbf{x}}g(\\mbf{x}) + \\nabla_{\\mbf{x}}h(\\mbf{x}) $\n", + "* **Product rule.** $\\qquad\\nabla_{\\mbf{x}} \\left(g(\\mbf{x})\\cdot h(\\mbf{x})\\right) = \\nabla_{\\mbf{x}}[g(\\mbf{x})]h(\\mbf{x}) + \\nabla_{\\mbf{x}}[h(\\mbf{x})]g(\\mbf{x})$\n", + "* **Chain rule.** $\\qquad\\nabla_{\\mbf{x}} g(h(\\mbf{x})) = \\nabla_{h(\\mbf{x})} [g(h(\\mbf{x}))]\\cdot\\nabla_{\\mbf{x}}h(\\mbf{x})\\qquad$ **Very important for Deep Learning**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "## Try it yourself\n", + "\n", + "Compute $\\nabla_{\\mbf{x}}\\mbf{x}^T\\mbf{A}\\mbf{x}$.\n", + "\n", + "Can be seen as $\\mbf{x}^T\\mbf{f(x)}$ where $\\mbf{f(x)} = \\mbf{A}\\mbf{x}$" + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": false, + "bibliofile": "biblio.bib", + "cite_by": "key", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "rise": { + "autolaunch": true, + "overlay": "
Artificial Intelligence and Machine Learning - Unit II
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