{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lab 1: Gaussian Process Regression\n", "### Gaussian Process Summer School 2019\n", "\n", "This lab is designed to introduce Gaussian processes in a practical way, illustrating the concepts introduced in the first two lectures. The key aspects of Gaussian process regression are covered: the covariance function (aka kernels); sampling a Gaussian process; and the regression model. The notebook will introduce the Python library `GPy`$^\\dagger$ which handles the kernels, regression and optimisation of hyperparameter, allowing us to easily access the results we want.\n", "\n", "The level of this notebook is aimed at introductory, as the background of attendees is diverse, and so cover a wide range of basic GP concepts. There are seven exercises to complete, the difficulty of which varies, but you should aim to complete all during the lab session. The notebook will not be marked and we will provide answers to the exercises after the lab session.\n", "\n", "In addition, there is a second _optional_ notebook with extra work. The content of this is more advanced, so completion is at your discretion.\n", "\n", "$^\\dagger$`GPy`: A Gaussian process framework in Python (since 2012). Available from http://github.com/SheffieldML/GPy\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Getting started\n", "\n", "**[Binder]** If you are using Binder, all libraries required are installed on the Binder image.\n", "\n", "**[Local]** If you are running this notebook on a local machine, make sure that `GPy` is already installed on your machine. You should be using Python 3.5 or 3.6. A set of instructions for setting up your environment are [available from the GPSS site](http://gpss.cc/gpss19/getting_started).\n", "\n", "First, we need to setup our notebook with the libraries we are going to use. We will use `numpy` for maths functionality, `pyplot` for plotting, and of course `GPy` for Gaussian processes." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Support for maths\n", "import numpy as np\n", "# Plotting tools\n", "from matplotlib import pyplot as plt\n", "# we use the following for plotting figures in jupyter\n", "%matplotlib inline\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "# GPy: Gaussian processes library\n", "import GPy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The documentation for `GPy` is available at [gpy.readthedocs.io](http://gpy.readthedocs.io/en/deploy/). We will be using GPy to define our kernels, and regression. Note that `GPy` also contains plotting utilities, but we will not use these in this lab." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Covariance functions, aka kernels\n", "\n", "We will define a covariance function, from hereon referred to as a kernel, using `GPy`. The most commonly used kernel in machine learning is the Gaussian-form radial basis function (RBF) kernel. It is also commonly referred to as the exponentiated quadratic or squared exponential kernel – all are equivalent.\n", "\n", "The definition of the (1-dimensional) RBF kernel has a Gaussian-form, defined as:\n", "\n", "$$\n", " \\kappa_\\mathrm{rbf}(x,x') = \\sigma^2\\exp\\left(-\\frac{(x-x')^2}{2\\mathscr{l}^2}\\right)\n", "$$\n", "\n", "It has two parameters, described as the variance, $\\sigma^2$ and the lengthscale $\\mathscr{l}$.\n", "\n", "In GPy, we define our kernels using the input dimension as the first argument, in the simplest case `input_dim=1` for 1-dimensional regression. We can also explicitly define the parameters, but for now we will use the default values:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
rbf. valueconstraintspriors
variance 1.0 +ve
lengthscale 1.0 +ve
" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a 1-D RBF kernel with default parameters\n", "k = GPy.kern.RBF(1)\n", "# Preview the kernel's parameters\n", "k" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see from the above table that our kernel has two parameters, `variance` and `lengthscale`, both with value `1.0`. There is also information on the constraints and priors on each parameter, but we will look at this later." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualising the kernel\n", "\n", "We can visualise our kernel in a few different ways. We can plot the _shape_ of the kernel by plotting $k(x,0)$ over some sample space $x$ which, looking at the equation above, clearly has a Gaussian shape. This describes the covariance between each sample location and $0$.\n", "\n", "Alternatively, we can construct a full covariance matrix, $\\mathbf{K}_{xx} \\triangleq k(x,x')$ with samples $x = x'$. The resulting GP prior is a multivariate normal distribution over the space of samples $x$: $\\mathcal{N}(\\mathbf{0}, \\mathbf{K}_{xx})$. It should be evident then that the elements of the matrix represents the covariance between respective points in $x$ and $x'$, and that it is exactly $\\sigma^2[=1]$ in the diagonal.\n", "\n", "We can show this using `pyplot` to plot the vector $k(x,0)$ and the matrix $k(x,x')$ using `k.K(`$\\cdot$ `,` $\\cdot$`)`:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space: 100 samples in the interval [-4,4]\n", "X = np.linspace(-4.,4.,100)[:, None] # we need [:, None] to reshape X into a column vector for use in GPy\n", "\n", "# Set up the plotting environment\n", "plt.figure(figsize=(18,5))\n", "\n", "# ==== k(x,0)\n", "\n", "plt.subplot(121) # left plot\n", "\n", "# First, sample kernel at x' = 0\n", "K = k.K(X, np.array([[0.]])) # k(x,0)\n", "\n", "# Plot covariance vector\n", "plt.plot(X,K)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", "plt.title(\"$\\kappa_{rbf}(x,0)$\")\n", "\n", "# ==== k(x,x')\n", "\n", "plt.subplot(122) # right plot\n", "\n", "# The kernel takes two inputs, and outputs the covariance between each respective point in the two inputs\n", "K = k.K(X,X)\n", "\n", "# Plot the covariance of the sample space\n", "plt.pcolor(X.T, X, K)\n", "\n", "# Format and annotate plot\n", "plt.gca().invert_yaxis(), plt.gca().axis(\"image\")\n", "plt.xlabel(\"x\"), plt.ylabel(\"x'\"), plt.colorbar()\n", "plt.title(\"$\\kappa_{rbf}(x,x')$\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting the kernel parameters\n", "\n", "Looking at the above definition of the RBF kernel, we can see that the parameters, i.e. variance and lengthscale, control the shape of the covariance function and therefore the value of the covariance between points $x$ and $x'$.\n", "\n", "We can access the value of the kernel parameters in `GPy` and manually set them by calling `k.param_name`, e.g. `k.lengthscale` or `k.variance` for the RBF kernel. The following example demonstrates how the value of the lengthscale affects the RBF kernel:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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SandLy2RohhBCCCGEEEIIITqNBCKEEEIIIYQQQgjRaSQQIYQQQgghhBBCiE7To3NECCGEEEIIIYQQ3VVtbS0ZGRlUVVV1dVM6jJeXFzExMVit1lZvI4EIIYQQQgghhBCiA2RkZOB0OomPj0cp1dXNaXdaa/Lz88nIyKB3796t3k6GZgghhBBCCCGEEB2gqqqK4ODgozIIAaCUIjg4uM09PiQQIYQQQgghhBBCdJCjNQhR73BenwQihBBCCCGEEEII0WkkECGEEEIIIYQQQhzFvvjiC/r3709iYiKPPPLI75Y/8cQTJCUlMXToUE499VR2797dsMxsNjN8+HCGDx/OOeec0y7tkWSVQgghhBBCCCHEUcrlcnHzzTfz1VdfERMTw5gxYzjnnHNISkpqWGfEiBEkJyfjcDh47rnnmDt3Lm+//TYA3t7ebNiwoV3bJD0ihBBCCCGEEEKIo9SaNWtITEwkISEBm83G9OnT+fjjjw9Y5+STT8bhcAAwfvx4MjIyOrRN0iNCCCGEEEIIIYToYPf9dyu/ZJW0a5lJUX78fdqgg66TmZlJbGxsw+OYmBhWr17d4vovv/wyZ555ZsPjqqoqRo8ejcViYd68eZx33nlH3O5OCUQopV4Bzgb2aa0HN7NcAU8BU4EK4Gqt9brOaJsQQgghhBBCCHG00lr/7rmWZrpYvHgxycnJLF++vOG5PXv2EBUVxa5duzjllFMYMmQIffr0OaI2dVaPiEXAQuD1FpafCfT13MYBz3nuhRBCCCGEEEKIHu9QPRc6SkxMDOnp6Q2PMzIyiIqK+t16X3/9NQ899BDLly/Hbrc3PF+/bkJCApMmTWL9+vU9IxChtV6hlIo/yCrnAq9rI1Tzk1IqQCkVqbXO7oz2CSGEEKL9aK1xuzWuWjdul8ZV50a7NVpj3NfW4qqqxl1VRWV5CaUVhbi1BpMZrRQ2izf+Dj8sVhsmmwWztxcmLzsmswmlFCaTQplAmRQms8JsMR31c7QLIYQQh2vMmDGkpKSQmppKdHQ0b731FkuWLDlgnfXr13PDDTfwxRdfEBYW1vB8YWEhDocDu91OXl4eq1atYu7cuUfcpu6SIyIaSG/0OMPznAQihBBCiHamtREkqK6so6ayjuoKz73ncV2Nm9oaF3XVrkb3bmqrXdTVuBru62rduOvc1NXU4a514arTuN3g1ocbFKj13FcCBW3a0mTSmM0Ki82E2WrBYrdgtpgwW01YrCbMFoXFZsZqN2P1shj3djM2r/rnzFjtFmyev21eFuwOCzaHBbNZcnsLIYTouSwWCwsXLuSMM87A5XIxa9YsBg0axD333MPo0aM555xzmDNnDmVlZVx88cUA9OrVi08++YRt27Zxww03YDKZcLvdzJs374DZNg67TUdcQvto7hfL7weyAEqp64Hrwdg5QgghxLGsrtZFVVktlaW1xn15jXFfZjyuKqulqrx2f8Chyrh3u5r9N3sAZVJYbSYsdjMW5casazG5ajDXVGKpLsNaXooqL0W5alDahcldh8ldh8KN2W7BZVNUWmopMpVRYaqlzqxxmxXeFjM2XYVN12IxmSjCiUubUFqD1vhQgd1URbUyU2V2UKktuKvrsNeZsNWZcGovfN1e2N1mVLWbuupa3CaL52bFrSxomzc4fNEOJ7XePtTYvHGZ7bgwNwqquFu1j612M3aHBbvD6rm34OVjbXjOy8eCt9PmuVnxdtqwe1tQJumlIYQQonuYOnUqU6dOPeC5+++/v+Hvr7/+utntJkyYwObNm9u9Pd0lEJEBxDZ6HANkNbei1vrfwL8BRo8efehfUUIIIUQP46pzU1FSY9yKqykvbvJ3cTWVpbVUltdSV+1qvhAFXg4rXr7GibKXrw3/UG9sDit2bzM2bwt2b+OKv3H134rN24zFVYV7Typ1qSnU/vorNb/9SlVKCrqioqFok9OJLTYWa2wstuExWGN6Y42JQYUG83P1b3yw73+syFqJS7vwt/szMWoi4yPHk2QPIeF/92HN+Bn6nsH26As4+wtvrjq+L3PO6A9AUUUtZz61gpEBlbw49FdM6xZBaQ6Fp85nW+8JbMrbxOeZK9mUuwmNJswRxvmxZzHN/3hCyxS1OXup25tDbc5earN2UpOaSs2ePeDav58sERHYE3pj6zcAy8DBmBMHoIPCjd4eVS5qql0NgZvqilqqy437Ks/j4txK9u0upbqitsVghsmk8PK1HhCc8HZacfjZ8PG34+NvxxFgwzfAjs3bIkNLhBBCHFNUcxk0O6QiI0fEpy3MmnEWcAvGrBnjgAVa67GHKnP06NE6OTm5nVsqhBBCdJy6GhdlhdWUFVZRWmDc1z8uK6ymosTo0dAcL18rPv42HP524+TW1zi59fIx/vbytXpOfq3YHVZMh7gir91uanbupGL9eirXrady/Xpqdu9uWG7y98erXz/sAwbg1b8f9n79sMXFYfb3P6CcvMo8lmxbwoc7PiSvMo9gr2DO6XMOp/Q6hSEhQzCbzLBrGbw3G2or4dyFVPY7lzOfWoFbw5e3n4i3zdxQ3scbMrntrQ387ewkZo8Ogo/+ANs/haRz4ZyF4OVHYVUhKzNX8nnq56zKWoVbuxkTMYbLB1zOyb1OxqT2D6fQNTXUpKdTvWsXNbtSqdm1k+qdu6j+7Td0TU3Da/UeNAivIUPwGjwI72HDsDYaI9sSV62bqvJaKstqqCzx3JfWUlFaQ1VpDRWltVSW1lBZZtzXVv0+cGSxmnAE2PHxNwITxt92fAPtOIO8cAZ54fCzSQ8LIYTogbZt28bAgQO7uhkdrrnXqZRaq7Ue3dz6nRKIUEq9CUwCQoC9wN8BK4DW+nnP9J0LgSkY03deo7U+ZIRBAhFCCCG6m5rKOkryKynJraI4r5LSgirKCvYHGypLfx9k8HZa8Q30wjfQjsPf7rlqbjvgb28/2xHnKtA1NVRs2EDlunVUrFtH5YaNuEuM+czNgYF4jxiB99Ch2Af0x2vAACzh4Qe9Up9dls2rW1/lg5QPqHXXcmL0iVzQ9wKOjzkeq8m6f8U1L8LncyG4L1z6BoT25+Gl23hhxS6WXDeOCX1CDmyn1sx+LZkfd+bz5e0n0ivIG35YAF/fC0F9YObH4B/dsH5OeQ6f7PyED1I+ILMsk8SARGYPmc2U+ClYTC13/tQ1NVTv2EHl5i1UbdlC5ZYtVKekQF0dALb4eBzjxuEYOwafsWOxhIYexl4/UG21i/LiaqN3S1ENZUXVxuMio7dLeVE15UXV1NUe2NPCZFH4BnrhDNofnHAGe+Fb/3eQF2aL5LIQQojuRgIRXRiI6CgSiBBCCNHZ3C43pQXVnmBDJSV5VQf8XVV+YKDB5mXGN8jLCDQE2XEG2vc/DjSuelus5hZqOzJaa2rS0ihf9QPlK1dSvmZNwxALW2IfHCNG4D1iJN4jhmOLj2/18ICCqgKe3fAs76e8Dxqm9ZnG7CGzifOL+/3KWz+Cd6+CfmfChS+B3ZdNGUWc98wqLh0Ty8MXDG22jqyiSiY/uYJhsf4snj3OaFvq9/DmDAiMg2s+By+/A7apc9fxZdqXvLT5JXYU7SDWGcvtI2/n9LjTW/3a3FVVVG/fTsW69VSsWUNFcjLusjJjnyUk4Bg3Fp9x4/CZMAGzn98hSjs8WmtqKusoK6ymtKCK0vyqhoBW/ePykpoDs2kpcAZ64Rfqjb/n5hfijX+Y8bfNq7uMxhVCiGOLBCIkECGEEEK0itaaipIaivZWGLd9lQ1/l+RVHpDo0WRSOIO98Avxwi/Eu9HNeOzlYz1ITe3PXV5O2apVlK9cRfmqVdRmZgJg7dULn4kT8J04Ecfo0ZgDAtpcdq2rlje3v8nzG5+noq6Ci/pdxKzBs4jy/f1c5ADsWQ2vTYPIYXDVJ2D1RmvNWQtWkl9ezf/+dBL+3i3vn8U/7eavH23hyUuHcf6IGOPJHV/Dfy6BhJPgsnfA/Pvt3drNd+nf8cyGZ0gpTGF0+GjmjpnLwOC2/xDUdXVUbdtOxZrVlK9ZQ2XyWtzl5WA24xg1Ct+TT8Z30knYe/duc9lHwlXnPiBQUR8MK/bcmg7v8XZaGwUmHARGGDf/MAdWW8cEwoQQQkggQgIRQgghRBOuWjdF+yooyC6nMKeiUeCh4oCx/GaLCf8wbwLCHASEO/AP2x9s8A2wY+ri6R1dRUWUfreM0q++onzlSnRNDSYfHxzHjcd34kR8Jk7EdoQzTf2c8zP3/3g/aSVpTIyeyNzRc0kISGh5g/yd8NJp4B0As78Gn2AANmUUcc7CVTxywRCmjz14m9xuzelPLifE187bNxy3f8G61+GTP8KIK4ycES30dqhz1/FBygcsXL+QouoiLup3EX8a9SecNmebX389XVdH5abNlC1bRtmyZVT/9hsAtrg4fCdNwvfkk3GMGomydm4AqqmayrqGoERJXiXF+yoozjMelxVWH9CbwhnkRWCEcWwHRjgIiPAhMNyBw98mSTSFEOIISSCi+UCE9NMTQghx1HPVuincW0FhdjkF9bescopzK9FuzxmZ8pyQhTuI6BPpCToYwQffIK9DJn7sbLX79lH2zTdG8GH1GnC5sERGEjD9UpynnYZjxIh2ORmuqK3gybVP8tavb9HL2YtnTn2GE2NOPMRGBbD4QiNAcPl7DUEIgM82ZWMxKaYMjjhk3SaT4uyhUSz4NoV9JVWE+XkZC0bOhKI9sOJRCIyHE+c0u73FZOGS/pcwpfcUnt/4PP/Z9h9WZKzg3gn3cnz08a3dBQdQFguOkSNwjBxB2J//RG1mJqXLllG2bDmFS5ZQ8NprmAMDcZ4xGb+pU3GMGoUyd36PA5u3hdBeTkJ7/T7oUlfjomhfJYU55RTtrWgIwmXtzD5gFharl5nACB+Co3wIivIhOMqXoGgfI3GmBCiEEKJH+eKLL7jttttwuVxce+21zJs374DlixYtYs6cOURHGzmYbrnlFq699toOa4/0iBBCCHHU0G5NcV4l+Rll5GWUUZBlBB2K91VQ/+9OmRT+od4ERRonV4GRDoIifQkI9+6wXA3txVVWRumXX1L80cdUJCeD1tji4nBOnoxz8ul4DR7crieIa7LXcM8P95BVlsXlAy/n1pG34m3xPvSG782CXz6Ba5ZC7P5JsLTWnPCv7+gT6strsw45ORYAv+0tZfKTK7j/3EHMPC5+/wKt4YPrYMv7MPsriGn2gssBNudu5m+r/sbO4p2cn3g+c8bMOaLeEU3VD4sp/eJLSr/7Dl1ZiSUsDL8zp+A3dSpeQ4d26xN4rTXlRdUNgYnC7HIKciooyCo7IMmq3cdiBCWi6oMUxt+dPQxJCCF6gu7QI8LlctGvXz+++uorYmJiGDNmDG+++SZJSUkN6yxatIjk5GQWLlx4WHVIjwghhBDHhJqqOvIzy8nPKCXPE3jIzypvuKKrFPiHOQiK8iFxVFhD4CEgzIHZ2nNmF9B1dZT/8APFH31M6TffoKurscXFEXLzzTgnn469b992P7l1uV08u/FZXtz0IrHOWBZNWcTI8JGt2/iXT4zgwMl/PSAIAbA5s5iMwkpuPaVvq9vSL9xJYpgvn23KPjAQoRSc9QTs/tGY3vOGFWD1OmhZQ0KH8Pa0t3luw3O8uvVVfs75mccmPcag4EGtbs/BmHx88Js8Gb/Jk3FXVFC2bBnFS5dSuORNCl57HWt0NH5nn03ABedji2smsWcXU0p5kqh6ETsw6IBlFSU1DT2JCrKMIN9va/ZSU1nXsI6Pv42QWCchsb6ExBj3/iHeMu2oEEJ0sTVr1pCYmEhCgjGkcvr06Xz88ccHBCI6mwQihBBCdHsVJTXs211C7p79QYeS3MqG5XaHheBoXwZOiCQkxpeQGF+CIn2w9OAkfFXbt1P84UcUf/YZrrw8zP7+BFx4Af7nntuhV9ZzK3K56/u7+DnnZ85LPI+7x96Nw+po3cYVBfDZnyFiKBx/++8Wf7bZGJYxeVB4m9o0dUgkT3+bwr7SKsKcjYINXn5wzlPGMJDlj8Bp9x6yLLvZzu2jbmdS7CTuXH4nVy69kjlj5jC9//R23acmhwO/qVPxmzoVV2kppV9/Q8nSpeS/+CL5L7yAY+xYAi66EOfkyZi8Dh5A6Yu1LBsAACAASURBVA4cfjYcfjZi+gc2PFffgyI/q5z8zDIKMsvJTS9lzy8FDUOerF5mz2eyPkBh9J7o7r2PhBCiQ3w+D3I2t2+ZEUPgzEcOukpmZiaxsbENj2NiYli9evXv1nv//fdZsWIF/fr148knnzxgm/YmgQghhBDdSnlxNbl7SsndU8q+3cZ9eVF1w3L/MG9CY30ZeFwEwTFOQmJ88Q20d+su763lrqqi5PMvKHzrTao2bgKrFeekk/A/91x8TzwRZbN1aP1rstcwZ8UcKmoreHDig5ybeG7bCvh8LlQWwpUf/W42C601SzdnMyExhABH217HWUMiWfBNCl9uyeHKxr0iABJPgxFXwqqnYOA0iB7VqjKHhw3nvWnvMX/lfP6x+h+s3buW+yfc3/qgSxuYnU4Czj+PgPPPo3bvPoo/+oii998na+5dmB54EL+zzyLgwovwGpTUo47jxj0o4gbtzwNSV+uiIKvcCBqml5GXXsr2H7OpXWb0VjKZFIGRPoTFOY1bvB/BUb49qqeSEEL0JM2lY2j6/2batGnMmDEDu93O888/z1VXXcW3337bYW2SQIQQQoguU1VWS05q8f6gw+4SyotrjIUKAsIcRPUNICzOSLoXGuvE5n30/euqTk2l6O13KPrwQ9zFxdh69yZ8/t34TZuGJTDw0AW0g3d+fYd/rP4Hvfx68fLkl0kMTGxbAds/g83vwqS7IWLw7xZvySwhvaCSW05uY7lAv3Bf+oT68Nnm7N8HIgDOeAh2fLN/iIbF3qpyA7wCWHjqQl7d8ioL1i8grTiNp095mkjfyDa3sbWs4WGE3HA9wdddS8XPyRS99x7FH3xI0ZtvYR84kMDLZuA/bVqP6CXREovVTFicH2Fxfg3P1edvqQ9M5KaXkroxj20/ZANgsihCon0JjfPzBCj8CIp0dPmMNEII0a4O0XOho8TExJCent7wOCMjg6ioA6feDg7eH1C+7rrruOuuuzq0TUffrzkhhBDdkqvWTV5GGXvTitmbWsLe1BKK64dXKAgMdxDdP5DQXsZV0pBYJzavo/fflK6ro/Sbbyl8600qfvwJLBacp51G4PTpOMaN7bQr4y63i8eSH2PxtsVMjJ7Ioyc+2vYEjtWl8OmfIXwIHP/nZlf5bHM2ZpNictKhZ8toSinFWUMiWfjdDnJLqwl1Ngk0ePnDtKdgycWw8kmYNK/5gpphUiZmD5lN/6D+zFk+hxmfzWDBKQsYGjq0ze1sC2Uy4TNuLD7jxuL6218p/vRTit5+h5y/3UPuY48TcMklBF42A2tkxwVFOpMyKWMmmjAHiaPCAOMKXWl+Fft2l7Jvdwn7dpeSsiaHrSsyAbBYTYTEOgmLdxLR25/wBD+cQV49qteIEEJ0B2PGjCElJYXU1FSio6N56623WLJkyQHrZGdnE+n5n/PJJ590eILNo/cXnhBCiC6jtaYkr4q9qZ6gQ1oJuemluOuMroEOfxsRvf1JOj6K8Hg/QuOO7qBDY66ycoo/eJ+CRa9Rm5WFJSqS0NtvI+DCC7GEhnZqW8pry5mzfA7fZ37PFQOv4I7Rd2AxHcb78OMzUJYDly4Gy++HXTQMy+gTTKDP4Q0vmTo0kgXf7uCLrTlcOb6ZRI/9JkPSubBqAYy6Bpxty0NxfPTxLJ66mJu/uZlrvriGh45/iCm9pxxWW9vK7OdH0GWXEThjBhU//0zhG4vJf/ll8l95BefppxN05RV4jxx51J2AK6XwC/HGL8R7f3DCrSnOrTS+MzwBil++z2LTtxnA/u+O8AQ/Inr7Exbn7NG5YIQQojNYLBYWLlzIGWecgcvlYtasWQwaNIh77rmH0aNHc84557BgwQI++eQTLBYLQUFBLFq0qEPbJNN3CiGEOGIul5u89DKydxSRvbOY7B1FDdP9WawmQuOchPf2Jzzej/DefkdNToe2qN27l8LFiyl8623cpaV4jxpF8DVX43vyyShz559IFVYVctPXN7G9YDvzx83nkv6XHF5BZfvgqeGQeCpc+kazq2zOKGbawpU8csEQpo/tdVjVaK059YnlhDntvHX9cc2vlL8TFo6B0dfAWY8fVj2FVYXc/t3trNu3jnlj53H5wMsPq5wjVZORSeGbSyh69z3cJSV4JSURdM3V+J15JspybATt6rlcbvIzytibWkLOrmJyUksaktWaTIrgGF8iEvyJSPAjIsEfZ7D0mhBCdB/dYfrOziDTdwohhOhwNZV15KQWk72jmOydRexNLaGuxg2AX4gXvZKCiejjT3hvP4KjfI7pcd5Vv/5KwSuvUrx0KbhcOCdPJviaq/EeNqzL2pRTnsP1X11PVlkW/3fy/zEpdtLhF7b8X1BXBafe0+IqS7d4hmUMavuwjHr1wzOe+W4HeWXVhPg2kwciuA+MuhrWLoLxfzAet1GgVyD/nvxv5iyfwyNrHqGkuoQbh93Y6Se2tphowufMIfTmmyn+76cUvP46WXPmkvvUAoJnz8L/ggsw2VuXC6OnM5tNDTknhkyKAYyZdPamGYGJvanFbPsxm83LjF4TPgF2ohL9iUwMIKpvAEGRPjKFqBBCdDPSI0IIIcQhlRVWk71zf2+H/IwytAalICTWSWQf40d/ZB9/fAKOjZOjQ6ncsIHcZ5+lfMX3KG9vAi68kKCrZmLrwKmwWiO1OJXrv7qespoynj7laUZHNHuhonXyd8IzY2HkTDj7yRZXO3fhSmwWE+/eOOHw6wI2pBdx3jOreOaykZw1tIXcCaV7YcEI6Hs6XPLaYddV567j3h/u5eOdHzNjwAzmjZ2HSXVdQE273ZQtW0beCy9QtXET5pAQgmbOJHDGdMzONub0OAq5XW7ys8rJ2VlM1o4islOKGhLf2h0W4/sp0Z+oxABCezkxW47d4KgQonNJjwjpESGEEKIV6vM7ZP5WSNZvRWTvLKIkrwoAi81ERII/o6bGE9UngPAEv2Mmt0NrVaxbR97CZyj/4QfMAQGE3n4bgdOnYw4I6OqmkVKYwrX/uxaAV854hYHBR/jD6NsHwGyDk1rOrF1Z42JrVgnXnZhwZHUBg6L88LKaSN5d0HIgwhkOE26B5f+EjLUQ07rpPJuymCzcP/F+/O3+vP7L65TXlnP/hPsxm7omH4EymXCecgq+J59Mxeo15P/73+Q+8QT5L75I4IwZBF01E0ujjOfHGpPZRGisMbPOkEkxDd9j2TuKjMDEjmLSNuUBxnCx8AQ/o8dEYgARCf5Y7ZJnQgghOpP8ehRCCEFpQRWZvxaS+WshGb8VUlZQDYC300pUYgBDT44lMtGf4BhfzMfwMIuDKV+zhrxnn6Pip58wBwURNudOAqdPx+Tj09VNA2BH4Q6u/d+1mJWZl894md7+vY+swMy1sPVDOHEuOFsecrEhvYg6t2Z03JFPQ2o1mxgWE8Da3YUHX3HCHyH5Ffj673DVf42uO4fBpEzcOfpOfKw+PLfxOUzKxH0T7uvSnhFKKXzGj8Nn/Dgqt2wl/9//Jv/FFyl44w2CrricoFmzOm3K1+5MKYV/qDf+od4MOM4IWlWU1JCVUtQQnFi7NI1kbczoERrrS3S/QGIGBBKZGCCBCSGE6GASiBBCiGNQeVE1Gb8WkvmbEXyo7/Hg5WMlul8AIycHEt0vkMBIhyR9O4Tyn1aTt3AhFcnJmENCCLvrLgIvvQSTw9HVTWuws2gns/83u/2CEADf/QMcwcZJ/0Gs3V0AwKh2CEQAjI4P5Pnlu6ioqcNha+FnjN1p9NJYeiekLoeESYddn1KKPwz/AxrN8xufR6G4d8K9XRqMqOc9eBAxC56ietcu8p59jvyXXqZwyZsEXTWToKuvxuzn19VN7FYcfjYSR4U1zNBRU1lH9q5islOMwMTGb9NZ/9UeTGZFeG8/YvobgYnw3v4ylEMIIdqZBCKEEOIYUFFS0xB0yPytiKK9FYAxdjqqr9HjIbp/IMFRktSttSq3bCX3iccp/+FHLGFhhM+fT8AlF2Py8urqph1gV9EuZn85G5MytV8QImcL7PgaTvkbeB38ZDd5dyF9w3wJcBzetJ1NjY4PwvXdTjbsKWJCYkjLK464ElY8CqueOqJARL0/DPsDWmte2PQCJmXinuPu6RbBCAB7QgLRjz1KyA3Xk/v0QvKefY6Cxf8heNY1BF5xJWbf7tErp7uxeVuIGxRM3CBjSEtttYvsnUVGz7Dthfy8NI2fP0vDYjUR2TegITAREuvEJN+TQghxRCQQIYQQR6HaGhdZKUWk/1JA+rYCCrLKAbB6mYnqG0DS8VHE9A8kOMZXflC3UXVqKrlPLaD0iy8wBwQQNu8uAmfM6JYzGGSWZXLd/64DaL8gBMAPC8DqA2NmH3Q1t1uzbndhy/kcDsPIXoEoZQQ4DhqIsHrBuBvhm/sgexNEDj2iepVS3Dz8ZtzazYubX8Tb4s3cMXO7VY8he9++xCx4iqpffiH36YXk/t9TFLz2OsHXXkvg5Zd1uyBZd2O1m+mVFEyvJCMwUVVeS1ZKkdF77NdCfvxwJ2AEMKL7BRAzIJDo/oHGrBzd6DgQQoimZs2axaeffkpYWBhbtmz53XKtNbfddhtLly7F4XCwaNEiRo4c2aFtkkCEEEIcBbRbk5dZ1hB4yNpRhLtOY7aYiEz0p/+4CKL7BRLay/eYnkrzSNTu3UveM89S9P77KLudkD/8gaBZ12D29e3qpjUrvzKfG766gUpXJYumLCLB/8iTRQJQtAc2v2ec5HsffLhFyr4ySqrqGBUX1D51A/7eVvqFOUk+VJ4IgNGz4PvHjcDJhS8dcd1KKf444o9U1lWyeNtiAr0CuX7o9UdcbnvzSkoi9rlnqdy0idynFrDv0UcpWLyYsD/djt/ZZ6NM8h3QGl4+VhKGh5IwPBSA8uJqo2fZ9kIyfi0kdaOR/NLbz0avgUHEJgUROzAIh1/79P4RQoj2cvXVV3PLLbcwc+bMZpd//vnnpKSkkJKSwurVq7nppptYvXp1h7ZJAhFCCNFDlRdXk76toCH4UFlaC0BwtA9DJ8UQmxREVGIAFpskXTsSrpISIxng62+g3W4CZ8wg5KYbu/UMBWU1Zdz09U3sLd/Li5NfpF9gv/Yr/KfnjOSP42865KrJnvwQ7ZGosrFR8YH8d0MWLrfGfLAePd4BMOpqo82n/A0C4464bqUUc8bMoai6iKfXP02APYBL+l9yxOV2BO+hQ+n18kuUr17Dvn/9i6y5d1Gw6DXC5s7BZ/z4rm5ej+Pjb6ffmAj6jTGSs5bkVZLhGcaxe2s+v67OASC0l5NeSUH0GhREeIK/JPgVQnS5E088kbS0tBaXf/zxx8ycOROlFOPHj6eoqIjs7GwiI9uvR2NTEogQQogeoq7GRdaO/cMt8jON4RbeTiux9VfjBgThE9D9hgj0RLqujqL33iP3qQW4iorwP2caIX/8I7aYmK5u2kFVu6r547d/JKUwhQWnLGB42PD2K7yiANa+BoMvgoDYQ66enFZIiK+NuOD2Tdw5Oi6QJav38NveUgZGHiIh4/g/wOrn4adn4cx/tkv9JmXi/on3U1pTyoM/PYifzY8pvae0S9kdwWfcWOLffYeSz5ay78kn2HP1NficdCLhd96JvW/frm5ej+UX4k1SiDdJE6PQbk1ueil7thaw55d81v1vD2u/2I3Vy0xM/0B6DQqmV1IQfiHeXd1sIUQX+ueaf7K9YHu7ljkgaAB3jW15Gu3WyMzMJDZ2///1mJgYMjMzJRAhhBDHquLcSnZvyWP35nwyU4pw1boxWRRRiQEcd34EsUlBhET7SoLJdla2ahX7Hvkn1SkpOMaMIfzueXglJXV1sw7Jrd38ZeVfSN6bzD9P+CcnxJzQvhUkvwy15TDx1tatvruAUXGB7T5+frRnqEfy7sJDByL8o2HIJbDudWMmDUf7DBOxmqw8dtJj3PDVDcxfOZ9QRyijwke1S9kdQZlM+E87G+fk0ylcvJi8519g17nnEXDhBYTeeiuW0NCubmKPpkyKsDg/wuL8GD01nurKOjK3F7Lnl3z2bC1oGMbhH+Zt5KEYFER0v0CZJlQI0S1orX/3XEfnvpFAhBBCdCOuOjfZO4pI25LP7s35DbNbBIQ7GHxCNLGDgojqG4BVhlt0iOrUVPb961HKvvsOa0wM0Quewnn66T0mEd3T65/my7Qv+fOoPzM1YWr7Fl5bCatfgMTTIXzQIVffV1JFekElM8fHt287gNggb0KddtamFXDl+FYMt5jwR9i4BH5+CU6a227t8LJ4seCUBVyx9Apu++42Fp+5mHj/+HYrvyOY7HaCZ8/G/4ILyHvuOQrffIuSpZ8TcvPNBF15Bcpq7eomHhXs3hYSRoSSMCIUrTVFeyvY84sxlG7bqiw2L8toCCrHDwkhbkgwAWHdZ8pfIUTHONKeCx0lJiaG9PT0hscZGRlERUV1aJ0SiBBCiC5WXlzN7i357NmSz55tBdRWuTBZFNH9Ahl8UjTxQ4LxD5UfqB3JVVJC3jPPUvCf/2Cy2wm78w4Cr7yyW86E0ZL3f3uflza/xMX9LubqQVe3fwWb34Xy3Db0hjCSSY6Kb9/8EGBcpRkdF9i6hJUA4UnQdzKs+TdMvB0s7ZdM0N/uz7OnPcsVS6/g5m9uZvFUI4lld2cJDCRi/nyCLruMnIcfZt+//kXRe+8R/pf5+E6c2NXNO6oopQiM8CEwwodhp8RSV+sie0cxe34pYPeWfFa+m8LKd1MICHcQPySY+CEhRCRKbgkhROc555xzWLhwIdOnT2f16tX4+/t36LAMkECEEEJ0Ou3W7N1dwm5Pr4fcPaUA+ATY6TsmnPjBwcQMCJIuu51Aa03xRx+z79FHcRUWEnDRhYTedhuWkINMC9kN/ZD1Aw/89AAToycyf9z8junBkfwKhA6E+NYN90hOK8RuMTE4yr/92wKMjg/i8y055BRXEeHfimkpx94A/7kQtv8XBl/Yrm2Jdcby1MlPMfvL2dz67a28dMZL2M09I4hli4+n1wsvUPrdd+x9+BHSZ1+L8/TTCLtrHraY6K5u3lHJYjUbeX0GBjHxwsSGIXhpm/PZtCyDDV+nY/O20GtQEPFDQug1KAhvX5mJQwhx+GbMmMGyZcvIy8sjJiaG++67j9paI8n5jTfeyNSpU1m6dCmJiYk4HA5effXVDm+Tam48SE8xevRonZyc3NXNEEKIQ6qpqiP9lwJSN+WxZ2s+laW1KAXhvf2JGxJM/JBggqN9e8wQgKNB1a+/kXP//VSuXYv3sGFE/P2eHpEHoqnU4lQu++wyonyjeG3Ka/jaOmA60az18O9JcOajMK5101Weu3AldquZd244rv3bA2xML+LcZ1ax8LIRnD20Fd1H3W5YMAwC4uDqTzukTV+mfcmdy+/krISzePj4h3vc59ldU0PBq4vIe/55cLsJnj2b4OuuxeQtCRY7S01VHRnbCknbnEfalnwqS2pQCiIS6v9XhBAU5dPjji0hjmXbtm1j4MCBXd2MDtfc61RKrdVaj25ufekRIYQQHaSipIa0TXns2phLxrZCXHVu7A4LvQYZgYdeScF4+cp47M7mKisnb+FCCt54A7PTSeSDD+B/wQUoU8/rBl1SU8Kt396KzWxj4SkLOyYIAZD8KlgdMOzSVq1eWeNia1YJ15+Y0DHtAZKi/PC2mklOK2xdIMJkglHXwDf3Qe5vENqOU5p6nBF/BrtLdvP0+qcZGDSQqwZd1e51dCSTzUbIDdfjf+457PvXo+Q9+yzFH31ExN/vwfekk7q6eccEm1ej3BJuzb49paRtNhIW//TRLn76aBe+QXbih4TQe2gI0f0DMVt63neXEEJIIEIIIdpRYU45qRvzSN2YS05qCWhwBnsx+MRoeg8LITLRH5OM++0SWmtKv/iCvQ8/Qt2+fQRcfDGhf/4TlsDuP56/OS63i3kr5pFRmsFLZ7xEpG8HjeWsKobN7xnDGbxaN8xiY0YRdW7N6A7ID1HPajYxLNafta3NEwEw4gr47h+wdhFM+UeHtOu6IdexvWA7T6x9gsSARCZG97x8C9aICKKfeJyA6ZeSc9/9pN9wI84pUwi/+26s4WFd3bxjhjIpwuP9CI/3Y9y0BMoKqxuGcGz/IZstyzOxeZmJGxJCwvBQeg0KwuYlP+2FED2DfFsJIcQR0G7N3rQSUjfmkroxj8IcY5aL0F5Oxp7dm97DQgmOlm60Xa0mPZ2cv99L+Q8/YE8aSMyCp/AePryrm3VEnl7/NN9nfs/fxv+tY6eN3PSOMWXn6Fmt3mRLZjEAQ2MCOqpVAAyLCeDVVWnUutxYWxPg8w2DgdNgw3/g1L+Btf2HHCileHDig+wu2c2cFXN486w3ifNrxcwe3ZDP2LEkfPgB+a+8Qt6zz1G+ciWhf/4TgZdeijJLDpvO5htoZ9AJ0Qw6IZq6Ghfp2wvZtSGXtI15pPy8F7PFRMzAQBKGhRI/NASHn+SVEEJ0XxKIEEKINqqrdZGxvZDUjXmkbcqjoqQGk0kR1S+AwSfF0HtYCM6gViTPEx1O19VR8Pob5C5YgDKbCf/LXwi8bEaPP4n6IvULXt7yMhf3u5hL+l/ScRVpbQzLiBwO0SNbvdm27FJCnXZCfDs2YePASD9qXG525ZbTP8LZuo1Gz4KtH8DWj2D4jA5pl8Pq4KmTn2LGZzO49dtbWXLWEnysPh1SV0dTNhshN96I35lnkn3vvey9/wGKP/6YyPvuw2vAgK5u3jHLYjPTe6gxPMPtcpO9s5jUDXns2pDL7s35Rl6JPv4kDA+l97BQ/EMlz4cQonuRQIQQQrRCbY2LPVvy2bluH2mb86mtdmG1m+k1KJiE4SHEDQ7G7pB8D91J1fbtZP/1b1Rt2YLvyScT8fd7sEZEdHWzjtjOop3c88M9jAgbwd1j7+7YytLXwL6tMG1Bmzbbll3CwEi/DmrUfvV1bMsuaX0gIv54CO5rzALSQYEIgBhnDI+f9DjXf3U996y6h8dOeqxH94yyxcXR65VXKPn0U/Y+/AipF15E0NVXEXrLLZLMsouZzCai+wUS3S+QiRcnkpdRxq4NuaRuyGPVeztY9d4OgqN9SRgeQu/hoYTESGJkIUTXk0CEEEK0oKaqjt2bjeDD7q351NW48fK10ndMOAkjQonpF4jZKvkeuht3dTV5zzxL/ssvYw4IIPrJJ3BOmXJU/PAury3nT8v+hMPi4LGTHsNq7uDgV/IrYPdr03SXtS43O/aVcUK/jp8CNSHUB5vZxLbsEs4b0cqpJpUyekV8eTfkbIaIIR3WvrGRY7l15K08ufZJ/rPtP1yRdEWH1dUZlFL4T5uG7wknsO/xxyl4+RVKv/6aqAcfxDFmTFc3T2C8R6GxTkJjnYyblkBxbgWpG42eEj8vTePnz9JwBnvRZ0QofUaFER7vd1R8Nwoheh4JRAghRCPVFbWkbcpjx7pc0n8pwFXnxuFnY8BxkfQZGUaUJJvs1srXrCHnnr9Tk5aG//nnE37XXMwBHZunoLNorbn3h3vZXbKbF09/kTBHBycNrCyCrR/CyCvB3vrZOHbmllHjcpPUCT0irGYTfcN9+SW7pG0bDpsOX98L616HqY92SNvqXTPoGjbs28DjyY8zOGQww8N6dm4SAHNAAJEPPIDfWWeR/de/sfvKmQRefjlhf/4TJp+eOQTlaOUf6mD4ab0Yflqvhpmcdq7PZdN3GWz4Oh3fIDt9RoaRODKM8N4SlBDiaJWens7MmTPJycnBZDJx/fXXc9tttx2wjtaa2267jaVLl+JwOFi0aBEjR7Z+WGZbSSBCCHHMqyqrJXVTLjvX5ZK+rQC3SxtJwU6Mos/IMCIS/DGZ5MdZd+YuL2ff409QuGQJ1pgYer3yMj4TJnR1s9rVku1L+CLtC24beRtjI8d2fIW/fASuahh+eZs22+YJCnTG0Iz6epb9mtu2jRxBMOAsYzaQyQ+BpeOS+imlePD4B7n0v5dyx/I7eOfsdwj2Du6w+jqTz/jxJHzyMfue/D8KFy+mbNkyIh+4/6j77B0tHH42ko6PIun4KKrK64Pu+9j8XQYbv07HN9BOnxFh9BkVRkRvP5T83xPiqGGxWHj88ccZOXIkpaWljBo1itNPP52kpKSGdT7//HNSUlJISUlh9erV3HTTTaxevbrj2tRhJQshRDdWWVrDrg257Fy3j4xfi9BujTPYi6GnxNJnRKjRXVV+hPUIFcnJZN09n9qMDAJnXknY7bdjcji6ulntalPuJh5LfoyTYk5i1uDWz15xRDa+BSH9IWpEmzbbll2KzWIiIaRzrowPjPTjvbUZ5JZWE+psQ3LMYTOMpJU7vjKCEh3Iz+bHE5Oe4IqlVzDv+3m8cPoLmNTR0bPK5HAQ8Zf5+E05g+y//JU9s2YTcPHFhM2dg9nZyrwdotN5+VgZcFwkA46LpLqiltRNeexcl8vmFRls/NYISiSMCCXRE4yX/4dC9GyRkZFERhrTfDudTgYOHEhmZuYBgYiPP/6YmTNnopRi/PjxFBUVkZ2d3bBde5NAhBDimFFdUcuuDbmkJO8jY3sh2q3xD/VmxORe9BkRSmgvp3RL7UHcVVXkPvl/FLz+OtaYGOJef+2oHKdeWlPK3BVzCfMO46HjH+qcE9iCVNjzI5z6dyOnQhtsyy6hX7gvlk4awjQw0tlQb6gztPUb9jkFfEKNgEsHByIABgYP5O5xd3Pfj/fxypZXuHbItR1eZ2dyjBpF748+JG/hQvJfeZWy778n8oEH8D3h+K5umjgEu8PKgPGRDBgfSXVlndFTYu0+tq7IYtO3Gfj420jwDN+I7CNBCSGORM4//kH1tu3tWqZ94AAi5s9v9fppaWmsX7+ecePGHfB8ZmYmsbGxDY9jYmLIzMyUQIQQQhyOmirjR1VK8j72bM3H7dL4hXgxcnIvEkeHERwt2cN7osoNG8iadzc1aWkEXjaDsDvuOCrHpmutue/H+8gp167nFwAAIABJREFUz2HRlEX42/07p+JN7wAKhrZ9atBt2SWc3L+D81c0ktRo5owT+7UhEGG2wJCL4eeXoKLAGK7RwS7seyGrs1ezcP1CRoePPiryRTRm8vIi7M47cU6eTNb8+aRfdx0BM6YTPmfOUddL6Whl97bQf1wE/cdFUFNZx/+zd9/hUZVpH8e/Z1p6nbTJpFeS0CH03lRUrKyIyq6vBXEVFFRAXERUEJWmIgiKBVyxrl0RlF5DL0lIIW3SC4QU0s/7x4Cy6u4CmcmZSZ7Pde2FSnLmJ2uSOfd57vvOPm4uSiTvKOD4FnNRIqqXP9GJ/viFieK9INib6upqbrvtNpYtW4a7+7+3UMqy/IePt+bXuChECILQ7jQ1NJNzspz0pBJyjpfR1NiCq5cDXYcHEZ3oL04+2LGW+nrzE9d31qIJ8Cfk3bW49O+vdCyr+SL9CzZmb2Raz2ltd9Mqy3D0IwgfDB5BV/SpJVV1lFU3tNl8CABPZx0GD8dfZ1NckW4TYO+b5qGcifdZPtzvSJLE3P5zOV52nJnbZ/LpuE9x17Xdn1VbceralfDPPzefWHr/fWp278a4aBFO3dtX4aW90zlpiOkTQEyfAHNR/3gZGQdKfm3fcPd1Irq3H9GJ/ugDL3+grSB0ZFdycsHSGhsbue2227jrrru49dZb//D7QUFB5OXl/fr3JpOJwMBAq+URhQhBENqF5qYW8lIqSD9QTNbRMhrrmnFy0xI3wEBUoj8G0eNq9+pOpVHw5JPUp6XhOf52/GbORO3aft/8Zp7N5KX9L9HP0K/t5kIA5O2HM1kw9Kkr/tSUwiqg7QZVXhRncP/1ta9IQFfwize3Z7RBIQLATefGy0Ne5q8//JV5u+exeOjidlkYVTk44D9rJq7Dh1M4ezbZE+9C/+AD+D78MJLOesNBBevQOWqISQwgJjGA+tpGMg+Xkp5UzKEfczj4Qw56owvRif5E9/bH3cdJ6biCIPyOLMvcd999xMXFMX369D/9mHHjxvHGG28wYcIE9u3bh4eHh9XaMkAUIgRBsGMtLTL5aWfISCom83Ap9bVNODhriO7lR1Rvf4wxnmLVZjsgt7RQ8cEHlC5egsrDg+C3VuE6dKjSsayqvrmeJ7c/ibPWmQWDFrTtYMOjH4HWGeJuvOJPvXgqoS1Wd14qzuDG9rRS6puacdCoL/8TJcl8KmLTXCjPBH2k9UJeoqtvVx7t+ShLDy7ls/TPGB8zvk1eVwkuffsQ/vVXFL+4gPJVb1G9fTvGRYtwiI5WOppwlRyctcQPDCR+YCC15xrIOFhCelIxe788zd4vT+Mf7k50b3+ievvh4nEFA2QFQbCaXbt2sW7dOrp06UL3C6fTFixYQG5uLgAPPfQQY8eO5fvvvycqKgpnZ2feffddq2YShQhBEOyKLMuU5VVzan8R6UnF1FY2oHVQE97dh+je/gTHeaPWiOJDe9FYXEzh7NnU7N6D64gRGF54Ho239Xv5lbb80HLSz6Tz5sg38XW+grkHrdVYZ94kEXcjOFz5xoOUwnMEejji4ay1Qrj/LM7gTlOLTHpxNZ2NVzhHo8tfYPM886mIEXOsku/P/C3hb+wt2MsrSa+Q6J9ImEdYm712W1O7uhK4cAFuI0dQ+I+5ZN12O77TH8d70iQklfh+bc+c3XV0HR5E1+FBnCs/T8aBEtIPFLPz03R2fZZOYIwXMYn+RPTwxdGlbb8vCILwm0GDBv3pDIhLSZLEihUr2iiRKEQIgmAnzpWdJy2pmLT9xZwprEGllgjtrCemTwBhXfRodFfwFFSwC+c2/kTR3Lm0NDQQMP85PMePb5dH2H9vT8Ee1iWvY0LsBAYHDW7bF0/fCHWV0PWOq/r0lMJzbd6WAb+1gqQUnrvyQoS7AcKHwrENMGw2tNGNsUpS8fzA57n161uZvWM2H4z9AK2qfd+ouY0ahVP37hTOfZaSlxZRs2MngS8tROPbhsU2wWrc9U70vCaUnteEUlFYQ/qBYtKTitmyPpVtH50iJEFPbN8Awrrq0WjFz2xB6OhEIUIQBJtVV9NI5qESTu0rojCjEgBDlAdDJ8YS1ctPPF1pp5qrayh+8UUq//UvHLt0IfDlRTiEhysdq01U1lfyzK5nCPcIZ3rvP+/htKqjH4NrAEQMu+JPrWtsJrO0hjHxARaP9b+E6V1w1Kqubk4EQLc74V8PQt4+CG274af+Lv482/9ZZmybwepjq/l797+32WsrRePjQ9CKNzj78ccUL3yJ0zfdTODCBe2+3aqj8Ta40PfGCPrcEE5pbhXpScWkJRWTfawMnZOGqJ6+xPYLwBDpKeY3CUIHJQoRgiDYlKbGZnKOl3NqXxE5J8zrNr0CnOl7UwQxiWIIVnt3/vhx8qfPoDE/H/2Uh8yD7bQdo+AkyzLz98yn4nwFr494HSdNG/+3XncOMjZB7/tAdeVPKzNKqmlukRU5EaFWScQGuF/d5gyATmNB42jentGGhQiAMWFjGGcax+pjqxkYOLDdrfT8M5Ik4TVhAs69e5M/4wnyJj+E16R7zGt4HcRMgfZEkiT8Qt3xC3Wn/61R5Kee4dT+ItIOlJC8qxA3b0di+vgT2y8Ar4D2t4JZEIT/TBQiBEFQnNwiU5B+llP7i8g8VErD+Sac3XV0GR5EbJ8AfIJdO8SR/I5Mbmmh4r33KVmyBI2fL6HrPsC5Vy+lY7Wpb09/y085PzGt5zTi9fFtH+DUD9DcAJ3/uNLrciRfKALEGa58toQlxBvc+OFEEbIsX/n3Cwc3iB4NyV/BtQuvqhDTGrP7zOZg8UFm75jN5+M+x1nr3KavrxSHqCjCPvmYklcXc+aDddTuT8L46is4REUpHU2wApVKIjjem+B4b4be2czpI6Wk7S/i0MYcDv6Yg2+IG7F9A4hO9MfZXWxWEYT2ThQiBEFQzNniWlL3FHJqXxHVZ+rROqiJ6OFLbJ8AjJ28UInjmh1CU3k5BbNnU7N9B26jR2N44XnUHlfY52/nimqKWLhvIT38enBvwr3KhDj5BbgHgbH3VX16SuE5nLRqQvXKPNWMM7jz0f48is7VYfC4itMkCbdAyjeQuwfCBlk+4H/hqnPlxUEvcu+P97L04FLm9Gu7oZlKUzk4EDDnaVwGDqDw6Tlk3T4e/1mz8LzjL6IA3Y5pHdTE9g0gtm8ANZX1ZBwwt2Hu/DSdXZ9nEBznTWw/f8K7+aIVM6AEoV0ShQhBENpUXU0jGQdLSN1TSHHWOSQJguP19L81Urzh6IBq9u6l4MmnaK6sJODZuXhOmNDhbj5kWWbennk0yU28MPAF1G38NB6A82ch42foO/mqhzWmFJ4jNsANtUIFxEsHVl5VISL6GtA4mdsz2rgQAdDLvxd3xd3F+pT1jAkbQ2JAYptnUJLbsGE4ffUlBbNmUzRvHjV792J4fj5qN2VO2Ahtx8XDgW4jg+k2MpiKghpO7SsibX8Rm94pR+ugJrKHL536GwiMFvMkBKE9EYUIQRCsrqW5hbyUM6TuKSTraBnNTS14B7rQ/9ZIYvsE4OIpeoI7GrmpidIVKyhf9Ra68HCC316DY2ys0rEU8UX6F+zK38XsPrMJcQ9RJsSp76GlERKuri1DlmVSi6q4rrPBwsEuX6cA8w1rSmEVIzr5X/kFHFwh5hpze8Z1L7d5ewbA1J5T2WbaxtxdcztUi8ZFGl9fgtespmLtWkqWLqPu5EmMS5fi1DlB6WhCG/EOdKH/LZH0uynit5bNgyWk7i3CTe9Ip34BdOpvEPOiBOEqNTc307t3b4xGI99+++2//V59fT2TJk3i4MGD6PV6Pv74Y8LCwqyWRRQiBEGwmvL8alL3FpG2r4jacw04umiJHxxIp34B+Ia4dbgn34JZY1ER+dNncP7QITxuu5WAOXNQOXesG66LCqoLeOXAK/QJ6MOEThOUC3LiC/AIAWPPq/r0suoGztY2EuvvauFgl8/NUYvR04mMkuqrv0jCLZD8JWTvhIi23+LgpHFi/oD53LvxXl47/Bqz+sxq8wxKk1Qq9Pffj1PPnuRPn0HOnXfiN3MmXndNFD8zOhBJJWGM9cIY68XgO2LIOlJK6p5Ckr7PJum7bIwxnnTqbyCihy86R3E7IwiXa/ny5cTFxXHu3B+HO7/zzjt4eXmRkZHBhg0bmDlzJh9//LHVsoivXEEQLOp8dQPpScWk7imiNLcKlUoitIueTv0MhHbRo9Zc3bFvoX2o3rWLgieeRK6vJ/CVV/C48QalIymmRW5h7q655m0ZA+ejkhT62qitgNNboN/DcJU3ehdv/iP9lCtEAET4urSuEBE9BrQu5vYMBQoRAL0DejOx00Q+TPmQ0aGj6eXfsYa2XuTcsyfh//qCwlmzKX7hBWr378fw4guiVaMD0urUxPQJIKZPAFUVdZzaW0TqnkJ+fj+FbRvSiOrpS9wAA4YoT1GsEoT/wmQy8d133zFnzhyWLFnyh9//6quvmDdvHgC33347jzzyyNUNgL5MohAhCEKrtTS3kHOygtTdhWQfL6OlWcYn2JVB46PF9GsBMG/FKFu5krI3VuAQFYlx+Ws4RIQrHUtRn6V9xr6ifcztPxejq1G5IKnfQUvTVW/LAMgsNd/8RylciIjyc+XjpLyrf+Okc4bYayHlaxj7KqiVeZs0rec0tpu2M3fXXD4b91nbr3K1ERovL4JWvknFu+9RsmQJdcnJ5laNLp2VjiYoxM3bkd5jw+h1XShFmZWk7ikk/WAJqXuKcPdxpFN/A7F9A0TrhmCzdnySRlleKwrmf8In2JXBf4n5nx/32GOP8fLLL1NVVfWnv5+fn09wcDAAGo0GDw8PysvL8fHxsWjei0QhQhCEq3a2uJaU3QWk7jG3Xji5aekyPIhO/Qz4BCl7QyLYjqYzZyh48ilqdu7E46ZxBDz7bIdtxbiouKaYpQeX0jegL7dH365smJNfgFcYGLpf9SUySqpx0akJcHe0XK6rEOnrSm1DM4WVdQR6XuWNSMItcOJzyN4OkSMsG/AyOWudmT9wPv+38f94/fDrPJX4lCI5bIGkUqG/7/9w6tGD/BkzyJ44EX/RqtHhSZKEIcoTQ5Qng+6I4fRhc+vG/m+z2P9NFsZYL+L6BxDRww+tgxiCLQjffvstfn5+9OrVi61bt/7px8iy/Id/Zs3vs6IQIQjCFWlsaCbzUAkpuwopSD+LpJII7awnbsCF1gu1aL0QfnP+6FFMjz1Oc1kZAc89h+dfxnf4mwdZlnlx34s0tjTybP9nlf3zqCmH09tg4NSrbssA84mISD9Xxf+/vXgiI7O0+uoLEVGjQOdqbs9QqBABkBiQyB2xd7A+eT2jQ0fTw6+HYllsgXPPHoR/8fmvrRrnjx7F8Ny8Dl/UFMytGxdXgZ4rP0/aviJS9hSx+b0UtBvSiE70J35gIH6hYjaVoLzLOblgDbt27eLrr7/m+++/p66ujnPnznH33Xezfv36Xz8mKCiIvLw8goKCaGpqorKyEm9vb6tlEoUIQRD+J1mWKcmpImVXAelJxTTUNePh60S/myPo1N+Ai4fYeiH8O1mWObP+Q4pffhmtnx+hH30kJt9fsDl3M1vytjC913SC3YOVDZP6LcjN5lMArZBZUk3fCL2FQl29SF9zISKjpJrB0b5XdxGtE8ReBynfwPVLFWvPAJjeazo783cyd9dcPr3xUxw1yp44UdrFVo3yt96i9LXXqT91iqDXlqOz4lR3wb64653oPTacXteFUZhRScruAtL2FZG8owC90ZX4QQZi+gTg6KJVOqogtKmFCxeycOFCALZu3cqrr776b0UIgHHjxvH+++/Tv39/PvvsM0aMGCFORAiCoIy66kZO7SsiZXcB5fk1aLQqInv5ET9QDIUS/rPm6hqK5s7l3Pff4zpsGIGLXkLt4aF0LJtQWV/Jgn0LiPOO4574e5SOY54P4RkCAV2v+hI19U0UVNYpPh8CwMdVh4eT9teZFVct7kY4/ink7oHwwZYJdxWctc7MGzCPB356gBVHVjCj9wzFstgKSaXCZ8oUHDt3oeCJJ8i6fTyBi17CbeRIpaMJNkSSJAKjPQmM9mTQX2JITyomZVcBOz5OZ/fnmUT08CV+oAFjjBeSSryXETquuXPn0rt3b8aNG8d9993HPffcQ1RUFN7e3mzYsMGqry0KEYIg/Bu5RcaUeobkXQWcPlpKS5OMX6gbQyfGEp3oj4OT+LYh/Gf16emYpj1GQ3Y2vtOno7//PiSVaNe5aMnBJZypO8OKkSvQqBT+WqqvMm/LSHygVW0Zp0trAIj0dbFUsqsmSRKRrd2cAeb2DI2j+cSIgoUIgH6GfoyPGc8HyR8wKnQU3Xy7KZrHVrgOHkTY55+TP20apr8/gn7yZHynPoqkFvMAhH/n4KSh8xAjnYcYKTNVkbyrkLR9RaQnFePu40jcwEDi+htw8RSnO4WOYdiwYQwbNgyA+fPn//rPHR0d+fTTT9ssh7ijEAQBgKqKOlJ2F5K6u5CqijocXDR0HmwkbmCgGDwpXJbKb76lcO5cVM7OhKxdi0u/vkpHsin7CvfxRfoX3Nv5XuL18UrHgfRN0NwAna5v1WUunj642BahtEhfV7amlbbuIjoXiBhuPjFy7UutKtRYwvRe09mRv4N5u+fxyY2foFWJY+UAuiAjof/8kOIXXqD8rbeoO36MwMWL0Xh5KR1NsFE+QW4MucONAbdEcvpIKcm7Ctj31Wn2f32a0C4+xA80ENpZj0rMuxIEqxOFCEHowJqbWsg6WkbyrgLyUioACO7kRf9bI4no5otaK34QC/+b3NhI8cuvcGbdOpx698K4eAlafz+lY9mUuqY6ntvzHMFuwUzpNkXpOGap34KzD4T0a9VlMkqqUaskQvXKn4gA88DKTw+aqDzfiIdTK27Y426AtB+g8AgEKjso0lXnytN9nmbqlql8cPID7utyn6J5bInKwQHD88/j1K0bRfOfJ+vW2whavgynrlffbiS0fxqdmpg+AcT0CaCytJaUXYWk7Ckk+1gZzh46OvU3EDfAgKefGIYqCNYiChGC0AFVltaSvLOAlN2FnK9qxNXbgcSxYXQaYMBdL3ZvC5evqaKC/GmPUZuUhPdf/4rfEzOQtOJp7e+tPLqSvKo83hnzDk4aG/gaa6qHtJ8g4WZQte4oe2ZpNaHezug0tlG4vHgyI7O0mp4hrXgyHnMdSCpI+VbxQgTA8JDhjAwZyaqjq7gm7BqC3IKUjmRTPG+/HYdOceRPnUrOXXfj/8wzYkuPcFk8fJ3pd3MkfW4MJ+dkBck7Czj8Uy6HfszBGONJ3MBAInv4otGJth/h6smy3K6/H/3Z6s//RRQiBKGDaG5uIetIGSd35GNKPYOkkgjroidhiJHgOG9UYliTcIXOnzyJ6dFHaS6vIPDlRXiMG6d0JJuUUp7C+yff59boW+lj6KN0HLOs7dBQZR7K2EoZJebVnbbi1xWeJa0sRLjoIXSg+eTIyH9YKF3rzOozi5u+vIkF+xawYuSKdv2m9mo4dU4g7PPPKHhqJkXPPsv5I0cIeHYuKseOvW1EuDwqtYrwrj6Ed/Wh5mw9qXsLSd5VyOZ3k9nxsYbYfgEkDDbibbCN01+C/XB0dKS8vBy9Xt8uv2/Lskx5eTmOV/i9VhQiBKGdO1d2npMXTz+ca8DV24E+N4YTPzBQDGYSrlrlN99Q+Mw/UHt7E/rhh2I153/Q1NLEs7ufxdPBk+m9pisd5zep34LOFcKHtuoyTc0tZJfXMDLO30LBWi/IywmdWkVGazdnAHS6AX6cCWUZ4BPV+uu1UoBLAI/0eISXk17mp5yfuCbsGqUj2RyNlxfBq1ZS9uZKylasoD4tjaA3XkdrMCgdTbAjLp4O9Lo2jJ5jQilIP8vJnQWc2J7PsV9MBEZ7kjA4kMgefqKFVbgsQUFBmEwmSktbOb/Ihjk6OhIUdGUn9dqsECFJ0rXAckANvC3L8ku/+/0Q4H3A88LHzJJl+fu2yicI7UlzcwvZx8o4ucM8+0ECQrv4kDA4kJAEvTj9IFw1uamJklcXU/HeezgnJmJcthSNXq90LJu1Pnk9KRUpLB66GA8HG1lh2tIMqd9D9GjQtu5JcW5FLY3Nsk2s7rxIo1YR7uNCZklN6y/W6XpzISL1Wxj0WOuvZwF3drqTbzK/YdH+RQwIHICbzk3pSDZHUqvxffQRHBMSKHjySbLG/4Wg15bj3LOn0tEEOyOpJIyxXhhjvThfFU3KnkKSdxSwaW0yO1zS6TTAQMKgQDz9xSwJ4T/TarWEh4crHcPmtEkhQpIkNbACGA2YgCRJkr6WZTn5kg97BvhEluWVkiTFA98DYW2RTxDai3Nl50neZT79UFvZgKuXA4nXhxM/0ICrlziaKrRO05kz5E+fTu2evXjdfTf+M58S8yD+i6KaIt48+ibDgoYxOnS00nF+Y0qCmhLz0/5WyrSh1Z2XivRzIaWwqvUX8gwGQ3ebKkRoVBqe7f8sE7+fyGuHXmNOvzlKR7JZbiOGE/bJx+Q9/DA5f/0bAXP/gdf48UrHEuyUk5uOnmNC6TEqBNOpM5zckc+xn/M4simXoE5eJAw2Et7dB7XYuCEIl6WtTkT0ATJkWT4NIEnSBuAm4NJChAy4X/hrD6CgjbIJgl1raW4h+3g5J3fkk5t84fRDZz0Jg42EdBanHwTLqEtNxfT3R2gqLcWwYAGet96idCSb93LSy8iyzKy+s2yrJzTlG1BpzSciWimj5MLqThs6EQEQ5evKxpPF1Dc146Bp5YC5TjfAlhfgXCG428bx/gSfBCbETuCj1I8YFzmOLr5dlI5ksxwiIwn/5BPyp8+g6B9zqU89hf+smaKIKlw1SSURHOdNcJw3NZX1pOwqJHlnARvXnMDJXUf8AAPxgwJx97GBwcSCYMPaqhBhBPIu+XsT8PsF8/OAnyRJehRwAUb92YUkSXoQeBAgJCTE4kEFwV5UVdSZN1/sKqCmsgEXTwd6jw0jfmAgbt7i9INgOZXffUfhnGdQe3gQun6dWIt3GXbm72RTziam9piK0dWodJzfyDKkfgcRQ8Gx9a0imaXV+Lk54O5oWzd1kX6uNLfI5JTXEuPfytaFuAuFiFPfQeL9lgloAY/2eJTNOZuZv3c+H13/ERqVGPv1n6g9PAh+axUli5dQ8e671GdkmNvKvFoxzFQQABcP83uvnteGknuynJM7Cji0MYeDG3MIideTMDiQsC56VOKUhCD8QVv91PqzR0G/3/FxJ/CeLMuLJUnqD6yTJKmzLMst//ZJsrwaWA3Qu3fvK98TIgh2TG6RyU2p4MS2fHKOlyEDoQl6hk4MJLSz+EEnWJbc3Ezp0qWUv/0OTj17ErR8GRpfX6Vj2bz65noW7FtAmHsYf034q9Jx/l1pKpzJgoFTLXK5jJJqm5oPcdGvKzxLqltfiPDtBN4RcOoHmypEuOpcmdV3FtO3TufDlA9t7781GyNpNPjPfArHTrEU/mMu2bePJ+jNFTjGxiodTWgHVCqJsC4+hHXxoaqijpRdBSTvLOCHVcdx8XQgfqD5lIRokxWE37RVIcIEBF/y90H8sfXiPuBaAFmW90iS5Aj4ACVtklAQbFhddSMpuws5sSOfc6XncXLX0fPaUPPRP704+idYXnN1NfkzZlCzbTueE+4g4OmnkXQ6pWPZhbUn1pJXlcfq0avRqW3szyztR/OvMde2+lKyLJNZWs3N3W3oxMcFERdmVlxsHWkVSYKY6yBpDdRXg4PtFF5GhYxiaNBQVhxZwZjQMRhcbaN1xJZ53HQTuvBwTI88SvaEOwl86SXcrxmjdCyhHXHzdqTPjRH0Hhv2a+ts0vfZHPg+m9AuPnQeaiQkzhtJtM4KHVxbFSKSgGhJksKBfGACMPF3H5MLjATekyQpDnAE2u+OE0G4DMXZ5zixzUT6gRKaG1swRHnQb1wEET18UWvE6QfBOhry8sibMoWGrGwC5j2L14QJSkeyG3nn8nj72NtcG3Yt/QP7Kx3nj079CAFdwT2w1Zcqraqnqq7J5gZVAjjrNBg9nci0xApPgJhrYO8KOL3V3KphIyRJ4um+T3PzVzezcP9CXhvxmtKR7IJT166EffYp+Y9OJX/aNOoffhifR/6OpBI/VwXLUalVRHT3JaK772+r1HcVkH2sDA9fJzoPNdKpvwFHF9tqbROEttImhQhZlpskSXoE2Ih5NedaWZZPSpI0Hzggy/LXwAxgjSRJj2Nu2/ibLMui9ULocJoamkk/UMyJbfmU5FShdVAT199A56FG9EbbeRIntE+1SUmYHp2KLMuEvPM2Lv36KR3JbsiyzML9C9GoNDzR+wml4/xRTTmY9sOQJy1yuYwLN/lRfra5PjLSz/XXjK0WOgAcPCDtB5sqRAAEugbyULeHWHpwKdtN2xkSNETpSHZB6+dHyAfvUzTvOcrefJO6U6cIXLQItavtFdYE++fu40T/myPpc0M4mYdLOLEtn12fZbDvq9NEJ/rTZVgQviG2+b1UEKylzSYbybL8PeaVnJf+s7mX/HUyMLCt8giCrTlbUsuJ7fmk7i6kvrYJL4MLQybEENs3AJ2TGEImWN/Zzz+ncN5z6IKCCF75JrqwMKUj2ZVf8n5hR/4Onuz9JP4u/krH+aP0n0BusUhbBpjnL4B5VaYtivR1ISmrgpYWufXbg9RaiBoJaT9BSwvY2JPze+Lu4V/p/2LR/kX0M/SzvZYgG6VycMCw4EUc4zpRvOhlciZOJHjlm2iNttduJLQPao2KmMQAYhIDKDNVcXxbPmn7ikjZXYh/uDtdhhqJ7OWHRtvKbT+CYAfE3Y0gKKilRSbneBkntplXb6pUEhE9fOk81EhgtKdtrfwT2i25uZmSVxdT8e67uAwYgHHZUtTu7v/7E4Vf1TbW8tL+l4j2imZi3O87D21E2g/gGgCG7ha5XGZpDS46NQHutjl8LcrPlfONzRQy0QoSAAAgAElEQVSeq8PoaYFZOrHXwckvoOAwBPVq/fUsSKvWMrvPbCZvnswHyR9wfxfbGapp6yRJwnvSJHSRkeQ/9jhZf7mD4BVv4NTdMl8ngvCf+AS5MfyuTgy4JZLUPUWc2J7P5vdS2PlZBvEDA0kYIuaACe2bKEQIggJqzzWQvKuAkzvyqa6ox8XTgT43hhM/KBAXDwel4wkdSHN1NQUznqB62za87roL/9mzkDTiR8OVWn1sNUU1RSwavMg21yg2NUDGL9D5Fos9zc8srSbC19VmC6YRPuZWtqzSGssUIqJGgaQyF3RsrBABMMA4gJEhI1l9bDU3RNxAgEuA0pHsiuvAgYRt+Ii8h6aQM+mvGBYuwOP665WOJXQADs5auo0MpuvwIEynznB8q4nDP+Vw+KccQrv40GWokWAx3FJoh2zw3ZIgtE+yLFOUWcnxbflkHiqhpVkmqJMXg8ZHE97VR6zeFNpcg8mEacoU6k9niaGUrXC68jTvJ7/PTZE30dO/p9Jx/lzOLmioMm9/sJDs8hq6B3tZ7HqWFu5jbhnJKq9hULRP6y/o7A3B/cybR0Y80/rrWcGTiU9y05c3sfjAYl4Z+orSceyOQ2QkYZ98jOnRRymY8QQNWdn4/P1hmy22Ce2LpJIIjvMmOM6bqoo6Tu7IJ3mnGG4ptF+iECEIVtbU2Ex6UgnHtuRRlleNzklD56FGOg8x4hVgm73VQvtXe+CAeShlczMhb6/Bpb8NbniwA7Iss2DvApw0Tjze63Gl4/xnaT+CxhEihlnkcg1NLeSfOc8tNri68yJ/dwectGqyy2osd9HYa2HTXKg0gUeQ5a5rIUZXI/d1vo83j77J+Jjx9DH0UTqS3dF4eRGydi1Fc5+l7I03aMjKwrDgRVQO4rSi0HbcvB3pd1MkiWPNwy2Pb71kuGUff7oMFcMtBfsnChGCYCVVFXWc2G6uZtdVN+JlcGHoxFhi+vijcxRfeoJyzn7+BYXz5qEzGgla+SYO4eFKR7Jbm3I2sa9oH3P6zkHvpFc6zp+TZTj1A4QPBZ2zRS6ZW1FLiwxhPrZbTJUkiVC9s2ULETHXmQsRaT9Com3OYbi38718lfkVC/cv5JMbP0GrEk9Pr5RKp8OwcAG6iAhKlyyh0WQiaMUbaHwscLJGEK6AWqsipk8AMX0CKM2r4sRWE2n7i0nZVUhAhDtdhwcT0dMXtThVK9ghcTckCBYkyzKFGZUc25LH6SNlIMuEdfWh6/AgjLFe4ninoCi5pYXSpcsoX7MGlwH9MS5ditrDQ+lYdquuqY7FBxYT4xXD+JjxSsf5z0pT4WwODJxmsUtevLm35UIEmNszThVXWe6CPtHgFQ6nbLcQ4ahx5KnEp5i2ZRofp37M3fF3Kx3JLkmShM+DD6ALC6XgqZlk/eUvBK9chWNsjNLRhA7KN9iN4ffEMeC2KFL3FHF8q4mf3jmJy2c6EoYYSRhsxNldbMwR7IcoRAiCBTQ1NJOWVMyxLSbKTdU4OGvoPjKYzkONuPuIiceC8lrq6iiYNZuqH3/E8447CHhmDpJWPCltjXdPvktBTQFrB61FrbLhVWtpP5p/tdDaTjDPhwAI09t2ISJU78LmlGKamlvQWOKJoSSZt2ckvQMNNaCzzX//4cHDGWgcyIojK7g2/Fp8nMST/KvlPmYM2kAjpocfJufOOwlcshi3YcOUjiV0YJcOt8w5Wc7xLSb2f5PFgR+yie7tT9fhQfiFis1Xgu0ThQhBaIWqijpObDNxcmcB9TVN6I0uDLsrlpi+AWh1NnxjInQoTeXlmB7+O+ePHcPvqafwvvdv4nROKxXVFLH2+FpGh44mMSBR6Tj/XdpPENAFPCw3zyGrrAZ3Rw1ezrZdzAr3caaxWabgbB0hesu0pRBzDex9E7K2m4sSNkiSJGYlzuKWr29h2cFlvDDoBaUj2TWnzgmEffoJpikPY3r47/jPfAqvSZPE91FBUZJKIqyLD2FdfDhTVMPxLSZS9hZxam8RAREedB0RREQP0bYh2C5RiBCEKyTLMgVpZzm2xUTW0VIAwrv70nV4EIHRnuKNiWBT6jMzyZv8EE1lZRiXL8N9zBilI7ULSw4sQUbmid5PKB3lvzt/FvL2WbQtA8wnIsJ9XGz++93FExtZ5TWWK0SE9AetC6RvstlCBECYRxiT4iex9sRabo+5ne5+3ZWOZNe0/v6Erl9HwcyZFC98ifqsLAKeeUasOxZsgleAC0PujKXvzZGk7i7k2FYTP719EhcPHZ2HBpEwOBAnN9G2IdgW8d1TEC5TY0MzafuKOLbFREVBDQ4uGnqMCSFhiBF3vWi/EGxPzd59mKZORdJqCf3gfZy6dlU6UrtwsPggP2T/wEPdHiLQNVDpOP9d1jaQmyF6tEUvm11WS+8w213dedHFFZ7ZZTUMjfG1zEU1DhAxFDI2mQeB2nAxZnLXyXyb+S0L9i3go+s/su0WIjugcnbGuHw5pUuWUP72OzQWFhK0ZAkqF9ts0RE6Hgcnzb+1bRzbYmLf16c58H020b396DoiWGzbEGyGKEQIwv9wruw8x7flk7KrgPraJvRBrgy/pxMxif5oRPuFYKPO/utLCv/xD3RhoQSvegtdkO2uWbQnzS3NvLT/Jfyd/fm/zv+ndJz/LX0TOHhAkOXWONY1NlNQeZ4wve2tr/w9XzcHXHTqX2daWEzUKDj1PZRnmAdY2ihnrTMzes9g5o6ZfJnxJbfF3KZ0JLsnqVT4PfEE2qAgiuY/T/Y99xC8chVafz+lownCry5t26gorOH4VhOpe4tI3VuEIdKDLsNF24agPFGIEIQ/IcsyplNnOL7FRNaxMiRJIuJC+4UhysPmjyMLHZcsy5S9/jplb67EuX8/gpYvR+0uhlZZyhcZX5BakcrLQ17GSWPjJ6FkGTJ+hshhoLbcj/u8ilpk+bfTBrbMvMLTxbIrPMFciABzoceGCxEA14Vfx4ZTG3jt8GtcE3YNrjpXpSO1C14TJqA1GDA9Pp3sO+4g+K23xEYNwSZ5G1wYemcs/W6KIHVPEce25JnbNjwd6DzUSMIg0bYhKEOUwQThEk0NzSTvLGDD8/v5etkRCjMr6XVNKJNe7M+1D3YWMyAEm9bS0EDBk09R9uZKPG67lZDVq0URwoIq6yt5/dDr9PTrybVhlttAYTXFJ6Gq4LebZgvJspPVnReF+7iQXV5r2Yt6hYJPjLk9w8ZJksTMxJlU1FWw5vgapeO0K65DhxK2fh20tJAzcSLVu3YpHUkQ/qOL2zbumt+f6x/uirfBmX1fneb92bv5+f1kSnMtuOpYEC6DOBEhCEBNZT3Ht5o4ub2AuppG9EGujJgUR3SiHxqtaL8QbF/TmTOYHnmU8wcP4vv44+gffEAUzSxs1dFVnK0/y6w+s+zjzzZjs/lXCxciLrY5hNv46s6Lwnyc2XiyyHIrPC+KGg1Jb0NDLegsNAjTShJ8EhgXOY51yeu4Pfp2gt2DlY7UbjjGxxP28QbyJj9E3uSHMDw3D8/bRAuMYLtUKomwrj6Edf1d28aeIgxRHnQdHkxEdx9Uom1DsDJRiBA6tNLcKo78nEvGgRJaWmTCu/rQbUQwgTHi5INgPxpycsh98EGaCoswLlmM+9ixSkdqd06fPc2G1A3cFnMbcfo4peNcnozN4N8Z3C07UDOrrBYvZy0eNr6686IwvQtNLTKmM+cte4ojehTsXQHZOyHG9rfRTOs5jU05m1hycAlLhy9VOk67ojUYCP3nh+RPnUbhnGdoMJnwnTpVvI8QbN6lbRspuws5vtXExjUncPV2oOuwYOIHGXCwk+/1gv0RhQihw2lpkck6WsrRn/MozKhE66Cm8xAjXYYH4eln20+1BOH3zh89St5DU0CWCXnvPZx79lA6UrsjyzKLkhbhpHHi0R6PKh3n8tSdg9w90P/vFr90dlmN3bRlwG+zLLLKLZw7ZABonc3tGXZQiPBz9uO+zvfxxpE3SCpKIjEgUelI7Yra1ZXgt1ZR+NxzlK9cRaMpH8OLL6DSid57wfY5OGvpPiqEriOCyT5WxtGf89j9RQb7v8siboCBruI9smAFohAhdBgN55tI3lXAsS0mqsrrcPN2ZODtUcQNDMTBSXwpCPan6pdfyJ8+A42vLyFrVqMLC1M6Uru03bSd3QW7eSrxKbwdvZWOc3mytkNLk7l9wMKyy2voH6G3+HWtJeySFZ7EWvDCWkcIG2weWGkn/prwVz5P/5xF+xfx8Q0fi3WeFiZptRiefx5dUDCly5bRVFRE0Buvo/bwUDqaIFwWlco8nD2iuy+luVUc/SWPk9vzOb7VRFgXH7qNDMYoTg0LFiLuvoR2r7L0PMe25JGyu5DGumYMUR4MvD2K8K6i/02wX2c2bKBo/vM4JiQQvGolGr393Bjak8aWRl498Cph7mFM6DRB6TiXL2MT6NwgpJ9FL3u+oZnCyjpC7WQ+BIDeRYerg8bymzMAokdD+kYozwR9pOWvb2GOGkem95rOk9ufFOs8rUSSJHwemozWaKTw6afJnnAnwWtWowuy/XW3gnAp3xA3Rv0tnv63RHJiWz4ntueTfawMfZAr3UYEE5Poj1or3kcLV08UIoR2SZZlCtLPcvTnPLKOlaGSJKIS/eg2Ihi/ULFFQLBfsixTunQZ5atX4zp0KMalS1A5i+OS1vLpqU/JPpfNa8NfQ6uykz5ZWYb0zRAxFNSWzZxTcXFjhv38NydJEmE+zmRZenMG/DYINGOzXRQiAK4Ju4Z/pv5TrPO0Mo8bb0Ab4E/eI4+aixFvrcIpIUHpWIJwxVw8HOg7LoJe14aSllTM0Z/z+OWDFPb8K4POQ4PoPMSIs7toQRKunChjCe1Kc2MLqXsL+WRBEl8uOUxhRiW9rg1l0oIBjL43QRQhBLsmNzRQOGsW5atX4zl+PEEr3hBFCCs613COlUdX0iegD8OChykd5/KVnoJzJotvywB+PVUQbkczIsA8sNIqJyK8w8E70q7aMy5d57n6+Gql47RrzomJhP3zQySdltx7JlG9Y6fSkQThqml0auIHBjLhH30YN607fqHuJH2bxQdP7+aXD1Ioz69WOqJgZ8SJCKFdOF/VwInt+ZzYlk/tuQa8DC4MuyuWmL4BaHWiB1awf83V1eRPnUrN7j34TpuK/qGHRI+mla05tobK+kqe6P2Eff1ZZ1y4KY62/HyIrDLzqQJ7GlYJ5sLJ98cLaWhqQaex8DOY6NFw8D1oPA9aJ8te20ourvNcn7ye8dHjxTpPK3KIjCTsow3kTZ5M3pQpGF54Hs+bb1Y6liBcNUmSCI7zJjjOmzNFNRz7xUTqnkJSdhcS1MmLbiOCCe2sR1LZ0c9NQRGiECHYtfL8ao7+kkfavmKam1oISdDTbWQQwXHe9nXjIAj/RWNxMXkPTqY+MxPDggV43nqL0pHavbyqPD5M+ZBxkePsZ13nRembwDcOPCzfk55dVoPeRYe7o520qVwQpnehRYa8M7VE+lq4FSFqNOxbBdm7zCs97YRY59l2tP5+hK5fh+nRRymcNZumomL0kx8U71MEu+cV4MLQibH0vSmC5J3mgfDfvXkMT39nug4PolN/A1oH8UBQ+HOiECHYHblFJudkOUd/zsOUegaNVkWnAQa6jQjCK8C+ntIJwv9Sn55O7oOTaamsJHjVKlwHDVQ6Uoew7OAyNCqN/azrvKi+2ry2s8+DVrm8xVdgtpFLN2dYvBARNhA0juY5EXZUiBDrPNuW2tWVkLfeomDOM5QuW0ZjcREBzzyDpBY3aYL9c3TR0vOaULqNCibzUAlHN+exfUMa+74+TfygQLoMC8LN21HpmIKNEYUIwW40NjRzak8hR38xcba4FhdPB/rdHEHCYCOOLvb1dE4QLkfN/v2YHnkUyUFH6Pp1OMbHKx2pQzhScoSfcn5iSrcp+Lv4Kx3nymTvgOYGq7RlgPlGfnC0r1WubU0XZ1pkWWNOhNYJwgZdaIl5yfLXt6KL6zxfSXqFDTdsQCWJ0WHWJOl0BC56Ca2/H+Vvv0NTaSnGV19F5Shu0IT2Qa1WEZMYQHRvf4pOn+Poz3kc2ZTLkc15RPb0pfuoEPzDxLw2wUwUIgSbV3uugeNbTZzYlk9dTSN+oW6Mvi+eyJ5+qMX6TaGdOvf99xTMnIU2OJiQNavRGo1KR+oQZFnmlaRX8HXy5W8Jf1M6zpVL3wRaFwjpb/FL1zY0UVJVT7gdbcy4yMtZi7ujhhxrbM4Ac3vGjzOhIss8wNJOOGocmdpzKrN3zOa7099xY+SNSkdq9ySVCr8nnkDjH0DxggXk3vt/BL25Ao2Xl9LRBMFiJEnCEOmBIdKDc+XnOb7FRPLOAjIOlGCI8qD7qBDCu/qIORIdnChECDarvKCao5vzOLW/iJZmmfCuPnQfFYIhykP0VQrtlizLVLz3PiWLFuHUqxfBK95A7empdKwO48fsHzlWdoz5A+bjrLWzG25ZNj+VjxgKGgeLXz7bTgdVgvlNcbiPC9nlVjgRAeYTKD/ONLdn9HnAOq9hJWPDx7IueR3LDy1ndOhoHDXi6Xxb8L7nbjR+fhQ8+SQ5E+8ieM0adEGi4Cy0P+56JwbeHk3i9eEk7yrg2C8mflh1HA8/J7qPDCa2v0EMlu+gxONkwabIskxeagXfvH6EDfP3k55UTPyAQO6a14+xU7oSGO0pihBCuyU3N1O8cCElixbhNmYMIWvfEUWINlTfXM+yg8vo5N2JcZHjlI5z5coz4GwuRI20yuUv3sSH6e2vEAHmAopVWjMAvCPAK8xciLAzKknFE72foLi2mPUp65WO06G4X2P+Pt9UXk72nROoS05WOpIgWI3OSUP3USHc/Xw/xtyfgIOThm0fpfHB7N3s+/o0NZX1SkcU2pg4ESHYhOamFtIPFHNkcx7lpmqc3HX0HRdOwhAjTq46peMJgtW11NdT8NRMqjZuxGvSPfjPmoWkErXitrQ+eT0FNQXMHzgftcoOn86kX1jbGWWd+RAX2xpC9XZ2UuSCUG9nvjlaYJ0VnpJk/nM/8iE01oHWvk4VJAYkMix4GG8ff5tbom5B76RXOlKH4dy7N2H//JDcBx4k555JGF9bjutAMZRYaL9UahXRvf2J6uVHYUYlRzbncuCHbA79lENsnwC6jQxGb7TwUGHBJol3uYKi6moaOfhjNuvm7Obn91JoaZYZfk8nJr3Yn95jw0URQugQmquryXvgQao2bsRv5kwCnn5aFCHaWPn5ctYcX8OwoGH0NfRVOs7VydgEPjHgFWqVy+dW1ODtosPNzlZ3XhRyYYWn6YyV5kREj4bGWsjdbZ3rW9njvR6nrqmOlUdXKh2lw3GIiiJsw0dojUbyJj9E5ddfKx1JEKxOkiQCoz0ZO6Urd83rR/zAQNKTitnw/H6+ee0IeckVyLKsdEzBisSJCEER58rOc/TnPJJ3F9JU30xQJy+GT4ojJN5btF4IHUpTWRm5Dz5IfVo6ga+8jMeNYlicElYeXUldUx2P935c6ShXp6EWsndB4n1We4nsslq7PQ0BEHYhe05FLRGWXuEJ5s0Zah2kb4bIEZa/vpVFeERwe8ztfJb2GRPjJhLhEaF0pA5F6+9P6IfrMT3yKAVPzaSxuBj9/feL90RCh+Dp78zQO2Ppe2MEJ7bnc2yria9fO4Le6Er3UcFEJ/qjtvRJNkFxohAhtKmi0+YjWKcPlyJJEtGJ/nQbFYxvsJvS0QShzTXk5ZF73/00lZQQ/OYKXIcMUTpSh5R5NpNP0z7ljtg77PfmK3snNNdD1CirvURuRS2JYfY72T/kQiEi11qbM3QuEDrwwpyIBdZ5DSub0m0K357+lqUHl/L6iNeVjtPhqN3cCF6zmsLZT1O6eAlNRcX4Pz0bSW2HrWKCcBUcXbX0HhtGj9EhpCUVcWRzHj+/n8KeLzPpOjyIhMFGHF3s81Se8EeiECFYXUuLTNbRUo5syqPodCUOzhp6jAmhy7BgXL0sP9ldEOxBXWoquQ88gNzQSMi7a3Hu0UPpSB3W4gOLcdG4MKXbFKWjXL2MTaB1Nt8IW0F9UzMFlecJ0QdZ5fptwdfVAWed2norPMHcnrHxafPQUM8Q672Oleid9Nzf5X6WH1pOUlESiQGJSkfqcFQ6HYGvvIzG35+KtWtpKisj8JWXUelEq6rQcai1KuIGBNKpv4G85AqO/JzH3i9Pc+D7bOIGBNJtZBAevvZ7Qk8wE4UIwWoa65tJ2V3I0V/yOFd6HncfRwb9JZq4AQZ0juI/PaHjqk1KIm/Kw6hcXQn98F0coqKUjtRh7S7YzY78HczoNQMvR/t92k/GZggbbLUhiaYz55Fl88BHeyVJEiHezuRYa4UnmAdWbnzaPDjUim0y1nR33N1sSN3Aqwde5aPrP0IliePQbU1SqfB/6kk0vr6ULFpEXmUlQW+8jtpVDPATOhZJkghJ0BOSoKc8v5ojm3M5uSOf49tMRHT3pfuoEAyRHkrHFK6SuBsULK6msp5jW0yc3J5PfW0T/uHu9L85kogevqhUotdR6Niqfv6Z/MenozUaCXnnbbSBgUpH6rCaW5p59cCrGF2NTIybqHScq1dx2vy/vg9Z7SUu3ryH+dhvIQLMGz8yS61YiPCJBo8QyPzFbgsRjhpHpvWcxtM7n+aHrB+4PuJ6pSN1WPp7/4ZG703B03PImTSJkNWr0fj4KB1LEBShN7oy8q/x9Ls5kuNbTJzYns/pw6X4h7vTfVQIEd19UKlF4dSeiEKEYDHl+dUc2ZRLWlIxLS2yqFQKwu+c/fxzCv8xF8fOnQl+axUaLzt+At8OfJnxJeln0nl16Kvo1HZ87Dlzi/nXyJFWe4mL7Qwh3i5We422EKp3YcupUlpaZOsUxiUJokbA8c+huRHU9tnLfH3E9axLXsfyQ8sZFToKB7Voo1SKx7hxqD09MU17jOyJdxHyztvogoOVjiUIinHxcKDfzZH0ui6M1D2FHPk5j41rTuDu40jX4cHEDRQnr+2FKBsJrSLLMrkny/l6+WE2PL+fjEMlJAw2cvf8flw3uYsoQggC5q+TsjVrKJzzDC79+xP67lpRhFBYbWMtbxx5g+6+3RkTOkbpOK2T+Yv5Kbw+0movkVNei7NOjY+dr1QO8XamoamF4qo6671I5AhoqAJTkvVew8pUkooZvWdQWFPIhykfKh2nw3MdMoTQ996lpbKS7DsnUpeSonQkQVCc1kFNl2FB3PWc+Z7DxcOBnZ+m88HTu9nzZSY1lfVKRxT+B1EuEq5Kc1MLafuLOfpzLuX5NTi76+h7UwSdh4hptoJwKbmlhZKXX6HivfdwHzuWwJcWIomhY4p77+R7lJ0vY9nwZfa9Hq+5CbK2Q8It5qfxVpJbUUuIt7N9/1kBYXrziY7ssloMHk7WeZHwoSCpzQWi0AHWeY020NfQl6FBQ1lzbA23RN1i3zNU2gGnbt0I/eeH5N7/ADl330PQm2/i0reP0rEEQXEqlURED18ievhSlFXJkU25HN6Yw5HNucT2CaD76BC8DfZ9mq+9EicihCtSf76JQxtzWDdnN798kIIsw4hJcUx6cQC9rwsTRQhBuITc2EjBrFlUvPceXnffTeCrr4gihA0orS3lvZPvcU3YNXTz7aZ0nNbJPwj158xP4a0ou7yGUL19z4cAfv13yK2w4pwIJ08I6g0ZP1vvNdrI9F7TOd90nlVHVykdRQAcIiMJ++ifaAwB5N1/P+c2/qR0JEGwKQHhHlz7YBfumt+P+IGBpCcV89Fz+/huxVEK0s8gy7LSEYVLiBMRwmWpPlPH0V9MnNyRT2NdM8ZYL4ZPiiMk3tvun5AJgjW01NZieuwxarbvwPexaegnTxZfKzZi5dGVNDY3MrXHVKWjtF7mLyCpIHyI1V6iuUXGVHGe0XH+VnuNtmLwcESjkqy7whPMhaGtL0FNObjorftaVhThGcFt0bfxyalPuLPTnYR5hCkdqcPTBgQQtn49eVMeJv+xx2h+di5eEyYoHUsQbIqHrzND74ylz43hHN+az/GtJv61+DB+Ye70GB0iBujbCFGIEP6r8vxqDm/KJX1/MbIsE9XLjx5jQvENcVM6miDYrOazZ8l7aArnjx0j4Lnn8LrjL0pHEi44ffY0X6R/wR2xdxDiHqJ0nNbL/AUCe4Kzt9VeouhcHQ3NLYS0gxMRGrWKIC+nNihEjIStCyFrK3S+zbqvZWVTuk/h29PfsuzQMpYNX6Z0HAFQe3oSsvYd8h97nKJ5z9FUVo7P3x8WxW5B+B0nVx19bginx5gQTu0t4sim3F8HW3YfFUKnAQa0OrXSMTssUYgQ/kCWZfJPneHwplxyT1ag0anoPNRIt5HBuPtYqadWENqJxqIicu+/n8acXIzLluI+xs4HIbYzyw4tw1HjyORuk5WO0nrnz0L+ARj8hFVf5uLqzlA735hxUajehRxrtmYAGHuCowdk/GL3hQgfJx/u63Ifrx9+nYPFB+nl30vpSAKgcnIi6I3XKfzHXMreeIPminL858xBUoubKkH4Pa1OTechRuIHBZJ1tJTDP+WyfUMa+7/JovMwI12GBuHsLlpn25ooRAi/amluIfOw+YuzNLcKJzctfceF03lIEI6uYvaDIPwv9adPk3v//bRUniN4zRpc+vVVOpJwiUPFh9iSt4WpPabi7Wi9EwRtJms7yC1Wnw9x8fRAe5gRAeZ/j0O55l5hqz1BVqkhYhhk/gyybNVBom3hnvh7+PjUx7ya9CofXv8hKkmMGLMFklaLYeECND56yt9+h6byCgJfeRmVmEUkCH9KpZKI7OFHRHdfCjMrOfxTLge+y+bwT7l06hdA91EhePq3j5919kAUIgQa65tJ2V3Akc15VJXX4envzLC7YontF4BGKyrrgnA5zh87Rt6Dk0GtJnTdBzjGxysdSbiELMssPrgYPyc/7o6/W+k4lpH5C+jczIMRrSinvBatWj0RVpoAACAASURBVMLg4WjV12krId7OVNU1cba2ES8XK96wRY6E5K+gNBX84qz3Om3ASePE1B5TeWbXM/yY9SNjI8YqHUm4QJIk/J54ArXeh5JFi8irrCTojddRu7oqHU0QbJYkSQRGeRIY5cmZohqObM4jdU8RJ3cWENHNlx5jQgiI8FA6ZrsnChEdWO25Bo5vNXF8m4n6miYCIjwYND6a8K4+SGKAiyBctupduzA9OhWNtzch77yNLjRU6UjC72zO3cyx0mPMHzAfJ007aTHL/AXCB4PauifWcitqCPJyRqNuH0/BQy+u8CyvsW4hImqk+deMn+2+EAFwY+SNrE9Zz2uHX2NU6Ch0avHU3Zbo7/0bGr03BU/PIWfSJEJWr0bj46N0LEGweV4BLgy/uxN9x0WY74u2mjh9pJSACA96jAkR90VW1D7eVQhX5GxxLVs/TOWDp3dz4IdsAqM8ufWJntz2VC8iuvuKLzZBuAKV331H3kNT0AUHE/rPD0URwgY1tjSy7OAyojyjGBc5Tuk4llFxGs7mWL0t4//Zu+/wKMusj+PfeyaTXkglhFQSOtJRiq7YVty1YaUjAhaEFbD3jigoSLMCIlXU1XXdXcsroqyKSFEQkBLIpEE6Ib3N/f4xhHV3XQUkc085n+vySoDo84sxcZ7z3OcccJ6ISI7ynqOqqcdXeLbwwMqIRIjp6GzP8AIWZWFan2nkVeax5sc1puOInxFx+eUkLVpI/cEsskaMpD4nx3QkITxGcLg/Z13ejrFPD+Kc69tTVV7HP17awarHvmHnhjwaG5pMR/Q6ciLChxw+4OyFOvB9EVarhY794+l5YRKR8d4xgEwIVytdsZKCp54iqE9vkhYtwhoebjqS+Blv732b7IpsFl6wEKvFS9rNMtc537ZwIUJrTXZJNX1SIlv0Oq6UdKyo0uKbM8D59dmyFBpqwOb5J3EGJgxkUMIgXt7+MldkXEFEgBxddjehv/sdKa8vJeemm8kaPoLkV18hsLPnn8gRwlVsAVa6n5dEt9+1PT47b/3KPXzz/gHOGJzIGefK7LzTRU5EeDnt0Bz4rog/z9rCO89uIW9vGX2GpDBmxkDOG9VJihBCnAKtNUXz5lPw5JOEnnceya+9JkUIN1VZX8lL379Ev/h+nNP2HNNxTp/Mz6BVMkS1a9HLlFbVU1HXeLydwRsE2qzEhwe6phCRcQE01oL9q5a/lotM6zONivoKFu9YbDqK+B+CevQgZdVKlM2GfdRoqr7ZZDqSEB7HYrXQvm9rrr2vL1dO60VcSjib/nqQZfd/yRdr9nK0uMZ0RI8nJyK8VGNDk3Nf7v/lcKSgmrCoQM6+rj2dB7bBP1C+7EKcKt3UxOEnnuDImjeJuPoq2jz2GMpPvqfc1dKdSymtLWVhn4UttyHB1ZoanBszul3V4tsY7MfaF1K8qDUDnJszmteStuyFBoHV33mCpXlmhIfrGNWRy9IvY+XulQzrNIyE0ATTkcTPCEhPJ3X1KrInTCBnwgQSZs8m/GJZJy3EyVJK0bZjJG07RlKSX8l3n2Szc0MeP3yeS3rvOHpelEzrVHkYdSrkRISXqa1qYPM/snjjga9Zv3IPfv4WLhrfhVFP9KfH+UlShBDiN3DU15M3/Q6OrHmT6IkTafPkk1KEcGOF1YUs37WcS1IvoVtMN9NxTp+8LVB31CXzIbK9bHVns5To4ONFlhblHwzJA5wDK73IlF5TUEqxYNsC01HEL7DFx5O6YgWB3bqRN20aZW+uNR1JCI8WnRDKBWO7MPrJgfT6fTLZu0p5e+Zm3n1uK1k7itEObTqiR5FX0F7iaEkN33+aw64vD9FY10Rylyh6/j6ZxI6R3vMUUAiDmioryZ08heqNG4m75x6ix91gOpL4FYu+W0SDo4EpvaeYjnJ6Za4DZYG037X4pZrbF5K87kRECEUVuVTXNxLs38IvhTIugE8ehqP5EO4dpwfiQ+IZ1XkUS35Ywuguo+kcLTMI3JW1VSuSlywmb+o0Dj/yCE1lpUTffLO8NhTiNwiNDGDA0Az6DEll15f5fP9pDn9buJ3INiH0vDCJjmfGY7XJ8/5fI/+GPFxRdgUfL97Jioc28sP6PNJ7xnL9g2dy2Z96ktQpSv5HI8Rp0FhSQvaYsVRv3kzCMzOlCOEBMo9k8u7+dxnWcRhJYUmm45xemeugbR8IavkBkvaSKtpEBBJo85Ihn8cku3Rg5bGWjOYBo15i/BnjiQiI4Pktz6O1PAV0Z5agIBIXzCfiisspmvsCBTOeRjscpmMJ4fH8g/zoeWEyo54cwIXjumCxKj5b/iNvPPgVWz7Moq66wXREtyYnIjyQ1pqc3aVs+zib3B/LsAVa6XF+It3PTyIsKtB0PCG8Sn1uLtnjx9NYUEjSwgWEnnuu6UjiBMzdMpdgv2Bu6n6T6SinV02ZszXjd3e55HL2Uu9a3dks9djwTXtJNZ3btHBvb+uuENra2Z7Ra1TLXsuFwvzDuLn7zTzz7TN8lf8Vg9oOMh1J/AJls9Hm6aexRkZR+vrrNJWWkvD0DJS/v+loQng8q9VCx7Pi6XBma3J3l7HtEzsb3zvAln/Y6XJ2Aj0ukHu0nyOFCA/S1ORg/+ZCtn2STUluJcER/gwYmk7XcxIICJY1MkKcbrV79pA9YQK6voHkpUsI7tXLdCRxAjYf3sz63PXc3vt2IgO9Z+0k4BxSqR0umQ8Bzhv18zvFuuRarpR8bOZFdqkLBlYq5fx67f0QHE3gLStkges7Xs/K3St5fsvz9G/T33vW43opZbEQd8/d+MVEUzj7OZrKy0mc9wKWYO8rNgphglKKpC5RJHWJoiingu/+L5sdn+Wy47NcMvrF0euiFGISQ03HdBtSiPAA9bWN7Pqns/+osqyOyDYhnD+mEx36Sf+REC2levNmcm6dhCU4mJQVSwho3950JHECtNY8v+V5Wge3ZlRn73n6fFzmOggId7ZmtLCqukaKK+u8anVns4ggG62Cba5pzQBne8b3q+HQdy752rmKzWrj9j63c9fnd/HXA3/lyowrTUcSv0IpRfSECVgjIzn00MPYx40j6aWX8Iv0sqKtEIbFJoVx0biu9L8ine8/zWHnP/PZ+00ByV2i6PX7ZNrKHD8pRLizqvI6tq/L4Ycv8qmvaSShfSvOHdGRlK7RKItv/4crREuqWPcZedOmYUtIIHnxa9gSvGPAnC/42P4xO4p38MSgJwj087JjkFrD/nXOIZXWlj8FZ/fSjRnNUqKCXViIOM/5dv86rypEAFyccjHLopcxf9t8hqQO8b7vOy/V6uqrsbZqRd606dhHjSb5tVextWljOpYQXicsKpCzr21P3z+ksnNDHt+vy+Uvc78jNjmMXr9PJr1XLBarbz5Y9s3P2s2VHqpi3Ru7eeOBr9j2cTZJnSO55p6+DL2jN6lnxEgRQogWdOSdP5M7ZQoBHTqQsmqlFCE8SENTAy9sfYH2ke25rN1lpuOcfqUHoDz7Xze1Lay5bSElyvtORIBzc4bdFa0ZACEx0KaH1w2sBOcT9ul9p1NYXciK3StMxxEnIeyCC0he/BqNBQVkDR9BXWam6UhCeK3AEBt9hqQy5qkBnDeqEw11TXz82k5WPLyR7Z/l0lDXZDqiy8mJCDehtebQ/iNs+zibrB0l+NksdBmUQM8Lk4iI9c6nUUK4m5LXXqNw9nOEDBxI4vx5WEK88wbMW63du5acihwWXbDIO3vVm29iXTgfAv41T8HbpEQH87cdh2hocmBzxdOo9Avgq3lQexQCW3hApov1i+/H4MTBLN6xmKvbX+19s1m8WHC/fqSsWE72hInYR4wk6ZWXCerRw3QsIbyWn81Kl7MT6DywDQe3F7PtYzsb3tzLpg8OcMbgRLoPTiQozDeGyMqJCMMcDs3+LYW8/cwW3n1uG4cPHqXfpWmMeXog5w7vKEUIIVxAOxwUPDuLwtnPEf6HS0h66UUpQniYivoKXv7+Zc6KP4uz255tOk7LyFwHkakQ1c4ll7OXVhMZbCMiyDuHISdHBdPk0OSV1bjmghkXgKPROXDUC03rM43qxmpe3v6y6SjiJAV26kTq6lVYIiKw3zCOyg3/NB1JCK+nLIp2PWO5+u6+XHVnbxIyWrH5b1ksu/8rPl+1hyOFLmodNEhORBjSWN/Ej18fYtv/5XC0qIbw2CDOHd6BjgPaYPP3wid5Qrgp3dDAoQcfovwvfyFy5EhaP3A/yiI1Wk+z9IellNWVMa3vNO8c/tTUAAc3QPdrXXZJe0kVyV44qLJZaozzc8sqqTr+fotKPBP8Q50Fpc6Xtvz1XKxdq3Zc1f4q3vzxTUZ0GkFyeLLpSOIk+CclkbpyBdk33UzOrbeSMHMmEZf+0XQsIXxCm4xWtMloRdnhKr77JJtdX+Wzc0Me7XrF0uuiFFqnedcpumZSiHCxmsp6dqzPY8f6XGorG4hLDWfAlem06xWLRWY/COFSjpoa8qZOo/Lzz4n50xRibr3VO29ivVxBVQHLdy3nD2l/oGt0V9NxWkbuZqivcFlbBjhbM3one+8R+5So5hWeLnrq5OcPqedA5qeuuZ4Bk3pM4m8H/sa8bfOYfe5s03HESfKLjSXljWXkTrqN/DvvpKm0lKgxo03HEsJnRMaHcN7ozpx5eTu2r8vlhy/yyNxaREL7VvT6fTIp3aK96nWqyx77KaWGKKX2KKX2K6Xu/R8fc51SapdSaqdSapWrsrlKVXkdb9z/Fd9+cJD4tHCG3tGLa+7pQ0afOClCCOFiTeXlZN84nsovviD+0UeJnTTJq364+5JF3y+iSTcxpdcU01FaTuY6UFbnjawL1Dc6yD9S47UbMwBiwwIIslldtzkDnO0ZZVlQ4p1DAWODYxnbdSwfZX3E9qLtpuOIU2ANCyPptVcJvfACCmbMoPCFF9Bam44lhE8JiQhgwNB0xj49kEHXZHC0uIa/LdzO+pV7TEc7rVxyIkIpZQUWAhcBucC3Sqn3tda7fvIx7YH7gEFa6zKlVJwrsrlSSEQAZ17WjpSu0UQleO9xVyHcXUNBATkTJlKflUXbOXMIH3Kx6UjiFO0r28d7+99jZOeRJIYlmo7TcjLXQWJfCGrlksvlllXj0M7NEt5KKUVyVDD2EhdtzoB/nWjJXAfR6a67rgvd0PUG3trzFs9tfo7Xh7wuBV4PZAkIIHHuXA4/9hglL75EU0kp8Y88jLJK67AQruQf6EfPC5M547xE9n9bQLiXzQ501YmIM4H9WusDWut6YA1wxX98zERgoda6DEBrXeiibC7V66JkKUIIYVDdgYPYh4+gIT+fpFdfkSKEh5u7dS4hfiHcdMZNpqO0nOpSyN8K7VyzthOcgyoBrz4RAc7Pz6UnIqLaQasUr1zj2SzEFsKknpPYWriV9TnrTccRp0j5+RH/+ONE33wzR9auJW/qNBx1daZjCeGTrFYLHfu3oU16hOkop5WrChFtgZyf/Dr32O/9VAegg1LqS6XURqXUkJ/7BymlblJKbVZKbS4qKmqhuEIIb1Sz4wfsI0fiqK0l+Y1lhPTvbzqS+A02HdrEF7lfMP6M8bQKdM1JASMOfgHa4dL5ENnHbs6b5yh4q5ToYLJLq3E4XHT0XClne8bBL6Cx3jXXNGBo+6GkhqcyZ+scGh2NpuOIU6SUIm7aVFrfdy8Vn3xCzk0301RZaTqWEMJLuKoQ8XPn8v7z//p+QHtgMDAceE0p9V+vLLXWr2it+2qt+8bGxp72oEII71T11Vdkjx2LJTiY1FUrCerqpUMNfYRDO3h+y/PEh8QzsvNI03FaVuY6CAiHtn1cdkl7STVBNiuxYQEuu6YJydEh1DU6KKxw4ZPe9POhvhJyN7numi5ms9iY2mcqB8sP8u7+d03HEb9R1NixJMx6luotW7CPGUNjcbHpSEIIL+CqQkQukPSTXycC+T/zMX/RWjdorQ8Ce3AWJoQQ4jc5+o9/kH3zLdgSE0lZtQr/1FTTkcRv9FHWR+ws2cmUXlMI9As0HaflaA2Zn0Ha78DqukVX9pIqUqKDvb6/v/nER5Yr50Sk/c45eNSL2zMAzk86n95xvVm4bSHVDS5sfxEtIuKyy0hatJD6AwfJGjmS+txc05GEEB7OVYWIb4H2Sqk0pZQ/MAx4/z8+5j3gPAClVAzOVo0DLsonhPBSpatWkTf9DoK6dydlxXJsrb1uDq7PqW+q54WtL9AxsiOXtrvUdJyWVZIJ5dkubcsA54yIZC9vywBIPTaMM9uVcyICIyDpTNjvvWs8wXmsf3rf6ZTUlrBs5zLTccRpEPq735G8dAlNR8rJGj6c2j3eNcFfCOFaLilEaK0bgcnAR8BuYK3WeqdS6nGl1OXHPuwjoEQptQv4DLhLa13iinxCCO+jtaZo/gIKHn+C0MGDSV78GtbwcNOxxGmw5sc15FXmMb3vdCzKZVuozWh+au7CQoTDockurfb6QZUACa0C8bMo7KUuPBEBkH4BHPoeqrz7iHuP2B5clHIRS3cupbjGuz9XXxHcqxepK5ajLFbso0ZTvXmz6UhCCA/lsldwWuu/a607aK3TtdZPHfu9h7XW7x97X2utp2utu2itz9Bar3FVNiGEd9FNTRx+/HGKFy4kYuhQEufPwxLoxcf3fUh5XTkvb3+ZgQkDGZgw0HSclpe5DiLTICrNZZcsqKilvtHh1as7m/lZLbSNDHLt5gw4VljScGC9a69rwO29b6ehqYFF3y0yHUWcJgHt25O6ehV+MTFkj59AxbrPTEcSQnggL3+UJITwNY76evLuuJMjq9cQPWE8bWY8hfJzXW+9aFmLf1hMRX0F0/tMNx2l5TXWQ9YGl7dlZBX7xurOZinRIa4vRCT0hKBIr2/PAEgJT+G6jtfx531/5sAR6bj1FraEBFJWrSSgQwdyp0zhyJ9lKKkQ4uRIIUII4TWaKqvIuflmKj78kLi77ybuzju9ftieLzlUeYiVu1ZyWfpldIzqaDpOy8v91rldwcWFiOxjbQopUd5/IgKcAyvtrhxWCWCxQrvznCdetItWhxp0c4+bCfQLZO7WuaajiNPILzKSlNeXEnLWWRy6/35KFi82HUkI4UGkECGE8AqNpaVkjx1L9aZvaTPzaaJvHGc6kjjN5m+bD8CUXlMMJ3GRzHXO7Qpp57j0svaSavwsioRWvtHOlBIdzNHaRo5U17v2wunnQ+VhKNzl2usaEBUYxfhu4/ks5zO2FGwxHUecRpaQEBJfepHwP1xC4azZFDw7C+0DxTUhxG8nhQghhMerz83DPnwEdZmZJC5cQKsrrzQdSZxmu0t288GBDxjVZRTxIfGm47hG5jpI7OfcsuBC9pJqEiOD8LP6xkuE5OMrPE3MicAn2jMARnUZRVxwHM9vfl5uVL2Mxd+fhFmziBwxgtIlSzh03/3oxkbTsYQQbs43XmUIIbxW7Z692IcPp7GsjOQlSwgbPNh0JNEC5myZQ0RABOPPGG86imtUl0L+Nkg/z+WXtpdWkewDgyqbpcY4P1eXt2dEtIXYzpDpG4WIIL8gJveczPbi7Xxs/9h0HHGaKauV1g89SMyUyZS/9x65k6fgqKkxHUsI4cakECGE8FjVW7diHz0alCJlxXKCe/cyHUm0gK/yvuLrQ19zc/ebCff3kRWsBz4DtHPNowtprbGXVJMS5RuDKuFfJyKyXX0iApynIuxfQ72BaxtwefrlZLTK4IWtL9DQ1GA6jjjNlFLE3nYb8Y88TOXnn5M9YSJN5eWmYwkh3JQUIoQQHqli3Wdkj7sRv6goUlevIrBDB9ORRAtocjTx3JbnSAxN5PqO15uO4zr710FgK2jb26WXPVLdQEVto89szAAItFlpHR6AvdRAMSDjfGiqA/tXrr+2AVaLlel9ppNTkcPavWtNxxEtJHL4cNrOeZ6a7duxjx5DQ0Gh6UhCCDckhQghhMc58s475E6ZQkCHDqSsWomtbVvTkUQL+eDAB+wt28vtvW/HZrWZjuMaWjuP67cb7Nyu4EJZx9oTUnyoNQOcG0Jc3poBkDII/AJ9pj0D4Oy2Z3NW/Fm89P1LVNRXmI4jWkj4kCEkv/wSDbm52EeMoD4ry3QkIYSbkUKEEMJjaK0pfvkVDj3wICH9+5Py+lL8oqJMxxItpLaxlvnb5tMtuhsXp15sOo7rFP0IFYcgw7VtGQDZx04F+NKJCHB+vnYTrRm2IEgZ6DMDK8F5fH963+kcqTvCkh+WmI4jWlDIwIEkL1uGo7qarBEjqdm503QkIYQbkUKEEMIjaIeDgqefpmjOHMIvvZSkFxdhCfGtp7a+ZuXulRRUFzC973SUUqbjuE7zTWnzVgUXar4ZT/ahGRHgLEQUVtRRU9/k+ounnw/Fe6A81/XXNqRLdBf+2O6PLN+1nMNVh03HES0o6IxupKxaiSUwkOwxY6nauNF0JCGEm5BChBDC7en6evLvvoeyN5YTNXYMCc8+g/L3Nx1LtKCy2jJe2/EagxMH0y++n+k4rpX5KcR0hIhEl1/aXlJNfHgggTbXtoSY1rwlJNvEnIjmgaSZ61x/bYOm9JqCQztYsG2B6SiihQWkpZGyehW2hDbkTLyJox/J1hQhhBQihBBuzlFVRc6tkzj6wQfE3jGduHvvRVnkR5e3e2X7K1Q3VjO1z1TTUVyrocY5uNBAWwY4V1gm+1hbBkDqsc85y8SciLjOENbGp9ozANqGtmVEpxG8n/k+e0r3mI4jWpitdWtSli8nsFs38qZOpWzNm6YjCSEMk1fzQgi31Vhaiv2GcVRt3Eibp54iZuJE3zqi76NyjuawZs8ahmYMJb1Vuuk4rmX/ChprXb628/jlS31rdWezlKhjJyJMzIlQytmecWA9OAy0hhg0sftEwvzDmLN1jukowgWsrVqRvGQxob/7HYcffZTiF19Ea206lhDCEClECCHcUn1uHvYRI6nbu5fE+fNpdfVVpiMJF5m3bR42i43bet5mOorrZa4Da4BzgKGLVdc3UlRRR2qM781eiQi2ERFkw15q4EQEOAsRtUcgf5uZ6xsSERDBTd1v4su8L/k6/2vTcYQLWIKCSFwwn4grrqDohXkUPDUD7XCYjiWEMEAKEUIIt1O7Zw/24cNpLC0leekSws4/z3Qk4SI7inbwYdaHjO06ltjgWNNxXG//p5AyAPxdfyrBVwdVNjO2OQOg3XmA8rn2DIBhnYaREJLAnC1zcGi5IfUFymajzdMziBo3jrIVK8i/6250fb3pWEIIFzvpQoRSKkQp5VtTrIQQLlO9eTP2UaPBYiF15QqCe/c2HUm4iNaa57c8T1RgFDd0vcF0HNcrz4Oi3ebaMkp8c3Vns5ToEHOFiJBoSOjpcwMrAQKsAUzpPYXdpbv524G/mY4jXERZLLS+527i7rqTo3/7Gzm3TsJRZehEkhDCiF8tRCilLEqpEUqpvymlCoEfgUNKqZ1KqVlKqfYtH1MI4QsqPv2U7PET8IuJIXX1KgLay48XX/J57udsLtjMpB6TCLH5XnsABz5zvjU0qDL7WFtC87wEX5MSFUzekRoamgw9lU+/AHK/hdpyM9c36A9pf6BzVGfmb5tPXVOd6TjChaLHj6fNU09R9fXX2MfdSGNZmelIQggXOZETEZ8B6cB9QLzWOklrHQecA2wEZiqlRrVgRiGEDyh76y1yp/yJgI4dSVm1EltCgulIwoUaHY3M2TKH1PBUrurgo/NA9n8KofEQ18XI5e0l1bQKthERbDNyfdOSo4Npcmjyj9SYCZBxAegmOPC5mesbZFEW7uh7B4eqDrF692rTcYSLtbr6KhIXzKduzx7sI0fRkJ9vOpIQwgVOpBBxodb6Ca31dq3/1byntS7VWr+jtb4akB08QohTorWm+KWXOfzQw4QMGkTK60vxi4w0HUu42Hv73+NA+QGm9pmKzeKDN8KOJueJiPTznVsUDLCX+ObGjGbNn3uWqfaMxH7gH+aT7RkAZ7U5i7Pbns0rO16hvM73ToX4urDzzyf5tVdpLCoia8RI6jIzTUcSQrSwXy1EaK0bTsfHCCHEf9IOBwVPzaBo7lzCL7+MpEULsQT77o2Qr6puqGbhdwvpFdeL85PONx3HjPzvoKbMWFsGgL20iuRo32zLAI5vC8kuMdSnbrVB2u8g81Pw0ZWG0/pMo6qhile2v2I6ijAguF8/Upa/gW5qxD5iJDXff286khCiBZ3QsEqlVCel1D1KqXlKqReOvd+5pcMJIbyXrq8n/867KFuxgqgbbiBh5kyUzQefhAuW7VpGcU0x0/tMRxk6DWBc5jpAHdue4HoNTQ7yj9SS6qODKgHiwgIItFnMDawEyDgfjmRDiW8+De4Q2YEr0q9g9Y+rya3INR1HGBDYqROpq1ZhiYjAfsM4Kjf803QkIUQLOZFhlfcAawAFbAK+Pfb+aqXUvS0bTwjhjZoqq8i55RaO/v3vxN11J63vvQdlkW3CvqiwupClPyzlopSL6BnX03QcczI/dW5NCIk2cvm8shqaHNpnV3cCKKVIjgrGXmqwENG8MSXT99Z4NpvUcxJWZWXetnmmowhD/JOSSF21Ev/UVHJuvZXyD2SbihDe6ERe+Y8H+mmtZ2qtVxz7ayZw5rE/E0KIE9ZYXEz22LFUfbOJNjNmED1efoz4sgXbFtDoaGRa72mmo5hTWw45m5zzIQzJOtaOkOLDrRnQvMLT4ArBqDSITPPZOREA8SHxjO4ymn8c/Ac7i3eajiMM8YuJIeWNZQT37k3+nXdS8vrrpiMJIU6zEylEOICfG1/f5tifCSHECak7eJCsYcOpO3CAxIULaHXVUNORhEG7S3bz3v73GNl5JEnhSabjmHPwC+e2hHRz8yGyj50C8OXWDHAOrMwurUabnNGQcQEc3ACN9eYyGDau2zgiAyJ5bstzZr8WwihrWBhJr75C2MUXUzjzGQpmPoN2yK2HEN7iRAoRU4FPlVL/UEq9cuyv/IX7XAAAIABJREFUD4FPgdtbNp4QwlvUfP899hEjcVRVkbLsdcIGDzYdSRiktWb25tm0CmjFxO4TTccxK3Odc1tC0pnGIthLqgmyWYkNCzCWwR2kRAdT2+CgsKLOXIj0C6ChCnI2mstgWJh/GLf0uIVvD3/LhrwNpuMIgywBAbR9/jkiR42i9PXXyb/zThz1vlukE8KbnMjWjA+BDsBjwEfAx8CjQMdjfyaEEL+o4rPPsI+9AUtoKKlrVhPUvbvpSMKw9Tnr2XR4E5N6TiLcP9x0HHO0hv2fOrclWM0Na7WXVJEcFey7w0KPad4aklVssD0j9Wyw+Pl0ewbAtR2uJTksmTlb5tDoaDQdRxikrFZaP3A/cXfdydG//4OcCRNpqqgwHUsI8Rud0HQ4rbVDa71Ra/2O1vrtY+83tXQ4IYTnK1u7ltzbJhOQkUHq6lX4p6SYjiQMa2hq4Lktz9Euoh3XdLjGdByzSg/AETukm9mW0cxeUk2yj7dlwL9aU4wOrAwMh6SznAUqH2az2ri99+3sP7Kf9zPfNx1HGKaUInr8eBJmPUv1tm3YR46ioaDAdCwhxG8gY+qFEC1Ca03R/AUcfvgRQs4eRMqy1/GLiTEdS7iBtXvXYj9q546+d+Bn8TMdx6zmm80Mc/MhHA5Ndmm1z8+HAEhoFYTVosg2ucITnINLD2+HykKzOQy7KOUiusd2Z8G2BVQ3GP6aCLcQcdllJL/8Eg15ec6ZU/v2mY4khDhFp1yIUEq1UUr5djOpEOJn6cZGDj30EMULFxJx1VUkLVyIJcS3p/ELp/K6chZ9t4gBbQZwTttzTMcxL3Odc0tCVDtjEQor6qhrdBxvS/BlNquFtq2CzJ6IgH8Vpg6sNxrDNKUUd/W9i6KaIpb8sMR0HOEmQgYOJGXFcnRjA1kjR1G9ebPpSEKIU/BbTkQsB35USs0+XWGEEJ7PUV1Nzm23Uf72O8RMupU2Tz2JspnrfRfu5aXvX6KyoZI7+93p8/MIaKyHrA1GT0PAT1Z3RsmJCHAOrDS6whMgvgcER/t8ewZAz7ieDEkdwrKdyzhcddh0HOEmAjt3JnX1Gvyio8m+cTxHP/zIdCQhxEk65UKE1vpCoB2w9PTFEUJ4ssbSUuxjb6Bqwz+Jf/RRYv/0J7nZFMdllWex5sc1DM0YSofIDqbjmJfzDdRXOo/hG9TchpAqJyKA5kKE4RMRFgu0O895YkbWFTKtzzQc2sELW18wHUW4Ef/EtqSsWklg167kTZtG6fIVpiMJIU7CCRcilFJz1X/cUWinnac/lhDC09RnZ5M1fDh1e/eSOH8ekcOuNx1JuJk5W+bgb/Vncq/JpqO4h/2fgMXm3JhhkL20Cj+LIqFVoNEc7iIlKoTymgbKqxvMBsm4AKoKoVBeZiWEJjCm6xg+OPABO4p2mI4j3IhfZCTJS5cQev75FDz1FIWzZ6OleCeERziZExGVwPtKqRAApdTvlVJftkwsIYQnqdnxA1nDhuMoP0ry60sJu8DsUXPhfr49/C3rctYx4YwJxATJ0FIA9n0CKQMhIMxoDHtJNW0jg/Czyvxq4Pj2EHup4faMdsc2qUh7BgATzphAdGA0szbPQmttOo5wI5bAQBLnvUCr4cMoeW0x+ffci66vNx1LCPErTvhVh9b6QWA1sF4p9U/gDuDelgomhPAMlV98gX3sWCxBQaSsWkVwr16mIwk349AOZn07i/iQeEZ3GW06jns4kgOFu6D9700nca7ulPkQxzW3qGSZbs8IbwNxXSFTChEAIbYQpvSawrbCbXxkl3kA4t8pq5X4hx8mdupUjv71r+TccgtNlZWmYwkhfsHJtGZcAEwEqoBY4E9a6w0tFUwI4f6O/Pldcm6dhH9qCqlrVhPQLs10JOGG3s98n92lu5naeyqBfnL8H3C2ZYCbFCKqZD7ETzQXZbJND6wEyDgfsjdCvRtkcQNXZlxJx8iOzN0yl7qmOtNxhJtRShFzy820mTGDqk3fYh89hoZC316BK4Q7O5lzmA8AD2mtBwPXAG8qpcxO2BJCGKG1pmjhQg7dfz8hZ51FyhvL8YuNNR1LuKHqhmrmbZ3HGTFncEnaJabjuI99n0CrFIhpbzTGkep6jtY2khItJyKaBflbiQsLMD+wEpyDTJvqIUs6YQGsFit39ruTvMo8lu9abjqOcFOtrhpK0ouLqLfbsQ8bTt3+/aYjCSF+xsm0Zpyvtf7nsfd3AJcAT7ZUMCGEe9L19Ry6/wGK5y8g4oorSHrpRayh8jRV/LzXd75OUU0Rd/e7G4uSGQQANNbBgfXO0xCGt8o0tx9Ia8a/c4vNGQDJA8EvSNozfqJ/m/4MThzMazteo7im2HQc4aZCzzmHlDfewNFQT9bwEVRt/MZ0JCHEf/jVV4X/uSmjmdb6EHDBL32MEMK7NFVUkH3zzZS/+y4xkyfTZubTKH9/07GEmyqoKmDpD0u5OPViesb1NB3Hfdi/hIZqt2nLAEiNkWLiT6VEh5DlDq0ZtkBIHSQDK//DHX3voK6xjgXbFpiOItxYULeupK1Zg1/rOLInTqT8L38xHUkI8RMn8njqM6XUFKVU8k9/UynlDwxQSi0DxrZIOiGE22jIz8c+YgTV326mzdNPEzv5NqQGKX7JvG3zaNJNTO091XQU97LvE/ALhNSzTSfhYHEVSsmJiP+UFhNCYUUdVXWNpqNA+gVQsg+OZJtO4jZSI1IZ1mkY7+5/lz2le0zHEW7M1rYtqatWEdynD/n33EvRwoWydUUIN3EihYghQBOwWimVr5TapZQ6AOwDhgNztNavt2BGIYRhNTt3cvD662k4XEDya6/SauiVpiMJN7ezZCfvZ77PqC6jSAxLNB3Hvez7GFLPAX/zN/9ZxVUkRAQRaLOajuJW0mKaN2e4wamI9GPjuDLXmc3hZm7pcQuhtlBmb54tN5biF1nDw0l+5WUirriC4vkLOHT/A7LeUwg38KuFCK11rdZ6ETALSMHZjtFba50C3Ky1/q6FMwohDKpYvx776DEom43UVSsJ6d/fdCTh5rTWPLvpWSIDIpl4xkTTcdxLSSaU7HeLtgxwnohoFyttGf+puRBxsNgNChGxHSG8rbRn/IeIgAgm9ZzExkMbWZ+z3nQc4eaUvz9tZj5NzOTJlL/7rnO9Z0WF6VhC+LSTmRx2E84CxCGgQik1DvixZWIJIdxB2erV5E66jYDUVFLXrCGgvdkJ/8IzfJT1EVsLtzK512TC/MNMx3Ev+//P+bb9RWZz4CwYHSyW1Z0/p/nfSZY7FCKUcp6KOPg5NLlBq4gbua7jdbSLaMeszbOob5In3OKXKaWInXwbbZ5+2rnec8QIGvLzTccSwmedTCFiOPCMUuounG0ZVwJjWiSVEMIo7XBQ8OwsDj/2uHPy9PI3sMXFmY4lPEBNYw3PbXmOTlGduLr91abjuJ99H0N0BkSlmU5CaZVzdWeaDKr8L0H+VtpEBHLAHQoR4CxE1JZD/lbTSdyKzWLjnn73kFORI+s8xQlrNfRKkl99hYbDBRy8/npqdu40HUkIn3QyhYhBwAPAbcCNWusrtNYbWyaWEMIUR20tedPvoHTJEiJHDCdx4QIsIXKjIk7Mkh+WcLjqMPeeeS9Wi8wd+Df11XBwg1u1ZQBSiPgfUqND3KM1A6DdYFCWf52oEccNbDuQwUmDeWX7KxRVF5mOIzxEyIABpK5aibLZsI8eQ8X69aYjCeFzTqYQcQ0wF4gBXlZKLVBK3dIysYQQJjSWlZE97kYqPvyQuLvvpvVDD6H8/EzHEh4ivzKfpT8sZUjqEPq07mM6jvvJ2gBNdW7RlgFSiPg1abEh7tGaARAcBW37Ok/UiP9yd9+7aXA0MHfrXNNRhAcJaN/e2XaamkrupNsoW73adCQhfMoJFyK01jdqrfsBYcBlwGdAfEsFE0K4Vn1WFlnDhlG7axdt584l+sZxsp5TnJTZm2ejUNzR9w7TUdzTvo/BFgwpg0wnAZyFCD+LIjEyyHQUt5QWHUJZdQNHqt1k9kCH30P+NqgoMJ3E7SSFJzGmyxjez3yf7UXbTccRHsQWF0fK8jcIPeccDj/2OAWzZqEdDtOxhPAJJ3MiAgDttFdr/Y7W+tEWyCSEcLHqrdvIGjYcx9EKkl9fSviQi01HEh5m06FNfGL/hBvPuJH4EKlR/xetnYWIdoPBL8B0GsC5mjI5Khg/60m/FPAJbrU5A6D9sZ/L+z8xm8NNTew+kdigWJ7+5mkcWm4kxYmzhISQuHABkSOGU7p4CXnT78BRV2c6lhBeT159COHjjn74Idk33IA1IoLUNasJ7tXLdCThYRodjcz8diYJIQmM6zrOdBz3VLwXjmS7TVsGwIGiKlKlLeN/SnW3QkT8GRCWAHs/Mp3ELYXYQpjWZxo/lPzA+5nvm44jPIzy86P1Qw8Rd/fdVHz4Idk3jKOxrMx0LCG8mhQihPBRWmuKX36FvKnTCOzWjZQ1q/FPSTEdS3igt/e+zb6yfdzR9w4C/QJNx3FPzb39Ge5RiHA4NPaSapkP8QuSo4KxKDdZ4QnONZ7tL4LMz6DRTdpF3Mwf2/2R7rHdmbtlLpX1labjCA+jlCL6xnG0nTuX2p07ybp+GHUHDpiOJYTXkkKEED7IUV/Pofvup2jOHMIvvZTkpUvwi4w0HUt4oPK6chZ8t4B+8f24KMU9brLd0r6PIa4LtEoynQSAgopaahqapBDxC/z9LCRFBbvPCk+ADhdDfQVkf206iVuyKAv3nXkfJbUlvLL9FdNxhIcKH3IxKW8sw1FVRdaw4VR9Ld9vQrQEKUQI4WMay8rIvvFGyt97j5gpk0mY9SyWAPfoWReeZ8G2BVTUV3BPv3tkuOn/UlcB9q/dqi1DNmacmNToELJK3KgQkXYuWP1le8Yv6BbTjSszrmT57uVklWeZjiM8VFDPnqStfRNb69ZkT5hI2ZtrTUcSwutIIUIIH1J34ABZ1w+jdvsOEp6bTextt8nNozhle8v2snbvWq7tcC0dozqajuO+DnwOjgZo/3vTSY6TQsSJSYsJ4WBRFVpr01GcAkIh9WyZE/Erbu99OwHWAGZtnmU6ivBgtrZtSVm9ipBBAzn8yCMUPD0T3dRkOpYQXkMKEUL4iKqvviLr+mE4qqpIeWMZEX/8o+lIwoNprXl207OE2kKZ3HOy6Tjubd/HEBAOSWeZTnJcVnEVAX4W4sNlpscvSYsJoaq+iaJKN5qg3/5iKNkHpdK7/r/EBMVwS/db+CL3CzbkbjAdR3gwa2goSYsWETl6NKXLlpF722SaKt3olJQQHkwKEUL4gLI1b5I98SZs8fGkrX2ToJ49TUcSHu4j+0d8c/gbJveaTKvAVqbjuC+tYd8nkH4eWG2m0xx3sLiKtJgQLBY5EfVLjq/wLHKjG48Ox07W7JX2jF8ysvNIUsNTmblpJvVNMtxTnDrl50f8A/fT+uGHqNywAfvIkTQcOmQ6lhAeTwoRQngx3dREwdMzOfzoo4QMGkjK6lXY2rY1HUt4uKqGKmZtmkXnqM5c1+E603HcW8FOqMh3q7YMcBYiUqOlLePXNBci3GpORFQ7iG4P+6Q945fYrDbuO/M+siuyeX3n66bjCC8QNWIESS+9RENeHgevu46a7dtNRxLCo0khQggv1VRZRe5tkyldtozI0aNJWrQIa2io6VjCC7z8/csU1hRy/1n3Y7VYTcdxb8fXdl5oNsdPNDY5yC6tJi1WChG/JqFVEP5Wi3ttzgDn9oysf0KdrKj8JQPbDuSilIt4dfur5FXmmY4jvEDoOWeTumY1loBA7KPHcPTDD01HEsJjSSFCCC/UkJ+PfeRIKjdsoPXDDxH/wP0oPz/TsYQXyDySyfJdyxmaMZSecdLi86v2fgRtekBYvOkkx+UdqaGhSZMmJyJ+ldWiSI4Odq/WDHAWIprq4cBnppO4vbv73Y1Simc3PWs6ivASARkZpK59k8AuXcibOo3il15yn4G2QngQKUQI4WWqt23j4HXX05CXR9JLLxE1YoTpSMJLaK2Z8c0MgmxBTO0z1XQc91dVDDnfQMc/mE7yb45vzJATESckLcbNVngCJA+AwAjYI09jf018SDw3d7+ZdTnr+CL3C9NxhJfwi4oi+fWlhF9+GUVzXyD/7ntw1NaajiWER5FChBBe5Mi775E9ZiyWoCBS16wm9JyzTUcSXuTDrA/ZdHgTt/e6najAKNNx3N/ejwANHS8xneTfyOrOk9MuJoSskmocDjd64mm1QcZFsPdDcMg6wV8zpssY0iLSmLlpJnVNbrQBRXg0S0AACc88Q+zU2zn6179iHz2GhoJC07GE8BhSiBDCC+imJgqeeZZD991HUO/epK59k4CMDNOxhBepaqhi1rez6BLdhWs6XGM6jmfY83cIbwvx3U0n+TdZxVWEBfgRHeJvOopHSI0Job7RQX55jeko/67jJVBdDLmbTSdxezarjfvPup+cihyW/LDEdBzhRZRSxNxyC4kL5lOXmUnWtddSs2OH6VhCeASXFSKUUkOUUnuUUvuVUvf+wsddo5TSSqm+rsomhCdrqqgg55ZbKV26lMiRI0l+7VX8IiNNxxJe5sXvXqS4ppgHz3pQBlSeiIZayFwHHYaAcq8VmQeKq0iLDUG5WS53dXyFp7sNrMy4ECx+zoKX+FX92/RnSOoQFu9YTE5Fjuk4wsuEXXghqatXo2w27CNHUf7XD0xHEsLtuaQQoZSyAguBS4AuwHClVJef+bgw4E/AN67IJYSnq8/KIuu666n6+mviH3uM+IceRNlspmMJL7OvbB8rdq/gqvZXcUbsGabjeIasDdBQ7XbzIcC5ilJWd5644ys83a0QEdQKUgbBnn+YTuIx7ux7JxZlkcGVokUEduxA6ltrCerenfy77qLwuefRDofpWEK4LVediDgT2K+1PqC1rgfWAFf8zMc9ATwLyLQXIX5F5ZdfcvC662kqKyN5yWIir7/OdCThhZoHVIb6h3J779tNx/Ece/4O/qGQdo7pJP+mtqGJvLIamQ9xEuLCAgjxt5LpbpszwFnoKt4DJZmmk3iE1iGtmdRjEutz17M+Z73pOMIL+UVFkbxkMa2uv56SV18l97bJNFXKml0hfo6rChFtgZ+eg8s99nvHKaV6AUla6188y6SUukkptVkptbmoqOj0JxXCzWmtKX1jOTk33YwtPp7Ut98i5MwzTccSXurvB//O5oLN3N77diIDpeXnhGjtfEqdfj74BZhO82+ySqpwaEiPCzUdxWMopWgXG0pmkRveTHQc4ny7V7ZnnKiRXUaSHpHOzE0zqW2U517i9FP+/sQ/+gitH3qQyi++wD58OPXZ2aZjCeF2XFWI+LlG1OPjp5VSFmAOcMev/YO01q9orftqrfvGxsaexohCuD9HfT2HHnqIghkzCB08mJRVq/BPTDQdS3ipyvpKZm+eTbfoblyVcZXpOJ7j0HdQccgt2zL2FzpvpjNipRBxMjLiQsksdMNCRGQqxHWR9oyTYLM4B1fmVeax+IfFpuMIL6WUIurY3K6GwiKyrr2Oqo0bTccSwq24qhCRCyT95NeJQP5Pfh0GdAPWK6WygP7A+zKwUoh/aSwpIfuGcZS//Q7Rt95C4vx5WEPleLVoOfO3zaekpoQH+j8gAypPxp5/gLJA+9+bTvJf9hdWohS0i5WfHScjIy6U/PJaquoaTUf5bx0vAftXUFNmOonHOLPNmVySdgmLdywmqzzLdBzhxUIGDCDtrbVYY2PIHj+B0lWrTEcSwm24qhDxLdBeKZWmlPIHhgHvN/+h1rpcax2jtU7VWqcCG4HLtdayk0oIoGbnTg5eey21u3bR9vnniLv9dpRFtu+KlrOjaAerf1zNsE7D6BbTzXQcz7LnH5DUH0KiTSf5L5lFVSRGBhFok8LSyUg/Vrg54K5zInQT7Ps/00k8yt397ibQL5AnNj6B1vrX/wYhTpF/cjKpa9YQes45FDz+BIcefgRHfb3pWEIY55I7Ga11IzAZ+AjYDazVWu9USj2ulLrcFRmE8FTlf/kL9hEjQUPKihWE/8H9jnsL79LoaOSxrx8jNiiWP/X6k+k4nqU8Fw5v/1fvvpvZX1gpbRmnIOPYTI39RRWGk/yMhN4QEidrPE9STFAM0/pMY9PhTbyf+f6v/w1C/AbW0FASFy4g+qabOLJ2Ldmjx9BQUGg6lhBGueyRqtb671rrDlrrdK31U8d+72Gt9X/99NdaD5bTEMLX6YYGDj81g/x77iWoRw/S3nmboG5dTccSPmDFrhXsKdvDfWfdR6i/3LSelB+P3Qy64XyIJofmQFEl6VKIOGnJUSFYLer4jA23YrFAh4th3yfQWGc6jUe5uv3V9IrrxezNsymrldYW0bKU1Urc9Gm0nTuX2n37OHjN1VRv3WY6lhDGyNluIdxQY0kJ2TeOp2z5cqLGjiV5yWL8oqJMxxI+IK8yj0XfL2Jw0mAuSL7AdBzP8+NfIaYjxLQ3neS/5B+poa7Rcfzpvjhx/n4WUqKDySx0w9YMgM6XQX0FHPzCdBKPYlEWHu7/MJUNzsG8QrhC+JCLSV2zGktQMPaxYylb86a0BwmfJIUIIdxMzY4fOHj1NdRs307CrGdpfd+9KD8/07GED9Ba89TGpwB44KwHUOrnFh6J/6m6FLK+hM6Xmk7ys45vzJBCxCnJiA1lvzuu8ARIOxf8Q2H3X00n8TgZkRmM6zqO9zPf55tD35iOI3xEYIcOpL21lpAB/Tn86KMcfvhhmRshfI4UIoRwI0f+/C72kSNRFgupq1cRcdllpiMJH/KR/SM25G1gSq8pxIfEm47jefZ+6Bwa2Mk9CxGZx26ipTXj1KTHhWIvqaKhyWE6yn+zBUL7i5xzIhxNptN4nJu630RyWDJPbHyCuiZpbxGuYY2IIOnFF4m+5WaOvPU29tGjaSgoMB1LCJeRQoQQbkA3NHD4iSc5dP/9BPXuTeo7bxPYpYvpWMKHHK0/yjObnqFLdBdGdBphOo5n2v0BhCdCQi/TSX7W/sJKokP8iQzxNx3FI2XEhtLQpMkurTYd5ed1vgyqiiBnk+kkHifQL5AH+z+I/aidV7e/ajqO8CHKaiVu6lTaznuB+n37OXj1NVRvljF5wjdIIUIIwxqLi7GPG0fZypVEjRtH8muv4hcZaTqW8DEvbHmB0tpSHhnwCFaLrHY8afVVkPkpdPojuGlLy/5CGVT5W6Q3b85wx4GVABkXgdVf2jNO0YCEAVza7lIW/7CYzCOZpuMIHxP++9+TuvZNrCEh2G8YR+nKlTI3Qng9KUQIYVDN9u0cvPoaan/YScLs2bS+526ZByFc7rvC71i7dy0jO4+kS7ScxDkl+/8PGmvddj4EOFsz0mU+xClLjw0B/tXi4nYCw6HdYOfAVLmBOSV39buLEFsIj3/9OA7thi04wqsFZGSQ+tZaQs8+m4InnuTQAw/iqJNWIeG9pBAhhAFaa8rWrME+chTKz4/UNauJuPSPpmMJH9TgaOCxrx8jPiSeyT0nm47juXZ/AEFRkDzQdJKfVVJZR1l1gwyq/A3CAm3Ehwe674kIcM4nOZINh3eYTuKRogKjuKPPHWwt3Mq7+941HUf4IGt4OImLFhIzaRLlf/4z9uEjqM/NNR1LiBYhhQghXMxRXU3+Pfdw+NHHCO7fn9S33yKwUyfTsYSPWrZzGfuP7OeBsx4g2BZsOo5naqyHvR9Bxz+A1T1PNDXfPDc/1RenJj0uhEx3LkR0/AMoC/z4gekkHuvKjCvp27ovz215juKaYtNxhA9SFguxf5pC4qJF1OfkcPDqa6hYv950LCFOOylECOFCdQcOknX99Rz96wfE/GkKSS+/JPMghDEHjhzgxe9e5KKUixicNNh0HM+VtQHqyt28LaMKkNWdv1VGbCiZRVXu27sdGgvJA5wndMQpUUrx8ICHqWusY8Y3M0zHET4s7PzzSHvnbWwJCeTeciuFc+aim2QrjvAeUogQwkWOfvgRWddeS2NRMUmvvUrspEkoi3wLCjOaHE08/NXDBNmCuP+s+03H8Ww/fgC2EGh3nukk/9P+wkqCbFYSIoJMR/Fo6XGhVNY1UnDUjfu2O10KhTuh9IDpJB4rLSKNST0n8Yn9Ez7O+th0HOHD/JOTnevcr7makpdfJnv8BBpLSkzHEuK0kLsgIVqYbmig4OmnyZs6lYCMDNLe/TOhgwaZjiV83KofV/F90ffce+a9xATFmI7juRwO+PFv0P5CsAWaTvM/ZRZV0i42BIvFPTd6eIqMY1tH3HZgJTg3t4Bsz/iNxnYdS5foLjz1zVOU1ZaZjiN8mCUwkIQnn6TNU09Rs20bB4deRfXWraZjCfGbSSFCiBbUUFCAfewNlC57g8hRo0hZ/ga2Nm1MxxI+LvtoNvO2zuPcxHP5Y5oMSf1NcjZCZQF0vtx0kl+0v7BS2jJOgwx3X+EJEJkCbXrCrr+YTuLR/Cx+PDHoCY7WH2Xmppmm4whBq6uvInXNalRgIPYxYyldtsx928SEOAFSiBCihVRt3MjBq66m9scfSXhuNvEPPoDy9zcdS/g4h3bwyFePYLPYeKj/QyglT8h/k53vgV8gdBhiOsn/VF3fSN6RGtJjpRDxW8WGBRAW4OfehQiArldC3hYos5tO4tE6RHbgpjNu4u8H/85n2Z+ZjiMEgZ07k/b2W4QOPpeCp2eSN206TZVu/vNIiP9BChFCnGba4aD4pZfJvnE81latSHtrLRF/lKfOwj28tectNhds5q5+d9E6pLXpOJ7N4XA+dc64EALc9yb/gAyqPG2UUqTHhbp3awZAlyudb+VUxG824YwJdIjswBMbnacjhDDNGh5O4vz5xN11JxWffELWNddSu3ev6VhCnDQpRAhxGjWWlZE76TaK5s4l/JJLSFv7JgHp6aZjCQFAfmU+z295ngFtBnBlxpWm43i+nI1QeRi6DjWd5BfqkZ6uAAAgAElEQVQ13zTLiYjTIz021P1PRESlQZsesOs900k8ns1q4/FBj1NaW8rsb2ebjiME4CyKRo8fT/LSJTRVVpJ1/TCOvCff78KzSCFCiNOkessWDg69iqovv6T1gw+SMHsWlpAQ07GEAEBrzaNfPQrAowMflZaM0+F4W8bFppP8ov2FlVgUpMYEm47iFTLiQimsqONobYPpKL+s61Bne8aRbNNJPF7X6K6M6zaOd/e/y5d5X5qOI8RxIWeeSdqf3yGoWzcO3Xsf+ffdj6O62nQsIU6IFCKE+I20w0Hxy69gHzMW5e9PyurVRI0aKTd6wq28t/89vj70NdP6TCMhNMF0HM/ncMDu94+1ZYSZTvOL9hdWkhIdQoCf1XQUr9Dc4rKvwM1PRUh7xml1S49baBfRjke/fpTKejf/2gufYouLI3npEmImTaL8vfc4eM211O6RVg3h/qQQIcRv0FhcTM6EiRTNmUP4xRcfq0p3NR1LiH9TUFXArG9n0bd1X67reJ3pON4h5xuoOOT2bRkAew5X0KG1tGWcLh1bOwtPewsqDCf5Fc3tGTvluPbpEGAN4PFBj1NQVcDcrXNNxxHi3yg/P2L/NIXkJYtpqjhK1nXXUbZ2rWzVEG5NChFCnKKqr7/mwNChVG/ZQvwTj5Pw3GysofJiX7gXrTVPbnySBkcDjw18DIuSH/unxc53wRrg9m0ZtQ1NZJVU0TE+3HQUr5EYGUSwv5U9h928EAHOUxF5m6U94zTpEduD0V1G8+aeN9l0aJPpOEL8l5ABA2j37rsE9+nD4YcfIf+OO2WrhnBb8opUiJOkGxspmjfPuRUjPILUtWuJvPZaacUQbum9/e+xPnc9U3pNITk82XQc79DcltH+Irdvy9hXUIlDQ6d4987pSSwWRYfWYfx42AM2KHSV9ozTbXKvySSHJfPQlw9Ji4ZwS34xMSS99iqx06dz9KOPOHjV1dT8sNN0LCH+ixQihDgJDQUFZN8wjuJFLxIxdChpb60lsGMH07GE+Fm5FbnM3DSTfvH9GNVllOk43sOD2jKab5Y7SiHitOoUH8aewxXuf+w5qp20Z5xmQX5BzDhnBoerDzNz00zTcYT4WcpiIeamiaQsfwNdX0/W8OGUvrHc/X9mCZ8ihQghTlDl559z8Iorqdm1i4RnZpIw4ykswTKFXrinJkcTD/zzASzKwpODnpSWjNNp13se0ZYBzvkQAX4WUqNlg8/p1DE+jLLqBooq6kxH+XXSnnHa9YjtwYQzJvCXzL/wqf1T03GE+J+Ce/cm7d0/E3r22RTMmEHu5Ck0HTliOpYQgBQixP+zd9/RUZbbAsafLz0hvZME0kgo0pso0qR3EETq0SOoiKAgooJiQURFLCCIKKCgCALSq9Kr9BKQHhLSQwrpdea7f4x4veeqByTJm5ns31osQdH1HA+GmT3vt1/xX+nFxaTM/JC4Z0Zj4+9P6OrVuPXtqzpLiL+15NclnEw9yeT7J8stGWXJaIBza8zisQyASyk5RPg5Y20lj46VpdsnTC6aw56I2yd3zq1R22FhRjcaTV3Purx9+G3SCtJU5wjxl2w8PAj6fB5+k18ld98+oh95hPyTJ1VnCSGDCCH+TlF0NDGDh5CxeDHuQwYT8sMK7MNCVWcJ8bcuZVxi7qm5dKrZid5hvVXnWJbr+yAvFRqax+0jF5NzqO0niyrLWp3fln+axcJKz1AIagFRq1WXWBRbK1vea/MeeSV5vHXoLTnyLio1TdPwfPxxQr5fhmZlTezwEdyc8xl6aanqNFGFySBCiD+h6zqZK37g+iMDKElMJGjeXKq/+SZW9vaq04T4W8WGYiYfmIyrnStvPPCGLFEta1Grwd4VIrqoLvmvMvKKuZlTJIsqy4FnNTt8XOzN40QEQINHISUKUi+oLrEo4e7hTGg2gb3xe1lzRU6ciMrPsUEDQtetxa13b9I+/5zYYcMpjotTnSWqKBlECPEfSjMziR87juS33jI9W7d+PS4dO6rOEuKOzD01lyuZV5jWehoeDh6qcyxLSaHptoy6vcHWUXXNfyWLKstXHX8XLqWYwc0ZYHo8Q7OSUxHlYGjdodxf/X4+OPYBcdnyhk5UftbOzqZdZx/Noig6muv9+nNr3To51SMqnAwihPiD3AMHie7Th7x9+/B99RVqLPwKWz9f1VlC3JHjycf55vw3DIwcSNugtqpzLM+Vn6AoGxoMVF1yR24/NiAnIspHbT8XrqTkYjCawYt3Z18Iaw9Rq0DebJSp2wuBbTQbphyYgsFoUJ0kxB1x69mTsPXrsK9bh6RXJ5M4cSKGrCzVWaIKkUGEEICxqIiU994nbtQorN3cCFm1Eq8nnkCzkv9EhHnILc7ltQOvEeQSxKTmk1TnWKaoVVDNF0LMY8hzKTkHDydbfFzkkbLyUNvfhaJSIzHpeapT7kz9gXArFuKPqy6xOP7V/JnSagqnb57m6/Nfq84R4o7ZBgQQvGQJPuPHk/3Tz0T360/e0aOqs0QVIe+yRJVXdOUKMYMeI2PJEjyGDSN09Woc6tRRnSXEXfng2Ack5ycz46EZONnKtbJlrjALLm+H+o+AtY3qmjtyMTmH2v4usieknJjVwkqAur1M185GrVJdYpF6hvakS3AX5p2ex8WMi6pzhLhjmrU13qOfMS2ytLPlxuNPkPrJp+glJarThIWTQYSosnRdJ2PZMq4PfJTStDRqLPgC/6mvY+XgoDpNiLuyI3YH666uY2T9kTT2baw6xzJd2ASGItPSPzNgNOpcTsn5/c2yKHsRfs5YaWZyhSeAgxtEdoXza8Agm/LLmqZpTG01FQ97D17d9yoFpQWqk4S4K44NGxK2Zg1uAx4hfcECYoYOozgmRnWWsGAyiBBVUklqKnGjR5PyznSc7m9J2Pp1OLdrpzpLiLuWmJvIG4fe4D6v+3i20bOqcyxX1CrwCIHAZqpL7kh8ZgH5xQZZVFmOHGytCfGqxqVkM1lYCaZBWt5NuL5XdYlFcndwZ3rr6VzLusbMYzNV5whx16yqVSNg+nQCZ8+m+MYNoh8ZQObKlbLIUpQLGUSIKid7yxau9+5D/i9H8HvtNWosWICNt7fqLCHuWomxhJf3vYxRN/Jh2w+xtbZVnWSZclJMb9waPApm8piD3JhRMWr7u5jPoxlgunbW3lVuzyhHDwY+yJP1n2T15dVsi9mmOkeIf8S1axfC1q/DsVFDkt94k7hnnqEkJVV1lrAwMogQVUZpZibxEyaQ8OJEbEOCCV27Fs8Rw+X5aWG25p+ez5mbZ3jzgTep4VpDdY7lOrcadKNp2Z+ZuP3mONJPBhHlqba/C7EZ+eQXm8mjDrYOULeP6RraYjNZsmmGxjYZS0Pvhrx96G3ic+JV5wjxj9j6+1Nz0SL8Xn+d/KPHiO7Th6yNm+R0hCgzMogQVULOrt1E9+5Dzo6d+EyYQMiyZdiHharOEuIfO5x4mIVRC3kk4hG6h3ZXnWPZTi+HgKbgaz5LbC+m5FDD0xFne/NYrGmu6vi7oOtwJSVXdcqdazwEinNNe09EubC1suWDth+gofHyvpcpMcrSP2GeNCsrPIcPI2zdWuxDQ0mcNImEF8ZTmpGhOk1YABlECItmyMkhcfIU4seMwcbbm9DVq/B+5mk0G3lxLsxXWkEaUw5MIdQtlFdavKI6x7IlnYWUKGg8VHXJXbmUnENtP1lUWd5qm9vNGQA1HwT3mnB6meoSixbkEsRbD75FVFoUn536THWOEPfELiSE4GXf4fvSRHJ37ya6V29yduxQnSXMnAwihMXKO3yY6D59yVq/Hq/RzxC68gccatdWnSXEPTHqRl4/8Do5xTl82O5DuaqzvJ1ZDtZ2UH+A6pI7VlRq4HpaHnVkP0S5q+nphIOtlfncnAFgZQWNhsL1fZAljw2Upy4hXRgUOYivz33NwYSDqnOEuCeatTVeo0YR8uNqbPz9iB87jsRXXsWQbUYLe0WlIoMIYXGM+fkkT3uHG/9+EisHB0KWf4/v+PFodnaq04S4Z0vOL+Fg4kFebvEykR6RqnMsm6EEzq6EyG7g5Km65o5dTc3FYNSJlEFEubO20ojwdeFSipm9EG80GNDhzArVJRZvUotJ1HKvxZQDU7iZf1N1jhD3zCEyktAVK/AeM4asTZuI7t2H3AMyaBN3TwYRwqLknzxJdL/+ZC5fjufjjxO6dg2OjRqpzhKiTJy9eZY5J+fQObgzj0Y+qjrH8l35GfLToPEw1SV35UKS6dP5ujKIqBB1q7twISnHvBa4eYZCcGs4/T2YU7cZcrBxYFa7WeSX5DP5wGSMulF1khD3TLOzw+f5cYSsWIGVszNxo0aR9NZbGPNkCa64czKIEBbBmJdH8owZxA4bDgYDNZd8g9/kV7FycFCdJkSZyC7O5uV9L+Pr5MtbD74lt71UhDPfQzUfqNVRdcldOZeQhZOdNWE+zqpTqoT6gW5k5BWTmFWoOuXuNB4KGdcg/pjqEosX7h7O5PsncyTpCIvPLVadI0SZcWxQn9A1P+L55JPc+mGlnI4Qd0UGEcLs5R48SHSfvmQu/RaPIUMIXb+eai1bqs4Soszous5bh94iOS+Zme1m4monSwjLXX4GXNoGDR8Da1vVNXclKiGLetVdsbaSYVVFqB/oBkBUfJbikrtUry/YOsnSygrSv1Z/uod0Z+6puRxPPq46R4gyY2Vvj9/Lkwhe9h2avT1xo0aROHkKhlu3VKeJSk4GEcJsGbKySJzyGnEjR6HZ2RG87Dv835iKtXM11WlClKlvzn/Dz7E/M77peBr5yKNGFSJqNRhLoNEQ1SV3xWDU+TUx+/c3x6L83R76nEsws0GEvQvU7QPn1kJJgeoai6dpGm888AY1XGrw0t6XSM1PVZ0kRJlyatqU0HVr8XrmGbI2bOBar95kb/9JdZaoxGQQIcxS9k8/ca1XL9ONGE8/Tei6tTg1a6Y6S4gydyTpCJ+e/JQuwV14/L7HVedUHaeXgX9D8K+vuuSuXLuZS0GJgQYyiKgwDrbWRPg6E2VugwgwPZ5RlAUXN6suqRKc7Zz5pP0n5JfmM3HPREoMJaqThChTVvb2+E4YT+jqVdj4+pDwwgvEj3ueklQZvIn/TwYRwqyU3rxJ/PMvkPD8C9j4+BC6aiW+L07Ayt5edZoQZS45L5lJeycR4hrCtNbTZC9ERUk6C0mnzW5JJfzv4wENgmQQUZHqB7pxLiHLvBZWAoS0AbeacOpb1SVVRi2PWkx7cBqnb55m1vFZqnOEKBcOdesSunIlPhNfJHfvXqJ79ebWj2vM72ukKFcyiBBmQdd1bq1Zy7WevcjdswefF18k9IcfcKhXT3WaEOWi2FDMi3tepNhYzCcdPqGarTxyVGFOLgEbB2g4SHXJXYtKyMLR1ppwWVRZoRoEupGeV0ySuS2stLKCpv+C6D2QEa26psroFtqNEfVG8P3F79l4baPqHCHKhWZjg/dTTxG6bh32kREkvfYacSNHUhwfrzpNVBIyiBCVXnF8AnEjR5E0ZQr2ERGErluH99NPodma1wI5Ie7G+0ffJyotiumtpxPmFqY6p+oozoOzK6FeP3DyVF1z184lZFEvQBZVVrTfF1aa4+MZTYaBZg0nl6ouqVImNJtAM79mTDs8jUsZl1TnCFFu7MNCCV66FL83plJw+gzRvfuQsXQpusGgOk0oJoMIUWnpJSWkL1pEdO/eFJw+jd8bUwn+din2YaGq04QoV2uvrGXV5VU8Wf9JOgV3Up1TtZxbA0XZ0OwJ1SV3zWDUOZ+YLfshFKhX3RUrDfNbWAngGgCR3eDUd1BarLqmyrC1smVWu1m42rkyYc8EsouzVScJUW40Kys8hw4lbNNGnFo0J2XGe8QMGUrhr7+qThMKySBCVEr5J09y/ZEBpH44i2oPPEDYpo14Dh2KZiW/ZIVlO59+num/TOd+//sZ12Sc6pyq58Q34F0barZSXXLXon9bVCk3ZlQ8RztrInxdzPNEBJgGb3k34dIW1SVVirejNx+1/4ikvCSm7J+CUTeqThKiXNkGBFBjwQICPpxJSUIC1wc+SvKMGRhyc1WnCQXkXZ2oVEozM0maOpXYocMw5OYSNG8uNT6fh21AgOo0IcrdrcJbvLj7RTwdPZnZbiY2Vjaqk6qW5ChIOG56U2aGi0FvvwmWExFqmO3CSoBaHcE1yDSIExWqsW9jXm7xMnvj9/Ll2S9V5whR7jRNw613b8K3bMZ90KNkfvsd0T16kr1tu3l+/RT/mAwiRKVwexlldI+e3FqzFs+RTxK+aSMuHTuqThOiQpQaS3ll/yvcLLjJx+0+xtPB/PYTmL0TS8DaHhoNVl3yj0QlZOFga0W4jyw2VaFBoCtpucUkZ5vZwkoAK+vfllbuhozrqmuqnMG1B9M7rDefn/6cffH7VOcIUSGs3dyo/tZbhKxYjrWXFwnjxxP3zDMUx8WpThMVRAYRQrmiq1e5MeJfJE2Zgl1ICKFr1uA3aRJW1eTFtKg6Pjr+EYcSDzHl/ik08GmgOqfqKc6Hsz9Avb5muaQSfltUWd0VG2v5rV2F21em3r5C1ew0GQ6alSytVEDTNKY+MJXanrV5Zd8rXM28qjpJiArj2KgRoatW4jf5VQqOnyC6V2/SvliAXiw7ayydvFoRyhgLCkj9+BOi+/Wn6MoVqk9/h+Bl3+FQO1J1mhAVauWllXx34TuG1x3OwMiBqnOqpvNrzXZJJZgWVZ5LkEWVKtWr7ma+CysB3AIhoqtpaaWhRHVNleNo48hnD3+Gg40DY3eNJaMwQ3WSEBVGs7HB8/HHCdu6Bef27bn56adE93+EvKNHVaeJciSDCKFEzp49RPfqTfqXX+LWuzdhW7fgPnCgLKMUVc7hxMPMODKDNoFteKn5S6pzqq5jC8E7EoIfVF3yj8iiSvUc7ayp5etsvgsr4bellalwYaPqkirJv5o/czrMIa0gjfG7x1NskE+ERdVi6+dH0OxPqbHgC/SiIm7863ESX3mV0vR01WmiHMi7PlGhimNiiHtmNPGjn0VzcKDm0iUEvDcDG0/zPAotxL2Izopm4p6JhLqFMrPtTKytrFUnVU3xxyHxJLR82iyXVML/LqpsGOSuuKRqaxDoTlRCtvkuXIvoDB4hcFSWJqrSwKcB0x+azqnUU7x9+G3z/bUkxD1wbteOsI0b8Br9DFlbtnCtW3cylixBL5HTWpZEBhGiQhhy80idNYtrvfuQf/w4vpMmEbZ2DdVatlSdJoQStwpvMXbnWGytbZnbcS7Ods6qk6quI1+AvavZLqkEWVRZWZgWVhaRkl2kOuWfsbI2DeRuHIbE06prqqxuId0Y03gMG65tYNG5RapzhFDCytER3/HjCVu/DsfGjUl5732i+/Un98BB1WmijMggQpQr3Wjk1tp1XOvejfSFi0zX9WzbitfIJ9Hs7FTnCaFEiaGECXsmkJyXzOwOswl0DlSdVHXlJJv2QzQeBvYuqmv+MVlUWTn8vrDSnB/PaDwMbJ3kVIRioxuOpntod2afnM2O2B2qc4RQxj4sjBpfLiBo/ufoJSXEjRpF3HNj5XYNCyCvWES5KTh7lpghQ0iaPBnbgABCVv5AwIx3sfHxUZ0mhDK6rvPOL+9wPOU401pPo7FvY9VJVdvxr8FogJZPqS75xwxGnfOJsqiyMri9sDIq/pbqlH/O0R0aDYGo1ZCXprqmytI0jXdav0NDn4ZM3j+Z8+nnVScJoYymabh06EDYpo34THyRvMOHie7Rk9RPPsWYl6c6T/xDMogQZa705k0Sp7xGzKDHKElMpPr77xGyfDmODRuqThNCuSXnl7D26lqeavAUvcJ6qc6p2kqL4PhiiOgCXuGqa/6xC0nZ5BcbaFLTQ3VKledoZ00df1dO3MhUnXJvWj4NhiI48Y3qkirN3tqe2R1m4+HgwfM7nyclL0V1khBKWdnZ4f3UU4Rv3Yprj+6kL1jAte49yNq4UfapmCEZRIgyoxcXk75oMde6dSdr40a8Ro0kfOtW3Pv1k9swhAB2xu7k4xMf0zm4M2ObjFWdI86vM90QcP/TqkvuyYlY05veZsEyiKgMmod4cOrGLUoNRtUp/5xvHQhrD8cWyVWeink7evPZw5+RW5LLuF3jyCuRT3+FsPXzJeCDDwhe/j02Pj4kTnqZ2GHDKTgvJ4fMibw7FPdM13Vyduwguk9fUj/8EKfmzQnbsB7fl17C2lkW8AkBcCz5GC/ve5kG3g1496F3sdLky69yRxeAVwSEPay65J4cj83Ez9WeIA9H1SkC00Aov9jAxeQc1Sn35v7RkJMIFzepLqnyanvW5sN2H3I58zIv7H5BrvUU4jdOTZoQsmol1d+dTnFsLDEDHyXxtdcoSZHTQ+ZAXgmLe1Jw5gyxw0cQP3YcWFlRY8EX1FjwBfahoarThKg0LmVc4vldzxPoEsi8jvNwtJE3jMrFHYOEE3D/M2DmJ7ZOxGTQPMQTzUyvHrU0LUJM11Efj8lQXHKPIrqYrvL85QvVJQJoG9SWtx98myNJR3jtwGsYdTM+cSNEGdKsrHAfMIDwbVvxfOIJsjds5FrXbqTOno0hV04QVWYV9upL07RumqZd0jTtqqZpr/7JX39R07RfNU07q2naTk3TgiuqTdy94rg44idMIOaxwRTHxuL/1luEbViPc7t2qtOEqFTic+IZvWM0TrZOLOi0AHcHd9VJAuDQbHBwM+srOwESbhWQmFVIc3kso9IIcHckwM2BY7FmvifCytp0KiLuF4g7qrpGAH1r9eXFZi+yLWYbHxz9QJ6JF+IPrF1c8HvlZcK2bsHl4YdJn/8F17p2JXP5cvTSUtV54k9UyCBC0zRrYB7QHagHDNE0rd5//LRTQHNd1xsCq4GZFdEm7k5pZiYp773HtR49yd2zF+8xzxK+bRsegx9Ds7FRnSdEpZJRmMHoHaMpMhSxoNMCqjtXV50kANKuwoVN0GKUWV/ZCf/7qXvzYE/FJeKPmoV4ciIm0/zfKDYZAQ7ucHC26hLxmyfue4J/1fsX31/8noVRC1XnCFHp2AUFEfjxR4Ss/AG70BCS355GdJ++5OzaZf5fky1MRZ2IaAlc1XU9Wtf1YmAF0PePP0HX9d26ruf/9sNfgKAKahN3wFhURPqiRVzr2o2Mb7/DrW8fwrdtw+f557F2rqY6T4hKJ78knzE7xpCcl8y8jvOo5VFLdZK47fBnYG1n+rTXzJ2IzcTJzpq61c17oGJpmgd7kJxdSMKtAtUp98be2XSDxsXNcPOy6hqB6RrDic0n0iusF3NOzeHHyz+qThKiUnJs2JDgb78laN5c0HXixzzHjRH/oiAqSnWa+E1FDSICgbg//Dj+tz/3V0YCW//sL2ia9rSmacc1TTt+8+bNMkwUf0Y3GsnauIno7j1I/XAWjo0bEbpuLQHTp2Pr56s6T4hKqcRQwvjd47mYcZFZ7WbRxLeJ6iRxW04KnF4OjYeCs/l/DTsek0njGu7YWJv3ngtLc/sGkxPm/ngGmAYRNvZwaI7qEvEbK82Kaa2n0TqwNdN+mcbuG7tVJwlRKWmahkvHjoRtWI//m29QdP06MY8OIuHFiRTHx6vOq/Iq6pXLn23Q+tOzMZqmDQeaAx/+2V/Xdf1LXdeb67re3MfHpwwTxR/puk7u/gPEPDqIxEmTsHJzo+bXi6n55Zc4REaqzhOi0jLqRl47+BqHkw7z5gNv0r5Ge9VJ4o+OfAGGYnhwnOqSe5ZbVMrF5GzZD1EJ1fF3oZqdNcfMfWElgLMPNB4GZ3+A7CTVNeI3tla2fNzuY+7zuo9J+yZxIuWE6iQhKi3N1haPIUMI374dr2dHk7NrF9Hde5A8YwalaWmq86qsihpExAM1/vDjICDxP3+SpmmdgNeAPrquF1VQm/gP+ceOETtiBHFPPYUhM5Pq779H6I+rqfbAA6rThKjUdF3n/aPvs/X6Vl5o+gL9I/qrThJ/VJQDxxZBvT7gFa665p6dupGJUYfmIbIforKxsbaiabAHx2Ms4EQEwINjwVhqGuSJSsPJ1ol5HedRvVp1xu0cx8WMi6qThKjUrJ2r4fvCC4Rv34Zrn95kfreMq527kPrxJxiyslTnVTkVNYg4BkRomhaqaZodMBjY8MefoGlaE2ABpiFEagV1iT8oiIrixshRxI74FyWxN/B7Yyrh27bi3q8fmplfbydEedN1nQ+Pf8jyi8v5V71/MbL+SNVJ4j+d+AaKsqD1C6pLysSxmEysNGhSU25iqYyaBXtwKSWH7MIS1Sn3zjMM6vWF44uhUF6sVyYeDh4s6LyAanbVeOqnp7iUcUl1khCVnq2fHwHvvkvY5k24dOhA+pdfcrVTZ9Lmz5crPytQhby71HW9FBgLbAcuACt1XT+vado0TdP6/PbTPgScgVWapp3WNG3DX/zjRBkrvHSZuLFjiXl0EIXnz+M7aRLhP23Hc+hQNDs71XlCVHq6rvPJiU/49tdvGVpnKC81fwlN+7Mn0oQypUVw+HMIaQOBzVTXlIkTsRnU9nfFxcFWdYr4E82DPdF1OHXjluqUstH6BSjKNg0jRKUS4BzA4i6LsbO246mfnuJK5hXVSUKYBfvQUAI//ojQ9etwatGCm7PncK1zZ9IXf42xsFB1nsWrsI+5dV3fout6pK7r4bquv/vbn3tD1/UNv32/k67rfrquN/7tW5+//yeKe1UcE0PCxJe43q8f+b8cwXvcWMJ3/IzXyCexcnRUnSeEWdB1nc9OfcbX57/msdqP8WrLV2UIURmdXAo5idDmRdUlZaLUYOTUjVuyH6ISa1zTHSvtf69YNXsBTSC8Ixz6DIpyVdeI/1DDtQaLuy7GxsqGUT+NIvpWtOokIcyGQ+3a1Ph8HiErf8Chbl1SZ87kWpeuZC5fjl5crDrPYsl5+yqoJDGRxNdf51rPXuTs2oXXqFHU2vEzPs89h7Wzs+o8IczK/OGot5kAACAASURBVDPz+SrqKwZGDmTK/VNkCFEZlRTC/o+hRisI66C6pkxcTM4hv9hA8xAZRFRWzvY21K3uajl7IgDaT4b8dDj2leoS8SeCXYNZ1HURGhojfxrJ9azrqpOEMCuODRtSc/Eiai5dgm1QEMlvT+Na9x7cWrMWvbRUdZ7FkUFEFVIcF0fS1De42rUb2es34DF0KLV+2o7vxBexdpdnjIW4W1+c+YL5Z+bTv1Z/praaipUmX1IrpVPfmk5DdJgMFjIouv0puyyqrNxahHhyOu4WJQaj6pSyUaMF1OoEB+fIqYhKKtQtlEVdF2HUjYzaPoob2TdUJwlhdqq1bEnwsu+o8dWXWLu7kzRlCtE9e3HrxzXoJRaw96eSkFfNVUBR9HUSX53MtW7dyVq3DveBAwjfvg3/16ZgI1egCvGPLIxayLzT8+gT3oe3HnxLhhCVVUkh7P8Iaj4Aoe1U15SZozEZVHdzINBdHqOrzJoFe1BQYuBcggUteGw/GQoy4OiXqkvEXwh3D2dhl4WUGEt4cvuTxOXEqU4SwuxomoZzmzaErF5F4Gdz0Ko5kfTaa1zr1p3MFT9glEc27pm8crZghZcvk/DiRKJ79iR72zY8hw8jfMcOqr/5JrYBAarzhDBbX5/7mtknZ9MjtAfTHpwmQ4jK7OQSyEkyvXmykNMQBqPOwavptK7lrTpF/BcPhnsBcOCKBd1TH9QcanWGQ3NMV+KKSinCI4KvunxFoaGQkdtHEp8TrzpJCLOkaRqunTsT+uOPBH0xH2tvL5LfeotrnbuQsfRbWWp5D+TVswUqOH+e+HHjuN6nL7l79uA1aiS1du7Ab/JkbP18VecJYbZ0XWfBmQV8fOJjuoV0492H3sXaylp1lvgrt3dDBLeG0Laqa8pMVEIWWQUltImQQURl5+VsT/1AV/Zb0iACfjsVkSmnIiq52p61+arzV+SV5PH4tsdlgaUQ90DTNFzatydkxQpqLl6EXY0apMyYwdVOnUlftAhjnlz7ebdkEGFBCk6fJu6Z0cQMGEjeL0fwHvMs4Tt34DtxIjZeXqrzhDBruq7z6clPmXt6Lr3DevNem/ewsbJRnSX+zolvIDcZ2r9qMachAPZfvgnAQ3Iiwiy0ifDh5I1Mcgot6LnioGYQ0cV0g0Zhtuoa8TfqetVlcdfFGIwGntj2BOfTz6tOEsKsaZpGtQcfJPi7bwn+dikOkZGkfjiLqx07kfbFFxhy5KTYnZJBhJnTdZ3cAweJ/fe/iRk8hILTp/EZ/wK1du3E5/nnsfGQjepC3CujbmTGkRksPreYQZGDmP7QdBlCVHaF2bDvQwhpY1GnIQD2X0mjfqArXs72qlPEHWgT4U2pUeeXaAu5xvO2DlNMpyIOzVFdIv6L2p61Wdp9KU62TozcPpJjycdUJwlhEZxatKDm4kWErFiOY6NG3Px0Nlcf7kjqJ59SevOm6rxKTwYRZkovKSFrwwau93+EuFGjKLp6Fd9JL1Fr1068R4/G2sVFdaIQFqHEWMLUg1NZcWkFj9d7nNdbvS47IczBwdmQnwad31ZdUqZyCks4eSOTthGyaNhcNAv2wNHWmv1XLOxFaUATqD8ADs2F7ETVNeK/qOlakyXdluDn5Mfon0ezJ26P6iQhLIZj48bUWPAFoWt+pNoDD5D+5Zdcfbgjia+/TtG1a6rzKi15NW1mDLm5pC/+mqudu5D48ivopSVUf/ddau3cidfIkVhVq6Y6UQiLUVBawPjd49lwbQNjGo9hYvOJaBZ0xN9iZSfC4XmmN0mBzVTXlKlfojMoNeq0kUGE2bC3seaBcC/L2xMB8PBUMJbC7hmqS8Qd8KvmxzfdviHSI5Lxu8ezKXqT6iQhLIpDvXoEzZlN+NYtuA0cQPbGTUT37EXcs2PIP3YMXddVJ1YqMogwEyUpKaTOmsXV9h1InTkTu5o1CfpiPmEbNuA+4BGs7OxUJwphUbKKsnj6p6fZH7+fqa2m8myjZ2UIYS52zzC9Oer4huqSMrfv8k2c7KxpGuyuOkXchTYR3lxPyyMuI191StnyDIWWT8PpZZDyq+oacQc8HDxY2HUhzfyaMXn/ZJZfXK46SQiLYxcSQvU336TW7l14P/ccBadOETviX8Q8NpjsbdvRDQbViZWCDCIqucLLl0l8dbJpI+vir3Fu24aQVasIXroEl/bt0azk/0IhylpyXvLvS71mtZvFoNqDVCeJO5Xyq+lNUcunwSNEdU2Z23/lJq3CvLC3kdtazMntEyz7LO3xDIC2L4GdC+x4U3WJuEPVbKvxeafP6VCjAzOOzGD+mfnySa0Q5cDG0xOfcWOptXsX/m++geHWLRLGj+dat+5kLFuGsaBAdaJS8i62EtKNRnL37ePGU09zvU9fsrdvx+Oxxwj/aTuBH3+MY4P6qhOFsFiXMi4xbMswkvKS+KLTF3QJ6aI6SdyNHW+a3hS1fUl1SZm7kZ5PTHo+beXaTrMT7lONADcH9l+2wMcznDyhzYtw5SeI3qu6Rtwhe2t7Pm7/MX3C+/D56c95/eDrlBgs6GYXISoRK0dHPIYMIXzrFgLnzMbG05OUd6ZztcPDpH7yKSXJyaoTlZC175WIISeHrLVryVz2PcWxsVj7eOMz/gU8Bg/G2l2O4QpR3g4mHGTi3ok42zqztPtSIj0iVSeJu3Ftt+nNUOdppjdHFmb/VdOn6W0iZT+EudE0jTYRPmw5l0SpwYiNtYV9DnT/aDi2EH56HZ7eA1ZyYscc2FjZML31dIKcg/j8zOck5ibySftPcHeQ15xClAfN2hrXLl1w6dyZglOnSF+8mPQvvyR94UJcOnXCc/gwHJs3rzKPAlvY74TmqejqVZLefpsr7dqTMuM9rD09CfhoFhE7f7sBQ4YQQpS7Hy//yHM7nyPIOYhlPZbJEMLclBbD1pdNj2O0fEZ1TbnYfzmNQHdHwrxlKbE5ahvpQ05hKWfis1SnlD1bB+j0FiSfhRPfKI4Rd0PTNJ5t/Czvt3mfMzfPMHzrcGKzY1VnCWHRNE3DqWlTasydS/jPP+P5xOPk/fILsSP+xfV+/clctapKPLYhgwhFdIOBnJ07if33v4nu1ZusH9fg2rUrIT+uJmT597j17IkmCyiFKHcGo4EPj33IW4ffolX1VizpvgS/an6qs8Td+mUepF2G7jNNb4osTKnByMFrabSN9K4yn5RYmta1vNA0LO8az9vqD4CQNrBzGuRZ4CMoFq5nWE8WdV1EdlE2w7YM41jyMdVJQlQJdkGB+E2aRMSe3fi/Mw2A5KlvcKV9B1JmfkhxfLziwvIjg4gKVpqZSfrChVzr3IX458ZSfD0GnwkTqLVnNwHvzcDxvvtUJwpRZeQU5zBu1ziW/rqUoXWGMrfjXKrZyqfNZicrHvbOhNo9IbKr6ppycSb+FjmFpXJtpxlzd7KjYZA7ey9b6CBC06DHLCjOlcWVZqqJbxOW9VyGl4MXT//8NOuurlOdJESVYeXoiMejjxK6bi3B3y6l2gMPkLFkCdc6dyFuzHPkHjxocUtlZUdEBSpNS+Nqp87ohYU4tWiB7yuv4NLxYTQb+b9BiIoWlx3H2F1juZF9g6mtpsrNGOZs+xTQjdDtPdUl5WbbuWRsrTVa15JFlebs4dq+fLrzMinZhfi5Wt7JHXzrQKsxcGgONH0carRUXSTuUg2XGnzb41sm7pnI1INTic2OZVyTcVhp8tmlEBVB0zScWrTAqUULSpKTyVyxglsrV5G7axfugwZRfdrbqhPLjHxVqUA23t74jBtH6Pp1BH+7FNeuXWQIIYQCBxIO8Njmx0gvTGdB5wUyhDBnV3fCr+uhzUvgEay6plzous6WqGTaRPjg5mirOkfcg54N/dF12BqVpDql/LR7GVwCYPOLYDSorhH/gKudK593+pyBkQNZGLWQ53Y+R1aRBe42EaKSs/X3x3f8eGrt3kX199/DrW8f1UllSgYRFcxr5JM41K6tOkOIKsmoG/ny7JeM2TGGgGoBLO+5nJbV5RM7s1VSAFsmgWcYPDhOdU25OROfRcKtAno0qK46RdyjWr4uRPo5syXKgq9qs3eBru9CchQc/Up1jfiHbK1seaPVG0xtNZUjSUcYtHEQ59POq84SokqysrfHvV8/nJo1U51SpmQQIYSoEnKKc5iwewKfnfqM7qHd+bbHt9RwqaE6S9yL3TMg4xr0/MgiF1TetiUqCVtrjc71ZImqJejRoDrHYjNIzS5UnVJ+7usPtTqZFldmXFddI/4hTdMYVHsQS7svRUdnxNYRrLy00uKeUxdCqCGDCCGExfs1/Vce2/QYe+P38kqLV3i/zfs42jiqzhL3Iu4YHJ5reg49/GHVNeVG13U2n03ioVre8liGhejZoLrp8YxzFnwqQtOg92zQrGDDODAaVReJe1Dfuz4re62kpX9L3vnlHV4/+DoFpZZ/taAQonzJIEIIYbF0XWfFxRUM3zKcYkMxX3f7muH1hsv1h+aupBDWjzE9h95luuqacnVWHsuwOBF+LkT4OrPZkvdEALgFmR7RiNkPJxarrhH3yN3BnXkd5zGm0Rg2XtvIsC3DiM2OVZ0lhDBjMogQQlik7OJsJu2bxLtH3uX+6vezqvcqmvg2UZ0lysKe9yDtMvSZDQ6uqmvK1ZaoJGysNLrU81edIspQjwbVORZj4Y9nADT9F4R1gJ/egEx502rurK2sebbxs8zvNJ/U/FQGbxrMtphtqrOEEGZKBhFCCItzIuUEAzcMZEfsDl5o+gLzOs7Dw8FDdZYoC/EnTFcDNhlhegbdgum6zpZzSbSu5Y2bkzyWYUl6NjQ9nrH9vAU/ngGmRzT6fPbbIxpjQXYLWITWga1Z1WsVYW5hTNo7icn7J5NdnK06SwhhZmQQIYSwGKXGUuaemsuT25/EWrNmafeljGowSu4/txRFObDmKXCpbjrybeHOJWQTl1FAT3ksw+JE+rlQqyo8ngHgXgO6Tofr++CX+aprRBmp7lydb7p/w5hGY9h6fSsDNgzgWPIx1VlCCDMir86FEBbhauZVRmwZwYKzC+gV1ovVfVbT0Keh6ixRlja/BJnX4ZEvwcFNdU2523z7sYz75LYMS9SjQXWOXs/gZk6R6pTy1/RxqNMLfn4DEk6qrhFlxNbKlmcbP8vS7kuxt7Zn5PaRzDo2iyJDFfg1LYS4ZzKIEEKYtRJjCV+e/ZJBmwaRkJvAh+0+5N2H3qWabTXVaaIsnf4ezq6Adq9AyEOqa8qdrutsiUriwVreuDvZqc4R5aBng+oYddh2rgqcirj9iIazH6x+EgrlGL8laejTkJW9VvJo5KMs+XUJQzYP4VLGJdVZQohKTgYRQgizdSnjEsM2D+OzU5/xcM2HWddvHd1CuqnOEmUt7QpsngjBD0HbSaprKsTha+ncyMinX+MA1SminET6OVPH34UVx+LQq8LuBCdPGLgIbt2ATeNlX4SFcbJ1YuoDU5nXcR4ZBRkM2TyERVGLKDWWqk4TQlRSMogQQpidEkMJ80/PZ/DmwaTkp/Bx+4+Z1W4Wng6eqtNEWSsphFX/BhsHGPAVWFmrLqoQ3x2Jxd3JVq7ttGCapjGsVTDnE7M5HXdLdU7FqNkKOkyBcz/CqW9V14hy0DaoLWv6rqFtUFs+PfkpgzcNJupmlOosIUQlJIMIIYRZuZB+gcGbB/P5mc/pEtyF9X3X0zm4s+osUR50HTZNgJQo6DcfXKvG6YDU7EJ+Op/Co82CcLCtGoOXqqp/k0Cq2Vnz3S83VKdUnIcmQGg72DIJEk6orhHlwNPBk0/af8In7T8hszCTYVuG8d6R98gtzlWdJoSoRGQQIYQwC9nF2bx35D0Gbx5MRmEGczrM4YO2H+Du4K46TZSXw/PgzPfQ7lWoXXUeuVlxLI5So87Q+4NVp4hy5mxvQ78mgWw6m8it/GLVORXDyhoGLgZnX1gxDLKrwI6MKkjTNDoFd2J9v/UMqTOE5ReX03ddX3bE7qgajyIJIf4rGUQIISo1o25k7ZW19F7bmxWXVvBo5KOs67uODjU7qE4T5enKDvh5KtTtY1pQWUWUGowsP3qDNhHehHrLwtWqYHirYIpKjaw+Ea86peJU84bBy01LK38YZnoES1gkZztnJt8/mWU9luHp6MmEPRN4ftfzJOXKAEqIqk4GEUKISivqZhTDtwznjUNvEOwazA+9fuD1Vq/jZm/5VzdWaWlXTJv1fe+D/l+AVdX5rWrXxVSSsgoZJqchqoy61V1pFuzBsiM3MBqr0CfF/vXhkQWmxzM2Pi/LKy1cA58GLO+5nJeav8SR5CP0Xd+XBWcWUFBaoDpNCKFI1Xl1J4QwGxmFGbx56E2GbhlKUl4SMx6awZJuS6jjWUd1mihveWnw/WNgbQtDvge7qnUq4LsjN/B3daBTXV/VKaICDW9Vk+tpeRy6lq46pWLV7Q0dXoOzP8D+WaprRDmzsbLh8fseZ13fdbQOaM3c03PpvbY3G65twKgbVecJISqYDCKEEJVGQWkBi88tptfaXmy4uoEn7nuCjf020ju8N5qmqc4T5a0oB5YNhOwEGLwM3GuqLqpQsel57Lt8k8Eta2BjLb89VyXd61fHw8mW736JVZ1S8dpOggaDYNd0OPGN6hpRAQKcA/ikwyd80+0bfBx9eO3AawzeNJhjycdUpwkhKpCN6gAhhCgxlrD2yloWnFlAakEqDwU+xKTmkwhzD1OdJipKaRGsGApJZ2Hw96Zr/qqY736JxdpKY3CLqjWAEeBga82g5jVYeOA6ibcKCHB3VJ1UcTQN+s6DgkzTLTmOnlCvj+oqUQGa+TVjWc9lbLm+hdknZ/Pk9ifpUKMDLzZ7kRC3ENV5QohyJh+5CCGUMepGtkRvod+6frzzyzsEugTyTbdvmN9pvgwhqhKjAX4cBdf3Qb/Pq9QNGbfdzCniu19u0KthdfzdHFTnCAVGPBCMlQbzdl9VnVLxbOxg0BIIbA4/joTovaqLRAWx0qzoFdaLjf028kLTFziSdIT+6/vzzuF3ZKGlEBZOBhFCiAqn6zr74vcxaOMgXtn/Cg42DszrOI8l3ZbQzK+Z6jxRkYwG2PA8XNgAXWdAo8Gqi5SYv+caxQYjL3SMUJ0iFAnycGJwi5r8cCyOuIx81TkVz64aDP0BPMNNp6NuHFFdJCqQg40DoxqMYvMjmxkQOYA1V9fQY20Pph2eRmJuouo8IUQ50Mz5Lt/mzZvrx48fV50hhLhDRt3Inrg9LIpaxNm0swQ5BzG2yVi6h3bHSpO5aJVjKIV1oyFqFbR7FTpMVl2kRFJWAe0+3EO/xgHMHNhIdY5QKCW7kLYzd9OrYQAfDaqivxayk+CbnpCTbBpMhLZRXSQUSMpNYtG5Rfx45UcA+ob35amGTxHoHKi4TAhxNzRNO6HrevM//WsyiBBClLcSQwlbrm9h8bnFRGdFE+gcyJP1n6R/rf7YWtuqzhMqlBabjmBf2AAd34A2E1UXKTNlbRSrjsex+6X2BHk4qc4Rir27+VcWHbjOTxPaUcvXWXWOGjnJsLQvZMaYdsbU6qi6SCiSnJfMwqiFrLmyBl3X6VurL6MajCLIJUh1mhDiDsggQgihRH5JPmuurGHJr0tIzksmwiOCkfVH0jWkKzZWsiu3yiophFWPw+Vt0PU9eGCM6iJlbqTn8/BHexh6f02m9a2vOkdUAum5RbSZuZuH6/gyd2hT1Tnq5KXBt/3g5iV4dAnU6aG6SCiUnJfMoijTCQmDbqBjzY6MqDeCxj6N5VYtISoxGUQIISpUan4qqy6vYvnF5WQVZdHMrxlP1n+SNoFt5AVDVZeXZnr+O+4I9PwIWoxSXaTUiytPs/lsEvte7oCfqyypFCaztl9i7u6rbHm+DfUCXFXnqFOQCd8+AklnoMfMKv/1QkBKXgrfX/ye1ZdXk12cTX2v+oyoN4LOIZ2xtZITlkJUNjKIEEKUO13XOZZ8jBWXVrD7xm5K9VLaB7VnZIORNPZtrDpPVAY3L8P3j5qOXfdfAPf1U12k1OWUHLp9uo9RbcKY0qOu6hxRiWQVlNDmg100D/Fk0ePNq/YAtyjX9BjX5W3Q6jno8g5YWauuEorll+Sz4doGll1YRkx2DH5OfgypM4SBkQNxs3dTnSeE+I0MIoQQ5SanOIcN1zaw8tJKorOicbVzpX+t/gyqPYiarjVV54nKInovrBwB1nYwZAUE/envSVWGwagzYP4hYtPz2DmxPZ7V7FQniUrmy33XmLHlInOHNqFXwwDVOWoZDbD9NTgyHyK7w4CFYF9F92eI/8OoGzmQcIClvy7lSNIRHKwd6BLShQERA2ji26RqD/GEqARkECGEKFO6rhOVFsXaq2vZHL2ZgtICGng3YFDtQXQL6YaDjRwxF78xGuHQHNg5DbwjYOhK8AhWXaXc7TeZc4Y0oU+jKv4mU/ypUoORAV8cJi4jn58mtMXb2V51knpHv4KtL4N3pGlvhG8d1UWiErmUcYnlF5ezLWYbeSV5hLiG8EjEI/QO7423o7fqPCGqJBlECCHKRFxOHJuiN7E5ejOx2bHYW9vTI7QHj9V+jPu871OdJyqbvHTT9ZxXfoJ6/aDPHHCQI7NXU3PpMWc/HWr78MXwZvKJnfhLV1Jy6DnnAJ3r+TFvWBVeXPlH13bDmqegOM+0Z6bxUNVFopLJL8nnp9ifWHNlDadST2Gj2dA2qC0DIgfwYMCDsixbiAokgwghxD+WVZTF9pjtbIrexKnUUwC08G9B77DedAruhIudi+JCUSnFHoIfR0HeTeg6w7RkTt5wYzDqPPrFIaLT8vhpQlt8XeT0kPh7n++5ysxtl5g3tCk9G1ZXnVM55CSbvr7E7IfGw6D7B2AvvxeJ/y86K5p1V9ax/tp6Mgoz8HTwpHNwZ7qGdKWpb1OsZd+IEOVKBhFCiLuSVZTFnrg97LyxkwMJBygxlhDmFkbv8N70DO1JdWd5MSz+QnGe6TGMIwtMj2A8+g0ENFFdVWks3B/N9M0XmD24MX0bB6rOEWag1GDkkfmHSMgs4KcJbfGSRzRMjAbY+wHsnQluQdB7NtTqqLpKVFIlxhL2xe9j6/Wt7I3bS6GhEB9HH7qEdKFbSDca+jTESrNSnSmExZFBhBDiv0rJS2FX3C523tjJ8eTjGHQDfk5+dA7uTK/wXtTzrCdHyMXfi94LG8bBrVho+Qx0fEMWyv3B8ZgMhi48QrtIH74cIY9kiDt3OSWHXnMO0DLUk6//3QJba3nD9Lu4o7D+OUi7DE1GQJfp4OiuukpUYvkl+eyL38e2mG3sj99PsbEY/2r+dA7uTPug9jTxayJXgQpRRmQQIYT4f3Rd51LmJQ4kHGD3jd2cTTsLQIhrCJ2CO9GxZkfu87pP3iyJ/y4rAXa+DWd/AM8w6DsPgh9UXVWpRN/M5ZH5h/B0suPHZx/EQ27JEHdp1fE4Jq0+y6PNgpg5sKF8bf6jkkLY+z4cnAPVvE1D0EZDwUoGNuLv5RbnsjtuN9tjtnMo8RAlxhKcbZ1pHdiadkHteCjwITwcPFRnCmG2ZBAhhAAgvSCdw0mHOZRwiEOJh0gvTAegnlc9OtbsSKeanQhzD1NcKcxGcT4c+gwOfmo6Jv3gWGjzEtg5qS6rVNJzi+j/+SHyikpZO6Y1Nb3k34/4Zz7++TJzdl7hxc6RPN8xQnVO5ZN4Cra8DPFHoXoj6Pa+DEXFHcsvyeeXpF/YF7+PvfF7SStIQ0OjoU9D2ga15YHqD1DXq64suxTiLsggQogqKq8kj9OppzmWfIxDiYe4kHEBAA97D1oFtKJ1QGseCHgAXydfxaXCrJQUwqlvYf/HkJNouhGj8zS5lvNPFJYYGPLVL1xIymb5U61oUlM+WRP/nK7rTFx1hjUnE/h4UCMeaRqkOqny0XWIWg073oTsBKjdE9q9DAGNVZcJM2LUjVzIuMC+ONNQ4nz6eQCcbZ1p7tecltVb0tK/JREeEbJbQoi/IYMIIaqIjMIMTqac5ETKCU6mnuRixkWMuhEbzYaGPg1pHdia1gGtqetVV37jFHevpBBOLoUDn5gGEDVamY5Ah7RWXVYp5RSWMGbZSQ5cTWP+sGZ0q++vOklYgOJSI098fZRjMRnMerSRLD39K8X5cHgeHP4MCrMgsju0f0WW54p/JK0gjePJxzmSfISjSUe5kXMDMH2w08K/BU39mtLYpzGRnpGyX0KIP5BBhBAWqMRQwuVblzmfdp5zaec4ffM017OuA2BvbU8D7wY082v2+2+OTrZyHFz8Q9mJcHwxHP8a8tOg5oOmF/Sh7eRKzr+QeKuAJ785xpXUXN57pAGDmtdQnSQsSHZhCaOWHOfo9Qxe6hLJcx1qyc6Iv1KYZbrF5/Bc0/dD2sD9z5gGE9ZyxF78M0m5SRxNPsrR5KMcSTpCSn4KAA7WDtTzqkcj30Y08jF983b0VlwrhDoyiBDCzJUYS4jJiuF8umnocD7tPJcyL1FiLAHA3d6dBt4NaOrXlOZ+zannVQ87a1mGJ+6B0QDX95lOQFzYYPpx7e7Q6lnTC3l50/OXouKzGLnkGAXFBj4f3pQ2ET6qk4QFKio18OqPUaw9lcDAZkHM6N8AOxs56faXCrNMw9RjiyDrBrjVgOb/hoaDwU1OlYh/Ttd1kvOSOXPzDGdunuHszbP8mvErpcZSAAKqBVDHsw51vOpQ17MudTzr4OfkJ8NDUSXIIEIIM6HrOqn5qVy5dYXLmZe5kmn64/Ws678PHZxsnKjnVY/63vW5z/s+6nvVJ9A5UH5DE/dO1+HmRdPtF2dXmp6vdnAzXYnXYhR4hqourNSMRp3lx24wfdMFPKvZ8fW/WxDp56I6S1gwXdeZvfMKn+64QosQDz4Y0JAwH7ky928ZDXBpKxz5AmL2AxqEtYNGQ6BOT7CX/2bFvSsyFHEh/QJnbp7hXNo5LmZcJDY7Fh3T+y4Pe4/fhxO13GsR7hZOcSxR7AAAE8dJREFUqFuonF4VFkcGEUJUMsWGYuJy4ojJiuF69nVis2N//35WUdbvP8/PyY8IjwjTN/cI6nnVI8Q1BGsra4X1wqIYjZBwAi5uMn1LvwqaNdTqBI2HmI4v2zqorqz0rqTkMHlNFMdjM3kw3ItPBzfG10X+vYmKsf50Aq+vO0dRqZFxHWrxTLtwOR1xJzKi4cwPcGY53IoFazsIaw91ekHtHuAsp5lE2ckvyedS5iUupF/gYsZFLmZc5MqtK7+fnADT6Ykw9zDC3cIJdw8n2DWYmq418XLwkg+chFmSQYQQFUzXdW4V3SIhN4H43HgSchJIzE0kITeBGzk3SMhNwKgbf//53o7ehLiGEOIWQoR7BJEekUR4ROBm76bwf4WwWFnxcG03RO+G6L2mvQ9WNhDykOkFeL2+4Cw3qdyJjLxiFh2I5st90VSzt+H1nvUY0FROKImKl5pTyLSNv7LpbBIRvs5M6VmX9pE+8mvxThiNEHfE9BjahU2mRzfQoHpDCOsA4R1My3llKCvKWImxhPiceKJvRXMt6xrXbl0jOiua61nXKTIU/f7zHG0cqelSk5quNQlyCaKmi+mP/k7++Ffzx8FGfm2KykkGEUKUIaNuJKMwg9T81D/9lpKfQmJuIvml+f/n73O3dyfQOZAgl6Dfhw6hrqEEuwbjbCdHaUU5KS2C1F8h7pjphXbc0d9eZAPOfqZP/8I7QmQXcJSrJe/UjfR8Fh6IZuXxOApLjPRvEsjrPevi5WyvOk1UcbsupjB13XkSbhVQ28+Fp9qG0adRgJyQuFO6DslRcHmbaWAbfxSMpabTEtUbQ42WULMVVG9k2jMhgx5RDgxGw+8fXt3IvkFcTtzv30/ITfj9cd3b3O3d8a/m//tg4j+/+Tr6Ymstt3mIiieDCCH+i8LSQm4V3SKjMINbhbfIKMogszDT9K3I9MebBTdJzU8lLT+NUr30//z9VpoV3g7e+Dr54uPkQ4BzAIHOgf/nmwwbRLkyGiErDtIuw81LpuFD0hnTzofbxz5dqkON+03fwtqDb115EX0X0nOL2HEhha3nktl3+SbWVhr9GgfyVNsw2QUhKpXiUiMbzyTy1f5oLibn4OtiT48G1ele35/mIZ5YW8l/93esKAdiDkLsQdMgN/EU3P6k2t7V9HXU7z7wrfe/f3R0V9ssLJrBaCAlP4WE3ASS85JJzksmKS/J9P18049zinP+39/naueKl6MXng6eeDn89sc//Pj29z0cPHC2dZbTVKJMVIpBhKZp3YDZgDWwUNf19//jr9sDS4FmQDrwmK7rMX/3z5RBhADTYxBFhiIKSgvIL80ntziXnOIccopzyC3JJbs4+//8OKc45/c/d6vwFplFmRSUFvzpP9tas8bN3g1PB0+8/6e9e4+R5KruOP49VdWP6ZmenfXueGzvw/YqjoE4tgGH8Pgn2CZxABkRgWKUh6VEQlFiiUhBSRxL5C0SISX8kUSRBSgSgSCkBMXiIWNkiP/ACSaO7dgYw9rE3sXsa5bZ2dmZftbJH1X9mNl59sxUbff+PqvSvbfureozfXd6uk/frh5LEg3920xlhumxafaN7SMK9DVgsoviGC6chrlXkhUNc6/A3LEk+TCXtpt9q3DGr0yWFV91c1IeuA32HFTiYQvO15o8dWyOJ1+e4/GXzvCtH5wldji4d4y7b7mGe996HTOTWg4rly5357Hvn+HTj7/MY98/TaMVs2+8yNtfcyW3XbuXN1y7l5+YniBQYmLzWnX40TNw4pkk4XvyO3DqueRbOTomZmDqcLLtOdSrTx1OHoeL4/nFL5eFxeZiN0lxYvEEJxdPcnbpLLO1Wc7WzjK7lJTzjflVjw8tpFqsMlmcZLI4yZ7SnqReWt6uFqtUChUqUYVKocJ4YZxKlJSFoKBkhuSfiDCzEPge8A7gOPAE8AF3/07fmN8Gbnb33zKze4D3uvsvr3deJSIuTe24TSNu0GinW389bdfbdZrt5vJ6O6l39i01k8TCUmspSTI0++p9+5daS8uut7CWsWiMarFKtVClWqwyUZxgb2kvU+WpJAPcV58qJWW1WCUwLWeVHRS3k3fY6vNJWZvvq5+DxbNJwmHxTFJemE3bs+Dt5eca29v3JPda2H8DTN8I+2+E8X35/HxDptZsc3K+xsn5OsfOLvLi6QVeOn2BF08vcPT0Au5J7ubGmSp3vnaGu266ip+6ZlJPrmToLNRbfOOFU3zl2RN88+gZfryYLO2eLEe85qpJjkyPc2R6nOv3T3D1njIzk2X2jReVpNgMd5h/NU1MPAtnjqYJ42PJNXlWLKOnMA7j+9NtOikraX1sKvnmjtIklCeTslOPykomy45qtptJYqIvQTFXn+Nc/RzzjXnm6/NJ2Zjv7WvMb+p5d2RRkqRIExWdJEVnXzksUwpLlKJSUvZt5ahMMSxSDntlf38hLBAFEZFFy+q6mPul51JIRLwF+BN3/4W0fT+Au3+0b8zD6ZjHzSwCTgDTvk6Aw5aIaDYbfOJrfw04MZ7887562vaL+pNW7N471nvHxH31ZedYub/v9mKPaRPT9pi4r2x5mzZxt783rr1s7MoxLW8TE9NMy51QsgIlK1IO0tKKlIJCd//yvgKlINk3HhSpBGUqQZlxK1EJyowFJULrPDit/3/eVvyX89XGb/hrs9GANfp9g/5u98r+rf4e+yYOW73TNxnjxffj5s7fPb57e2uN2+p9tJoYi9sE3gZvY3Eb8xbmMRa3MG/3tv4+T/qCODku8CZBu0HYrhG060kZ13v1dp2wXSdo1wjjxoZRNQtVGsUraJSvoF7aR6O4l0Z5H/XSfpbGD7BYOcBS5Rrahc1/3GeQh/pV/+/v0m0ltzfIbTnt2Gm2Y5rtTtmrLzXbLNRaLNRbnK+1WKi1OF9vsVBvcm6xyXxt+cesosA4vK/Ckf0T3HRgkjdeu5dbDk0xWdZna2V0uDs/OHOBJ1+Z48lXfszRkwu8eHqB2QvLH5+iwLhivMhEOaJaiqiWC0yUIibKUVKWIgphQBQahdAIg4BCaERBb18UBESBEYVB93G981raDKyzd3nRTfb1H9MZayvG9o5d3n9JiNsUaqcpLRyntPBDShdepVCbJaqfpbA026vXZglWJixWcAuIw3K6lZItStoelpL9UYk4SPo8iHAL8SCCtOy0u3WL8CApSUs3Ayy9Iw23oNtOHqc7fUHf2GS/Y7BsfK8PC5J29/jBOQMev63b3caxA9/u4Lc58H200XndWYrrLMSLLMU1anGDpbhOrbN5o7uvHteTPm+k/b2xDW/S9Fa33AmGEVlISJAkJiwgtJDIQiLCbj20gJCkDAgIzAgIMIzAklp/adiycRf3dcb3jek7h2Hdx7Qg/R3o7LP0kcu6+3r17nhLbuMnZ27mjte/Z0fuq6ysl4jIai35AeBYX/s48LNrjXH3lpmdA/YBZzKJMAPNVoN/OPX5HT2nuZM+3GNA0NcOAHPoPOx32gZEOKH3yhAn6i/diUjKkOXtlWUIRGlZdKfgTtGdkq9se7fd31dyp8jFfVqHIJeShofEBLQIaROkW9htL3qBGsVk86SsM562C9T7+hYYY54K573CAmOc97Fkn1c4xwSN2kYvehdIFpnJRophQLXce+FULUccmBqjWq5SLUfMTJa5slriqj1lrpka4/AVFQqhHn1ktJkZR6YnODI9wfveeLC7f26xwf/NLnLiXI1T52ucOFdjdqHBQiNN4tWanDpf60votQZOPF6eZtJtNc4ki0zaIhMsUWWRCUvKzr5xq1FqNinTSDZLyhJNynaOEqcpk/QXrUlITERMRJuQmAKtpLT2GjGI5CMGGmbULSlrZmuXgdHCaJrRNLr1lkGTtLRkTLduRhNoXVSHGCMGWgbttN7u2x939hu0SfevqMcsH+O7lA29/dh/DF0iYj1ZJSJWm42Vf7o2MwYz+yDwQYDDhw9vP7IMlQplPn74w93sV0DQV0+zXmZYX3atv76yvz+7tpbV79QNjgk2ehK++vH9oWychU3628BSum3iJpYPWHfMWp19b8NsdP4NT7fBOTYKcc37Mdm/4X244me4ePQmf8b1hq1xP9kqtXVvY43TbfxAPXh/8ibNxsd33hUi6L1rROcdom574xemZkmyr5JumzHo3ynb+Bdkx25v4PdwBv4bvPUDC2HybmshNIph0K0XgkDLykW2YKpS5NZKEQ5t/pjOiqRW7LS65er7oLfSyr33JK+z8q3X7px9tbHrHzPoSq5h1wYW021D7tBZ3Rd3Vv6l9bgJeLqq0dM71jGP6a2mdJK1EZ3zdGdhlfGOeX9f3Dt31raRNbNtxTvoMsEcbvMSVEi3YdJb4R6vWKFO3+p1LlrNDhB3elaOAWauPJLfD7ULskpEHGf5n7WDwKtrjDmefjRjD3B25Ync/UHgQUg+mrEr0e6SMIq44+335h2GiIiIyI4IA9PnskVEZMuyWn/6BHCDmV1vZkXgHuChFWMeAjqv0t8HPLre9SFEREREREREZPhksiIivebDfcDDJF/f+Sl3f87M/gz4trs/BHwS+LSZHSVZCXFPFrGJiIiIiIiISHay+mgG7v5l4Msr9n2kr14D3p9VPCIiIiIiIiKSPV0aXEREREREREQyo0SEiIiIiIiIiGRGiQgRERERERERyYwSESIiIiIiIiKSGSUiRERERERERCQzSkSIiIiIiIiISGaUiBARERERERGRzCgRISIiIiIiIiKZUSJCRERERERERDKjRISIiIiIiIiIZEaJCBERERERERHJjBIRIiIiIiIiIpIZc/e8YxiYmZ0GXs47jgHsB87kHYRsm+ZxNGgeR4PmcTRoHkeD5nF0aC5Hg+ZxNAzjPF7r7tOrdQx1ImJYmdm33f22vOOQ7dE8jgbN42jQPI4GzeNo0DyODs3laNA8joZRm0d9NENEREREREREMqNEhIiIiIiIiIhkRomIfDyYdwCyIzSPo0HzOBo0j6NB8zgaNI+jQ3M5GjSPo2Gk5lHXiBARERERERGRzGhFhIiIiIiIiIhkRokIEREREREREcmMEhE5M7MPm5mb2f68Y5GtM7M/N7NnzOwpM/uqmV2Td0yydWb2MTP7bjqXXzCzqbxjkq0zs/eb2XNmFpvZyHy91eXCzO4ysxfM7KiZ/WHe8cjWmdmnzOyUmT2bdywyODM7ZGZfN7Pn08fUD+Udk2ydmZXN7Ftm9nQ6j3+ad0wyODMLzex/zOyLeceyU5SIyJGZHQLeAbySdywysI+5+83ufivwReAjeQckA3kEuMndbwa+B9yfczwymGeBXwIeyzsQ2RozC4G/B34ReB3wATN7Xb5RyQD+Cbgr7yBk21rA77n7a4E3A7+j38ehVAdud/dbgFuBu8zszTnHJIP7EPB83kHsJCUi8vW3wO8DumLokHL3+b7mOJrLoeTuX3X3Vtr8T+BgnvHIYNz9eXd/Ie84ZCBvAo66+0vu3gA+B7wn55hki9z9MeBs3nHI9rj7j9z9ybR+nuTFz4F8o5Kt8sRC2iykm56nDiEzOwi8C/hE3rHsJCUicmJmdwM/dPen845FtsfM/tLMjgG/glZEjILfAL6SdxAil5kDwLG+9nH0wkckd2Z2HfB64L/yjUQGkS7nfwo4BTzi7prH4fRxkjev47wD2UlR3gGMMjP7GnDVKl0PAH8E/Hy2Eckg1ptHd/93d38AeMDM7gfuA/440wBlUzaax3TMAyRLUj+TZWyyeZuZRxlKtso+vXMnkiMzmwD+FfjdFStAZUi4exu4Nb321RfM7CZ31zVchoiZvRs45e7/bWY/l3c8O0mJiF3k7neutt/Mfhq4HnjazCBZBv6kmb3J3U9kGKJswlrzuIrPAl9CiYhL0kbzaGb3Au8G7nB3vQC6RG3h91GGy3HgUF/7IPBqTrGIXPbMrECShPiMu/9b3vHI9rj7nJl9g+QaLkpEDJe3AXeb2TuBMjBpZv/s7r+ac1zbpo9m5MDd/9fdr3T369z9OpInYG9QEmL4mNkNfc27ge/mFYsMzszuAv4AuNvdF/OOR+Qy9ARwg5ldb2ZF4B7goZxjErksWfIu2SeB5939b/KORwZjZtOdbwEzszHgTvQ8dei4+/3ufjB9zXgP8OgoJCFAiQiR7forM3vWzJ4h+aiNvuJqOP0dUAUeSb+K9R/zDki2zszea2bHgbcAXzKzh/OOSTYnvVjsfcDDJBfG+7y7P5dvVLJVZvYvwOPAjWZ23Mx+M++YZCBvA34NuD39m/hU+m6sDJerga+nz1GfILlGxMh89aMMP9MKZBERERERERHJilZEiIiIiIiIiEhmlIgQERERERERkcwoESEiIiIiIiIimVEiQkREREREREQyo0SEiIiIiIiIiGRGiQgRERERERERyYwSESIiIiIiIiKSGSUiREREJFdm9jNm9oyZlc1s3MyeM7Ob8o5LREREdoe5e94xiIiIyGXOzP4CKANjwHF3/2jOIYmIiMguUSJCREREcmdmReAJoAa81d3bOYckIiIiu0QfzRAREZFLwRXABFAlWRkhIiIiI0orIkRERCR3ZvYQ8DngeuBqd78v55BERERkl0R5ByAiIiKXNzP7daDl7p81sxD4ppnd7u6P5h2biIiI7DytiBARERERERGRzOgaESIiIiIiIiKSGSUiRERERERERCQzSkSIiIiIiIiISGaUiBARERERERGRzCgRISIiIiIiIiKZUSJCRERERERERDKjRISIiIiIiIiIZOb/Adp7w3VsCgzIAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space : 100 samples in the interval [-4,4] \n", "X = np.linspace(-4.,4.,250)[:, None] # we use more samples to get a smoother plot at low lengthscales\n", "\n", "# Create a 1-D RBF kernel with default parameters\n", "k = GPy.kern.RBF(1)\n", "\n", "# Set up the plotting environment\n", "plt.figure(figsize=(18, 7))\n", "\n", "# Set up our list of different lengthscales\n", "ls = [0.25, 0.5, 1., 2., 4.]\n", "\n", "# Loop over the lengthscale values\n", "for l in ls:\n", " # Set the lengthscale to be l\n", " k.lengthscale = l\n", " # Calculate the new covariance function at k(x,0)\n", " C = k.K(X, np.array([[0.]]))\n", " # Plot the resulting covariance vector\n", " plt.plot(X,C)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa(x,0)$\") \n", "plt.title(\"Effects of different lengthscales on the Gaussian RBF kernel\")\n", "plt.legend(labels=ls);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 1\n", "\n", "(a) What is the effect of the lengthscale parameter on the covariance function?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> It causes the covariances to be higher between more distant locations in the input domain, i.e. nearby samples from the corresponding Gaussian process will be more likely to be similar as the lengthscale increased." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(b) Change the code used above to plot the covariance function showing the effects of the variance on the covariance function. Comment on the effect." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X = np.linspace(-4.,4.,100)[:, None]\n", "\n", "k = GPy.kern.RBF(1)\n", "\n", "# List of variances\n", "vs = [0.1, 1., 10.]\n", "\n", "plt.figure(figsize=(18, 7))\n", "\n", "for v in vs:\n", " # Set the variance parameter of the kernel\n", " k.variance = v\n", " C = k.K(X, np.array([[0.]]))\n", " plt.plot(X,C)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\") \n", "plt.title(\"Effects of different variances on the Gaussian RBF kernel\")\n", "plt.legend(labels=vs);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Increasing the variance parameter increases the covariance proportionally between all points, allowing for modelling of data with different variance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Types of covariance function\n", "\n", "There are many different covariance functions already implemented in `GPy`. Aside from the `RBF` kernel, there are others such as the following:\n", "- `Exponential`\n", "- `Matern32`\n", "- `Matern52`\n", "- `Brownian`\n", "- `Bias`\n", "- `Linear`\n", "- `StdPeriodic`\n", "- `Cosine`\n", "- `PeriodicMatern32`, \n", "\n", "Note: when defining these, all are preceded by `GPy.kern.` The following are some examples of the [Matérn 5/2](https://en.wikipedia.org/wiki/Mat%C3%A9rn_covariance_function) and Cosine kernels, compared with the RBF kernel:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space : 100 samples in the interval [-4,4] \n", "X = np.linspace(-4.,4.,250)[:, None]\n", "\n", "# RBF kernel\n", "k_R = GPy.kern.RBF(1)\n", "C_R = k_R.K(X, np.array([[0.]]))\n", "\n", "# Matern 5/2\n", "k_M = GPy.kern.Matern52(1)\n", "C_M = k_M.K(X, np.array([[0.]]))\n", "\n", "# Cosine \n", "k_C = GPy.kern.Cosine(1)\n", "C_C = k_C.K(X, np.array([[0.]]))\n", "\n", "plt.figure(figsize=(18,7))\n", "plt.plot(X, C_R, X, C_M, X, C_C);\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\") \n", "plt.legend(labels=[\"Gaussian RBF\", \"Matérn 5/2\", \"Cosine\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not every kernel has the same set of parameters. Some kernels are not parameterised by a lengthscale, for example, like the `Linear` kernel which only has a list of variances corresponding to each linear component" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "
linear. valueconstraintspriors
variances 1.0 +ve
" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "GPy.kern.Linear(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Likewise, not every kernel is stationary. In the case of the Gaussian RBF, or Matérn kernels, the kernel can be written $\\kappa(x,x') = f(x-x')$, however this is not true for, e.g., the Brownian motion covariance function, which is defined as $k(x,x') = \\min(x,x')$" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space : 100 samples in the interval [-2,8] \n", "X = np.linspace(-2., 8., 100)[:,None]\n", "\n", "# Note that the Brownian kernel is defined:\n", "# k = min(abs(x),abs(x')) if sgn(x) = sgn(x')\n", "# k = 0 if sgn(x) ≠ sgn(x')\n", "\n", "# We define our Brownian kernel\n", "k_B = GPy.kern.Brownian(1)\n", "\n", "plt.figure(figsize=(18,7))\n", "\n", "x_s = [0., 2., 4., 6.] # values of x'\n", "# Loop through values of x'\n", "for x_ in x_s:\n", " # Evaluate kernel at k(x,x')\n", " K_B = k_B.K(X, np.array([[x_]])) \n", " # Plot covariance vector\n", " plt.plot(X, K_B)\n", " \n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", "plt.title(\"Effects of different inputs on a non-stationary, Brownian kernel\")\n", "plt.legend(labels=[\"$\\kappa(x,0)$\", \"$\\kappa(x,2)$\", \"$\\kappa(x,4)$\", \"$\\kappa(x,6)$\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Combining covariance functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 2\n", "\n", "(a) A matrix, $\\mathbf{K}$, is positive semi-definite if the matrix inner product is greater than or equal to zero, $\\mathbf{x}^\\text{T}\\mathbf{K}\\mathbf{x} \\geq 0$, _regardless of the values in $\\mathbf{x}$_. Given this, it should be easy to see that the sum of two positive semi-definite matrices is also positive semi-definite. In the context of Gaussian processes, this is the sum of two covariance functions. What does this mean from a modelling perspective?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " > Thinking about the sum of two kernels in terms of the sum of two normal distributions. If we consider two independent kernels, $k_1$ and $k_2$, and corresponding covariance matrices over some (joint) sample space: $\\mathbf{A} = k_2(\\mathbf{x},\\mathbf{x}^\\text{T})$ and $\\mathbf{B} = k_2(\\mathbf{x},\\mathbf{x}^\\text{T})$, then the sum of two corresponding normal distributions with zero mean and covariance defined by the respective matrices, $\\mathcal{N}(0, \\mathbf{A}) + \\mathcal{N}(0, \\mathbf{B}) = \\mathcal{N}(0, \\mathbf{A}+\\mathbf{B})$. From this we can infer that since the RHS of the equality is a valid distribution, $\\mathbf{A}+\\mathbf{B}$ must be postive semi-definite, and so $(x,x') \\mapsto k_1(x,x') + k_2(x,x')$ results in positive semi-definite matrices regardless of $x$ and $x'$.\n", " >\n", " > The equality holds only when $k_1$ and $k_2$ (and therefore $\\mathbf{A}$ and $\\mathbf{B}$) are independent . From a modelling perspective, this means we can use summative covariance functions to describe different, independent features in the modelled system. For example, we might want to separate some seasonality from an overall increasing trend. The sum of two kernels would allow use to do that. This is the motivation used in Section 7, using the Mauna Loa example." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(b) What about the element-wise product of two covariance functions? If we define $k(\\mathbf{x}, \\mathbf{x}') = k_1(\\mathbf{x},\\mathbf{x}')k_2(\\mathbf{x},\\mathbf{x}')$, then is $k(\\mathbf{x},\\mathbf{x}')$ a valid covariance function?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> The product of two kernels is semi-positive definite, since the product of two semi-positive definite matrices is semi-positive definite.\n", ">\n", "> In terms of modelling, this is less interpretable than in the additive case. In multidimensional input regression, for example, the product of kernels defined over different input variables can be used to combine information. The product of kernels might be considered similar to an AND operator, since the value of the kernel product will have high value if and only if the consitutient kernels both have high values. When modelling a stochastic process that is the product of two Gaussian process, the modelled function in general will not be Gaussian, but the Gaussian process with the covariance of products of the individual GP kernels exists." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combining kernels in GPy\n", "\n", "We can easily combine kernels using `GPy` using the `+` and `*` operators, respectively denoting addition and product of kernels." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Summing kernels\n", "An example of adding kernels is shown here. We create a new kernel that is the `sum` of an RBF and a Matern 5/2 kernel." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
sum. valueconstraintspriors
RBF.variance 1.0 +ve
RBF.lengthscale 2.0 +ve
Matern52.variance 2.0 +ve
Matern52.lengthscale 4.0 +ve
" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create the first kernel: a 1-D RBF with lengthscale 2.0\n", "k_R = GPy.kern.RBF(1, lengthscale=2., name=\"RBF\")\n", "# Create the second kernel: a 1-D Matern52 with variance 2.0 and lengthscale 4.0\n", "k_M = GPy.kern.Matern52(1, variance=2., lengthscale=4., name=\"Matern52\")\n", "\n", "# Add the kernels together\n", "k_sum = k_R + k_M\n", "# Preview the properties of the composite kernel\n", "k_sum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualise our kernel sum to see the resulting effect. It should be fairly clear that the result is simply the sum of evaluations of the respective kernels for each sample point." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space : 100 samples in the interval [-10,10] \n", "X = np.linspace(-10., 10., 100)[:,None]\n", "\n", "# Set up the plotting environment\n", "plt.figure(figsize=(18,7))\n", "\n", "# Here we sample from the consituent and composite kernels\n", "K_R = k_R.K(X, np.array([[0.]])) # RBF\n", "K_M = k_M.K(X, np.array([[0.]])) # Matern 5/2\n", "K_sum = k_sum.K(X, np.array([[0.]])) # RBF + Matern\n", "\n", "# Plot each of our covariance vectors\n", "plt.plot(X, K_R, X, K_M, X, K_sum)\n", " \n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", "plt.legend(labels=[\"Gaussian RBF\", \"Matérn 5/2\", \"RBF + Matérn\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Multiplying two kernels\n", "\n", "We also demonstrate here the effect of multiplying two kernels. Here, we multiply an RBF and Periodic kernel, effectively encapsulating the periodicity into an RBF window:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
mul. valueconstraintspriors
RBF.variance 1.0 +ve
RBF.lengthscale 5.0 +ve
Periodic.variance 1.0 +ve
Periodic.period 5.0 +ve
Periodic.lengthscale 1.0 +ve
" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create the first kernel: a 1-D RBF with lengthscale 5.0\n", "k_R = GPy.kern.RBF(1, lengthscale=5., name=\"RBF\")\n", "# Create the second kernel: a 1-D StdPeriodic with period 5.0\n", "k_P = GPy.kern.StdPeriodic(1, period=5., name=\"Periodic\")\n", "\n", "# Multiply the kernels together\n", "k_mul = k_R * k_P\n", "\n", "# Preview the properties of the composite kernel\n", "k_mul" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Our sample space : 100 samples in the interval [-10,10] \n", "X = np.linspace(-10., 10., 100)[:,None]\n", "\n", "# Set up the plotting environment\n", "plt.figure(figsize=(18,7))\n", "\n", "# Here we sample from the consituent and composite kernels\n", "K_R = k_R.K(X, np.array([[0.]])) # RBF\n", "K_P = k_P.K(X, np.array([[0.]])) # StdPeriodic\n", "K_mul = k_mul.K(X, np.array([[0.]])) # RBF * StdPeriodic\n", "\n", "# Plot each of our covariance vectors\n", "plt.plot(X, K_R, X, K_P, X, K_mul)\n", " \n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", "plt.legend(labels=[\"Gaussian RBF\", \"Periodic\", \"RBF x Periodic\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Sampling from a Gaussian Process\n", "\n", "A Gaussian process provides a prior over some infinite-dimensional function, defined by a mean function and covariance function\n", "\n", "$$ f(x) \\sim \\mathcal{GP}(m(x), k(x,x'))$$\n", "\n", "When we sample from the covariance function, $k$, to create a matrix over some sample space, we are creating a matrix of values that describe the covariance between sample points. Since it is not possible to sample every single point in an infinite dimensional function, we have to sample a finite subset of the input domain. Let $\\mathbf{X}$ denote some sample inputs, and $\\mathbf{K}$ the covariance matrix, with elements $K_{ij} = k(\\mathbf{X}_i,\\mathbf{X}_j)$, then we can describe the prior over $f(\\mathbf{X})$ as a (finite-dimensional) normal distribution with covariance $\\mathbf{K}$. As such, we can easily create samples of $f$ which, for a good choice of $\\mathbf{X}$, are representative of the true function.\n", "\n", "We can also sample from the kernel prior by creating a covariance matrix over a sample space and sampling from a zero-mean multivariate normal distribution with covariance $\\mathbf{K}$. Below are examples of different kernels with different parameters, including composite kernels." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The following plots demonstrate samples from a Gaussian process prior and the corresponding covariance matrix\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ks = [ # List of example kernels\n", " GPy.kern.RBF(1, lengthscale=1.),\n", " GPy.kern.RBF(1, lengthscale=0.5),\n", " GPy.kern.RBF(1, lengthscale=0.25, variance=2.),\n", " GPy.kern.Exponential(1),\n", " GPy.kern.Matern32(1),\n", " GPy.kern.Matern52(1),\n", " GPy.kern.StdPeriodic(1, period=2.),\n", " GPy.kern.Cosine(1),\n", " GPy.kern.Brownian(1),\n", " GPy.kern.Linear(1),\n", " GPy.kern.Bias(1),\n", " GPy.kern.White(1),\n", " GPy.kern.StdPeriodic(1)*GPy.kern.RBF(1),\n", " GPy.kern.Linear(1) + GPy.kern.Exponential(1)\n", "]\n", "# The name of our kernels (for the legend)\n", "kernel_name = [\"RBF ls=1\", \"RBF ls=0.5\", \"RBF ls=0.25, var=2\", \"Exponential\", \"Matern 3/2\", \n", " \"Matern 5/2\", \"Periodic\", \"Cosine\", \"Brownian\", \"Linear\", \"Bias\", \"White\", \"Periodic x RBF\", \"Linear + Exponential\"]\n", "\n", "# Our sample space\n", "X = np.linspace(-5., 5., 250)[:, None]\n", "\n", "print(\"The following plots demonstrate samples from a Gaussian process prior and the corresponding covariance matrix\")\n", "\n", "# Loop through our kernels\n", "for i,k in enumerate(ks):\n", " # The mean function is set to 0\n", " mu = np.zeros((250)) # we have 250 sample inputs\n", " # Get the covariance matrix\n", " if i is not 11:\n", " C = k.K(X,X)\n", " else: # We have to sample White noise kernel differently\n", " C = k.K(X)\n", " \n", " # Sample 5 times from a multivariate Gaussian distribution with mean 0 and covariance k(X,X)\n", " Z = np.random.multivariate_normal(mu, C, 5)\n", " \n", " # Setup figure environment\n", " plt.figure(figsize=(18, 7))\n", " \n", " # Show samples on left hand side\n", " plt.subplot(121)\n", " for j in range(5 if i < 11 else 2): # Loop through samples\n", " plt.plot(X[:],Z[j,:])\n", " plt.title(kernel_name[i])\n", " \n", " # Visualise covariance matrix on right hand side\n", " plt.subplot(122)\n", " plt.pcolor(X.T, X, C)\n", " # Annotate plot\n", " plt.gca().invert_yaxis(), plt.gca().axis(\"image\")\n", " plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These samples are from the Gaussian process prior made up of the covariance function and a zero mean. After GP regression, the fitted posterior can also be sampled in this manner, to get samples of the fitted function.\n", "\n", "### Exercise 3\n", "\n", "Can you identify the covariance function used to generate the following samples?\n", "\n", "![exercise_3](https://github.com/gpschool/labs/raw/2019/.resources/lab1_kernel_samples_example.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> (a) Gaussian / RBF\n", ">\n", "> (b) Linear * Cosine\n", ">\n", "> (c) Matern 3/2 + Bias\n", ">\n", "> (d) Exponential\n", ">\n", "> (e) Brownian * RBF\n", ">\n", "> (f) Periodic * Matern 5/2\n", "\n", "Generated using the following code:\n", "```python\n", "f, axs = plt.subplots(2,3,figsize=(18,12))\n", "X = np.linspace(0., 5., 1000)[:, None]\n", "ks = [\n", " GPy.kern.RBF(1, lengthscale=0.25),\n", " GPy.kern.Cosine(1, lengthscale=0.1) * GPy.kern.Linear(1),\n", " GPy.kern.Bias(1) + GPy.kern.Matern32(1, lengthscale=0.5, variance=1),\n", " GPy.kern.Exponential(1, lengthscale=0.3),\n", " GPy.kern.RBF(1, lengthscale=0.5) * GPy.kern.Brownian(1),\n", " GPy.kern.Matern52(1, lengthscale=0.15) * GPy.kern.StdPeriodic(1)\n", "]\n", "\n", "labels = [\"(a)\", \"(b)\", \"(c)\", \"(d)\", \"(e)\", \"(f)\"]\n", "\n", "for i in range(2):\n", " for j in range(3):\n", " k = ks[i*3+j]\n", " Z = np.random.multivariate_normal(np.zeros((1000)), k.K(X, X), 2)\n", " for z in Z:\n", " axs[i,j].plot(X, z)\n", " axs[i,j].set_title(labels[ i*3+j])\n", " axs[i,j].tick_params(\n", " axis=\"both\",\n", " which=\"both\",\n", " bottom=False,\n", " left=False,\n", " labelleft=False,\n", " labelbottom=False\n", " )\n", " axs[i,j].axis(\"tight\")\n", "\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Gaussian Process Regression\n", "\n", "We will now use our Gaussian process prior with some observed data to form a GP regression model. \n", "\n", "Suppose we have a data model for which we only have noisy observations, $y = f(x) + \\epsilon$ at some small number of sample locations, $\\mathbf{X}$. Here, we set up an example function\n", "\n", "$$\n", " f(x) = -\\cos(2\\pi x) + \\frac{1}{2}\\sin(6\\pi x)\n", "$$\n", "$$\n", " \\mathbf{y} = f(\\mathbf{X}) + \\epsilon, \\quad \\epsilon \\sim \\mathcal{N}(0, 0.01)\n", "$$" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# lambda function, call f(x) to generate data\n", "f = lambda x: -np.cos(2*np.pi*x) + 0.5*np.sin(6*np.pi*x)\n", "\n", "# 10 equally spaced sample locations \n", "X = np.linspace(0.05, 0.95, 10)[:,None]\n", "\n", "# y = f(X) + epsilon\n", "Y = f(X) + np.random.normal(0., 0.1, (10,1)) # note that np.random.normal takes mean and s.d. (not variance), 0.1^2 = 0.01\n", "\n", "# Setup our figure environment\n", "plt.figure(figsize=(18, 7))\n", "\n", "# Plot observations\n", "plt.plot(X, Y, \"kx\", mew=2)\n", "\n", "# Annotate plot\n", "plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", "plt.legend(labels=[\"sample points\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will first fit a Gaussian process using the exact equations.\n", "\n", "A Gaussian process regression model using a Gaussian RBF covariance function can be defined first by setting up the kernel:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "k = GPy.kern.RBF(1, variance=1., lengthscale=0.1, name=\"rbf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then combining it with the data to form a Gaussian process regression model, with $\\mathbf{X}^*$ representing _any_ new inputs (imagine $\\mathbf{f}^*$ approximates $f(\\mathbf{X}^*)$):\n", "\n", "$$\n", "\\left.\\mathbf{f}^*\\,\\right|\\,\\mathbf{X}^*,\\mathbf{X},\\mathbf{y} \\sim \\mathcal{N}\\left(\\mathbf{m}, \\mathbf{C}\\right),\n", "$$\n", "\n", "where $\n", "\\mathbf{m} = \\mathbf{K}_{*x}(\\mathbf{K}_{xx} + \\sigma^2\\mathbf{I})^{-1}\\mathbf{y}$ and $\\mathbf{C} = \\mathbf{K}_{**} - \\mathbf{K}_{*x}(\\mathbf{K}_{xx} + \\sigma^2\\mathbf{I})^{-1}\\mathbf{K}_{*x}^\\text{T}\n", "$ and covariance matrices are defined by evaluations of the kernel functions: $\\mathbf{K}_{xx} = k(\\mathbf{X}, \\mathbf{X})$; $\\mathbf{K}_{*x} = k(\\mathbf{X}^*, \\mathbf{X})$; and $\\mathbf{K}_{**} = k(\\mathbf{X}^*,\\mathbf{X}^*)$." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# New test points to sample function from\n", "Xnew = np.linspace(-0.05, 1.05, 100)[:, None]\n", "\n", "# Covariance between training sample points (+ Gaussian noise)\n", "Kxx = k.K(X,X) + 1 * np.eye(10)\n", "\n", "# Covariance between training and test points\n", "Ksx = k.K(Xnew, X)\n", "\n", "# Covariance between test points\n", "Kss = k.K(Xnew,Xnew)\n", "\n", "# The mean of the GP fit (note that @ is matrix multiplcation: A @ B is equivalent to np.matmul(A,B))\n", "mean = Ksx @ np.linalg.inv(Kxx) @ Y\n", "# The covariance matrix of the GP fit\n", "Cov = Kss - Ksx @ np.linalg.inv(Kxx) @ Ksx.T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we define a quick plotting utility function for our GP fits. There are a number of plotting options available in GPy, but we will use the below method, which plots the mean and 95% confidence fit of a GP for a given input $\\mathbf{X}^*$. Optionally, we will allow it to plot the initial training points." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def plot_gp(X, m, C, training_points=None):\n", " \"\"\" Plotting utility to plot a GP fit with 95% confidence interval \"\"\"\n", " # Plot 95% confidence interval \n", " plt.fill_between(X[:,0],\n", " m[:,0] - 1.96*np.sqrt(np.diag(C)),\n", " m[:,0] + 1.96*np.sqrt(np.diag(C)),\n", " alpha=0.5)\n", " # Plot GP mean and initial training points\n", " plt.plot(X, m, \"-\")\n", " plt.legend(labels=[\"GP fit\"])\n", " \n", " plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", " \n", " # Plot training points if included\n", " if training_points is not None:\n", " X_, Y_ = training_points\n", " plt.plot(X_, Y_, \"kx\", mew=2)\n", " plt.legend(labels=[\"GP fit\", \"sample points\"])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 8))\n", "\n", "# Plot the GP fit mean and covariance\n", "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", "plt.title(\"Explicit (homemade) regression model fit\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also save effort and time by to do Gaussian process regression using `GPy`, by creating a GP regression model with sample points $(\\mathbf{X}, \\mathbf{Y})$ and the Gaussian RBF kernel:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 13.521088418410823
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 1.0 +ve
rbf.lengthscale 0.1 +ve
Gaussian_noise.variance 1.0 +ve
" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m = GPy.models.GPRegression(X, Y, k)\n", "m " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use GPy's regression and prediction tools, which _should_ give the same result as our basic implementation:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Use GPy model to calculate the mean and covariance of the fit at Xnew\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "\n", "plt.figure(figsize=(14, 8))\n", "\n", "# Plot the GP fit mean and covariance\n", "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", "plt.title(\"GPy regression model fit\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It can be clearly seen that this *is* the same fit as our above model. However, using GPy gives flexibility and ease of use for extending the capabilities of the fitting, including use of different kernels, optimising parameters and solving more complicated problems, including classification. We also don't need to write explicit equations and manually creating covariances matrices." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 4\n", "\n", "(a) What do you think of this initial fit? Does the prior given by the GP seem to be adapted?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> It's clear that the observations are captured in the confidence interval, but the fit is not particularly good. The parameters used may not be the best they can be to minimise the loss of the fit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(b) The parameters of the model can be editted much like those of the kernel. For example, \n", "```\n", "m.Gaussian_noise = 0.1\n", "```\n", "or\n", "```\n", "m.rbf.variance = 2.0\n", "```\n", "Change the values of the parameters to try and obtain a better fit of the GP. You can recalculate the updated mean and covariance after changing the values by calling `m.predict_noiseless` as above.\n", "\n", "*Note: changing the original kernel `k` will also affect the model parameters due to how Python connects objects, but this is not a reliable way of setting the parameters, so you should adjust the kernel parameters via the model `m` as described*" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 9.423230603061137
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 1.0 +ve
rbf.lengthscale 0.1 +ve
Gaussian_noise.variance 0.01 +ve
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "m.Gaussian_noise = 0.01\n", "m.rbf.lengthscale = 0.1\n", "\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "\n", "plt.figure(figsize=(14, 8))\n", "# Plot the GP fit mean and covariance\n", "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", "\n", "# Preview the regression model\n", "display(m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(c) Given that we can obtain the mean and covariance of the GP fit, we can also sample the GP posterior as a multivariate Gaussian process. This can be done as in Section 4, where we sampled the priors as defined by the kernels, i.e. with `np.random.multivariate_normal`. Obtain 10 samples from the GP posterior and plot them alongside the data. Try to simulate noisy measurements using `m.predict` (rather than `m.predict_noiseless`).\n", "\n", "*Remember to get the full covariance matrix, using `full_cov=True`, and note that to make the mean vector 1-D (for sampling a multivariate normal), you need `np.random.multivariate_normal(mean[:,0], Cov)`)*" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 6))\n", "\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "\n", "Z = np.random.multivariate_normal(mean[:,0], Cov, 10)\n", "plt.subplot(121)\n", "for z in Z:\n", " plt.plot(Xnew, z, \"g-\", alpha=0.2)\n", "plt.plot(X, Y, \"kx\", mew=2)\n", "plt.xlabel(\"x\"), plt.ylabel(\"f\"), plt.title(\"samples from the posterior GP fit of $f$\") \n", "\n", "mean, Cov = m.predict(Xnew, full_cov=True)\n", "z = np.random.multivariate_normal(mean[:,0], Cov)\n", "plt.subplot(122)\n", "plt.plot(Xnew, z, \".\")\n", "plt.xlabel(\"x\"), plt.ylabel(\"f\"), plt.title(\"sample set of noisy measurements drawn from the GP posterior\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Covariance Function Parameter Estimation\n", "\n", "As discussed in the lectures, the values of kernel parameters can be estimated by maximising the likelihood of the observations. This is useful to optimise our estimate of the underlying function, without eye-balling parameters to get a good fit.\n", "\n", "In `GPy`, the `model` objects such as `GPRegression`, have parameter optimisation functionality. We can call this as following:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 8.67269989097597
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 0.7095339864975491 +ve
rbf.lengthscale 0.10888996175214595 +ve
Gaussian_noise.variance5.539512723356558e-09 +ve
" ], "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m.optimize()\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the selected parameters in the model table above. The regression fit with the optimised parameters can be plotted:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get mean and covariance of optimised GP\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "\n", "# Setup the figure environment\n", "plt.figure(figsize=(14, 8))\n", "\n", "# Plot the GP fit mean and covariance\n", "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", "plt.plot(Xnew, f(Xnew), \"r:\", lw=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameter constraints\n", "\n", "We can see in the above model that the regression model is fit to the data, as the optimiser has minimised the noise effect in the model, `Gaussian_noise.variance`$ = 4.804\\times10^{-8}$. If we *know*, or can reasonably approximate, the variance of the observation noise $\\epsilon$, we can fix this parameter for the optimiser, using `fix`, which in the case of the above is $0.01$. We can also limit the values that the parameters take by adding constraints. For example, the variance and lengthscale can only be positive, so calling `constrain_positive`, we can enforce this (note that this is the default constraint for GP regression anyway)." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "reconstraining parameters GP_regression\n" ] }, { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 8.705963798294754
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 2
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 0.7026408590043611 +ve
rbf.lengthscale 0.11245661515115553 +ve
Gaussian_noise.variance 0.01 fixed +ve
" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Constrain the regression parameters to be positive only\n", "m.constrain_positive()\n", "\n", "# Fix the Gaussian noise variance at 0.01 \n", "m.Gaussian_noise.variance = 0.01 # (Reset the parameter first)\n", "m.Gaussian_noise.variance.fix()\n", "\n", "# Reoptimise\n", "m.optimize()\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see our constraints in the corresponding column in the above table, where \"`+ve`\" means we are constrained to positive values, and `fixed` means the optimiser will not try and optimise this parameter. We can see here that the variance of the noise in the model is unchanged by the optimiser. Looking at the resulting plot, we can see that we have a much more reasonable confidence in our estimate, and that the true function is hard to distinguish from samples drawn from our fit, indicating that we have reasonable approximation of the true function given noisy observations." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get mean and covariance of optimised GP\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "\n", "# Setup our figure environment\n", "plt.figure(figsize=(18, 14))\n", "\n", "# The top plot shows our mean regression fit and 95% confidence intervals \n", "plt.subplot(211)\n", "# Plot the GP fit mean and covariance\n", "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", "plt.title(\"GP posterior\")\n", "plt.subplot(212)\n", "\n", "plt.plot(Xnew, f(Xnew),\"r:\", lw=3)\n", "\n", "Z = np.random.multivariate_normal(mean[:,0], Cov, 20)\n", "for z in Z:\n", " plt.plot(Xnew,z, \"g-\", alpha=0.2)\n", " \n", "plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", "plt.legend(labels=[\"true $f(x)$\", \"samples from GP\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the prior knowledge of the noise in the data has given us a reasonably good approximation of the true function. The samples from the GP demonstrate provide fits to the observed data and roughly follow the shape of the true function $f$, particularly in the range for which we have samples.\n", "\n", "### Exercise 5\n", "\n", "The function we used is a sum of sinusoids, and therefore has inherent periodicity. However, we only have samples for a single period, so this is not directly seen in the domain of $[0, 1]$.\n", "\n", "(a) Try predicting the function on the range of $[0, 2]$ instead (`Xnew = np.linspace(0., 2., 100)[:,None]`), and compare the fitted GP posterior with the true function $f$.\n", "\n", "*Note, you shouldn't need to retrain the model or adjust the hyperparameters.*" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Xnew = np.linspace(0., 2., 100)[:, None]\n", "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", "\n", "plt.figure(figsize=(14, 8))\n", "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", "plt.plot(Xnew, f(Xnew), \"r:\", lw=3)\n", "plt.legend(labels=[\"GP fit\", \"sample points\", \"true $f(x)$\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(b) Comment on the fit of the GP, and the uncertainty in regions where we have no observations. Is the GP still a good fit? How might we produce a better fit, for example, if we knew $f(x)$ had a periodic nature?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> The prediction becomes useless in the areas where we are extrapolating, which makes some degree of sense. However, since the function is sinusoidal, we can see there is some periodicity that we may be able to exploit in our GP fit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Real World Example\n", "\n", "We'll consider now a classic real world example using atmospheric CO$_2$ observations from the Mauna Loa Observatory, Hawaii. The dataset is a good demonstration of the predictive power of Gaussian processes, and we will use it to show how we can encode our prior beliefs to combine kernels.\n", "\n", "First, we need to download the dataset, which can be done through a utility provided by `GPy`. " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Data keys:\n", "dict_keys(['X', 'Y', 'Xtest', 'Ytest', 'info', 'citation', 'details', 'files', 'license', 'size', 'urls'])\n", "\n", "Citation:\n", "Mauna Loa Data. Dr. Pieter Tans, NOAA/ESRL (www.esrl.noaa.gov/gmd/ccgg/trends/) and Dr. Ralph Keeling, Scripps Institution of Oceanography (scrippsco2.ucsd.edu/).\n", "\n", "Info:\n", "Mauna Loa data with 545 values used as training points.\n" ] } ], "source": [ "import pickle\n", "\n", "# Load in the data\n", "with open(\"../.resources/mauna_loa\", \"rb\") as fid:\n", " data = pickle.load(fid)\n", " \n", "print(\"\\nData keys:\")\n", "print(data.keys())\n", "\n", "print(\"\\nCitation:\")\n", "print(data['citation'])\n", "\n", "print(\"\\nInfo:\")\n", "print(data['info'])" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Training data (X = input, Y = observation)\n", "X, Y = data['X'], data['Y']\n", "\n", "# Test data (Xtest = input, Ytest = observations)\n", "Xtest, Ytest = data['Xtest'], data['Ytest']\n", "\n", "# Set up our plotting environment\n", "plt.figure(figsize=(14, 8))\n", "\n", "# Plot the training data in blue and the test data in red\n", "plt.plot(X, Y, \"b.\", Xtest, Ytest, \"r.\")\n", "\n", "# Annotate plot\n", "plt.legend(labels=[\"training data\", \"test data\"])\n", "plt.xlabel(\"year\"), plt.ylabel(\"CO$_2$ (PPM)\"), plt.title(\"Monthly mean CO$_2$ at the Mauna Loa Observatory, Hawaii\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**You may want to subsample the data to save time during the labs**\n", "\n", "Run the following to reduce the datasize by only using every other training point:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "X = X[::2, :]\n", "Y = Y[::2, :]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Naive GP regression\n", "\n", "First, we will try to fit a basic RBF to our data, as we have used in previous examples" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 612.8931626031546
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 121434.14429420912 +ve
rbf.lengthscale 101.51015235706501 +ve
Gaussian_noise.variance 4.578068531409753 +ve
" ], "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "k = GPy.kern.RBF(1, name=\"rbf\")\n", "\n", "m = GPy.models.GPRegression(X, Y, k)\n", "m.optimize()\n", "\n", "m" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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aISVxvQNBznb6uD8UojjXxas719O0vhDHKgpBxkBNcS5b1xewdX3hitsBmsnq+BYiIiIisupZa7lxP8Dpdi/BSPpL4vqHQ5zt9HHHF6QgO4sPPrWO7dVFOB2rJwStK8pm2/pCmqoKKcpZfTOQFIZEREREJOP1B0Ica+2nbzCU7qUwGIxwrstH28MRsrMcPL+lgr11xWQ5Hele2pIoyXOxraqQp6qKVv38I4UhEREREclYoWics51ervYOke6KuJFwjLdv+7neN4TDGA41lHKwvpRslzO9C1sCeW4nTVWFbK8qoqo4J93LSRmFIRERERHJONZarvcFON3hZSzNJXGhaJxLdwZ4t2eQhLXsqi3mcEPZim4cAOByGjZVFrC9uoiNZXk4VlF5X7JW9v+DIiIiIrLqPBgaL4l7MJTekrhoPMGVnkFa7gwQjiXYVlXIkU3lFOeu3LMzk53gtlcXsXV9AdlZK39XazEUhkREREQkI4xF4pzu8HK9L70lcfGE5UZfgAu3fYxG4jSU5/Hs5goqC7PTt6hFKs51sb26iB01RSs6zC01hSERERERSStrLVd7hzjb6SMUTV9J3OTA1LOdPobGolQX5/CRXdXUluambU2L4c5ysGVdATuqi6grzV11846WgsKQiIiIiKRN3+AYx1r76Q+E07YGay13/UHOdPrwDIcpz3fzib3VNJavzIGpNSU57Kwppml9Ie6s1dHhbrkoDImIiIhIyo2GY5xq93LrQSCtJXH3h8Y42+Gjd3CMopwsXt2xnqaqlTcwNc/tZHt1Ebtqi1d9O+ylpDAkIiIiIimTSFje7R3kXKePSCyRtnX4RyOc7fTS6Rkl1+XkaFMlu2qLV9TAVGNgY3keu2uLaawoWFFrzxQKQyIiIiKSEj3+IMdb+/GORNK2htFwjPNdPq73BXA5HTyzqYz9G0pXVDlZYU4WO2qK2FlTrGYIi6QwJCIiIiLLajgU5VS7l9YHw2lbQzgW5/KdQS7fHSBhLXvqijncWEaee2X8cdgYaCjPZ3ddMY3l+WtyJtByWBn/74uIiIjIihNPWC7fHeDt2/60lcTFE5b37g3x9m0/Y9E4TesKOLK5nJK8lXGuJj/bya6aYnbWahdoOSgMiYiIiMiS6/aOcry1n4FgNC3Pf7xNdl1JLs9traCqKCct65mvutJc9m4oYXOlzgItJ4UhEREREVkyQ2NRTrR56OwfSdsaegeCnO7w8jAw3ib7k3traCjPy/g22e4sBztqithTW0x5wcod8LqSKAyJiIiIyKLF4gkudg/Q0u0nlkhPr2zvSJgzHV66fUEKsrN4Zft6nqrO/DbZFQVu9m4o4amqohXVyGE1UBgSERERkUXp6B/hRJuHwFh6SuKGQ1HOd/m5eT+AK8vBc5vL2behhCxn5gYLhzFsXpfP3roSNpTlpXs5a5bCkIiIiIgsyMBohONt/XR7g2l5fjgap+XOAO/0DIKFffUlHGooI9flTMt6kpHrdrK7tpg9dcUU5qghQropDImIiIjIvERiCd6+7efy3QHiaSiJiyUSXO0d4uJtP6FYgm1VhTy7qZyiDO62VlmYzb4NJTxVVZjRO1ZrjcKQiIiIiCTt1oMAp9u9DIdiKX+2tZbWh8Oc6/QRCMWoL8vjuS3lrCvMzA5xxsCmygL2b1ApXKZSGBIRERGROXmGwxxv7ad3YCwtz7/rH+8Q5xkOU1mQzaf2rWNjeX5a1jIXd5aDXbXF7KsroTgvc3erRGFIRERERGYRisY51+Xjas8QCZv6kjjfSJhTHV7u+IIU5mTx6o71bKsqzMg22cW5LvbVl7CzpojsrMw9tyQ/ozAkIiIiIk+w1nK9L8CZDi/BSDzlzx8Nxzjf5eN633iHuOe3VLC3rjgjz9vUlORwoL6UzZUFODQgdUVRGBIRERGRRzwMhHjrVj8PhkIpf3Y0nuDy3QEu3RlvzrC3roTDmzKvQ5wxsGVdAQfqS6kpyU33cmSBFIZEREREBIBgJMaZDh/X+4ZIdUVcwlpu3R/mbJeX0XCczZX5PLelgtI8d2oXMgeX07Czppj99SWUZNjaZP4UhkRERETWuETCcvXeEGc7vYSjiZQ//64/yKl2D96RCOuLsvnIrmpqM2y3Jc/tZO+GEvbWlZDrzqxdKlk4hSERERGRNax3IMixVg/e4XDKn+0bCXO6w0v3RHOE13ZW0bS+IKOaI5TkuTi4sZQd1UUZeV5JFkdhSERERGQNGg5FOd3u5daD4ZQ/eyU0R1hflMOhhlK2rMuscCZLS2FIREREZA2JJyzv3B3gwm0/kVhqS+Ki8QTv3B2k5Y7/Z80RGssyquxsY3kehxrKNCR1jVAYEhEREVkjur2jHG/tZyAYTelzrbXcfDDMuU4fI+FYxjVHMAa2rivkUEMp64py0r0cSSGFIREREZFVbigY5US7h87+kZQ/u8cf5FS7F89ImPVF2by2s4ra0sxojuB0GLZXF9G8sZTS/MwIZpJaCkMiIiIiq1Q0nuBit59L3QPEEqntlZ3JzRFcTsOu2mIObiylMMeV7uVIGikMiYiIiKxC7Q+HOdnuJTCW2pK40XCM87d9XL+Xec0Rsl0O9tWVsL++NKPOKUn6KAyJiIiIrCK+kTAn2jzc8QVT+txYPME7PYNc7B5vjrCnrpinG8szInTkuZ3sry9l74ZisrPSvx7JHApDIiIiIqtAOBbnQpefd3sGiaewJM5aS3v/CKc7vAyHYmyqyOf5rZnRHKEgO4sDG0vZU1eMKwN2piTzKAyJiIiIrGDWWm7eH+Z0h4fRcDylz34wFOJku4f7QyEqCty8sr82I1pSF+ZkcaihjJ01GpQqs1MYEhEREVmh+gMhjrX20zcYSulzh0NRznT6aH0wTJ7byQe3r2NHdRGONDdHKM51caihjB01RTgd6W/UIJlPYUhERERkhQlF45zp8PLevSFsCpvERWIJLt0Z4PLdASxwqKGU5o1luLPSu/tSkjcRgqqLcCgEyTwoDImIiIisENZa3rs3xJkOH6Fo6kriJkvxznZ6GY3EaVpXwHNbKijKTW9b6tI8F4cby3mqqlAhSBZEYUhERERkBegbHONYaz/9gXBKn3tvYIyT7R76h8eHpn50dzU1JekdmqoQJEtl2cKQMSYHOAlkTzznX621f2yM+SDwvwEOYAT4vLW2wxiTDXwDOAj4gM9Ya7uXa30iIiIiK8FoOMapdi+3HgRSWhI3NBbldLuXDs8IBdlZvLpzPdvWF6Z1aKpCkCy15dwZCgMvW2tHjDEu4LQx5ofAG8DPWWtvGmP+Z+A/Ap8Hfh0YsNZuMcZ8FvgK8JllXJ+IiIhIxoonLO/2DHC+y08klkjZc8OxOBdvD/BuzyDGwDObyjhQX5rW1tQleS6eVgiSZbBsYchaaxnf+QFwTfxlJ/4qmni9GOib+PHPAX8y8eN/Bb5qjDET9xERERFZM+76ghxr7cc/GknZMxMJy7W+Ic53+RmLxtleXcizmysoyE7fqYriXBeHG9UYQZbPsv7dbYxxApeALcBfWWsvGGN+A/iBMWYMCADPTFxeC/QAWGtjxpghoBzwLucaRURERDLF0FiUk20eOvpH5r54Cd3xjXKq3YtvNEJtSS4vbq1gXVFOStcwVWFOFk83lrOzRiFIlteyhiFrbRzYZ4wpAb5jjNkF/D7w0Ylg9CXgfwd+A5ju7/QndoWMMV8AvgBQX1+/bGsXERERSZVYPEHLnQFauv1E46krivGPRjjV7qHbF6Q418VHd1expbIgbeeCJoel7qot1pwgSYmU7HtaaweNMceBjwB7rbUXJt76FvCjiR/3AhuAXmNMFuMldP5p7vU14GsAzc3NKqETERGRFa2jf4STbR6GxqIpe+ZYNM6FLh/v3Rsiy+Hg+S0V7N1QTJYjPeeC8txODjWWsae2mKw0nk2StWc5u8lVAtGJIJQLfIjxpgjFxpgma20b8Apwc+Ij3wNeB84Bnwbe0nkhERERWa38oxFOtPXT7Q2m7JnxhOVq7yAXbo83ZdhVW8wzm8rIc6fnXFCOy0lzQyl760rSPrhV1qbl/Du/Gvj7iXNDDuBfrLXfN8b8e+DbxpgEMAD8u4nr/xb4pjGmg/Edoc8u49pERERE0iISS3Dhto937g4ST6Tmv/taa7k9cS5oMBilviyPF7ZWUFGQnZLnP86d5eBAfSkHNpaQneVMyxpEYHm7yV0F9k/z+neA70zzegj4xeVaj4iIiEi63bwf4HS7l5FwLGXP9I2EOdnu5a4/SGmei0/uraGhPC8t54JcTsOeuhIONZSR61YIkvRLX69EERERkTWifzjE8Vsezpy1dFwpZMveMRp2hJb1maFonAtdfq7cG8TldPDi1gr21JWkpTGB02HYVVvE4cbytLbqFnmc/m4UERERWSahaJyznV7e6w3QdT2bN/6gjljUkOWy/OZXepclECUSlvf6hjjf6SOc5nNBxsBTVUUc2VROcZ4r5c8XmYvCkIiIiMgSs9Zy7V6AM51exiJxum/k8KNvlhGLGKw1xKLQcSX3kTDUfSOHjiu5i9o1uusPcrLNg280Ql1pLi9uraSyMD3ngjavK+DZzeVpO5ckkgyFIREREZEl1Dc4xvFWDw8D44Gm+0YOb/xBHdGIAQvGYclyWbbsHXv/M5PXLHTXaDAY4XSHl07PKEU5WXxsdzWbK/PTci5oQ1kez20pp7o4N+XPFpkvhSERERGRJTAajnGq3cutBwGmDgfpuJJLLGrAGjCWrftHee1z/kfCzuQ1NjH9rtFMIrEEb3f7effuIA4HPLu5nP0bStIyq2d9UQ7PbSlnY3l+yp8tslAKQyIiIiKLkEhY3ukZ5HyXj0gs8cT7W/aOkeWyxKKQ5bJPBKHprpm6azQday037w9zptNLMBJne1Uhz26pSEtzgtI8F89uqWDruoK07ESJLIZZyXNNm5ubbUtLS7qXISIiImtUjz/IsdZ+fCORWa9L5jxQsmeG+gbHONHmoX84TFVRDi81VVJVnLOo77EQBdlZPLOpnJ01RTjS0KFOJFnGmEvW2ubp3tPOkIiIiMg8BUJRTrZ5aH84ktT1DTtCc5a9zXXNcCjKmQ4frQ+Hyc928urO9WxbX5jy3Zhsl4NDDWXs21CCKw3leCJLSWFIREREJEmxeIKWOwO0dPuJxlNTXRONJ7h8Z4CWOwNY4HBDGQc3luLOSm0QyXIY9m4o4XBjGTkuDUyV1UFhSERERCQJnZ4RTrR6GBqLpuR51lra+0c43eFlOBRj67oCnt9SQVFuauf1GAPbq4s4srmcohzNCpLVRWFIREREZBYDoxGOt/XT7Q0uy/2nOyvUHwhxos1D31CIyoJsXj1QRW1p6ltVb6rM57ktFZoVJKuWwpCIiIjINCKxBG/f9nP57gDxxMJK4uZqivD4fKHP/9kd7rl7ud4XINfl5INPrWNHTRGOFJ8LqirO4YWtFdSV5qX0uSKppjAkIiIi8phbDwKcbh8vT5vNbGEnmUGqj88X+q//FqHomQAH6sfP5mRnpfZsTkmei+e2VNC0vjClzxVJF4UhERERkQme4TDHWvu5NzD7nB+YO+wkM0h1854gzixLLGrBYdmwc4RPPL2R0nz3kn+32eS5nTy9qZzdtcU41SZb1hCFIREREVnzQtE45zp9XO0dIpHEDMbuGzn86JtlxCIGa6cPO3MNUvWNhHk3co+KX+rF3F/H8y8mOHIktTsyLqfhQH0pBxtKU74LJZIJFIZERERkzbLWcu1egDOdXsYi8aQ+M7kjFI0YsGAcdtqw07AjxG9+pfeJMrpQNM75Lh9X7w3hdjr48Afy2V2bSOmOjDGwY6JDXKE6xMkapjAkIiIia9L9oTGO3fLwMDD7MNTHTZa/YQ0Yy9b9o7z2Of+0DRKmDlJNWMv1ewHePBkj0FXBzoOFfPSDbnLdqd2RaazI5/mt6hAnAgpDIiIissaMhmOc7vBy836AJCrinvB4+dtMQWiqvsExjrd56L2VS/+3nsHGHbx9wXJw45NNFZZLZWE2L26tpL5cHeJEJikMiYiIyJqQSFje6RnkfJePSCyx4PvMVP42nZFwjDMdXm49GKYgO4v6cAMP445ZmyostcKcLI5sLmdHdQ494GoAACAASURBVBEmxS26RTKdwpCIiIisej3+IMdb+/GORJbkflPL36bTec3N6VMOvIW9ZNeMcKihlEMNZdwri/PO92ZuqrCU3FkOmjeWcmBjKS6nY9meI7KSKQyJiIjIqhUIRTnV5qXt4XDKnnn2rOXbf7YBGzc4smp5/X/pZvfm8eYM89lVWiiHMeyqHW+OkOfWH/VEZqN/QkRERGTVicUTXLozwMVuP9F4cq2yO67kkl8UZzTgnDGozDZkdTAY4USbhytvVWPjBqwDG7c8bC1i94GB96+ba1dpMTZV5vP8lgrK1RxBJCkKQyIiIrKqdHpGONnmYTAYTer6J1plG8hyPzlEdaYhq5FYgovdft65O4jDAYefjXPsAsSi07fcnnq/pdohUnMEkYVRGBIREZFVYWB0fGfmtnd0Xp97pFU2dsYhqpPXTW1+ECrr53SHl9FwnO1VhTy3pYL87Cyeqpq9FG6mYDVfBdnjzRF21qg5gshCKAyJiIjIija5M3PpzgDxxPx7ZU+2yo5GmHWI6tSW2s4sy93sbq5f72ddYTYf211NdXHu+9fOVQo3XbCaTxhyOQ0HNpbSvLEMd5aaI4gslMKQiIiIrFitD4Y51e5hOBRb8D2mNjWY7cxQw44Q/+4/3eXEcRgsuUesYpgPblnHzgW0rH58VlGyXeWMgaeqinhuSzmFOa55PVNEnmTsQqaNZYjm5mbb0tKS7mWIiIhIinmGwxxv7ad3YPlaU0+VSFje6xviXKePSDzB3roSnmksI9vlXPA953tmqLY0l5eaKllflLPgZ4qsRcaYS9ba5une086QiIiIrBihaJxzXT6u9gyRmOM/6C5Vg4LegSAn2jx4RyLUleZytKnyiW5tC3lWsl3lSvJcvLC1gi3rChe0fhGZmcKQiIiIZDxrLdf7Apzp8BKMxOe8fmqDAofTcvjDAQ69EphXu+zhUJTTHV7aHo5QmJPFR3dXsaWy4ImSuKVqhvC4bJeDpxvL2LehFKdDzRFEloPCkIiIiGS0B0MhjrX282Ao+YAxtUFBPAHnflBMy0+LkmqXXbctyOW7g1zs9mOBpxvLqAhW0/1mPq5pdn4W2wzhcQ5j2F1XxJFNFeS6F16GJyJzUxgSERGRjBSMxDjd7uXG/QDzPeL8eIc4kmyX/fZZJ8cH7zI0FmVzZT4vbq3Ef7uQN748887PQpshTKehIo8XtlZSoaGpIimhMCQiIiIZJZGwXOkd5FyXj3A08f7r8zmXM9kh7uJPCrn442Li8emDytQgY5wJut3dVBvDz++vpb5sfIDp23Ps/EztRrfQ80nlBW5e2FpJY0X+vD8rIgunMCQiIiIZo8cf5HhrP96RyCOvL+RczmSDgkOvDM8YVKqbRjny29d4r8VN/sYBPvBiFnvq6h85o5PMzs/ks7pv5PDTfypNOhTluJw8s6mMvXUlOHQuSCTlFIZEREQk7QKhKKfavLQ9HJ72/anlbNEI/OibZbz2OX9SgWO6rm3WWm49GOZ0h5dgVpwjv1DEs5vLyXM/+UejZHd+5hPYHMawZ0MxRzaVk7OI9twisjgKQyIiIpI2sXiCS3cGuNjtJxqf+WDQ42eA2i/nc/ta3oI6tz0MhDjR5uH+UIiqohw+sbeGqjlm9yTTBjvZRgqNFfm82FRJWb57XusWkaWnMCQiIiJp0ekZ4WSbh8FgdM5rJ3dnfvTNMtov52NnaIgwm2AkxtlOH9f7AuS6nLyyfT3bqwufaJW9UHOV05UXuHlxayUNOhckkjEUhkRERCSlBkYjnGjzcNs7Oq/PNewI8drn/Ny+ljevzm3xhOW9e0Oc6/IRiyfYX1/C041l3G/L580T05e+LXSI6nTldDoXJJK5FIZEREQkJSKxBG/f9nP57gDxxDx7ZU9I5vzO1CDjrPJzos2DbzRCfVkeL02Up812vmcxQ1SnltM5jGFPXTFHNutckEimUhgSERGRZXfrQYDT7V6GQ7FF32u28ztTg4xxJlj3mR4qNyf4+J5qNlXkv18SN9v5nqUYorqxfDx4lWtekEhGUxgSERGRZeMZDnOstZ97A7OXs81WljafkrW2d3OIRgxYg7WGdSMb+LVngmQ5HY9cN9v5nsUMUS3Nc/FCUyWbKwuS/oyIpI/CkIiIiCy5UDTOuU4fV3uHSNiZS+K6b+RMGYy68JI1ay2dnlHaHH6MsxwbN2S54OhRnghCMHu53UKGqLqzHDyzqYx9G0ofmVEkIplNYUhERESWjLWWa/cCnOn0MhaJz3rtZNAZ38kBWFjJmm8kzIl2Dz3+Mcob3XzmjzsJdM09+HS2crtkh6gaAztrinluy/QzikQks+mfWhEREVkS94fGOHbLw8NAcudrJoMO1gAWjJ1XyVo4Fud8l58rvYO4nQ6ONlWyu7YYhwN4euCJ5823Q9xcu1K1pbkcbapk3RwzikQkcykMiYiIyKKMhmOcavdy60GAWSrinjA16DiclsMfDnDolcCcJWvWWm7cD3Cmw8dYNM6umiKObC6nv6OAt74187mj+XaIm2lXqjAnixe2VrKtqnBev04iknkUhkRERGRB4gnLuz0DnO/yE4kl5v35ZM/mTC1nezAU4nhbPw8DYaqLc/hUUw3rinLmDDsL6RD3+K7UU/tDPLOpnOaGUlzTnEMSkZVHYUhERETm7Y5vlOOtHvyjkUXdZ7ZzO1ONhmOc6fRy8/4w+W4nr+5Yz7aqwqRaZcPCOsRNDWsvv2z495+uoijHtfAvKyIZR2FIREREkjY0FuVEm4fO/pGUPC+esFzpHeRCl59YIsHBjaUcbijDnZV8q2xYWIc4gMPPWL70P+ZTV5q3ZN9JRDKHsfMp7s0wzc3NtqWlJd3LEBERWfWi8QQXu/1c6h4glkjNnx3On7OcOunAVvfTtCfCS02VlOa5Z7w+2QYJyVyX53by7OYKdtUWvb/7JCIrkzHmkrW2ebr3tDMkIiIis2p/OMzJdi+BsWhKnjc0FuX7Pwlz+a/3TswL2swvNfdSmjf7MNZkSu7mOlvkMIa9G4p5ZlM5OS7nsnw/EckcCkMiIiIyLd9ImOOtHu76gyl5XjSeoKV7gEt3Bxi8thkbd4A1xGP2iTNAC+kOB7OfLdpYnsdLTZWUF2Qv23cUkcyiMCQiIiKPCEXjnO/ycaVniMQ8y+nnO8sHxge1tvePcKrdy0g4xrb1hdR/1MXfn5v5DNBCusPB9GeLSvJcvNhUyebKgnl9VxFZ+RSGREREBBgPJdf7Apzp8BKMxOf9+fns1kyGpoqmAJ3coXdwjIoCN6/trKO2NBeIzdrwYCHd4eDRRgpPHQjzmY8VcKC+hCy1yhZZkxSGREREhAdDIY619vNgKLndnOkku1vTfSOHN/5DHdGowTjL2PCr/bz8UgG7aou5ezOXn/7o0XNA01lod7jJz37kgy6e31pFQbb+KCSylul3ABERkTUsGIlxut3LjfsBFttgdupujcNpGeh30X0j55GgkrCWM6ccRKOAHQ9OT7GZPXWD8z4HlOyMoqnWF+VwdFslNSW5C/2aIrKKKAyJiIisQYmE5Z2eQS7c9hGOJpbknpO7NRd/UsjFHxdz/ofFtPy06P1Q0zc4xok2D/dyc3FkVWPjliwXPLV/PNAs9BxQsq2yn9tSwc4atcoWkZ9RGBIREVlj7vqCHG/rxzcSWfJ7N+wI0XEll3j8Z6HmxuVsWm03tx4MU5Cdxc99OAf3wV46r+Y9EmAWcg5IrbJFZDEUhkRERNaIobEoJ9s8dPSPzPuz8+kS92i5XIKbdJL9cIRDDaUcaijD5XRAVZjGneFHPreQc0Cz7SbVl+VxdJtaZYvIzBSGREREVrloPMHFbj+XugeIJeZ/MOjcvxXx7a+uxyYgy53cWZ5PfbmdU6ccUN3P1t1RXtxaT0mee85nzfcc0HS7ScW5Ll5sqmDLusKk7yMia5PCkIiIyCrW9nCYk20ehkOxBX2++0YO3/7qOhJxgLnP8gwGI5xs93J7bJT1L7p4aWslDRX5j9wvmZ2fZK97pFX2/hC/+LF8mjeWqlW2iCRFYUhERGQV8o6EOd7qoccfXNR9Oq7kkkgYwAAWY5j2LE8kNr779M7dQRwOeH5LBfs2lOB0/KxZQbLd4hbSVe7DH3DxQlMVRTmuRX1fEVlbFIZERERWkVA0zrlOH1d7h0gstlc248HH5bZEI+BwWP6H3+5/JJhYa2l9OMyPj8UY7Cxj2/5cPv6hbPKnmd+TbLe4+XSVqyjM5mhTJRvK8hb9XUVk7VEYEhERWQWstbx3b4iznT7GIvElu+9sTQ08w2GOt/Zz+0YOD7/1DMQdXL5gebqxl/xpwkuy3eKSuS7H5eTI5nL21BbjcKhVtogsjMKQiIjICndvcIzjrf30B8JzX7wAjzc1GJvYfbp2b4gcl5PasW08jDvm3MlJtlvcbNcZA7tri3l2cwW5brXKFpHFURgSERFZoYZDUU63e7n1YHhen5tsTpBfFGc04JwxmDzexCAxsft0rtNHJJ5gb10JT28q40FFgqvfT24+ULLd4qa7rrYkl6PbKllXlDOv7ysiMhOFIRERkRUmFk9w+e4gF7v9RGKJeX12sjlBNGLAju+0TNcu+/EmBp/+j520cQfvSIS60lxeaqqkYmJ+z0LmA81HQXYWz2+tYHt10ZLeV0REYUhERGQF6fSMcLLNw2AwuqDPTzYnwI53h7N2+tK2qU0MohHLD38Sp/Zogo/uqmLLugKMefScznznAyXD6TAcqC/lcGMZ7iy1yhaRpacwJCIisgL4RyOcaOun27u4VtmTzQmiEcZ3hhx22tK2xt2jOJxlxK3BOC0Hnony6pGNuFI0v6exIp+XmiopzZ97UKuIyEIpDImIiGSwcCzO+S4/V3oGiScW3yp7aknbdGeGrLXc9o5yKuCl8jP3yPdVc/Qo7NyfPe395hqOmuzw1EkleS5eaqpkU2XBor6niEgyFIZEREQykLWW630BznR4CS5hq2yYuaTNPxrhZJuHO/4gZfluPvvxfOrLYjPeZ67hqPMZnurOcnC4sYwD9aWPDGoVEVlOCkMiIiIZpm9wjOOtHh4GlvYMzkzCsThv3/bzbs8gWU4HL26tYE9dyZyhZK7hqMkOT32qqpDnt1ZQmONa8u8mIjIbhSEREZEMMRKOTbTKDmAXXxE3J2stN+8Pc6ZzfPdpZ00Rz24uJ8+d3B8P5hqOOtf7lYXZHN1WSV1p3pJ9JxGR+TA2Fb/bLpPm5mbb0tKS7mWIiIgsSiye4J2eQd6+Pf9W2TD/czkAD4ZCHG/r52EgTFVRDke3VbI+ifk9jz9rIWeGclxOnt1czu7aYhwqiRORZWaMuWStbZ7uPe0MiYiIpNFiW2XP51wOwGg4xtlOHzfuB8hzO/nwjvU8VVX4RKvs+TxrtudNfd8Y2F1bzLObK8h1O+f/ZUVElpjCkIiISBr4RsKcbPcsulX2o/OA4EffLOO1z/mfCCjxhOWnJ2K0nMvCvcHBkWdKOdRYSnbWk6Fkpt2eZM8ATWf0bjFjPWXkveoiV92yRSRDKAyJiIikUCga53yXjys9QySWoFT98blB7ZfzuX0t75Edoju+UX74ZpT2rx/Exg1Zrq3UHewlO2v6sraZdprmOgM0nYLsLAoC6/n138knEoG/+M/w5ptw5Miiv7qIyKIt2+Q0Y0yOMeZtY8wVY8x1Y8yfTrxujDH/yRjTZoy5aYz53Smv/6UxpsMYc9UYc2C51iYiIpJq1lqu9g7y9bPdvHN3cEmCEPxsblDTgVGMAWsNsaih40ouQ2NRvn+1j+++20fgdikkHGAdxGPj70/n0d2fR6+bfNZHXvfOWY7ndBgONZTx+rMNdL83HoTicYhE4PjxJfnqIiKLtpw7Q2HgZWvtiDHGBZw2xvwQ2A5sAJ6y1iaMMesmrv8IsHXir6eBNyb+V0REZEXrHQhyvNWDZzi8LPdv2BHitc/5uX0t7/1dm1DFA755vgeHgWc3l1O23sXXTs+9qzPX7s9cZ4QAGivyeampktL88Xq4o0fB7R4PQm73+M9FRDJBSrrJGWPygNPAbwL/F/Ar1tqOx675G+C4tfafJn7eChy11t6f6b7qJiciIpksEIpyqs1L28PhlDzv9vVsLpzNwlPQQ2Kdj23rC3l+SwUFOeP/7TPZrnML6U4HUJLn4qWmSjZVFjzx3rlz4ztCR4+qRE5EUitt3eSMMU7gErAF+Ctr7QVjzGbgM8aYnwc8wO9aa9uBWqBnysd7J167/9g9vwB8AaC+vn45ly8iIrIg0XiCi91+Lt8ZIBpf3H90TDaYeIbDXAr18nDTGJUF2by0rY7akkdL4ZLZ1Un2uqnratoT4VBDGQfqS8hyTl+Bf+SIQpCIZJ5lDUPW2jiwzxhTAnzHGLMLyAZC1tpmY8wvAP8P8AIwXU/PJ/4NYq39GvA1GN8ZWrbFi4iILEDrg2FOtXsYDsWmfX8+uzMXf1LIxR8XE4/P3DY7FI1zrsvHe71DZLscvLxtHTtri3Ak0Sp7oaY2WXC5Lf/2wwSHG9WTSURWnpT8zmWtHTTGHAdeY3zH59sTb30H+LuJH/cyfpZoUh3Ql4r1iYiILFZ/IMTxVg/3Bqc/i5NsuJm89o0/qCMaMRP/WfDJVtYJa7l2b4hznT7CsQR76op5ZlM5Oa75z++Zb1lcx5Vc4hNNFuJRw8VzDj50dN6PFRFJu2ULQ8aYSiA6EYRygQ8BXwG+C7zM+I7QS0DbxEe+B/y2MeafGW+cMDTbeSEREZFMMDnE9HrfEDMdw00m3Ew12dENawALxj7SzODewBgn2jz0tuaS7WnixZdg/7b4jGucLezMd2hrjsvJL30yh2P/rIYIIrLyLefOUDXw9xPnhhzAv1hrv2+MOQ38gzHm94ER4Dcmrv8B8FGgAwgC/9Myrk1ERGRR4gnLN747zHd+GKVxV5iGHTNfO1e4edzUjm4Op+XwhwMceiVAxaYRfnjNQ9vDERz95Xj/5TDxmOGfj1tK59hlminsJDtI1RjYVVPMc1sqyHU7aXpTDRFEZOVbtjBkrb0K7J/m9UHgY9O8boHfWq71iIiILJVOzwh/918D/Offq5oIGaWz7qjMFG5mun5yns/kbk7dtiDv9Azyg/N+EhYON5Qx/HAT3bG5Q8xcYSeZQao1JTl8YNs61hXlvP+aGiKIyGowYxgyxnzTWvs5Y8zvWWv/z1QuSkREJBP5RsKcaPNwxxfknQul74eMaAR+9M0yXvucf9pA8ni4Sbaj28btY9z2jvL/XvAyNBZlc2U+L2ytpDjXRXc4xJv/tDRzg2ZaW0F2Fs9vrWB7ddE8f6VERFaGGecMGWNuMD4I9XvAUR7r9mat9S/34uaiOUMiIpIKoWicc50+rvYOkZj49+bj54CMgSz33GdukjUwGuFE+3jwKstz82JTBRvL8x+5ZqnnBk1e17Q/xC+8lsPTjeW4s6ZvlS0islLMNmdotjD0u4wPSd0E3OPRMGSttZuWeqHzpTAkIiLLKZGwXJ3o2BaKPtmgoPtGDj/6Zhntl/Ox1mAclo+87uVDvzyw4GeGY3Hevu3n3Z5BshwOntlUxp66EpyO5WuVDT8Ld/GoITsb3nzTqAxORFaFBQ1dtdb+JfCXxpg3rLW/uWyrExERyUB3fKOcaPPgG4nMeE3DjhCvfc7P7Wt5c5arzcVay837w/zkRIyhznK2H8jnYx9yk+ee//He+bbKBrh3s4B4zJBIGCKR8eYICkMistrN+TusgpCIiKwlA6MRTrZ76PKMJnX9XOeBkgkm94fGON7qoedWLv3fegYbd9BywXKoYf4ld/Ntle3OcnCooYzmXyvhB98wapctImuKxkWLiIgwfi7owm0/V3oGiSdmGBg0g4YdoQW1tR4ORTnT6aP1wTD52U42hDbyMO6Ys0Pc5L2nC1nJtsoG2FZVyAtbKyjMcUEjvKl22SKyxigMiYjImpZIWK71jZ8LCkZmHly6EDMFk1g8weW7g1zs9mOBQw2lNG8so68swbv/fe4OcbOFrGRaZVcUZvOBbZXUleY98rraZYvIWqMwJCIia1aPP8jxNg/e4fCy3P/xYLJ5T5D2/mFOt3sJhGKPtMqG5Ftwz7b7M9s9clxOnt1czu7aYhzL3JBBRGQlUBgSEZE1ZzAY4WS7l87+kUdenyw9yy+KMxpwzqsBwXSmBpPyrQEuh+/Q+94Y5flufmF/LRvK8qb9zFzPTGZ20NR7GAO7a4t5dnMFuW7ngr+PiMhqozAkIiJrRij6s7bVj58LWq65Qeu3jNLluMupe0NkZzk4uq2S3TWL25lJdgep+0YO/W1F/NrP5/LB7dkLfp6IyGqlMCQiIqvauXNw7Jhlw84RgiX9M54Lmiw9wxrAYu3MDQiS6RAXT1jeuzfE+S4fkXiCPXXFPLOpnBzXwnZmHn/mXDtI/R35fO0Pa4hGDf/t78abI+g8kIjIoxSGRERk1Tp3Dl5+2RKJgNOVz29+xUXDjunD0GTpWTTC+M6Qw05bgpZM6+o7vlFOtnvxj0bYUJbLS1srKS+YfWdmtoA1n3bZWQ7DgY2lHHu7jGjUEI+juUEiIjNQGBIRkVVpYDTC//2PY4QjRdiEIRGBiz8pnDFETC09m+3M0GzNCwaDEU61e+nyjlKc6+ITe6pprMjHmNlL4uYKO8m2y95Umc9LTZWU5LlxvAz/639Cc4NERGahMCQiIqtKKBrnfJePq71DlG3JxuEsJJ4ALFz8cTGHXhmeteztQ788MOv9p2teEIkleLvbz7t3B3E44LnN5ZSOVNH103wcM5TSTX3mXGFnroYJZfluXmqqpKEi//3XjhzR3CARkbkoDImIyKqQSFiu9A5yvstPKDpeCtewI8ThDwc494NisOMlY48HjfmUoE3ec3IHafOeIMESD39/zkswEmd7dSHPba7A01nAG1+e+Z6PP/NTX+yfszvcdA0T3FkOntlUxr4NpTinaciguUEiIrNTGBIRkRWvyzPCqYkzOo879EqAlp8WzRg0ki1Bm6phR4js2gFOtHl4+CBMVVEOn9hTQ1VxDgDn5rjn488cDTjn7A43tWGCMbC9uojnt1SQn61/lYuILJR+BxURkRXLOxLmZJuHO77gjNfM1YZ6rhK0qbpv5HDjUjbDZX08yOkjP9vJqzvWs62q8JFzQXPdc7r3k5kvBFBVnMPRbZVUF+fOea2IiMzOWGvnvipDNTc325aWlnQvQ0REUiwYiXGu08e1ewESS/DvsWRaZXdec/PXf7CBeMxgnJajv3+dVz/gxp3lWNA9k3nmVPnZTp7dXEHgThEnThidAxIRSZIx5pK1tnm697QzJCIiK0YsnuDdnkEu3PbTdtVNx5WSpMPEbGbblbHW0ukZ5dvfLyAeM2AdkLDkeqtxZz3abGG6WUALeeZUTodh34YSnt5UxuWLTj70oZ91iNPsIBGRxVEYEhGRFaHt4TCn2r1cveTk4k/KufjjYuLx5JoeLJR3JMyJNg+9A2MUb6rEdxrisYXPH5qvxop8XmyqpCzfDYx3hotE0OwgEZElojAkIiIZ7f7QGCfbPPQNht4PHNGIAQswc9OD+ZahTRWMxDjf5efavSGysxwc3VbJ7ppi7u6a+ezRQhoxzLTOkjwXLzVVsqmy4JFrjx4d3xHS7CARkaWhMCQiIhlpaCzK2Q4vrQ+HmTwWNBk4sAawYJZ2lyaesFyZKMOLJhJsiG4g90EVxZUhHHWhWUvb5tOIYaZ1/s6f9/HZj+dxoH7mVtmaHSQisnQUhkREJKOEY3Fauge4fGeAWOLR5ghTA4fDaTn84QCHXgkseJdmcldm854giXU+TrV7GRqL0lCeR2O8nn/4k0ZiUcOxf57f/KFkd6OmrjMeg8KBag41OGf9jGYHiYgsHYUhERHJCImE5VrfEOc6fQQj8WmvSTZwJLNLM3VXxjgTrPtML9VNhk/tq2FjeT4//aeiBc0fmk9J3pa9Y7hclngM3G7Dqx+aPQiJiMjSUhgSEZG0u+0d5VS7B9/Ik0NTH5dM4EgmNN24nD1x9shgraFmrJ5fORzEMVGetpCyN0j+rFJ+tpMv/GIxnzlk1CpbRCRNFIZERCRtPMPjQ1Pv+mcemrpQM4WmWGK8PfctfBhnBTZhcGXB8y/Y94PQ5OfnW/aWzFklp8Owv76Ew41lZGc5oQaefXbx31dEROZPYUhERFJuJBzjbIeXG/cDpGr2t7WWM2fh7GknVMd5am+UV/6sm4etRTOGnfmWvc11VmlTZT4vbq2kdKJVtoiIpJfCkIiIpEwkluDSnQEu3x0gEkvM67OLaZXdPxzi334S4dp/2Y+NG7Jcm9nT3EvD3hC7DwzM+flknz1TaV1ZvpuXmippqMif17pFRGR5KQyJiMiys9ZyvS/AuU4fI+HYI+9NBo38ojijAee0gWM+rbKnBpfKzSOc6/JxvS9AsHUrNu4Aa4jH7LzmACX77MdL67btjfDMpkr21ZU8UoInIiKZQWFIRESWVbd3lFMdXrzD4Sffe2yIqjGQ5X4ycMynVfZkcHE4E1T98gXcNQEO1JewvtLN356df0OE+Q5TbdgRonFniF01xTy7pYY8t/5VKyKSqfQ7tIiILAvPcJhT7f9/e3ceHed1n3n+e2sBCkuhUNh3AgS4iKREcZNE7dZm2Y5jO4nHlh3H2eMzyZlM93R30pPpTs/05CROz+TM9HQSH59ejuNJ7JN2ErfHuyRbkWWJEklJpEhK4gqQAEnsQGFHLXf+qIJULFYV3rdQIEDg+ZyDI6Dqfd96i5cA8eh37+8O0zeauzlC5iaq1mYPHE47u92wb481lA438Ys/V0V1eQmw6LohgpvXXtIaLuPRHfU0BAOOri8iImtHYUhERIpqaj7KKxdGHTVHWAoa0UWSlSGPzRo4nHR2G4zMc7m0Fzw1YA0+P/zMB32pIPT+ddyuN3LaVS4Y8PHw9nq2C80iwwAAIABJREFUNwZdXV9ERNaOsbeqjc8qOHjwoD127Nha34aIiAALsTjHe5PNEaJx5/+2OFkzlM+ZE37+8QWYCl+lunOKHttB/Go92wpotFAIv9dwsLOGA1vC+L2eVX89ERFxxxhz3Fp7MNtzqgyJiMiKJBKWtwYmOXJxlNnFuOvzC6nWAMTiCX744xjP/1k3Nm7w+jr4+J9cYfudi0D+DnEr6UyXbmdTkAe31REM+Au+hoiIrB2FIRERKdj5oWl+en6EsZnFrM8XK3Sks9by7uAUL18Ypf/Ilvc6xCXilsunKlJhKDc33eFyaawK8MiOelqry1byVkREZI0pDImIiGvXJ+d58dwwA+PZmwn0nglw9NkgR38YIh4vPHRkGpiY4yfnhhmMLFAfLOXpJz383avuOsS57Q6XrqLUy/3ddexuqcIYtcoWEbndKQyJiIhjk7NRXjo/wtnBqZzHZLbLBvehI9PE7CIvnR/hwvAMlaU+ntrVyM6mIMZAg8sOcW67wwH4PIZ9HWEOdYUp9XkLeg8iIrL+KAyJiMiy5hbjvHpplJP9k8QT+ZsjZLbLxmTvEOfEfDTO95+P8tbxEsq3lPDgA6Xs77ixUYHbNUdOu8Mt6Wmo5OFt9YTKtS5IRGSjURgSEZGcovEEb1ye4GjvGIuxhKNz0isvHq/lnqciHHoy4iqwxBOWk/0TvPCTBP1/fQ827mHKb2nc34/fm/06btYnOQlQdcFSHt1eT3tNueP7FhGR24vCkIiI3CSRsJy5FuHIxVGm5mOuznVaeckWXqy1XBie4aXzI0zORfEO7oREskFCPJZ7ql0xmiIsKSvxcn93LXtaQng8WhckIrKRKQyJiMgNLg4nO8SNTOfvypbPcpWXbOGlrG2Cn5wbYWBijpqKEj62twXb5ONLP15+fc9KmiIs8XoMe9uruberhoBf64JERDYDhSEREQHg2uQcL50boT9Lh7iVboyaKTO8fO/ZOIt7rlDm9/LYjgZ2t1QlqzJ1C46qTIU0RUi3tb6Ch7fVE64oKfg9iYjI7UdhSERkkxufWeSnF0Y4Nzid9fnM7nDGgK9kZVPRevbO4fNZojELHstMzTUObwlzsDPMtbMV/Ogn74cfJ+t73DZFWFJXWcLD2+vZUltR0PsQEZHbm8KQiMgmNbMQ48jFUU4NREjY3B3iMrvDWbuyVtmJhGUqNEjLZ68yeaGa7fvm+PDjIaoC/hWt/XHTVa6sxMvhrbXc2ap1QSIim5nCkIjIJrMQi3O8b5w3Lk846hC3NAUtukiyMuQpvFV23+gMPzk3wujMIi3bAnzqI+U0Vb1flSnG2p98tC5IRETSKQyJiGwSS+2qX7s0xuxi3PF56VPQllszlKu99cj0Ai+dG6FvbBbfSB1NU20cPByjqWrhhvNXuvYnH60LEhGRTMbmmRqx3h08eNAeO3ZsrW9DRGRds9byzvUpXrkwyuRc9Kbn3ezPk0+2KW713dMcuTjK6asRSnwetiY6eP7P7sg7Da5Y97OkLljKI9vq6ajVfkEiIpuRMea4tfZgtudUGRIR2cB6R5J79gxPLWR/voj782ROcfvxC5a5oV7iCfve1LSXvlG37DQ4N2t/8ikv8XJY+wWJiEgeCkMiIhtQvjbZ6Yq5Rid9ihueBMOV/eyuqeD+nlrC5SU3HbPcNLhCK0Rej2FfRzX3dNVQ6tO6IBERyU1hSERkAxmdXuCnF0a5MJS9TXamYq3RsdaSaBih63PXGTpbReuuKT78eCXNobIbjnPaArvQitW2xkoe6qknVO4v6H2IiMjmojAkIrIBROajHLkwynefj3LuzQA9ewOOwsNy4cRJdeZ6ZJ6Xzo0wMDFHdbufzzzqo7u+CmNMzussd29uK1aNVQEe3l5HW1jrgkRExDmFIRGR29jcYpzXesc4eWWC86dKC6qm5Aony1VnJueivHxhhLOD0zBYS+3UNg4/kKC7YcHVdbJxWrEKBnwc7q5lV/ON4UtERMQJhSERkdvQYizB65fHOd43/t5eQcXeoyfX9eaicV67NMbJ/gk8xtCd6OAnf7ObyzHDW9++OewUcl/LVaz8XsOBLTUc7Azj93oKfo8iIrK5KQyJiNxGYvEEJwcmOZplr6BiNyfIvF7XnTMc6x3jaN840ViC3S1V3Lu1liN/X08sljvsFLouKVvFyhjY2VTFAz21BANaFyQiIiujMCQichtIJCxnrkU4cnGUqflY1mOK3Zwg/Xq+thFemLjM9GCMrroKHuiupbayFFg+7Di9r+W0hst4ZHs9jVWBgs4XERHJpDAkIrKOWWs5NzTNKxdGGZtZXPb4YjcnMI2jDG4dYWR6kYZgKR/c3UhbuJzeMwHeSAs3y4WdlewdVF3u56FtdfQ0BAs6X0REJBeFIRGRderSyAxf+WaEoy/76NnroXNXca7rZNraG8e8/ORFmK+bpb47wdO7m9jeWIkxJmdlqRgbpaYL+L3c01XD3e3VeLVpqoiIrAKFIRGRdaZ/fJaXz4/y05dtQd3hlpOvkjM1H+W7zy/y2p/fhY0bvL5Ofv6LV+huer8qtZJGDU7WKnk9hjvbQhzeWkvAr01TRURk9SgMiYisE4OReV6+MELvyCwA50+Eix460h9/4pnx9x5fiMY52jfOm1cmGH+zGxv3gDUk4pZLb1XQvef9MFRoQwQna5W6Gyp5qKeOcEWJo2uKiIishMKQiMgaG51e4OULo5wfmr7h8WKHjmyPt+2Y5UT/JEd7x1iIJdjZFKTtw37+6kjxGyLkqyhp01QREVkLCkMiImtkYnaRIxdHeef6FNbe/HyxQ0fm4z99ycP8WB/TCzG21JbzQHcd9cFSILYqDRGyhbtgwMcDPXXsbApq01QREbnlFIZERG6xqfkor14c4/TVCIlsKShNsUJH5uN4EgwE+ugo9fLB3Y3ErtVw4tvvh5/VaIiQHu527l/gUx+pZH9HNT5tmioiImtEYUhE5BaZWYjxWu8Yp/oniSXyhyC3MtcIZavs+JrH2PbLg1x9O0j99kmefLSM7vo6+t4uW5VGDdls3b3Axz5Yyn1bmygv0T9BIiKytvQvkYjIKptbjHOsb4wTVyaIxq2jjmpuLNfqenhqIdmYYXSWykYfP3cf7GquxpNqV73a3eGWbK2v4MGeuvc2axUREVlrCkMiIqtkPhrn9b5x3rgywWIsATjrqLZ0nNOQkSvMTM5F31uTVOrz8EBPLXe33TwtbTW7wwE0VJXy8LZ62mvUHEFERNYXhSERkSJbiMV54/IEr18eZyGauOE5J1UYpyFjSWaYads1zT++O8zJgQmMMRzYEubglnDOPXtWozscQDDg4/7uOu5oVnMEERFZnxSGRESKZDGW4ET/BMd6x5mPxrMe46QKky1kLD2eLawshZl33wgQbRzkR+NXiCUsu5uruLerlsrA8j/qi9moodTv4VBnDfva1RxBRETWN4UhEZEVisYTnEyFoNnF7CFoiZMqTGbIqKiK560UxROWieB1+trHmIvG6amp5HB3LTWrvHFp5nvp3rPAnW3V3NdVS1lJ9iqUiIjIeqIwJCJSoFg8wcmBSY71jjGzkD8EpVuuCpMZMnJNR7PW8u7gFEcujjE5F6WtuowHeupoCgWK8fZcvZdtjZU80N1EeJUDmIiISDEpDImIuBSLJ3hrYJJjveNML8RSzQ6qll1v46YpQmZgSq8Udd81S+/IDC9fGKX/3TK817dy/0Nx7ttPzrU5Tl/bbae7luoAD22rp6W6bNljRURE1huFIRERh2LxBKeuRjjWO8bUfAxw1x2u0L180itFoa0THJu7zNUT83iHaxn+23tIxAzf/ImleYWv7eYew+V+HtxWR09D0NF7EBERWY8UhkRElhFPWE4NTHI0LQQtcbpHz0r28gEoa5tgeuECp8dmqSj18oEd9QwOdnEpVrzXdnJceYmX+7bWcmdr6L19ikRERG5XCkMiIjnkC0FLnO7Rk+24XFPS0h8PdkzyysVRLgzPEPB7eKinjrvaQvi8HnrvnuO5rxX22m6P83sN+zvCHOgMU+pTcwQREdkYjLV2re+hYAcPHrTHjh1b69sQkQ0mFk9w+mokbwhKV8h6HCDrlLT0qWrGm6DhU0cIdkTY11HNvo7qm4JIsdcCZR7nMYbdLVXc111LZan+/5mIiNx+jDHHrbUHsz23av+yGWMCwItAaep1vmGt/cO05/8f4FestZWpr0uBvwIOAKPAp6y1vat1fyIimbKtCXLC6R496cc997Vw1ilpZ14vJbpowBqsNdRG2vjMA7OU5dkw1Wm4eeKZcVf3uLW+ggd76qitLF32PBERkdvRav5vvgXgMWvttDHGD7xkjPmetfaIMeYgUJ1x/K8B49baHmPMp4EvAp9axfsTEQHe7w53vG/cVQhaicwpae27ZvjJuWHO2BGMtw6bMPh88PhjJmcQWk6hTRuaQwEe2l5PqzrEiYjIBrdqYcgm599Np770pz6sMcYL/DvgM8An0k75GPBvUp9/A/gPxhhjb+d5fCKyrkWXQlCqRbZbbttQp1vqEPfuGwGijYP8aLyf6EiCu/YHeXpPH9ffCRZ03XRumzaoQ5yIiGw2qzoBPBV8jgM9wJ9ba181xvwu8C1r7bWM/TBagSsA1tqYMWYSqAVGVvMeRWTzWYwleGtgguN94642S023klbZkKxGjVZco7d9jPlogp6aSu7bWpOakhZjz778U9qcBDGnjRMqSpMd4va0qEOciIhsLqsahqy1ceBuY0w18A/GmIeBTwKPZjk827/AN1WFjDG/CfwmQEdHR/FuVkQ2vIVYnBNXJnn98jhzi4WFoCXZqi5Lj+cLKPGE5fTVSV67NMbMYpwtteUc3lpLY1XA8Ws7DWLp+xNlu6cSn4eDW8Ls3xLG7/W4ePciIiIbwy1pDWStnTDGvAB8gGSV6HyqKlRujDlvre0B+oF2oN8Y4wNCwFiWa30Z+DIku8ndivsXkdvbfDTOG5cnePPKBPNRZyFoucpLZtWloiqeM6D0nglw7s0y/O0jXPJcJjIfoyUU4EN7mmkNu1+X42b6W7YGC16P4a62EPd21VJWojbZIiKyea1mN7l6IJoKQmXAE8AXrbVNacdMp4IQwLeAzwOvAL8A/EjrhURkJeYW47x+eZw3r0ywGEs4Ps9J5SWz6pIroFw8Xcpf/l4b8SgYbw07fnWaj33Ax5aacjKmCjvmdPpbJmNgZ1OQw911hMr8Bb22iIjIRrKalaFm4CupdUMe4G+ttd/Oc/x/Ar5qjDlPsiL06VW8NxHZwKYXYhzvG+fUwKSrELTEaeUls+qSHlC675rl3OAU3/yOIR4FrAcSlq3RTjprs68HctqQYbnpb1nPqSvngZ46GoLOp+OJiIhsdKvZTe4ksG+ZYyrTPp8nuZ5IRKQgk3NRjveNcXogQixReGG5kMpLekAJdIzx0+nLjF5fJNgZZ9gP8ZjNey23DRmc7m3UHArwQE8d7TXlyx4rIiKy2Wg7cRG57Y3PLHK0d4x3rk8RX0EIgverMx//whAzEa/jyou1lkT9CEPdYwxPLVBd7ueDuxvZ3hjk8p7lqzhOq1FOq0c1FSU80FOrNtkiIiJ5KAyJyG1raGqeo5fGOTc0xXIrDJ2ECKfVmfRrbbljjr6xWY5cHGUwskCozM9TuxrZ0Rh8r021kyqOk2qUk/sLBnzct7WWXc1VapMtIiKyDIUhEbntXJ2Y47VLY1wamXF0vNOQ46Q6k34tr8+y41ePMx0aIhjw8cQdDexsqsJbQAhxsg4o3/2VlXg51Blmb1s1PrXJFhERcURhSERuG32jM7x6aYyBcWfd05Y4nYKWrTqTWVG68VqW4bMhPvKLsKulsBCUbrkKUrb7K/F52NdezYHOMKU+tckWERFxQ2FIRNY1ay3nh6Z5rXeMochCQddw2hAhszoD3FBR+oV/dYErgT7w1IBNVoY++TMldLeFsl7P6foep9Lvb/u+eX72qQD3drVQXqIf5SIiIoUwt/NWPgcPHrTHjh1b69sQkVUQT1jevhbheN84YzOLWY9xEzYKCSbPfS3M975Sh00YMAmqHzpL08O9dMbb4Vo92+/OXclx0x3Ozb0l9wqq4nB3rfYKEhERccAYc9xaezDbc/rfiSKyrizGErw1MMkbl8eZmo/lPK6QZgdPPJN9f59cQlsnMN4arDUYr+We++M8/kAnfq8HmMh7rpvucE5DU09DJfd311JbWerqfYiIiEh2CkMisi7MLcZ548o4J65MMh+NL3u822YHS0Fj6dx8VZj+8VlevTRG//Qc7Z8dJTzZyv0PxenZ47wS43RqnpP30VGT3DC1KaQNU0VERIpJYUhE1tTkXJTX+8Y5fXWSaNz5tF0nYSMzaBx9Nsix50JZqzDWWvrH55INGibmKC/x8tC2Ou58NITf665hg5u9ivK9D22YKiIisroUhkRkTQxNzXO8d5yzg9MkCli76KQVdWbQAHNTFWbLHXNcHpvl+X+M0X8mSHV3OY88WMmelqqCWlS7mfaW633UBUu5v7uW7vpK168vIiIizikMicgtdWVslmN9Y/SOzK74Wsu1os7WHe7Yc1XvhaOKzjH+6/F+es8EGPz6fdi4h5lXLdV7+/F5C+v+5nStULb3ES73c193EzsagxijDVNFRERWm8KQiKy6RMJybmia433jDEZW3mLajczA9IU/ucKxI34mqgd4bTa5WWrLXAeDCQ9Y5wEmF6drhdIFAz7u21rLruYqPCvcq0hEREScUxgSkVWzGEtw+uokb1yeYHIuuqb3Yq3l0sgMr85cZqhzgaqAj8c7G7ijuYorYctb314+wDhpge1k+t6SilIvhzpruKutesUbtoqIiIh72mdIRIpudjHGm5cnONHvrDPcarLWcnFkhlcvjTE8tUCozM+hzjA7m6puCCDLBR23a4HyCfi9HOoMs7e9OtWmW0RERFaL9hkSkVtibGaR433jvHMtQizh/n+0ON18NP04yN4q++LpUl572cdE9QALNcOEyvw8uauRHY3BrFWY5dYfFbIWKFOJz8P+jjD7t1RT6vO6OldERESKT2FIRFbsytgsr18e59LIDIUWm91sorp0nMdrMUA8/v457Tvn+MeX4nznT7qxcYPxNvHRf3mWh+/zrGg9TiFrgZaU+Dzc3V7NgS1hAn6FIBERkfVCYUhECpJIWM4OTfF630RRmiI4rbykH/fetkSpxgc/edGwONbLwItbsHED1gMJS6y/Do9nfEX352Yt0BK/13BnWzWHOsOUl+jHrYiIyHqjf51FxJX5aJxTA5O8eWWCqflY0a7rtPKSfpzHm0xDiTjgSXCt/DJdAR+7Hjd881WIRa3rKk4+y02lW+LzGPa0hjjUVUNlqX7MioiIrFdqoCAijkzORnn9yjhnrkZYjCVW5TXcrBl65/UAscZBzg1NM3UpTOeeGR5/xEdruMzVtYp5b16PYXdLFYe6aqgK+Ff8miIiIrJyaqAgIgXrH5/ljcsTXBieLng9kFNOKi/TCzEu+69wsW2SaNyy7c4KDn10kcaqoOtrgbOQs9x6Jo8x3NEc5N6ttYTKFIJERERuFwpDInKTeMJydnCK1y+PMxRZWNG1nIaN5Y6ZnItyvC9ZmUpg2dEY5OCWMLWVpSu6NydNG3KtZ/IYw46mIPdtraG6vKTg+xAREZG1oTAkIu+ZXYzxVv8kJ/snmV5Y2Xqg3jMBjj4b5OgPQzd0e8sMG9kCCbzfLrtqS4SjvWO8OziFB8MdLUEObqkpSgXGadOGzPVM2+6eS1aCumoJVygEiYiI3K4UhkSE4akF3rwyUfD+QJmWAk500YAFyB02MgPJ0WeDHHsuRCxqMN4EDZ+6QkX7NHe3VbO/I0xloHg/tpw2bVjqJHfhZBmPfcDwy59ookYhSERE5LanMCSySVlruTA8zRuXJ+gfd9ZtzWlTgqWAgzWABZO7q1tmIJmajxFdBKzBWkPdVBvPPFBDWYmX3jMBjhSxKYLTdtnGwAcf83Pvr1WtaFqeiIiIrC8KQyKbzFJr7BP9k0Tmoo7Pc7q+Bm5uf33PUxEOPRnJenznrnl+64+v8OorXiLVVxmZi2K890HC4vPBYx8w7wUhp5uyOu1It3TcE89k34PIGNjeGOTerhqFIBERkQ1IYUhkkxiZXuDNyxO8cz1CNO5+Klz6dLboInz/qzU8/bmxnAHHScUlGk9w+mqE1yfHmdoao6a8hIe2hCnd38+lt8pvONfJ+h43gSnfcQpBIiIim4PCkMgGlkhYLo4sPxXOSTVlqdqTnMIG516v4NKp8pyBI19r67nFOCf6JzjRP8F8NEFzKMCj2+vpqqvAGAMtC3TvubGLnZP1PU4bIuQ6zhjY0RjkHoUgERGRTUFhSGQDml2McWogwsn+Cabm83eFc1pNWar2fP+rNZx7vQJr8weObCJzUV6/PM7pq8lGDVvrKjiwJUxLddmy5zqpNjltiHBzd7h57mgOck9XrRojiIiIbCIKQyIbyPXJed68MsG5wSlHXeF6zwT4/ldriC0aR+Gmc9c8T39ujEunynMGjmxVpuGpBY73jXN2aAoD7GgKcqAjzNTlEGe+V8aiw4YIy22k6nR63vvd4cp5/AOGX/5Eo1pki4iIbEIKQyK3uVg8wTvXpzjZP8lgxHmHtcz218aTu+NbunyBI7PK9HN/cJ5rpQP0jc3i9xrubq9mX3s1wYDfVUMGp+9nuYYIS7wew0eeKOGe36jSZqkiIiKbmMKQyG1qcjbKif4JTl+NMB+Nuz7/hvbXxrJt30zOhgiZclVobmyyYPnBcwmaHl7gcHctd7WGCPi9WY91O90uk9Ng5fUYdrdUcbCzOJu2ioiIyO1NYUjkNpJIWC6NznCyf4K+0VnsCvZHzVw3ky8IOWmwsBCLE2scAk8NWIPxWh54MMEjD3Ti83qWff3lKlL5LBesfB7DntYQBzvDBAMKQSIiIpKkMCRyG5heiHFqYJJTA5PLNkRwyun6muWqLpG5KG9cmeD01Umi1rLn1+eoGGvm0OEYXbtz/4hx+vpO5ApWJT4Pe1pDHNgSprJUP+5ERETkRvrtQGSdstbSPz7Hif4JLg7PEHfQEMGt5RoSQO6qy/XJeV6/PM75oWkwsL0hyL6OahqrAsBM0V7f6XXSg9X2uxa5u72G/R1hykq8y19ARERENiWFIZF1Zm4xzplrk7zVP8n4bHStb+emqkugY4y/PdbPtcl5Srwe9neE2dseWnb6mZOpdis5t3PXPDv3RtnXUc3d7a03rE8SERERyUZhSGSduDI2y6mBSc4PTTtqi53LSkJHNp275vmNP77MkZe8TIavcnx+hCA+Ht5Wx+6WECW+m9cDZbunQjvHOTm3otTLgS1h7mytdnQ/IiIiIqAwJLKmlqpApwYijM0srvh6TkOH08A0vRDjxJUJ3hqdZGFbgsaqUvZ3NNFTX4nHYxxfdyWd4/KdW1Xm5+CWMLtbqrI2aRARERHJR2FI5Baz1nJlbI63Bia5MDxd1LVATkJHvsC0FGbC3ZMMl1/l3NAUCQvd9RXs7wjTHApgzM0haLnrrqRzXLZzaypKONgZ5o6mqqyhTERERMQJhSGRW2R6IcaZqxFOX51kYpXWAqUHB4/XMj6U3NzUSZXmwqlSvvT7bcSjYLw1tH5mmAP3VLO3LZRzY9L0SlC+ILaSznHp5x66P8ZnPxqmp6EyZygTERERcUphSGQVLe0LdPpqhEvDMyRWsjGQA0vB4eizQY7+MMSR74U49lxV3ipN265pXrs0xo++XUM8ClgPJCy7TTePbJ/I+VqZlaCPf2Eob/WnkM5xS2Hr/gcT/JM/LaezrsL1n4mIiIhILgpDIqtgfGaR01cjvH0twvRCcfYFcrrOp3PXPOdPlBGP56/SnDhawkLddZ4bu0p8xNK808/YSxCPWXx+y45983lfM7MSNBPxFm3fIIC+twN86ffaiMcMP/664bE7oLNuRZcUERERuYHCkEiRLMYSnBua4vTVCAPjztfEOOG2G1uuNToJa7k4PMObc/0MtM3h8xh2NVexty1EbWUpvdvfDzNA3tfM9hpOqj/LhTqPMexoqmT0p/XEYx7icVhchBdegMOHC/jDExEREclBYUhkha5OzHH6aoSzg1MsxhKOznHb/tptN7bMNTpN22Y43hfhRP8EU/MxggEfD/bUsbul6ob9eNLDzHNfC+d9zULWAeULdX6vYXdLiP1bwoTK/ISm4M/+NBmESkrg0UeXvbyIiIiIKwpDIgWYmo/y9rUpzlx1vzGq2ypP75kA40M+vF5LHOfd2Dp3zRPsmORE/yTfeSlCLGFprS7j4W31bK2rWLYLm5MOcG7XAWULdTv3RtnbHuLu9mrKS97/kXT4MDz/fLIi9OijqgqJiIhI8SkMiTgUjSe4MDzN29ci9I3OUmgvhPRAEF2Eo88GcwaK9ODk8Vru+9Akh56M5N07qOvOWeL1I5zsn2RgYg6vx7CjMcjd7dXMXAlx/vkyfA4qOSvpAJdLZsD65EdL+cyDXTk3Sj18WCFIREREVo/CkMgyBibmePtqhLNDUyxEnU2Dy6dn7xweryWeACwc/WGIQ09OZQ0b6cEpAYQbojmD0F/8i2RoMt4EjZ/up747ygM9texuDlFW4nVdkYLCOsAtd73f//eDTF0K8ws/U8oDD1QV7doiIiIibikMiWQxORvl7evJbnDF3hOoc9c89zwV4ZXvhsAa4vHca4CWm6pmraV/fI7v/MBHLApYg40buqJd/Pz9U3jS9uJxs+7I7ZomJ8e3hcs42FlD15Nqjy0iIiLrg8KQSMp8NM65weQ0uIGJ4naDy3ToyQjHnqvKux4Hck9VW4jFeefaFCf7JxmbXcQ2zOH1bSERt/j8cOhw7IYgBM7WAEFha5pyHe8xhp6GSg5sCdMUChTyRyUiIiKyahSGZFOLJyyXRmZ4+1oTJhKNAAAem0lEQVSE3pEZYonCFgItVUYqquLMRLyO9gJabj1OerXliWfGARiZXuBk/yTvXI8QjVsaq0p58o5Gtj9aSf++gbzXc7oGyG3numzHb7tzIdkZriNMqNy/3B+fiIiIyJpQGJJNx1rLwMQc716f4uzgNPPR+Iqut1QZiS4asGAM+EqWr6jkW4+TWW35yO+dZbBsgKsT83g9hu2NldzVVk1TVcDR9dwc47SClOv4j3+4hF98cCtlJd6854mIiIisNYUh2TRGphd459oU7w5OEZkr3jqgpcoI1gAWa51VVJxcM9lxzvLCC9DxWJwHe+rY1VJFmd950HC7/sdtF7mlpgiRS2F+/iMlPPRgyPG9iYiIiKwlhSHZ0CbnopwdnOKdaxFGphdX5TWWKiPRRZKVIY/NWVFZLpjEE5YLw9P0ByLgqQFr8PgsTzxmOHx4C8bcvDdQvmsW0kEOnHeRa68p58CWMJ1PlGe9NxEREZH1TGFINpyZhRhnB6c4OzjF1YnitYXOJb2Skm/NUL5gMj67yOmrEc5cjTAXjRNs8PH4P30brtWz68ACnbuyB43lwo7b9T9OLE3T298RpqFKTRFERETk9qUwJBvCUie4s4NT9I/PkSh0R9QCOamkZAaTs28GWKwd5q2BSfrH5zAGttZVsKc1REdNeaob3ORN10mvBC0Xdtyu/8kn4PdyZ2uIuzuqqSzVjw4RERG5/ek3GrltzUfjXBie5tzgNJfHZokX2AkuH7frbfJJDyYeb4K3ucjbp0apCvg43F3L7uYqKkp99J4J8KMfOpv29vEvDOUNO27X/2QTLvezryPMrpYq/F7Piv4MRERERNYThSG5rSzE4lwYmuHc0BR9o6sTgCAZOo4+G+ToD0PE4+7W22QTSyRYqBlm568MceVMJWVbRuneE+XO1hY6at5fb+N22ttMxLts2Fl67PyJshu+Xk57TTn7O6rpqqvQeiARERHZkBSGZN2bj8a5OJwMQJdHZwveC8ipzFbZUPh6m+GpBc5ci/DO9Qjz0QRVjT4+tD/GruYwFampZiud9rbcFD03TRR8HsOOpiD7OsLUB0tdvVcRERGR243CkKxL89E454emuTA8XbQKkNMpb5mtsjHuusPNR+O8e32KM9ciDE0t4DWGrfUV7G6puqEKtHT+ak97c9JEobLUx51tIe5qC1Feoh8LIiIisjnotx5ZN2YXY+9NgesfnyvqFDg31ZEb1/ZY7nkqwqEnI8uu3/nE/3yO8eB1LgzPEE9Y6ipLeGR7PTuagjn3BSp02pubClW+JgpNoQD7OqrZ1hDE69FUOBEREdlcFIZkTU3ORbkwPM35oWmuTsyxWk3gbtzEFL7/1Rqe/txYzrDhpPqSuTHqD5+3NDw0y56WKna1VNEQfL/tdK6qVCHT3tzKfD/dexbY1hDk7o5qmkNlRXsdERERkduNwpDccsNTC1wcnub88DRDkYWCr7MUMPLt7bMkc2PUc69XcOlUec4KUb5AEo0nuDA0zZWMjVEffRTuP9yFL6PjWr6qVDG6vTnRuWue3fui7GkNcVdbi1pji4iIiKAwJLdAImG5FpnnQmoN0MRsdMXXzGxyYAz4SnJPf1sKHd//ag3nXq/AWndNEay1XJ2c551rEc4OTrMYTxBq9PP4P30be62e3QcW6Nz1fghy0xSh0EqQ0zVQzaEAe9ur2d6oqXAiIiIi6RSGZFUsxhJcHpvhwvAMl0ZmmFuMF/X6mU0OnISbzl3zPP25MS6dKne8CenE7CJvX5/inWsRIvMxfB5DT0Mlu1uqaK0uSzVDuHFjVLdNEQqx3Boon8ewrTHIvo5qGqsCea4kIiIisnkpDEnRTM1HuTQyw8XhGa6MrW4L7Mxpb8aTu+NbuuWmpfWeCfDOGwF8rSOMVV7j2mTy+faaMu7bWkt3fSUlvvwbjxbSFGHptZ1Ol8tVbQoGfNzVVs2e1ip1hRMRERFZhn5bkoJZaxmMLHBxZJpLIzMrWv/jVnqocbJmKPPczOPiCcuRI/APf9RKImYw3lq2/fI0D9xbwY7GIMGA/4bj8wWX1d4LKNtrPPiw5aN7W9haV4FHU+FEREREHFEYElfmo3Euj81yaWSG3pEZZos8/c0Np2ttcgWXpTD3zvUI7w5OMfhiF4mYAeuBhKUn3sXBLeNZr5cvuKzWXkCZ7/1/+D+vMnmhml/4mVI++FjDsq8hIiIiIjdSGJJlDU8t0DuaXPtzbWKei6dLU7/o++nctXZhyIlswSXUGeHs9SneHZxifDaK12PorqvgzscM/+1ViEXzT7lzElyKuRdQpoaqUva2VbPjsSB+b/4peyIiIiKSm8KQ3GQ+GufK2Cy9o7P0jc4wNR977zm307nccrNuxonM4PJ331nEt78PgNbqMvZ3hNnWUElpalPUlhwVnfT7chNcnFqumuT3Jhsi7G2rpimkhggiIiIixaAwJO9NF+sdnaFvdIbrkwskcux+6nY61xInISc9aHm8lnueinDoyUjBoWg+GsfTMozx1mCtAY+lqmucAz11bGusvGEdUPr9PfHMjVPjsgVAp9Pg3IS7bNWkmooS7mwLsau5ikAqsImIiIhIcSgMbVKTc1Euj85yeSz5MR91Nt2tkKqI02pSetCKJ+CV74Y49lzVTcfnCxjReIKLwzO8OzhF3+gMCQtbPz9F2UgTB++Lcef+kOv7yxYAn3hmfNlwU2gVzZtq331na4j2mvJljxcRERGRwigMbRLz0Tj947P0pQJQoRufrmZzgMx22WTZOyhbwGjfOUff2AzvXp/i4vAMsYSlstTH3e3V7GgMUh8sxZjcne6Wu79Cp8W5raKFy/3saQ2xq0VtsUVERERuBf3GtUFF4wmuTsxxeWyWK2NzDE3Nk2Pmm2ur1RxgKWgdfTbI0R+GiMdvPj4zYHzv2Thm+CILsQQBv4edzUF2NlbRUh2g7+0yTn5n+dC23P0VEgCdvu/0KlBbeGkTVxERERG5FYwt1m/Ia+DgwYP22LFja30b60IsnuDa5DxXxmfpH5vjemSeuItNT4vduGCl1892fCyR4NUjhn/4o57UXkCW1s++xp59UbY1BOmoKceb2mPHyRS19NcAVuX953rfNRUl7GmtYldziLISrQUSERERWS3GmOPW2oPZnlNl6DYVjSe4ngo/A+NzXJ+cJ5YWftyEj9XuEAfuq0lLx8cSCS4Oz3JuaJqLIzMsxhK0fmaMwEgTew8tcu99Ne8FoHTLTVHL9p4zGycUQ/r79nsNPQ1B9rRW0RbWWiARERGRtbZqYcgYEwBeBEpTr/MNa+0fGmP+GjgIRIHXgN+y1kZNcn7Q/w18GJgFftla+/pq3d/tZiEW59rEPP3jc1ydyF/5cRtuCu0QV0zp4a1t5yyXR1MBaHiGxXiCUp+H7vqKZAXoA+V4PVHA5LzGclPUbuV7bqgqZU9LiB1NQXWEExEREVlHVrMytAA8Zq2dNsb4gZeMMd8D/hr4xdQxfwP8OvCXwIeAbamPe1OP3buK97euTS/EuDoxx8BEMvwMTy04XvPj9hf91dg3x4308Ga8CVqeeQ1v8xilPg89DZVsa6ikPW0K3HLXcNL+utD37LTiFvB72dkUZHdrFQ1B7QskIiIish6tWhiyycVI06kv/akPa6397tIxxpjXgLbUlx8D/ip13hFjTLUxptlae2217nG9SCQsIzMLXJuY59rkHAMT80Tmbu725vQXcbe/6DttEFDsdUVzi3Eujkzz4x/4Uh3kDNYaykebePpDAdrD+QNQOrftrwtpirBcxc0YaA+Xs7u1ip76Snxej6N7FxEREZG1saprhowxXuA40AP8ubX21bTn/MDngN9NPdQKXEk7vT/12IYLQ7OLMa5NznN9cp5rk/MMRuZZjCXynuNm6pubX/TzbTa63OuD+6YDkbkoF4anuTA8w9WJOSzgaYrj8W3Bxi0+Pzz9pJfO2gpH11tSSKXH7TqmXBW3UJmfXS1V3NFcRajMv/yFRERERGRdWNUwZK2NA3cbY6qBfzDG7LHWnko9/RfAi9ban6S+zlYCuGlimDHmN4HfBOjo6FiFuy6uaDzB0NQCg5Fk+Lk+Oc9klqrPctxOfXPyi76bgJP5+kefDXLsuVDWcJYesLbcMcfI9CIXUwFoeDq5309tRQmHOmvYWl9BQ7CUvr0DK6pMFdr+2o3MwPXEYx5+4UCbWmKLiIiI3KZuSTc5a+2EMeYF4GnglDHmD4F64LfSDusH2tO+bgOuZrnWl4EvQ7K19mrdcyHiCcvo9ALXI/MMRpIBaHR6kUQR2pevxroeNwEn8/XBZA1nmet/un7pGLG6EQCaQwEe7Klja30F4fKSG+5lufDmpDLmttKTfm0nIapr9zz/+i+GGTkX4hMf9vPIQ7WuX0tERERE1o/V7CZXD0RTQagMeAL4ojHm14EPAo9ba9Pnhn0L+B1jzNdJNk6YvJ3WC71zPcIPTw+62tvHjdWofDgNONleH+DYc1Xvnduxe4azg1M8/6z/hvU/8YE6HnvQw9a6CipKC//rtlrd35yErFCZnzuaq9jVXEXoCU2DExEREdkoVrMy1Ax8JbVuyAP8rbX228aYGNAHvJKaWvT31tr/Dfguybba50m21v6VVby3oluIJlYtCC0ptPKR73r5Ak569SmzemKt5bP/5hJvvFZConGQ748MYofB1i3i8XUk1//44Gef9tPZGsp5nXxVGTetsguVK2SV+j1sawhyR3OQ1mpNgxMRERHZiFazm9xJYF+Wx7O+ZqqL3G+v1v1sFm7CBtwcsLJVn9KrJ16f5fDvnGKy6npy7dN2qK0s4UBtmK66CppCAS7vy77+J7MK8/EvDPHNLzXkXHfkplV2oTJD1sOPwIfvbKa7vkLd4EREREQ2uFuyZkiyK7RVda7z3ISNXDLD0cxCjJdf8hBdNGANsajl1PFS7vqIn/0d1XTWVVAV8Oe9xpLMKsyJlypzTn1z2yq7UJ275vmDPx9i5GyIn/uInw88XF/U64uIiIjI+qUwtEbctMp2ep6bsJErUMUTlqsTc/SNzXJ5dJbh6QUWAtUYbzM2YfD54JmPldKzp9X1e86swux9cJpLp8qzTn1bybQ4JyGzutzPjqYgdzRVEX6yJOsxIiIiIrKxKQytkUIbAuQ7z2nYyAxUv/i/XiJRP0rf2Cz947NE4xaPgeZQGfd319J5TwXTB/q5cLI8FTAWC3rP2ZpANHctZg0uhTaMyBcWy0u8bG8KsrMpSHOorKD3ICIiIiIbh8JQkTmd+uam8uG0kYDTsPHuG4H3AlV00fIP340SOjyc7JrWVMWW2nLawuWU+N5fM1O/e4Gu3Qsr/vPJnEKXrylEIQ0jMsPipVMVfOjxEnY2BemoKcfjUSMEEREREUlSGCoiN1PfnFY+3DYSyBY2OnbOMTS1wGuXZukbm6E3MQyeWrAGj89y+MEEh+7ZQnX5+pwu5mZt1VJYjMegxA///PNhHtqjRggiIiIicjOFoSJyO/XNSeWjkEYC1lpGZxa5MjbLlfE5BsbnWIwnt3RqCJZy/2GDf/sFJi+E2Xb3HJ27ivPXoNCGEMtd00nA9HoMHTXlfPCTQX5uv+Xllzw8+igcPqxKkIiIiIhkpzBURKuxF46Ta1prOfWGj5NHSzEtw0yHBpmLxoHkhqHbGytprymnLVxGeUlqyHuAe8dXfH9L3DaEcBqc8gVMjzG0hcvY0RSkp6GSgN+bPKkFHnmoaG9NRERERDYohaEicjP1zeleQLmuOTUfpX98jivjs7x7ooTerx7Cxg3G28w9v32SB/fFaaspu6nttVvFCC3Zruk0OGWGwW13z9NeU872xkp6GirfD3ciIiIiIi7pN8kiW27qm9uNR8+fKKP7rlkOfXyIgYk5nns7Oe1tYi4KQMDvwTPYho17wBpIWGojbexqWVnVp/dMgKPPBjn6wxDxuPvQkq8q5iY4de6a57//0wGGz1bxwSc8/PyHmqko1V9bEREREVk5/VZ5iznZC2jLHXOceN3HX//rVuIxD8aboPHTRyhtnaDU56Gluow720K0h8upqyyhr87HXz7vvjPdcpWb5EarAPlDy9I1P/6FIWYi3qJ00luaAretsZKeR1QBEhEREZHi02+Yt1i+vYA83gTXy6/w5RcHGfxJF/GYAWuwcUPLXAdP31tFbUUJxtzYFGAlnemyHbsU2LAGsGBsztBSyOaxue53qQlCT0Ml3fWVlJV4Hf6pioiIiIi4pzBUJCeOe3nuW2FHa4U+8huDDA5byraMcq1mmIb/7iIzfTUEOkaJ18+wtbqS7Q9bvncE4jGLzw8PPmSpqyzN+fqFdqbLdk56YPN4Lfc8FeHQk5G8wcnt5rFL9+v3GrbUJtf/dNVVvN8EQURERERklSkMFcErr8BvPlPJ4mLlTdWRhLWMTi9y8riX7/27VhIxg/FaGj99hICZoC5ayoF7ErQ+NUNLdZiK0vr3rttVt3y1xw2n63qcVprcXDNdwO+lq66CnoZKttSW4/dqHyARERERufUUhorghRcgGuW96shrL3sZKBnhemSewcg80bhl8pVuEjED1gMJS3esi48+EqHElzsIOKn2uOEm5Dh9bafXDAZ8dNcnK0Ct1WV4PNr/R0RERETWlsJQEezcN4/x+CFhwGPpLeml7xXwXO+g684Zdt0dJVZTwldfhVg0uf7mwH2xnEHIzealTo9NP+6JZ4q3vxDkDk71wVK66yvprq+goSpQ1NcUEREREVkphaEiuP9+2Pr5Y8QH6unZO0dtZQPf+LfdxKKGoRct+7/YT+e+4jY5cHNsIU0OCuH1GFqry9haX8HW+kpCZSvb40hEREREZDUpDBVBY1WAv/1X2/nxu8OAn+e+Vp21qUAxmxy4ObbQJgdOlJV46awtZ2t9cv1PqU8NEERERETk9qAwVCTp7a4LaSpQyLkVVXGMATy5W1+v9H6yqassoauukq76CpqrAlr/IyIiIiK3JYWhVeCmUUE6N5uX9p4J8M0vNZBIgMdj+fgXhnIeW+j9LPF7De015XTWVtBZV6HpbyIiIiKyISgMrRK3neDcrutJ3xjVWpiJ5J+e5vZ+qsv974Wf9nAZPrW/FhEREZENRmFonXC7rqfYU9/8XkNbuJwtteV01VVQXV6youuJiIiIiKx3CkO3gJP2127DzUqnvkFy7U9HbQWdteW0Vqv6IyIiIiKbi8LQKnM6/a2QcON26ltZiZeOmnI6apIVoGBAa39EREREZPNSGFplbqa/uQ03y/F5DM3VZWypTQaghmDpDV3vREREREQ2M4WhVVbstT35GAP1wdL3qj8t1WX4NfVNRERERCQrhaFVVoy1PfmEy/20p8JPW7icshJteioiIiIi4oTC0C1QzOlvoTI/beEy2mvKaQuXad2PiIiIiEiBFIbWuapU+El+lGvDUxERERGRIlEYWmeqy/20VieDT2u4TOFHRERERGSVKAytIWOgtrKU1uoArdXJ8FNZqiEREREREbkV9Jv3LeTzGBqqSmmtLqelOkBLdRkBvxoeiIiIiIisBYWhVVRW4qU5lAw9LdVlNAZL8anVtYiIiIjIuqAwVCTGQF1lCc2hMppCAVqrywhXlKz1bYmIiIiISA4KQ0VyV1s1d7VVr/VtiIiIiIiIQ5qzJSIiIiIim5LCkIiIiIiIbEoKQyIiIiIisikpDImIiIiIyKakMCQiIiIiIpuSwpCIiIiIiGxKCkMiIiIiIrIpKQyJiIiIiMimpDAkIiIiIiKbksKQiIiIiIhsSgpDIiIiIiKyKSkMiYiIiIjIpqQwJCIiIiIim5LCkIiIiIiIbEoKQyIiIiIisikpDImIiIiIyKakMCQiIiIiIpuSwpCIiIiIiGxKCkMiIiIiIrIpGWvtWt9DwYwxw0DfWt/HKqoDRtb6JqRoNJ4bi8ZzY9F4bhway41F47mxrNV4brHW1md74rYOQxudMeaYtfbgWt+HFIfGc2PReG4sGs+NQ2O5sWg8N5b1OJ6aJiciIiIiIpuSwpCIiIiIiGxKCkPr25fX+gakqDSeG4vGc2PReG4cGsuNReO5say78dSaIRERERER2ZRUGRIRERERkU1JYegWM8b8Z2PMkDHmVNpje40xrxhj3jLG/H/GmKq05+5KPXc69Xwg9fiB1NfnjTH/3hhj1uL9bHZuxtMY81ljzJtpHwljzN2p5zSea8zlWPqNMV9JPf62MeZfpp3ztDHm3dRY/v5avBdxPZ4lxpj/knr8hDHm0bRz9L25Dhhj2o0xP059v502xvxu6vEaY8yzxphzqf+GU4+b1HidN8acNMbsT7vW51PHnzPGfH6t3tNmVcBY7kx93y4YY/5ZxrX083aNFTCen019T540xrxsjNmbdq21GU9rrT5u4QfwMLAfOJX22FHgkdTnvwr829TnPuAksDf1dS3gTX3+GnAYMMD3gA+t9XvbjB9uxjPjvDuBi2lfazxvo7EEPgN8PfV5OdALdAJe4AKwFSgBTgC71vq9bcYPl+P528B/SX3eABwHPKmv9b25Dj6AZmB/6vMgcBbYBfwp8Pupx38f+GLq8w+nxssA9wGvph6vAS6m/htOfR5e6/e3mT4KGMsG4BDwR8A/S7uOft6ug48CxvP+pe854ENp35trNp6qDN1i1toXgbGMh3cAL6Y+fxb4+dTnTwEnrbUnUueOWmvjxphmoMpa+4pN/g36K+Djq3/3ksnleKZ7BvgagMZzfXA5lhaoMMb4gDJgEYgA9wDnrbUXrbWLwNeBj632vcvNXI7nLuD51HlDwARwUN+b64e19pq19vXU51PA20Arye+vr6QO+wrvj8/HgL+ySUeA6tR4fhB41lo7Zq0dJ/n34Olb+FY2Pbdjaa0dstYeBaIZl9LP23WggPF8OfW9B3AEaEt9vmbjqTC0PpwCfjb1+SeB9tTn2wFrjPmBMeZ1Y8y/SD3eCvSnnd+fekzWh1zjme5TpMIQGs/1LNdYfgOYAa4Bl4H/w1o7RnLcrqSdr7FcX3KN5wngY8YYnzGmCziQek7fm+uQMaYT2Ae8CjRaa69B8pcyklUEyP29qO/RdcThWOaisVxnChjPXyNZwYU1HE+FofXhV4HfNsYcJ1liXEw97gMeBD6b+u8njDGPkyz7Z1JbwPUj13gCYIy5F5i11i6tZdB4rl+5xvIeIA60AF3A/2SM2YrGcr3LNZ7/meQ/vMeA/wt4GYih8Vx3jDGVwN8B/6O1NpLv0CyP2TyPyy3mYixzXiLLYxrLNeJ2PI0xHyAZhn5v6aEsh92S8fTdiheR/Ky175CcEocxZjvwkdRT/cA/WmtHUs99l+Qc+P+X98uKpD6/estuWPLKM55LPs37VSFIjrPGcx3KM5afAb5vrY0CQ8aYnwIHSf5frfRKoMZyHck1ntbaGPBPlo4zxrwMnAPG0ffmumGM8ZP8ZeuvrbV/n3p40BjTbK29lpoGN5R6vJ/s34v9wKMZj7+wmvctN3M5lrnkGmO5xdyOpzHmLuA/klyDOZp6eM3GU5WhdcAY05D6rwf4X4AvpZ76AXCXMaY8tTbhEeBMqtw4ZYy5L9XZ6JeA/7YGty5Z5BnPpcc+SXIuLPBe+VjjuQ7lGcvLwGOpjlUVJBdov0Nygf42Y0yXMaaEZPD91q2/c8km13imfsZWpD5/EohZa/Wzdh1J/fn/J+Bta+2fpT31LWCpI9zneX98vgX8Uup79D5gMjWePwCeMsaEU92tnko9JrdIAWOZi37ergNux9MY0wH8PfA5a+3ZtOPXbjxvRZcGfdzQdeNrJNcZREmm4F8Dfpdk942zwJ+Q2gw3dfwvAqdJznX/07THD6YeuwD8h/Rz9LGux/NR4EiW62g8b6OxBCqB/5r63jwD/PO063w4dfwF4A/W+n1t1g+X49kJvEty4e9zwJa06+h7cx18kJwqbkl2WH0z9fFhkl1WnydZyXseqEkdb4A/T43bW8DBtGv9KnA+9fEra/3eNttHAWPZlPoejpBsbtJPsrGJft6ug48CxvM/kqy6Lx17LO1aazKeS/8QiIiIiIiIbCqaJiciIiIiIpuSwpCIiIiIiGxKCkMiIiIiIrIpKQyJiIiIiMimpDAkIiIiIiKbksKQiIiIiIhsSgpDIiIiIiKyKSkMiYjIbc8Yc8gYc9IYEzDGVBhjThtj9qz1fYmIyPqmTVdFRGRDMMb870AAKAP6rbV/vMa3JCIi65zCkIiIbAjGmBLgKDAP3G+tja/xLYmIyDqnaXIiIrJR1ACVQJBkhUhERCQvVYZERGRDMMZ8C/g60AU0W2t/Z41vSURE1jnfWt+AiIjIShljfgmIWWv/xhjjBV42xjxmrf3RWt+biIisX6oMiYiIiIjIpqQ1QyIiIiIisikpDImIiIiIyKakMCQiIiIiIpuSwpCIiIiIiGxKCkMiIiIiIrIpKQyJiIiIiMimpDAkIiIiIiKbksKQiIiIiIhsSv8/RXY4gzXMod4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Xnew = np.vstack([X, Xtest])\n", "\n", "mean, Cov = m.predict(Xnew, full_cov=True)\n", "\n", "plt.figure(figsize=(14, 8))\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \"b.\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is possible to make the model fit the data near perfectly by minimising the variance of the Gaussian noise in the likelihood and fixing the kernel variance." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 1597972.8466213136
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 1
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 10.0 +ve fixed
rbf.lengthscale 9.792209508640323e-105 +ve
Gaussian_noise.variance 1e-05 +ve fixed
" ], "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Effectively remove noise parameter (needs to be >0, so select value that is very low)\n", "m.Gaussian_noise.variance = 0.00001\n", "m.Gaussian_noise.variance.fix()\n", "\n", "# We will fix the variance as well, so that only the lengthscale is optimised\n", "m.rbf.variance = 10.\n", "m.rbf.variance.fix()\n", "\n", "# This should minimize the lengthscale to fit closely to the training points\n", "m.optimize()\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**But** this has no predictive power, and we have really just overfitted to the training data" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mean, Cov = m.predict(Xnew, full_cov=True)\n", "\n", "plt.figure(figsize=(18, 5))\n", "\n", "# The left plot shows the GP fit to a subsample of our training set\n", "plt.subplot(121)\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \"b.\");\n", "plt.gca().set_xlim([1960,1980]), plt.gca().set_ylim([310, 340])\n", "\n", "# The right plot shows that the GP has no predictive power and reverts to 0\n", "plt.subplot(122)\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \"b.\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### GP Regression with combined covariance functions\n", "\n", "Taking a look at the training data, we can see a number of features that occur in the data. There is a clear periodic trend that is yearly, and an approximately linear trend. We can use this prior information in our choice of kernel to give some meaning to the GP fit.\n", "\n", "First, we will look at the linear trend. It should be obvious that the overall trend (ignoring the periodicity) can be described approximately by $f(x) \\approx a + bx$. To embed this as a covariance function, we can use the `Linear` covariance functions, which adds a linear trend to the covariance.\n", "\n", "### Exercise 6\n", "\n", "(a) Create a `Linear` kernel with reasonable estimates of the parameters that represent the trend?\n", "\n", "```python\n", "k_L = GPy.kern.Linear(1, variances=[1.])\n", "```\n", "\n", "(b) How might we encode this trend in the mean estimate of the GP ?\n", "\n", "> Use a mapping function to represent the linear trend. We can hard code the parameters (gradient and intercept), or give them priors." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(c) Create a GP regression model using the kernels to fit the data. Comment on good is the fit and the predictive power of the model? " ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 7695.687492021736
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
sum.linear.variances 1.0 +ve
sum.bias.variance 360.0 +ve
Gaussian_noise.variance 1.0 +ve
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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i06ZNHD58mOPHjysMiYiIiCxWswkmiaqw/X547jk4ccL6tWPH1D0j/64Mc7rFZKEpDMGcdqRXVVVx00030dzczB133METTzxBe3v75eBSWlrKv/7rv3Lq1CkefPBBcnJyyMvL4xvf+AYAn/70p7njjjuoq6vjl7/85Yz7j46OsmPHDiYnJ/n3f/93APbt28enPvUpnnjiCWpqavjOd76T8vPedtttfOlLX6KlpYWHH36Yl156iV/+8pfk5ubS1NTEHXfcMQf/VERERERkzrW2wr59Vg22y5VZMOnstPYS7d4N7e1w551T94r8u/KxY1PL5s6cib3nKIsYpmku9DOkbdu2beaRI0emvdbe3k5jY+MCPdH8WrNmDUeOHIk7NcpWS/nfmYiIiMi88Pvhc5+zAlFlJTQ0wB//MbS0xL8+coIU6/tUJj5zXD52JRiGcdQ0zW2x3tNkSEREREQk23R2WhOhykq4cAEKCmKfGwQzA8yePVatdmSggektctEBJzI8zeEWk4WmMJRF4jXAiYiIiMgyU1dnLY2rqwOfzwpF+/dDTc3MgBLZCHfmDHi9079vbbXa4+xwZFdq22JNg+JNoLKMqrVFRERERLKNXWzwznfCLbfA294W/5gYhwO6u60Q5HCAxzO9IQ4SHzWzhA5ZjbYkJ0Omacatl5bFJZv3rImIiIgsqNpa2LnTCjnxjomxSxZME4aHrVrt5mZrghTZEHfoUPx7RNZrj4xAT481LcryJXKwBAsU3nzzTcrKyqiqqlIgWuRM06Snp4f+/n7Wrl270I8jIiIikp3i1WvPpmQhWUW332/d58CBqf1JWVCeAMusQGHVqlWcP3+erq6uhX4USUFhYSGrVq1a6McQERERyV7xjomJLFno7QW3e+bUJ9k9It9vbYW+vumHsmZBGEpkyYWhvLw8TRlEREREROyShYYGKwjt3Zt+eIl3KGuWW3JhSEREREREmCpZiLf8zV4a53BYxQiJqrITHcqaxRSGRERERESyTbI9PrZ4y9/suuxAAF57DTZvtqZI8fYB2SUKvb1QXz+zfjtLKQyJiIiIiGSTWOf+xAs88QKTXZftdE7/Gm8fULIpU5ZSGBIRERERySbRh6ja5/5EBpVkgcme9AQC1tdgcOoQ13iSlSxkIYUhEREREZHFJNkSOPsQ1cFBK8A4HDODT6zAFHmvyEnPffcl3zO0RCkMiYiIiIgsFskmOn4/7N9vVWbbh6iGQjODT+RBqbEOUoUlOemZLYUhEREREZHFItlEx37f47Hetyc6sYLPrbdaX5ubE4eeVMsYliCFIRERERGRxSJ6CVz0RCdW8IkuN4Dp06VEzW+trbBvnzVpStQmt0QpDImIiIiILAaxlsBFB5N4rW6RS96OHUs8XYr8vH37rEBUWWkdzhrv2iUqZ6EfQEREREREmFoCd9VVMDFhhZVYamuhpSV+aEllv5D9eUVFVhDq7bUCWKI2uSVIkyERERERkcWgrg5GRuCZZ6zvDxyYud8nlf09qZ4JVFdnLY1raAC3G/buXVZTIVAYEhERERFZHGpr4a67rLN/GhutaU3ksrVUmuYiA1CyYLNED1KdDYUhEREREZHForkZ6uutIBS9xC1R01yyoBTPMq/XVhgSEREREZlPs6muTjStSdQ0l6ySW2JSGBIRERERmS+zqa6ODE0tLTPfS9Q0F1maMDICPT3WzygQJaQwJCIiIiIyHyKrq0tKoKbG+n28muvIZW579kwdqFpbG/uw1Uj2RKm11Spe+PnP4dChZXdu0GypWltEREREZD7Y1dUlJdDeDm1tVlCJVZkducwtELBC1P79VkDy+1Ory7ZDT1+fVZcdCln3lbg0GRIRERERmQ92dXVNDXR1wR/+IYyPx97PExl2hoetEBW5/6elJXnzm98Pzz0HJ05Yv3bsWHbnBs3WvIchwzBygSNAh2ma7zUMYy3wQ6ASeBX4hGmaY4ZhFABPAVuBHuDDpmmeme/nExERERGZF9FL18bHE0917LDjcFhToegpULLmt85OKCyE3butSdSdd2qJXBJXYjL0v4F2wBn+/nHgK6Zp/tAwjCeBPwG+Ef56yTTNawzD+Ej4ug9fgecTEREREZkfdoBpbk4+1Yl8v6Zm+vepNNLZ06XeXqueu7l5fv9sS4Bhmub83dwwVgHfA/4e+BvgfUAXsNI0zZBhGG8HvmCa5h8YhvHf4d8fNgzDAVwAaswED7ht2zbzyJEj8/b8IiIiIiLzLlnj3GzOEJpNjfcyYRjGUdM0t8V6b74LFP4R+DtgMvx9FdBnmqZdf3EeqA//vh44BxB+PxC+XkRERERk8fD74dix2EUIs70usnHu9GmrPCG69CCyXCFZKUJtrbW/SEEoJfO2TM4wjPcCF03TPGoYxk775RiXmim8F3nfTwOfBli9evUcPKmIiIiISIpSndKkep3dOFdZaS1vc7tn7ilKpUlO0jKfe4ZuAt5vGMadQCHWnqF/BMoNw3CEpz+rAF/4+vPAVcD58DI5F9AbfVPTNL8JfBOsZXLz+PwiIiIiItNFTmnsprd4ISf6Ovv1yCVsduNcQ4MVhPbunXm/yHIFLX+bU/MWhkzTfBh4GCA8Gfp/TNP8mGEY/wF8CKtR7h7gp+EfeTb8/eHw+79ItF9IREREROSKS3VKE32dwxF/UnTrrdbX5uaZe4UiA5BC0JxbiHOGPgv80DCM/wO8BvxL+PV/Ab5vGMYprInQRxbg2URERERE4ousy07lOjvMxJsURQakyPa32ZQmSNquSBgyTfMgcDD8+zeA7TGuGQH+6Eo8j4iIiIhIWvz+qXODCgrg0KH4QSV6mhM9UUq05C7yPa8XDh6EnTsViObYQkyGRERERESyjz2t6eiAEyesw017e+PvG4oUb99PvCV39jI7rxdee816zevVhGiOKQyJiIiIiKTCntY0NlphqL3dOtw0et+QPT2C6fuAoidFiYoR7PcOHrS+93gSFzZIWhSGRERERERSYU9renth+3a4667YpQePPw6vvGJ9v2MH/N3fxQ8wiYoRamutEPTzn1tTIZdLtdpzTGFIRERERCRVkc1vMFWEELnXJxCAsjLr+76++NOc6La4WO/v32+dQzQ8DPfdp6nQHFMYEhERERFJJrrdrbbWCirRbW/2uUEnTlg/V14+fZpjByCHI/bPR7KX5dlL5EKhK/bHXS4UhkREREREkk1pWlut4oTGRmuZnNcbvwnurrvgxhuhomL6MrrIQNXdbU18Eu0FSvVMI0mbwpCIiIiILG/JzvTx++G556xpz4kT1j4gj8cKRJFBJdl9IuuyBwetpW+Jgk6iggWZEwpDIiIiIrK8JTrvx36/sNCq0m5vhzvvtCY+NTXTg8qxY4nvEznpcbmsPUChUOKgk6hgQTKmMCQiIiIiy5vDYS1bGxyM3dgW2SJXXz9VnhAdVJIta4uc9DgcyYOQzDuFIRERERFZviIb23p64JZbZl6T6nK1VK6zX0u0nE6umJyFfgARERERkQVjL5G76iprovOf/2kFFb8/vfvV1kJLS+JwE7ksLxSaqueWK06TIRERERFZvuylbe3t1vd2W1zkfp9ExQjJWuhiSbYsT64YhSERERERWb7spW2trXDggBWEovf7xCtYiA5Je/Yk3wekg1QXFYUhEREREVne7CKE5ubYU554xQiRIcnrhX37oLo68T4gHaS6qCgMiYiIiIhA/BrreMUIkSFpeNia9sSr1bbpINVFRWFIRERERJaeVPfyRF8X6+fi3Su6Knv//uQhRwepLioKQyIiIiKytCQqPEh03Z49VqCJ/DlIfK/IaVL0Iazx6CDVRUPV2iIiIiKytNj7cioroaPDKkeIpbXVer+y0rre651ZeZ1qDXY6rXKy4DQZEhEREZGlpa4ORkbgmWes7w8csMoRIkOK3w/PPQcnTli/duywSg283plL3ZLt8WlttcoTioqsqmwdopo1FIZEREREZOnZsAEuXIAtW2aeGwTW94WFsHu3dcbQnXdagSnWUrdEe3z8fisItbZaE6aGhvjlCbLoKAyJiIiISHZIZSmavQ8oEIDz561wE+tg08iDT+vrrSAEM/fzJPvMzk5rIlRZaYUut1sNcVlEYUhEREREFr9USxEiz/EBuPFG2LlzZsBJ5eDTVD6zrs4KWw0NVhDau1dToSyiMCQiIiIii59ddtDYGHvZmy1y4uNyWaHILj2wr0928Kk9DerpmSpPiHd2kKqys5rCkIiIiIgsbpFlB7//vbUfyBHjr7HRE58PfGBmVXZtbeKDTyOnQSMjYBipnR2kEJSVFIZEREREZHGzyw527YJnn4WJCSvk1NRMDyHR0yO/P/5k59Zbra/RLXORVdpnzlifWVWlqc8SpTAkIiIiIoubPck5fx5KSmI3xKValR29D8guToj+LPtnosOSLCkKQyIiIiKyuNn7clpbrTODentnLltLtSr72LHE+4C0B2hZURgSERERkcXNLjRobrZ+xQoqqVZlJ9ovZIssWoj8XpYchSERERERWbxi1Vu3tMy8JpWqbEht8hN5VtHwsFWXHb2cTpaEnIV+ABERERGRuCILDUKhqWlNrGs8HqiunlmVHa221gpU8QJTZ6cVhE6ftpbm7dtnBSRZchSGRERERGTxSmVZWyrXzPYzh4etvUmVldbEKVYIk6ynZXIiIiIisjDsvUDJigqia7Cjfy7Z0rfI6yH5Z9bWWkvj9u2zgpDLlXnAkkVJYUhERERErrxYe4FihZjoGux4Pxfv4NNYh6gWFMT/TFtzM3zxi2qVW+K0TE5ERERErjz7gNTKyuR7gSL3C8V6ze+3KrNj7euJvD4QgL6+xPuPIiXbWyRZT5MhEREREbmyIg9I/f3vYcMGa1ITLd5eoMjXHI7EE6bIe7hc1mRorvYWSdZTGBIRERGRK8s+IHXXLnj2WZiYsKqxa2pSOwA18rXIyU+iQ1RbW6e+D4W09E0AhSERERERudLsA1IHBqCkBLZssZrbooMMxN4LFP1aKk1yhw5NPzdIQUhQGBIRERGRuZJKO1zkAalDQ1ZRQW9v7CCTbttctMhzg3p7rZa4L35RgUgUhkRERERkDqTSDgfTD0g9c8ZaKldVNTPwJLuf328tfTtwYKodrrk59rPFOzdIYWjZU5uciIiIiGQuVstbLNGlCM3NU3t/ItvgEt3PDko/+AG8/HLiRjqYOjeouRkaGnRukFymyZCIiIiIZM4OOV6vNYWJ1Q4HM0sRIPYEKF6THEwFpcZGq5GuvR3q6xMHHJ0bJDEoDImIiIhI5mprYc8eaz9OUVHsdrjIa+3Xjx2L3QYXr0kOpoJSby9s3w533RV/v1C8zxVBYUhERERE5kooBNXV8WuuYWYpQrwJUKLyhOi67FSCkEgMCkMiIiIiMjfsyuzBwdj7cuKVIkRPgFItYzh0yLrm0KH414gkoAIFEREREclcZGX28LC1ZC46nLS2QkfHzMKD2lpoaZm6PpUyhnj3kgUzMWly0t/Pr091L/SjpEyTIRERERGJza6vhuRL0aIrs0Ohmfd67jmr8ODECdixI37hQaLyhNneS+Zd98AoXl+Q9s4gw2MT1JcXLfQjpUxhSERERERm8vvh8cfhlVes73fsgL/7u/iBKDLAjIxAT491j8hpT2Eh7N5ttb/deWf8eyUqT5jtvWRejIYmeP3CAK2+ABcCIwv9OGlTGBIRERGRmTo7IRCAsjIYHYXTp60pUaLQceutcOkSHD4MP//59L08kQ1w9fUzD0iNLEywPz9eBXaye8m8ME2T85eG8fqCnLrYz/iEudCPlDGFIRERERGZqa7OKkH4/e/hwgVYuRIOHIi9XK61dapSe3jY+rphQ+pV2ZGFCSMjYBhQUBC/PCHZ5Ejm1MBoiDZfEK8vQN/Q+EI/zpxSGBIRERGRmWpr4bOftULNoUOwZYs1iYmuy25thUcegbNnpyZAw8Ozq8qOLEx4+WXrtR074tdz28+nEDRvJiZN3uwewOsLcqZ7iEkz+6dAsSgMiYiIiEhstbXWvpyODisIRZcZ+P3WROitt6wldQBuN+zda4WbVKuyI/cbuVzWZCheeYLMq56BUVp9QY53Bhkam0jrHqZpEpqYxCm4JN8AACAASURBVJG7+IurFYZERERElpNEE5pYEi1J6+y0lsStXGl9v3q1FYSi9/BETn5iTXuiP8P+GS2BuyLsMgSvL0BnBmUIg6Mhjl/o59/9/QyPT3DvTWvn8Cnnh8KQiIiIyHKR6mGm0eItSbP3FTU0TE2EYpUZJKvKtj8DpkJQS8us/mgye+cvDeH1BTnpT78MYXLS5EzvIG2+IG92DzJpwtVVxdRXFM/x084PhSERERGR5cI+qLSxMfb+n0jRE6RYE6VUiwxSuc4OaoGAtecoXrCSjAyMhmjvDOLtCHApgzKES0NjtIXPFhocm6AoL5fNV1XQ5Hayqd7Fu5qyY6KnMCQiIiKyHMzmoNLoCdKePbB/f+yJUipFBqkszbOrvE+ftoLavn3wxS9qmdwcsMoQBvH6AhmVIYxPTHLyorWcztc3gmHAmqoSPG4na6pKyM0x5vjJ55/CkIiIiMhyEHlQ6auvwrXXxr82eoLk9cbe85Mo5NjvORzxg1Qku4WutxcqK629SIkmV5JUz8Ao3vD0JpMyBH9wFK8vwOv+AcYmJikvyuOmhio21jkpLcjuOJHdTy8iIiIiqbH37Zw7B+fPQ1ubFXiiw0msCZLHYwWiyD0/ifYfRb7X3W0FG48neVX23r1T5xW5XGqSS8NoaIKT/qnpTbqGxqwyBK8vSO/gGI4cg/W1pXjqXLjLCzGM7JsCxaIwJCIiIrIc2Pt2Dh60vo8XTiInSO3tcOed1t6dmprpU6Bjx+I3xEW2xw0Oxj53KJbmZmtpnJrkZq2jbxhvR4CTFwcYC02mdY/JSZO3eofw+gKXyxBWOgvZtXEF62tLKXDkzvFTLzyFIREREZHlorYWdu6cOeWJZE+Qenuhvn6qxCB6b1Cihjj7Pa/XCkJ33w3l5akFHB2mmrJBuwwhPL1JV9/QGG2dQdo6gwyOWmUILVeV01TnpKq0YA6fePExzCw+TXbbtm3mkSNHFvoxRERERLJLsr0+ra3W75ubEweTRPdpbbWWvJmmdYiq2uHmxOSkyRtzVIZw6uIAXl+Qjr5hDKxKbI/bxdrq9MsQHDkGm1dXcPP66rR+fj4YhnHUNM1tsd7TZEhERERkOYgOLonqre19QMnCS6IpTihk7f1RO9yc6B0cw+sLWFXWoxmWIXQGeP2CVYbgKsrjxoYqGjMsQ1jhLMDjdrFxZRmFedmznE5hSERERCTbJauujlV2ADN/JnKvT6Kyg1Q+U+1wGRsLTfK6v3/OyhDafEF67DKEFaV43JmVIRTm5bJxZRket5MVzsK0n28hKQyJiIiIZLNUlqNFV2W3tsKhQzOb4BLtA4qUqEnOpna4tPn6hmnNtAzBNDnbM4TXF+SN7oHLZQi3b1zBtRmUIRgGXFVRjKfeyTU1pThyc9K6z2KhMCQiIiKSrfx+K2y8+qp1YGl5+czlaLGqsiH2BMhunEt2dlBPT2oTJLXDpWyuyhACw+Ph5XT9DIyGKMrL5fpV5TS5nVRnUIZQVujA43bR5HbiKspL+z6LjcKQiIiISLbq7LSmLvYStJUrZy5Hi1eVfejQzAlQsmIFexo0MmKNCFKpy1Y7XFyTkyZv9gzi9QV5s2sw7TKEUEQZwvmIMoR3XFvNuurSjMoQGlaU4nE7WV1ZvGTOFoqkMCQiIiKSrerqrOVnGzda5/ls3DhzOZrDYR18Ojg4VZUdawKUbOlb9H6iXbugqkoTnzRcGhzD6wvS3hlkYDSU1j1M0+Ri/yheX5AT/n7GQlYZwtvXVdFYV0ZZYfrTm5qyAjxuJ411zqwqQ0iHwpCIiIhItooMNQ6HFVYiw4nfD/v3W9Oi4WG4776p96InNsnKEyL3E42MTL2mIJSSsdAkJy/24+2wqqzTNTw2wfELQbydQXoGrDKEa8LTm/ryorSnNwV5OWxcWUaz25W1ZQjpUBgSERERyWaJlqHZAcfjsUJMKMEUIll5gh28XnwRfvpTePZZa6ldrPIEuawzMExrR5DXw9ObdEyaJud6w2UIXYNMmCa1zgJu37CCa1dmVoawqqKY5iVShpAOhSERERGRxSZZbXW866K/T7UdDpKXJ9ief946O+jSJWhoUF12DENjU2UIPQOZlSG0+YK0hZfTFeblsGmVC88clCE0uZ146ly4ipdOGUI65i0MGYZRCPwKKAh/zo9M03zEMIxdwBNADjAA3Gua5inDMAqAp4CtQA/wYdM0z8zX84mIiIgsSnZVtl1HHW/yEr3HZ88ea0lc9J6fVNrhIg9iTRRs7MKGykqrotvtVl122OSkyZmeQVp9Qc50DzIxmUEZQle4DOGStZzu6qpi3rG+mrU1JThy0pve5OYYNNRYy+murlqaZQjpmM/J0Chwu2maA4Zh5AEvGYbxn8A3gD80TbPdMIw/B/5f4F7gT4BLpmleYxjGR4DHgQ/P4/OJiIiILC52VXZrqxU4Ek1eovf4eL0z9/zY1yVrh7PDVPSeo2h2YUNDgxWE9u5d9lOhS4NjtHUGafNlXobQFi5DGA1N4ix0zEkZQrVdhrDSSVH+0i5DSMe8hSHTNE2syQ9AXviXGf7lDL/uAnzh3/8h8IXw738EfNUwDCN8HxEREZGlbzaTl+glcB6PFYjs7x2O1NvhvF4rhFVXxz9EFVJfSrfEjU9M8rq/H68vSMelDMoQxic4caEfry9A98AYuXYZQp2TVRWZlyF43C5ql1EZQjrmdc+QYRi5wFHgGuBrpmm+bBjGnwIHDMMYBoLADeHL64FzAKZphgzDCABVQPd8PqOIiIjIohE5eSkvh3e/O/H1t95qfbXrsmtqpoLKbNrhhoetEJbsEFVY1ucGdQaG8XZMVVmnwzRNzkaVIawoK+C2DTVsqC2jIM0qa7sMweN2cs2KUvKWYRlCOuY1DJmmOQG0GIZRDvzEMIxm4K+BO8PB6EHgH4A/BWJF3xlTIcMwPg18GmD16tXz9uwiIiIiV5w9eWlthQMH4NVX4Xe/mzmpiV7i1tw89fOR16XSDmfXcu/fn1rRwjJjlSH00xae3qQrODyOt9M6W6h/JEShI4dN9S6a3E5qyjIsQ6hz4nGrDCEdV6RNzjTNPsMwDgJ3ANebpvly+K2ngf8K//48cBVw3jAMB9YSut4Y9/om8E2Abdu2aQmdiIiILC21tVZAKSiIP6lJNvWx75NsSZsdnvz+mVOmZWxy0uSt3iFaOwK8mWEZwumuQbydAc71WsvpVlcWc/M11azLsAxhXU0JHreLNSpDyMh8tsnVAOPhIFQEvBOrFMFlGMa1pmm+DrwLaA//yLPAPcBh4EPAL7RfSERERJYVu93N3vMTb1KTamV2Kkvaotvr7CnTMtQ3NIbXNzW9SdfF/hG8viAnLkyVIdywtpJGtxNnJmUIpfl46l0qQ5hD8zkZqgO+F943lAPsN03zZ4Zh3Af82DCMSeAS8Knw9f8CfN8wjFNYE6GPzOOziYiIiCwus2l3SzT1SfWMIvvaVNvrlqjxiUlO+gfw+gJ09A2T7v8UP3K5DCFI18CoVYZQU0qT28lVGZYhbKi1yhBWulSGMNfms03ud8DmGK//BPhJjNdHgD+ar+cRERERWWgJc0r00rdQCFpaZnej2dZlL+Nzgy4ERvD6Ahy/kFkZwrlLw3h9AU53WcvpVpQVsPPaGjasLKMwzTIEgFUVRXjcLtbXqgxhPl2RPUMiIiIiy110TpnRXp3q0rdEN5ptXfYyOzdoeGyC9gtBvB2ZlyG0dQZpCy+nK3Dk0Oy2SgwyLUNorHPicTspL85P+z6SOoUhERERkSsgWeeBn1q6bn2AOjqpak6wxC3RjWZbl70Mzg0yTZO3eoZo9QWsKusMyhDe6B7E6wtytncIsMoQbmqopqGmBEea05vcHIO11SU017u4urKYnByVIVxJCkMiIiIi88zvh54eGB2NPfiZGvbU4nDU8kAzxI0lDgd0d8PgoDXVibxROnXZS/TcoMDQOF5f4PL0Jl1d/aOXl9ONhiYpK3SwY20lTXVOnEWZlSE0uV001pVRnK+/ki8U/ZMXERERmUeRq9pME3btmtleHXfYE703yO+3Ak5RkTX5ue++2NMe+7XIQ1iXYOCJNj4xyamLA3h9Qc5fGsqsDMHfT5svyMV+qwyhIVxlnUkZQr4jXIZQ76TOVZTew8mcUhgSERERmUfRQaeqKvbWnRnbhWLtDbJv5vFMlSzEM5tWuSznD47Q2hHghL+f0fHMyhDafEFOdQ0wMWlSUzo3ZQj1FUU0qwxhUVIYEhEREZlHqfQixNy6cyzGuGguShaWiMtlCL4g3f2jad8nODJOu88qQwiGyxA8bqvEYEVZ+lXWpQVTZQgVJSpDWKwUhkRERETmUaodBTO27sQKPqnerLUVOjqgsdGqzF4iZwfZZQheX5DT4elNOkKTk7zRNUibL8hb4TKEqyqKuHGOyhA8bidrqkpUhpAFFIZERERE5llaHQXxgk+ym/n98NxzcOKE9WvHjqw/OygwNI63M0CbL/MyhDZfkOMXgoyEJiktcLB9bSWeDMsQqkrz8bidNNY5VYaQZfRvS0RERGQBJdzaE3l+kC3ZVKizEwoLYfduaG+HO+/MyqlQaGKSU10DtHZkVoYwGi5D8NplCIbBuhprenNVZTE5GZQhXFtbhsftxF2uMoRspTAkIiIiskCSbu2JvGBkBAwDCgoS7wOyl9f19kJ9vVVdl0UuBkdotausMyhDOH9pGG9nkFMXreV01aX53BouQyjKpAyhvIgmt5Nra8vId6gMIdspDImIiIikKVlhW7L3kx3EOu2Cl1+2XtuxI/4hqpCVB6mOjE/Q3mmVIXRlUIbQPzJOe2c/bZ1BAsPj5DtyaKqzyxAK0q7ELinIpanOpTKEJUhhSERERCQNyaY6qRS6JS2Hi7zA5bImQ8ma5CArDlI1TZOzveEyhIsDhDIoQ3izaxBvZ5CzPUOYwKqKIm5YV8k1NaVplyHkGAZrw8vp1qoMYclSGBIRERGZJb8fDh6EQGDqyJ/oQU3SqQ8pDHGiL7BvnCUTn1gCw+O02VXWw+Np36d7YBSvXYYwbpUhvG1NJU1uJ64MyhAqS6bKEEoK9FflpU7/hkVERERmwZ74BALw2mvWay7XzEFNqkcCJR3iRF+QhSEoNDHJ6a5BWjsCnMukDCE0wesXBvB2BvAHR8kxoKGmlCa3k9UZliGsX1FKc71LZQjLjMKQiIiIyCzYEx+Px/r+xhth5840pj6zlWwD0iJ0MTgSnt70MzI+kdY9TNOko28Yr88qQwhNmlSV5vOO9dVsXOmkKF9lCJI+hSERERGRWYjexhMrCNliTX3SyjStrbBvHxQVWR8ar0luERgZn+D4hX68vgAXg+mXIQyMhGi7EKTNFy5DyM2hsc5Jk9tJbYZlCI11TjxuF5UqQ1j2FIZEREREZiGTiU8qpQoxf2jfPisQVVZCQ0P8JrkFYpom53qHafUFMipDmJg0eaN7gDZfkLfsMoTyIm5YW0nDilLyMihDWFNdTHO9S2UIMo3CkIiIiMgsJdvnE2/6k0qpwgydndZEqLLSOjvI7U7cJHcFBUfG8XZkXobQc7kMoZ/h8QlKCxxsW1NBU52T8uL0pzeVJfk0uZ00qQxB4tD/VYiIiIjMoUTTn1RLFaapq7OWxjU0WEFo794FnQrZZQheX4CzvRmWIfitKdCF4Ag5BqyrLsXjdrK6KvMyBE+9i3qVIUgSCkMiIiKy7NmTHIfDCjHpHqIKiac/kUvsHA7rq/16XIvkENWL/eEyhM7MyhB8fSN4fQFO2mUIJfncsr6ajSvLKM5P/6+m7vJCPG4X62tLKXCkX6ogy4vCkIiIiCxr0VXZmzfH7ihIdb9PsumP/TOz2ju0QIeojoxPcOJCP62ZliGMhmjvDOKNKEPYuLIMj9tFrTP9MoTifLsMwUlVaUHazyfLl8KQiIiILGv2JMfpnP41nUNUIbVBTlp7h64Q0zQ5f2mY1o7A5SrrdExMmrzZbS2ns8sQ6suL2LG2kmvmoAzB43aytrqUXJUhSAYUhkRERGRZsyc5gYD1NRjM7BBVSD7ISWvv0DwLjozT5puqsk5X7+AYXl+A9k6rDKEkP5etV1fgcWdWhlBRnIen3kVjnZNSlSHIHDHMdHe9LQLbtm0zjxw5stCPISIiIlluLvcMzfYzF/IM1YlJk9NdA1PTmzT/WjgWmuR1fz/eiDKEtdUleNwurq4sTrvKOi/XYH1tGR63k1UVxek9nCx7hmEcNU1zW6z3FKtFRERk2Ut1S06869IJNgu0DQiArv5RvL6AVWU9lkEZQiBchuC3ltNVzlEZQp3LKkO4dqXKEGR+KQyJiIjIkpTqtGcuPmfWB6kuALsMwesL4g+OpH2fQbsMoTNI39BUGUKT28lKZ6HKECSrKAyJiIjIkpNqQ5x9bSbL1bKhDMHrs8oQxifSL0M40zOI1xfkTM8gpmlVWb9tTSXrMyxDuLrKKkNYV6MyBLnyFIZERERkyUm1IS7VqU6iwLQYyxD6w2UI3jkoQ2jzBWm/EGRoLFyGsLqCJreTigzKEMqL8/C4XTS5VYYgC0v/1yciIiJZYTYTnFQb4lKZ6iQLTIvkTFQmJk3e6BqgdS7KEC720+YL0hmYKkNocjtZU1mSURnCNSvsMoSitJfTicwlhSERERFZ9Ga7LycyoNx3X/w9Q6lMdVIJTHYZgt8Px45d2VDUPTBKa0fmZQidgRG8viAnL/YzPmFSUZzHzddYZQglGUxvVroK8bidbFhZpjIEWXQUhkRERGTRiwwkXi8cPAg7dyYPRMkCSSpTnVSXwV3JIoXR0FQZwoVAhmUIF6yzhS4NjZOXa3BtuMo6kzKEovxcNq4sw+N2UVOmMgRZvBSGREREZNGzA4nXaxUigPX7uQgcyUJTqsvg5rtIYaoMIcip8PQmHROTJm+FyxDeDJch1LkKeWdjBetXlJHvSK8MwTBgTVWJyhAkqygMiYiIyKJnB5KDB63vPZ4r29yWypRpvooUBkZD4TKEAH1D6ZchXBocw9sZpL3TKkMozs9ly+oKPHVOKkrSL0NwFeXhcTtpcjspK8xL+z4iC0FhSERERLJCba21NM7rTRw4Ui1aSHRduoeozlWRwsSkyZvdA1aVdfcQk2m2IYyFJjl50VpO1xkYwTBgbXh6c3VVSdrTG6sMoRSP26UyBMlqCkMiIiKSNZIFjtlUZce7LpO9P6lMkBLpGRil1RfkeHh6kw7TNLkQtMoQXvdPlSHcdE0VjSudGZUh1DoLaa53cm1tGYV5KkOQ7KcwJCIiIota9JQmUeBIdd9Oouuu9CGqo6EJXr8wgNcXoDPDMoTjF6xK7N6hMfJyDdaHq6zrXCpDEIlFYUhEREQWXLxlabOd0qS6byfRdVfqENXzl4asKmt/+mUIk5MmZ3oHafMFebN7kMlwGcKuxhVcm2EZwtVVxXjcLhpUhiBLmMKQiIiILBi/H1pb4cABKCiYGXhmO6VJdd9Oouvm8xBVuwyhzRfgUiZlCENjtPmsMoTBsQmK8nLZfFUFTW4nlRmWITSFyxCcKkOQZUBhSERERBaEPfXp6IATJ2D3bujtnR540pnSpLpvJ9F1c3mI6lyVIYxPTHLyorWcztc3Mq3Kek0GZQiOHKsMobleZQiy/CgMiYiIyIKwpz6NjVYYam+H+vrpgWc2U5pkDXCzbYjL9BDVnoFRvL6pKut02GUIbb4gr/sHGJuYpLw4j5saqmisy7wMweN2smGlyhBk+VIYEhERkQVhT316e2H7drjrLmhunhk4Upn0JAsu6QSbdIoURkMTnPRPTW/SNTQW4nhnP97OIL2DYzhyDNbXWlXW7gzKEArzctlYZ5UqrCgrTPv5RJYKhSERERFZEHO5NydZcEkn2MxmiV5H3zCtHQFOXRxgLDSZ1p9hctLkrd4hvL7A5TKElc5Cdm1cwfraUgoc6U1vDANWVxbTXO9iXXUJjtz0ShVEliKFIREREVkwmZ7LY0sWXNLde5QorA2OhmjrDOLtyKwMoW9ozFpOdyHI4KhVhtByVTlNdU6qStOvsnYW5dFU58RTrzIEkXgMM81NfIvBtm3bzCNHjiz0Y4iIiMg8SGePTyp7hhwOa0qUzjRqctLkje5BvL5AxmUIpy5apQodfcMYTFVZr63OvAzB43ZxVaXKEEQADMM4aprmtljvaTIkIiIii04qe3xmcxgrTL2XTilC7+AYXl/AqrIeTb8MwR8cxesLXC5DcBXlcWO4DKE0gzKEFc4CPG4XG1WGIDIrCkMiIiKy6CTb45Nu09ts9g6NhSZ53d8/N2UIF/pp8wXpscsQwtMbd3mGZQgry/DUqwxBJF0KQyIiIjJnZru0LZ5ke3zSKURI5b5glSF4OwKczKQMwTQ52zOE1xfkje6By2UIt29cwbVzUIbgcbtoqFEZgkimFIZERERkTsxmWhMvNEW+nqi8IJ1CBIhfijA4GqK9M4jXZ1VZp6tvaIy2ziDtnf0MjIYoysvl+nAZQnWGZQiNdWV43C5cRSpDEJkrCkMiIiIyJ1Kd1sQLTbFeb2mJ/VmZ1HLbe4smJ01Odw3i9QV5s2swozKE0+EyhPMRZQjvuLaaddWlGZUhNKwoxeN2srqyWGUIIvNAYUhERETmROS0ZmQEenqsgBMdVOKFptkufUu3lvvS4Bitc1GG0D9Kmy/IiQv9l8sQ3t5QRePKMsoyqLKuKSvA43bSWOdUGYLIPFMYEhERkTlhT2taW+HAAfj5z+HQoZnL5eItcUt36Vsq+5TsMoS2cJV1uobHJjh+IYi3M0jPwFhElbWT+vL0q6wL8nLYuLKMZreLFU6VIYhcKQpDIiIiklSqxQj2hKegIP6EJ94St3SWviXbp+TrG8brC/K6vz+zMoTeIdp8QU53WWUItc4Cbt+wgmtXZlaGcFVFMZ56J9fUlKoMQWQBKAyJiIhIQrOtsU5lwhNvidtsl77FWlpXVjFVhtAzkH4ZQmB4nDZfkLbOIAOjIQrzcrhuVTked2ZlCGWFDprcTjx1LlzFKkMQWUgKQyIiIpJQayt0dEBjI/T2praXJ91yA1uqkyg7eL35psnA+Bi/673Er17sZ2IyvTKE0MQkp7rCZQiXrOV0V1cV84711aytKcGRk970JjfHoKHGWk53dZXKEEQWC4UhERERicvvh+eegxMnrF87dqS2lyfehCeVkDObSVR+6Rjb7ujnSNswNWWj9EzMvhDBNE0u9o/i9QU5EV5O5yx08PZ1VTTWZVaGUG2XIax0UpSvMgSRxUZhSEREROLq7ITCQti9G9rb4c475z/kJGuVG5+wyhC8viAd4elNxerZ/9mGxyc4caEfry9A98AYuXYZQp2TVRWZlyF43C5qVYYgsqjFDUOGYXzfNM1PGIbxv03T/L9X8qFERERkcbCXofX2Qn09NDfPvGauQk70Z0bvOeoMDOPtmJrepGPSNDnXO4TXF+SNrkEmTJMVZQXctqGGDbVlFKRZZW0YsKqiGI/byTUrSslTGYJIVkg0GdpqGMbVwKcMw3gKmPY/j5im2TuvTyYiIiILLpX9P5mGnESf6aoKcX6kn+cPW9ObdAWHx/F2BmnvDNI/EqLQkcOmehdNbic1ZRmWIdQ58bhVhiCSjRKFoSeB/wLWAUeZHobM8OsiIiKSZewlbQ6HFWLihZzIpW8tLfHvl07ISbScbnLSZCh3iHNGgF+9PphRGcLprkG8vgDnwsvpVlcWc/M11azLsAxhXU0JzW6XyhBEspxhmon/A2MYxjdM0/zMFXqeWdm2bZt55MiRhX4MERGRrGEvaQsE4LXXYPNmcLlmLm2bbZ12qu1vifQNjeH1TU1v0nUxOIK3M8iJC/2MhssQmuqcNLqdODMpQyjNx1PvUhmCSJYxDOOoaZrbYr2XtEBhsQYhERERmT17SZvTOf1r9NK2VJe+2WZ7PpBtfGKSk/4BvL4AHX3DJPnfaOMauVyGEKRrYNQqQ6gppcnt5KoMyxA21FplCCtdKkMQWWrUJiciIrKM2EvaAgHrazBoTYail7aluvQtXRcCI3h9AY5fSL8MwTRNzvYO0dYZ5HSXtZxuRVkBO8NlCIUZlCHUlxfhcbtYX6syBJGlLOkyucVMy+RERERmL509Q4nqshNdE/m+s2KCts4gbb7MyxDaOoO0hZfTFTimqqznogyhye2kvDg/7fuIyOKS0TI5ERERWVpSXdKW7Lpk+4qs9026g+P0jozQ/M5uSlzp7QWyyxDaOoOc7R0CrDKEmxqqaagpwZHm9CY3x2BtdQnN9S6uriwmJ0dlCCLLicKQiIiIpCXRvqLA0Dj/+fIAR96E0qoxegMO+rpzZx2GuvpHLy+nGw1NUlboYMfaSprqnDiLMitDaHK7aKwrozhffx0SWa70//pFREQkZZHL3qL3FVWvmKTNN1WGEBzJJWSW0+t3kJMLzsrUgtDlMoTOIF39VhlCQ00JHrcrozKEfEe4DKHeSZ2rKK17iMjSoj1DIiIiWW4uaq1T/ZzoZXEArSdHuWQGuTgRYHR8ehlC/6Vcgr0OnJUhyiom4t7bNE3OXRrG6wtcLkOoKS3A43ayYWX6ZQgA9RVFNKsMQWTZ0p4hERGRJSoyoIyMwF13QXNz+oUIiUQuizt1epJfvDpAqOIS3cOjcX+mrGKCsooJ+i/l0nG6YEYoCo6M0+6zyhCC4TIEj9uJx+1kRVn6VdalBQ6awvdRGYKIxKMwJCIiksXsgFJZCc88Y1Vm19dndohqvNC0cqXJwNg4L7wySnB0jNL+Psoc8ac9tv5Lubz0bDmTE5CTCze8t5euUBCvb6oM4aqKIm6cozIEj9vJmqoSlSGISFLzFoYMwygEfgUUhD/nR6ZpPmJYC33/D/BHwATwDdM094Vf/7/AncAQcK9pmq/O1/OJiIgsBfa+nfZ26/vGRujtTf8Q1VihqbBsHK8vQFtnkOrtJvkpebV6EwAAIABJREFULHuLFOx1MDkBea5hTr9p8voLfqgOUFrgYPvaSjwZliFUlebjcTtprHOqDEFEZmU+/4sxCtxumuaAYRh5wEuGYfwn0AhcBWw0TXPSMIwV4evvANaHf+0AvhH+KiIiInHU1lqBpbUVDhywglCsQ1JTPUTVDk1XrZ7kWNsYT/08QN6KAPYW47IKUg5BAKPjE5wf6aHNH2LwjElOjsl1V+WweYObqyqLycmgDOHa2jKaVYYgIhmYtzBkWs0MA+Fv88K/TOAzwN2maU6Gr7sYvuYPgafCP/cbwzDKDcOoM02zc76eUUREZCmwzwNqbo6/J8gOTcn2DDlKRzjXF+LVt8aYNEzqHQM4Ztm1ZJom5y8N4+0McurigFWGsL2frYVVbFqfT82K6vT+oEB9eRGeeifrV5SR71AZgohkZl5nyYZh5AJHgWuAr5mm+bJhGA3Ahw3D+ADQBew1TfMkUA+ci/jx8+HXFIZERGTZmk3pQbJDUuO9PzI+QXuntYenq3+U9TtzqU2yFC5WS1z/yDjtnf20dQYJDI+T78ihqc4uQyhIuxK7pCCXpjoXHreTihKVIYjI3JnXMGSa5gTQYhhGOfATwzCasfYQjZimuc0wjA8C3wZuAWL9F3LG/xZlGMangU8DrF69et6eXUREZD6kGm78/qmlbwUFyUsPZss0Tc72DtHaEeSNrgFCk1P/X67dABdPZCECOZOsutHHm0O9vNVjlSGsqijihnWVXFNTmnYZQo5hsLbGKkNYqzIEEZknV2SXoWmafYZhHATegzXx+XH4rZ8A3wn//jzWXiLbKsAX417fBL4J1jlD8/TIIiIic2o24cYuMejogBMnYPfu2KUI6QgMh8sQfEH6R6xDUFM9C8gW7HUwMDzBUH6Qs2egLT9I5eoxtq+ppMntxJVBGUJlyVQZQkmByhBEZH7NZ5tcDTAeDkJFwDuBx4FngNuxJkK3Aq+Hf+RZ4C8Mw/ghVnFCQPuFRERkKZhtuLFLDBobrevb26267OjSg1SnTB2+SX7bNkzPZID+nAEiz1uPrr2++f19cQPRaGiCExf6+Z+zI7xxYSVM5lBZ5mDXjnI2rluRURnC+hWlNNe7cJerDEFErpz5/J9c6oDvhfcN5QD7TdP8mWEYLwH/ZhjGX2MVLPxp+PoDWLXap7Cqtf94Hp9NREQkY6mGkVTDjc1ufuvthe3bYx+kmsq5QReDI7z4u37+5Vu5jI2Z5OQWcPP7h6cfehquva6sDdHrdxDsdUx73zRNOvqG8fqsMoTQpElVaT7v+l/91OZVsKJ2grKKgnT+8VFfXkST28m1tSpDEJGFMZ9tcr8DNsd4vQ+4K8brJvDAfD2PiIjIXJrNIaaphJtIqTS/xTs3yC5DaOsMcjE4SsfpAsbGSuOGHWdliJxc6PU7yMm1vgcYGAnRFr5PYHic/NwcGuucNLmd1F4uQwjN+p9bSUEujXVOPG4XlSpDEJEFpsW4IiIiaYgMI14vHDwIO3fGDi6p1lpH/0yi66afG2QyUTDMgd8HOH1xehlCvLBjK6uY4Ob39xHsdWAySeupUc6N9HJhLIAJrCov4oa1lTSsKCUvgzKENdXFeNwu1lWrDEFEFg+FIRERkTTYYcTrhddes17zeuNPiJKFm9mqrYVPfGqcX/9+kB4zwK/Oj8a8LjLsxCtIGMsbwntpmN8eqGA8lE9+3kpueG8BWzYUUV6c/vSmsiSfJreTJpUhiMgipf8yiYiIpMGe9hw8aH3v8UxfrjZfQhOTnO4axOsLcLZ3CLNw5tkU0e1wsaqyR0MTvO4fwOsL4A+OMn7RSVl+Pus2GDBYwgZnHuXFsQNWInYZgqfeRb3KEERkkVMYEhERSVNtrbU0zuu1l6vFL0VIVbxShov9I3h9QY539jMyntoZQNHtcKZp4usbwesLcNIuQyjJ55b11axqLufof5UyOUjM5XTJuMsL8bhdKkMQkayiMCQiIpKBZPuBUm2cs6+NLGX4k09P0Gf20+oLcDGY2pQmVjucUTRK+4UgXt9UGcLGlWV43C5qnXYZAkmX00UrzrfLEJxUlabXKCcispAUhkRERDIUbz/QbBrnwApN4+MmrpoxXmsb4+vP9bJyXewQFO+gVLswoeeCg8DoKL/2naPzjFWGUF9exI61lVwTpwwh1nK6aCpDEJGlRGFIRERknsSrv44lODKOb6wf7wWDoTOT5OSCpyL2UrVES+HG8oZwNPdw8vQ4oZohnMYE29ZU0FTnzKgMoaI4D0+9i8Y6J6UqQxCRJUL/NRMREQmzl7Q5HFaISbUGO57p9dcz9xNNTJqc7rJKDN7qGcI0YdsdsSc+kaKXwnVfNHhrKIDXF+RCcIQcA9ZtLMHjrubqyuK0pzf5jhyuWVFKs8oQRGSJUhgSERFhaklbIGBVZW/eDC5X8qVticTbT9TVP0qrL8CJC/0Mj00PPKksVXNWhsjJMXnrLegZGuDUyTegaJTKcBnCxpVlFOc76L+US+ebqe8BstW5wmUIK0spcOTO+s8tIpItFIZERESYWtLmdE7/Gmtp22xKEez9RCPjE/zPuX68viD+4Ejazzk4GuJ4oJcO9zkudedSuHqM5oYCmtw1rHQWXi5DSLSULhaVIYjIcqQwJCIiS1qqwcVe0hYIWF+DQWsyFL20bTalCKZpcv7SMF5fgFMXBxifMON+frxCBLCW07W9McrvXh/j4sQlcorHcFcVcuOmUtavqIlZhhCrVS76vlNlCE7WVpeSqzIEEVlmFIZERGTJilz6NjwMe/dCc3PsayOXtN13X/w9Q6mUIvSPjOP1BWkLV1knE2+K0zs4htcX4PcnR+l6ZRUOo5ga5wru+PAgV7kTL1+zW+V6/Y4Z5waVF+fhcbtocqsMQUSWN/0XUERElqzOTisInT4Nvf8/e3ce3Hia3/f9/eAkbhK8muj77iZ6Znpmend259rxzurY3Wg2kuyxLMuSLVtyqtYuORUncSqpciqOK5HtyqF4HUXxUVIsW9oosr2yJcuKlNnVntqZnZ7ZBvu+ppvgfeAHkMT9yx8AukESAAGQbLLJz6uK1WwQ/BHs37KnP/t9ns8zD7/0S/B3/k7rZW8XL7a+ZrNShFLZ5s5MhivVMgRrvjbpcTZcnlY/Caqf4sxMOPnetRWm3FNMpCplCANmmMhAiOPHDAvTbhwrNtD63KFQX2nVuUHRgTKnhsJcOBjmUJ+//T9EEZE9TGFIRET2rJGRykRofh6iUfD51k9yOj0LaG0pgjOQ453rKa7VlSFstF9n7cefe81iqVDgbiLPQjZHYGiCgUGbV09VyhDKy16+Pu1hYZp1U55WQn0lTh9zcyE2oDIEEZEGFIZERGTPGh6uLI37pV+qBKFGe4A6OQuopre/xFQhzR/dt5hMrS9D2Gi/Tu3jgf4ct+6UuX95kuWRDKa3hxeOuXnh3NCqMgS8q6c8GzXD+erKEAZUhiAi0pTCkIiI7GkXLlSWxjUrUdjoLKAa27Z5//oK37qyRIo0vkjz6Uyr/Tqlss2CneLWrM3CvSLGUeZUX5HXzvZyeiiEx7W+DAEeV26nF5yM3/auC0UOYzjaXylDODGoMgQRkXYY227ebLPbXbp0yX733Xd3+mWIiMhTrlXjXDpb4OpEmm9eSfO7vxlsu6p6bTvcwlKexITF1QmL5XwJT97H4Z4oz53xcvhge8vXGi2/OxRzEI+FGY2FCfW4N/PHICKyJxlj3rNt+1Kjj2kyJCIiT5VacHG5mje+dap2FlBNqWxzdzbDlXGL+3PLlG2b8XHvhlXVawOQN1Tg5nSaxG2LiVQWY+B4f4B4LMzR/kDH05va8rrBkSJ22s/Hh2P80Ct1y+lERKQjCkMiIvLUqK/Kfv99eP75yj6gjUoP2jWbyZFIWlyrTm/qtVr6BqunNkuFAoGL97i/Mk+hZNPnd/PKqX7OHwgT2ESV9ckjTjLDfsIeLz0jDp4/B8pBIiLdUxgSEZGnRq3sIBxe/Wuj0oN2D1vNFUvcmMyQSKaYaFCGULO2qnrtVGhqEsbns1iuRawZL5HeAheeCRGPhRmJNJ/etDpsFSplCOcOhIjHIgyGvEy92N73JSIiG1MYEhGRp0at7CCVqvxqWY0b4tqpy364sMwff5Dhgxsr+HsbB5G1QaX2VlMu29ybW2JswuLW/QKp1FECHj8nhjx8/tMH6B9svS+3WQW3MVTLECKcXFOGsHZJn4iIdE9hSEREnhr1Z/z83M813zPUrC47kysylrRIJFM8GC9Xg0iwrbOA6j++sJwnkXxchuBzO7l0LsyRF0o4s17C0Syhvo0LitZWcJeXenj5Uo/KEEREnhCFIREReaq0Mxmpr8t2OG2yriX+zeUU92YrZQgA1nzrQoS1QWV+xsGDlQUSEymSi5UyhGPVMoRjdWUI6YUi1nzlP68bnQcUjhZxucBk/Fw45OU/+WyUAwe0CUhE5ElRGBIRkT1neBj+3F/M8c3vLzFftvjWRH7dczYqRAhHizgcNh99BHPLGW7fuI3ty9Hrd/PKyX7Oj6wvQ2g1TVr3GsM9fPpcmJ95OcTCrFN7gEREdoDCkIiI7Bm5YombUxmujFfLEPyr/0O3dg9Qs0KE5XyRm9YCE4ceMjftwHM4x/kTHuKxQWItyhDWTpPWTpt63E7OjVRKFYZCPY8eP3poy/8oRESkDQpDIiLyVGjVDje+uMKV8RS3pjPki+WGn99salMLK+Wyzf35ZRLJFHdnlyjbcCDSw8fPhxnxHCBreQjbRYxpvvSt0bTJGDgS9XPhYIQTAwFcTseW/ZmIiMjmKAyJiMiOaucQ1UbtcMHeImMTFonxFAvLhUfPbVZV3Wxqs1grQ5i0WMpVyhAuHu5ldCRMf9Db0dK3+mlTLAYvX+hlNBYmrDIEEZFdSWFIRER2TLuHqNba4Y4csfngap5/8U4KR3/qURlCTavgUj+1sU2ZycIC33pvnvHFFQyVKus3zkQ4PhBYVWW90dK3ei6H4WPnK5XYh6O+psvpRERkd1AYEhGRHdPuIao94TxJq8D738hRsm1GTJqQvb66ulVwCfYWOfPGFB/cyDKeW+D2eJaIz83L1TKEoLfxfxI3KloAGAp7iccinDsQosft3Jo/HBER2XYKQyIismNaHaKaL5a5MZUmkaxUWZ943clAg+Vv9RoFl+V8kWuTacaSFnNLeVwuw9mDQeIjA8R6m5ch1DQrWuhxOzl3IET84OoyBBEReXoYu8H/s/a0uHTpkv3uu+/u9MsQEZFNWLtnCP8K04UUN1uUIdRbu0coveBkcc6JZdLcW5rnzmymUoYQrhxmemY4iNfV3fSmVoYQj0U4OagyBBGRp4Ex5j3bti81+pgmQyIisqOGhytL2K5OWCSSFvMz688EambtHqFnfmCaj1ZmuTqZJpMr4nM7ea5ahjAQ9K76vEYlC82EfW5GR8KMxsJEfCpDEBHZKxSGRERky7XTEFcu29ydW+LKeIp7s8vryhDaYc27KBRtir4M9+7ZXHlnFu+wxdF+P6+fGeDEQHBVGQK0fzCqy2E4ORTkgsoQRET2LIUhERHZUhs1xM0v5UkkU1ydqFRZd8O2babSOT6Ym+eD8X5KRUOPx/DyBT/Pn4kSalFlvVE73GDISzwW5vxIWGUIIiJ7nMKQiIhsqUYNcbl8mT/+YIly3yLjiytdX3slX+LapEViwmIuk8flMDz3gzaHvFFOHXUSjoY2vEajkgWv28H5A2HisTBDYZUhiIjsFwpDIiKypeob4koUuXIvR9ZkCSwuEjKdT4JS8w5u3C3yIDfPeHaBsg3DYS+fPjvEmQOPyxDSC4bx294N9wHV2uHS8y7OnXDzyrODnBoMqgxBRGQfUhgSEZEtFeor8upbab6TWOFT8TzlsmkYUDYqMUitFPjetRW+9W97yRdcuFyDfOxzLl4851tVhlC7Vjv7gABCPS5eejFMPBZRGYKIyD6nMCQiIptWK0NIJC3uzixRtm2CMQg2eX6z8FIslbk1kyGRtHi4sEJ+KkyPa4D4KYNjOcCFPg8Dwdy66220D8jpMJwcDBKPhTna71cZgoiIAApDIiLShmbtcAtLeRJJi6sTFplcse3rrQ0vdz8qMTs1zfWpNPlimXCPi0+e6OfwaC+X/0OI8go4XJX9PY002gcEMBDyciEW5tyBMD6PyhBERGQ1hSEREWlpbTvcs8+VKbnyPP/Dcyw5lrq6ZjhapGzKXL1ZZHY5w/X79/GECpwaCnLMFyVYDhLpLRHqKxF8a3HDM4Fq+4CseRcDQ2U+PhokHoswrDIEERFpQWFIRERaqrXDOTwFZq0ytxczFIoQuFvk4MnOrlW2bR7ML5NIWtweKFDwejlwwObimQhnh0PkM56Gy+c2OhjVGBg96SX+WphTQ0HcKkMQEZE2KAyJiEhTy/ki08UMiUmYXyiTLfWQyRh8AbvpkrVGUisFxiYsxpKV5XQ9LgfPnwkzGgszGHpchjC7wd6ftUI9LkZHqmUIfpUhiIhIZxSGRERklXLZ5l6tDGF2iVLZ5sUfrjS/OT5rNW2Hg9UNcb5wgVszGcaSFg8WKmcLHY36eXHoAFETpm+gTCi0+hrN9v7UczoMJwYDXIhFVIYgIiKbojAkIrLP1coR/JE8M6VKGUI6uzqEtLNUrdYQl14uMreco3TuHqWeLOEeF584HuV8LIxZ6eHrX+llvEkFdv3en7WBayDoIX4wwnmVIYiIyBZRGBIR2cceJsv83b9fYHIxy1KhyKtvpTYMPY1kCyW+O5bn+w8c5H1pSpaf865ePvG8k8N9vkfTm/HxjZfB1Qcvr9vB2eEQ8ViEAxGVIYiIyNZSGBIR2YcmU1mujKf4w2/kuDkZIDpcpNzGHp16tm3z0fwyYxMWt2eWyKfdGOcJDjr7GTjm4Y2Pm3XXamcZnDFwsNfHsLsXXzHAkaiD4ciWfNsiIiKrKAyJiOwTK/lStcQgxWwmD4Av4mwZTur3ANWCjVUrQ6gup/O6HFyIVUoMel4Da75IOJptGKpaLYML9bg4PxImHguTS3v40pcqLXYuF3zxi5VzjURERLaSwpCIyB5S2/9TOxTVtm3uzS2TSKa4M1MpQ6jXKpzU9gCVS4ApE3s5yd3lOR7MV8oQjkT9vHpqgBMDAVyPqqwb7y1aG6pqz6mVIcRjEY5G/TgcleV0l29UgtCxY3DvXuV7UhgSEZGtpjAkIrJH1A5HLRahZJd47QuLTBZS68oQ1mpWjmDNu8gsl1jypnhw3zDmteg/WuCl41FGR8KEfY+rrBtNkOo/tvbsoOOHnYzGIoyONC5DGBmpTITu3av8OjLS3Z+JiIhIKwpDIiJ7xEcPy0wt5iG4zO17NqXLGQ6ebByEWoWXbKHE9ck0l+9nuTd1AGwH0aCLz3yij3PHh9ZVWTcKO/XXtKpnBw3GSpD28/LIIT7zSS+tDA9XlsbVT7lERES2msKQiMhTbsqqlCF89/4yd+fDlGdoWk4AjcNLsLfIg4UVEskUt6vL6QaDXn7oT2cYcvUyOFwi1OdpeD1rg4NSzxx3sXQ9SMTjxnPAwTNn2vu+hocVgkREZHspDImIPIVW8iWuTlokkhaz6RwA3hBN9//Uqw8vE+OGb3yYYcI1iVUtQ4jHKiUGQ6FalfX6UFU/WWrUEBf0uhiNhRkdCdMX8DB1UVMeERHZfRSGRER2sfpChKEhm/tzyySSFrdnMuvKEKC9w1H9vXkWszmuf5Annc8TOjDNsUNuXj45wMnBShlCesHJ+O329wC9+tYimQUXF057efWZYY71Bx6VIYCmPCIisjspDImI7FK1QoRMtsjCco5nfmAW4891fb2ZdI6xpMW1SYulQy48QwFeP+XhxbOxdWUI7ewBqi2LMys+PvdGD+dHwvg9rf+zsrbtTkREZCcpDImI7ELFUplvfLjMlQclXL1Z5udc9E/AwZPtfX5tGZs3lCOZXySRtJhO53Aaw8nBAKMXwhyO+nGsKUOAjfcAhaNF3G5wLgd49oiHn//h/raCTX3bnc4OEhGR3UBhSERkF5mysiSSKa5NppldMGQKvZQnGx+I2ow17+D3vuxnKlVgMWsIPp9ieBg+dWaQg95e8mkvYUcRh2m8nK7RHqCag30+4vEwP/tqiNlpR0cTnokJnR0kIiK7i8KQiMgOyxZKXJ2olCHMpB8vgwv1tVeIUJPOFhibsHjvezbTySF6+rIMOCK8evQozzxrk1l0tVz+9vjrrj6IdeSA4fxIlHisUoZQcyjW2feps4NERGS3URgSEdkBtm3z0fwyV8Yt7sxkKDYoQ4CNCxGK5TJ3Z5ZIJC3uzy8DMDQQJjTsp7enF5fLcPxIHmNKLZe/rT13KBItc/Gsm3isn+NryhC6pbODRERkt1EYEhF5glIrBRLJFGNJi3S2vWVvjcxmciSqZQjZQpmegp8zPYd49qyXgyMO0s+uYM0XVk2Umi1/qy9MCPQ4+eIXbV55JkTAu/F/IjotRFCrnIiI7CYKQyIi26xYKnNrJkNi3OLBwjLWfG0KY2+49K1erlji+mSasQmLKSuHw8DJwSDH/FHu/fEI5bLhw/sQri5/W3vttcvfah9fSbnp93t5ftTD4rSHIRcEvBu/HhUiiIjI005hSERkm0xb2er0Jk228Hg5Wjv7dmrL1kJ9BSyTIZG0uDldOVuoP+jh9dMDnDsQxudxMn7bi102Tdvf6tWHpIO9PkZjYSKjIf7PBw4Wpzvby6NCBBERedopDImIbKFaGcLYhMW0tf5MoI1qq6EShP7ot0NMp/LMLRfxPDuD2+HgUM8Iz53xcvywE1NXid2q/W2tgNfJ+ZEw8ViEaF0ZQjd7eVSIICIiTzuFIRGRTbJtmwfzK1xJprg93bwMAVoHl1LZ5s5shu+8W+bWfRtXZBm/I8Sz/sNkH/RjbAfXx2FwzTSp2fK3GocxHBvwc+FgpGkZQjd7eVSIICIiTzuFIRGRLqVWCowlK1Mga6XQ1uc0Ci6zmRxj1eV0K4USPQ4/B/uG6feH8Q04OdK/zM2PHC2nSY32CEUDHuKxMOdHwm2VIXRDhQgiIvI0UxgSEelAsVTm9swSiWSKj+aXsZsPgdapr68eOLrMjakMiVupR2UIJwaDxEfCHOn3s/RSAWvefjQ5uv2hv+E0aW0ltsfl4PRQkPjBCAd7fY+e127rW6ftcCIiIk8zhSERkTZMp7MkxleXIdSsDSSNpBecfP3fRFhcLjK/DMVzd8GXoz/g4bXTA5w7EMLvefxX8tpJT6NlcPVlDJGAk7/+1xy8fCGIx+VY9bXbbX1TO5yIiOw3CkMiIk1kC5Uq6yvJVMMyBGivHS6TLfLNK1kuf2QoBTLYaT9xb5SXL7kYDntXlSE002gZXN7yMBzs4flRD7OTbnoBT4O/1dttfVM7nIiI7DcKQyIidWplCIlkilsblCFA83a4Utnm7mxlOd39uWWKSx68nhD97kH6j7n41CUDZUjeWT9RajVpqpUhxGMR/BcC/PJHhtnJ1m1u7ba+qR1ORET2G2N3suB9l7l06ZL97rvv7vTLEJE9wMpWyhASyfbLEGD9ZGj0zWnur8xzbaJShhDwOhkdCTM6EsaZ8z0KOUDDiVKzSVOf3038YITzI2GCdWUIW70XSHuGRERkrzHGvGfb9qVGH9u2yZAxpgf4GuCtfp3fsm37b9d9/H8D/pJt28Hq773ArwEvAnPAn7Vt+952vT4RkVLZ5vZMhivjnZch1IT6Snzsc3MkbuV5kF3gX1+3cBg4PhAgHotwNOp/XGXtf7zUbfy2t+FEqX7SlJpxM+CM8IWPBVaVIdTbqM2tPtxcvLjx96N2OBER2U+2c5lcDvi0bdsZY4wb+Lox5vds2/62MeYS0Lvm+X8ZWLBt+5Qx5ieAXwT+7Da+PhHZp2bSORLJVKXKOt+48GAjtm1z816RD29mGc8vgC9HNODhtdj6MoRGmp03FI4WifidREoBTh338OOvOhhe+7dlm1SIICIi0tq2hSG7sv4uU/2tu/pmG2OcwN8HfhL40bpP+QLw31bf/y3gHxpjjP00r+MTkV2jVoaQSFpMWdmur5PJFbk6YfHBjSzj34zhsL30hwf4wT+d4eQRV1tlCLD+vKHhYTg/0kf8k2GKn/JuyVI1FSKIiIi0tq0FCtXg8x5wCviSbdvfMcb8AvAV27Yn1vyj4SDwAMC27aIxJgX0A7NrrvnzwM8DHDlyZDtfvog85Wzb5uHC4zKEQqm7/2+lVLa5N7dEImlxb24J24ZIboBj0RAnj0NqxoOvCMY0bpxrJhIt89wZF/FYlOMDQZy15XTBjUNLO3t7VIggIiLS2raGIdu2S8BFY0wv8K+MMa8DfwZ4o8HTG/3fqev+5WLb9q8AvwKVAoWte7Uislek68oQUh2UIaw1v5QnkUxxtVaG4HHy4pE+RmNhXDkfX5/3kJrh0TK3Zi1wax/v9buJxyKMxlaXIbSr3eVvw8OVj6kQQUREpLEnUq1t2/aiMeYd4E9RmRLdqk6F/MaYW7ZtnwIeAoeBh8YYFxAB5p/E6xORp1+pbHNnJsOVapV1twts88UyN6bTXL6eZWIC3KEsp472MBoLcywaWFWGUL/MDVq3w5myYSDi5m/+DSfPn/Vv6nvtZPmbChFERESa2842uUGgUA1CPuAzwC/atn2g7jmZahAC+ArwM8C3gD8N/JH2C4nIRmYzOa6Mb74MIZnKMpa0uDmdJmu5KXz/BP3+HoZWPHzqVWvdeT+w+iDUZu1w7ryfI30Bnh/1MP7AgVnZ1LcLaPmbiIjIVtnOydAI8KvVfUMO4Mu2bf/bFs//J8D/ZYy5RWUi9BPb+NpE5CmWLZS4MVUpQ5hMdV+GsFQtQ0hMWCwuF3A7DWeGQwz0DjE+21sNNo5HwaaV+nY4r8fwyrMBXnv2AKUlL1+6AeMPNg4u7Z7xo+VvIiIiW0OHrorIU2GryxBGGXkNAAAgAElEQVTGkhZ3q2UIsUhlGdzpoRC5tJuJex6ufieAy2OvWvLWisMYIgTpM2E+NuonNvJ4G2Q7IafdfUA6FFVERKQzO3LoqojIVqiVIYxVpzfd+mi8xIc3cjzIzpP3rOD3OHnhSB/xkTB9AU/la1X395RLlfaW088vM3Is3zII9frdjI6EGY2FCfW4Gz6nnX077ewD0rlBIiIiW0thSER2nVoZQiJpcX9umXKXE+x8sczN6TTvX89y+6vD2OUgfcFe3vwxi/MnvI+rrKusedeqfT+BcLlhEFpJuYgQ5pMX/Dx/1tf22UKttLMPSOcGiYiIbC2FIRHZNWYzORJJi6sT1qbKECZSWRLVMoRCycabinIw4ufUCQdLc176jMHpWH8mUP2+n0Z12aePuTngjvAHXw2RKTv41x/CwS2azrSzD0jFCSIiIltLYUhEdlSuWOLGZKUSe7NlCNcm0ySSKRaqZQinh0LEY2GC5QDf+B0fS3OPzwRqJNS3vi772/+ujz6fFyJePv0pFxMTQLm96Uyn+3s2Wk6n4gQREZGtpTAkIjviwfwyiaTFrer0phupOQfX7hR4mJsnmV+kbMNIpIfPnO/j9FAIj8tRfWZ5VchptQco1FciHC1xtN+PY76PlZif48fNo+DT7nSmk/09nYQmnRskIiKydRSGROSJyeSKlTKE6vSmWwvLed67tsKf/Lte8gU3btcQL33ewwvnfESrZQg19cvcDp5cvzSuXsTnJh57XIYwNQXvfXV18Gl3OtPu/h6VIoiIiOwchSER2Valss3d2UoZwr3ZzZUh3JrOkEimSKay5KfD+N1uLpwxODJBzvd6iAZWh536drhaRTawakLkdhpODQWJxyIc6ltdhtAs+LQznWl3gqRSBBERkZ2jMCQi22KurgxheRNlCJNWpQzhxlRlOV2v380rJ/s5HO/je78forwEDlfjfUBr2+Em7nm4/aGfcglCfid//YuGl58J0uN2Nn0N3SxLqy17e/vtStBpNUFSKYKIiMjOURgSkS1TK0NIJFNMbKIMYTlf5NpEmkTSYn45j8thOD1cmd7EIj2Ppjcb7QNa2w7ncToZDPbw/KiH+Uk3UQfUjgbaqsNMO132plIEERGRnaMwJCKbNr64wpXxFLemM+SL5a6uUS7b3J9fJpFMcXd26VEZwpvnhjgzXF+G8Fior7RhGcJrX1jEXwzyyWcCHI328X/8soP5ydVTmK3ct9PNsjeVIoiIiOwMhSER6UomV+TqhEVifPNlCGNJi6uTFku5Ej63k4uHexkdCdMf9HZ93XBdGUK4Nv6h8RRmK/ftaNmbiIjI00NhSETaVi7b3JldIpFMbaoMoVAqc3M6w1jSYnxxBQMc7ffzxpkIxwcCOB1mw2s04nI8LkM4HF1dhlDTaArTSV32RsvZtOxNRETk6aEwJCIbml/Kc2U8xbXq9KYbtm0zZeVIJFPcmMqQL5WJ+Ny8fLKf8yNhgt72/zqqr8sGcOV8vBQP8EpdGUKnZ/dsFGA6WUqnZW8iIiJPB4UhEWkoXyxzYypdqbJe3GQZwmSasaTF3FJdGcJIhFhvz6rpTX3IabYXqFaX7bANIbeX/pCHaMjNV2/ChYPQM9zdHqCNAowqsEVERPYehSERWWV8cYXEeIqbmylDsG3uzy0zlrS4M5uhbMOBcKUM4fRwEK9rfZV1ozOB1gYiYyBQCnKiP8hz5928+10HhWU49szqgLIdwUV7gURERPYehSERYalWhpC0mF/Kd32dxeU8YxMWVyfSZHJFfG4nzx3uJd5GGcLaM4GsedejMBT2uRkdqZQhZC03X7oKDz6CSKQSkNYGlO0ILtoLJCIisvcoDInsU1tZhnBrOkNiTRnC62cGODEQbLsMYe2ZQH0DJc4eCHFhTRlCxLc6lMD6gLIdwWWrziESERGR3cPYXf4DaDe4dOmS/e677+70yxB5qswv5UkkU1yd2GQZQrpahjD5uAxhNBbm/IEQoboq606kF5w4sz5eivt59dnQozKE7dROyNnKc4hERETkyTLGvGfb9qVGH9NkSGQfqJUh1Kqsu7WSL3Ft0iIxYTGXyddVWYc52Nu4yrqdUoRc2k2/ifADL/i5cKqn69fXqXZDjsoTRERE9iaFIZE9LLm4QiJpcWMqvakyhI/ml0kkLe7MVMoQhsNePn12iDMHGpchQCUETdzzcPU7AVwee10pgjFwuM/PsCfCv/9qAKvs4MH7MPgEpy7thhyVJ4iIiOxNCkMie0ytDGGsOr3pVmqlwFiycp1MrkiP28Gzh3qJx8IMbFCGUGuGS806mX7g4ZlXMiynKxOi2IhhNBYmHosQ8bm5fBnK5dWBBJ7M/px2Q47KE0RERPYmhSGRPaBctrk7t0QiaXF3ZqnrMoRirQxhwuLhQmU53dF+P6+fHuD4YICVlBtrykW60HzJGzxuhhs+XGD6gYeZB16OHXXwE58a4MVz/lXL6dYGEper+dK1rS4x6CTk6CBVERGRvUdhSOQptrCUJ5G0uFqd3nTDtm2m0zkSSYvr1eV04R4XnzzRz/mRx2UI7ZwDVFNrhiPv4ZWXDT/540FefN7ZMEysDSTNlq61u7+n3cBU/7yLFzv+YxMREZE9QGFI5ClTKFXKEBJJi/GFTZQhFEpcn0yTSKaYmgJ7uYfTx3p5/hkfh/rWlyHUnwM0cd/NrQ98nHpuZV0g8rodPPdskB97IUAx09PWFGft1KXR0rV29vd0EpjUDiciIiIKQyJPiYnUClfGN1+G8OBRGcISJdumz4SI3j9BtMeL+7qD3rOLGLN+4lOb9kzcdzN+q9L4Nnnfy6tvLRKOljjU5yceC3NqKIjb6ej6+2y2dK2d/T3tFiKoHU5ERERAYUhkV1vOV8oQEsktLkNwOXjmYITRWJj8dJjL93xEh4vMTzmw5l0Nl7+F+kq8+tYitz7wATBytEBmzsORnig/+nKQiL/zs4WaLWlrtD+nnf097RYiqB1OREREQGFIZNcpl23u1coQZpcolTdRhjCTIZGsK0OI+nnt9AAnBgO4HA7SC04WLAfFvGF+yoXDWZkANRPqK3Hm+SyFuRBRgpw77uazLxki/sfP6WTPTqdL1VqVGNS+7ttvV67Z6uurHU5ERERAYUhk11hcrpQhjCW7L0MAmLayj8oQctUyhE+ciHJ+JEy45/H0pr4QwQZOP7/MyLF801KEgZCXeCzM+QNhrNecDYNEJwFnK5eqbXWwEhERkf1BYUhkBxVKZW5OZbiSTG2qDCFbKHFtMs1Y0mImk8PpMJwaDDIaC3O4QRkCrC5EmJ9yEQiXG5YhnB0OceFghOFwz6PHfU2CRCcBZyuXqmkPkIiIiHRDYUhkB0ymslwZTz2qsu6Gbdt8NL/MWNLidrUMYSjk5Y2zg5wdDtHjdrb8/FohwtrlccbAwV4f8ViE08OVMoSpKbh8Z+MlZZ0EnK1cqqY9QCIiItINY3d5OONucOnSJfvdd9/d6Zch0pZKGUKasWSK2U2UIVgrBcYmKmUI6WwRr8vBuQMh4rEIgyFvR9dKLzix5l2Eo0ViI4bRkTCjsTC9fs+j53S6BG2rD0Zt1059XREREdndjDHv2bZ9qdHHNBkS2Ublss39+WUSyVSlynoTZQi3Z5ZITKR4MF9ZTnck6ufVUwOcGAjg6rLKure/zAvn3MRjAxyN+nE41i+n63QJ2nbsxWkn6GgPkIiIiHRKYUhkG6SWCySSqUfTm25Np7OMJS2uTVbKEEI9Ll46HmV0JEzY13mVdc1A0MNoLMLoSBifp/Vyuq1agtbt5EYHpIqIiMh2URgS2SKFUplb0xmujKcYX1yh2xWo2UKJ65NpEhMWM+lKGcLJwQDxWKRpGUK9+qVv9YUIHlelDCF+MIwj62NiAqyeShlCK53s7WkWeDYTaFSOICIiIttFYUhkkyZTWRLJShlCrtB9GcKDhRUSyVSlDKFsMxj08saZQc4e2LgMoaa+LtvhhFffWuTcCQ8X1pQhNAsmnRyCular624m0KgcQURERLaLwpBIF1byJa5OWiSSFrPpXNfXsbIFxpKryxDisTDxWJihUM/GF1h7vWpd9sjBMtkZP4dWjvCpw+5VwaNZMOlmelMfnloFns0EGh2QKiIiIttFYUikTbZtc39umSubLUMol7kzs0QiafHR/DIAh6M+Xjk5wMnB7ssQnA7Ds2e85G4FMXkPl+8aPvge3Lu9Otg0CyadTm/Whqe3324eeLoNNPVh6+LFzv9MRERERFpRGBLZwFaVIcykc5XldJNpsl2UITTbC9Qf9BCPRTg/EsLvcfFDcXjnncp5QfH4+mDTLJg0CkmtSg/WhqdisXXg6bTtTcUJIiIist0UhkQaKJbK3JzOkEhaPFxY7roMIVcocW0qzVjSYjqdw2kqZQijsTCHo34cG5Qh1KzdC/SnftTi0nk/Fw6GGYn4Vj13eBjeeAMSiebL0hoFk7UhCVqHkUbhqd29Re1MiFScICIiIttNYUikzpRVKUO4Nrm5MoSHCyskkha3ZjKUyjYDQQ+fqpYh+NxO0gtOJu6sn/I0U9sLdOK4wc74+cyxPj422nw5XbfL0urDzOXLrcNIN1+jk2mPihNERERkuykMyb6XLZS4OmFxZZNlCOlsgbEJi7GkhZUt4nE5iI+EGY2FGQp5H1ViN2p8axWIykteDvkirAwEieDC1QtHDm38ejZ7CGk7YaTTr9HJtEfFCSIiIrLdFIZkX7Jtm4/ml7kybnFnJkNxE2UId6tlCPerZQiH+nx88mQ/pwaDDcsQalMef7DM1AM3E/c8hPpWVj3HYQzHBwMccEX4nd/wUyoZvG548024cKFxMGhn+VknB59uRxjpdNqz2UAnIiIi0orCkOwrqZVqGUJyc2UIs5kciaTFtUmLbKFM0Ovi48eijMbCRDYoQwhHixTyhu9/MwDA1e8EGDmWJ9RXIhrwEI+FOT8SJuB1cfkylEqPJyn9/c2D0EbLzzpZotZpi1u7IUvTHhEREdlNFIZkzyuWytyayZAYt3iwyTKE61NpEtUyBIeBk4NB4h2WIYT6Soy+tER2ycnwkRy5JRdDzl7e+pifWO/qMoR2JyntLD9rd4lapy1unT5f0x4RERHZLRSGZM+atrJc2aIyhLEJi5vTlTKE/qCH108PcO5AGJ/HCTyuvXY4bMpls2ExwsixPIcOQdQbZmjIw4++6mC4d/VzatOWt9+uBI1Wk5R2QtNWBqvNPF9ERERkt1AYkj2lVoaQSFrMbLIM4epEmrEJi9RKAY/TwehImPiaMgR4XIiwsmQYv9XDwVNZfAG7YTFCwOvk/EiY+MsRCp/yNF0u1s20ZaPlZ+0uUet0X49a30RERORppTAkTz3btnkwv8KVZIrb092XIZTKNndmMiQmLD6aW8amUobwieNRTg4FcTcoQ4DHhQg+v41d/bVcqjwe6ivhMIZjA34uHIxwvD+Aw1ENUoHmgaSbaUuz5Wdr9/NsdXGC9gGJiIjI00phSJ5aqZUCY0mLsQkLa6XQ9XVmMznGkhbXJtOsFEoEvS4uHetjdCRMr9+z4eeHo0UcTlhZMhgnrCwbfAGbI4cML58eeFSGAO0XDXQybWl1zU4nTDWd7uvRPiARERF5GikMyVOlVoYwlrT4aH4TZQjFEjcmMyQmUkxZlTKEE4NB4iNhjvS3X4YAlUKEV99axJp34fmP0hzuDfDJZwJcPNO/6nmdBJN2py0bXVP7eURERESaUxiSp8J0OktivDK9yRaaFxO0Yts244srJJIWt6rL6foDHl47PcC5AyH8nu5/HM4edxN/JcKZ4RAeV+PldJ0Gk3aWvW10Te3nEREREWlOYUh2rWyhxPXJNFeSKaat7ssQMtkiY5MWY8nHZQjnRkLERyIMh1eXIaxVa4lr1A4X8Do5dyDMhYMRooGNl9O1G0w6Wfb29tutr6n9PCIiIiLNKQzJrlIrQ0gkU4+mN90olW3uzi6RSKa4Xy1DONjr46XjUU61KEOoSS84mbjn4ep3Arg8Ng4nvPrWIpFomWMDfuKxCCcG6soQ2tBOMOl02Vux2F6LXO1z638vIiIist8pDMmuYGUrZQiJ5ObKEOYyORITFtcmKmUIAa+zozIEeFyVnZp1Mv3AwzOvZChn3ZwMDvCF1wIEvd3/2DRa+rbZZW8blRd0W6IgIiIistcpDMmOKZbK3Jld4sp4atNlCDenMiSSFpNWFoeB4wMB4rEIR6P+R9ObVkve6tWqsmPHCmSmfQRWopw+7uIzL0LQu/q57bbDNfMklr2pREFERESkMYUheeKm01kSycr0ZjNlCMnFLImJFDenKsvpoi3KEGrTnnIJCnnD6EtLjBzLNwxFp446yQwHCPd4OP6Gg89/Hi5c2FxtdbPQ1O2yt07CjEoURERERBpTGJInolaGkEhaTFnZrq+TyRW5OlEpQ5ibNThWfJw5FuWFc/6WZQi1aY8/WOb73wyQXXISGSjy6luLhPpK+D1Ozo+EicfC9Ae9TL2w8fSl3YlLq9DUzbK3TqlEQURERKQxhSHZNrZt83DhcRlCodR9GcK9uSUSSYt7c0vYNgw4wwx+dJKIz0P+fQeWZ4lAk0kPPD4YdeqBG4DhIzlW0i5Cdogfec7H8YEgzroyhHYCSauJS7v7gDYTVDpZoqdDUUVERETWUxiSLVcrQ6hVWXdrfilPIpniaq0MwePkxSN9jMbCLE+EuHzHW5309Kyb9KxVOxh14p6HO98L0e8KMnzcy0++4WR4qLvX1yzIdLMPqNOgolIEERERkc1TGJItUSrb3J7JPK6y7rIMIV8sc2MqzdiExUTqcRnCaCzMsejjKmtXg0nPcrpSkNAoDLmdhpfiAeI/EMad97c8x6eTKU2jINPNPqBOv7ZKEUREREQ2T2FINmUmnSORTHFtMs1KfhNlCKksieTjMoQ+v5tXT1XKEAINqqzrJz1XvxNgOe3E4awsh6s3EukhHotw5kAQr8v56PFuzvhZ+9xmweVJ1F+rFEFERERk8xSGpGPZQokbU5UyhMlU92UIS9UyhMSExeJyAbfTcPZAiHgszIFwT9MyhJpQX4lQ3wojx/KrKrN9dWUIA2u7sFvYikIEeDL11ypFEBEREdk8hSFpy1aXIYwlLe5WyxBikR4une/j9FAIj8vR8TVDfSUi0TJH+/3EY2FODK4uQ2h3+Vm705Z2gsuTqL9WKYKIiIjI5igMSUvpWhlCdXoD7R9eWm9+Kc9Y0uLqpMVyvlJl/cKRPuIjYfoCnsdfr8Nr9/rdxGMRzo+ECPW41328k+VnraYt9YFqO5aoadIjIiIi8uQpDMk6pbLNnZkMiaTF/bllynVtCPWHlzqcNG1vg0oZws3pynK6h8kypaUeThwO8eazPo72B1ZNb9Zeu9XBqG6n4dRQZTndoT5fy+V0nSx9qwWRixfXf2xtoGo3uKj+WkRERGT3UhiSR2YzORJJi6sTVtMyhNrhpdHhIvNTrnXtbbZtM5HKkkha3JxOUyjZBMsBeu+eJer34r3tYDC+iNOx/vobHYx6INJDPBam14SYn3HiKcAG24ramuJsND1qFKguXtw4uKj+WkRERGR3Uxja53LFEtcn2y9DqB1eOj/lWtXetpQrcm0yTSKZYqFahnC6Or0pz0b44IGvGqAcTeuvGx2Mml92EfP08YVPBBgMeTsOGO0sP9toetTtsjjVX4uIiIjsbgpD+9SD+WUSSYtb1elNZa+Od8O9OrVKa2veRbC3wEzR4p0PHpchjER6+MyaMoS0XWoYoJpde/Keh4cfRoj5IgwMe/iRTxoGQ5XndBIwWi19q7dR2Ol2P4/qr0VERER2N4WhfSSTKzKWtEgkU4/KEKCzfUAARc8Kd22Lq2OVMgSf28kLh/sYjYWJ1pUh1NQHqFZhK+Jz8/LJMKNvhVlOuRuGj3YDRjsTpPqwtFHY6WY/j0oRRERERHY3haE9qvYP/aFhm2VnpQzh3uzqMoSajfYBweMyhLGkRTKVxRg41h8gHgtzrEEZwlqVM4HWh6BKGUKQeCyyqgwh1NM8lLQTMDaaIDUKS62mR91SKYKIiIjI7rVtYcgY0wN8DfBWv85v2bb9t40xvw5cAgrAnwB/1bbtgqn8K/h/BT4HLAN/0bbt723X69vLpqbgH/zPRSYXc8yv5Hjp8wstJz3N9gHZts2kVSlDuDFVWU7X63fzysl+zo+ECXi7/5/PcLhShnD2QIget5OpKfjgg821rnVSf93tfp5O2uFEREREZHfbzslQDvi0bdsZY4wb+Lox5veAXwd+qvqcfwH8FeB/Bz4LnK6+vVR97KVtfH1PnY3+IZ4rlrgxmeHfvbPM+/c9RIeL5FKNJz311i5jcwZyfO9+pVRhfjmPy2E4PVyZ3sQiPS2rrFvpcTs5NxLiQizCYMi76vvabOtap/XX3eznUTuciIiIyN6ybWHItm0byFR/666+2bZt/27tOcaYPwEOVX/7BeDXqp/3bWNMrzFmxLbtie16jU+TVv8QH19c4cp4ilvTGfLFMnmPE4fTs2FhQb1ApMhMKcVXH1jcnV2iXC1DePPcEGeGK2UI6QUnyTuP9/20c0CqMXC03088FuHEQACX07HuOVvRutZp/XU3+3nUDiciIiKyt2zrniFjjBN4DzgFfMm27e/UfcwN/AXgF6oPHQQe1H36w+pjq8KQMebngZ8HOHLkyLa99t1m7T/Eb98v8tGKRWK8UmVdr93CAoAHyRIfXs/xIDtPzrOCO+fjWM9Bnj3r5egh56PnrS1ZuPh6mstfCzUsXUgvOCkv9fDxuI9Xnw0R7nG3/N62onWtm2t0up9H7XAiIiIie8u2hiHbtkvARWNML/CvjDEXbNu+Uv3wPwK+Ztv2H1d/32jt1brd/rZt/wrwKwCXLl1a3wawR42MgMNp834iz/xKjj+6P0sg1Xzi06ywAKBQKnNzOsP711e49c4wdjlIb7CXT765zNz3h7DLhrEHEK0LOGtLFibve9aVLvT1l+l3hrn33T78Ljffvmt48SiEe1p/b+1OaVotE9xMc1u7+4DUDiciIiKytzyRNjnbtheNMe8APwxcMcb8bWAQ+Kt1T3sIHK77/SEg+SRe3243v5TneipF5IUlslOGkWiRQG/zaU8jtm0zZeVIJFPcmMqQL5XxLEY5GPFz6oSDpTkvnrQHu2watsqtLVk4cDTP5H0v81MuQn4nn/14L688E+RawskVd+dLyTaa0rSzX6eb5rZuDnFVCBIRERHZG7azTW4QKFSDkA/4DPCLxpi/AvwQ8KZt2+W6T/kK8NeMMb9BpTghtZ/3C+WLZW5MpUkkUyQXswC4gnAw2Nl1lvNFrk1WKrHnlurKEEYihOwA3/gdH0tzrAs4jfYanXx2GYCRY3kGh+Cl0TJ9Jkz8lPdRQNhoKdnaKUyrqUz9x7Zrv472AYmIiIjsX9s5GRoBfrW6b8gBfNm27X9rjCkC94FvVVvJftu27f8O+F0qtdq3qFRr/6VtfG271vjiConxFDerZQidSi84WZx1YjnS3F2a49b9AoV0DyMjPbx5rpfTw0G8rtpeoPK6vUXB3vV7jer3C0VDbn7qsw5eGvU3LENotZRs7RTm7bfhy19uPJVp9Nzt2K+jfUAiIiIi+9d2tsl9CDzf4PGGX7PaIvfF7Xo9u1Ft8hGOFpkvW5Uq66X8hp/XrMXtYbLE7/1mD9PpPMWyl764E9/DExzy9RAoODl6cRGva/XyurV7ixrtNSot9TAS8vFC3MNU0kWgBC4nTTVbSrZ2CpNINJ/KrH1usbg9+3W0D0hERERk/3oie4ZkvYkJm7/7D/JMLuZI5wq8UldW0MraVreXPj/PVCFFImlx97qbpQU3w7EiwWKE8/1BptLe6h4gVu0B2qgW2+UwnBwKciEWwfOMj3901zCV3Nz0ZO0UJh6vBKJGU5lGE5t29+t0ejCq9gGJiIiI7E8KQ0/Y/FKeRDLFf/halmtJP9HhIqXljQ9Gram1ujnDK9y+W+b6H05hBlJEfG5euhBhYSWMyzhx+ODg8TQzD9bvAVobqOprsQdDXi4cjHDuQIge9+Pxz1ZMTxpNYQYHG1+324mNDkYVERERkXYpDG2xRlOJWhnCWNJifHEFAHfIicPpb+tg1NoUxxPMcX95lsREkeV7Nk6nzXNHnbxw9iAHe30YY0gfTm+4B2htTXbW8vDas17isTBDTXqwt2p6svY6ra7bzddUIYKIiIiItEthaAutnUr8+E+tMF20uDGVXleG0O7BqKl5B7/7m35mrDwLKxB6YZ6Rl5c47I1y4bSHgcH+ddfdaA9QOFrE6YRiqoczIz188XN9HIytL0PYLTpZ9qZCBBERERFpl8LQFpqYgJVsCXdvlvevF1j+oxQHT+aaPr/VwaiplQKJZIrvvQ+zE0P4olmGnBFeP36M+DPrz5rdaA/Qo6/Z4+KlF8P8uY+HWVp0b2lpQKd7ddq9ZqfnAKkQQURERETaoTC0RWYzOT6cX+DDpJvSA1oufWsWXIqlMremMySSFg+ry+lGhiP0HfAT8fbhdMGRQ3mgtO56zfYAweMyhHgszJGon2qleVvaDTidhpZ2r9vNsjcVIoiIiIhIOxSGtsj4wgpzJYtX3mo9oVkbXF75kQVmM3k+uJHjYW6eck+WcI+LT57o53BPL+VlH45DecrlQtNrrt0DVCtjGAxV9gGdOxDG52nRhd1EJwGnk9DSyXW17E1EREREtovC0BZrtfQNHgeX4ECeW3fK/Pq/X2T6RhhsD/2hKD/0Y2nOHneTWXS1nPbUC0eLOJwwP+XC44FPXPDz+rPDTcsQ2jE1Be+8A6lUpQK7VcCZmoK5Ocjl2gstnQQnLXsTERERke2iMPQElW2bFBZ35mzm7xXBUWZ42HCkN8CpEw6sWQ8hG4zJNZ32NBKOlnj7p3P0O8J8fNTfsgyhneVptclNKgXvvxeVGTgAAAt2SURBVF95LBJpHHDqpzy2DW++CRcutA4tnU57tOxNRERERLaDwtAWmZsxjN/2NlzKllopMJa0+PBmtlKRfXSR5wdCPHvaS3+wl69/pQdrdvU+o/ppT7P9R6EeF6OxMPGRCBG/e8PX2O7ytNrkJh6v/P7ll+GNN1o/tzbl6e9vb0+Ppj0iIiIistMUhrbA1BT85q95uD0VfLSkzRcucGumWoawsEJpyYNj7BQHAj1EQy5ef96qhqbGFdvNqredDsPJwUoZwtH+zsoQ2l2eVj+5iUSaB6G1z+1kT4+mPSIiIiKy0xSGtsDEBJSKhr7hAg8/MvzhexaT7klyxTLhHhefOBGld2WIW7Ph6rI3x6plb832GdU/PlAtQzjfZRkCtB9cOpncaMojIiIiIk8rhaEtEOgtcGcuzdXkMivFIpHDcxwP9HIoFOX0MSfhaJn0AtzZYNnbWl63g7PDIS4cjDDcpAyhk7N9Og057QYbTXlERERE5GmkMLQFbF+WmwOX6e8PET/l4eTgEd79vX4mSzD9/cdNcI2Wva1lDARKAaImwktn/BzaoAyh3Yrq+tB08eJWfNciIiIiIk83haEtcGY4xC//XJwbUxkAxm97GzbBtardDvW4GB0JM+AM88//mYe7Rfjg61tztk+nB6KKiIiIiOwHCkNb5FCf/1EYaqcJDiplCCcGA8RjEY5G/TgchsuX2z+Dx+WC2VlYWmpefQ2dnesjIiIiIrJfKAxtg42WxA0EPYzGIoyOrC5D6OTw0qkp+PKXweeDlRX4uZ/b+sY3EREREZG9TGFom6xdEudxOTh3IEQ8FuFAZH0ZQqeHl9afBXTvXuX9ZtT4JiIiIiKynsLQNjvU52PY3YuvGOBI1MFwpPHzOj28tNNpjxrfRERERERWUxjaBkGvi9FYmHgsTC7taau8oJtwo2mPiIiIiEj3FIa2iNNhODUUJB4Lc6w/gMNhALh8o73ygm7CjaY9IiIiIiLdUxjaIhcORrhwcP0auE4mPgo3IiIiIiJPjsLQNtNyNhERERGR3Ulh6AnQxEdEREREZPdx7PQLEBERERER2QkKQyIiIiIisi8pDImIiIiIyL6kMCQiIiIiIvuSwpCIiIiIiOxLCkMiIiIiIrIvKQyJiIiIiMi+pDAkIiIiIiL7ksKQiIiIiIjsSwpDIiIiIiKyLykMiYiIiIjIvqQwJCIiIiIi+5LCkIiIiIiI7EsKQyIiIiIisi8pDImIiIiIyL6kMCQiIiIiIvuSwpCIiIiIiOxLxrbtnX4NXTPGzAD3d/p1bKMBYHanX4RsGd3PvUX3c2/R/dw7dC/3Ft3PvWWn7udR27YHG33gqQ5De50x5l3bti/t9OuQraH7ubfofu4tup97h+7l3qL7ubfsxvupZXIiIiIiIrIvKQyJiIiIiMi+pDC0u/3KTr8A2VK6n3uL7ufeovu5d+he7i26n3vLrruf2jMkIiIiIiL7kiZDIiIiIiKyLykMPWHGmH9qjJk2xlype+w5Y8y3jDHfN8b8jjEmXPexZ6sfS1Q/3lN9/MXq728ZY37JGGN24vvZ7zq5n8aYP2+MuVz3VjbGXKx+TPdzh3V4L93GmF+tPn7VGPNf1X3ODxtjrlfv5d/aie9FOr6fHmPMP6s+/oEx5o26z9HP5i5gjDlsjPn/qj9vCWPML1Qfjxpj/sAYc7P6a1/1cVO9X7eMMR8aY16ou9bPVJ9/0xjzMzv1Pe1XXdzLc9Wf25wx5m+uuZb+vt1hXdzPP1/9mfzQGPNNY8xzddfamftp27benuAb8DrwAnCl7rHvAp+qvv+zwN+pvu8CPgSeq/6+H3BW3/8T4JOAAX4P+OxOf2/78a2T+7nm854B7tT9XvfzKbqXwE8Cv1F93w/cA44BTuA2cALwAB8Aozv9ve3Htw7v5xeBf1Z9fwh4D3BUf6+fzV3wBowAL1TfDwE3gFHg7wF/q/r43wJ+sfr+56r3ywCfAL5TfTwK3Kn+2ld9v2+nv7/99NbFvRwCPgb8XeBv1l1Hf9/ugrcu7ufLtZ854LN1P5s7dj81GXrCbNv+GjC/5uGzwNeq7/8B8OPV938Q+NC27Q+qnztn23bJGDMChG3b/pZd+V/QrwH/8fa/elmrw/tZ788B/xJA93N36PBe2kDAGOMCfEAesICPA7ds275j23Ye+A3gC9v92mW9Du/nKPCH1c+bBhaBS/rZ3D1s256wbft71ffTwFXgIJWfr1+tPu1XeXx/vgD8ml3xbaC3ej9/CPgD27bnbdteoPK/gx9+gt/KvtfpvbRte9q27e8ChTWX0t+3u0AX9/Ob1Z89gG8Dh6rv79j9VBjaHa4Ab1Xf/zPA4er7ZwDbGPP7xpjvGWP+i+rjB4GHdZ//sPqY7A7N7me9P0s1DKH7uZs1u5e/BSwBE8BHwD+wbXueyn17UPf5upe7S7P7+QHwBWOMyxhzHHix+jH9bO5CxphjwPPAd4Bh27YnoPKPMipTBGj+s6if0V2kzXvZjO7lLtPF/fzLVCa4sIP3U2Fod/hZ4IvGmPeojBjz1cddwKvAn6/++qPGmDepjP3XUi3g7tHsfgJgjHkJWLZtu7aXQfdz92p2Lz8OlIAYcBz4z4wxJ9C93O2a3c9/SuU/vO8C/wvwTaCI7ueuY4wJAv8P8Dds27ZaPbXBY3aLx+UJ6+BeNr1Eg8d0L3dIp/fTGPOnqISh/7L2UIOnPZH76XoSX0Ras237GpUlcRhjzgCfr37oIfBV27Znqx/7XSpr4P85j8eKVN9PPrEXLC21uJ81P8HjqRBU7rPu5y7U4l7+JPDvbdsuANPGmG8Al6j8v1r1k0Ddy12k2f20bbsI/Ke15xljvgncBBbQz+auYYxxU/nH1q/btv3b1YenjDEjtm1PVJfBTVcff0jjn8WHwBtrHn9nO1+3rNfhvWym2T2WJ6zT+2mMeRb4x1T2YM5VH96x+6nJ0C5gjBmq/uoA/hvgl6sf+n3gWWOMv7o34VPAWHXcmDbGfKLabPTTwL/ZgZcuDbS4n7XH/gyVtbDAo/Gx7ucu1OJefgR8utpYFaCyQfsalQ36p40xx40xHirB9ytP/pVLI83uZ/Xv2ED1/R8AirZt6+/aXaT65/9PgKu2bf9PdR/6ClBrhPsZHt+frwA/Xf0Z/QSQqt7P3wd+0BjTV223+sHqY/KEdHEvm9Hft7tAp/fTGHME+G3gL9i2faPu+Tt3P59ES4PeVrVu/Esq+wwKVFLwXwZ+gUr7xg3gf6R6GG71+T8FJKisdf97dY9fqj52G/iH9Z+jt119P98Avt3gOrqfT9G9BILA/1392RwD/vO663yu+vzbwH+909/Xfn3r8H4eA65T2fj7/wJH666jn81d8EZlqbhNpWH1cvXtc1RaVv+QyiTvD4Fo9fkG+FL1vn0fuFR3rZ8FblXf/tJOf2/77a2Le3mg+jNsUSk3eUil2ER/3+6Cty7u5z+mMnWvPffdumvtyP2s/YdARERERERkX9EyORERERER2ZcUhkREREREZF9SGBIRERERkX1JYUhERERERPYlhSEREREREdmXFIZERERERGRfUhgSEREREZF9SWFIRESeesaYjxljPjTG9BhjAsaYhDHmwk6/LhER2d106KqIiOwJxpj/HugBfMBD27b/hx1+SSIissspDImIyJ5gjPEA3wWywMu2bZd2+CWJiMgup2VyIiKyV0SBIBCiMiESERFpSZMhERHZE4wxXwF+AzgOjNi2/dd2+CWJiMgu59rpFyAiIrJZxpifBoq2bf8LY4wT+KYx5tO2bf/RTr82ERHZvTQZEhERERGRfUl7hkREREREZF9SGBIRERERkX1JYUhERERERPYlhSERERH5/9uvAwEAAAAAQf7Wg1wWASzJEAAAsCRDAADAkgwBAABLMgQAACwFysTGaiUmRdEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Linear covariance function\n", "m1 = GPy.models.GPRegression(\n", " X, Y, \n", " kernel = GPy.kern.Linear(1, variances=[1.]) + GPy.kern.Bias(1, 360)\n", ")\n", "\n", "mean, Cov = m1.predict(Xnew)\n", "\n", "plt.figure(figsize=(14,8))\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", "\n", "display(m1)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 1992761.8864227736
\n", "Number of Parameters: 5
\n", "Number of Optimization Parameters: 5
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
mapping.linmap.A [0.22979167]
mapping.constmap.C 360.0
rbf.variance 1.0 +ve
rbf.lengthscale 1.0 +ve
Gaussian_noise.variance 1.0 +ve
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Linear mapping function (with RBF kernel)\n", "\n", "mean_func = GPy.mappings.Additive(\n", " GPy.mappings.Linear(1, 1), # gradient\n", " GPy.mappings.Constant(1, 1, value=360) # intercept\n", ")\n", "\n", "m2 = GPy.models.GPRegression(\n", " X, Y, \n", " kernel = GPy.kern.RBF(1),\n", " mean_function=mean_func\n", ")\n", "\n", "mean, Cov = m2.predict(Xnew)\n", "\n", "plt.figure(figsize=(14,8))\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", "\n", "display(m2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Periodicity\n", "\n", "It's there is a seasonal trend over the year, and that a simple linear fit cannot capture this information. However, we can add this using our choice of kernel by adding a `StdPeriodic` kernel to our regression model. It's evident to the data that the period is yearly, so a period of $\\omega=1$ is a sensible choice for our initial parameter:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 703.7817554201195
\n", "Number of Parameters: 6
\n", "Number of Optimization Parameters: 6
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
sum.bias.variance 10397.676820576964 +ve
sum.linear.variances 3386.9285705284083 +ve
sum.std_periodic.variance 32284.72703568913 +ve
sum.std_periodic.period 0.999654883846766 +ve
sum.std_periodic.lengthscale334.35737031159005 +ve
Gaussian_noise.variance 5.114270306406496 +ve
" ], "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ks = [ # Our kernels\n", " GPy.kern.Bias(1, variance=10000.), # Constant offset\n", " GPy.kern.Linear(1), # Linear trend\n", " GPy.kern.StdPeriodic(1, period=1) # Periodicity\n", "]\n", "\n", "# Create a regression model with an additive kernel (bias + linear + periodic)\n", "m = GPy.models.GPRegression(X, Y, ks[0] + ks[1] + ks[2])\n", "\n", "# Optimise hyperparameters to maximise likelihood\n", "m.optimize()\n", "\n", "# Predict the value of CO2 using our GP fit\n", "mean, Cov = m.predict(Xnew)\n", "\n", "# Set up plotting\n", "plt.figure(figsize=(14,8))\n", "\n", "# Plot GP fit\n", "plot_gp(Xnew, mean, Cov)\n", "# Show our training and test points\n", "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4)\n", "# Annotate plot\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", "\n", "# Preview the parameters of our model\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the plot we can see that while we have maintained the periodicity in our prediction, there is some deviation in the amplitude of each period. Likewise, the data is not strictly linear. We can embed model these non-linearities and deviations by adding an `Exponential` kernel. First, in the summative kernel, but also by multiplying a Gaussian RBF by the periodic kernel. For some intiution on how this allows for deviation of the periodicity, see the corresponding sample plot in Section 4.\n", "\n", "Note that the `Exponential` kernel describes an exponential decay in covariance with distance between points, and does **not** model an exponential trend in the overall data. The `RBF` kernel describes a smoother (Gaussian) decay, which may be a better model for changes in the periodic signal." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
sum. valueconstraintspriors
Exponential.variance 1.0 +ve
Exponential.lengthscale 1.0 +ve
bias.variance 10000.0 +ve
linear.variances 1.0 +ve
mul.std_periodic.variance 1.0 +ve
mul.std_periodic.period 1.0 +ve
mul.std_periodic.lengthscale 1.0 +ve
mul.rbf.variance 1.0 +ve
mul.rbf.lengthscale 1.0 +ve
" ], "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ks = [ # Our kernels\n", " GPy.kern.Exponential(1), # Non-linearity in overall trend\n", " GPy.kern.Bias(1, variance=10000.), # Constant offset\n", " GPy.kern.Linear(1), # Linear trend\n", " GPy.kern.StdPeriodic(1, period=1.), # Periodicity (short term trend)\n", " GPy.kern.RBF(1) # Amplitude modulator (long term trend)\n", "]\n", "\n", "# Composite kernel: exponential + bias + linear + (periodic * rbf)\n", "k = ks[0] + ks[1] + ks[2] + ks[3]*ks[4]\n", "k" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create our GP regression model with the composite kernel\n", "m = GPy.models.GPRegression(X, Y, k)\n", "\n", "# Predict the CO2 at the training and test locations\n", "mean, Cov = m.predict(Xnew)\n", "\n", "# Setup figure \n", "plt.figure(figsize=(14,8))\n", "\n", "# Plot the GP fit and training points\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", "\n", "# Annotate plot\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that with even with our initial (mostly default) parameter choices, the GP fit to the training data is representative of the trends we are observing. However, the prediction of the test data is relatively poor (though we still have an upward trend). The obvious step now is to optimise our kernel parameters.\n", "\n", "Optimisation of the GP in itself is imperfect, often because the likelihood we are maximising can be multimodal, or flat, and so it can get stuck in local-maxima. It is always important to sanity-check the GP fit when optimising the parameters, to mitigate problems that could occur as a result (such as the minimised noise example we saw earlier). One of the ways to avoid the problem of local maxima is to reinitialise the optimiser with different starting locations, and take the maximum of these outputs. This is possible in `GPy` using `optimize_restarts(n)`, which will optimise the parameters $n$ times and take the best estimate." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization restart 1/5, f = 149.49341133875777\n", "Optimization restart 2/5, f = 610.145209004253\n", "Optimization restart 3/5, f = 517.2231928940254\n", "Optimization restart 4/5, f = 521.1495942069332\n", "Optimization restart 5/5, f = 157.5793234599414\n" ] }, { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 149.49341133875777
\n", "Number of Parameters: 10
\n", "Number of Optimization Parameters: 10
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
sum.Exponential.variance 17.936499824222047 +ve
sum.Exponential.lengthscale 47.10301925304437 +ve
sum.bias.variance 10000.041069563844 +ve
sum.linear.variances 0.04372530791386011 +ve
sum.mul.std_periodic.variance 92.91673596479316 +ve
sum.mul.std_periodic.period 0.9991928629232049 +ve
sum.mul.std_periodic.lengthscale 3.6988409181211988 +ve
sum.mul.rbf.variance 92.91673596254108 +ve
sum.mul.rbf.lengthscale 143.56771681920722 +ve
Gaussian_noise.variance 6.645775516597188e-43 +ve
" ], "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Optimise hyperparameters 5 times to get a good estimate \n", "m.optimize_restarts(5, robust=True) # We could do this more times, but it can be quite time consuming\n", "\n", "# Get the moments of our model fit\n", "mean, Cov = m.predict(Xnew)\n", "\n", "# Set up plot environment\n", "plt.figure(figsize=(14,8))\n", "\n", "# Plot our optimised GP and training/test points\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", "# Annotate plot\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", "# Preview model parameters\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see from the output of the optimiser that there are a number of different minima in the negative log-likelihood (corresponding to maxima in the likelihood), implying that there are several modes. However, it's possible to get a good fit of the function with a GP with great predictive power. You might try allowing the optimiser to run for more iterations when you have more time.\n", "\n", "We can also look at the effects of each kernel on the GP model, which will show the features that it represents in the fit. For example, we expect the `Bias` to capture the offset, and the `Exponential` kernel to extract most of the non-linearity (that's not explained by the periodicity). We can view the effects of each of the components and the combination of them to see how they deconstruct the training data. This shows what features are being learned by which kernel." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Setup figure environment (4x2 grid)\n", "plt.figure(figsize=(18,18))\n", "\n", "# Show Bias kernel effect\n", "plt.subplot(421)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.bias)\n", "plot_gp(X, mean, Cov)\n", "plt.title(\"Bias\")\n", "\n", "# Show Linear kernel effect\n", "plt.subplot(423)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.linear)\n", "plot_gp(X, mean, Cov)\n", "plt.title(\"Linear\")\n", "\n", "# Show combination of Bias and Linear kernels\n", "plt.subplot(424)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.linear + m.sum.bias)\n", "plot_gp(X, mean, Cov)\n", "plt.plot(X, Y, \".b\", ms=1.)\n", "plt.title(\"Linear + Bias\")\n", "\n", "# Show modulated Periodic x RBF kernel\n", "plt.subplot(425)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.mul)\n", "plot_gp(X, mean, Cov)\n", "plt.title(\"Periodic x RBF\")\n", "\n", "# Show combination of Periodic, Bias and Linear kernels\n", "plt.subplot(426)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.mul + m.sum.linear + m.sum.bias)\n", "plot_gp(X, mean, Cov)\n", "plt.plot(X, Y, \".b\", ms=1.)\n", "plt.title(\"(Periodic x RBF) + Linear + Bias\")\n", "\n", "# Show Exponential kernel effect\n", "plt.subplot(427)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.Exponential)\n", "plot_gp(X, mean, Cov)\n", "plt.title(\"Exponential\")\n", "\n", "# Show combination of Periodic, Bias, Linear and Exponential kernel (this is our full GP fit !)\n", "plt.subplot(428)\n", "mean, Cov = m.predict_noiseless(X, kern=m.sum.Exponential + m.sum.mul + m.sum.linear + m.sum.bias)\n", "plot_gp(X, mean, Cov)\n", "plt.plot(X, Y, \".b\", ms=1.)\n", "plt.title(\"Exponential + (Periodic x RBF) + Linear + Bias\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's clear that while our final fit is very good, some of the kernel effects are not as clear cut as we expected. For example, much of the upward trend is captured by the periodic combination, likely due to its ability to vary non-linearly. However, we can see that, for example, the `Exponential` kernel has a clear purpose in adjusting the GP fit to the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 7\n", "\n", "What improvements might be made to the GP model, for example in terms combinations of kernels and parameters, to get a better fit, especially for the prediction of our testing data?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> How clear the differing effects of the kernels are is dependent on the random seed, and the number of optimisation restarts of the hyperparameters. However something that can be observed is that trying to embed the linear trend in the covariance function with a nonlinear periodic function is largely redundant as the periodic*rbf kernel is clearly capturing most of the upward trend. We might play around with smoother non-linear kernels, for example adding a higher order Matern than exponential (3/2 or 5/2). We can also make use of kernels not shown in this lab, such as the periodic Matern kernels.\n", ">\n", "> Another option is to embed our linear trend in the mean function of our GP prior. While this is not especially common in machine learning, if we have reliable prior assumptions of the model, we can embed this explicitly. Putting a prior over the parameters of the linear mean function would keep the Bayesian approach to learning the model, but would allow us to fit periodicity to the data independent(ish) of the linear mapping." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization restart 1/20, f = 368.54580389670633\n", "Optimization restart 2/20, f = 142.89556915664892\n", "Optimization restart 3/20, f = 583.9150596946627\n", "Optimization restart 4/20, f = 354.2131443134545\n", "Optimization restart 5/20, f = 156.3345015245431\n", "Optimization restart 6/20, f = 171.4447572581057\n", "Optimization restart 7/20, f = 629.764260387552\n", "Optimization restart 8/20, f = 149.03779403163233\n", "Optimization restart 9/20, f = 619.8062633723202\n", "Optimization restart 10/20, f = 633.7410439292254\n", "Optimization restart 11/20, f = 201.75335122528176\n", "Optimization restart 12/20, f = 527.8424379418116\n", "Optimization restart 13/20, f = 207.325121527968\n", "Optimization restart 14/20, f = 514.078825045191\n", "Optimization restart 15/20, f = 291.32329435849755\n", "Optimization restart 16/20, f = 620.7848810973366\n", "Optimization restart 17/20, f = 513.66872839669\n", "Optimization restart 18/20, f = 500.4185525845786\n", "Optimization restart 19/20, f = 140.93454043417375\n", "Optimization restart 20/20, f = 576.5665286475988\n" ] }, { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 140.93454043417375
\n", "Number of Parameters: 10
\n", "Number of Optimization Parameters: 10
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraints priors
mapping.linmap.A [1.28349838] +ve Ga(4.5, 1.5)
mapping.constmap.C -2182.04222877059 N(-2e+03, 1e+03)
sum.Exponential.variance 1.161770921910261 +ve
sum.Exponential.lengthscale 7.13778299069871 +ve
sum.mul.std_periodic.variance 15.940556069926759 +ve
sum.mul.std_periodic.period 0.9991518861471624 +ve
sum.mul.std_periodic.lengthscale1.9114080643322096 +ve
sum.mul.rbf.variance 12.396630432956968 +ve
sum.mul.rbf.lengthscale 53.205116668683814 +ve
Gaussian_noise.variance 0.0368205781668653 +ve
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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mean_func = GPy.mappings.Additive(GPy.mappings.Linear(1,1), GPy.mappings.Constant(1,1))\n", "cov_func = GPy.kern.Exponential(1) + GPy.kern.StdPeriodic(1, period=1.)*GPy.kern.RBF(1) # equivalent to k\n", "\n", "m = GPy.models.GPRegression(X, Y, mean_function=mean_func, kernel=cov_func)\n", "\n", "m.mapping.linmap.set_prior(GPy.priors.Gamma.from_EV(E=3, V=2))\n", "m.mapping.constmap.set_prior(GPy.priors.Gaussian(mu=-2000., sigma=1000.))\n", "\n", "m.Gaussian_noise.variance = 10.\n", "\n", "m.optimize_restarts(20, robust=True)\n", "\n", "# Get the moments of our model fit\n", "mean, Cov = m.predict(Xnew)\n", "# Set up plot environment\n", "plt.figure(figsize=(14,8))\n", "# Plot our optimised GP and training/test points\n", "plot_gp(Xnew, mean, Cov)\n", "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", "# Annotate plot\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", "# Preview model parameters\n", "display(m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8. Multiple Inputs\n", "\n", "Typically, we will have data that is more than one-dimensional. Gaussian processes regression is scalable in dimension, and everything used above can be used with multiple inputs. The following problem is reasonably straight-forward, a simple extension of the regression problem we've used to 2-dimensional input.\n", "\n", "Consider the toy example:\n", "$$\n", " f = (x_1, x_2) \\mapsto \\sin(x_1)\\sin(x_2)\n", "$$\n", "$$\n", " y = f(\\mathbf{X}) + \\epsilon, \\quad \\epsilon \\sim \\mathcal{N}(0, \\sigma^2)\n", "$$\n", "\n", "Now, our input space is made up of two coordinates, $(x_1, x_2)$. Suppose we have some random noisy observations of the function, which are 1-dimensional in nature:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Lambda function, f, the unknown function we are trying to predict\n", "f = lambda xi,xj: np.sin(xi) * np.sin(xj)\n", "\n", "# Our test grid\n", "[Xi, Xj] = np.meshgrid(np.linspace(-np.pi, np.pi, 50), np.linspace(-np.pi, np.pi, 50))\n", "\n", "# Number of samples [YOU CAN PLAY AROUND WITH THE NUMBER OF RANDOM SAMPLES TO SEE HOW THE FIT IS AFFECTED]\n", "num_measurements = 50\n", "\n", "# Random sample locations (2-D)\n", "X2 = np.random.uniform(-np.pi, np.pi, (num_measurements, 2))\n", "\n", "# Setup plot enviornment\n", "plt.figure(figsize=(14, 6))\n", "\n", "plt.subplot(121)\n", "# Show true function\n", "plt.contour(Xi, Xj, f(Xi,Xj))\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"$f(x_1,x_2)$\")\n", "\n", "plt.subplot(122)\n", "# Show sample locations\n", "plt.plot(X2[:,0],X2[:,1],'o')\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"Sample locations\"); " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our observations then are simply our sample locations propagated through $f$ with some Gaussian noise" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "Y2 = np.array([f(x1,x2) for (x1,x2) in zip(X2[:,0], X2[:,1])])[:,None] + 0.05 * np.random.randn(X2.shape[0], 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can fit a Gaussian process over the observations by selecting a 2-D kernel. For example, the `RBF` kernel has a 2-D (really N-D) form, so we can use this as our kernel choice. Here we need to set both the `input_dim` to `2`, and specify the dimensions of the data we want the kernel to act over. In this case, it is the first 2 (of 2) dimensions, which in Python are indexed by `0` and `1`." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 5.090540477545748
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 2
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 0.2302563761896681 +ve
rbf.lengthscale 1.3036698189812201 +ve
Gaussian_noise.variance 0.05 +ve fixed
" ], "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a 2-D RBF kernel active over both input dimensions\n", "k = GPy.kern.RBF(2, active_dims=[0,1])\n", "\n", "# Create a GP Regression model with the sample locations and observations using the RBF kernel\n", "m = GPy.models.GPRegression(X2, Y2, k)\n", "\n", "# Fix the Gaussian noise variance, which we know\n", "m.Gaussian_noise.variance = 0.05 \n", "m.Gaussian_noise.variance.fix()\n", "\n", "# Optimise the kernel parameters\n", "m.optimize()\n", "\n", "# We need to augument our test space to be a list of coordinates for input to the GP\n", "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", "\n", "# Predict the mean and covariance of the GP fit at the test locations\n", "mean2, Cov2 = m.predict_noiseless(Xnew2, full_cov=False)\n", "\n", "# Setup plot environment\n", "plt.figure(figsize=(14, 6))\n", "\n", "# Left plot shows mean of GP fit\n", "plt.subplot(121)\n", "\n", "# Plot mean surface\n", "plt.contour(Xi, Xj, mean2.reshape(Xi.shape))\n", "# Show sample locations\n", "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"Mean of GP fit\"), plt.colorbar()\n", "\n", "# Right plot shows the variance of the GP\n", "plt.subplot(122) \n", "# Plot variance surface\n", "plt.pcolor(Xi, Xj, Cov2.reshape(Xi.shape))\n", "# Show sample locations\n", "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"Variance of GP fit\"), plt.colorbar()\n", "\n", "# Preview GP model parameters\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see here that the fit with the GP is generally good (this is quite a simple example, after all), and that functionally, the setup is almost identical to the 1-D case using `GPy`. We can also observe from the variance surface that we have the most uncertainty where there are no samples, which matches our expectations and the observation of the power of GPs in 1-D.\n", "\n", "Notice that in the model preview, we only have a single lengthscale that is based on both dimensions. This is because by default, the RBF kernel is isotropic, which in our case is fine. However, in reality, it is often desirable to have different parameters corresponding to different dimensions. There are two approaches to doing this in `GPy`. The first is to enable different anisotropy within the kernel itself, by using the `ARD` keyword, e.g.\n", "```\n", "k = GPy.kern.RBF(2, ARD=True)\n", "```\n", "\n", "Alternatively, we can use kernel composition to create two kernels acting seperately on different dimensions. An alternative construction of the anisotropic RBF is to construct a kernel from two 1-D `RBF` kernels active on $x_1$ and $x_2$ respectively:\n", "```\n", "k = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.RBF(1, active_dims=[1])\n", "```\n", "\n", "We can also use this construction to allow for different covariance assumptions in different dimensions. In the following example, we use an RBF to model $x_1$ and a Matérn 3/2 kernel for $x_2$:\n", "```\n", "k = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.Matern32(1, active_dims=[1])\n", "```" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "

\n", "Model: GP regression
\n", "Objective: 7.681762961305894
\n", "Number of Parameters: 5
\n", "Number of Optimization Parameters: 4
\n", "Updates: True
\n", "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
GP_regression. valueconstraintspriors
mul.rbf.variance 0.4583735728075391 +ve
mul.rbf.lengthscale 1.283642817320827 +ve
mul.Mat32.variance 0.45837357280753904 +ve
mul.Mat32.lengthscale 1.5304496023211007 +ve
Gaussian_noise.variance 0.05 +ve fixed
" ], "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Construct a 2-D kernel with two 1-D kernels: RBF and Matern32\n", "k = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.Matern32(1, active_dims=[1])\n", "\n", "# Create a GP regression model with our 2-D composite kernel\n", "m = GPy.models.GPRegression(X2, Y2, k)\n", "\n", "# Fix the Gaussian noise variance \n", "m.Gaussian_noise.variance = 0.05 \n", "m.Gaussian_noise.variance.fix()\n", "\n", "# Optimise the kernel parameters\n", "m.optimize()\n", "\n", "# Change our input grid to list of coordinates\n", "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T\n", "\n", "# Predict the mean and covariance function\n", "mean2, Cov2 = m.predict_noiseless(Xnew2, full_cov=False)\n", "\n", "# Setup figure environment\n", "plt.figure(figsize=(14, 6))\n", "\n", "# Plot mean on left\n", "plt.subplot(121) \n", "\n", "# Plot mean surface\n", "plt.contour(Xi, Xj, mean2.reshape(Xi.shape))\n", "# Plot sample locations\n", "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"Mean of GP fit\"), plt.colorbar()\n", " \n", "# Show variance on right\n", "plt.subplot(122)\n", "\n", "# Plot variance surface\n", "plt.pcolor(Xi, Xj, Cov2.reshape(Xi.shape))\n", "# Plot sample locations\n", "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", "# Annotate plot\n", "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", "plt.title(\"Variance of GP fit\"), plt.colorbar()\n", "\n", "# Preview model parameters\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Footnote\n", "\n", "Using Gaussian processes for machine learning gives you a powerful tool for learning latent functions in a Bayesian fashion, especially with a low number of observations. However, full GP regression can be quite time consuming, given it scales $\\mathscr{O}(n^3)$ with the number of training points, $n$. There are methods for dealing with this: for example, sparse approximation or representing the regression problem as a state-space model. Each of these comes with their own assumptions and drawbacks. In tomorrow's session, there will be a lecture on computational efficiency in GPs and the next lab will have examples of some of these approaches.\n", "\n", "When using GPs in a computational setting, there are a wide range of tools that can be used depending on your preference of programming language and libraries. `GPy`, the library we use in these labs, is a well established Python library that was developed here at the University of Sheffield, and is maintained by members here and at Amazon Research Cambridge. Some other libraries that are commonly used for Gaussian processes include:\n", "\n", "| Name | Language | Comments |\n", "|---------|-----------|----------|\n", "| `GPy` | Python | One of the earliest Python frameworks for Gaussian processes |\n", "| `GPML` | MATLAB | Examples and code used in Rasmussen & Williams GPML book |\n", "| `GPstuff` | MATLAB, Octave, R | A MATLAB library with a wide arrange of inference methods, including HMC |\n", "| `GPflow` | Python | GP library built on `TensorFlow`, similar notation to `GPy` |\n", "| `GPyTorch` | Python | GP library built on `PyTorch` |\n", "| `Stan` | R, Python, others | Probabilistic programming using MCMC that can be easily be used to model GPs |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Credit\n", "\n", "This notebook was written by Wil Ward. It adapted from notebooks by [Rich Wilkinson](https://rich-d-wilkinson.github.io/) and [Neil Lawrence](http://inverseprobability.com/). Additional writing and feedback was provided by Maria Skoularidou and Chunchao Ma." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }