{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "KmfnvFsvamAS" }, "source": [ "# Gaussian Processes" ] }, { "cell_type": "markdown", "metadata": { "id": "XrcDRfPBamAb" }, "source": [ "skorch supports integration with the fantastic [GPyTorch](https://gpytorch.ai/) library. GPyTorch implements various Gaussian Process (GP) techniques on top of PyTorch." ] }, { "cell_type": "markdown", "metadata": { "id": "kaSDDW4QamAf" }, "source": [ "GPyTorch adopts many patterns from PyTorch, thus making it easy to pick up for seasoned PyTorch users. Similarly, the skorch GPyTorch integration should look familiar to seasoned skorch users. However, GPs are a different beast than the more common, non-probabilistic machine learning techniques. It is important to understand the basic concepts before using them in practice." ] }, { "cell_type": "markdown", "metadata": { "id": "aMZJJ0o4amAh" }, "source": [ "This notebook is not the place to learn about GPs in general, instead a basic understanding is assumed. If you're looking for an introduction to probabilistic programming and GPs, here are some pointers:\n", "\n", "- The GPyTorch [documentation](https://docs.gpytorch.ai/en/stable/)\n", "- The book [Gaussian Processes for Machine Learning](http://gaussianprocess.org/gpml/chapters/) by Carl Edward Rasmussen and Christopher K. I. Williams\n", "- The lecture series [Probabilistic Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij1tHaOFY96m5uX3J21a6yNd) by Philipp Hennig" ] }, { "cell_type": "markdown", "metadata": { "id": "EfNQLyUHamAo" }, "source": [ "Below, we will show you how to use skorch for Gaussian Processes through GPyTorch. We assume that you are familiar with how skorch and PyTorch work and we will focus on how using GPs differs from using non-probabilistic deep learning techniques with skorch. For a discussion on when and when not to use GPyTorch with skorch, please have a look at our [documentation](https://skorch.readthedocs.io/en/latest/user/probabilistic.html)." ] }, { "cell_type": "markdown", "metadata": { "id": "CimimrA2amAx" }, "source": [ "
\n", "\n", " Run in Google Colab \n", "\n", "View source on GitHub
" ] }, { "cell_type": "markdown", "metadata": { "id": "4xjbC78WamA0" }, "source": [ "If you haven't already, you should install GPyTorch, since it is not installed automatically after installing skorch:\n", "\n", "```bash\n", "# using pip\n", "pip install -U gpytorch\n", "# using conda\n", "conda install gpytorch -c gpytorch\n", "```" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "M40ww18namA2" }, "outputs": [], "source": [ "import subprocess\n", "\n", "# Installation on Google Colab\n", "try:\n", " import google.colab\n", " subprocess.run(['python', '-m', 'pip', 'install', 'skorch' , 'torch', 'gpytorch'])\n", "except ImportError:\n", " pass" ] }, { "cell_type": "markdown", "metadata": { "id": "6_K0YB9HamA5" }, "source": [ "## Table of contents" ] }, { "cell_type": "markdown", "metadata": { "id": "3wKPRY-eamA8" }, "source": [ "* [Exact Gaussian Process Regression](#Exact-Gaussian-Process-Regression)\n", " * [Simple example: sine curve](#Simple-example:-sine-curve)\n", " * [GP regression with real world data](#Regression-with-real-world-data)\n", "* [Stochastic Variational GP Regression](#Stochastic-Variational-GP-Regression)\n", "* [Classification](#Classification)\n", " * [Binary classification](#Binary-classification)\n", " * [Multiclass classification](#Multiclass-Classification)" ] }, { "cell_type": "markdown", "metadata": { "id": "2MX9ym9TamA-" }, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "yPN8W_L3amBA" }, "outputs": [], "source": [ "import math\n", "import os\n", "import urllib.request" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "ozXCBWnDamBA" }, "outputs": [], "source": [ "import numpy as np\n", "import torch\n", "import gpytorch\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "2tkhHBc3amBC" }, "outputs": [], "source": [ "torch.manual_seed(0)\n", "torch.cuda.manual_seed(0)\n", "plt.style.use('seaborn')\n", "DEVICE = 'cuda' if torch.cuda.is_available() else 'cpu' " ] }, { "cell_type": "markdown", "metadata": { "id": "SEUB3Vp_amBC" }, "source": [ "# Exact Gaussian Process Regression" ] }, { "cell_type": "markdown", "metadata": { "id": "_9-q0o85amBC" }, "source": [ "GPyTorch implmenets different methods to solve GPs. The most basic form is to use exact solutions. Variational GPs are described further below." ] }, { "cell_type": "markdown", "metadata": { "id": "x9Mw4xyUamBD" }, "source": [ "## Simple example: sine curve" ] }, { "cell_type": "markdown", "metadata": { "id": "tUsiWVrgamBE" }, "source": [ "The \"Hello world\" of GPs is predicting a sine curve with Gaussian noise added on top. We will start with this example." ] }, { "cell_type": "markdown", "metadata": { "id": "mn5PMXgxamBE" }, "source": [ "### Creating the data" ] }, { "cell_type": "markdown", "metadata": { "id": "xQul7irHamBF" }, "source": [ "First we synthesize our data. For training, we use a sine curve with Gaussian noise added on top. For validation, we just use the sine without noise, assuming this is the underlying ground truth. To make it difficult for the model, the training data will only contain very few data points for now." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Xn_oFNxXamBG" }, "outputs": [], "source": [ "sampling_frequency = 0.5\n", "X_train = torch.arange(-8, 9, 1 / sampling_frequency).float()\n", "y_train = torch.sin(X_train) + torch.randn(len(X_train)) * 0.2" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "fYjxBlwiamBH" }, "outputs": [], "source": [ "X_valid = torch.linspace(-10, 10, 100)\n", "y_valid = torch.sin(X_valid)" ] }, { "cell_type": "markdown", "metadata": { "id": "imWUx_IJamBI" }, "source": [ "As you can see below, there is a slight hint of periodicity in the training data but it could also just be noise." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 365 }, "id": "FChCKGmTamBK", "outputId": "e880e270-6ea3-48dc-ec5b-5afb1aae2fe6" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[]" ] }, "metadata": {}, "execution_count": 7 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "plt.plot(X_train, y_train, 'o')" ] }, { "cell_type": "markdown", "metadata": { "id": "BJHFgelWamBM" }, "source": [ "### Defining the module" ] }, { "cell_type": "markdown", "metadata": { "id": "cw62cXRvamBN" }, "source": [ "As usual with PyTorch, the core of your modeling approach is to define the module. In our case, instead of subclassing `torch.nn.Module`, we subclass `gpytorch.models.ExactGP` (which itself is a subclass of `torch.nn.Module`), since we want to do exact GP. As always, we need to define our own `__init__` method (don't forget to call `super().__init__`) and our own `forward` method." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "AOKxK3kWamBO" }, "outputs": [], "source": [ "class RbfModule(gpytorch.models.ExactGP):\n", " def __init__(self, likelihood, noise_init=None):\n", " # detail: We don't set train_inputs and train_targets here because skorch\n", " # will take care of that.\n", " super().__init__(train_inputs=None, train_targets=None, likelihood=likelihood)\n", " self.mean_module = gpytorch.means.ConstantMean()\n", " self.covar_module = gpytorch.kernels.RBFKernel()\n", "\n", " def forward(self, x):\n", " mean_x = self.mean_module(x)\n", " covar_x = self.covar_module(x)\n", " return gpytorch.distributions.MultivariateNormal(mean_x, covar_x)" ] }, { "cell_type": "markdown", "metadata": { "id": "qUXeVmnJamBP" }, "source": [ "Again, we don't want to go into too much details about GPs or GPyTorch. The important ingredients here are the _mean function_ and the _kernel function_. As the name suggests, the mean function is only there to determine the means of the Gaussian distribution. The kernel function is used to calculate the covariance matrix of the data points. Together, the means and covariance matrix are sufficient to define a Gaussian distribution.\n", "\n", "For the mean function `gpytorch.means.ConstantMean` will often do. Choosing the correct kernel, however, is where it gets interesting. This kernel should be chosen wisely so as to fit the problem as best as possible. The correct choice here is as crucial as choosing the correct Deep Learning architecture — when you choose an RNN for an image classification problem, you will have little luck. That being said, a good start is often to use the `RBFKernel` and then iterate from there. That's why we use the RBF for our toy example.\n", "\n", "The output of the `forward` method should always be a `gpytorch.distributions.MultivariateNormal` for `ExactGP`. It represents the prior latent distribution conditioned on the input data. The posterior is computed by applying a likelihood, which is `gpytorch.likelihoods.GaussianLikelihood` by default for GP regression." ] }, { "cell_type": "markdown", "metadata": { "id": "3i7tm35vamBQ" }, "source": [ "### skorch `ExactGPRegressor`" ] }, { "cell_type": "markdown", "metadata": { "id": "ihXuXeYjamBS" }, "source": [ "Now let's define our skorch model. For this, we import `ExactGPRegressor` and initialize it in much the same way as we would a `NeuralNet`." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "mRRFBtlBamBS" }, "outputs": [], "source": [ "from skorch.probabilistic import ExactGPRegressor" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "tIdAHrZOamBT" }, "outputs": [], "source": [ "gpr = ExactGPRegressor(\n", " RbfModule,\n", " optimizer=torch.optim.Adam,\n", " lr=0.1,\n", " max_epochs=20,\n", " device=DEVICE,\n", " batch_size=-1,\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "OVq9dBN5amBU" }, "source": [ "As you can see, we pass the `RbfModule` defined above as the first argument, as we always do. We also define the optimizer, learning rate (`lr`) and device as usual. We could pass our own `likelihood` argument, but since we use the default likelihood, we don't need to do that." ] }, { "cell_type": "markdown", "metadata": { "id": "81DvaWchamBW" }, "source": [ "One oddity you might have noticed is `batch_size=-1`. -1 is a placeholder that means: take all the data at once, don't use batching. The reason for this is that the exact solution requires all data to be passed at the same time, it does not work on batches. The batch size is -1 by default but we set it here explicitly to make it clear that it is so.\n", "\n", "If you need to use batches (say, you don't have enough GPU memory to fit all your data), you can use variational GPs, as shown later in the notebook." ] }, { "cell_type": "markdown", "metadata": { "id": "pavaEHohamBW" }, "source": [ "
\n", " Info:\n", " GPyTorch stores a reference to the training data (i.e X and y) on the module. This can make your model quite big if your training data is large. However, exact GPs are typically not used with large datasets - if you want to avoid this issue, take a look at the variational method described further below.\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "hdBYujzjamBX" }, "source": [ "### Sampling" ] }, { "cell_type": "markdown", "metadata": { "id": "Toh1fq-XamBX" }, "source": [ "At this point, we can already show a new feature that is available thanks to GPs. They allow us to sample from the underlying distribution, conditioned on our data, even though we have not even called `fit` on the model. To do this, we initialize the `ExactGPRegressor` by calling `initialize()` and then use the `sample` method. The first argument to `sample` is the data to condition on, in this case the training data, and the second argument is the number of samples to draw." ] }, { "cell_type": "markdown", "metadata": { "id": "Ohd1zk5tamBY" }, "source": [ "We plot the result next to the ground truth and the training data for comparison." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 483 }, "id": "hq3vffLAamBZ", "outputId": "9b32bc50-b7d5-4a4a-9b29-b9527e9c33a4" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "gpr.initialize()\n", "\n", "samples = gpr.sample(X_train, n_samples=50)\n", "samples = samples.cpu().detach().numpy() # turn into numpy array\n", "\n", "fig, ax = plt.subplots(figsize=(12, 8))\n", "ax.plot(X_train, samples.T, color='k', alpha=0.1)\n", "ax.plot(X_train, y_train, 'ko', label='train data')\n", "ax.plot(X_valid, y_valid, 'r', label='true')\n", "ax.set_xlim([-8.1, 8.1])\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": { "id": "fx2Ubr2samBa" }, "source": [ "It can often be wise to plot a couple of samples _before_ starting a lengthy training process. These samples can be compared to the underlying data to see if the chosen model looks reasonable _a priori_. If the distribution of the target looks very different from the sampled distribution, it means it could not result from the assumed distribution. No matter how well you train, your model will never fit your data. In such a case, you probably need to find a better kernel function." ] }, { "cell_type": "markdown", "metadata": { "id": "I2YZH6_famBb" }, "source": [ "### Fitting" ] }, { "cell_type": "markdown", "metadata": { "id": "7pFdYINxamBc" }, "source": [ "As always, to train the model, we call the `fit` method and pass the training data and targets as arguments:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "NfxoEZPVamBd", "outputId": "53541e5e-0808-411a-f0ba-226102adf883" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Re-initializing module.\n", "Re-initializing criterion.\n", "Re-initializing optimizer.\n", " epoch train_loss dur\n", "------- ------------ ------\n", " 1 \u001b[36m1.2771\u001b[0m 0.0091\n", " 2 \u001b[36m1.2650\u001b[0m 0.0055\n", " 3 \u001b[36m1.2533\u001b[0m 0.0063\n", " 4 \u001b[36m1.2416\u001b[0m 0.0104\n", " 5 \u001b[36m1.2312\u001b[0m 0.0081\n", " 6 \u001b[36m1.2211\u001b[0m 0.0068\n", " 7 \u001b[36m1.2111\u001b[0m 0.0058\n", " 8 \u001b[36m1.2017\u001b[0m 0.0060\n", " 9 \u001b[36m1.1932\u001b[0m 0.0072\n", " 10 \u001b[36m1.1850\u001b[0m 0.0041\n", " 11 \u001b[36m1.1771\u001b[0m 0.0064\n", " 12 \u001b[36m1.1698\u001b[0m 0.0041\n", " 13 \u001b[36m1.1632\u001b[0m 0.0103\n", " 14 \u001b[36m1.1570\u001b[0m 0.0091\n", " 15 \u001b[36m1.1511\u001b[0m 0.0057\n", " 16 \u001b[36m1.1456\u001b[0m 0.0047\n", " 17 \u001b[36m1.1408\u001b[0m 0.0049\n", " 18 \u001b[36m1.1363\u001b[0m 0.0045\n", " 19 \u001b[36m1.1320\u001b[0m 0.0051\n", " 20 \u001b[36m1.1281\u001b[0m 0.0045\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[initialized](\n", " module_=RbfModule(\n", " (likelihood): GaussianLikelihood(\n", " (noise_covar): HomoskedasticNoise(\n", " (raw_noise_constraint): GreaterThan(1.000E-04)\n", " )\n", " )\n", " (mean_module): ConstantMean()\n", " (covar_module): RBFKernel(\n", " (raw_lengthscale_constraint): Positive()\n", " )\n", " ),\n", ")" ] }, "metadata": {}, "execution_count": 12 } ], "source": [ "gpr.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": { "id": "1WppAtp8amBe" }, "source": [ "
\n", " Info:\n", " For GP regression, skorch does not perform a train/valid split by default. This is why you only see the train loss here, not the validation loss as usual. The reason for this decision is that a random split is most often not appropriate for GP regression. E.g. when you deal with a time series, random splitting would result in data leakage. Therefore, if you want validation scores, it is probably best to implement your own train_split or use skorch.helper.predefined_split if you already have split your data beforehand (see the example further below).\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "XvVFy3BOamBf" }, "source": [ "### Analyzing the trained model" ] }, { "cell_type": "markdown", "metadata": { "id": "zAd84-K8amBf" }, "source": [ "Now that our model is trained, we can repeat the sampling process from above. As you can see, the samples fit the data much better now." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 539 }, "id": "KVgj8KFAamBf", "outputId": "7f16f082-b8c1-40d0-b33a-df7b6813fec1" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.8/dist-packages/gpytorch/models/exact_gp.py:274: GPInputWarning: The input matches the stored training data. Did you forget to call model.train()?\n", " warnings.warn(\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "samples = gpr.sample(X_train, 50)\n", "samples = samples.detach().numpy() # turn into numpy array\n", "\n", "fig, ax = plt.subplots(figsize=(12, 8))\n", "ax.plot(X_train, samples.T, color='k', alpha=0.1)\n", "ax.plot(X_train, y_train, 'ko', label='train data')\n", "ax.plot(X_valid, y_valid, 'r', label='true')\n", "ax.set_xlim([-8.1, 8.1])\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": { "id": "Z5cB5_IXamBg" }, "source": [ "Since the model represents a probability distribution, instead of just making point predictions as is most often the case for Deep Learning, we can use the distribution to give us confidence intervals. To do this, we can pass `return_std=True` to the `predict` call. This will return one standard deviation for the given data, which we can add/subtract from our prediction to get upper/lower confidence bounds:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 501 }, "id": "0QaLf_JWamBi", "outputId": "b3b79871-1034-43b8-a730-ed7fe87f9ce8" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 14 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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pAbNnzwUAzJt3KubNOxV6vW7g+UOHDuLAgX04eHA/AMDn84FhGOj1ekyZUjvwPp9v6Mp8oXEVFRVhypSpAID8/HzYbDbU1R3A4cN1uPXWGwEAPM/BZDIhL68Ab7zxKnw+L0wmI847byUAoKKiCgUFhQCAwsIiuFxOCowJIYQkls5eB+o7w0+O8/pZmG1eFOamR7VNnckVdnEFr59FfacVcyYVxDRWQkYTWn3u6l8ZcfHVPZLvP1SX32fxIPjH4EVlUlLywP8//vizKCwsHHhPff1hqFTqQds4vouLWq0Z8thgSUnJ+NnPrh8IUI+9b/A2w88X0Gg0Yf/M8zySk5Nx0UUX49prrzvuPbfddhN++tOfY/Hipfjb396Dx+Me8v6R9hkpmnxHCCFEUg63HwdaTCO+pscU/UIJrVrbsM916GkiHhGH18/K/t3SdzWB4zi0dunhdruQk5Nz3PMzZszCpk0bAAB79uzC2rVrUFFRic7OdjAMA5fLicbG+uPeM336DOzduxtAMHv84ovPQqVSIxAIDGxz8+aNAACLpR9vvvknAMGsbVdXB3iex759e6L+LDNmzMKWLZvAcRx8Ph9efvk5AIDNZkVFRSX8fj+2b98ClhVnURPKGBNCCJFUS49t1NZSerMLcyYVQB1hOUW/3QuLY+gt2xCO53GwxYTJ4ylrTIRl6JevTVvIuLwi/OdvL8Fq7sWNv7rluKwtANxww4146qlHsW7dV1CpVHjggf/GuHE5+P73L8JNN12H8vIKTJs287j3zJt3KjZt2ohbbvklAOCuu+5HYWEhWJbBgw/eh0ceeRJ79+7Cr399PQKBAK6/Plj6cOONt+DBB+9DaWkZiotLov4ss2fPxSmnzMdNN10HgMcll/wYAHDZZVfid7+7GxUVFbjssivx8svP4eyzz4vhaI1Mxcv9t3mU0eiQbd9FRdmy7j/R0PGKDh2v6NDxik6iHS+Pj8XXu7vBcaP/9CydVYrivIyItruz3gBdBFnmcxePR1Yy3SyNVKJ9v+Qw+LuXmZkKl2v4CzQxHNqzASZDF1Zc8DMAwJKZpSjJj+zfjdzk/H4VFYWvQ6azAyGEEMm0am0RBcUAoDVGVk7h9jLoNbsjeu3+JiMCHK2IR4TBcTyMVmWtOtcyQkkRGR2VUhBCCJGEnwmgozfy7JC+3425HA+1euRyijadPeJVvzw+Fu16ByZX5Iz+YkJGYbZ7ZV96fNb8Fcf9t9Hqgc3pQ05WqjwDSnCUMSaEECKJdr39uB7Do/EzAfSNko1jWA6dhuhuxTb3WKMaByHDCXWjUBrKGseOAmNCCCGiYwMc2sL0GB6N1ugc8fmOXnvUGTufPxDTWAgZjGE5dI/y/ZSL1uSCJ0zrQjI6CowJIYSIrtPggI8JRP2+3n532JpgjudxuKMfRzrC90IeTavWJvstcJLYWrQ2+PzRf6elwHE8XfzFiAJjQgghouJ4Hq09sd3aZVgOhv7jyyncXhabD+rR3G2NuU2WjwmgTUe3m0lsvH52xL7ZShDL3RRCgTEhhBCR9fQ5w65IFyntoDZserMLG/Zr0W/3xj2uFq0NDKvMjB9RtoYu5depMyyHrzduxRtvvDri6779dh3OO+8MtLW1RLzt9evXDXnM7Xbj8st/MOL7brjh2uOWlVYi6kpBCCFENDzPxz0RqLffDT8TQEOXRdDbwwzLoUVrx/SaPMG2ScY+h9uPrhG6qzR0xVbeM5xp1bF/P7du34ELz1k87PP79u3B9u1bMGnSlIi3yTAMPvjgbzjrrHNjHpeSUWBMCCFENL39btjjXC43EODwzd4eUeo523Q2TCwfh9RkjeDbJmNTfacl4vaAUtqy7kNUTZyJ6onHVrDraDmCwmuuHfY9U6dOwymnzMett94Y9nmn04mHH74ffr8fDMPgzjvvw2ef/QutrS144YVncPPNt+L3v78Xfr8fc+bMC7uNV155HocO1aG6ugYsywAATCYjnn76cahUHAIBHvfd9xC++249XC4nrrvuVwCA2267CbfffjcmT448aBcClVIQQgbwPI/uPqfsy5uSsaM5xtriE4k1ySmYNVZ2rShRjn67N6IVFpWAZRmwLAOthRn2NRkZmSNuY8+enSgqKsZrr/0ZDz/8OCyWflx99bWorq7B3Xffj6+++hITJ07C66+/jSlTaoe8v729DXV1B/HnP7+Lm276Dbq6OgEAb731Bn7yk59i9erVuOKKq7B69ds488yzsHXrJgCA3W6DxdIveVAMUMaYEEUy27xIS9UgMy1Z0v226x042GpClyEdp9YWIT2VThEkdl0GhyC1wGJr19kxuTwHqSmUNSYjO9zeL/cQhti7dQ2aDm2H3WJEy5FdSE3LxLJzrwBUQFnVZFgdPpisHhTmpke97Zkz5+Ctt97A888/hTPPPBuLFy89rka4o6MN8+bNBwCccsr8Ie/v6GjDjBmzoFarUVJSivLyCgDAoUMH0dXVib//fTW8Xj9yc/NQUlIKQAWTyYTdu3fgjDNWxHQ84kW/eoQoCMfxqGszo10frKPMSEtGwbg0FOakoTA3TdRA2eNjUd8ZPOkbrR58u7cHcycVorI4S7R9krGry+DAvmaT3MOICBvg0NxjxayJBXIPhSiY3uyCWYEXeqcuXYlTl64cUkqxdd0/UDVhBgDg97+/G8kqBitXXoCLLvpRxNsuLCzEu+/+HXv37sYnn/wThw/XYeXKCwee53kMrEwZbqn3wc8HXxOcsJiUlIzHH38W06dPgNF4rF57+fIV2Lp1E3bu3IZrr70+iqMgHCqlIEQh3F4Wmw7qBoLi4GMMuvsc2NdsxNe7urH9cK9o+z/Yaj6utQ/Dctjd2IfdDX3wx9B/lpy8QkFxIpXktOnt6O5T5mINRH4cz8fcM1suPR0NqBg/DQBwwVV346nnXosqKAaAXbt2YNeuHVi4cDHuuOMeNDQcgUqlRiAQ/E2orq5BQ0M9AGDv3t1D3l9dXYPGxgbwPI/eXv1AtnnGjFnYtGkDAGDPnl1Yu3YNAODMM8/Ctm1b0NPTg6lTp8X0ueNFGWOiaMFWSiokJ43taziDxY29jcZRF0AwWj0IcBw0amGPh87kgt4cvm6ux+iE2e7FvMmFKMnPEHS/ZOzp7HVgf0tiBcVAMNu1p7EPNpcPM8fnQ6VSjf4mctLoMjjgcMc3iVRsy869YuDPLONHIMAgNS14zuZ5HlvrenFKbSFK8o6dxz/77FOsWfMFWlqa8NRTj6GmZjweeuixgecrK6vw2GMP4f33V0OtVuOGG25CYWEhWJbBgw/eh/vuexAPPHA3br/9ZsyZM2/Iv5vJk6dg4sRJuOmm61BVVT1Qh3zDDTfiqacexcaN68CyHB544L8BANXV46HTabFo0fCdNMSm4hVy9hqcSpdaUVG2rPtPNFIcL6eHQZvOhi6DE8lJalmCMoPFjTatHakpGqQma5CaokFasgZpKRrkZqciSRNZcDrS8eJ5Ho1dVjRGsVDB6XPKUJgTfa3YcBiWw7d7eyJaPrQkPwMzJ+RjXEaKYPs/Ef17jI6SjlciBMWZmalwuXwjvqYkLwOnTStCchLVHCvp+yUHnuehM7txsNUU0QTQSL5fchtfNg6zJuRH/BsmJjm/X0VF2WEfp4wxURST1YMWnQ2Gfs/Ajysb4LDtcC+qS7Ixe2K+ZD9Wnb0OGCzusM8ladQoL8xEdXEWCnLSos4uBVfzcqO91w6zLbqaNbPNK2hgfKSjP6KgGAAM/W4YLR7UlGZjWk0etbgiAzp67TjQYlZ0UBwpg8WNjft1WDSjBNkiXgQSZTNY3KjvtMDqUHagG60OvR1Gqwfza4uQPy5N7uEoDgXGRHZODwODxY1ugxNW5/AnoC6DA0arB3MnF6JU5Oyxnwmgtz98UAwEg/UugwNdBgcy0pJRVZyF6pKsESfHMWwAerMbOrMLRosHgTATFSJhsnkxNaZ3DtVv96JjhEb14XA8j3a9HT1GJ6ZW5WFi+bjjJleQkwfH80fbV7nRrrePiaA4xOlh8N0BHeZPLRb9fEOUxWzz4khnf9RJi0Ti8jDYfFCPyZU5mFadR+fwQSgwJpJjWA5Gqwd9Vg/6LB64vcP3WDyRx8di++FeVBVnY+7kAtFuBWlNrrAzbMNxexk0dlnQ1G1FWooGSRo1NBoVktRqJGlUyM93wNzvgtHqiXibI+l3+MBxfNwnMo7jcSCO294My+FQuxltOhsqirNQWZiJnKzUuMZElM/HBGDod6PP4oHB4j5uwuZYw7AcdhwxoLIoExPLc5CXTd/vsYjjeDg8DOwuP7RG54hJkbGE43k0dVvR0+dEdmYKMtOSkJGajPS0JGSmJSE9NQkatQpqlQoqFU6auvuTPjBu7rFi/QF93DVBoe+LSqWCCse+QGoVoNGokXq0NjVUrxqqUxWzVlNJeJ6HweJBuy54CyfeVYO6+xwozU9HRZE4rcR6YpidzvN82JIEhy8gaM1ZIMDB6vTFfQusRWuDLc4VyQDA7WPR3G1Fc7cV2RkpKC/MREVR5knz3R7M5WXAsBxyMlPG1I+Izx9Aj8kJndGFfodvTGWGRxNa9Ka7z4mCnDRMrshBaX7GmPr7HQ7DcrC7/DDbvPAyAfj8ATBsADlZqSjMSVNEjWosnB4GvWY3bC4/7G4/HG6/IEmLROX2sXBHUE6nChMgx/uv4KLlk+PcgvDiCoybmppwyy234Be/+AWuueaa457bunUrXnrpJWg0Gixfvhy/+c1v4hqoWDiOBxvgwAbEzXqEu1mtUqlQWZSF6TW5yJB4IQepsAEOnQYH2nV2OD2RZ4Yj0e/wiRIYu7wM+hVeU2ayeeMKjHmeR3OPVcARBTncfjR2+dHYZUFudioWTS8Zs4uEsAEOFocPFocP/Q4vrA4/vP7gj0tqsgZFuekozktHUW56Qh4DhuWgN7vQY3TCZPUqcglcqZltXphtXmSmJ2Ni+TiML80WvEOMEphsHuxtMsHtZYadTKZRq5A/Lg0leRkoyktHTqbyL4Q5Lnjea+q2xlzKdjLjeR7B04Bwx47n+biDa6HFfLZ2u914/PHHsWTJkrDPP/HEE1i1ahVKSkpwzTXX4Pzzz8fkycq7MpBTMBPhgNbkxISycaitzB0zKy95fCxatDZ0GRyi3WoVa0WtngRYEtls8wJVsb/f4WFEvwVudfiwpU6PZbPLEjIwHImh340dRwzDBos+JoAeoxM9xuCdh3GZKaitykWlSHc4hHagxYQug4OCh2G4PAzqWs2w2H04bVqx3MMRDMfzaOi0oLnHNuo5MMDxMFo9MFo9QHtwMaIz55UrdkKuyerBgVaz4luuEfnFfKmbkpKCt956C8XFQ08K3d3dyMnJQVlZGdRqNc4880xs27YtroGOZRzHo1Vrw7o93WjotIievRYbz/PYUW9Aq9YmavBlc/kR4ITffo8xfD9foaW47KjctxWpjugzt/2O+DJ4Us2ydnoYbKnTR9z1IhG4vQz2NBmjOv52lx/7mk2C3zURQ2evA+16u6hBcYrTjuzeHkDhF6Cj6TE60aq1yT0MQTg9DDYd0KEpitaRg7m9DI4ocLlkHxPA3iYjNtfplREUJ/h3/mQQcxonKSkJSUnh3240GpGfnz/w3/n5+eju7h5xe3l5GUiSoWdkr90HmNzIzFTGpIpusxualCQsnVMu91BGNFz/PwBo7raA4SDJMVWnJKMoT7gZ42abB5xKJfjYT9xe5dZ1WPDqo0i3mMCpNeibswA9S89F95Jz4CkqjWibSanJKIixbVunhN95HsCBdgvOWVAVccnQSN8vOQUCHHbv7EJyShKSU6I/fTbrHTh3QbXgM8CFOl5OD4P2Pr2o343q777EolceQrLbBW9OHsxT58A0bS5M0+aif+psMJni/90L+fk6jC5MqilAUZ5wLRSl1tpjxZ4mE9hhztuRHi+z0w8kJSnmWJisHuyo64WPCUj6Gz/cviZ8/Snmv/EkoFbDVVx+9H9lA3/WLzgDbHqmZONUCqWd7xVzf9MyTL9Ysdmswf0qqSF3fasJFXlpiq07Hqkht48JYOt+rWRLCLd0mKFihdvXwVaz4N+FwTV6abZ+LH37GUzauhaBpGTUf+9y5Lc3onT/dpZo/IwAACAASURBVJTu347TXn8CfZNnomPxuTh0wU8QSB3+B6apzYzJlTkxjalTa5X0O+9y+fCv9c0RlVUoeUGBfc1G9ETZ3m4wl8uHbclq1FblCjYmoY4Xz/PYUtcLq80jwKiG0vh9WLT6Rcxc8yGYtHS0LT4XRW1HULFzIyp2bgyOQaWCdvZCrLvnRTAZ4pSdiLEAw1db27BiXkVClsLVtZlHzHpHe7zW7+zAmadUQK2AyYm7G/rQb5U2tgh7vDgOp/39NZzy8TvwZWTBnVuILF0n8toajnuZeXwtPnvsbfgzx0k4YvmdFAt8FBcXw2QyDfy3wWAIW3JBwuN4Hi1aG+ZMKpR7KFE70tEvWVAMAP124X7gOJ6H1hR9N4qI8DwmbfoCS995HmkOKwxT5+C7Wx6BtXIiACDDbEDNrg2YsP1blB3ejeKWwyhsOYxv7n7+WMuTE5jsHkxG9IExx/OCdKOIVqisIlFrjjt7HeiMIygOaeiyoCQvXXGt7dp0dphECorH6btwzov3orC9Af3Vk7Hurudhq5wAAEi3mFDcXIei5jpUHNyByoM7cPZL92Ht7/4AXpMY3xOPj8Xuxj4smVWqiIAwUgwbQIfeLug2bS4/2nR2TK6I7aJdKGyAU0TbNY3PgxWvPoSJ29bBVlqFr37/GmzlNQDPI9VpR5ZRjyyTHhO2fY0p332B85++HV889PqISREiLlGm01ZWVsLpdKKnpwcsy2L9+vVYtmyZGLsaszoNzoiWn1QSi8OHLoNIgeUI+xRKn8UjyjFPM/fh/Kd/i7P/8Hto/F5sve4e/OfxvwwExQDgLihB/cor8cUjb+Kv73wL/Yz5mLh9Heb8a/Ww2zXbvDHVAjpcfgRkqmN3ehhsP9wry77jYXX6cLDVNPoLI8BxPPY2GRXVHsrh9uNIp0WUbU/YuhaX3HMVCtsb0HDOJfj0mfcGgmIA8OQVonPhWdj909/i30+tRvcpy1C9bwsWv/uiKOMRi9HqQb1Ix1AsWpNLlFryhk6L7PMKes1u2efrpFuMuOjhX2LitnXQz5iPfz3zXjAoBgCVCr7sHJgnTkPnwrOw8dbH0brsfJTW78O5L94LFav8+QhjleaRRx55JJY3Hjp0CHfddRd27tyJuro6rF27FjabDSaTCZMmTUJtbS0eeeQRfPzxx1i5ciXOPvvsEbfnlqko3mzzwuZmwEiY5YwEz/PQqFUoylXeVWNmZuqQv6/QhDuvxCdDNsChsjgLKQLMhG7otMAu8PdQFQjg/EdvQlndLmhnL8Sa3/8JPaeeDozQ4imQmobuU0/HpM1fombXBhimnwJHScWQ13Ecj/KCTKRFWetq6PfImknxMQGUFWYibZjbzuG+X3LyMwFsPRSsUxSKjwmA44FiAWox4z1eHM9jxxED3F6B/+3yPBa/+wKWrH4JnEaD7255BPt/fCP4pBFKxNRqdJ52Jqr3fIea3d/BOy4XximzBB1WSkqSaOd7i8OHnMyUhFlG+mCredQANpbjxR3t6S5Wn/lIHOnol2Wya+h45Xc04qJHbkReTzsaz/ohvrnr+ZHrh9VqdJ62AsXNh1C1bwuy+7ToWHjWsHcMx4pp4wugkmlC4nC14DHfp5o1axbee++9YZ9fsGABPvjgg1g3TwC09zowpSo3IZqod/Q6ZFtP3uLwISs9vnpshuWgFyFYnL72HyhsOIjWpd/Dt3c+G/FJzpNbgHV3v4CLHr4BZ790Hz55/u9wFQ6dlGeye6O+JS9klj1Whn53QvQ95flgdtcVxeqMkWrR2lCan4GCnPgWaolXc7dVlO/E+J3rMfuz92GpnIh197xw3B2SkTAZWfjqd3/ExfdfgyXvPAd7aRV6TkmMO46h78uKU1JGXB5eCZweRrSWlwCgM7lgsLhRIuDk6Ej5mQD6rOKUBUWiqLkOFzxyE1K8buz86W9x4JLrIjr3c8nJ+Prel3DBozdhyndfwJeVg23X3zvmg2OlUX7EdRLzMwF06JU5CWkwHxOQ9RaiECd3vdkleHlBRn8fFrz/KvxZ42I6ufVNnYtt192DdLsF575wN9TM0Kyg2Rb9Z7c6FRAYyzTZNloWh0+07HooiJLzdq/V6UNjt/ALvWh8Hiz+y/MIJCXh63tfijgoDnEWl+Pr+18Bp0nCOS/ei7yuFsHHKBaG5WJaOVNq3Qbxf1sOtppFaak5Gq3JJV+pEsdh2VtPI8Xrxjd3PosDl14f1bmfTUvHVw+8iv6qSZj1xd9xyj/+LOJgSTgUGCtcq86mqFrEcOo7LJJOuDuREKvUdYvwQ7Zk1XNI8biw7/q74MmLbSJl/flXoGnFRShuPoSlq54d8ny0dcYBjhO8XCQWFrsPjIDdRMQi9gqILi+Dlh75+uDWtZlFOb/M/fRdZBv1OHTRNbBVjI9pG321c7DxtseR4nHh/KduQ7rVLOwgRWSK4YJVSqFlrsXm8jBo7pb++x1aWEcO49d/hqLWI2g5fSXalp0f0zZ82Tn48uE34Cgux2kfvIFpa/8p8CjJSCgwVjiPj5XkBBYri8OHTgkyDyNxuPxxZd08PlbwH7LqXRsxcfs69E6bh9aVl8e+IZUKm298EKYJUzH9649Q+82nxz3tYwJwuCO/zW93MYq40OJ4Hn1WZQcPgHirKw5mlmAf4XAcL0r5U7ZBi7mf/AWu/CLsu/xXcW2rbdn52H3Vb5Bt1OO8Z/4LaiYxJiRZHD5FL6FttHnhlmg+SHOPVdKsscfHCtqtKBoanwdz//Iy2OQU7Prpb+Palju/GF88/D/wZudi0f++jFTH2FhIJhFQYJwAWrSjL88plzadXfaxcTwfV41kb79b0M+Q5HFj6dvPgNMkYfNND4440S4SgdQ0rLvnJXizxmHZW0+hoK3+uOejCayUUF8c0qeAVkqjkSJotTp9svwbCq4cKfx+F7/7ApIYP3b87E4wAixWsO+yX6Ll9JUoaa7DlI2fCTBC8bEBTrY5F5HolrB7UIDjo7p4j1eP0Snbb9Ls//wVmaZe1P3gGjiL41+ky15Wjf2XXo8UjwuzPvurACMkkaDAOAE43H7ozMoMIpRQrwrEl9mzOYUtLZj/wRvINulx4OKfw1I9WZBtOkoqsP72p5DE+LHof1857rlo6oyV8vcFAAaLR/aLqpE4PYwkLRMZlpNl9rwY34XKfVswfud66GfMR+vpK4XZqEqFHT+7A4GkJMz95B2oAsovwQGE7bEuJDbAQW+WZtn7EKHPsSPpMUr72ULSLSbM++QdeHILcOCS6wXbbv33fgx3Tj5mff43yhpLhALjBNHSI/wEmXixAXl+0MOJpxbUKuAqWAVtDZj1+fuwlVbFfRv5RD2nng7t7EWoqNtxXNY4mjIQJQXGXj8ry0IjkYplYmOs5MjkC53RVDMMlrzzHDi1GltvuE/QmfTughI0rfghcnq7MWHb14JtV0wmu3xdEUaiNbokn/Ap1b9zu9sPm0znuNP+709I9npQd+1tgq7ayKal4+CPfkFZYwlRYJwgLA6frO1nwrE5/YrJ+Fkcsd2O5ngeDoFO2qpAAGf8z2NQcxw23/h7BFKFb8N14Ec/BwDM+fTYwh9ePxvRBQob4OCU8JZmJAwKLqeQor44xCphRi3EInAAMevzvyJX14kjK69E//haQbcNAAcuuQ6cWo15H60CFHLeGUm/XZ4SmdHIMWfFJtHy81qZ5uPkdzSh9tt/ob9qElpXXib49ilrLC0KjBOIVsaZtuEImWmNl58JxJS9droZweosZ6z5AEWtR9C8/ELo5i4WZJsn0s5dAvP4WkzcthbZBu3A45Es5Wt1Km9CkMGirIu9waScFCd1Jp8NcILWfWaYDTj1H3+GZ1we9lx5s2DbHcxRWoW2ZeejoKsZ1bu/E2UfQvIzAdgVdiHq9jKyTPa0S5Qx7jHJUEbB81i0+kWoOQ47fn6nKMuYU9ZYWhQYJxApJzBEQsq6sUjEUtMn1C0+NcNg3kdvw5eRhe2/uEuQbYalUuHAxT+HmuOOO0FGcttfjqzkaKwOn6yt/obj88d2oRUrm9MnabcQoSf8LXrvFSR7Pdj109/CnzVOsO2eaP+lNwAA5n30dkJkjaUsx4lEd588E9MYlhNlkZzB+u1euGQo7avauxmVB3ege95SUReiGcgaf/F3yhqLjALjBOJQQP/ZweSq5RpOvyP6HyGhPsP4nd8iw9aPprN/BG9OviDbHE7b0u/BWViKqd98glRHsPa8z+IZtW5QibPkOZ5HnwKzxlJn1QIcL2m9tdUh3L7y2xswedOX6Js8E41nXyzYdsOxVE9Gx4IVKGmuQ/mhXaLuSwhyteILh+d5dEnYjeJEYidS5Jh0pwqwWPS/L4NTq7Hj53eKuq+BrLHbiVmfvS/qvk52FBgnEIblRl3XXipC34oVgpwZ4+lHG7DXfy+OnsUR4pOSUfeDa5Ds82LGmg8BBPsZt+nsI75P6JpSoShxFTwp64tDpCynEPK7MG3dxwCAfZffGHdrwkjsvyyUNV4l+r7ipaSMsdnuFT1rOxIxL/w4nodOhjKKqd98iryeNjSec4lgHYhGcixrTLXGYqLAOMEoJWtsd/kVV6/q9DBRr6YmxMk6R9eJ8kO7oJt5WsyrfEWr4ZxL4cvMxswv/g6NL/jj26K1Dfv5GTYAt1cZF1Un6rMqr22bHJk+KTP6Qu1L4/Ng8ndfwJVfhO5TxbuNPJhxymz0zAl2ZylqqpNkn7GKdGKsFOReKErMCXgmmxdev8TnN57HjDUfgtMkiVZXfyLKGkuDAuMEo5QsrRLbbPE8H1XbNreXFaS+ddrXHwGQJlscwqZn4Mj5VyDdbkHthv8ACE72adGGzxpbFNRB5EQ+f0BR9c9sgJPl+y1VRt/HBATLHE7Y9g1S3U40nXWxKJOOhrP/sl8CAOZ9TFnjSMm9TLVdxH/jZhk6NhW0N6Cgswmdpy2HJ69Qsv1S1lh8FBgnGKUExkrqhztYNOUUQmQwNH4far/9Fzzj8tCx6Oy4txeNwxdchUBSMmb/+38HFj1o09ngCxPsK7G+eDAltW2zOKSdCBfidDOS9JcV8rsw7ZtPAACNZ/9IsG1GQj/zNBimzsH4XRuQ19ks6b6jpYQ6Y47n4ZH5jpHbJ0wiIhyXDJ9t6rf/AgA0nSVuXf2JKGssPgqME4xdIaUUSsrwDRZNbagQk0HGb1+HNKcNTWdfDC45Je7tRcOTV4imFT9ATm83anauBxCsQ28OsxiMUi9kQpRUZyxHfTEQDF6k+HsSah85uk6UHdkD7exFcJRWCrLNiKlU2H9pYmSNlZAxdntZRZS+iXUnRupyFTXjx6RNX8KdWyBICdHOzWvw6B0/xq9/PB+P3vFj7Ny8ZsTXh7LGM7/4GzR+ZZ/bExEFxglGCfVqgQCnmFrnE0XThkqIk/SM0KS784Rv6h6Juh/+DLxKhbn/enegfVW7zj5kkqbSM8ZWp1+S5ZcjIedSvkJ2ixiOUKvsTT2aLW449xJBthetrvlnwFxTi4lb1yK7t1uWMUTC5WVknzQt56S7wcQKjKX+fDW7NiDNaUPz8gvjLiHauXkN3n75fmi7msFxAWi7mvH2y/ePGByzaeloPvMipLqdqNq3Ja79k6EoME4wfiYg+0nWKnHP1WgwLBdxU/14T9J5XS0ord+HnrmL4SitimtbsbJVjEfnghUobj6E0iN7AQRbfzV1H8sa+/wBuBXSzWQ4PM8rImscrFOXL8MnRcZYiFpmFctgyvp/w5uVI3kJ0bFBqHDwhz+DmuMw5WidvVLJnTV2eZTx71+MhT58/gAYVtolrmtDZRQCtCf8cpjuKms+fmfE97UsvwAAMGnTF3GPgRyPAuME5JA5a2yRMaMWCWMEEzH8TADuOLMMxybd/Tiu7cTrwMXBZaJnfX6s3qzT4BjIoii1TduJlNDP2O7yS/4jO5hQ2dzhuL2sIJn5mj2bkGHrR/OKiyQvIRqsY9HZYFPSMGnLV4pe8MMkc53xWM4YS30XNcNsQOWBbeibMgvWqklxb0/f0xb2cd0wj4f0j58KS+VEVO/+DsluZa2Km+goME5AcpcxyFWDGalI+lnGe4LW+DyYsuE/cOcWovO05XFtK1590+ahv2oSqvZuHjhBchyPxq5g1ljpZRQhSmjbZpb5os/lZcJOnhSKUBdJU49eFDaeI08ZRQibnoGu+WcgV9eJ/I5GWccyErnPmXKsCBeOw+0X/G6j1EH/lI2fQ81xgk26K6ucGPbx8mEeH6BSofWM7yOJ8WP8jm8FGQsJosA4AcndmULuk/xoLA7fqOUm8QbGE7esRarbiYZzLwGflBzXtoTQvvQ8JDF+VO/5buCxnj4nHG6/4ifehfiZALwy1xkr4bst5t+XEBdJmaZeVO3fCkPtHEkWNRhN6+krAQCTNn8l80iG53CLe8EzGjm6NoTDcbzgiR1JM8Y8j9r1/wKbkorW088XZJPfP7pgzYlWXnr9qO9tOfrdn0zlFIKiwDgByZkx5jhecUtBn4iPYBWkeDtSTF/7T/AqlewZs5C2JecBACZu/XrgMY7n0dBlVWwHkXDkrp9XQmstMTP8QpRq1H77L6h4XjHf/e5TlsGfnolJW9YotpyC53lZu50opZQCEL6cQsqgv7jxAHJ1nehYeBb8meME2ebC01fil3c8g8qaWqg1SaisqcUv73gGC48GvSNxlFbBMGU2yut2It1iEmQ8BJCuIzsRjJwZY4fbj4BCJ94NpjO5MKkiZ9jn7XH0MM7vaERJcx265p8BZ3F5zNsRkrVqEvqrJqFy3xYku51gMrIAAFpjYtWeyTlJ0K2A7gGAeHXGPM/H3btbFQhg6jefwp+WgdZlwmTM4hVITUPnghWY8t3nKG6uQ1/tHLmHFJbZ5kVZQabk+/X4WEVNlhY6MJYyYzx1vXCT7gZbePrKiALhcFqXX4CS5jpM3LoWhy+8WtBxnawoY5yAgrec5fkBT5TsY/8I5RQBjovr4mL6QIs26Va6i0Tb0u8NKadINHIGpnLXF4eI9W/M4WHinlhYXrcD2SY92k4/H2x6hkAji1/otvbELcotp5BrAp5S6otDhOgfP5hUny/J68HELWvhLCyFbtZCSfYZibal3wOnVmPSpi/lHsqYQYFxgpIra5wo9ao8z0NnDl9OYXcxMTe7VzN+TN70JZwFJYI0dhdS+9Kj5RRb1so8ktjJGxjLX0YBAF4/C7cIt4eFKNGYtu5o7+JzLo17W0LSzlkCb9Y4TNyydmAVSKWxO/2SrGx4IqXUF4cIseJoiMfHSnZMx2//BikeF5pW/AC8RiPJPiPhyS2AbvYilDTXKbqfdyKhwDhByRUYi9WgXQw643CBceyfofzQbqS4nWhfcl7cjd2FZq2ciP7qyajcvzVh2/fIWUqhhIl3IWK02Iv3ojbN1o+aXevRXz0ZximzBBqVMLjkZHQsPgeZFiNKGvbJPZywOJnqjJWWMWZYLu5WmSFS1k4PlFGc9UPJ9hmpljO+DwCYPMqKeSQyFBgnKDkm4HE8n1CB8XDlFPFkLKp3bwAAdCxcEfM2xNS25Gh3it0b5R5KTDw+ebJ9DBuQvdvLYGLcmYm3dnnCtnXQsCwaz74YUKkEGpVwWpcpvzuF2H2qw3EqaOJdiFC/I1ItXJLVp0X5oV3Qz5gv22JOIwn2807FpO++UOwE1ERCgXGCkuNH3OFmEJDhVmCseJ6H3jx0NbWYa9x4HjW7NsKblQPDtHlxjk4cA+UUg7pTJBK5SimsTr/sPZQHE7ozBcfxca86FrrY6lh0jhBDEpx+5ny4c/IxYfs6qALKKh8IkePCTymr3g0mVJ2xVEF/7dGVFRsVmC0GACYjC13zlyNP246CduX2804UFBgnKDkyxkpv0xaO1nR8SQHP87DHeOwK2+qRZTage/4ZiiujCEn0cgo/I/3yroD8beJOZHX6BA3Uba74uskkeT0oP7QL5uopiunEciJek4T2Jech3W5Bed1OuYcTlkfiSdM8zwtWtiAk4TLG0ny2iVvWgk1JQ/vRtphKFCqnoCWi40eBcYLyMQFBlnaNRqJ0pBis3+47roOHy8vGHHjV7NwAAOhYsEKAkYlnoDtFgpZTyPFDLvfCIidiWE7QNlTxlmZUHNiGJMaPLplXeRzNwGIfCu1O4ZX4AszjCyiyvWYiBcbZBi3yetqgnb1QUZ1YTtR96unwZWRh0uY1AJc4d3aViALjBCZ11jgRM8bBxT6OlVPE8xlqdm9AICkZ2nlLhBiaaMIt9pFI5FiMQK72hyMRsh413m3V7A62AOxacKYQwxGNYepcOAtKMH7Ht1AzyruQ90h8AaakhT0Gc3sZMGx8x4LneTgl6LhRtWcTAKB7/hmi7yseXHIK2pech6z+PpTW75V7OAmNAuME5pBwtjGfYBPvBhu8Cl6snyGrT4uCjiZoZy8Eky59k/5o2ConoL96MqqOLvaRaNwy1EQqLWMMCDsBL65tcRyq9m6COycffZOV1Y1iCLUabUu/h1SXA5X7t8k9miH8TEDSlm1KDYyB+OuMvf6AJHNeqvcGA+MuhQfGANByxgUAgMnU0zguFBgnMCkzxg4PI0sPTiGY7d6BjGCsgXHNrmBZQufCswQbl5jaln4PGpYZGHcikaO9lNJqjAHhVvTieT6ubRW1HEaG1RzMmKmV/5MRWuxj0hZltq6S8iJMiRPvQuJNtEhxnkjyelB2aBfMNbVwFZaKvr949c44Fa78IkzY9jXUjHIvipRO+Wc5MiwpO1MIvVqRlAZ3p4j1c9Ts2gAAiq+xDAmVU0zYlnjlFPKUUigvYyzUIh9efyCuJYFrjtaqd52m7DKKENOkmbCXVKJm1wZofB65hzOElBdhis4YxxkYS9GRorxuR7C2fv7pou/LZEiB3xdfG0Reo0H74nOR5rSjuOmAQCM7+VBgnMCkDIwTZcW74ehMLnj9bEy1pClOO8oO70Hf5Jlw5xeLMDrh2SonwFw9JSHLKaSefMfzvOQTWSPh8bGCdKaINxCr3v0dAknJ6JmzOO6xSEKlQuuy85Hs9aB672a5RzOEtBlj5QbG8bYPlCIbXr0nVEYhbkKk35SMh387Ff+3qiLubfXMWwoAqNq3Ne5tnawoME5gXj8LHyPNSVaO9nBCMtu86LPElj2q2rcZai6AToV3ozhR+9LzErKcQuolbL3+QMxLhIspwPGC/PuOJ/Oc1adDQWcTdAqfkX+i9iXnAggG9UojVcZYqslpsXK4/XHdyRA9G87zqNqzCd7sXBinzBZ1V/UHs8CyauzcnAuvJ76wTD/zNLDJKajcv0Wg0Z18KDBOcFIFrEq81RwNjufR2G2N6b2hNm2JUl8ccqw7xVqZRxIdoTKlkVLyd1uIcop4ltmu3hMMLDsTpIQoxDx+Kjzj8lBxYLviVgKTqgOKVJPTYhXg+LjKIYRsZxhOfkcjsvr70H3KMvAajaj7ajqcBQDw+zTYtyMnrm2xaenonXEqCtsbkW4xCjG8kw4FxglOqnIKJQcPkYrltqKaYVC1bwvsJZWwVE0SYVTisVVOgKVyIioO7oDGnzilMBzHS/p9U2KrthAhsotxBcahNm0i30oWnFqNnnlLkGkxIq+rRe7RHEeq1e+UXEYREusYeZ4X/c7SsTIKcbtR8DzQcCgLqWnB78X2jXlxb7Nn3jIAUGRnlkRAgXGCkyIwDnAc/BKVbChN2eFdSPG40LngTEAV38QIOfTMW4IkvxcljYk1EUPKCUpKvuiLJ6gNifVYJntcwdXuxtfCVVQW9zikpp0b7DdeeUBZwYFUq99JXZIUi1jrhD0+8bPh1Xs2gVNrBmp2xWIypMBiSsHMeQ5MnOpCQ10WLOb4VlbtPiU45kqqM44JBcYJTopSCiVOTJJKqBtFotUXh/QcDQ4qDmyXeSTRESIgjJTUq5FFQ5CMcYwBUsWB7dCwDDoTpBvFiULf/cr9ygoOvBJljKXo2hCvWMcodn1xmq0fxc11MEybB3/WOFH31XgoWEZRO9OJxcst4HkVdm6KL2tsrZwIZ2EpKg9sgypw8v5+x4oC4wQnRcZYyRk1UfE8anZthDdrHHqnnyL3aGLSO2M+AknJqFBY1mw0lDEOEqLGONZjWT3Qpi3ByiiO8uQVwjy+FqVH9iqqbZuPia99XqTGcimF2PXFlfu2QsXzkrRpazwcXDBq2iwnTltmhSaJi7+cQqVC97ylSHPaUNh6RIBRnlwoME5wXj8b99Kao+9DuYGDmAraG5BlNqD71DPAa+K7tSUXNi0dhqlzUdjegFS7Re7hREzKwFiqW9uxiDdz7otxpTVVIIDqPZvgzi2EcdLMuMYgp565S5DE+FF2ZJ/cQxnA87wkde2JUUqhzIxxaNJp96ni1xc3HspC9jgGZVU+ZGUHMGe+HdqudHR3pMW17Z5TgnXGVdSdImoUGI8Bdpe4JwmpWsIpTc3O9QCAzoUr5B1InHrmLYGK51FRt1PuoURMqMUtIqHkC794LxBiPY5FLYeQbrcEJx4lwGp3wwnVhyqunEKC75zU/cBj4fEHEOCiv3ATM2OsYhlU7t8KR3G56BOujb0psPanoHama2AKy+IzgwmMeLPG2tkLwak1VGccg8Q945EBDo+4dcZKrsEU0/hdG4ILG4g8+UJs2qMLMyTSDGUqpQhi2Pgmvp6sZRQhhmnzwKakKa6USOzvd/BOonJbtYXwPB/TBDwxF/coaTyAVLcTXaeeIfqE61B98dRZxxZhmnWqAxlZLHZuygMXx6mJycyGYepcFLUcQqrDFu9QTyoUGI8BYtcZe0/CjHGm2YCCjuDCBkx6ptzDiYt5wjR4s3JQcVB5PV2HI9XkOzag/I4r8QRRsR7Hmt3fgU1OGbioSlSBlFToZs5HfncrMs0GuYczwCPyxZgUq8IJJdqyCJ7nRc2GD7QolOCisPHw0MA4OZnHgqVW2CzJqK/Limv7PfOWQM1xwXM/zlCIFwAAIABJREFUiRgFxmOA2BMRlJxRE0v50bKDnrmJHRgAAK/RQDtnEbJMvcjRdsg9nIgwLCdJxisRvtvxXCTEElRn9WmR39USXO0uLT3mfStF6I5PhYLumIh9F070VeEEFG0Q7/GxCIg4ebF672YwqWnQzzxNtH0Ax+qLx+UyKK04vs+8UOUUoTpjpZUSKR0FxmOA2O3UTsZ2bWWHdgEAdLMXyjwSYWiPBviVCZQ5kKKcQsmLe4TEExjHUmNcvfvowgYJ2qbtRNp5yutnLH7GOHEC42gTO2Iuc53d24O8njboZi9CICVVtP0AQJ8+BTZLMmpnOodUbEyc6kZRqQ/7duTEtUS0acI0eMblBeuME+RuoRJQYDwGiJ31SoSsmqB4HuV1u+DNzkV/9RS5RyOI0C3xROpnLElgLFFP2Xh44ggEYgmqK+p2ADi2SICS7Ny8Bo/e8WP8+sfz8egdP8bOzWtGfY+1YgKchaWoOLBdMT1dxf5uJ0JHipBos9tiBv3Ve6VZ7Q4IrnYHAFNnuoY8p1IBi5Zb4l8iWq1Gz7ylyLQYkd/ZHPt2TjIUGI8BfiYAXqSrQY7nT7quFNmGHmSb9NDNPC2hZ+QP5iwuh7W8BmWHdkHFJkY2SYo640S46JO0lILjUHpkDxzF5XAWV8S8XzHs3LwGb798P7RdzeC4ALRdzXj75ftHD45VKvTMXYI0pw0F7fXSDHYUYpdSJMLiHiHRBrpiBsZVR5eB7pYgMG4KM/FusMXLhSmnGFgFj9q2RWxs/Oqf5Dieh1+kekyfX7ygW6nKB8ooFsg8EmFp5yxGiteNkqY6uYcSESqlCIo1MI6lo0V+ZxPSnPbgRaHCfPnRqrCPr/n4nVHf23O0nKJKIXXGXhGTGUBilVJE27JNrDk1asaPsiN7Ya6eAldBiSj7COH54MS7cbkMSsp9YV9TXOYXZIlo7dwl4FUqVFHbtohRYDxGiFUHfLJli4FjE+90s8ZGfXFIKDhQWuuq4UgRGItd6ymEWEspYjl+oYtC/SzlXRTqe9rCPq4b5vHjXjN7ETi1WjGTkDiOF+1uhY8JJESrtpBoW7aJVSZS1HIYSX4v9LPEvyjs1abCbk3GtFlD64sHE2KJaG9OPkwTp6OkYR+SPUPLNshQFBiPEWK1VEuEW82C4nmUH9oFd24hbBXj5R6NoPQzTwOn1iRMnbEkpRQJ0KM71tXrYjl+5Yd2AwB0CgyMyyonhn28fJjHB/Nl58A4aSaKGw8iyRX+1rXUxDq3JlK2OCTSOmOO50XruFF+OPjdl+KiMNS/uHbmyN/FBcusUKt57N8ZR50xgO5TlkHDsgOTysnIKDAeI/winWQT4VazkHK17ciwmoNlFCI3d5cak5GFvtrZKGo9jBSnXe7hjCqeSWeRSpQLv1iC3GgzxqpAAKVH9sBWWgVXYWnU+xPb9y+7IezjKy+9PqL3B3u6BlCqkAtDsc6tYrfvFEOkY/b4WHAitWorO3pRqJ9xqijbH6wpTP/icDKzAygq9aFXG1+HjJ6jdcZV+6jOOBIUGI8RYmWMT7ZWbWO1jCKkZ26w4Xt5AiwP7fUHwIlc354oF36xXCRE26qtoKMRqW6n6P1bY7Xw9JX45R3PoLKmFmpNEipravHLO57BwtNXRvT+UNu2sj2bxRxmxDwidURJpI4UIZGWUoiVDVczfpQ0HoC5egp82bmi7CMkWF+cidx8BsVlo69aW1Lug8uZBKdDE/M++6bMhi8jKxgYn2RzhmIRe0U3URSxAthEqMEUUnnd0Yl3CryVLATt3MU47YM3UHlwOzqWnCv3cEbE8Ty8vgAy0sQ5TfmYgKgLBQgploxxtO8Z6N0tQY1lrBaevjLiQPhEoeCgdO9WILIks6g8Il2UjeVSCqdIK/pJWV+s70mFw5aMRcstEd2ULCkLTs4z6FKRNdUd0z55TRK0cxZj4vZ1yNF3wVZeE9N2ThaUMR4jxJokd1JljDkOZYd3w1FUBkeJslpVCcU4eSZ8GVmKWgVsJGJOwEuUMgpAmlIKJU+8EwKvSYJu9iJk67sxTt8l93BEq29PpFXvQiItpRCrTGSgvliCuyWR1heHFB/tWtGnj6+cQjdnEQCg9OhnJcOjwHiMECuATZRbzUIItqqyBVe7G2P1xSHB4GAhxvVpkd3bLfdwRiVqYJwAE+9CxC6lUAVYlNbvg7W8Bu784qj3lSiU1JlFrFKKWFY7lJvXH9kEU7PdK8r+Q8GiFPXFjRHWF4cMzhjHI/TZyo7sjWs7JwMKjMcIqjGOX0WojGLm2MyYhYRWwatUyCSkkYjZmWIsZ4wDHBfVXaTCtnqkeFyKrS8Winbu0cD4oPw19mKUUnCceD3txcTz/KgBvY8JwO4avSY3WmqGQWnD0fricfEtpjEajgtOvMsr8KOoJLLPEupzHG9gbK2cCM+4PJRSYDwqCozHCDECWJ7nRQu4lShUY6kfYwt7nEg7N7Q8tPxZs9GIW0qROJm1aI+DxxfdAhJKbtMmJEdxOVyFpSit3yv7JCQxLsx8Ii8cIqbRyiRMVo8on62o9ZCE9cVpcNqTMHWU/sWD5eazSEkNwBBnKQVUKvROPwXZJj2y+nTxbWuMo8B4jBBjWWg/y4nWGkdpVAEWZUf2wFpeI/qqR3Kzl1bBXlyB8rqdUAWUfeEjZmAs1q1sMXj9gaj+LbqjrDMduCgc4xljqFQwzpqPdLsFOdoOWYcSCESX1Y9EIi/INFpttNEqThnFsTZt80XZ/mA9HWkAgAlTIp9Ep1IFV8Hr06fEfS3Xe7ScgrLGI6PAeIzgeB5+RthbaIl0qzleha3BW8ljtU3bcVQq6GctQKrbibyuZrlHMyLKGAfxPB9VOUU0Qb+KZVDasA+Wignw5BXGMryE0jcrGACV1ssfHAh9jk3owHiUjhNGm0eU/ZYdrS/ulaC+OJT1HW4Z6OGUlPng92lg7Y+vQ08o+FfCd1/JTurAWGW3ofLd15Hscsg9FEEIXfbgS6DAIV7HZuSP8YzZUb3T5wEAyur3yTySkVGN8THRXCREkzEuaj2CZK/npPnuG49+TiV894WeAJrIc0JGKqVwexlR2tCF6ov7qyfDm5Mv+PZPFOosUVwWZWAsUJ1xf00t/OmZNAFvFCd1YJy8YxvGv/YsJn35D7mHIgihswWJFjjEo/xQaGGPsV1jGdI7PZgdKVFAcDAShuXAsLTcORBdtwF3FBnj8kNju3f3iWzVk+DNylFE1kzoCXgJnTEe4WJOrDKKgfpiiUqI+vSpSErikF8QXZA/EBjHWWfMazQwTJuHXF0H0q3muLY1lp3UgTE7czYAoOiw/CdIIQidLUi0wCFWasaP0vr9MFdPkSRroAT20iq4cwtQWr9P9klIo4kmyIsUx/EJF0RElTH2Rf7De9LUF4eo1cFJSH06ZJoNsg5F6Dr3RPtODzZSyzajVawyij0AAJ0E332eB/r0KSgq9UMd5SJ2oQxzX5wZY+BY2zYlXBgq1UkdGHPlFfCWVqDoiPwzlIVAgXFsipvqJJuVrBhHZyhnWozINmjlHs2IxKgz9voTb/a+GDXGA7eSqyYp+qLw2y8K8dtrZ+Hjv5bC7Yr/Z6t3+ikA5J+EJHwpReK1agvheT7sctY8z4+J+mKnXQO3KynqMgpAuFIKgCbgRSLmM8xTTz2FK6+8Ej/5yU9w8ODB4547++yzcfXVV+Paa6/FtddeC4NB3qvykdjnnYY0mwU5uk65hxI3muEcm/LDR28lzz4JJt4N0jvtaHDQoOxyCnEC48Srn4+0lCK4lHZkry1qCbWqUnYZxY7vcuF1a7DmkxI8cMt0fPVpEfy+2BfhCZUSyZ01E76UIvG+14OFqyO2uxlRaqfVDIOShv2SXRSG6otLYgiMs7IDyMxi42/ZBsA4aSbYlFSUHdkT97bGqpgC4507d6KzsxMffPABnnzySTz55JNDXvPWW2/hvffew3vvvYeSEuW2v7LPC/4glCq81jISQmd4E2llsHiU1+0Cp1ZDP1P8dj1K0psgt9TEmIDnScC7IZFeIHh9LLgIs+GJUF/s9ajR2ZaB6oluXHqtDuCBj94rx0O3TcPmdfmIpeOgaeI0MKlpsp/3hS+lSNyMMRC+ztgkUhlFYethJPukqy82xDjxLqSk3AejITWm7/tgXHIK+qbMRn5nM1Kc9vg2NkbFFBhv27YN5557LgBg0qT/Z++9wxs7y/T/j7pkWS6yJfdepnhKJpPCzCTDpMEkLKQQSAJfYGnLAksJhGV3YQkl4bfssmRZ2i5k2SwBQoAUIKSTnkwyk0mmeca9V8lyk9Wlc35/yLKnuKgcSUe2PteV68p4xkev7ddH93ne+7mfBmZmZpibi268odyICOMSmVfNokHqasF6GO6h8nmwdhzFUbcRvzEv3ctJKZM1Tfj1OZScOpLupaxIPOOQVyMTK8YefzAq+0csDxILaSwyfijs6chBCCnYtG2O/dfZufPHbey/zsacU80vflLFt77YjHMmNtOmqNZga96GeaALnXM6SStfHan3YSanUsDSyRTJ8heXR8ZAp8hCF28iRYSSch9CSIHDpk14LaObz0chipS2yfveny7iEsYTExMUFi6OTjSbzdjt9jP+ze23384tt9zCd7/7XVl7+dz1zfiNprRXDqRA6mrBevAYl7QfQxUMpqT5Qm6IKjW2DdspHO5FPzOZ7uUsS7I8xpmGIIhRrTtay4XK78PacQxHTTM+U0Giy0sanSeNADRtDhdfjLkhbvjAKHf88BTn75pmZNDA66/Evv7IiUlJGsVBICgs23AWK6Io4s/wYsbZWcaCKOKYTdJgj9bUDfaA06wU5fGNtY4Iakl8xhErUdZOsSSJpUXPc7bw/exnP8ull15Kfn4+n/70p3niiSfYv3//itcoLMxBrY6xVVMCxmZ9TGw+j/JDL1Lkd+LN4IB7tUaNxWKS5Fr+QAi9XrPs3xuNif9yyoGqnhMATO+4OKlfk1y/X5PbLqDy6AFq+loZ2n1lupezwOnfL6WE+zqCdtQp25/JSuiNOiyFOed8/PTvz/isL6qvzdp9FLXfhz3Jez9RetrzUChEtp0fPGOdRiPc9NeTvHGggKE+E0Zj9KeWRqOO6R0Xw/3/RVXnMRz73p6MpUdFTq6e/NzEv/9efxBDTuLVxKVI1f5QqJVn7GX7lAetToNW4pcPD7U5ynRNI6ryMozSXn7J75d9XI9WJ1BeqUSpjP0Lqq4LP0BNOYwYjfGJ6whz51+IoFJT0X5EFr/7Ut/fEyUuYWy1WpmYmFj4s81mw2KxLPz5uuuuW/j/vXv30tHRsaownpqKfkSilMxMuwm17KT80IuY3jiI4y1XpGUdUuBx+7HZZlFEO4R9BZxuPy7X0kc+RqNu2b/LNAqPh5+YB2o24U3S1yTn79dAwza2AQVvHqR9+6XpXg5w7vfL4/YzbptFKcG+jmCbmJPtz2QlhkdmUJyV62yxmLDbF4cUjYzPRvW1Fb7+CgADG86X7fciEFDQ2aanstYLCg8u15l/n2/2oc8J0XEy+t+xyP7qr96IoFJTdOxQWr/+odEZ/AWGhK8zu8I9OxFSef9yu/2Mjs2gVoUPs9sHppLy2tb2o6h9HoY37ZT8+kt9v0QRxoY1WEt9eDzxvV6BOXz/G+pXSbBmFfb6TVg6W/E5pgnqE99/iXD6/SuVLCfI47JS7NmzhyeeeAKA1tZWrFYrubm5ADidTj760Y/i94efaA4dOkRTU1M8L5My7C2RJqTMtlNIORY6E4+aY0YQKOk4xnR5jayjqpKJrXkLgkot62SKcMpCNooQovMPR2ulKJ33lkeOVeVIX1cOwYCSpk1LV4OVSqhtcDM+osc1F9uJY0hnCIuDnlOovcnxsUaDVE3O/gzd06dzdmSbLWn5xfM2ihR562em1fi8qrj9xQCW0rCmksJKAWErkTIUxNpxbPV/vM6ISxiff/75tLS0cPPNN3PHHXdw++238+CDD/LUU09hMpnYu3fvQpSb2WxetVqcbiabtxJSq9dEA55UDXOZ3sQRDYVDPWjdc4xv2J7upaSNiDgo7mlLqzhYDamjA5PhW04F0YjeaL42RSiIpfM4U5X1+Ez5UiwtKUT8xc0trmX/TV1T+LSxryv2qtfYph1hcdB5PL4FSoBUe3GtNEtHItuCIYEpZ3Iq1eUnIsI4RY13I4k13gHoDQIF5oCEwjj8UJD1GZ9L3B7j22677Yw/b9y4ceH/P/ShD/GhD30o/lWlmJBOz0T9Zixdrai9nrQfKySCzx8EY+I+s0ytqMVCpOlmPQtjCIuDks7jWDuPyzbLWUphLGXDU6pZTUSJohiV0Coc6ELrddMj872/0Hi3TMUYoK45LIx7O3NoOS+2dKSxzeez/Y+/oPTUG2nb+1JFB66V3PlIMoVj1osgSN+4rwgGKGk/wlRlfcpOChcTKRLzBlvLfHS05uL3KdDqEvvejG08D1GhoCw76OMc1vXku9MZ23geSiGU1sqBFEiVTOHN8KD4aChpnxfGG89L80rSy/j8FLASGVuJpOy2z8SotgirWSl8gRChKMRESftRQN4PhaEQdLUZKav0Yspf/udf3xQRxrG3UI1HhtycTN/ez1opziSSZZysmLai/k40Xs/C9MNUMJ7AcI/TiUzAs40lXjX25+YxWdOEtfM4ykBign2tkRXG8yyIgwzP9ZPKAiG1p1OOlLQdxWc0MV1Rl+6lpJWx+QcDOQ/6kLIalonDPSKsJoyj9RdngjAe7DXg86oWYtqWI68gSJHFT29nDrEmg/pM+UxWN2LtOIoieG6GbiqQaj+uHStFeA/bp5MT02ZtD3tqU7n3baPhU9xErBRwmjCWYAIehPsL1H4flu5WSa63VsgK43kivySZ3oAnVaV3rRzLLYdh2kH+2GD4565c378GvrxCpirrKek4hiIkz2qqlPsxkyc6hkLCig+/0fpVS9qO4s3NZ6a8RqqlSU7HyXBDd9Pm5f3FEeqa3MzNqpkYj91GNrZpBxqfl+Ketpg/Vwqk2o9r5Z495wngC4SYdSWnihk5KbSlUBiPj+rQG0LkFST2sy6RMMsYwoM+AEqzdoozWN+K4DS8+WamKuqwth+VrTiIBskqxhlcVYsGawZUzFLJ2KYdaLweinrb072UJZEqbQUyf2+vVDWOJrXCMDVBnm0Y24Ztsn4oXPQXRyOMw/+mt/PcjOfVWBh2kKYTk7D9JfH9LeXvSDrx+oOMT7qTNhispOMYXlMBM2XVSbn+2QgC2Md0WMt8JJo4uTDkQ8KKMZD1GZ+FfO+KaWB843lovW7M/V3pXkrcSFU1yGQfZjQsNt6tb39xhLGI11KmySySVowzfG+vKIyjsFKUdKT+KDlWBAE6TxkptvowF69ucTi9AS9WIhPw0nlaKMXDWqY/8J1O31hycm0NU3ZMthHGm7eRsEqNkulJDQG/MmEbBYClxI9CKUpWMfYUFjNdXkNJ2xEUobWzfxIlK4xPY8FrKVNxEA1SVIyDIYFAcG1UH5ajpP0oglKFvWlLupciC8Y2p78JaSWkbb7L7DcAzwriNxorhTUD0lhGBvW459RR2SgAqus8KFViXMLYVVSC01oeFsYSVG7jQYrItrVipQCYTNIY6JJ5f7Ftw7akXH8pIiK2JMFECgC1RqTY6sc2It2Ew7HN56P1uDD3d0h2zUwnK4xPIxO681dDigaMtXSDXQqV34el+ySOug0ZHc0nJXOWcubM1nCWd5KOMBNBqrQVyHxhnKiVYuGhsFG+D4WL+cXRxa9pdSKVNR4Geg0EA7FXAsc2nY9+bobCoZ6YP1cKEm12DoYEQhkaQZhKFix0zalsvEs8w/h0Ssp8OGc1uF3SyLcFK1HWTrFAVhifxmxpFe6ConDFWIbiIBr8AQEhwbWv9USKop5TqIIBWVfMUo5Cwdim88mZmSRvdCDdqzkHKSvGmTrcI4Lbt7y1YLWvTRnwhx8Ka5tl/VDYGUPjXYS6JjfBgJKhfn3MrzeaZjuFJ0F7z1ovZkjF4kNhS8peU6pEighSJ1OMN4er59aOzI6qlZKsMD4dhYLxDedhnLSTax9J92riQhTFhEXEWon9WY6FqKp1nl98NuObIrFt8jsxCYakGcohimLGT3WcmvVxuN228N8rx0Y43G7j9Tbbqhao4vmHwlR25MeKKELHSSMF5gCWkuiPnyMT8Ho6EmjAS9MUME+CxYhM39OpQBkIUNxzismaJoKG2PdIvCxkGJdLI4ytEidTzJZV4zUVUNKZHQ0dISuMz2JsQRxkbp5xojfJTG9OWo3SDPBYpoNI4L1cPfZSdN37AqGET1TSjS8QYtA2t/Bf3+gsg7Y5huyr2w4yIb/YNqpldlpD06a5mPqj6prib8CbKa/Bk1e40JiYahK952YrxqtT1NuGOuBP+d63jerIyQ2Sa5LmZxQR2FIJYxQKbM1bMdlGMExNSHPNDCcrjM9C7uIgGhK9SWa6B3NFRBFr+1HmiktxFZemezWyYqqqEV9Ormy9ZlK8+Sdamct0StrkL4xjyS8+nZJyH4acUFwT8FAosDWlTxwkWszICuPVWZh0msLGu1AI7ONayWwUIH2WMYBtwU6RrRpDVhifg6N2AwGdPrMb8BK9ya5hYZw3NkjOzKSshUG6EFUqxjdsJ39sUJaVA39QikirtX0asiKiSEn7UVxmC3OWsnSvZlkWGu9WmXh3Nkol1Da5sY3qcDlVMb+urXkrANbO1HstE7WvreV7tlQsJFKksPFu0q4lFFRKkkgRobA4gFojSDIWOsJ40/zez/qMgawwPgdRrcHetBXzYDfaudl0LycuEq8Yr13xkAlHyekk4rtOhzhYDSne/Nf0acgq5NpHyJmeCO/9FGW4xkPnyVyMpiCllbFX2ern7RR9XbHbKWxpbELKVoyTj7XjGO6CIpwlFSl7TakTKSD8AGgt9TE+opMsI8DetAVRocCa9RkDWWG8JJFhB5Gjl0wj0ZvkWq4+ZBvvVsYm48qBX4JsbSnTLTKNyN5PZcUsVhw2DQ67lubNc3EN5attjN9nbG9sCYuDNBwnJ5odL2Wc4VrEODFGrmM8/PCTwofC8flEihIJhTGEbUNej4rZabUk1wvk5DJV1YClqzWjJ/9KRVYYL0GmN+Al3ny3dsVDSdsRAjo9jpqmdC9FlqRTHKyGFFWx9VxZW/AXb5SvMO48NT8GOkZ/cYTIBLyeOITxgjjoTo84SGRvruVTPilYPClMnb8YklMxhsVhIdL6jLei8XkzevKvVGSF8RJEpqHJ8Tg5GhIRtoIgSlKZkyNa1yyFg93Ym7YiqjXpXo4sCRhNTFfUzYsDeYlIKaq967myVtJ+lKBGy0TdxnQvZVniyS8+nbz8IEVWH72dOXEdM9uatqLxeigc7I7r9RMhEXErRWLLWmZhsMeG1J4UjidJGFsjyRQSZRnD4tATORZFUk1WGC+B35jHVGU9xV3yEwfRkIiA8PpDiBkeZ7Uc1o7jKEQx6y9eBVvztrSJg5WQpGK8hk9DVkLtcWPu72CiYTOCRrpxslLT3ZGDTh+iqsYT9zXqmty4nGrs47F/nQsNeBnmM17PJyHRUNJxDEGlZqJ+U0pf1zaqw5QXIMco7YOL1EM+4PTm06wwzgrjZbA1bUHrdVOQphGhiZBIh/NavsFmQlSVHLDNn5hYZHZiIlWO8XrE2nUCpSDIeu/7fApGh/RU1XlQxh4qsUAiecYLDXgZlEwhCIkPdVrLqHxeinrbmKjbQEgX+1TEeAkGwWHTYpUwkSJCMiLbpivq8OXkLqR3rGeywngZ7E3pi+5JlETGQq9lr9p6SaQ4+NLjfOPW9/C379nJN259Dwdfejymz4+IgxKZNeBJIWrXq4CwZsDeH+43IAoKquvirxbDYjJFbxwT8KYr6vAbjBlVMV6vD3vREp72GEz53nfYtAiCQnIbBYApP4g+JySpMEapxN60lfzRAXTOaemum4FkhfEyjKcx0zJREhl7u1Yb7xShINbOY0xV1uPPzUv3cpLGwZce5+67/oHhgU4EIcTwQCd33/UPMYnjqaoGAnqD7LxmiYpaQVy7/vnVWEikkLEw7u82AFDTkJgwDlecxbgqxqJKhb1xC4VDPWhdqY3rjPfemxXGK5OuvS/1KOjTUSigtMKLbUxLMCBdysZ4Gq1EciIrjJdhqrqRgE6PpeNEupcSF/GKiLUqjM39XWi8HsbWeEzbYw/8z5Iff/zBn0d9DVGlwt7QQsFwLxqXU6qlJUwgKCAI8fvf/YG1659fEUHA2nGM2ZJKPAVF6V7NsvT3hIVsTb07oetodSJVtR4Gew0E4hANEa+lpTO19/64K8Zr9J4tFZEH/FRXjCPV3GRUjAEqa7yEgkrGshPwJCcrjJdBVKmZqN+MebALjSe+Dul0Eq9fba3eZCOZ1LYUx/WkmtFlPPEjMXrlbc3bUIgilq5WKZYlGYlUx9ZrIkXBSB/6uVlZ2ygABroNaHUhSisSFxJ1TW6CQSVDfbF7StM16CPue3a2Yrw889Me58xWXMWlKX3pSGOc1BnGESprvAAM90vnm16wkGaFcZblsDVtQSGKFHedTPdSYiZ+K8Xa9BhbusLVn8ib3lqlrLJ+yY+XL/Px5bDJNLIwETvFevUXZ0LTqd+nYGRQT1WtN6HGuwiLDXjGmD93Ye+nWBxkPcbSY7KNkDPtSEtBJCKMLaXSN98BVMwntwz2GSS7ps+Uz3R5LdbOExmZyCUVWWG8AunsUE6UeG+WiSRayBlrxwn8OblMl9emeylJ5ep3f3TJj++/4SMxXSedsVUr4UtoOtja3NursTjtUb7CeHhAjyAoqGlIzEYRoW5hNHTsosGbb2amtCp830+h9cYXCMXVNL1e93U0WOdPCtPxUGgb1ZFfGEBvSM5JVTIqxhC+92s9LgqGeyW9biaRFcYrYM/gBry4K8a+tXeT1bpmKRjpw964F23jAAAgAElEQVTQQlxzZjOIiy7Zz8du/Rcqa5pRqtRU1jTzsVv/hYsu2R/TdTyFFpyWspSLg9XwZ7NeY8bacQy/PoepqsZ0L2VZ+rvD/uJEEykiWMt86HNCcTXgQVgc6OdmyR8dkGQ90SCK8cWurVX7mxREosdS3XgX8CuYnNAkzV8MYMwNUVjsZ6hfuooxLD5ErGc7hTSDttcorqISXGZLuGomiimdsZ4o8TTRCYK4JsVDxCcbOSJd61x0yf6YhfBS2Jq20vDKk5jGh3GWVkqwssTxBROwUqxDAaFxOSkY7mV0805ElQQehSQx0BN+c69OMJEiglIJtQ1u2o6bcLuUMQ9YsDVto+mFR7F2HGOmvEaSNUWD1x9Cr43tbXkt3rOlwtpxjJBak/Jpj/YxLaKoSEoixelU1ng5fjgP54wKU740++D008L2K2+Q5JqZxtoun0mArWkrOdMTGCfG0r2UmIjnZun1B9dk1751vrvcvk6EsVTIcRJSYhXj9dd8Z+k5hUIUZb/3+3ty0GgFyiq9kl1z0U4Rz6CP9DQhxVP9XY/7OhrUXg9FfR3Y0zDtMVmjoM+mct5nLGXVOBLXGbFgrUeywngVbBlqp4hHGLt9a7Txbl4Yr5eK8en09xgYH4nvTcHWJD+fcdZjHBuLe39rmleyPAG/guEBPVW1HqQsatc2hoVxxKYRC5M1zQQ12tQnU8QjjNfhSUg0FHefRCmE0tJwPToU9v0mK5EiQmVt+EFySEKfsahSpy3LWy5khfEqLIiDFGdaJko8N8u16C9GFLF0HmeuuBRPoSXdq0kZE+Na/uu7Ndz5pWb+9auN+Lyx/6o76jYSUqtl9VCYSLLEehTGkZ+dnCvGwwN6hJCC6nppbBQRIsI4Hp+xoNEwUb8Jc38naq+061qJWPdovL7k9UAkiSgde1+qYTWrEakYD0vtM45kecssrjNVZIXxKkzUb0ZQKmUlDqLBH4x9LLRnDUa15dpHyZmZXDfVYq9HyUO/KuVrn9vAGwcKyM0L4pzR8MJT5pivFdLpcdRuoKi3HWUgOZFDsZJYjvH6ExCWrhO4Ci24zNZ0L2VZ+nsiIkKaRIoIhUVBCsyBuKwUEE4lUgohirtTF9cZa8U4nvv8eiHynp2Oe39/dw6m/ACFRYGkvo61zIdaIzAYR173SiwkcrXLx0aXSrLCeBWChnA3d3H3SRTB5G5yKYlnLLRnDVaMFypmjWtbGAsCvPJsIf/8mY089mAJprwgH/18P9/4fhs6fYgnHrbi98XePGpv2ooqGKC4ty0Jq44dfwJ+yvVWWctxjGOctIcrZjJuHB6IJFJIXDGGcNV4elLDlCP2PvN0eOxjzZHP2iiWx9LZiievkDlLeUpfd2ZaxeSElpoGT9J/7VQqqKj2MjqoR8rY4fU+AS8rjKPA1rwVtd+HeaAr3UuJiVgrZGtxuMdiIoV8PZaJEgrB977ewD0/rMbtUvHOm8b45g/auPjSaUx5IfbtdzA7reGlv8ReNV44UpOJzzhecRsSBAIJ+JMzEWuGeOv7ewyoNdI23kVIrAEv9RPwYhW66/EUJBoMUxOYJkbD9/0UPxT2doart7USn4AsR0WNl2BQuTCCWgq8+WZmSyplF9eZKrLCOArk2IQUDbHeNNdi85218ziCUslE/aZ0LyVptB4x0dGay8atTr71gzbe+d5xdLrFm9lV77Kj0Qo88bCVQCC2Nwm7zPZ+vEfHPv/6EsWw2Hgn59OSQCDceFdZ60GdhPDQiM84HmF8TlxnCoh1wFJWGC9NpCCSDn9xb0dYGCfbXxxhIZlCwgl4AOMbtoWzvEf6Jb1uJpAVxlFgl+l43NWItfqw1prvFKEghZ0naFOp+dgHL+Ubt76Hgy89nu5lSc7L85Xgd39gFHPxuXafvPwgb32bgymHlgPPFsZ07dnSKrymAkpkEtkmiiKBOOwU61FAWLtOICoU2Bs2p3spyzIyoCcUVFKTBBsFLPqW4xr0oVBga9qGccqO0TEu8cqWJuaKcdZKsSQLjXdpeCjs6YwI49RUjBcj2yT2GTetXztFVhhHwXRFHX6DUTZVs2iJpZFjLQ73GPnDL9AFA7wc8CMIIYYHOrn7rn9YU+LYOaPi6Ov5VNZ4VvRovu06G2qNwGMPWQnGcjCgUGBr2oLJNoJh2pH4giUgnn263vzFilC4aWy6oo6A0ZTu5SzLQvd+koRxjlGgpNxLX3cOQhyHBqnOMw6GBIKh6Be61u7ZUrGQXd/YkvLX7u3UU2AOUGBOzQlsRU0ksk3aivHpgz7WG1lhHAWiSoW9cQsFI31o5zIn1y8WMbAWh3u4Hv0NAK+d9fHHH/x56heTJF59oRAhpGDP5ZMrWukKCoNceuUkDpuO116IrWoc8VpaZHJiEtfY3HUmIAqGe9F6XGkRBrEw0JucRIrTqWty43WrsI3G7sFMh884loLGetvXUSGKWLpOMFNahc+Un9KXnp5UM+XQpKxaDGDKC1FgDjAkcTLFZE0zIbUGS/f6i2zLCuMoiTSwRI5oMoFYbrBrMZFiw5QdgINnfXxkqCf1i0kCogivPGNGpRa4aO/Uqv9+//U21GqBRx8oiamDWW6Vg3jEwHoTEJH7lNybTvu7c1CrBcoqkzcIIZE8Y3vDJgSlKqXHybE0Qa+3fR0NeaMD6FzONOUXh/dYKoUxhO0U05Na5pzSTcgRNBocdRsw93eg8id3UIncyArjKFmM7skcYRzLTdOzBhvvdms0zAFnP++WV9anYzmS099tYHjAwPYLZjHlrf6zLiwKsPvySexjOg69VBD160SqjnLx2PvjSJdIJOYtE7F0pq/5KFqCAQXD/XoqaryoNck7raptDNs04mnAC+kMTNY0UdxzKmVxnbH4hrMe43NZeChMg784kcEeWk38orZy3k4xLLHP2N64BVUwiLmvQ9Lryp2sMI6She58mYiDaIipYrzGoto0HhfNgQCHgbMl0f4bPpKOJUnOy8+Em+72XD4Z9efsv96GUiXy6AMlCFFuD78xj6nKeixdrSikDMuMk3jEwHqrrFk7jxPUaJmsbkr3UpZlZFBPMKhMenWtqtaDSi3Q2xWfB9PetAV1wJ+yuM5Ykil86+yBLxoW/MVpeCjsW6gYxy6Mzab449YqaiMNeBL7jOcfLqwZdFIuBVlhHCWegiKc1vKURvckitsXvW94rVkpirtOokTEs3MvlTXNKFVqKqo38bFb/4WLLtmf7uUljN+n4OCLhRSYA2w+zxn15xVbA+x66yRjw3oOvxp91djWtAWtx0WBDGwo/mBWGK+EyufF3N+Jo34jgkaT7uUsy8LEuyQ13kXQaEUqa7wM9RoIxhhXCGBvCJ+YpGo8bkwV43W0r6PF0nkCQaXGUbshpa8rijDQY6DIGiAvP/ZCU55Ri0YdnySrWohsk7pinNq9LxeywjgGbE1b0TunMY0PpXspUREKCVFbJNbacI/IE67qsndx6+0PcPGl44yPnEChuDnNK5OGIwfz8bhV7No3iSrGE7irb7ChUIr8+ffWqJ/xFpqQZGAliqdKtp4ERFFvG0ohlJaj5FgYmD92rk5B3mtdk5tgUBlXpJVtIa4zNXs/WmEcCAqEYkiwWA8oA+EpnY6aJkI6aUXiakxPapid1lDfFN+gGr1WjVEf34OstdyHWi1IXjGeKa/Bn5O7kIm+XsgK4xiwZWCe8ZwnOl/cWvMYWzqPI6Dgt+Nv558/u5EDz5kJBpX84seVjA5JNyEoXURsFLsvi95GEcFa5mfnrmlGBgxRNyQtVA5k0KEcTyqFfx15MSMPhXL2FwP09xpQqQXKq6SfeHc2kSlk8fiMpyvrCOj0FKeoahatlWI9PexFi7m/A1UwkB4bxbxVp64pvgc9nVZFjj6+KTdqNZRV+RgZ1EdtkYsKpRJ7Q0s4kcuVOYlciZIVxjGQiRPw5jzRCd61ZqUYPyWwW/Uad9+7hVBQwU0fHuZjn+/H51Xx3/9eg8+X2jGhUjJh09B2PJfGTXOUlPvjusaufeEUi1efjy66bbK6kaBGmzJxsBLZVIqVsXTIP5EiGAxP6qqo9qJJYuNdhNqm+JMpRJWaifrNFA51o/YkP20g2t6Q9ZbNHQ3pbbwL76365vge9AxaVdwVYwgnUwT8SsbjiCVciUhRpLj7lKTXlTNZYRwDjvpNCCp1Rvlt5jyrC6e1NNzD51Pw8H/lc8nsU7wWupCdu6b55n+2ccVfTXDRpdPs2z/ByICB39xdke6lxs2B58yIoiKmpruz2bzdiSk/wKGXC6LyXYpqDY66jRT1d6Y9uifWhIlAUCAkZEZfgBRYu07gzc3HWVKZ7qUsy+iQnmAgeRPvzqa03IfeEIqrYgxhcaAUBIp7ki8OorVSxNJcvV5IZ+NdJJGiLm4rhQqjIf656JEJeJInU2RgVG2iZIVxDIS0Ohw1TWEPXyA10T2JEo2VYi0N9/jtzyt49KlaaujnPy77CZ+4rZ/CosWq+Xv+eoTqejcvP1PEgediG3QhBwQBXnm2EJ0+xM5dM3FfR6WCiy6ZxuVU03okuslo9sYWlKEgRX3tcb+uFPgDoZj261p56IsG3ewUeeND4TezlSa+pJlIda06RXmvSlU4W3ZsWIfbFfvb3oI4SIGVKNr9vZ72dbRYulrxG4zMlNem9HVFMZxIUWz1kWuKz/cdtlLEXzFO2gS8hbjOrDDOsgwTjS2oA34KB1MT3ZMo0Vgp1oqNwjaq5eVnzNTljnCCLTTuPbcrTaMR+Zsv9qPPCfGrn1YwMphZfuOO1lwcNh07d8+gNyTWePOWt8Zmp7DPH0+muxFDEEUCMWQZr6cj58ibl03m/uKBFCVSnE5dowdRVNDbFXtFbSGZIgV7XxCjO8FbT/s6GjQuJwXDvUw0bEaMtSM5QRx2DS6nOq6YNghnGKuUSoxxeowhHEsI0idTuItKcBVaZGGjSxVZYRwjqY7uSRSPL0hIWFlErJUM40d+V4IgKPhSwQ/RK3zYGzYv+e+spX4+9KlB/D4V//3dWnzezPk1iCe7eDmq6z2UVng5+npeVFU0OUX3xFItW0+Vtchxp13miRT93QaUKnGhypUKauYn4PW0xy4cnCUVeE0Fsopsy1opzsTScwqFKKbVXxzZY7Gi14aFvEGnRqmM76THlB8iryAgecUYwvf+3EkbOY5xya8tRzJHEciEVEf3JIooiqtWjddCIsXokI7XXiykotrDh+3/yXRFHQHj8haBnbtmuPwaO6NDen79s4qMiKZ2u5S88Wo+1jIfjRtdCV9PoQhXjYMBJW8cWD3TeKasOhzdIwNhHIvPeF0J44jHcv4hRo44Z1X0d+dQU+9OSeNdhLr5BrzujjgqagoFtsYW8mzD6GcSfyhdjWiSKdbTvo4Gy3xaVFr8xfPe9do4K8a6+al3SoUCgy4Rn7GXyQltXHahlVj0Gaf/3p8KssI4RlId3SMFq/mM14KV4k+/LUEUFLzvyiPofa6ojpJv/OAotY1uDjxnjmlEcrp47YVCAn4ley6flMw+evGl83aKF6KwU8gouiemivF6qayJItauVmZLKvHmm9O9mmU5cjAfQVBw/lvi98jHQ2FRgLyCAD3tcU7AW+jOPynlspbEG8U9OSuMzyS9E+/mM7nr460YL4rhROwUlbWRBrzkTMDLCuMsSyKq1DjqN4Wje7yp88clwpx75WSKTB/uMdSn5/WXC6lpcHON7kkguqNktUbk47f2o1YL/OE3pchg2vGyiCI8/2QRSpUoiY0iQpE1QNPmubB32b5644dcontimX63XsbmmsaH0DunZT/Y4/Ar4YfQRJpH40GhCFeNHXYN01Oxi4+I4ErFeNzoPMbrY19Hi6XrBK5CCy6zNaWvK4phK4W1zEeOMb6fiV636IlOpAEvkkwxKLHPeKIxbEtcL8kUWWEcB7bGLSmL7pGCtW6l+OP9pQC866YxSrpjqxpYSv3suWIS+5iO16KpmqaJnvYcRgYMnH/xDHkF0v68Ik14B19c/etf9Bmn9wYZSxV4vTQpLVbM5GujmHOqaDueS22jm+KS+DK4E6G2Mf5BH6lsPo3GP5zpBQ0pyXGMY5y0h+9PKU5jsY9p8bhVC0Nk4kGvWRTGuQkJ47BnX+qKsd+Yx3R5TbhivErP0logK4zjQE5NSNHg8q5dK0V/t4EjB/Opb3ax5Xwnls4TBDVaHDVNUV9j//U2VGqBR39fItuq8fNPFgGw920Oya+9c9c0ao3Aq88Xruq1lovXzB9DKsV6OXK2ZMDEuyOvhW0UO3dNp+X1I8K4tyN2YezNN+O0lIX3fpKbElbbs4IQWzLLWsc6fz+yNad+qE1fpPEuEWGsPb1iHL+VorTCh0otxDX6fDXsjVvQuefIHxuU/NpyIyuM42DhODlDhPFKHuNMH+7xh9+Eq8XX3jKGOuDDPNCFo3YDojr6p+4iS4A9l09iG9NFVTVNNXNOFa+/UkBJuZcNW+Ykv36OUWDbBbOMDukZ6F250uAyW3EXFKc9si1bMT4Xa+dxBKWKibpN6V7Kshw+kA+k3kYRob7ZjVYncPhAQVza1t7YgmF2ilz7iPSLO43VqsHOVexx643FptP0DfaIN6oNpPMYqzUiZRU+hgckHg3NaQXBDAkeSISsMI4DZ0kl3tz8lHjNpMAfCC0rJDJ5uEd3ew4n3sijuWWOjVvnKOprRxkKMhFHR/7VkarxA1bJbyiJcuC5QoIBJXuvciTtlDDqTGOFAlvTFnInbRim7MlZTBRkPcZnoggGKOptZ7KmkZBO+mqRFLicKk4dN1HTkB4bBYAhR+DiS53YRnV0nDTG/Pn2FDUhrWalGJ/KjP6WVLFwWrJMRGcy6e/OQaEQqU4gk1t3WsXYaIjfSgFQ1+zG71PRdiI3oeuczXqagJcVxvGgUGBvbCFvfAidMz1HgrGyXNU4k20Uf7hvvlp88xgKxeKbVTzNR0XWALv3TTE+oufQy/JJqBBFeOHJItQagV2XTSXtdbac58RoCnLopYJV7SQTMrASRSt2RVFcFxVj80A3ar9P1vnFbx7MRwgp2Lk7vffMffvDr//S00Uxf26qqmarnYiMT6VmYmBGIAhYulqZWiWiM0kvTX+3gdIKX0IDl063UqhVyjOEcqzsvizcnP3iU7Hv75Vw1G5AUKnTbqNLBVlhHCeLPuPkR/dIwbLCOEMbONpbjbQdN7Fpu5OmzeFM30QzXK9+9zhKlRgeFCITLdXRamR8RM/OXdPkmpK3KLVG5MI908xOazh1bOU3l8iQm3RmeUcrdv1BASFDT0RiYXGwh3wb7w6/ErZRXJAmG0WEDS0eSsq9HD6Qj2suNgEy0bAZUaFI+mjoYEggGFpaaAWCIaZmfUl9/UyiYKQPrceVlqbT8REdPq8qIX+xRq1ErTpTihkTaMCrb3ZTXu3hyKE8Zmfit2WcTUirw1HTRFFvG8rAyn1LmU5WGMfJ4pFaZhwrLF8xzjxhLAjw0C/LgHC1OIKlqxV/Ti4z5TVxXbfYGmD3vknGR/S8/oo8qsaLTXfJHypw8d7o7BRyaD6N1hefyf75WIgINbkKYznYKCIoFHDplZMEA8qYk2gCBiPTFXVYuk+iSHKn7nJ2Ctu0d1087EXLQkGkIfP9xRES8RlH9ncoqOTAs9L2zNgbt6AO+DEPdEp6XbmRFcZxIgdxEAtryUrx2guF9HQY2blrmvrm8JO6xuWkYKSPifpNoIx/W199gw2lUuTPv09/1Xh2Rs2br+VTXuWRZNLdatQ3u7GW+njztfwVJyf5TPnMlFZR3J387vzliLYr379OhntYOlsJavVMVTWkeylLsmCjSFMaxdm8Zd8UKrXAi0+ZY97CtqYtaLweCoZ7k7O4eZazU9iyNoozWExjSf1DYdvx8OlaQlFtS9gmEskyBnjL3ik0WoEXny6S9BYd+R5niu6Jl6wwjhNPYTFzRSXhX8oMeHpfThhnWhamx63kgXvL0GgFbvzgYme4ZT5TOtGKmaXUz1v2TTE6pOfwq+mtGr/yTCGhoJK9b0te093pKBRwyVUOAn4ljz5QsuK/tTe2oJ+bJS+N0T3RVIPXQ8VY5fVQONjNRP1GRJV0R6dSku40irPJyw+y/cJZhgcM9HXFlvmaqizv5cZC27KNd2dg6WolpFbjqN2Q0td12DS89mI4LSgybjwelhLGiVSMAYymEOe/ZTrcZNoae5PpcmTaSXm8ZIVxAtgbt5Az7cDoGE/3UlbF5Q0sefyWaVaKP/++hNlpDVdfb6PIuij2I8dpUkz9uubd4+Gq8e+sacsyFwR44akiNFphITEiFVx+9QRFFj9/+XMxtlHtsv9ODoM+ovEZr4dEisLuUyiFkLxtFMdMVNe7sZTKJ2bs0ivC9qRYm/AWB30kO5ni3HvzjMufcffsZKIMBCjq62CyphlBs/z9Khk8/rCVUFDJNe+2oYy/V27JRrtEPMYR9l4134QXR5PpckxX1BHQG9Z8ZFtWGCdAJtkpBEHE7T33hppJVorxES1/+XMxRRY/b7vWdsbfRX4GUogDa6mfi/dOMTJo4I1X8xO+XjycOpbLxLiOiy6ZinvMaDxodSLv/sAIoWC4Mr8cqYqtWolsxThMUcdxQL7+4iOH8uZtFPKoFkfYtN1JkcXPwZcK8HqifyucrGkmpNYkvQFvKSvF+GTWRnE65v4OVMFAyvf+lEPDy38xU1zi46JLEytcLOUxTmTIR4TGTS5KK7y8cSCfOWcCyv00RJUKe8NmCod60HiSb+9LF1lhnACZJIwBXGfZKTJtuMf9/1tBKKjkPX89glZ3ZvXb0t2KO9+Mq7hUkteKVI1/+78VOGeluanEwgtJnHS3Gjt3z9Cw0cWbrxXQdnzpYzhH3UYEpSqte98fRTU4k/Z3vBR1pG+4QTQcnm9kTXdM29kolbDn8kl8XhWvxxDRKGg0OOo2UNTXgcqfvHSIpYRx1kZxJulKY3niYQvB+WqxKsG3h6WsFAadGpUqMXkWbsJzEAwqV8+njwF7QwsKUaRo3r64FskK4wSIhIlnit/GeZYwzqThHscOmzjxRh4btzrZcfGZlSfDtIPcibFwvq5EZtyScj/vunmM6UkN9/ywOqU28imHmqOH8qmqc1PbmPo3QoUCbvrwMAC/vadiySbEoN7AVFUDxT1tKELpOdqNRvSuhwzjovZjeHPzmC2tSvdSzsE1p+LU8Vyq6txYZWSjiLD78kkUSpEXnzbH9Hn2xi0oQ0HMfR1JWtm5HuNAUGBy1pu018tEFk8KU/dQOD2l5oWniiiy+HnLWxNPC9JrllbWifqMIdxkqlYLvPiUdE14kUEf6YzrTDZZYZwAAaOJ6fJaLN0nSZsZNQbObsDLFBtFIKDgtz+vQKkUuekjI+doXyltFKez/3obm7Y5OX44j6cfKZb02sshhOD/flSNICjYtz81TXdLUdvoYde+SYb6DLz87NKiwd7UgtrvpXCwO8WrCxPN9LtYRkdnItq5WUwjA0w0bJbsoVBKjh7MIxRUcsFuedkoIpiLA7Sc56S308hQf/QTAyP3mmROPz1779qnPdmYtrOwdLUS0BuYrqhL2Ws++bCVYEDJ1TeMo5ag11WvW/oiUtgpTHkhdlw8w+iQnu72nISvB+ujAS9uYfztb3+bm266iZtvvpljx46d8XevvPIKN954IzfddBM/+tGPEl6knLE3tqB1z5E/OpDupazK2VaKTBnu8ZdHirGN6di3f4KK6nMrJlI23p2OUgkf+ewApvwAD/6yLObu9Xh46NdlnDxqYtvOGfZcnvzs4pW4/v2jaHUhHv51KR73ubeKyKCPdDVi+PxZK8VCfnGDPP3Frx+Yt1HIJKZtKS69MmxXeimGqrEtBR77s3OMs9PuzkTjcVE41MNE3SbERP0MUTI7reb5J4soLPZLNol0KSsFSNOAB3DpVdJOwpuzlOHJK8wYC2k8xCWMDx48SH9/P/fffz933nknd9555xl/f8cdd/CDH/yA++67j5dffpmuri5JFitHFuaHZ8CxgtN9lpUiAyrG05Nq/vz7EnLzgrzzpqXTP5I53CC/MMhHPzeAEFLw0+/VrJjvmyiHXi7giYetlJR7+cjnBhKJY5aEAnOQq2+w4ZzR8NgS8W3pbsCLqmK81oVxkk5LpODUsVxOHjVRVefBWiY/G0WErTtnySsI8OoLhQT80VXdZ8pr8OfkJvW+7w+EzrC6Zf3FZ1LUcwqFKC68B6eCJ/9oIeBXcvX1NjSaxKv3atW5U+8iSCWMm1vmsJb6eP2VgpgnPS6JQoG9sQWTfRT9THqLN8kirrfeAwcOcOWVVwLQ0NDAzMwMc3NzAAwODpKfn09ZWRlKpZK3vvWtHDhwQLoVy4yFBrwkdyhLgdcfPGPMqFvmsT/BgIJf/bQSn1fF9e8bxZi7hMgRRSxdrTit5fjypJ3yE2Hz9jn2X29jYlzHL/+7Mil+48E+Pf/3o0p0+hCf+nJfSpMoVuKqd9opLPbz9CPF2MfOjEOarG4gqNWlbe+vJnqjHQKSySwI4xSKg2jo7TTw4+/UolSIvOdDw+lezoqo1bD7skncc+GBOlGhVGJv2BweR+yaTcq6BHGxOXo2G9N2Dql+KHTOqHju8SIKzAHJTvOWqxaDNB5jCJ98XnJlOJ/+tRekyeZfKAiu0apxXMJ4YmKCwsJFEWI2m7Hb7QDY7XbMZvOSf7cWcdRuQFCpM2aDnO4zlvNwD+eMiru+Uc/RQ/k0bppb9kZkso2gd04n/Sj5XTeP0bDBxesvF/LSX2Jr1FmNOaeKn3ynFr9PxUc+O0BZZfI63WMlHN82SnCJ+DZRHe7ON/d3ofKlvpq1WirFWq8WQ9jn5y6y4jZb072UBUYGdfznHfX4/Uo+/oV+Nm6Vf6zTJfOZxg/fV7pifvfpRO45xd3J686P+IyzNopzWRDGKbIRPf2IBb9Pxduvs6HRSlMdWSqqLYIUHuMIu44TFYwAACAASURBVC+bQqkSJWvCW7DRrVGfsSTfeSmSDQoLc1CrUx+LNTbrgwk3RqMuvgsYdUzXNVPc24ZJq0h5yHisaPRaLJbwGEt1tyPurzvu71cUDPTo+PevVzJh03Dx3lk+8YVRdPqlX69yqB2A6ZbzkromgM9+ZZR/+lQd9/+8gi3bA1TWRn88vNzaQiH4zzurmLDpuP59E1xyuQ9I7tcRK/ve5uH5x9288WoBjz0Q5LpbJlDPn/JNbdpOSfsxKsd6mdi8Q7LXjOZnqVIpFvbyUkzNepO+J9KJwWHDOGlncNcVsvk67WMavv+talxzaj5+66gs9zOcu7/qGuH690/w0K+K+c5XmvjC7cM0b175YW92y3nwMFQMtDOza29S1plj0mMpzuVY31Raf8Zy2V+nU9JzEm9eAUJ9PcYkN57OOZU8+1gx+YVB9l87h1a38vcj2u+XtTh32XuYWRDJbbMjhQQ3GuGCXU4OvpTH7+6p5v0ft50TeRoLrm3nA1Dae0qSvbHSfTwdxCWMrVYrExMTC3+22WxYLJYl/258fByrdfVqxlSanohnpsOv63LFX6Ubr9+Muesk2raTOOo3SbW0pDA4PI1RHb6J2CZccVWNjUZdQt+vlThyMI//+X41Pq+Kd908yjtutBEMQXCZolPeiSMADFdvSNqaIhiMPj74qQF+8q91fOO2avZfZ+OyaybQrXKDWen79ftflHHiDSPbds7w9uuHccm0uPb+vxng+3fW89Cvi3n9QA4f/swglTVeRmo2shEwHX+D/prNkrxWLPtrdGxmWY+ebcqd9D2RToqPvQHAZPMWWXyds9Nq/vUrdUw5NNz4oREuvMQuy/283P66+oZhck0efvXTSu78chUf+cwAF+xZPk1jqCo8gjj/5JGkff9Hx2YhEKJveBpBSE8iRTLv9/Gim50id2yIwfN243In17/ucSv5zf9U4PWoeOd7hwkEvQRWeNuM5fvl9/qx253L/r0QDElmebz2lmGG+jU8/UghrUcMfOzz/VTVxRf/59IYcVrLMbcfxzXnTTgRZ6XvQTJZTpDHZaXYs2cPTzzxBACtra1YrVZyc3MBqKysZG5ujqGhIYLBIM8++yx79uyJc9mZweKxgvztFBErhdyGe4giPPaglZ/8ay2iCJ+4rY+/eo9t1d83S1crokKRsgeSHRfP8r6PD4EID/6ynK98ahPPPlZEMBD9jUEQoKPVyD0/quLJP8in2W4lyqt93P69dvZc7mCwN4dv/30Tjz9kYbw+zQ14K+zhtT4OOvI9dzRvTfNKwO1S8v076rGN6bj6hnHe9q7MtM9detUkn/mnXtRqkZ9+r5bHH7Ise/TsKirBXVCU9GSKiRlP2kSxXElFfnEgoODpR4r5yqc3ceA5M5ZSH3vfJm2z2UpWCoAciRrwACylfv7pO51cfo2d0SE9/98/NPHkHy1xJ83aG1owzE6Rax+RbI1yIa6K8fnnn09LSws333wzCoWC22+/nQcffBCTycRVV13F17/+db74xS8CcM0111BXl7qMwXRgOy3wuu1tN6Z5NSsTEcZyGe7h9ShpPWLilWfNHD+cR2Gxn09/uY/q+tU9q4pQiOKek+H57YalJ7Qlg337HVx06RRP/sHKX/5czH13V/LkH6y8871jXPzWqWUnIY2PaHn1eTOvvlCAwxY+fiqy+mTVbLcSOUaBD316iB0Xz/CLn1Tx4C/LOXLwCrYadlCVrsi2gEDOMvGzcnrwSwYRcTDZnL5ECp9PQdsxE489aGWw18Det01w3fvG0rYeKWjZ4eTv7+jiB9+u48FflmMf03HLx4fOzaxVKLA3bqHm9ecxTNnxFFokX4vXH8LtlW8vSLpIZuOdEIJXXyjkj78pZXJCiz4nxLW3jHLlX02g00t7n9at0HwHYDSomZAwAlyrE7n5oyO07HDyfz+q4vf/V86JN0x8+DMDFBbFts/sjS3UH3gKS1crc9YK6RYpA+L2GN92221n/Hnjxo0L/3/hhRdy//33x7+qDGO6sp6ATk9xBlSMXd6wME7ncI8ph4ajh/I4+noe7cdzCQbDpdKGjS7+9rY+8guj+wUtGO5F4/WkJaoqxyhw3fvGuPwdEzz2oJXnHy/inh9Vc9//VJCTG8JgCKHPETAYQuSawDamorczLN51+hC79k2ya98UzS1zsq4UL8W2C5x8/T/aue9nFRx6uZALFa/w/zz3Yn5NQf0FIsoUtgqErUBLe9zWtDAWRYq7W5kprcJvKoAUHnVP2DQcP5zH8cN5tJ3IJRgIb+AL90zxvo8Ny3HOSMxU1nr5x3/p5AffruPFp4sYHtRzzbvH2bLDecbvq72xhZrXn8fS1crAhfskX4cvEGIqO+3uHKQWxs5ZFWPDekYGdTz7WDEjAwbUaoGr3mlj/w02THnJuZeslEoB0kW2nc3W85187Xsd/OJHlRw7nM83bt1AXbObYqs//F+JnyKLnyKrH51OQKkSUanOdEzYTkum6N39tqSsM11I1/aYgZw6peTdN5Yz51IQt8N9fqN8IWBHNRAg8KFclEpQKEGpFFEoQacTyCsIklcQIL8gSF5BkPyCACXlPuo3uFP6RhIICnh8wZQP9/D7FBx8qZAXniyir2txAk9lrYftF8yw/cJZqus9MYnESEesLY1RVXn5QW768AhXvdPOYw9Y6Woz4vUqmZnSMDasQhDCP1yFUmTzdie79k1y3kWzklceUk2uKcTHvzDAjrfM8Icf53G35+Pwr5BXEOCC3dNcuGeaumZ30kV//5iTsqKlTwv8KZ56JwgwNqxjblZNVZ0HQ07yfsZ5Y4Po52YZOm930l4jQjCgoKvNyIk3TJx408TI4OKgm4pqD9sumGXrzlkaUnwvSzYF5iBf+lY39/ywijdeLeCH366npNzLFe+YYNe+KXR64Yws72QIY8eMN23pQaII7jkVU3YtoyMaZqY0zEyrmZtRYzSFsJT4wgLK6ifXFErdz14UsXS3MldUgqcwtomkwSAM9OTQ3ZbD8ICBsREd48M6XHOLUkihFNl92STvvGmMIktghaslzmrCWMpkirPJyw/y6X/s4/kninjkdyW0vpm36ucolCJKpYhSCUrFFtTchPgnJaEnFosTse6DHzQpeOxRF1oZ5Rasa2FsNIpUVAWZmYFQXEabxR2Q43Cgm51mOqcav8aAICgQhPDNxTmrZmx46fPehg0urr1lNKWRRi5PIGXDPSZsGp5/opiXnjbjmlOjVIps2uZk+4UzbL9gliJr/DceOQ03MBcHeP8nzsxrFUUI+BUoFQZ8Ph9G09qrYF6we4brVQ+T868P8v3GO3lifBfPPGrhmUctmIv93PjBkRUbmBJlbNKNY8ZLUf65v1/Jrhg7Z1X0dubQ22GkpyOH3q4cvO7wG51CIVJa4aO20U1to5u6JjcVNV5JhgJA8ve+w6bhxJt5nHjTRNvxXHze8Nel0Qps3TnL1vPDYjjZwuF0cg2ac8baJxu9QeBvv9TPYN84f3nEwsEXC/j1zyp5+L5S9l45ydv3nsfVhG10ySAdolgIwVN/svDnB0oW9vNq6A0hiq1+mlvm2HXZFNV1nqQJZaNjnJxpB70XX7Hqv/V6lPR05NB1ykhXW/j31O9b/JqUShFLqY+GjS5KK3yUlvto2jxHSXlqBtKkq2IcQaEIWwP37XfgcSuZsGlx2LRM2LRMjGtx2LUEAwpCIcWCphFC4T8DFA70oggGcZRtAAVxRcHV1mqXtR+mi3UtjKurRX74UxsDE4l3r9e//ARXfO/LvHr1Fzj+rg+e8/fBIDhn1MzOaJidUjMzPW8nOJTP977eyIYtTq67ZYyGjclP53B6AkmvGLcdN/KXP1s4djgPUVCQmxfk6hvGeevbHZiLpXlzs3S1ElKrmaxpluR6UqNQhD1dRmMIl2vtieIIjqYW9nMr1YVf48o7/4O24yYOvVTA4QP5/OyuGjyeIS69MnkTkk72TXLp9vJzPp4sYRwKwc/uquGNA2eG5ZeUe9lx0QymvCD9PQb6u3MYHTJz4Llw7rXeEOK9Hx5hz+WTCYuGZDUf+bxK7v95OS/9ZXF8bEm5ly07JmnZ4aR581xCMU+JsLWhiEOnbGcMKUoVVbVe/vrvBrnh/43y3BNFPP94EY8/bOW5J4rYWfR2Lux+NawKMrxkPj6i5Z4fVtPdbsSUF2DDhXMUWQSMJh/5BQHyC4OY8oPMzaqYsOmwj4cF1MS4Fvu4lqH+8ENxRbWH3ZdNcvHeafIKpH2viUwbXOmh0GHT8OQfrbz0FzMB/+KxVXmVh6ZNLho3uaiu92Ap8aOW6GE1VlQqJZpVImqlGvIRDYYcgapaL1W10Vt39v7wa2x49o/87nMPMF3VENfrXruvCYXM3h7XtTCWktXG46rVUFgUPMPgfskVk/R1GfjDb0ppfTOP73zFxJYds1x7yxg1DckbmODyBJI6RenV5wv4+X/WAFDb6Oayqye4YPe0ZKHoAMqAH3N/B5M1zbLPjl7ruM1W5sxWrJ0nUKtEtuxwsmWHkyveMcF/fKuee39Shc+r5Mq/mlj9YnHgmPUyNumm1JxzxseTlUrxu3vKeeNAAVV1HrZfOEN9s5u6Rvc5JwJCCMZGdPR15dDbmcPBFwv5xY+rOHU0l/d/YiihhktLdyuCUoWjbqNkKcHDA3p++u81jA7pqazxcOlVDrbscGIplcc453yjloaKfNoHptK2hryCIO+6aZyrr7fxwlNF3P/zCt4bupfD/u2YxodwllalbW2JIAjw7GPFPPjLMgJ+JRfumeKWjw+TawqtED92ZsRWMAgnj5h4+Rkzxw7n8bv/q+CBe8vZsmOWt+4P7yUpnhtWOi0ZHdLx+ENWXnuxECGkwFzs54I902ExvNElq1O71arFAFqNCo1aKdsJnvbGFjY8+0csnSfiFsZyJCuMJcJpLcdrKlh4mo2W2kYPn/tqL11tOTz86zJOvJlH6xETn/9aD5u2zSVlrXOeQNKqaVMODffdHR5t/Ll/7qExSRVwc38HqmBQFjaKLDDR2ELtwWcxTtpwFZUAUF3v4bZvdnHXNxr47f9W4PMqeceNtqS8/qm+SUoKDShOe+dNxh5//kkzzzxqobwq/LWt5CNWqqC8ykd5lY/dl03x9uts3H1XDYdeLqS3M4ePf6GfuqbYH4AVoSDF3aeYqmogqDckLIxFEV562sxvfl5BwK/k8mvsvPuDo5LZPqRAoVCg1ahoqsynf8yZ9qmdGq3IFe+YIBBQ8OC95byLP/KNk89npDCeGNdyz4+q6GjNxWgK8uHPDHDB7tjtT2p1uDF32wVOnLMqDr1UyCvPFnLscD7HDuezcauT9/z1SEwVyaWIjKCfaFiM6OzrMvDYg1aOHMxHFBWUVXrZf72NCy+ZOjdNRCboNdH5B4wGDdNOeeVIR4i8/1q6W+m8/No0r0Y6MqwfXsYoFNgaW8izDaOfif3YuHGjm9u+2c3f/WMPAL/7v/K48wVXw+kJJCWVQhThFz+uxONW8d6/HkmaKIZFT58tiTmWWaJnoUP5rAfD8iofX7qjiyKLnz/cV8aDvyyVZCTp2cy4/AzZF336wZBASOIj97bjRu67uxKjKcin/6Ev5ua6YmuA277VxdU3jOOwa/nOV5p44uHYc0QLB3tQ+72SPBS6XUp+dlc19/5XFRqtwCf/vpebPzoiK1EMoNUoUSoUqFVKNtYUrP4JKeLt19q58vwODnMBdz2wN2n37GTRfsLIN77QTEdrLuddNMM3/qM9LlF8Nqa8EJdfM8FX/62Tr/5bBy07Zmk7buKO25q550dVTE/GqVYFAUv3SabLa/Ab8xgd0vHj79Ty7S838+ZrBdQ0ePjk3/dy+13t7NonX1EMoNdFt7hk+4wTYbKmmZBanREzHGIhK4wlxD4vDoq7T8Z9jW0XOLl47xRDfQZee6FQqqWdgccbTEo17aWnzbQeyaNlxyyXJNFTCovHaRPZirEsWMlKZC3186U7urCW+Xj8oRLu/3lyHvra+qcWBiFIvb9to1r++7u1KBQin/xSX9z2ArUarn//GJ//Wg+5piAP3FvOD+6swzUXffeJVI13Q3167vhSM6+/XEjDBhf//N0Odlw8m9A1k8Xp1bXqEhOmHHnYpxQKeO/npriMZ/jL2IU89KuydC8pakQRHri3HL9PyYc/M8An/75Pcj8whE+OPvfVXj731R7Kqry88oyZr/7dRv702xJ83tgkSP5IP1r3HCeq9nLvTyr5+q0bOHIwn4YNLj7/tW7+8V862XHxbEZEYEZjpYDkJlMkiqDR4qjdQFFfO8qAPCxXUpAB2ydziLxRWbsS61C+9uYx1BqBh+8rJeCXvplDEEXJh3tM2DT89p5yDDkhPvjJoaT3oFi6WvHrc5iuWNvDYzKFyLGmZZm9by4O8KVvdVFe7eGZRy08/OtSydfg8gboGwv7Hn0SRrW5XUp+9C91uObUvP/jwzS3JJ4gs2nbHF/7XgdbdszSeiSPn/9nddQPC5Gj5ESEsXNGxQ++XYfDpuXqG8b54je7UpowESva04SxUqGgpc6cxtWcRa6en1V+mQ2088TDVl58WkZrW4GuU0b6unLYfuEsu/ZNJf2e3bLDyT9/t4MP/O0geoPAn+4v5R/+dhP33V1BX5chqpMkQ2sXX+EOrnz9bl58uoiSMh+f+nIvf39nF5u3z2VU76MuSitFrowrxhC+D6mCQcz9HeleimRkhbGELFTNEozuKbIGuPyaCaYmtDzzaGw5jelAEOCeH1bj86q4+aPDFBYl9w1W456jYLiXiYbNiHLLeVmn+I15TJfXYuk+yXIKL78wyG3f7KbA7Oe5J4qT8tDXPjhFMCRIVjGOJFCMDum58q/skp6E5OUH+bt/7GXzdifHD+fx+EPWqD6vuKuVoEbLZHVjXK8rhODu79cw5dBy7S1jXP/+MVkfOcO51bVScw6WAsMy/zr1BDZU8QjvIDfHx69+Wknb8dx0L2lVnvxjeFLf265Nju9/KVSq8NjtO37YxjtuHEOpFHn2sWK+/eVmvv75DTz2oJUpR1gIhkLhZrrDB/L5029L+K/v1vDB//0E3+YrGI1BPvDJQW6/q53zLprNKEEcYS1UjCE8GhqWDx7IRLLCWEK8+Wac1vLwBkmwInv1DTZycoM8+kAJc055i7/nHi+mozWX7RfO8Ja3Jr9j3NJ9EoUoLlhXssgDe2MLWvcc+SP9y/6bXFOIiy6dxutWcfyN1QPlY8XnD9E9PINfokSKB39ZRuubeWzZMcuNHxyR5Jqno1TBRz/fT2Gxnz/8ppRTx1YWVCq/j6L+Thx1GxHV8VWSHvldCaeOmti2c4b916dOFCXCUtW1ljrzGc2W6cTe2EIj3Xz7ql+iUIj817/VMDstX0EzNqzj6KF86ptdNGxIfkTo2egNAtfeMs53fnqSv/unHi7YPY19XMtDvyrjy3+ziU/dZOKT793I7Z/byH9/t5Y/3V/KGwcKUAoB7lR8hTu+38qlV07KLv82FqL3GMt3H8GihTRZWd7pICuMJcbe0IJhdopce2JvosbcEO+4cRyPW8Wjvy+RaHXSMz6i5YF7yzCagnzgb5NvoYDFiny28U5e2JtWjiyMcNEl0wAcfCk5TVRdwzM4PYn73eacKp5+xIK11MfHbu1P2qhrU16IT3yxH6VS5O67qplyLP9GWNTXjjIUfxrLiTdN/Pn3JRRZfXz4M4MZ4cWEM60UEQpydVRalp56mGoip4VXuh/julvGcLvUvP5KfppXtTxP/SlcLb7qXfa0VlvVati208nffLGff7v7JJdc8TjwCsFgEXAU+F/gi+y//rd858dHGVOU8Te1D6DOk4fHPBGiTaVYau/LiZnyWvz6nGzFOMvy2CR8etq330GR1cezjxcxMS6/G4EQgv/9YTUBv5L3f3woKY0bSxHxsWYrxvIiWo99VZ2H0govxw/n4XFLfwsKBAV6RxJvImt904QoKNhzxWRCmcPRUN/s5j0fGsE5q+Gn36sluMyvkqXjOBDfGHSHXcP//Ec1KpXIJ77YL6tM19VY7th5U40ZlTL9VePJ6gaCWh2WrhNcvDd8avbGq/JJzzid2Rk1B54rpLjEx46LkjeVMlaMuSF6Oz8LXAIUABcDHwG+x4k3/plG1yk0Qb/kQ23SRbRWCrVKiUolX6kmqlRMNGyiYLgXjSd1E3yTiXy/2xnKaoM+YkGjEbn+fWOEgsqkNCslyqvPF9LTbuSC3dNJHft7NpbOE7gLihfycrPIA0ftBgSVmuJV9r5CEa4aB/xKjhxMTlUtJCTeXHr8cNjqsXVnapIaLrvawYV7puhuM/LgvedO8oPFh45YxUEgoOC//70G15yamz46TG1j8gYIJYPlGpVy9GqqrKYUr+ZcRLUGR90GzP1dFBnnaNjgovOUEeeM/Kp9zz1WRDCg5Kp32pN2ChIvo0M9S358ZKgn6WPQU4lKqYipEqxTy1uq2Ru3oBDFhBK55IS8v9sZyET9JgSlUrJjhQv2TFPT4ObgS4X0dcmn2QTgyKGwqLnufaMpe80cxzi5k7ZwxUwm/sIsYUJaHY6aJop721AGVm7AvPCScFXtUJLsFIkSCoVtB4XFfiqqExtIEC0KBXzgk0OUVnh5+hELhw+c+9Bg6TyBNzeP2bLqmK79u3vK6es08pa3TrL3quRGKSYD3QrVNbk0J9kbWlAKIYr62tnxlhlEQZG0B7948fkUPPt4McbcILsvS98EweUoq6xf8uPllfULp7BrQRjrtLHtWbnbKRYGfawRO0VWGEtM0JDDdGU9xd2tKEKJWwuUSnj3B8J+5d//ojwpwxHiIRiEtuO5WEr/f/beOzyys7z7/542fUbSSDOSRr2utFrtant1L6xtur0JToBgYwgJ5f05jolDKoS8MQnYCQkJ8MMGY3jJa4PBNmDHGLz2rtt2rcquem8z6mV6ef84OiPtrjSacspzRvO5Ll+XLR+d88zRM+d8n/v53vftg71QvvqF0ahBxkZBJK7qbWCCAVgHu2Iel+/wo6zKjfaLZizMk/fQ7+0wwr3EYvtueTPedfowPvNwP7S6EJ76VgnGR1b62mkXZpE1PsRHixMY1KkT2Tj+ch4cpR784R/LkwcgNrFKW8Vb9kpqVje52bWf30E79y5Zwvjt16xYWmBx49EpaHXkdSO54+5Prvnzox++H7buVgS0OsykQevheG0UAhqObKmWEcYZNsRVvQ2cz4vs4T5RzlfXuIRtu+bR2WZCezMZZYB6O4zwehg0NC3Iel3BX5xJvCMTV83yAzIOj/3eI7MIhyice5u8qLHcNorVOEp8+NhnhuH1MPiPf6qIVqVZ2UqOf+73dhrw1H+WQKcP4U8e7odWS8jKOgEoioopfkkRDZOCja6nDXn5fpRWunG5xQT3EhnjC4eAV1+0gWXDuOmOSaWHsyb7jhzFAw8+iuKyWtAMi+KyWjzw4KM4vPs65Az1YLKqARGGjB2CVEhYGLNkLP7WY9HmgMeSs24de7VBxjc2zZBi9XTHh/mySqRszbVd4H1923bKKxzsXULHu62yXjdDfLhWiYON2Ht4FhQVkaw6RSpcPGsGpwljy7ZFRa6/77pZHP2gE84xLf7rn8sRCFDRxUa8uyWTTg7ferQcwSCFTz04gHyHOjtTcSwNOkaCHSkR47mCEvgMpuiW/64DcwgFaTSfJuOZ3XzGAue4FgdunJEtUToZ9h05ir997Bl8+5kz+NvHnsG+I0eR182X6HSmgY0CSCZiTMYcXxeKgqu6AWbXGHRz6rNqXU1GGEtAtDKFiKunipolaLQhdLaRETFuu2AGw4ZF6QIWN+EwbD1tmHWUw28UvwZuhtSZLapAQKePK2KckxtAdf0Sui8Zo0X9SWDKyWF0SI+6xkVFI6wf/MMx7Do4i652E57+r+KEKlK4l2j8+z9WYmGOw+/fN4LG3fLu7IjJRsI3lv9YVmgaruoGZI0NQrM0j10Hlu0U75AhjF95nm8gc9v7XAqPJHGiSae1jQqPRBx0CXqMtYTsisQinewU5N9tFTJdWo0gp0m5A95qWBaornNjbFiH+Tllt5LmZhgM9hpQU78EnV4+n1r2aD807sWMv5hgIgyDycqtyBnujat0z74js4hEKJx+k5yosdB4pHGX/DaK1dA0cP/nB1Fes4R3XrfiifY7sGB3wJsVu+VwMAh85xvlGBvW4eY7Xbj5zimZRiwNGwpjgqJpgjjI625HQZEPjhIP2pvN8HqUfdX2dBjQ02HE9t1zKCz2KTqWZLB1CYvCdBHGaRYxxuqKXOq3U2SEsQTwpXvqYB3sBuMTL6Nd2NbtbFO2qP3Fs/z1ZfcXZxp7qAJndQOoSAS5vZc2PHbXwVnQTISo6hQXzyjnL74ajTaCzz3SjzyrG//g+xKeyPpczOMjEeAn3yuOdrb7vU+I361PbjYSESxDgyWkzqsgDoQI5879cwj4abSeU7ak3Buv5ALgG3qokXQr0ZnoLoeG8HJtwKqIcRp0wCP/bqsUV3UD6FAQuf0dop2ztkEQxsraKVoEYbxTmcQ7IcErA5lMCo0+4nhAmi0hbN2+gIEeAyZGlW9i4/PSuNxqgqPUg1xb7JJzcmHJDuLRu34CC+bwxZ6H0X3ZsO6xv3nBhhO/yUVJhQcPPDhIXJ3aZIgnWkZK1Pjq7eRdBwU7hbILv842E0yWoLzWN5FIxxKdiVop1BAx9mZZsWB3wN7dBmLKZyVJRhhLxOrSPWJRVuWGRhtCR6tywjgcBi6eMyLbGpCtvquAvasVIZbDVPkWWa+bITGccbaGFti73CL69MkcycYUL5dbTAgGaGwnIFq8mn0zx/FT3IMQaPzn1yrw7olsnH07C2ffzsKpk2acfTsLr7xgw8+eLkS2NYDP/WWfrDYnKYnHX0mKz9idm48lqy26iC8u88JW4EPLOTP8PmVE3cwUiymX8KuzogAAIABJREFUBlVbllSpK+1pWKIzHa0UAG910S3MwjwxrPRQUiIjjCViMoHs/HghwWc82KvHwhyLrU0Lsj5kGb8P1oFOTFVsQZhTPrKYYX0SLd2zc/8cOE0Yp05mKx5oaFne8iYtWc3W3Ypb6Nfw0fv6sTjP4ol/LcN3vl6O73y9HP/21SJ85+vl+OlTDmi0YXzuL/uQk0tGtFsM4omukVKyDeAbfRinXTBMTYCi+OoUPi+D9ovK2Cl6Ovgdvqot6osWA6vboKeHv5imqYStEWqwUgCrCg8se8LVivoLAhLKXEEJfEZzXNvJibBl2yLam83obDNizyH5+9xHy7Q1yRtRs/Z3ggkGE26Fm0EBlkv3lJ47Cd3c9IbJYjp9GI2753Hu7WwM9+tQt00ZdRyJ8PWLDaYgKmvJERFUMIC83kuYKa3CkTsXkOPowcSoLvr/NRoWfj9ffqtu2wIcpepLropFPKKXFCsFwEc2y08fh727Df25+dh1YBb/8ws7zr+Thaa98u9E9FxeFsZ1btmvLQb27lZEKAquqvQo0anjGFAJRpVImt+xEBYv9s4W9Fx3p8KjSR51LEPUyOrSPYviPQyV9hm3XTCDoiOo3y5vfVd7prGHqnDVJJahvG/ZTnFKQTvF8IAOM1MabNu5AIag95B1sAes3xd96TQ0LeLmOydhsvwIJ35zE370nSKc+M1NMFl+lHaiGIgvYkyScHDWbgewEuksr/YgJ8+P5tMWBAPyexl6Ooxg2DDKq9QnjKlQCHndbXwZSKOyCYxiodMmHo+kaQqcCqLGUxV1CLGs6iPG5N9pFeOqWk7EENFOoaTP2L1Eo7fDiKpaL4zmkKzXTrS5QQZlic79OHdMGnfNQ2cIKVrzVclud7GIJp2uWhSeOvkyvvf4IxgZ7EI4HMLIYBe+9/gjOHXyZaWGKRlxeYwJEsauqq2IUBTsXRcB8Pliu/bPwb3Eyv7c9vkoDPbpUVbpAadRX0JU9kgfNF53XLW71UKyc5X07ncAENLqMF1Wi9y+DtABdTYUAjLCWFJcEiTgsSy/JaaEz/hyixnhMIXte+TvBmbrboXPYMJcYans186QOCtNbuJbFHKaCCpr3HCNa7G0qMxjqeWsBRQdwTaZyxBuhL3r2sYeL/3siTWPffm5J2UZk5zEk1hHkjAOGEyYKamCracdVIi3uOzcr0yzj/4uA8IhClV15FiDEiEaEEmjncJEE+8ESPLRx8JZ0wgmGEBun3gVueRGHXdapSSanR8vW5btFF3t8tYzbjvPb2Vt3y3vQ1azOI/s0QG+FBKdmbJqwGfJwVxBCV+YPxxfdYSSCg8AYLBPK+XQ1mRhnkFvpwGVtW7Zd0M2wtbVioBOj9niyujPxoZ71zx2dJ2fqxWOpcHE8Z3XEFKVQsBZ0wjO60HOUA8AoLpuCeasAC6csiAs4/TqXvYXV6tUGEctdGnS8Q5IvsKEmipTAOpOwMuoDAnx5NiwaLXzCXgiptsLwljObblIBGi9YIbBFERVrbxl2tbaSs5APs7a7dAtziNrbDCu44vLeWE80KPb4EjxaTtvRiRCEVemjfMsIWe4l9+eX2V8LlwlklfjWOfnaiXeSDBJEWNgRcjZl33GNMNHjRfmOXRdli+gsVKRQn3+YoDveBfUaDFdWq30UEQjna0UwErbbnvnRYVHkjwZYSwxrppGGGYnYZwcF+2cZVUeaLQhWTvgjY9oMTOpwdYdC7I3DUjHOpabgZUM5fgekCXLwniwV/6IMan+4rzudlCRyDWLwjvu/uSaxx/98P1yDEs24hfGZL3K1oqabVtuiNR9SZ7ndjgM9HYYYCvwwZIdlOWaYsL4PLAOdGOyog4RllN6OKKR7FwlbY6vx1xhKbwmi+gVueREHXdaxQiRg3wRV08sF0FVnRujQ3rZfMat54UybfL7L6OtoDPCWFVcHTXbiHyHDywXxkCvvBHjUIivtpKT55e9ac1G2LvXTjrdd+QoHnjwURSX1YJhWBSX1eKBBx/FviNHlRimZMTbuEOTRAksKZktroRfZ7hi7pdX81HbgZ71OxeKyfiwFu4lVrU2irzey6DDobQLiKS7lQIUBVdNIywTw9DNTSs9mqTI1DGWmIktOwDwUbPew+8R7bxbGhZxqdmMrnYjdh+Uvp5x23k+ora1aQGAjF/QSAS27lYs5hXAk2OT77oZUma6rBZBjTaanb8RDAMUlXoxPKBDMMgnmsrB6JAO7iUWuw5MEdcZbGVReK3Hct+Ro9h35CiMRi2WltKvTBsQf8SYpvimCb4AGf7wCMPAVbMNRS2noFmah99oQbY1iGxrAP3delnGoPbGHvYYc1/NJG2lUEnEGOCDWCXn34StuxVDu69XejgJo547rVImK+sQZti4o2bxIqfP2O+j0HXJiOIyD7Kt8m7JGSfHYZidytQvViFhjsNkZT2sA11gvZ64fqekwoNggL6igYXUjAzw1xI8ziRh626FOzsPS7n5Sg9FERLJ4CctorZW8nVZlRuz0xrMzki/6utWeWMP27INJd1yS5IVuGrxGANXNvpQIxlhLDEhrR5T5bXI670kal0/OX3Gne0mBPw0GnbKb6NY2UpukP3aGVLHWbsddDiMvDhreReX8eJ0qE9GYTzIR/CKysiyURimnTBNTfACi7RQtkwkInbJS8DjG32s9lpG7RTd0tspei4bYTAGUVhM1ryOF3t3KzyWHCzkFyk9FNGgKCoFK4V65JpL5a2h1XOnVYyzdjuYYAB5fZdFO+dqn/HCnLQvhEvNfFS6QUF/cbpFDTYLKx77+B6QJRX8S3yoX57tZmBVxJgwf3GmqU1iYjdeP7JcuNZIPi2rEiqvSDu/52dZOMe1qKx1q7LCpW5uGmbnKD/302hRyLE06CQ/D2k7IrHwmbMxV1jKP8PiLNdJEir8yqiPCYnKl9RuXW4P3S6tnaKv2wCKjqCiVn6vmq27FRGKwmTVVtmvnSF1ou1x44wcCBHjYTmF8aAO2dYAefWLM23QE7JSkJa178nOxYLdwW8nL5frLFtuy9wvccS4p4M/v1obewhb8Ok291PZ1dCqyEoB8HYKrXsRWaMDSg8lYch6kqQp0S01sX3G25aFcZt0wjgcAob69Cgs9kKrlbelKBUKwtbdhpmSKgT08jYzSResFh0YRrmv+VJuPhatduR3XIyrlrfeEIa90I+hfr2Ypb/XH98ig5kpDYpKyfMXC1vwk9Wbd1GoZisFwIsD3cIszBPDAACzJYRcuw8DPdLO757L6k68i9auT7PEu1TsEBxHE1V5ZSMSLddJEhlhLAML+cXwWHJg7xB3gpRXecBpwuiQ0Gc8PqqFz8ugrFJ+4WAd6ALn82JieWGRIXEcuUboFd5idtZuT6iWd1mlD4vzLOZkSFAaHeRtFKSVaUM4DFt3G2Yd5fAbLUqPRjESihgTZqUAVpcsvNJOsTDPYdolXW3e7g4jaDqCihryFnzxYI8m3qVXbkkqizeaosCx6pFszlrBZ6y+esbquctqhqLgrN0O8+QYDNNO0U7LchFU1y1hdFA6n7FQc1PwxslJ/uVmACsl7zIkjiPPAL1W2aqMidbyLq1c9hn3SW+nGBGEMWGJd9kjfdB4lqIvl80Iw9BgE9jtIDJiHCMBr1+iesYBP4XBHj1KKjzQ6tTn7xQWhXOFpfCZs5Qejaik6hPWqEgYT5dtQZDTqDIBTz13WeVEIwcir55qG6T1GQ/28uJE8MbJSX4nL4ydGWGcFNkmLQw6jgBhnJiVqKySr8krRwKekHhHWsQ46rFMs63kRNAlKCJIFMZT5VsQYtkrIsblQgKeRD7jgV49gkFatTaKrLFBaJcW0rKhkzZFYaumBLwwx2Gqsg7WgS4wPnXtXGSEsUxExUFHs6jnFXzGXe3S2Cn6e/jEOyVqvNo7LsJrysKco0z2a6cDjjx+TihtpYjW8o6z0YcQMZYjAW94UA+ajhBX0iq/I7Nbkqg1gkTRENJoMVVRh9z+DjB+fsFXWilEjKWZ30L9YrV2vFupxpJ+i0JNis9iNZVsA/iFPR0OwdZzSemhJIS67rKKcVU3IEzToifglVZ4QDMRSbbl+MQ7nSKJd/qZSVicI3Bu2Z5W5XrkRBDGOoUjxkIt79zey3HV8s6zB2EwBjHUL20t40iE9xjbC33gNPLO743I72iGX2fATGm10kNRjEQjwCRGjAFeHDDBIHKXy3UajGHkO7wY6DFIUsmqR+WNPYSt93SrSAGkXllCjZUpgPirEpFCRhjLREBvxExJNWw97aCCAdHOq9FGUFTqxVCfHiGRq02Nj2rh9zHRrT85EfyomcS75LAYNTDp+eQepa0UAP+AZAN+5PZ3bHgsRQHF5V44x7TweaV7RE1PcvC4GeJsFNqFOeQM98JV04gIo/zfTikSFbocS4OhyVtEr5WAV17tgcfNwDWuEfVakQjfCtqa50dOrnjvGTnJ72hGkNNgqmKL0kMRndQjxuoSxtFa3hlhnGE9nLWNYP1e5A50iXresio3An4aY0PiRtiExDth609OBMtJxl+cHI7cFWsNEcI4QZ9xSbkHkQgVTY6TgpXEO7L8b4KA2sw2CiC5KhMkRo2jZatW5ZcIORsDIu/0Occ0WJxnVWujYD1uWAc6MVndgDAn7qKBBFKdn2qzUizYHXBnWVXXGlpdd1nlTETFgbhl26JF40V+yArdmRSpSNHRjDBNp+V2mhwU5q0SxgSUsVorahaLknKhNbR0PuORgeVW0IRFjKP+4rpNLoyTEBGpRuSkIFqu84qIsTSNPrqjNgp1CmN7VwvocDhtF4WpVpXQqMxKAYqCq6YRpqkJUStySU1GGMuIVI0+VrKcxRURA70G0Aok3tGBAPJ62jFdVoOgXtoOUemISc8hy7gSbdFwTEJlr6RgvqAEXnN23HO/uFxIwJMjYkymMBYWE5uVZDrZkRgxBkXBWdMIs2sM+plJAEBJuRcUHRG9NXRPh9DYQ53+4nRPOt1sEWMA0eoiaqpnrL67rGLmHGXwGc2iR4yLSr1g2bCoEWMlE+9y+y+DDfhFfzhaLdImc5GCI+/aCiWK2ykoCs6abbA4R6Cbm97w8MISL2gmImnJtpEBHbS6EPLsGycEygXf7bEV0yVVm7qxB5A+VgoAcNVe6bXU6sJwFHsx2KdHWMTckJ7LRmh1IeLsQfGSzsKYY2nQKXrgSZ3fsYgm4KnITpERxnJC03DWbkfW+FBc4iBeWC6C4nIvhgd0CATEST4ZH+ET75SyUQCAs1bch2OJXbrW2SRRmHutME6kg5hUJLJjwnEROIq9GBnUiSocBIJBPrm0sMQLmqCnoHWgG5zXk5bCIFGSEQGkCoeJaHvclblfVu2Bz8tgfEQryjXcSzTGR7Qor3aDIfM2xCYchr2jGXOFpfBmWZUejeiIMTfVlnwH8BW5IhQVd7lOEiDolbA5kKrRR1mVG6EgHW1xmyoDvUom3gnJR+JVpDDqOFjN4ryASMao45CzxudUPGKMxH3GxeW8cHBNiJ+EMzGqQyhIo5g4f/EFAODLFG5yklnMkSqMV8TBijAurxLXZ9zfbUAkQqGiRp02ipzhXmjdixiva1J6KJIghqhVU+c7gYDRjNmiCr4iVyio9HDiQn13WeU4a6Rp9CFEdsUqGi9438qrlYkYu7OsWMgvFu2cVosOBh0n2vlIpTBv7ZcsEQl41duuEQexkDIBj9SOdytbyekpDuKFoSlwSSQakerBFMRBXncbqOW6mmK3hu7r4s9TWatOYZx/mV8UputuiRiLNo6lQauwrv9E3Q5wXg9y+zuVHkpckPkUSWOctYIRXewEPHHL/wz0LCfeyexVM05NwDQ1wW+7i/gAyM3SgmNpVW5FJYJjDRsFAOh1ykeMo5GDrtaoOIiFkIAnhc+Y5MS7TLfH5EVEMr5kuXDWbofG60b2cC8Afu4xbFi0YEZfJ//sV2vEeGW3JCOM14OiKHCELv5iMV63EwCQf+m8wiOJD/XdYZXjN1owU1wZtziIl8ISLzhNWBRhHA4BQ/184p1G5sQ7qeoXC4l3BgIsBVKh17Jr2igAQK8h43NfLQ5iIVRDkUQYRyPG5CQpGaadMDtH+YiZCqNCYpJs2TVSrRQAMLFsJRJ2BTguguIyL4b79QimmBsSifARY2ueH1k56tiuvpr8y83wGc2YKa5UeiiSINZuhupKtgEYr+eFccHyrgDpZISxAjhrG6HxupEz1CPaORkGKKnwYGRQB78vtYdsNPFOIRsFIO52mpZjYDHwPlUDAZFTqSjMNYJaR1Ap3RZaYCIBn7HZEkJOrl+Skm0jg3pYsgMwZ0mQ2ZckUW/9Jq9fDAC6ZCPGJAvjZe9swaqoWXmVG8EAjZEUmzNNTmiwMM+p1kahn51C1vgQX+ufpGxYERFrbpJqF4rFQn4x3Nl5vF0mIm+wLRnUd4fTAKkafZRXuREOURgeSC3CJnjeyhRKvAszLFxVW0U75+oybekcMXbkrr9bYNCSIRiEyhT5cSfgeTE7rcHCnHjj97hpTLk05PmLMx3voiRtpSBYGM8WVcBrykLB5RVhXCZSDXrBX1xRo9LGHsJOYZom3gHiVZQgeY6vC0VhvL4JxhkXzBMjSo9mQzLCWAGiZatE9hlHE/BSfMgO9irT8Y7x+5DXdwmTFVsQ0ooXJcxdJYxJ8NpKgVbDIDdr/XvGsco3+QCA2eJK+PVG5F+OL/m0RAI7hVC5hThh3HEBYZqBq7pB6aEoTrJeYZqmwJGauU/TGK/fCbNzFMapCQDiJeBFhbFKI8bCTuF4GiedJtOwZi3UaKUAVnzGqxeGpELoEyS9EcSBsHUqFsJDNlWfsVKJd3m97WCCwejCQSyslhXfbbpGjM16zbo2CgESSrZFGAYTW3Yge7Q/rlregs841V2Q1QxHE+/I8Rczfh/yei5hqmILQlrpmpqohVSiYjpC/PRrIdgphCQksXJDejsNoJkISivImdOJkH95eVG43CUtHRErYqxGKwWwau6rwGeszjusciIMA1f1NuSM9EGzOC/aefMLfdDqQim1GQ0tJ945SpRIvBN/K5lhaGSbVgnjNC3Zpo/DKhHPMXIQTcSII0N5pWSbeDsII8sim6SIcW7vJTDBQMZGsUwq1SVIFg7jW3cBAAounQMgTm5IIEBhqE+PknKP7M9sMaADfth62jFVsQVBXfouCsXzGJPxHE+UqYotCOj0cT33lYbcJ0iaI7wAhRI1YkAzQGmlB2MjOng9yf1px0d08PsYlCrS8U58YZxj0l7RhtOYplaKeJLrSKlMMb51N4AVcRALW4EfWl0IwyJaKUYGdaCoCApLyBHG6dwKNxlSEREkezAnK+oR1OhQcGnluZ9qbshwvw7BIK3aMm15Pe2bYlEomjAm1Sq0ARGGhbNmO9/IZWFW6eHERJ13OA0YW44cFLZvLA4SobzKjUiYStqTGW3sUSXzQzYSQX5HM5asNizlFYh22lzLleXLWIYm+sWZLPF0CSOlMoWrugEhlkNBHHOfpvl6r2PDOgT8qZcwi0R4YWwr8ENLUHQtI4yvJF2FcZjj4KzZButgFzRL/G6hkMsh+IQTpbeTr12uVmG8GeY+x9JXBGhSgeT5vRHj9YKdQtwGZ2KTEcYK4dyyA2GGjUscJEI0yzlJO4WQeFdaKW/E2OQahWF2EhO14tZwta6RkJaOCXjxRINJsVKENFq4arYht78DnHtxw+NLyj0IhymMpljSCgBmp1m4F1mi6hcLi8JFq13URaGaScVKQbpwGK/fCSoSiYqD6jq+kkRHqymp8610vFNnRYqoMM5UpJD9XHITbfRBuM84I4wVIqjTw1VZD1tPO1iveC/psuVIb393ctGHfoUS7/IlaOxBUxSs5mvFVDom4MWTWEdC8p3AWP1O0OFw1D4TCyGhSIzW0CODy/5igjremZ2jMMxO8XN/kzf2APjvbSrbxSR3vwOu9djbCvywF/hwucWEYBK9Ofq6DDCYgrAX+sUcpjxEIsi/fAGLuflpvSgUc7FGsod+I1y1jQjTDPGVKdR7h9OA8a27QIeCotYzthf6oTckl4AXCvHiw1Eqf+Ldir9YvIoUFqNmzdJN6djkIx4rBSkeYwAYr78yCSkWJcvCeFAMYTxAXqk2+3KeQaaxB4+GYzassLLR75OMs3Y7wjR9hTjY2rQAr4dBX+faLd3XY2GOgWtci4oatyrXVOaJYRjmptM6WgyIK2bV6jEGgIDeiKnyWti628D4fUoPZ13Ue4fTgGgSUvtZ0c5JUXzUeGJUB/dSYn/e8REdAn5amcYenRcRYjlMVtaLds7VjT1WY9CmV2UKmqLiE8aEWCkA3k8Yoai4MpSLSr2g6YhIEWN+Tsi9IxKLzeCxTIRUI75i1YuVioDBhOmyWti6WqPioKFpAQDQdsGc0Ln6uoXGHir1F1/eHHNfK2LtYY5lRPMrK8FEXROYYAB5Pe1KD2VdyH6CpDnjdU2IUJQECXjLEbbexISE0H1J7sYerMeN3L4OTFbVI8xpRDvv1Yl3AukWMdZq4ouwcSxDTPODgNHMRw66WkAHYm8Bc5oICoq9GB7QIRxO7bojg3pwmjBs+eRsO+d3NCOo0WKqvE7poRBBsu2gBUj3GAO8nWK1ONiybREMG05cGC9HmNXaCrpA2C1Jc2GsEdneo9YmH0Bi5TqVgoy35CbFb7JgurQG9q4W0IGAaOctS7LRx0Avf7zciXcFly+ADocwtnWPqOddP2KcXsI4Ee8wSc0Pxut3gQ34Yetp2/DYknIPfF4GrvHkF06hEDA2rIWjxAuakPcK51mCdaALk1VbEebSaycjWVK1QqhFGAMr4kCnD6NqixuDvfqE2p/3Ch3vqtUpjO2XmxHQ6jBVXqv0UCRF7DmpZp+xGhp9JHV3A4EAHnroIdx777346Ec/iqGhoWuOaWhowMc+9rHoP6FQKOXBpiPjW3eB9fuQF4c4iBchAS9RYdzRagTLhWXfZi5sOwMAGGsQTxgbddy6gjHdIsbx2CgESLJTRJsdxLFjUhr1GSffIcw5pkUwQBPlL7Z1tYIOh9M+YpYIiczntRCzNJZUrAjjlbnf0LSASIRC+8X4osbhMNDfZUC+wwujWX3vV83SPKxD3XBVb0OETe9Fodi+YDVHjN1WO+bzi/keDqluAUpEUn+tX/7yl7BYLPjJT36Cz3zmM/jGN75xzTEmkwlPP/109B+GUe8fUkqkqGecawvAaA6iP4EEvOEBHUaH9GjcNS974l1h2xmEaQbjIiZgrBctBpZrGROeuZ4IiUSBSapMEU3Ai2Pul1Sk3gFPsBYJbaZJQMgvEHPuq51Uo2sURREvHDw5NswVlPBRs2VxIPiM2+O0U0yMauFxM6r1F9s7W0FFIptiUSj2+0bNEWOAjxrrFueRM9yr9FDWJKm7+/bbb+O2224DABw6dAjnzonrkd1MrIgDcRPwyqvcmJzQYnEhvi/k6ZPZAIC9R+TtSMN63LD1tMNV3YCgPvlo4NXkrVG/eDXpZKdIJApMUmUKT3Yu5gpLUdDRDGqDHaWScj7Km0oCnlDvlSQh4Wg9gwhFRaPnGcQREWpY+I7X74TWvQjrYDcAfsFmzgqg7YIZkThiE32d5M3nRFipxpL+i0KxF2qkV17ZiHHC7RRJvSUnJydhtVoBADRNg6Io+P1+aDQr/j+/34+HHnoIIyMjeM973oP77rsv5jlzcgxgFVjlj8/7gEk3jMa1E7Ukx1iE+aJyFHZcgEnHIiJSZL2m3o+2C8DEiAX5u2M/OCMR4MxbOdDpQzh4vQ8a7cb3Qqz7VXD5DOhQEJNN+0T9G9RU5CLLtP75Cuxm+GXcxZFyfjkKsmCzxRdlmvOFMDRFzot0snEPql55Dg7XAGarViqSXH2/jEYgzx7AUL8BBoM2qdJUAz0mMGwEddvC0GgU+r6vgvF6YO9qwUxVPTi7DalsJiv2/JKAwnwLbHmJlS27mjyrEcEY4pKE+zWzYy/w2gso7W2Br6ERALBjjxsnf5uFKacFZZWxy1kN9fPf+YYdAck/jxTnL+riS3Qu7txDxN9DTK7+PEWFWTDqxbOL2Ge9cM2TW+5sI+Z27QcAFHfzcyDe95dcbCiMn332WTz77LNX/Ky5+cp2fpE1lrdf/OIX8f73vx8UReGjH/0o9uzZg8bGxnWvMzOjzMt6bpa/7tKScpNstH4n6l79ObTtLZgSqVyZo3QBQB462jhU1cX+bL2dBrjGNdh//TQCQS8CGxSZNxq1ot2vnLNvAQAGa3eKdk4tx8Dv8cPlWb/yQNAXlO1vLub9WgvPohcuV3xK0ev2KTrXr2aoZgeqXnkO2efexUhBJYD171dxuRsXTmVhdCSE7JzEOiEEAhQGerQoLvMgEPBCxFzXpHFcPA0mGMDw1j0p/U2knl9ys7TggSuS2qrV7/Wve09IuV+DVdtxAEDOhdNYuvluAMCWbbM4+dssnHlbi7z8+Zi/39muA6cJw2qfx5KETe+kuF90wI+89vOYKqvFDK0HCPh7iMVa92t+zg33onj2B88SWc/xRFmyFsFrykJuy1l4AbhcC4qMYz1BvuFf6tixY3jmmWeu+OdDH/oQXC4XAD4RLxKJXBEtBoB7770XRqMRBoMBBw4cQGdnpwgfIz0Zq+frGReKaKcQEvC62jeOvJw6wdso9slsowAAx7K/WMzttFj+YoF0SsDTJWALIcljDCSWgBf1GSdYhhDgLRjBIE3UtrOj9TQAYHSbuNVY1I4YlVPUUJlirrAUHksOn4C3HFyq38G3SN/IZ+zz0hgZ0KG0wgOWrK90XNg7L4L1+zbF3GcZGiwjcvKdCuZ3TGgaE3VNsDhHQI+OKj2aa0jqr3X48GG8/PLLAIDXXnsN+/fvv+L/9/b24qGHHkIkEkEwGMS5c+dQU1OT+mjTlETEQbzk5AZRWbuEtguWmAlL4RBw5q1sGM1B1O/GfQykAAAgAElEQVSQd9XGej2wdbfDVbUVAX1qW6eryY1HGBMmEFNBrR5jAFjIL8ZSju0KcbAeqXTAI9FfXNh6GmGajuYZZAAYmhLFH6wK4UBRGK/fCdO0EyYXLw4sWUGUVrrRfckIn3f91/NAjx7hMIXKWglDxRLiaDkFABht3KfwSKRHikWa2pPvAGC8ng+GcafeVngk15LU3b3zzjsRDodx77334sc//jEeeughAMB3v/tdnD9/HpWVlSgoKMA999yDe++9FzfccAO2bxev1W+6sWh3YDGvgK9pGU/WRZy89/cmAAC/fDZ/3WM62kyYn+Ww++Cs7JGH/I4LoENBUcu0AYDFuLGXS58mEWMtx4Ch4/8acyxNTJMPAFFxYJidgmVsMOahQsm2of7khTEpQoL1emDvbsNkZT0CBpPSwyGGRHY/YqGGiDGwumzbShJSQ9MCgkEaHW3rBwtIXOglgqP1DL8o3ARJp1KIWNKrrsSDsEvMvUOeME7qKcQwDP7pn/7pmp9/+tOfjv77ww8/nPyoNiFjW3eh5o1fI3ukD7PFlaKcs6FpAZW1Szj/bjaG+iZQUnFt/ValqlEAQGHrcv1ikbfT4rELpEvEOJmar3oti0CQnM5v41t3oeqtV1Bw6TzmHWXrHpeTG4DRFEyqMkVflwEGUxD2QjI+d/7l8/yicNtepYdCFGLtaKihKgVwZT3j7hvuAgBsbVrAS8/lo/2CGdt3r72Lp2ZhzHo9sHddxGRlPfxGi9LDkRwpFmmktz2PB1dVA4KcJn0ixhnEJ5GarvFCUcD7lqPGLz5TcM3/DwQonHsnC9lWP2rq5Y+kFUrgLwbiE8YsQxPVBS5ZkomwkWaniM79S7HnPkXxdgrXuBbupfgfXQvzDFzjWlRUu5OqZiEFjuVF4WhGGF+BWA1o1BIxnqqoQ0Cnv6I9blWtG1pdaN320POzLDrbTbBkB2C1EZBFmiD5l8+DCW6eRaEUth5VWIU2IMxpMFndALblIuAma4GXEcaEMLZV/AQ8gI8+VG5ZwoVTWdEGBwJtF8xwL7HYe3gWCezGi0J0K7mqXlR/sVbDxJ3okA4JeMmIXB1B3e8AYLq0Gj6j+QpxsB6Cz3hkIP6ocT+B0TXeX8xgvG6n0kMhCrGSQ9UijCMMC2fNduQM90K7wO/asVwEdY2LmBjVYXLiyqT2+TkW3/i7KizOs7jx6CQxC71EWFkUpr+/GJBmLrIMDUbkhD4luPi+j8H3obsBXfKNm6RA/Xc2TZgrKuczlNvOiuoz5qPG4wCAF5+50mt8+oRyNgqp/MWJvFjTwU6RTISNtIixkKGcNT4E/Ywr5qGlSSTgkbbtzHmWJGlqkw6IJow16nm1jW/lF0ermx0IXfBWR40X5hg89neVGBvW4db3unDXPU55ByoSjtZTCDNs1EaS7kiVKCd2m2klGNh/M+a/+wPIHpnbALJGs5mhKIxt3Q3TtBNmp7jlS7buWETVliU0n16JGvu8NJrPWGAv8KGsSv4WuYK/eFRkYZyI2E2HBLxk7CCklWwDVuwUG7VGX2kNnbgwLidEGOdfOg86HNoUpaoSJRnP/FowNGFJpjEQ5r4QSQX4nT5gRRgvzDN47O+rMDqkx813unDsE6OqjBZzSwvI62mHs2Ybgrrku1iqCal2L9LBTkEq6nhybBJWyraJa6egKOB9v39l1Lj5tAV+H4O9R2YUecAWtp+VxF+ciDBOh4hxMrYIsXycYjImJCFtIIzzHT5wmnDclSkiEaCv2wBbgQ9mS+y203Ih1C/eLB7LRBDzO6kW4TCxZQeCGi0cF9+N/sxe4IetwIfLLSbMz7J4/MtVGBnU48ajk/j9+9UpigGg8NJ50OHwprFRABIKY5Us/NRI5s4SxJggjOPwWiZK/fZFVNXxUeOBXj1OLVej2Hed/DYKvn5xK+8vFrlUVUJWijSIGCfnMSbvc09WNSCo0W4ojBkGKCrzYHRIi2BgY3XgHNPAvcgSY6MAeGEcYllMbBF3UZgOiDk31eIzDmm0GK/fidzBriusRA1NC/B6GHz14RoM9+txw+2TuPeBEdWKYmB1/eLNsyiUaoGmlvmtRjLCmCBmSmvgM5hET8ADrvQaP/sDB9oumFFc7kFhsfxtJe0dzXxW8nLCoZgkInbTIWKcTPSXxM8d5jhMbGlC7mAXdDOTMY8trfAgFKQxOrRxwkZvJ5/YSYow5pYWkNt3Ga7qzbOVHC8MQ4v6sleTcBjecRAAUNS8EjUW7BSz0xpcd+sU7v2UukUxwPuLg5wGztrN09dAqtJq6dDkg1Qyd5YgIgxvLcgaG9wwCSkZ6rcvorp+EZ1tJoSCNPYdmRH9GvHgaFuuXyyyvxhIPGJMqfhNwzI0uCQKvfO/R95Xf7iJFwcF596KeVxJOV+Pe6h/Y2FMWuLdylby5omYxYte5NrDahLGIzsOAACKL74T/Vl94yIKi7248egk/vCPh0nLT0oY7cIscvs7MVHXhJBGq/RwZEOqiHE6NPkgFZV/1dKPsQY+iipsOYnJ6rrGALD3sPw2CkCoX0xLkpWciDBmaHEjVHKTSqISiQl4gjAuPHsy5nGJJOD1dRnAsGGUlMufYLoWhRl/8bqIPSfV1ARhurQG7uxcFDW/E61KpNWF8eV/68AffGpE9aIYWJVwvYnmPsPQcZcPTRS1eOjVSBp83dILYUut5II03WDqGhdx4IZpHLllCrl2+YvDM75lf7EErXDZJLZi1ewzTkVIkCiMp8tq4c7OQ8H5t4FweN3jiso8oOjIhiXbAn4KwwM6lJR7wWnEK4GYCoVtZxBiOUxsoq3keBG74Y6WtLKEsaBpjGzfD8PsJHIGu5UejSQ4Wpf9xZtIGGsl3JnLWCmkI3NnCWO6fAvc2Xkoao4tDpKFooD7vzCEj//psOjnjof8jou8v1hhG4UAiX7beElFSBBXyxgAKArDTQegn5mEdaBz3cO02ggKHD4M9+tjfkUG+/QIBWlibBSaxXnk9V2Gs3Y7QlqyCtqTgNjVUkisvhKLke3Ldopm8lrkioGj5TQCOj1c1Q1KD0U2NBK2Js9EjKUjI4xJg6Iw3HQQhtkp5PavLw7USqGE/uJkRK6aI8apdLAjVTQIOyYbiYOSCg+8HuaazmCrWfEXy9/ufC0K28+CikQy9YvXQexdDIOOE/V8UiP4jIua39ngSPWhn3EhZ6QPY/W7EGHV9XdJBSmtelJGozc7mTtLIEM7DwMAii+8qfBIxMchpb84CZGrZmGcStRX7G1rsRgRhPEGViLBMxzLTtHXSVji3bK/eDNtJSeC6MJYZbtBbqsd0yVVKGw/B8Yvf7UgKdmstbulTJDLRIylIyOMCWRkxwFEKAol52Nn56sNxueBrasFUxV1ovuLgSQjxip7ea4mlagvqV3/vFlWTFfVo+DSebDe9RPm4knA6+sywGgKwl7oF32cyeBoO4Mgp4GrplHpoRCJ2FUpOFZ9ybUjOw6C9XuvaA+dDjhalheFjZunsQcgbWvyjMdYOjJ3lkB85mw4q7chv6MZ3NKC0sMRDUfrGTDBoGQPx6Q8xirbbl1Nah5jcgXD2O4jYIKBqO1mLTYSxgtzDCadWpTXuImo/SqUqnJu2bGpSlUlghQJoaQuANdjOE3tFI7W0/AZzZgq3xLX8Sa9ep/Lq5EyYqymtudqI3NXCWV45yHQoSCKlreg0oHSs28AAAZ3XSfJ+ZONGKu1lnG6lWsTGNt9BABQfGH9HROzJYScXP+6Vgri6he38U17MjaKtWEYWpKtYbXtCI1v3Y0Qy6HoYvoIY5NzBJaJYYxt3Y0IE9/fuKooS+JRyYPUOxZqDuyQTEYYE8qw4DM+nyY+40gEJWdPwmc0Y6JuhySXSEbs0TSluu1WAKApKiVhzEokRMRgcmsTAjr9hlGzkgoP5mc5dLUbr/l/fV1kdbwTPktGGK+NVDsYasshCOr0mKhrgq33EnRz00oPRxQEf3G8O4V6LQtHnlG1AYvVSG13UNvCTy1khDGhuKoa4DVZUHz+rWjBdzWTM9QD8+QYhpoOI8KI/2WmKSrpKg1Glb08AT5anOqLg9SHapjTYLRhL3JG+mB0ja173J5DfIOar/9tFZ7+r2IsLqz8/XtJihhHIig9+wa8JguctRl/8VpItYNhVGFETbBTCE2eTp18GV9+8Bg+c2w3vvzgMZw6+bKSw0sYh9DYI05hbDZw0HIMcszqtxxJHXRR47tLDWSEMaFEGAYjOw7CPDmG7JE+Uc6p5AO29AxvoxjaLY2NQqdlQScpFNUWVQL4z5sqRoJ9fCNNG5dtO3DDLP78K90oLPHixKu5+JvP1+HEq1aEQ0B/lwH2Ah9M5pBcQ16X3L4OmKYmMLTriCSLwnRAKmFM6uIvFiv1jN/BqZMv43uPP4KRwS6EwyGMDHbhe48/oh5xHInA0fIuPJYczJRUxfUrJj1fgjE/Z+POlqSjlTiXI2OlkIaMMCaYoaZDAMSxUyj9gC09dwJhmsbQzkOSnD+VCg1qfHmmYqMQIDnaMCzM/Rg+YwCobVjCX/9LJ4790QiCAQpP/1cJvvJQLTxuBhW1BESLAZSeeR0AMLjnBoVHQi5SWSnUlnwHAFMVdfCas1HU/DZe+un31jzm5eeelHlUyZHX0w7jtIu3BsYZuDAbeLFnzzFIOTRZkDL5DiD7Ga5mMsKYYISomRhl21762RNr/lyOB6x2YQ72jmY4axrhs+RIco1UxK0aV91iRNhI3maeKyzFgt2BoovvggoFYx7LssBt75/EV755GXsOz2B0iI80EWGjAFB25nWEGTa60M1wLWLsgKyFGhe9EYbBSOM+mKYmYBnuXfOY0XV+Thplp/lFYf/eG+P+HfPyTla2SUNsvfV4YGhK8qoRatztVAMZYUwwbqsdU2W1KLh0DozPm9K5xhR8wBZfeBN0OCyZjQJI7QWoxlW3GC2djXqCPzdFYXjHQWiXFmDraY/rV3Jyg/j0nw3iwb/rwY1HJ3HgBuWTlwzTTth62jG2dRcCRrPSwyEWqQQsy9CqFFdCo5u7s3PX/P+O4ko5h5M0ZaePI8hpojtA8WA28FYKiqJgV7GdQo7kZoNOvVWVSCYjjAlneOchsH4fCtvPpnSewnUepHI8YEvPngAADO6+XrJrpLJlSrLXdj3EsVKQ/bnjtVNcTf32RfzBp0ZgMIalGFZClAhzf490cz8dkCpiDKgzqiYk4N2zjjA++uH75RxOUpgnRpA70InRxn0I6uOzRWg45gpfrpp9xnJUO2JoWpR3QYYryQhjwhlqEqds2x13f3LNn0v9gKVCQRSffxOLufmYLquR7DqpWAv0WhYso66vQrIVOFaj17JgCP7co417EaYZFG3QHppkypaTTgcy/uKYSNlwRo12iiVbIWYdZagfG8Qff+EfUVxWC5phUVxWiwcefBT7jhxVeogbUnr6OABgIAkbhYA9R590UrXSyNWZTo0LP9LJ3FHCmajja7qWnH8LqZR8Fx6kLz/3JEaHe+EorsTRD98v+QPW3tkC3eI82g+9J+7ki2RI9eVn0nOYXfSJNBrpESuL36RjMbdERsvkq/EbLXDWbIO9qxWapXn4jRalh5QQjM+LoovvYqa4EgsFJUoPh1ikrqmtVuEwsuMgGl76b9xlK8Tux55RejgJUxZNOo1/t8RkuFIYcyyDHIsWU3OpWQmVQK76+EYdp8r7QzLqfGJsIsIch5HG/Sg/fRzmiREs5Bclfa59R47KHmkQbBRS+ouB1IWi2oSxWNtnRj1HrDAGeDtFQUczHBdPof/grUoPJyGKWk6B9XszNooNkLoLo1qF8fCOA2h46b9R1Pw2xrfuUno4CaFZnEdh21k4a7bBbbXH/XuCv3g1+TkGVQo/+YSxOuc3yZC7j5ohSrJeSxIoPfsGghotRhql6/il5ZiUrRBqerhoOQYMLc5Xl3SfcTz1jElFKNOWsVHERmqPpBqtFAAwtm0vgpwGZaeOKz2UhCk5dwJ0OJSQjQK41koBAPlWdZZtk6uzqNQLy81IRhirgGER6xnLick5CutgN0a37UVIK10ShRi1StWUgCdmohLRlSnAd4D0Gc38olBNHSCFbnfmbDhrtys9GqKRWriqsRwjAAT0Rgw3HULuYBeyhsVp8iQXQpm2hIWx4dq/VZZRo0rxJ9dOBenBDTWSEcYqYKGgGLOOMjhaToEOBJQeTtyUnBOqUUhroxDjxWpSkTAWM1GJ9IdqhGEw3HQIZtcYrP0dSg8nbvJ6L8E47VrudpfJGo+FlBUpAP75oNaSVn0HbwMAVL79G4VHEj90wI+S829iPr847m53AMAw9LoCOF+FzT7Win5LgVqtQiSTEcYqYbjpEDReN/IvX1B6KHET9RfvIttfDKhLGIsaMSZcGANA76HbAQBVb76i8EjiZ8VGkfEXb0QqXSvjgaYp1Za0Gth7A4KcBpVvqWfuO1rPQONZ4qPFCSxIzHpu3QVMvlVdZdsoipJtF5L06kJqJHM3VYIgLstP/U7hkcQH4/PA0Xoa06XVWLQ7JL2WGBFjDcfIliyRKmJGjPVaBgxNdjRtaOdh+PVGVL35smrsFKVn3kCIZRNqbLBZEaNZzUao1WccMJgw3HQI1sFu1dgpyk6/BgDo33djQr8XKzhhy9aDJvw5tRq5S4CqdX6TSkYYq4SRxr3wWHJQ+dYrG7bIJYGiltNg/T4MShwtBsRLPlCLz1jMTl4URRHvwQxpdRjYeyPMzlHYulqVHs6GGKYmYOu9hLGtuxEwmJQeDvHI4R8lfY7HoveQiuwUkQhKT78OrykLE3VNCf3qWv5iAZahkWvRpTo62ZDLRiGgpuRxNZARxiohwnLoPXQbDLNTcLSeVno4GyJnxy/RhLFKXp5ibz2TnoAHAD1H3gMAfNSYcKKdHjPVKOJCaisFoG4f5uAe9dgp8novwTTtxNDu6xBhErvnpjVKta1GTdUprq7HLDVqXviRSEYYq4ie6+4AAFS/8WuFR7IBkQhKz52A12SBs7ZR8suJ9dIzqUAgAuInK5lU8FAd2X4QXpOFFwdh5Vs9x2KlsUFGGG8Ex9LgWBmEsYq3mlfbKbKHe5UeTkyE0nL9CVajAGJHjAF1tYeWO2clEzEWl4wwVhETtTuwYCtE+bu/A+Mjt+C5daATpslxDDcdSjhqkCgMQ4vmDVZLAp7Y7XPVYCEJcxz6998C47QLBZfOKz2cdWF8HjhaTmG6pCqlZjybBTFtQbFQu3AQ7BQVb5Ftpyg7fRwhlkvYW09T1IYLdLNBo5pdPbmtFGreESGRjDBWEzSNniN3QONZQulyKTQSqX79VwCA/v03S34tMSNBahDGLCN+hE0toqHn8Pp2ilMnX8aXHzyGzxzbjS8/eAynTipjuSi6+C7vrZcwWsyxNGzZ+ug/+VZD9N/Vhhw2CkD9wiFqpyDYZ2xyjiB3oBMjjfsQ1CdmezDqubiS62wqiRrLbaVQy4JBLWSEscroXrZTVJ14SeGRrA0VDKDmjV/Ba8pKuLh7MogpjNUQOZUiUUkNnxsAxrbtgTvLioq3X70iAfXUyZfxvccfwchgF8LhEEYGu/C9xx9RRBxHGxtI6K23ZetxuLEw+s8te0uj/66WyioCclSkAHj7Ea3SWsaAOuwU0bm/76aEfzfeoESWMbYPmQQ4lpZtJ0RA7Qs/0sgIY5UxU1aD6dJqlJ49Ac3SvNLDuYaS82/BMDuFnuvuQJiT/iEmplBkGfkfaIkiRT1WvZZVRSmkCMOi7+Bt0M/PwNFyKvrzl372xJrHv/zck3INDQDAetyofOsVLOYVwFUjnbfeEiNJSe5IVapI3dxDgKYo2a4lFaTbKcpOHweQXML1Rv7iRI9TEosC4p1laGhVWqubRDLCWIV0X3cnmGAAFW//VumhXEPtay8AADpu/oAs1xN7K5Z0O4UU0V2aolSTnNQbtVOsZOiPrRNBG5U5slb59ivQeJbQcfMHJO12Z47x4o0lmklEznmnFsvQepBcnUI3N43C9nNwVjfAbbUn/PvxPnfVML+VEMZAxk4hJhlhrEKipatOkmWn0M7PoPTs65gqq8VURZ0s1xTbWkC6MJZqK1EtdorxuiYsWu0of/e3oAN+AEBhceWaxzrW+blUbHn154hQFDpvknZRaIkRNVPqpZwsOpk8xoC6K1MAq+wUQz3IHupRejhXUPva86BDQXRff1dSv2+OU/BqOIb4XT2LUavIddU+v0kiI4xVyKK9CON1TXC0noZh2qn0cKJUv/FrMMEgOm9+f0KtQFNBbG8V6cI42yTNQ1c10QaaRu/h90C7tIDiC28DAO64+5NrHnr0w/fLNqzsoR4UdDRjeMdBSTs9MnTsVrNq2GpejVweYyA9fJi9h/n26EQl4YXDqPvNcwhqdOi64b0J/zpFUQnNW9LnuHIRY/XPb1LICGOV0n3dHaAiEVS++T9KDyXKlteeR5hh0X3dnbJdU+xVMsnNLmiKgsUozUuB5M99NVc3+9h35CgeePBRFJfVgmZYFJfV4oEHH8W+I0dlG9OW3/4CANBx64ckvY5Jz8VMIlPDVvNq5Oh6J5AOTRAEOwVJPmNHyylkjQ+h5/Dt8JssCf++XsMk1D6Z9F0RpcaXDvObFNTzNsxwBX0Hb8OhJ/4Z1SdeQuv7Pqb0cJDbexm5/Z3o33cTvFlWWa4pRUINyZYCk4EDQ0uzllVDkw+ByaoGzOcXo+z0cTA+D0JaPfYdOSqrEF4NHfCj5vVfwmPJwcCeGyW91kZbzsJWs9dPftt4vrmHfLGZdNhqDuiNGN55GOWnXkP2UA9mS6qUHhLqX/kpAODS7ceS+v1EE0ZJXvzRFAWTQYNpj1/2a2cixuKRiRirFG+WFcM7DsDW046s0QGlh4Pa154HIF/SHcBXaBC7BJNJFzsipyRZEnrXSF4QXANFoefw7eC8HpSeO6n0aFB2+jj08zPouvF9CHPS3sd4olGkbzULZEpaJYdQnYIEO4V+xoXy08cxVV4LV822pM4Rr7945Xhy57dBx4JRqMJPJmIsHhlhrGK6r+ctC1UnlG0RTQf8qH7j13BnWTG087Bs15ViG5amKVm3dxMh2yRdpMSgsjqvvYf56HDlSeWtRHWv/hwA0HHLByW/VjyigPStZgG5I7g6DaOKsoQbMbjnBgQ1WlS//itQoZCiY9ny21+ADgVx6bZ7ks4rSTSvw2zQgCL0WaVkuUS9Nj3mNwlkhLGKGdh7E4IaHapPvAREIoqNo+zM69AtzqH7hvciwsr3YJBKwJKagCdlcXuSFwRrMV1Wg5miCpSeOwHOvajYOEzOERRdfAfjdU2YlaEKRjzRNZK3mlcjZ0UKgE/yShc7Rdf1dyFrfAhlp15TbBxUKIS6V59DQKePBmmSIdEIMMfSxD6rzHrlvnvpMr9JICOMVUxQb0D/3huRNTaIvJ52xcZR+zveRtF50/tlva5UW6Mk2gooikKWhBFjQF0JeKAodN9wF1i/D3WvPqfYMGp/9zyoSASXb5E26Q4AGIaOy0dI8lbzauSsSCGQLnaKlvd/HBGKwo7nf6BYUKT4wlswu8bQfeQOBAympM+TjJiMVbJQSZQOqqTL/FaajDBWOT3LLaKFrHi5MUw7UXzhLTirGzBTWi3rtaWKGpAoEA06FhwrbYRNNSXblrl0+zH4dQZsf/6HYPw+2a9PhULY8rvn4dcb0XfodsmvZzZwcW0hJ+rZVAolon4Grbrm+HrMFZVjYM8NsHe1oqD9nCJjqPvNzwAAl2+/J+lzaDkmqY5tpM5xpRelGZ+xOGSEscoZ2nkI8/nF2PK7X8A4NSH79Wte/xXocFjypgZrIdW2kdKr/rWQ0kYhQGKkPBY+cxYuHf09GGYnox0X5aSo+W2YpibQc90dCOr0kl8vXosEx9Kq2FIVu2tlPKRTRK35g58AAGx//inZr22cHEfp2TfgqtqKyaqtSZ8n2Wet0gJ0PZR+d2QqU4hDRhirnAjL4fw9D4AJBrDjuSdlvngEtb97HkFOgx4FSmVJJeSUfrithVSNPVajxodqy3s/iiCnwY5ffB9UMCDrtYWku8u3fliW6yXUBEEFCXhil1qMh3QSxs66Joxv2YGys2/I3glvy29/DjocxqUUosVA8pFfEhNMtRoGGk7+xd5qMhFjccgI4zSg6/q7MJ9fjLpXn5M1amzvvIjs0X7077s5qcLuqaDTsJIJWIOWJS67V2p/MaC+iDEAeHLy0HHLh2B2jqJKxgoV+tkplJ15HZMVWzBZWS/LNRNJqlNDAp4SUW01RNIT4aIQNX7hh7JdkwoFseXVn8NvMKHncGoBkWSrOMRrK5ITEmrBqzG4QSIZYZwGKBU13vXMdwAAHbfJEzFbTV6WTrJzUxRFnN9WFiuFjiXuZRMPFz/wRwgzLJp+/iQQDstyzZrjL4IOBdFxy4dka3+eSHSN1K1mAYOOS6jbmXjXTS/hMLDnBsw6ylH9xq9gkCkoUnr2BEzTTnRdfyeCekNK50p2njJ0fImocqJkqTYB0u6JWskI4zRB7qhx8fk3UXLhLQzvOIDRbXslv97V5EoojAGy7BQ6DStLMwSGpqFPIhFGaRbtDnRdfydyhntRLkP5KsbnxdaX/i+CGq1s7c85lk5I1JGanCRgk/j7ux46DQuGUd/ib11oGhc/8HEwwSC2/fonslyybrnT3eXbUrNRAKmVNyPNTqFkqTYBjlXezpEOZIRxmiBn1JgKBbH/qccQoSi8+/E/ky1ithqphTFJlSmkbOxxNWq0UwBA84fuR4Si0PSz70levmrHL74P8+QYWu/8A9ksRMl0ByM5+p+XLX2y4nqQsOUtJt3X3wV3di7qX/mp5DW9s0b6UXLhLUxs2Y7p8tqUzqXXsilF8M2EPatIiBgD6bcrogQZYZxGdF1/F+btRZJHjate/hmsQz3ouOWDKT8ck0GrYST3UJIUMZbDRiFAmoUkXnTcLucAACAASURBVOaKytF34FbYei+h+MLbkl3HPD6MHT//PpasNpy/51OSXeea6yb40mWZxCLMciOlFWoj1Lr4W4+QRovWu/4AGvditISaJEQiOPLdfwQVieDiBz6R8ulyLanNAdISTEl5Z6j1GU4SGWGcRvBR409JGjXm3IvY/sNvIqDT48xHPivJNTYi1QdqPJAUVcqSoSKFAEmR8kS58OFPAgAfNZaIAz/4OtiAH+9+/M9S9lcmQjILQVIT8MwGjaKdy0yE3pdUuHT7MQR0emz75Y9BB6SpzlJz/EU4Wk9jYM8N6N93U8rns6b4HCdpfjM0RYy/l+QFsVrICOM0o+sGaaPGO37+JHRz07jwofvhyckT/fzxILWNAiArqiRHRQoBNUcbpirrMLjrCAovnZOk6UHx+TdRfvo4xrbulr08YTLRMVIT8JSMFgPqnuPr4TdZcPnWu2GadqLq5Euin187P4MDTz2GgE6PNx94RBT7XK4ltQW/Sc8RUz3IqCfHupRulVeUICOM0wwpo8Ym5ygaX/wRlvIK0PK+j4p67kTIy5Len6jXsopkzV+NhmNkfZGTtCBIhgt381HjHc89Iep56YAfh574GsI0jbc++Rey++qTaYFLUkRtNUr6iwF174rEouW9f4gwzaDpuSfB+LyinvvAU49BtzCLs7//p1iyFaZ8Po6lU06eo2mKGPsCKeMAMpUpxED5N38G0ZEqarz3x98EG/Cj+b4HEdIq83LTcExSIiEZSBCJcvqLAfWWbBOYqNuJ0YbdKD3/pqhR48Zf/hhZY4NoP/r7svvqtRyTVFUS0jyYAF8KUemIcV62XtVzfD2WbIW4dPs9yB7tx+H//3+LloRqb34XtcdfxGRFHVrvuleUc1otOlH+BqQs/khKBMw0+UidjDBOQ1ZHjff++N9FeUDaOltQffJluKq2ov+m94owyuSwWrSyvdRIiALILYxZhoZW5eV+zn7kswjTNG75+p/D5BxJ+XyGqQns/Ol34bHk4OxH/kSEESZG0k0Q9BxowgSgxcApPr8MOg45Zvl8+3Ly7h/9GVxVW7HltRdQv1xWLRUYvw/7vvl3CNM0TnzmbxBhxIlGipUnQopdiCTfukHHEve9VxsZYZymdN1wF6bKa1Hz+i+x65lvp3aySAQHfvB1AMA7n/hzgFZu2shhoxAwEbAlJWfinQApL5tkGd+6C2/f90UY5qbxnv/9BXBLCymdb/8PHwfn9eD0H34BfqO8HR6B5KNiNE0RseuxGqVtFAKFufIlTspJSKPFbx7+BjyWHBx88muwd15M6Xw7nnsClpEBtN3xEUxWN4g0SjGFMRmClIQgigBNUYq0W08nMsI4TYmwHF76629h3l6E3c98Bw2/+j9Jn6v2tedR0NGMvv23YHzrLhFHmThyVKQQIEFUyJl4J1BgVb9oaL/zI2i9815Yh3pwy2N/ASoUTOo8BW1nUX3yZTirG9Bx8wdEHmV8pOLFJG2Ro7SNQqAw16j0ECRjyVaI3z34KKhwGLf8y59DPzuV1Hmyh3vR9PMn4c7Lx9l7xatAxNAUss3iPNdIafJB2vcs1cTGzU5GGKcxnhwbfv1334Y7Ow+HnvxnVL3xq8ROEImg8fmncP1/fhkBnR6nPva/pBlonHAsLatQVPqhyzC0IpGIIpsxLbbi3vnEQxjceRglF97CwSf/JeHfN48P47pvfwUA8NYDjyi2U5LKS5cUDybAR7Lk3PGJhUnPyW5TkpPR7ftx5g8+D9O0EzcnszAMh3Hk218FEwzizJ/+NQJ68RYS2SYtGJG+S0YdC0bhJGlSErVXU2wzKT0EVUPWXzOD6CwUlOClv/lP+Ixm3Pjvf4uSs2/E9XtUMIDrvv0VHPjh43Dn5OHFf3gS84WlEo82NlaLTlbBlm3SKrpVl2XUKCJQdRoWedlkRPZSIcKw+N2ffQ1TpTVoePn/oiGBlrnl7/wWH3r4I8geHUDzB/4IrppGCUcam1TmIEkJeFkmDTiWnFdOOkeNAaD5g59A3/5b4Gg7g30/+mbcv6efmcStX38YhZfOoX/fTRg+dKuo47KKuGtAUZTiiW8k2SgEbDl6aDXqzhVRkqSfUqdOncLBgwfx2muvrfn/X3jhBdx99904duwYnn322aQHmCF1pstr8T9f+ibCLIdbv/7whtn6msV53PHVz6Lu1Z9jsqIOv3j0R5iqrJdptOsjp41CoDRfuZW3khGtdIk4BAwm/M+Xvgl3di4OfP9fNlwY0gE/Dj7xNdz2Lw+BCQZx/LNfxqmPPyjTaK9Fp2FTSlaTq4JLPJDiLxZIV59xFIrC65/7MmaKKrD9hR+i8s3/iX18JIKa4y/inv/vw6h497cYr9+Jk5/+K9GHlSfyc1xpnzGJwpimKBTlpffCT0qSEsaDg4P4/ve/j1271vabut1ufOtb38IPfvADPP3003jqqacwOzub0kAzpMZE3U785uGvgw6F8J5/+gIKW06D8yxdc5xlbBAf+MuPo6jlFPr33YQXv/p9uHPzFRjxtSjhTyyxmxSzFSjhLxYozDUqvkUpFku2QrzyyL8izHK4+bFHsP0X30dB+zkwPs8Vx5knRvC+v74P2379E8wUV+IXX/sRuhTyFUfHlKKwNeo5MIQ0QbAR4i8WyDJp07LZx2oCBhNe/eI34NcZcNO/fgl3/v2nsfXX/31NGU+jawxH//FzuPHf/wZMMIA3P/kIXvzKE6I3caIoClaR/a8Wo8IRY4IWn6tJl+CGEiSVumiz2fAf//Ef+Ku/Wns12dzcjMbGRpjNZgDArl27cO7cOdx8883JjzRDygzvOoLjn/8H3PRvX8J7//5TAACvyYJFWyEW8wqxlJuPqpMvQ7c4h+YP/BFOffR/KVqBYjUMQyNbgQoNOg0Le44e49Nu2a+dZVQugYJjaRRYDRhxLSo2BjFx1TTi+Be+ipsf/0vsf/rfAABhmsFUeS1cNduwaHNgx3NPQOteROeN78Obn/oSgjrlI5wpN0Gg+CYIc0t+kUaU5DhoKuUWwFJQmGdA9/Cc0sOQlNniSvzmLx7Hnv/zHyhqOYWillM4/MSjcFY3oH//zQhptNj9k/+ExuvG8I4DOPGZv8GivUiSsVgMHDhW3C1+pSPGSuxkxoPVooNRx2HJK02L8HQmKWGs18d+YUxOTsJqtUb/22q1wuVyJXOpDCLTc90dCOiNKD37BkyuMZhcY8gaG0ReXwcAIMyweONP/hYdt35Y4ZFeidWsVaz9Z2m+WXZhTFOU4pGQYpsxbYQxAPQdvA0/qd2OgssXYO9sgb3rInJ7L8PWewkAENTocPyzX1Y8SrwaMbLdzQaN4sI4x6wlLkEJABy5xrQXxgCfjPfC9v0wTE2g7PRxVLzzOxS2nYG9uw0A4DOa8fpn/x6dN31A0q6OuRLsGihpF8rN0ikSsImXYpsRHUOZ3fpE2VAYP/vss9d4hD//+c/juuuui/sikTgaTOTkGMCKvJKMh/F5HzDphlHB6JzcTN1wG6ZuuG3lB5EINAuzMDrH4DNnwZ1fhI3cSXLfr+oyK2w2s6zXFLDmmtAzvgCvP5T0ORK9X9lmLQrys5K+nhhYc03oGl2AL5D8504WyeaXsRQTpaWYuP39AHhPcXZvB3J6L8PZuAcLxRUbzn05KS+2wpazceQ61nejdMGPGbeyUaOaslzFvr9rIYwlL8+EtsE5eP3JlfNTHcZSDJZ+HIN3fxyahVkUvXscxvERdN9xDN5c+7pzX6zvY7VE8yC7cxKBYFj0827EvkbHmp+HlLmu0WswPO3Z+ECFIeV+CWwojI8dO4Zjx44ldFK73Y7JycnofzudTjQ1NcX8nZkZ+beqAWBulr/u0pJPkeuTwhJjwExh1fJ/xL4XRqNW9vvFRMJwuVJr1JAKOQYO3UnO0WTuV65Jo+jnFbDoWfTPyvvdlHt+LRTXYqh4uc0zYc+BgNcPlyu2aLPZzDHnSsgfUPz5xkLZ7+9qrr5fZh2DqZlr8y3SnSVaj5mDd6z6wdpzRMzvIxUKSTIP6EhE9jlu0nPQIHLN59no+yg3LAXMLZL1XLsape7XeoJckr2tHTt2oKWlBfPz81haWsK5c+ewZ88eKS6VYRPA0JTiLVxL8+Vd0ZbayUicKMkkcCiGQcuKUt5MaQ8mw9Cwmsn0YQKAI92rUxCCQcdBL1FHNiUabFQVZYFSQb33YhtJe2DqIKmn7vHjx/Gxj30MJ06cwGOPPYb7778fAPDd734X58+fh06nw0MPPYRPfvKTuO+++/DZz342moiXIUOi5Jh1ohWETxaLUSObOHfkGYkpbWW1aGFI88x9UhGrBrFRp2wDAiXzA+Lh/7V37zFSlecfwL/nMufM/bpz25m932Av4NIFFBRBi0GspMaikBDbhIYqFGlLS6m1hf6hWEub2NhqS7EaY2oDkoYaU0yrJv4K4gWDFYuU0iI3YRcW2IWF3Z09vz8Gpiy7szv3OTPz/SREdmZneHc9857nvOd5n6fMYdJVfeVilc1Narm+8FINEip0sngxnrDXWhABvJ6kdPk2e/ZszJ49e8Tjy5Yti/193rx5mDdvXsoDI7oqGxs2UlHpt6G7J7u3pCRRQGuNe/xvzBFBEBD2WnCAGzhyLlPlloQrNU0Pn8zT7UqdXOTFI4oCAm4zjpwqno2meuRxZG9hIeyz4NPPunHxcm5yxauDdl1uJh2NSZXhsRvRdU7/ucZ6URj/Z6mk6SUwDnuzX9u3PuTQ3Qot62HmnkmVEcrgLdC6cP5u++aj/niyir0Lnh5ks1yfJIpoqnRl7f2H/1sCaoP2nPxbmRL28fhOBgNj0jWzKsOd5/ziqwyyhKA7e/mIJlVGQ4Uza++fKrtFgUPHJYmKUV25I6ONZexmBf4EqltkmkEW4dTJ53csPpepaBra6JFqkGDPcq57hd+ak3z6sM9acO2Wyz0WXacz6Q1nAtItWRIxvdmvq1tWlYHs5co3V7t19bNeixs4cscgi6jKwnFWH8p9+b+2Wk/eOkcmQ5bEvFw4lIpcNHcRBQETqrK7aiwIAury8DlKl2KQ4Hdxk2mi9HkWppInCALaG726W6n0OoxZSXVw24263szBDRy5Ux2wZ2UzWJnTlNPV26YKZ86ruaSD6RTZk6vucKEyS1aPcZ/LlPWV72zh4kbiGBiTLk2odCJUpr8PsiAIGS+lJggC2mo9GX3PTDOpckHkihY6URRQW569/MWGHK12hb1WTKzWzybSRAQ9Zl22rS4GbnvuLsias7hqnI+7Lpnid5tZfSVB/C2R7oS8VjTqMNf2qkq/DaohczlmFT5r3us0J2JKo7cgxlnIQmXWrNV6BYBgmQWWLG/u9NiNaG8sy+q/kQ2yJGJGa4C3nDPMbDTktG2yz2VGmSPzaTFOq6r7CitjkSURDWEn7/wlgIEx6YrTqqK9oUzXH16zUcZtU8Ioz8CKtkEW0Vydm93U6TKpMm6eFERVAd0eLzT14eyuSImCgNpQ9lakLSYDpjX78153PFVX9zWwEktmOKwqbpkUzPnGr2zMqYWYW3y9xgonbmrxw6hk7+K7GBTm7EVFyajImDZRX5vt4lEVCdMm+tHR5IOS4uqxLIloqXEX1CQliSLaG72YXF/GXc4Z5neZ4chQU4+xVPltKR+zY1EMEm5qCWT0bko+iKKALzR5UVte+IFQPnmdJtzcFszqHZB43HYjAhnqaGgzK5je7Nf1HpBk+FxmzG4vh4+bTeMqnDMyFTVZEjFtog9mY2EdkmGfFWVOI/YePI0Tpy8k9BqnVUVVwIaw11qwOV81QTscFgXv/vMULvXnpqh+savL8mrxVbIkoiZgw6cZbNoiigKmTfTBatJXDe5UCYKASXUeqAYR/zzcne/hFJwKnxXtDd68Xjw3V7lx8kwfNE1L6fVGRcaEqugG0kKorJIMoyLjppYADh47h38e7sbQUGq/o2JVWFEIFRVJEhFwm1HuMcPvNhfESvFojIqM6c1+HDnVi/+cOI+BwaHon8gQIpEhANFgJOS1oDpgL5o8XbfdiNnt5Xh/fye7KqXJaVXhy2H+Yk25HQePnUMkjROiKAhw2VT43WYEPeac1JDNtaZKF1RFwkf/Ps3gIUENFU40V7nyng5ntygIey1JdzQ0yCLqQw7UhRwFe05KhCAIaAg7UeYwYc+BTvRc7M/3kHSj5ANjVZHgsqmQM/EZ1jRo0f9A07TofwFEIkPoHxxK+cq1mMSC4TIL/C5TUU08FT7riNttQ5oGh9OM7jMXiupnvcqoRPOOz1/sx7FTvTjaeQEXLg3ke1gFJ9e73Y2KjLDPisOfJ9cmWjFI8DlN8LvN8LtMWUnJ0JvqgB1+lxn/OXEehz/vweWBSL6HpEtXV9lrdNQVblKdB2GfFb19A7jQN4DevgH09g2i7/IgBET3TZiNV/6oMsxGA3xOU8E18EiHy6bi9i+EMRgZwsVLg7hwaQAXLw/i4qXon8jQ0JWY5kpcg+h5DXHCmWSjHFkWEYno6zNV8oFxdcCOqW02dHYmd4JI1pCm4XJ/BJcHIrjcH8Gl/gjO9l7GZyd70lq1KRQ2s4LqoA2VPlvBpg+kQhQEGBW5KIPia9nNCuzVbkysdqO75zKOdvbiWOeFkkmzEAUBNosCl02FSZFw4dJg9ER8aQCX+8ee9M2qjPI81BitDznw2cneuBfsoiDAZjbAZTPCZVPhsquwmQx5XwnMB5Mqo7najcYKJ4529uLfx84X/QqbzazAZjbA77Xhcl8/jIoEkypDVSTIogBBECAKAgQhmkojCNDdpkuDHG1s4b9uL15kaCg2foqSJRF2iwJ7DvY5XMttN6KzU1+LKSUfGOeKKAgwqfKwjQhVsKGxwomDx87hv5/3xG67Z30sogBoV676svnvCAICHjNqgvaCLnNDyXHZVLhsKpqrXfjg004c70os97qQCIKAoMcc+1mdVjXuxc/A4BB6+wZwqX8QQ0PRFRdcWXDRNA1WkyEvJ2ibWcG0iT5EIhoEIfozCUL0cytLIhxWpegv6JIlSyKqA3ZUB+w41X0RH//nDM5fKK4AWZZETKx2oTZohyAI8Hqzv3CUa3oL4ElfGBjnmUmV0VbrQUPYgYPHzuE/J7IfIPtdZgwMDmU1L7TCZ0NztSsvO5JJHyRRRMcEHz7692n898T5fA8no5K5ZWyQxSt55frLLWe3t9T5XGbMsCj4v49OoLdPXyteqfK7zZhcV1Zwm6CJMomXTTphVGS01nhwR0dFRurjjqXSb81YKZvRXC3wz6CYREHADfVlmFBZGLWaE9FU4dRVHiXlj1GRMaM1CHOW5jqTKuckdUVVJHQ0+XBTS4BBMZU8BsY6oyoS2hu8WZtojYoc20WerffvmOBj7hYNM6HKhcn1+m7ckoiqgK3gWh1TdpmNMma0BbOyYasmaM9qi3Ag2mn09ilhhIukTi9RuhgY65BBFjG5ITstVcM+C0RBgMVoyHiSvSgI6Jjg5UoxjaomaMfUCT5IBdoYJOAxY3J94bU6puyzmgyY0RLI+MZiv9uMiVWurNWHNhsNaG8oK4nqIkSJYmCsU36XOSutdyt9/3vPgDuzq8bN1e6s9Kin4lFeZsGNLYGCWzl2243oaOKdEIrPYVVxU0sgYxsWzUYDHJboBsgpjd6sfGZaql3cYEl0HX4idKy1NrPtgl02ddgqcSY33pSXWVCfo85dVNi8TlNOm1mk62pLWAYQNB633Yhpzf6M3BW5duHCbTeiLpTZlAqPw4iQl+kTRNfjTK9jBlnC5HpPxt6v8roVaKdVyUjgbTMraG/wpv0+VDpqM3ySzxbFIOGmFj9U3mqmBPmcJjRlYLNpwD384nFilStj3QUFQcCk2sydW4iKCQNjnQt6LAhn4KpeEgWEr2siIAhC2ukUsiRi6kRfSTXtoPT5XYXRQrjCZ4XZmJ38TipeNUF7Wnm7BlkckZYmiSLaG8oyks5T5bfBYdVf+UAiPWA0UwDa6jxp73gOeiwwyCPfI92ybS01btgLIMAh/cn2bvtMqApkPs+fip9BFlGbRkk/n8scbcR0HbfdiLo0U9YMsoiJVcVTPpEo0xgYFwDVIGFSXXq74Sv9o686e53GlHMnzaqclQ2CVBoqfFZd74b32I286KOU1YXsKd9J87vi5+BPqHSmVVGoqdKVldJyRMWCgXGBCJVZUm78YVbluC2ZJVGEb4xJeCz1YeeoqxpEiZAlUdcrsnoeG+mfQZZSWjUWx0lxi6ZUpFalwmZW0lrJJioFDIwLSEuNO6VAtMJnHXMSTSXP2KjIqApwRzOlpzZo12UJNIMsZr0DJRW/upAj6VVjl10d906Ky6am1KSptTa1cwhRKWFgXEAsRsOwOsSJqhgn3cHvNicdnNSHHJBEHj6UHpMq6zIArfBZWZ6N0qYYJFQnuUKb6EJFY4Uzqff1u83wu7LT8ZSomHDmLzCNFc6kamR6HMZxuyapBgkue+I7lFWDhOogbzNTZtSF9Ff/uirA282UGfUhR1IXWYkGxk6rCn+C3yuKAtpYno0oIQyMC4zZKCeV+5joCnPQnfiqXWMVuyVR5rhsKtx2Y76HEeO2G+HIcLt0Kl3JLCRYTYakyhg2Jbhq3BByZK2tNFGxYXRTgBrCTkgJBKayJCLkTSzgTbRsm0EWM1K8nuhaeirdxkorlGkNocTm7GT3e7jtxhH1jq9nMRrQkGTaBVEpY2BcgEyqjJpxVo0FQUB7ozfhld1EVyrSLVxPNJryMgvMauban6fKICd+MUmUKFWRUJ3Anb5UNkI3Vo4d9LbVeXiHjygJ/LQUqIawc8zJrrXGjVCSm5rGWzWWJBF15frLB6XCJwpC0puUsiHk5aY7yo7ohuX4+0MUgwS3I/mUIp/TFDcVKeixpN3dlKjU8AxQoFRFQk2c28/1IUdKG5qC40yg1QEbC8NT1lQHbAndbh6PSZVTbqOeyKoeUSpMqozGCmfcCkA+pynl0oUNo3TDkyWRG+6IUsDAuIA1jFIjM+S1oqXGndL7uWwqyhymUetciqKAeh1WD6DioRgkVPjSq41d6bfhtikhtNV5kqreAgBOmwqnNfHqLETJaqp0YfaU0KglChPd5zGaoMcCx3XHbmOFE2Zj/tOTiAoNPzUFTDFIqC134NPPugFES7NNaSxLqSMSEM1LvnlSEIORIZztuYwzPZdx+vwlnDl/CaEyK0w6yAGl4lZXbkfX+c6kX2dUZNzQUDbstnHIa8VnJ3sSfg9uuqNcsJsVTJvoR3fPZXzy3zPoPNsHURTGbAOdiMawA+/tPwUg2uGOCxlEqWGkU+DqQ3YcOn4ORkXG9In+jDTdkCURZU4Tyq60kdY0DUOalvb7Eo3HZlYQKLPg4IXLCb+mwmdDW617xKbQmqA94cBYlsSU0y+IUuGyqZjZFsSps304deYiDHJ6aWrlZRbYzAp6LvZjcp2HHe6IUsTAuMAZZAktNW74nKasVYsQBAGSDtv2UnGaUOXGwcNnEvrejiYfwnHSL1w2FU6birM94wfZ1UFb0q17iTLB5zTB50xvtRiIztMNYQc6z/bFFjWIKHk8ExSB6oAdZiOLt1NxCF5Z+RpPyGuNGxRfVZtApQvVICXcKIFIz8I+K1q54Y4oLQyMiUh36kJjB7SyJKI1gU2mIa8F6jh3UpoqXWnfxibSA1EQxj3eiWhsDIyJSHfCXuuYJ/imSmdCm0ElUUTlGJvqbGYl4Xa9RERU/BgYE5HuyJKIqjg1hW1mJalGM9VBW9xKLa017pRrxxIRUfFhYExEulQTtI+6sz7ZHfcWo2HUUlg+lwl+dgUjIqJrMDAmIl0yqTLKPcMbIYS91pR23NdctwlPFAS01nCTEhERDcfAmIh069rW5gZZTLmro89lgsX0v8otlX4b7JbxK18QEVFpYWBMRLrlsqnw2I0AotUjUu2+KAgCagLRVWODLGJilStjYyQiouLBwJiIdK025IDDoqC2fPyaxGOp9FshSSIawk6oCktaERHRSOx8R0S6FvSYYTXKaVePUAwSGsOOcWskExFR6WJgTES6JgoCHFY1I+/VVMkUCiIiio+pFEREREREYGBMRERERASAgTEREREREQAGxkREREREABgYExEREREBYGBMRERERASAgTEREREREQAGxkREREREABgYExEREREBYGBMRERERASAgTEREREREQAGxkREREREABgYExEREREBYGBMRERERASAgTEREREREQAGxkREREREABgYExEREREBYGBMRERERASAgTEREREREQBA0DRNy/cgiIiIiIjyjSvGRERERERgYExEREREBICBMRERERERAAbGREREREQAGBgTEREREQFgYExEREREBACQ8z2AXHn33XexatUqPP7445gzZw4AYP/+/Vi/fj0AoKmpCT/5yU+GvWZgYABr167F8ePHIUkSNmzYgIqKilwPPa+eeeYZ7Ny5EwAwNDSErq4u7NixI/b80aNHcffdd6O1tRUA4HK58Mtf/jIvY9WDbdu24amnnkJlZSUAYMaMGXjooYeGfc/27dvxwgsvQBRF3HfffVi4cGE+hqoLg4OD+OEPf4jPPvsMkUgEa9asQUdHx7DvaWlpwZQpU2JfP//885AkKddDzbvHH38ce/fuhSAIeOSRRzBp0qTYczt37sQvfvELSJKEWbNmYcWKFXkcqX48+eST+OCDDzA4OIhvfOMbuOOOO2LP3XbbbQgEArFjaePGjfD7/fkaal7t3r0bq1atQkNDAwCgsbERP/rRj2LP8/gaacuWLdi+fXvs648//hgffvhh7GvOW1EHDhzA8uXL8bWvfQ1LlizBiRMnsGbNGkQiEXi9XvzsZz+DoijDXjPWXJcTWgk4fPiw9uCDD2rLly/X3njjjdjjS5Ys0fbu3atpmqZ95zvf0d56661hr9u2bZu2fv16TdM07e2339ZWrVqVu0Hr0LZt27RNOanRmwAAB4BJREFUmzYNe+zIkSPaPffck6cR6c8rr7yiPfHEE3Gfv3DhgnbHHXdo58+f1/r6+rS77rpL6+7uzuEI9WXr1q3aunXrNE3TtAMHDmj33nvviO+ZNm1ajkelP7t379aWLVumaZqmHTx4ULvvvvuGPX/nnXdqx48f1yKRiLZ48WLtX//6Vz6GqSu7du3Svv71r2uapmlnzpzRbr311mHPz5kzR+vt7c3DyPTnnXfe0VauXBn3eR5fY9u9e3csVriK81b0fLdkyRLt0Ucf1V588UVN0zRt7dq12muvvaZpmqb9/Oc/11566aVhrxlvrsuFkkil8Hq9ePrpp2Gz2WKP9ff349ixY7ErkTlz5mDXrl3DXrdr1y7MnTsXQHTlb8+ePbkbtM4MDg7iD3/4A5YsWZLvoRS0vXv3oq2tDTabDUajEVOmTCnp42rBggX4wQ9+AABwu904e/ZsnkekT7t27cIXv/hFAEBdXR3OnTuH3t5eAMCRI0fgcDgQDAYhiiJuvfXWEXNZKZo6dSqeeuopAIDdbkdfXx8ikUieR1V4eHyN71e/+hWWL1+e72HojqIo2LRpE3w+X+yx3bt34/bbbwcQP+6KN9flSkkExiaTacQtjO7ubtjt9tjXHo8HnZ2dw76nq6sLbrcbACCKIgRBQH9/f/YHrEOvv/46br75ZhiNxhHPdXV14eGHH8aiRYuG3VoqVe+++y6WLl2Kr371q/jkk0+GPXftMQVEg8Hrj7tSYjAYoKoqAOCFF17Al770pRHf09/fj9WrV2PRokX4/e9/n+sh6kJXVxdcLlfs62uPm87OTh5To5AkCWazGQCwdetWzJo1a8R5YN26dVi8eDE2btwIrcSbwB48eBAPPvggFi9ejL///e+xx3l8je2jjz5CMBiE1+sd9jjnLUCW5RExQ19fXyx1Il7cFW+uy5WiyzHesmULtmzZMuyxlStX4pZbbhnzdYlMisU+cY71u3vllVdG5GADgNPpxKpVq7BgwQL09PRg4cKFuPHGG4ddIRar0X5fd911F1auXInZs2fjww8/xPe//338+c9/jvsexX5MXWus4+ull17Cvn378Oyzz4543Zo1a7BgwQIIgoAlS5ago6MDbW1tuRq2LpXScZOuv/71r9i6dSuee+65YY8//PDDuOWWW+BwOLBixQrs2LED8+bNy9Mo86u6uhrf/OY3ceedd+LIkSN44IEH8Prrr4/I/aSRtm7dinvuuWfE45y3xqfXuKvoAuOFCxcmtJnp+tu2J0+eHBHM+Xw+dHZ2YsKECRgYGICmaUU9UcT73V28eBGff/45wuHwiOesVivuvfdeANHfaWtrKw4dOlQSgfF4x1p7ezvOnDmDSCQSW6ny+Xzo6uqKfc+pU6dwww03ZH2sehDv97Vlyxa88cYb+PWvfw2DwTDi+cWLF8f+fuONN+LAgQMld4IZ7bi5ukJ1/XOjzWWl6u2338azzz6L3/3ud8NS6QDgy1/+cuzvs2bNwoEDB0o2MPb7/Zg/fz4AoLKyEmVlZTh58iQqKip4fI1j9+7dePTRR0c8znlrdGazGZcuXYLRaIwbd8Wb63KlJFIpRmMwGFBbW4v3338fQDRV4PpV5ZkzZ+Ivf/kLAODNN9/E9OnTcz5OPdi/fz9qa2tHfe6dd97Bhg0bAEQD6P3796OmpiaXw9OVTZs24dVXXwUQ3Y3rdruH3b6dPHky/vGPf+D8+fO4cOEC9uzZM6IKQyk5cuQIXn75ZTz99NOxlIprHTp0CKtXr4amaRgcHMSePXtiO+dLycyZM2PVYPbt2wefzwer1QoACIfD6O3txdGjRzE4OIg333wTM2fOzOdwdaGnpwdPPvkkfvOb38DpdI54bunSpbHUuPfee68kj6urtm/fjs2bNwOIpk6cPn06VqGDx1d8J0+ehMViGbFgxnkrvhkzZsTmsnhxV7y5LleKbsV4NG+99RY2b96MQ4cOYd++fXjxxRfx3HPP4ZFHHsGPf/xjDA0NYfLkyZgxYwYA4KGHHsIzzzyD+fPnY+fOnVi8eDEURcETTzyR558kP67PMQOAxx57DA888AA6Ojrwpz/9Cffffz8ikQiWLVtWsiWPAODuu+/G9773Pbz88ssYHBzEY489BgD47W9/i6lTp6K9vR2rV6/G0qVLIQgCVqxYMWIlq5Rs2bIFZ8+exbJly2KPbd68Gc8//3zs9xUIBPCVr3wFoijitttuy33pHh2YMmUKWlpasGjRIgiCgHXr1mHbtm2w2WyYO3cu1q9fj9WrVwMA5s+fX9IXp1e99tpr6O7uxre+9a3YY9OnT0dTUxPmzp2LWbNm4f7774eqqmhubi7Z1WIgWrruu9/9Lv72t79hYGAA69evx6uvvsrjaxzXnxuvnec5b0VL2P30pz/FsWPHIMsyduzYgY0bN2Lt2rX44x//iPLy8tidm29/+9vYsGHDqHNdrgkak9WIiIiIiEo3lYKIiIiI6FoMjImIiIiIwMCYiIiIiAgAA2MiIiIiIgAMjImIiIiIADAwJiIiIiICwMCYiIiIiAgAA2MiIiIiIgDA/wPynnnbq0/kOAAAAABJRU5ErkJggg==\n" }, "metadata": {} } ], "source": [ "y_pred, y_std = gpr.predict(X_valid, return_std=True)\n", "\n", "fig, ax = plt.subplots(figsize=(12, 8))\n", "ax.plot(X_train, y_train, 'ko', label='train data')\n", "ax.plot(X_valid, y_valid, color='red', label='true mean')\n", "ax.plot(X_valid, y_pred, color='blue', label='predicted mean')\n", "ax.fill_between(X_valid, y_pred - y_std, y_pred + y_std, alpha=0.5, label='+/- 1 std dev')\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": { "id": "g7LW5NxNamBi" }, "source": [ "As you can see, the confidence bounds are quite wide most of the time. Only at the training data points is the model more confident. This is exactly what we should expect: At the points where the model has seen some data, it is more confident, but between data points, it is less confident." ] }, { "cell_type": "markdown", "metadata": { "id": "XRpSHZspamBk" }, "source": [ "### More data" ] }, { "cell_type": "markdown", "metadata": { "id": "ICNtfMbVamBl" }, "source": [ "Below, we increase the sampling frequency from our sine function and train the same model again to show how a well fit model looks like." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "aVf2wNPQamBm" }, "outputs": [], "source": [ "sampling_frequency = 2\n", "X_train = torch.arange(-8, 9, 1 / sampling_frequency).float()\n", "y_train = torch.sin(X_train) + torch.randn(len(X_train)) * 0.2" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "QC_lOcn3amBn", "outputId": "54736edf-5a5b-4956-e961-d69832c69437", "scrolled": false }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " epoch train_loss dur\n", "------- ------------ ------\n", " 1 \u001b[36m1.1546\u001b[0m 0.0063\n", " 2 \u001b[36m1.1222\u001b[0m 0.0080\n", " 3 \u001b[36m1.0879\u001b[0m 0.0045\n", " 4 \u001b[36m1.0535\u001b[0m 0.0071\n", " 5 \u001b[36m1.0188\u001b[0m 0.0059\n", " 6 \u001b[36m0.9833\u001b[0m 0.0076\n", " 7 \u001b[36m0.9474\u001b[0m 0.0057\n", " 8 \u001b[36m0.9114\u001b[0m 0.0046\n", " 9 \u001b[36m0.8754\u001b[0m 0.0062\n", " 10 \u001b[36m0.8395\u001b[0m 0.0041\n", " 11 \u001b[36m0.8038\u001b[0m 0.0054\n", " 12 \u001b[36m0.7684\u001b[0m 0.0044\n", " 13 \u001b[36m0.7337\u001b[0m 0.0060\n", " 14 \u001b[36m0.7000\u001b[0m 0.1071\n", " 15 \u001b[36m0.6673\u001b[0m 0.0067\n", " 16 \u001b[36m0.6357\u001b[0m 0.0069\n", " 17 \u001b[36m0.6054\u001b[0m 0.0073\n", " 18 \u001b[36m0.5762\u001b[0m 0.0049\n", " 19 \u001b[36m0.5479\u001b[0m 0.0047\n", " 20 \u001b[36m0.5200\u001b[0m 0.0060\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[initialized](\n", " module_=RbfModule(\n", " (likelihood): GaussianLikelihood(\n", " (noise_covar): HomoskedasticNoise(\n", " (raw_noise_constraint): GreaterThan(1.000E-04)\n", " )\n", " )\n", " (mean_module): ConstantMean()\n", " (covar_module): RBFKernel(\n", " (raw_lengthscale_constraint): Positive()\n", " )\n", " ),\n", ")" ] }, "metadata": {}, "execution_count": 16 } ], "source": [ "gpr = ExactGPRegressor(\n", " RbfModule,optimizer=torch.optim.Adam,\n", " lr=0.1,\n", " max_epochs=20,\n", " batch_size=-1,\n", " device=DEVICE,\n", ")\n", "gpr.fit(X_train.reshape(-1, 1), y_train)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 501 }, "id": "CWrk8Wu2amBo", "outputId": "a8cd89bd-4560-4ce7-df09-756e31340761" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 17 }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "y_pred, y_std = gpr.predict(X_valid, return_std=True)\n", "\n", "fig, ax = plt.subplots(figsize=(12, 8))\n", "ax.plot(X_train, y_train, 'ko', label='train data')\n", "ax.plot(X_valid, y_valid, color='red', label='true mean')\n", "ax.plot(X_valid, y_pred, color='blue', label='predicted mean')\n", "ax.fill_between(X_valid, y_pred - y_std, y_pred + y_std, alpha=0.5, label='+/- 1 std dev')\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": { "id": "5HcfpiWLamBp" }, "source": [ "Here we can see that the confidence intervals are much narrower than above, even between data points. This means that the model is quite confident in _interpolating_ between data points. Notice, however, that the confidence bounds increase considerably at the left and right end, i.e. at values outside of the range of the training data. This means that the model is less confident in _extrapolating_ which is typically a good thing." ] }, { "cell_type": "markdown", "metadata": { "id": "257jXhbXamBq" }, "source": [ "### Confidence region" ] }, { "cell_type": "markdown", "metadata": { "id": "CBJ62VoFamBr" }, "source": [ "Another way skorch implements to quickly get the confidence interval is through the `confidence_region` method. This mirrors the method by the same name in GPyTorch. By default, it returns the lower and upper bound for 2 standard deviations, but this can be changed through the `sigmas` argument." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "RtJ-lKbYamBr" }, "outputs": [], "source": [ "lower, upper = gpr.confidence_region(X_valid, sigmas=2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 347 }, "id": "zfnBRaBhamBr", "outputId": "1dc8ba60-c8f7-4e3a-c708-17c240c60036" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "plt.plot(upper, label='+2 std dev')\n", "plt.plot(y_pred, label='mean')\n", "plt.plot(lower, label='-2 std dev')\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": { "id": "PrV6tSTbamBv" }, "source": [ "### Grid search" ] }, { "cell_type": "markdown", "metadata": { "id": "L2fMNpQ1amBw" }, "source": [ "As always, one of the advantages of using skorch is the sklearn integration. That means that we can plug our regressor into `GridSearchCV` et al. However, there is a caveat to this, as explained below. But first, let's set up the grid search." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "6UO2wRcVamBw" }, "outputs": [], "source": [ "from sklearn.model_selection import GridSearchCV" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "znxpYJnQamBx" }, "outputs": [], "source": [ "params = {\n", " 'lr': [0.01, 0.02],\n", " 'max_epochs': [10, 20],\n", "}" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "TT8NfyXFamBy", "scrolled": false }, "outputs": [], "source": [ "gpr = ExactGPRegressor(\n", " RbfModule,\n", " optimizer=torch.optim.Adam,\n", " lr=0.1,\n", " max_epochs=20,\n", " batch_size=-1,\n", " device=DEVICE,\n", " \n", " train_split=False,\n", " verbose=0,\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "eEg726V8amBz" }, "source": [ "We turn off skorch-internal train/validation split, since the grid search already performs the data splitting for us. We also set the verbosity level to 0 to avoid too many print outputs." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "tprxum-5amB2" }, "outputs": [], "source": [ "search = GridSearchCV(gpr, params, cv=3, scoring='neg_mean_squared_error', verbose=1)" ] }, { "cell_type": "markdown", "metadata": { "id": "MRJ6l0kmamB3" }, "source": [ "Since we deal with a regression task, we choose an appropriate scoring function, in this case mean squared error. Now let's start the grid search to see the problem mentioned above:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hgpAhWWfamB4", "outputId": "1f5c0315-4e17-4d3d-9c54-c7a872925a32", "scrolled": true }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Fitting 3 folds for each of 4 candidates, totalling 12 fits\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "GridSearchCV(cv=3,\n", " estimator=[uninitialized](\n", " module=,\n", "),\n", " param_grid={'lr': [0.01, 0.02], 'max_epochs': [10, 20]},\n", " scoring='neg_mean_squared_error', verbose=1)" ] }, "metadata": {}, "execution_count": 24 } ], "source": [ "search.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": { "id": "2DH_rSoVamB5" }, "source": [ "The grid search finished successfully and we found the best hyper-parameters:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "D8VaKRHWamB5", "outputId": "9162de55-75e1-4b2e-ce54-326fc210e41a" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "-0.5268993576367696" ] }, "metadata": {}, "execution_count": 25 } ], "source": [ "search.best_score_" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "b7hdTDUEamB7", "outputId": "4792f892-4eb7-450e-e961-06f3dbe659c8" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'lr': 0.01, 'max_epochs': 20}" ] }, "metadata": {}, "execution_count": 26 } ], "source": [ "search.best_params_" ] }, { "cell_type": "markdown", "metadata": { "id": "YNdWWgQfamB7" }, "source": [ "## Regression with real world data" ] }, { "cell_type": "markdown", "metadata": { "id": "dwv1UHQvamB8" }, "source": [ "So far, we have only worked with toy data. To show how to work with real world data, we will reproduce an example from the GPyTorch docs:\n", "\n", "https://docs.gpytorch.ai/en/stable/examples/01_Exact_GPs/Spectral_Delta_GP_Regression.html\n", "\n", "This dataset contains the \"BART ridership on the 5 most commonly traveled stations in San Francisco\". \"BART\" is the \"Bay Area Rapid Transit\", i.e. public transit system in the San Francisco bay area.\n", "\n", "For more details, please consult the link." ] }, { "cell_type": "markdown", "metadata": { "id": "tfJ66wzWamB9" }, "source": [ "### Getting the data" ] }, { "cell_type": "markdown", "metadata": { "id": "AoZbLW6ZamB-" }, "source": [ "First of all we need to download the data. This only needs to be done if the data has not already been downloaded." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "x5Oj4-8zamB_" }, "outputs": [], "source": [ "path = os.path.join('datasets', 'BART_sample.pt')\n", "url = 'https://drive.google.com/uc?export=download&id=1A6LqCHPA5lHa5S3lMH8mLMNEgeku8lRG'\n", "if not os.path.isfile(path):\n", " print('Downloading BART sample dataset...')\n", " urllib.request.urlretrieve(url, path)\n", " \n", "train_x, train_y, test_x, test_y = torch.load(path, map_location=DEVICE)" ] }, { "cell_type": "markdown", "metadata": { "id": "jnGVwNLEamB_" }, "source": [ "We need to scale the input data a bit, following the tutorial:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "E05z8ufHamCA" }, "outputs": [], "source": [ "train_x_min = train_x.min()\n", "train_x_max = train_x.max()\n", "\n", "X_train = train_x - train_x_min\n", "X_valid = test_x - train_x_min" ] }, { "cell_type": "markdown", "metadata": { "id": "Y-LmMNNeamCA" }, "source": [ "The target data also needs to be scaled. However, contrary to the tutorial, we will use sklearn's `StandardScaler` for this. Although it performs the same transformation as in the tutorial, it allows us to easily inverse transform the targets back to their original scale, which will be useful later." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "d49KbS8TamCB" }, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "mF4vnCg5amCB" }, "outputs": [], "source": [ "# We need to transpose here because the target data is sequence x sample\n", "# but we want to scale over the samples, not over the sequence.\n", "y_scaler = StandardScaler().fit(train_y.T)\n", "y_train = torch.from_numpy(y_scaler.transform(train_y.T).T).float()\n", "y_valid = torch.from_numpy(y_scaler.transform(test_y.T).T).float()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LP1WUfkZamCB", "outputId": "62c319d5-05f3-4f83-f715-fe3affe57274" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "torch.Size([5, 1440, 1]) torch.Size([5, 1440]) torch.Size([5, 240, 1]) torch.Size([5, 240])\n" ] } ], "source": [ "print(X_train.shape, y_train.shape, X_valid.shape, y_valid.shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "m78ROdBOamCC" }, "source": [ "### Defining the module" ] }, { "cell_type": "markdown", "metadata": { "id": "jBTO18eRamCD" }, "source": [ "The module is effectively the same as in the tutorial." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "nUWjajcAamCD" }, "outputs": [], "source": [ "class SpectralDeltaGP(gpytorch.models.ExactGP):\n", " def __init__(self, X, y, likelihood, num_deltas, noise_init=None):\n", " super(SpectralDeltaGP, self).__init__(X, y, likelihood)\n", " self.mean_module = gpytorch.means.ConstantMean()\n", " base_covar_module = gpytorch.kernels.SpectralDeltaKernel(\n", " num_dims=X.size(-1),\n", " num_deltas=num_deltas,\n", " )\n", " self.covar_module = gpytorch.kernels.ScaleKernel(base_covar_module)\n", "\n", " def forward(self, x):\n", " mean_x = self.mean_module(x)\n", " covar_x = self.covar_module(x)\n", " return gpytorch.distributions.MultivariateNormal(mean_x, covar_x)" ] }, { "cell_type": "markdown", "metadata": { "id": "lq_CeSF-amCF" }, "source": [ "### Defining the likelihood" ] }, { "cell_type": "markdown", "metadata": { "id": "lI2ALbKPamCF" }, "source": [ "Here we show an example of using a non default likelihood. We wrap the initialization of the likelihood inside a function because we want to use some specific methods, such as `register_prior`. This function can be passed as the `likelihood` parameter to `ExactGPRegressor`." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "PqcHWVH2amCG" }, "outputs": [], "source": [ "def get_likelihood(\n", " noise_constraint=gpytorch.constraints.GreaterThan(1e-11),\n", " noise_prior=gpytorch.priors.HorseshoePrior(0.1),\n", " noise=1e-2,\n", "):\n", " likelihood = gpytorch.likelihoods.GaussianLikelihood(\n", " noise_constraint=noise_constraint,\n", " )\n", " likelihood.register_prior(\"noise_prior\", noise_prior, \"noise\")\n", " likelihood.noise = noise\n", " return likelihood" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "UrnQRdjaamCH" }, "outputs": [], "source": [ "gpr = ExactGPRegressor(\n", " SpectralDeltaGP,\n", " module__num_deltas=1500,\n", " module__X=X_train if DEVICE == 'cpu' else X_train.cuda(),\n", " module__y=y_train if DEVICE == 'cpu' else y_train.cuda(),\n", "\n", " likelihood=get_likelihood,\n", "\n", " optimizer=torch.optim.Adam,\n", " lr=2e-4,\n", " max_epochs=50,\n", " batch_size=-1,\n", " device=DEVICE,\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "6khjlhZaamCI" }, "source": [ "Again, as explained above, we additionally need to pass `X` and `y` to the module and we need to set the batch size to -1, since we still deal with exact GPs." ] }, { "cell_type": "markdown", "metadata": { "id": "zv2WtXbtamCI" }, "source": [ "### Training the model" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cfHM1NWXamCI", "outputId": "2c25ca40-d2a4-4867-f925-a1e4a36028e0", "scrolled": false }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " epoch train_loss dur\n", "------- ------------ ------\n", " 1 \u001b[36m2.8028\u001b[0m 2.2675\n", " 2 \u001b[36m2.1384\u001b[0m 2.0103\n", " 3 \u001b[36m1.6900\u001b[0m 2.0103\n", " 4 \u001b[36m1.4348\u001b[0m 2.0003\n", " 5 \u001b[36m1.2347\u001b[0m 1.9784\n", " 6 \u001b[36m1.1455\u001b[0m 2.0053\n", " 7 \u001b[36m1.0804\u001b[0m 1.9863\n", " 8 \u001b[36m1.0156\u001b[0m 2.5769\n", " 9 \u001b[36m1.0041\u001b[0m 1.9767\n", " 10 \u001b[36m0.9777\u001b[0m 1.9827\n", " 11 \u001b[36m0.9485\u001b[0m 1.9757\n", " 12 \u001b[36m0.8967\u001b[0m 1.9726\n", " 13 \u001b[36m0.8376\u001b[0m 1.9643\n", " 14 \u001b[36m0.8271\u001b[0m 1.9682\n", " 15 \u001b[36m0.8202\u001b[0m 1.9856\n", " 16 \u001b[36m0.7917\u001b[0m 2.0139\n", " 17 \u001b[36m0.7529\u001b[0m 2.0055\n", " 18 \u001b[36m0.7299\u001b[0m 1.9974\n", " 19 \u001b[36m0.7212\u001b[0m 2.3588\n", " 20 \u001b[36m0.7110\u001b[0m 1.9645\n", " 21 \u001b[36m0.7031\u001b[0m 1.9801\n", " 22 \u001b[36m0.6786\u001b[0m 1.9879\n", " 23 \u001b[36m0.6624\u001b[0m 1.9652\n", " 24 \u001b[36m0.6574\u001b[0m 1.9974\n", " 25 \u001b[36m0.6463\u001b[0m 1.9728\n", " 26 \u001b[36m0.6381\u001b[0m 1.9961\n", " 27 \u001b[36m0.6352\u001b[0m 1.9799\n", " 28 \u001b[36m0.6127\u001b[0m 1.9715\n", " 29 \u001b[36m0.6076\u001b[0m 2.0109\n", " 30 \u001b[36m0.5876\u001b[0m 2.0330\n", " 31 \u001b[36m0.5829\u001b[0m 1.9846\n", " 32 \u001b[36m0.5677\u001b[0m 2.0039\n", " 33 \u001b[36m0.5616\u001b[0m 1.9740\n", " 34 \u001b[36m0.5592\u001b[0m 1.9721\n", " 35 \u001b[36m0.5360\u001b[0m 1.9744\n", " 36 0.5434 1.9681\n", " 37 0.5394 1.9932\n", " 38 \u001b[36m0.5351\u001b[0m 2.0075\n", " 39 \u001b[36m0.5155\u001b[0m 1.9922\n", " 40 \u001b[36m0.5089\u001b[0m 1.9670\n", " 41 \u001b[36m0.4903\u001b[0m 1.9861\n", " 42 \u001b[36m0.4885\u001b[0m 2.0051\n", " 43 \u001b[36m0.4809\u001b[0m 2.0186\n", " 44 \u001b[36m0.4751\u001b[0m 2.0112\n", " 45 \u001b[36m0.4715\u001b[0m 1.9914\n", " 46 \u001b[36m0.4624\u001b[0m 1.9868\n", " 47 \u001b[36m0.4618\u001b[0m 1.9771\n", " 48 \u001b[36m0.4431\u001b[0m 1.9927\n", " 49 0.4564 1.9986\n", " 50 0.4590 2.0127\n" ] } ], "source": [ "# This context manager ensures that we dont try to use Cholesky. This is\n", "# in following with the tutorial.\n", "with gpytorch.settings.max_cholesky_size(0):\n", " gpr.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": { "id": "k2gP0P5zamCJ" }, "source": [ "### Analyzing the trained model" ] }, { "cell_type": "markdown", "metadata": { "id": "q1dCzdOzamCK" }, "source": [ "Again, let's plot the predictions and the standard deviations for our 5 time series and see how well the model learned." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Xa66Q973amCK", "outputId": "afcb0fdd-e1d8-41d5-d786-39f583131c4c", "scrolled": true }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "CPU times: user 7.06 s, sys: 62 ms, total: 7.12 s\n", "Wall time: 7.08 s\n" ] } ], "source": [ "%%time\n", "y_pred, y_std = gpr.predict(X_valid, return_std=True)" ] }, { "cell_type": "markdown", "metadata": { "id": "592pjiL_amCL" }, "source": [ "Here we make use of our [`StandardScaler`](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html) to scale the targets back to their original scale. Remember to also scale the standard deviations." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "tZ7HYG8bamCM" }, "outputs": [], "source": [ "y_pred = y_scaler.inverse_transform(y_pred.T).T\n", "y_std = y_scaler.inverse_transform(y_std.T).T" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "2_VwfGQPamCO" }, "outputs": [], "source": [ "def plot_bart(ax, X_train, y_train, X_valid, y_valid, y_pred, y_std):\n", " lower = y_pred - y_std\n", " upper = y_pred + y_std\n", "\n", " ax.plot(X_train, y_train, 'k*', label='train')\n", " ax.plot(X_valid, y_valid, 'r*', label='valid')\n", " # Plot predictive means as blue line\n", " ax.plot(X_valid, y_pred, 'b')\n", " # Shade between the lower and upper confidence bounds\n", " ax.fill_between(X_valid, lower, upper, alpha=0.5, label='+/- 1 std dev')\n", " ax.tick_params(axis='both', which='major', labelsize=16)\n", " ax.tick_params(axis='both', which='minor', labelsize=16)\n", " ax.set_ylabel('Passenger Volume', fontsize=16)\n", " ax.set_xticks([])\n", " return ax" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "rDJlgYIIamCP", "outputId": "9cd6d201-33ab-47e0-b05f-8281f6405177", "scrolled": false }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "fig, axes = plt.subplots(5, figsize=(14, 28))\n", "y_train_unscaled = y_scaler.inverse_transform(y_train.T).T\n", "y_valid_unscaled = y_scaler.inverse_transform(y_valid.T).T\n", "for i, ax in enumerate(axes):\n", " ax = plot_bart(\n", " ax,\n", " X_train[i, -100:, 0],\n", " y_train_unscaled[i, -100:],\n", " X_valid[i, :, 0],\n", " y_valid_unscaled[i],\n", " y_pred[i],\n", " y_std[i],\n", " )\n", " ax.set_title(f\"Station {i + 1}\", fontsize=18)\n", "\n", "ax.set_xlabel('hours', fontsize=16)\n", "plt.xlim([1250, 1680])\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "id": "zNAzOJ0kamCR" }, "source": [ "### Retrieving the covariance" ] }, { "cell_type": "markdown", "metadata": { "id": "KPVt-tKlamCR" }, "source": [ "If you have worked with sklearn's [`GaussianProcessRegressor`](https://scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.GaussianProcessRegressor.html#sklearn.gaussian_process.GaussianProcessRegressor) in the past, you might know that it supports a way to retrieve the covariance by calling `regressor.predict(X, return_cov=True)`. This is not supported by skorch.\n", "\n", "It is, however, possible to use the `forward_iter` method to get the covariance indirectly. This will return the posterior distribution, which has a `covariance_matrix` attribute. Below, we show how to use this to plot the covariance of the first 20 data points of the first time series." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "XamLxsJ4amCT" }, "outputs": [], "source": [ "posterior = next(gpr.forward_iter(X_valid))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "y_IofA0AamCT", "outputId": "17a3ff10-3575-473b-dfe3-8aa12645e77f" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "MultivariateNormal(loc: torch.Size([5, 240]))" ] }, "metadata": {}, "execution_count": 41 } ], "source": [ "posterior" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "UbJbAhdKamCT", "outputId": "5c372b33-94b2-451b-9e72-604f9f78ea74" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "torch.Size([5, 240, 240])" ] }, "metadata": {}, "execution_count": 42 } ], "source": [ "posterior.covariance_matrix.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 330 }, "id": "jWO3m32zamCT", "outputId": "61d36b23-98ad-45e4-eb98-b2ce1ba4b984" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "plt.imshow(posterior.covariance_matrix[0, :20, :20].detach().numpy())\n", "plt.colorbar()\n", "plt.grid(None)\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": { "id": "hxy7pLUpamCV" }, "source": [ "## Stochastic Variational GP Regression" ] }, { "cell_type": "markdown", "metadata": { "id": "Top4loQQamCW" }, "source": [ "So far, we have dealt with exact GP regression. As the name suggest, this method is exact instead of relying on approximations. There are a few disadvantages, however. Without going into details, exact solutions are in general only possible for Gaussian distributions, so if you want to use another distribution, you cannot use exact GPs. Also, using variational GPs with GPyTorch allows us to use batching, so it allows us to work with larger datasets." ] }, { "cell_type": "markdown", "metadata": { "id": "EAcBzCU9amCW" }, "source": [ "For this part of the notebook, we rely on the following GPyTorch tutorial:\n", "\n", "https://docs.gpytorch.ai/en/stable/examples/04_Variational_and_Approximate_GPs/SVGP_Regression_CUDA.html" ] }, { "cell_type": "markdown", "metadata": { "id": "2T_7uI1XamCW" }, "source": [ "### Getting the data" ] }, { "cell_type": "markdown", "metadata": { "id": "_tOOflQBamCX" }, "source": [ "Again, we download a real world dataset (if it hasn't been downloaded already) and perform some minor preprocessing first, following the tutorial. Automatic download doesn't work (anymore), so please go to the following URL and then download the file to a `datasets` subfolder within this folder.\n", "\n", "https://drive.google.com/uc?export=download&id=1jhWL3YUHvXIaftia4qeAyDwVxo6j1alk" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "fwkWqkTmamCX" }, "outputs": [], "source": [ "\n", "from scipy.io import loadmat" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Nsbvwm4LamCY" }, "outputs": [], "source": [ "path = os.path.join('datasets', 'elevators.mat')\n", "\n", "if not os.path.isfile(path):\n", " raise IOError(\"Please download the 'elevators.mat' file as described above\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "sQfG8u2AamCY" }, "outputs": [], "source": [ "data = torch.Tensor(loadmat(path)['data'])\n", "X = data[:, :-1]\n", "X = X - X.min(0)[0]\n", "X = 2 * (X / X.max(0)[0]) - 1\n", "y = data[:, -1]\n", "\n", "# train/valid split\n", "train_n = int(math.floor(0.8 * len(X)))\n", "X_train = X[:train_n, :].contiguous()\n", "y_train = y[:train_n].contiguous()\n", "X_valid = X[train_n:, :].contiguous()\n", "y_valid = y[train_n:].contiguous()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "XX2w8_vjamCZ", "outputId": "d7235267-d972-40dd-ff0d-239c020b4f9d" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "torch.Size([13279, 18]) torch.Size([13279]) torch.Size([3320, 18]) torch.Size([3320])\n" ] } ], "source": [ "print(X_train.shape, y_train.shape, X_valid.shape, y_valid.shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "NhU76xframCa" }, "source": [ "As you can see, we deal with a bigger dataset now than before. Thankfully, we will be able to use batching to avoid potential memory issues." ] }, { "cell_type": "markdown", "metadata": { "id": "folrRp0DamCa" }, "source": [ "### Defining the module" ] }, { "cell_type": "markdown", "metadata": { "id": "YhZM8r3SamCb" }, "source": [ "This time around, since we don't use exact GPs, we actually need to subclass from GPyTorch's `ApproximateGP`. Additionally, we need to define a variational strategy. For more details, please refer to the corresponding [GPyTorch tutorial](https://docs.gpytorch.ai/en/stable/examples/04_Variational_and_Approximate_GPs/SVGP_Regression_CUDA.html).\n", "\n", "Apart from that, we have to define the mean function, the kernel function, and the output distribution, as usual." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "J9B57SHramCc" }, "outputs": [], "source": [ "from gpytorch.models import ApproximateGP\n", "from gpytorch.variational import CholeskyVariationalDistribution\n", "from gpytorch.variational import VariationalStrategy" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "qh6FfMPRamCc" }, "outputs": [], "source": [ "class VariationalModule(ApproximateGP):\n", " def __init__(self, inducing_points):\n", " variational_distribution = CholeskyVariationalDistribution(inducing_points.size(0))\n", " variational_strategy = VariationalStrategy(\n", " self, inducing_points, variational_distribution, learn_inducing_locations=True,\n", " )\n", " super().__init__(variational_strategy)\n", " self.mean_module = gpytorch.means.ConstantMean()\n", " self.covar_module = gpytorch.kernels.ScaleKernel(gpytorch.kernels.RBFKernel())\n", "\n", " def forward(self, x):\n", " mean_x = self.mean_module(x)\n", " covar_x = self.covar_module(x)\n", " return gpytorch.distributions.MultivariateNormal(mean_x, covar_x)" ] }, { "cell_type": "markdown", "metadata": { "id": "2Ygc1WsgamCd" }, "source": [ "### Defining the GPRegressor" ] }, { "cell_type": "markdown", "metadata": { "id": "gZ73biMTamCd" }, "source": [ "Since we deal with non-exact GP regression, we import skorch's `GPRegressor`. On top of that, this time around we will see how to obtain validation scores using a predefined split. Specifically, we are interested in the mean absolute error. Fortunately, skorch provides all the tools to make this easy." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "TmXlOyy9amCf" }, "outputs": [], "source": [ "from skorch.probabilistic import GPRegressor\n", "from skorch.callbacks import EpochScoring\n", "from skorch.dataset import Dataset\n", "from skorch.helper import predefined_split\n", "from sklearn.metrics import mean_absolute_error" ] }, { "cell_type": "markdown", "metadata": { "id": "NsqNJpLcamCg" }, "source": [ "First we define the train/validation split using the validation data we split off earlier. Note that the input to `predefined_split` should be a `Dataset`." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "O_uAmj-JamCh" }, "outputs": [], "source": [ "train_split = predefined_split(Dataset(X_valid, y_valid))" ] }, { "cell_type": "markdown", "metadata": { "id": "qeqaflOhamCj" }, "source": [ "Second, we want to calculate the mean absolute error on the validation data, which we can achieve by using skorch's `EpochScoring` and the `mean_absolute_error` metric from sklearn." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "r9cMEoEIamCk" }, "outputs": [], "source": [ "# the \"name\" argument is only important for printing the output\n", "mae_callback = EpochScoring(mean_absolute_error, name='valid_mae')" ] }, { "cell_type": "markdown", "metadata": { "id": "3o7ixv49amCl" }, "source": [ "Next we initialize the `GPRegressor` using the module, train split, and callback we just defined:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "XGz1waizamCl" }, "outputs": [], "source": [ "gpr = GPRegressor(\n", " VariationalModule,\n", " module__inducing_points=X_train[:500] if DEVICE == 'cpu' else X_train.cuda()[:500],\n", "\n", " criterion=gpytorch.mlls.VariationalELBO,\n", " criterion__num_data=int(0.8 * len(y_train)),\n", "\n", " optimizer=torch.optim.Adam,\n", " lr=0.01,\n", " batch_size=1024,\n", " train_split=train_split,\n", " callbacks=[mae_callback],\n", " device=DEVICE,\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "IS6msHZeamCm" }, "source": [ "Some notes:\n", "\n", "- Our variational strategy requires some data as \"inducing points\", which we pass to the module as `module__inducing_points`. We will use 500 data points from our training data for this.\n", "- We use a criterion to match our variational GP, in this case `VariationalELBO` (the default).\n", "- We can now take advantage of batching by setting `batch_size=1024` instead of -1.\n", "- We set criterion__num_data=int(0.8 * len(y_train)), i.e. to 80% of the total data. This is because above, we split off 20% of the training data for validation. If this number if different (e.g. because you perform a grid search), you should adjust the ratio accordingly." ] }, { "cell_type": "markdown", "metadata": { "id": "KtTYgLZJamCn" }, "source": [ "
\n", " Warning:\n", " If you run a grid search, sklearn will split X into several folds, some of which might not contain the samples X[:500], which can lead to data leakage. In this case, you might want to set aside those inducing points completely, not using them for training at all.\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "wdwxcGejamCn" }, "source": [ "### Fitting" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "zhDfV5l_amCn", "outputId": "026793a3-9889-47f8-eec7-805028acbdbc", "scrolled": false }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " epoch train_loss valid_loss valid_mae dur\n", "------- ------------ ------------ ----------- ------\n", " 1 \u001b[36m1.0031\u001b[0m \u001b[32m0.8378\u001b[0m \u001b[35m0.1155\u001b[0m 2.9539\n", " 2 \u001b[36m0.7828\u001b[0m \u001b[32m0.7296\u001b[0m \u001b[35m0.0887\u001b[0m 2.7960\n", " 3 \u001b[36m0.6923\u001b[0m \u001b[32m0.6523\u001b[0m \u001b[35m0.0790\u001b[0m 2.7925\n", " 4 \u001b[36m0.6208\u001b[0m \u001b[32m0.5853\u001b[0m \u001b[35m0.0765\u001b[0m 2.8693\n", " 5 \u001b[36m0.5560\u001b[0m \u001b[32m0.5218\u001b[0m \u001b[35m0.0753\u001b[0m 2.9935\n", " 6 \u001b[36m0.4932\u001b[0m \u001b[32m0.4593\u001b[0m \u001b[35m0.0750\u001b[0m 4.6813\n", " 7 \u001b[36m0.4308\u001b[0m \u001b[32m0.3970\u001b[0m 0.0751 3.0535\n", " 8 \u001b[36m0.3684\u001b[0m \u001b[32m0.3345\u001b[0m 0.0751 2.8387\n", " 9 \u001b[36m0.3058\u001b[0m \u001b[32m0.2717\u001b[0m \u001b[35m0.0748\u001b[0m 2.8133\n", " 10 \u001b[36m0.2429\u001b[0m \u001b[32m0.2087\u001b[0m \u001b[35m0.0746\u001b[0m 2.9065\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[initialized](\n", " module_=VariationalModule(\n", " (variational_strategy): VariationalStrategy(\n", " (_variational_distribution): CholeskyVariationalDistribution()\n", " )\n", " (mean_module): ConstantMean()\n", " (covar_module): ScaleKernel(\n", " (base_kernel): RBFKernel(\n", " (raw_lengthscale_constraint): Positive()\n", " )\n", " (raw_outputscale_constraint): Positive()\n", " )\n", " ),\n", ")" ] }, "metadata": {}, "execution_count": 54 } ], "source": [ "gpr.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": { "id": "Vhu_Sfi3amCn" }, "source": [ "### Analyzing the trained model" ] }, { "cell_type": "markdown", "metadata": { "id": "U_BF_EQVamCn" }, "source": [ "As always, we can take a look at the model prediction and the confidence intervals. We only show the first 50 predictions because the time series is really long." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "rSSxDNiramCn" }, "outputs": [], "source": [ "y_pred, y_std = gpr.predict(X_valid[:50], return_std=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 483 }, "id": "qj0wqrfAamCp", "outputId": "1287b8c1-4eed-4338-e870-cfa34a77340f" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "fig, ax = plt.subplots(figsize=(16, 8))\n", "x_vec = np.arange(50)\n", "ax.fill_between(x_vec, y_pred - y_std, y_pred + y_std, alpha=0.5, label='+/- 1 std dev')\n", "ax.plot(x_vec, y_pred, label='prediction', color='blue')\n", "ax.plot(x_vec, y_valid[:50], 'ko', label='true')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": { "id": "jaE2UMLMamCp" }, "source": [ "# Classification" ] }, { "cell_type": "markdown", "metadata": { "id": "N9De-hMLamCp" }, "source": [ "GPs are most frequently used for regression, but it's possible to use them for classification as well. Since the output distribution cannot be a Gaussian in case of classification, we cannot use exact GPs for this. Instead, we again rely on variational GPs." ] }, { "cell_type": "markdown", "metadata": { "id": "bfIvhx_xamCp" }, "source": [ "## Binary classification" ] }, { "cell_type": "markdown", "metadata": { "id": "Dxha0ItcamCp" }, "source": [ "For binary classification, we can use skorch's `GPBinaryClassifier`, which uses `gpytorch.likelihoods.BernoulliLikelihood` by default. Bernoulli distributions can be used to model binary outcomes, which is exactly what we're interested in." ] }, { "cell_type": "markdown", "metadata": { "id": "jq9MDpgAamCp" }, "source": [ "This section is loosely based on the following GPyTorch tutorial:\n", "\n", "https://docs.gpytorch.ai/en/stable/examples/04_Variational_and_Approximate_GPs/Non_Gaussian_Likelihoods.html" ] }, { "cell_type": "markdown", "metadata": { "id": "Y-8ZC6PHamCp" }, "source": [ "### Getting the data" ] }, { "cell_type": "markdown", "metadata": { "id": "JLO6U8ZeamCr" }, "source": [ "Again, we will rely on a toy dataset based on the sine function with added noise for this section. However, instead of defining a regression target, we transform the target into a classification problem by assigning the label 1 to positive targets and 0 to negative targets." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Qk0mqUHeamCr" }, "outputs": [], "source": [ "sampling_frequency = 2\n", "X_train = torch.arange(-8, 9, 1 / sampling_frequency).float()\n", "y_train = torch.sin(X_train) + 0.5 * torch.rand(len(X_train)) - 0.25\n", "y_train = (y_train > 0).long()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Gs4kxDBSamCr" }, "outputs": [], "source": [ "X_valid = torch.linspace(-10, 10, 100)\n", "y_valid = (torch.sin(X_valid) > 0).long()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 392 }, "id": "rCRIWgi3amCs", "outputId": "a90db749-b22d-42d6-b454-df68bb216a11" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 59 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "ax.plot(X_train, y_train, 'ko', label='train data')\n", "ax.plot(X_valid, y_valid, color='red', label='true')\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": { "id": "hNsn4hmvamCt" }, "source": [ "### Defining the module" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "q5W2G5v6amCt" }, "outputs": [], "source": [ "from gpytorch.variational import UnwhitenedVariationalStrategy" ] }, { "cell_type": "markdown", "metadata": { "id": "_BgQvIUcamCu" }, "source": [ "As in the previous example using variational GP, we need to define a variational strategy for our module." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "o4zQnJmnamCu" }, "outputs": [], "source": [ "class GPClassificationModule(ApproximateGP):\n", " def __init__(self, inducing_points):\n", " variational_distribution = CholeskyVariationalDistribution(inducing_points.size(0))\n", " variational_strategy = UnwhitenedVariationalStrategy(\n", " self, inducing_points, variational_distribution, learn_inducing_locations=False,\n", " )\n", " super().__init__(variational_strategy)\n", " self.mean_module = gpytorch.means.ConstantMean()\n", " self.covar_module = gpytorch.kernels.ScaleKernel(gpytorch.kernels.RBFKernel())\n", "\n", " def forward(self, x):\n", " mean_x = self.mean_module(x)\n", " covar_x = self.covar_module(x)\n", " latent_pred = gpytorch.distributions.MultivariateNormal(mean_x, covar_x)\n", " return latent_pred" ] }, { "cell_type": "markdown", "metadata": { "id": "mBcH5MSDamCv" }, "source": [ "### Defining the GPBinaryClassifier" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Zf3ojE5DamCw" }, "outputs": [], "source": [ "from skorch.probabilistic import GPBinaryClassifier\n", "from sklearn.metrics import accuracy_score" ] }, { "cell_type": "markdown", "metadata": { "id": "xt9q59sfamCw" }, "source": [ "This time around, instead of using skorch's `GPRegressor`, we will use `GPBinaryClassifier`. The rest is pretty much the same as above. As inducing points, we use the whole training dataset, since it's only so small. For bigger datasets, you might want to choose a subset." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "aFgQVuBeamCw" }, "outputs": [], "source": [ "gpc = GPBinaryClassifier(\n", " GPClassificationModule,\n", " module__inducing_points=X_train if DEVICE == 'cpu' else X_train.cuda(),\n", " criterion__num_data=len(X_train),\n", "\n", " optimizer=torch.optim.Adam,\n", " lr=0.01,\n", " max_epochs=30,\n", " device=DEVICE,\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "aFHc2bHzamCx" }, "source": [ "### Fitting" ] }, { "cell_type": "markdown", "metadata": { "id": "4uCgeXaCamCx" }, "source": [ "For classification, `GPBinaryClassifier` performs an internal, stratified train/validation split, as usual for skorch." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "FnQ20I-TamCx", "outputId": "3e9cda86-3723-415c-c862-9e8b8e448c1f", "scrolled": false }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " epoch train_acc train_loss valid_acc valid_loss dur\n", "------- ----------- ------------ ----------- ------------ ------\n", " 1 \u001b[36m0.5185\u001b[0m \u001b[32m0.9305\u001b[0m \u001b[35m0.5714\u001b[0m \u001b[31m1.3849\u001b[0m 0.0276\n", " 2 \u001b[36m1.0000\u001b[0m 1.9390 0.5714 \u001b[31m0.9585\u001b[0m 0.0203\n", " 3 1.0000 0.9674 0.5714 0.9877 0.0156\n", " 4 1.0000 1.0619 0.5714 1.1419 0.0155\n", " 5 1.0000 1.3837 0.5714 1.1226 0.0162\n", " 6 1.0000 1.3083 0.5714 1.0169 0.0205\n", " 7 1.0000 1.0615 0.5714 \u001b[31m0.9482\u001b[0m 0.0182\n", " 8 1.0000 \u001b[32m0.9017\u001b[0m 0.5714 0.9565 0.0177\n", " 9 1.0000 \u001b[32m0.8955\u001b[0m 0.5714 1.0097 0.0181\n", " 10 1.0000 0.9748 0.5714 1.0539 0.0163\n", " 11 1.0000 1.0409 0.5714 1.0590 0.0184\n", " 12 1.0000 1.0425 0.5714 1.0293 0.0160\n", " 13 1.0000 0.9891 0.5714 0.9878 0.0210\n", " 14 1.0000 0.9196 0.5714 0.9564 0.0169\n", " 15 1.0000 \u001b[32m0.8685\u001b[0m 0.5714 \u001b[31m0.9457\u001b[0m 0.0174\n", " 16 1.0000 \u001b[32m0.8504\u001b[0m 0.5714 0.9532 0.0188\n", " 17 1.0000 0.8597 0.5714 0.9688 0.0163\n", " 18 1.0000 0.8799 0.5714 0.9814 0.0174\n", " 19 1.0000 0.8937 0.5714 0.9846 0.0186\n", " 20 1.0000 0.8917 0.5714 0.9783 0.0161\n", " 21 1.0000 0.8743 0.5714 0.9672 0.0184\n", " 22 1.0000 \u001b[32m0.8491\u001b[0m 0.5714 0.9570 0.0156\n", " 23 1.0000 \u001b[32m0.8254\u001b[0m 0.5714 0.9520 0.0175\n", " 24 1.0000 \u001b[32m0.8096\u001b[0m 0.5714 0.9533 0.0155\n", " 25 1.0000 \u001b[32m0.8034\u001b[0m 0.5714 0.9589 0.0186\n", " 26 1.0000 0.8043 0.5714 0.9654 0.0169\n", " 27 1.0000 0.8072 0.5714 0.9694 0.0174\n", " 28 1.0000 0.8075 0.5714 0.9694 0.0177\n", " 29 1.0000 \u001b[32m0.8025\u001b[0m 0.5714 0.9654 0.0171\n", " 30 1.0000 \u001b[32m0.7924\u001b[0m 0.5714 0.9594 0.0158\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[initialized](\n", " module_=GPClassificationModule(\n", " (variational_strategy): UnwhitenedVariationalStrategy(\n", " (_variational_distribution): CholeskyVariationalDistribution()\n", " )\n", " (mean_module): ConstantMean()\n", " (covar_module): ScaleKernel(\n", " (base_kernel): RBFKernel(\n", " (raw_lengthscale_constraint): Positive()\n", " )\n", " (raw_outputscale_constraint): Positive()\n", " )\n", " ),\n", ")" ] }, "metadata": {}, "execution_count": 64 } ], "source": [ "gpc.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": { "id": "N5kYHR9uamCy" }, "source": [ "### Analyzing the trained model" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 501 }, "id": "PmrRKM5DamCy", "outputId": "c6525058-c308-4ac5-a69e-95b5504acdad", "scrolled": false }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 65 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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AMMJQVRX33/8gGjdujPnzX8Ly5e+jceMmKCoqAgDMnj0Dubm5uOKKqzBlypNYs2YVNE3D8OEP4M03/46NGzfgyScfR6dOnfHzzxtx++134fXXF+CDD5YBAM488yz0738dxo8fiwYN8rBu3Vrs2PE7xox5FMcd10HkaZJHrGeqcjIjpVQVpqJ4utFzNYN5kU5jdQg5KFwY57w06ABK15KOHRvAO++k9rAuusjA2LHBhD/3yy8/48UX56OwsBDXX94TuqLgtM5dccoVfTBhwjj07XsNTj75VHz++ad46aVZuPXWO/Hmm4swf/4iRCIG+vS59JDn++qrL7Fz5w688MJcfPfdN/jgg3+hX79rsWbNKtx77wgsXfoOAGDbtq345z/fwcyZLwMABg8eiHPO6QEACIVCmDx5Gt56axHee28Jg+AyimFYgYCiiD4U79F1Tv1KinmRAsSmhD2cF+kKnAVxnJkGpWJ5NR2kW7cToes6cnNzUVv3YaumoVPLVgCAVat+wObNm/DSS7MRjUaRm1sXW7duQZs2bREIBAAEcNxxHQ95vvXrf0KXLn+IP3e3bidi+/ZtR/ze//1vHTp37gK97ILr0uUP2LBhPQDgD384AQCQl9cIa9astutPd5+IwcbQLrrOUS9ZsTSg89JgNMwVmA7hPM37C+Oku5rGjg0mNWprh2jUjH9uAlAA+Mv+r+s+PPLIRDRo0CD+M2vXroailE/Hm+ahWwuqqnbE145OgWmW/+5wOBx/Xu2gfdIP/pm0Z0TYGNrE1HRPN3quxnQIxzEdQg5cDC0AN8tIL6tX/4BIJIJ9+/ahOBpBbiQSb/g6dToen3zyEQDg66+/wrJl76FZs+bYtOkXhMNhFBUVYt26tYc8X8eOnfDNN/8FYI0KT5o0EYqiInLYoqP27Y/DqlU/wjAMGIaBNWtWo3374+z/g11MMTgSbBtdYzqEpFgdQgBWh5ADF0M7jukQaaZx46Z48MER2Lp1C25r3wHPf/1VvAc0aNBgPPbYw1i+/H0oioKRIx9C7dp1cMEFvTBkyPVo2rQZOnTofMjzdet2Ij755GPceuuNAIB77hmBBg0awDDCGD36fpxxxp8AAE2aNMXFF1+GO+4YjGjUxEUXXYLGjZs4+8e7TcTglLBdmA4hL46GOS8NaqW6Qjwdgu2+Y1gdIr00a9Yct99+FwAg6/FH0WfR69in+xAG0KBBHiZPnnbEY6677kZcd92Nh3ztxBNPin9+xx13H/GYV15544ivXXFFH1xxRZ9DvjZq1Nj45927n4nu3c+syp/jbYbBdAibWOkQ3m30XM3gZhlOiwdd7BgKxXQIAdIgH57pEBVJgxffzZgOYSNd50p4STEdQgCmQ8iBQbDjyjfL8O79gFdTmSM2uGAQLLdIhI2hXTSmQ0iLgYDzeC+QA6tDOC8N0iE4ElyB2BvNywnhrmYYzA2zialrnm70XC0WCDAIdgyrQ8hB4cI456VBB5BBcEW4GEJqTIewka6z8yep+JQ8R8Ocw80y5MAa2Y5Lh8FABsEVSYP6eK7GzTLsw4Vx8uLWsc5Lg9EwV2A6hPPSYDCQQXAFOAUmOW6WYRtT52YZ0mI6hON4L5ADq0MIkAaDgQyCK8IVwVKz0iE4GmYLXfP09JebMR1CAN4L5MCcYMelQweQQXBFOAUmt4jBQMAuTIeQF0fDnJcGU8KuEC8PyMEPx6RBB5BBcAXKC6Sz4ZMSF8bZxkqH8G6j52qR2GYZvPYdo5bdJj08GuYGSqwikKKIPpT0kQaDgQyCK6LFVgR798V3LdOEEokwELCLrkMxTSAaFX0kdJjydAiOhjlGUWBqGu8FonHgw3HpMBjIILgiadADcq3YG5LpEPbQvL8YwrWYDiGGzg1khGMKnPOYDpG+0iEh3LVYL9JWJjuA8mJ1CDE0VkwRzuDsn+PS4F7AILgiadADci2DgYCtYtc+O4DSYXUIMUxd571AMCXCikBOS4fBQAbBFYnXx2PvXzbx4IyBgD3SYL941+JmGWLomqcDAVcwmA7huDQYDGQQXIF06AG5FutF2spkSSh5MR1CDJYNFM8weN07LQ0GAxkEVyQNekCuFUuH0Hj52qLsvDIdQj7x9kjlSLCTmA4hnhKJsCqKw8qrQ3j32mcUUZE0SAh3K6ZD2IzpEPJidQgxdN3TZaJcwTAYBDtN8/5gIIPgCpSnQ7Dhkw4DAXuxAyivCK99ITSN7wfRmA7hvDS4FzAIrojOzTKkxeoQtjJZHUJaSllunskRMUcxHUI8qzoE23wnpcNgIIPgiqRBD8itFG6WYS+NC+OkxVkQMbhZhnhGhG2+09JgMJBBcAVYHUJi3CzDXjp3jJMW0yHE4GYZ4jEdwnlpMBjIILgirA4hL6ZD2IrpEPJS4pVReO07iekQ4nGzDOelw2Agg+CKsFaqtFgdwmasDiEv1sgWg5tliMfNMpyXBoOBDIIrkA718VyLeZH2YgdQXhGmAgnBzTLEMk0oTIdwXhrcCxgEVyQNekCuFVshz0DAFrHzynQI+TAdQgxT160FuaYp+lDSUzRqfWQQ7Kh0GAxkEFyRNEgIdyumQ9iM6RDy4iyIGGlQKkpqseuepQGdlQaDgQyCK5AO9fFci4GAvdgBlBerQ4jBiilicTG0GGlwL2AQXJE0qI/nWhE2iHaKdQCZDiGf8s0yeO07yUyDYEBmCjt/QqTDYCCD4IrE3mwMBKQT75gwELBHGiyGcC3WyBaDHUOx2OaLwXSI9GUyL1Je8TJRDARswalfeXFETAx2DMWKL4bmde8onQvj0lca9IBci+kQtmI6hLxYHUIMkx1DocoXQ3Pgw0npMBjIILgiuvdzYdyK6RA2Y/6jvLhZhhjsGIrFxdBipMFgIIPgiqhlp8bDL75rsUG0F4NgeXFETAy+J8RidQgx0mAwkEFwRRSF+8XLKsL8MDvFCqQrHm743EoxDJiqWt5JJ0ewOoRY8baIs3/O0ryfBsSWtDK67umEcLdSWDjdXrzhyyticAZEhHg6BDuGQrAqihiKAlPTPD0YyCC4EqamczWwjJgOYS8GwfIyIrzuReDCOLGYDiGOxwcDGQRXhukQcmJ1CFuxOoS8FMNgZQgBmA4hVnl1CF77jvP4YCCD4Mromqd7QG7F6hA2S4PFEK4VMTglLAI7hmJx9k8YU9c9nQbEILgSVjoEGz3pcLMMe8Wnfr3b8LmWYbDzJwJHgsXiZhnieHwwkEFwZZgOISemQ9iqfL94XvuyUQyD170AJjuGQnGzDIE8PhjIILgyus4pYQkxHcJmaVAg3bUiXBgnBNMhxGI6hDBeLxXLILgSpqZ5ugfkWmwQ7cWpX3kZBkfDROB7QixWhxDH44OBDIIr4/EekGvF0iE4EmyL8nQI7zZ8bsV0CDHi55wjwUKwOoRAHh8MZBBcGY/Xx3MrhQvj7FV2XtkBlBA3yxBDY4qQUGzzhWE6RBrjZhmSYjqEvTj1Ky8jwtEwEbgwTiymQ4jj8cFABsGV0TUuhJAR0yFsxeoQ8mI6hBhMhxCL6RACeXwwkEFwZTxeGsStFI4E24vVIeTFzTLEYDqEWGzzhfF6OkRSV9Rjjz2G77//HoqiYOTIkejatWv8e/Pnz8fbb78NVVVx/PHHY9SoUbYdrOM8virStSJR6yMbRHvE0yF47UsnwnQIIbiLolgRbpYhTLpvlrFy5Ups2rQJCxcuxPjx4zF+/Pj49woLCzF79mzMnz8fCxYswMaNG/Hdd9/ZesBOim8XaJqiD4UOFk+H4IiYHeLn1cMNnyuZJtMhBDGZJy9UfNtetvnO8/iMeMIg+PPPP0ePHj0AAO3atUNBQQEKCwsBAD6fDz6fD8XFxTAMAyUlJahTp469R+wkloqSEtMhbMZ0CDlFOQMiTFnwpfBeIAbbfGG8PhiYMAjetWsX6tatG/9/vXr1kJ+fDwAIBAK47bbb0KNHD5xzzjn4wx/+gDZt2th3tE6LrwhmMCAVNoj24qiXnOI7JXI0zHF8T4jF6hDieHwwsMpXlHlQb6CwsBAzZszAe++9h1q1amHgwIH46aef0KFDhwofX7duFnSBCzvy8nKS/+GsDOsxdTOBWrVsOiK5Vel8OUVXAAD1G+UCkh2flOerqqK5AIAMXUGGzX+PJ86XU4qKAAD+rAyetySl7DzVs54nJ1NHjofPvbTXVaYVqtSplyNVmy/t+UqlrACAsjgoI6NGTyXj+UoYBDds2BC7du2K/3/nzp3Iy8sDAGzcuBEtWrRAvXr1AAAnnXQSVq1aVWkQvHdvcU2Pudry8nKQn38g6Z+vHQECAHb9vhdmHW9OBVSmqufLKbWLSq3XZV8pTE2e45P1fFWVsq8EDQAEi0qx38a/xyvnyyl5fisdIhiFra+LV6Ty+vIXhVEHQOG+QpR49NzL/H7M3FeEWgAKisIISXKMMp+vVKodteKg/O17azQYKPJ8VRZ8J0yH6N69O95//30AwOrVq9GwYUPUKjsRzZo1w8aNG1FaWgoAWLVqFVq3bp2CQ5YEV8nLKZ4OwWlhW7AmqpwM1koVhptliMU2X5xYeUCP3g8StqYnnngiOnfujL59+0JRFDz00ENYvHgxcnJycN5552HQoEEYMGAANE3DCSecgJNOOsmJ43aEyZxgOXGzDFvFzyuve7kwL1IYVocQS2GbL47HBwOTuqLuvffeQ/5/cLpD37590bdv39QelSwO6gGlXzKEvFgdwmasDiEnLowTx+OjYdJjmy+M1wcDuWNcZdj7l1OsR8oG0R7cGEBODATE4b1ALF774ni8A8gguBKcApNUhCNitlLLmgVe93JhOoQw8Wl4jwYCsovVZ+YGSQJ4PA5iEFyZeA+II2IyUQzDagwVRfSheJOieH6/eFfiwjhxyqaEFY/mRUqPI8HCeH0wkEFwZTSOiEnJMNgY2k3XOeolG66QF0fzdl6k9BgEi+PxwUAGwZXweg/ItSIGR8NsZmq6Z1cDuxbTIcRh2UCxWB1CHC6MS2MeTwh3LSPCQMBuTIeQD9MhhIkFX3xPiMGKQOJ4fTCQQXBlPP7iu5USMTglbDdd46iXbBgIiOPxWqnSi03Fs913nscHAxkEV8LkLkFyMpgOYTcrHcKbjZ5rMR1CnNi9wKOBgPQMpkMI4/HBQAbBlfF4D8i1DIOBgN2YDiEfbpYhDNMhxGI6hDheHwxkEFwZj/eA3EqJRNgY2k3XuVmGbBgIiMN7gVgRXvvCeHwwkEFwJUyuCJaTYXA0zGampvGGLxumQ4jDe4FYRmyzDF77jvN4B5BBcGU4BSYnpkPYj+kQ8mF1CGHK0yE4OyJCeToEBz+c5vXBQAbBlfF4LoxbWdUhGAjYiptlyIeBgDger5UqPaZDiOPxwUAGwZXweg/ItYwIR8Nsxs0yJMR0CHF4LxCL1SHE8fhgIIPgyni8B+RaTIewn655diGEazEdQhhWhxCL1SHE8fpgIIPgyng8IdytuFmGA1gnWD4MBMThZhlixSrVcEG08zzeAWQQXInyHhAbPqkYBqCyMbQVq0PIh3WCxdG4WYZQhgFTUQCVIYvjNG/nw/OKqkzZi+/VHpArmSYUpkPYztR1KNEoEI2KPhSKiedFMgh2nKrCVFXeCwRRDC6GFsXrg4EMgivDdAj5xIIyNoj20rzd8LkS0yHE0pkiJAwrAonj8cFABsGV8HpCuCtxStgZLAklHwbBYrFsoDhGhJUhRPH4YCCD4Mp4PCHclVgmyhGx88sKERJhmSihWDZQHCsdggMfInh9MJBBcGU8Xh/PjRQWTXeG5u3evytxJFgslg0Uh+kQ4nh8MJBBcCW83gNyJdZKdQZLQsmHO8aJxbKB4hgGZ0BE8fi9gEFwZTzeA3Klsjci0yHsZZYFWhz5kgjTIYQyuTBOGMWIcCRYFN3b5QEZBFfG4wnhbhQPyrgwzl5Mh5AP0yHE0nUorJYiRsTg7J8gXt8tkUFwJeIjLh7tAbkSAwFnsAMoH177YnEDGXEMIz47RQ7z+L2AQXBlYlPCHs2FcSVWh3AEq0NIiOkQQjEdQhyFC+PE8fjaKAbBlfF4D8iN4tORDATspXl7MYQrcWGcWLrOTqEoBtMhRDE1bw8GMgiuBNMhJMRAwBncLEM+TIcQi3o5kFIAACAASURBVHWCxTEinP0TxeODgQyCK6N7OyHclZgO4QimQ0iI6RBCMR1CHCsdggMfQjAdIo15vD6eG5VXh2AgYCtWh5APR4LF4mYZ4jAdQhhWh0hjsVwYr/aAXImBgDPivX92AKXBVCCxuFmGOIbB2T9R4veCqNjjsAmD4MowHUI+3CzDESa3DJcP0yGEMnXduheYpuhDSS/RKBTT5MCHKNwsI415PCHcjbhZhkM05gRLh7MgYsXOe9SbI2LSMtjmi8R0iDTG6hASYiDgDHYA5cNrXyyNFVOE4GJosTx+L2AQXJl4OgSnhKXBBtERpsdXBLsS0yGEMj0eDMgqPhvFNl8Mj98LGARXhrVSpcPqEA7x+BSYK3FhnFgsGyiGwTZfpPJ0CG8OBjIIrgTTISQUeyMyELAXF8bJh+kQYrFsoBhcDC2WxwcDGQRXhtUh5MN0CEcwHUJCTIcQymTdeCHK0yE48CGEx+8FDIIrw0ZPOkyHcAjTIeTDkWCxyhbGMR3CYUyHEIrVIdIZN8uQDwMBZ3ARkHx47YvF94QYnP0Ty+ODgQyCK6MoMDXNsz0gV2KD6IjydAhvNnyuZBgwFQVQ2WyLwOoQYrA6hGAeHwxka5qIrnv2xXcjJRaUsXC6vWJTv7zhy8MwGAiIFN9Ahh1DRxls84VSVZiq6tl7AYPgRDTds9MArsQpYWdw1Es+DILF8vgqeWlx9k88Xffsdc8gOIH4fvEkBzaIjmB1CAkZBitDCMR0CDG4GFoCHp4RZxCciK559sV3IzaIDvH4imBXMgyWiRIpng7B94SjOPsnnOnhGXEGwYlo3p0GcKX4ZhlsEG3FzTLkw3QIsTgSLAbbfPF0zbOdPwbBCTAdQjLcOtYRTIeQENMhhOJmGWLEgi+TC+PE8fBgIIPgRHQdiEZFHwWVUaJlW2gyGLAX0yHkE4lwNEykWMWUKINgR0U4EiyayYVxaUzTPPviuxLzw5zBqV/5GAZz4UXie0IMtvni6bpnSwMyCE7Ayz0gV2KD6Ij4SDvTIeRhGDCZBiQMq0OIUZ4OwTZfGA8PBjIITkTXPZsQ7kax3ijzw2ymxzbL8Gbv35W4ME4sVocQgwvjhPPyYCCD4EQ8XBrElTgS7AyOesmH6RBisWKKGFwMLZ6HBwMZBCdgengawJUYBDuC6RASMgxuEiOSxh3jhGA6hHgeHgxkEJyIh+vjuRIbRGforA4hHW6WIZTJdAghFA58CMd0iHTm4fp4bsQG0SGsiSofpkOIxRQhMdjmi+fhwUAGwQnEN8swTdGHQsBBNSM5Iman+MJDjzZ8rsR0CLEYBIvBxdDieXgwkEFwIrGGjxtmyMFgOoQjmA4hl2jU6ogzCBYmFoR5tV6qrDj7J56XBwMZBCfCxRBSYYPoEI56ySX2OnA0TBy+J8Rgmy+ehwcDGQQnwALpkomwQXQCq0NIJjYDwuteHN4LxOBiaPE8PBjIIDgRnSuCpWLE8sPYINoqng7BqV8ZKOz8CcfqEGJw9k88Lw8GMghORPPui+9G5Q0ip4VtpXu35+9K8XQIBgLCsGKKGAYXQwvn4cFABsEJmGz45MIRMUcwHUIysRkQXvfisGMoBtMhxPPwYCCD4ETiK4K99+K7EqtDOIPVIaRSng7B0TBRmA4hBtMhxPPyYCCD4EQ8nAvjRmwQHeLhRs+VmA4hHu8FYrDNF8/Dg4EMghPwckK4K8VqdLJUlL24WYZcWB1CPN4LxIhwMbRwHr72GQQnEp8C44iYFAwDpqoCKi9dWykKTE1jOoQkWB1CPJP3AiG4GFo8Lw8GMpJIhIshpKIYBgMBp+g6R4JlYXAGRDjeC8RgOoR4Hu4AMghOwMs9IFeKMAh2jKYzJ1gWTIcQj/cCMVgdQjwPdwAZBCfCFcFyMSJsDB0S3y+ehIu3P7z2hWHZQDG4GFo8Lw8GJnVVPfbYY/j++++hKApGjhyJrl27xr+3fft2DBs2DOFwGJ06dcK4ceNsO1ghPPziu5GVDsEpYUfoGm/4smAgIB7LBorBzTLE8/BgYMKR4JUrV2LTpk1YuHAhxo8fj/Hjxx/y/ccffxw33HADFi1aBE3TsG3bNtsOVgQv18dzpYjB0TCnaDo7f7KIBwK89oWJBWEezIuUGtMhxPPwYGDCIPjzzz9Hjx49AADt2rVDQUEBCgsLAQDRaBRff/01/vznPwMAHnroITRt2tTGwxXAw/XxXMkwYHJxkCNYHUIeSjwQYAabKKaHd82SWbwNYrsvTuzce3AwMGGLumvXLtStWzf+/3r16iE/Px8AsGfPHmRnZ2PChAm4+uqrMWnSJPuOVBQP94DcSDEiHA1ziq5z1EsW3CxDPKZDiMFUIOFMDw8GVvmqMk3zkM937NiBAQMGoFmzZhg8eDA++ugjnH322RU+vm7dLOgCc3vy8nKq9oA62QCA3Fp+oKqP9YAqny+7mRHA75PvuMrIelzV4vcBwaCtf5OnzpedavkBANl1spHNc5a0lF5f4VwAQIauIMOjr4GU70ddAQDUb5Qr3T04FeertBT46Sdg9WqgsBCoUwfIzT30Y4MGgN+fggOurhTFQTJeXwmD4IYNG2LXrl3x/+/cuRN5eXkAgLp166Jp06Zo2bIlAOD000/H//73v0qD4L17i2t4yNWXl5eD/PwDVXpMZmkEtQAU7N6PUBUf63bVOV92qxcKw/T5sVey4wLkPF81UVdRoYbC2G3T3+S182Un/+79qAOgsDSCEp6zpKT6+lL2laIBgNKiUhzw4Gsg6/uxdlEpAgB27SuBqcpzfFU9X9Eo8OuvClat0rBmjYp161T89JOGX35REI0qlT62dm0TN94Ywk03hVG/vlnpz9ohKxhBNoB9u/YjXM1rROT1VVnwnTAI7t69O6ZOnYq+ffti9erVaNiwIWrVqmU9WNfRokUL/Prrr2jdujVWr16NCy+8MHVHLgPdu7kwbqREDNZKdQo3y5AHF8aJV3YvYDqEw1y4W2I4DKxfr+LHH1WsWqXhhx+sj4WFhwa7ubkmTjklguOOi6JDhyhyc03s36/gwAEFBQXA/v0KCgoUfPqphsmTA3j+eT+uuy6MW24JoVEj54Jh08PVIRJeVSeeeCI6d+6Mvn37QlEUPPTQQ1i8eDFycnJw3nnnYeTIkRgxYgRM00T79u3ji+S8wsv18VzJYHUIx3CzDHlw61jxYvcCDwYCUjPkrg4RDAI//aTihx+sYPeHH6yR3mCwPOBVVRPHHBNFly5RdOkSQadOUXTsGEXDhiaUygeBAQDFxcD8+T5Mm+bH9Ol+vPiiD/37h3HbbSE0a+ZAMOzhKllJXVX33nvvIf/v0KFD/PNWrVphwYIFqT0qmXi4B+RKRoQjwQ7hZhnyUFgmSjhWhxBD1s0yvvoKmDQpA//4h47S0vJI1ucz0bGjFeweHPRmZ1f/d2VlATfdFMaAAWG89poPU6f6MWuWH/Pm+TBtWikuucTma9LDO8bJdVXJiCPBUlEi3CzDMdwsQx6SBgJphdUhxIjIkwpUWgq89ZaOOXP8+PZbAPChTZsozjorjK5do+ja1UptCATs+f2BADBwYBj9+oWxaJGOUaMyMHhwBvLzg7jxxrA9vxRpng6R7pgOIRmmQziHm2XIg0GwePF0CO9NCUstdu2r4mpkFxQAzzzjx/z5PuzZo0JVTVx8MXDNNcU466yI44fm8wFXX23g+OOL0bdvJkaOzMDvvysYNSqUVHpFlXk4DmLl9UTi9fHY8EnB4MI4p5i6bl33pvOrkelQsfaHG8UIpKowFcWTgYDMlFibb0t0l9iuXQouuywLU6daw7tDhwaxcmUR/vEP4JxznA+AD9alSxRLlxajbdsonnkmgDvuyEDYjgFhD3cAGU0k4uEekOtEo1BMk6NhTomd52iUuzWJxpFgOTBP3nkRQ9h1v2OHgt69M7FunYYBA0J49NEgMjKEHEqFWrUy8e67xejfPxOvv+5Dfr6C2bNLUFbEKyVMDw8GciQ4AaZDSITbZzpL8+5iCNdhECwHlg10nhERsiB02zYFl16ahXXrNAweHMLf/iZfABzToIGJv/+9GD16GFixQsfll2dhz54U/gIPx0EMghPxcEK468RK5TAQOEJxsVWqJ5XYAZQHq0PIwWTZQMcphvMjwZs3K7j44ixs3Khi6NAgHnkkKCobI2nZ2cBLL5Xg6qvD+O47Dddck4WiohQ9uYfvBWxRE/FwfTy3UVxYND3V9uwBvvtOw8aNKjZsULFxo/Vv61YVOTkm7rwzhJtuCiEzMwW/TC/vADIrWDBuliEHXWM6hNMcrgj0888KrrgiC1u3qrjvviDuucemxWY28PmAp54qRTgMLFrkw003ZeKll0rg89XseVkdIp15uD6e68TTIdLvso1EgDlzfBg/PoCiokNb5CZNovjTnwysWaPi0UcDePFFH0aMCOLKK42aZY6wLqo8uFmGHJgO4TzDcGwGZMMGaxHcjh0qRo8OYujQkCO/N5VUFXj66VLs2aNg+XIdw4Zl4JlnSmsWyHt4MDD9ookq8nIPyHXK3oDplg6xdq2KYcMy8PXXGnJzTdx9dxAdOkRxzDFRtGkTjS+AiJXxeeEFP4YOzcSMGRE89FAQZ59dvYbL9HDD5zZMh5CDybKBjnMqHSISAW65JRM7dqh49NFSDB5sX91du/l8wKxZJbjiiiwsXOhDw4ZRPPhgDQJ6Dw8GskVNxMO5MG5Tng6RHqNhpaXAlCl+TJ3qRzis4LLLwnjkkSAaNjx6ckKdOsCDD4Zw/fVhPP54AG+8oaNPnyz06GFg1qwSZGVV8QDiK4KZDiGcgwvjTBPYuFFBdjbQuHFy27qmUmEhsGmTis2bVWzerJR9VLFrl4JevcK4/vpw1a/lVNF1KOwUOisSceS6f/VVH77/XsMVV4RdHQDH1KoFzJ9fgosussq7NWxoYsiQ6v1dXh4MZBCcCPeLl0capUN88YWGYcMC2LBBQ7NmUTzxRAnOOy+5m2/z5iamTSvFkCEqxowJYPlyHSNHBjBlShVXzrEDKA8HguDiYmDxYh/mzPHhxx+tDlBWlom2baNo167838knR9C6dWq7Rfv2AW+/7cMbb+j48suj/42KYuLrrzMwfbofd9wRwsCB4dTkvleFxnQIxxkGTJtf6L17gfHj/cjONvHQQyleYSxQgwYmFi4sxoUXZuHBBzOQl2fi8surcf16+F7g/WiihuL18dj7Fy9NqkO8/LIP990XgGkCN90UwgMPBKtV87FLlygWLChBr15ZePVVP844I4I+fZJvxFgdQh7lm2Wk/trfuFHB3Ll+vPaaDwUFCjTNxPnnh+H3I77wctWqQ2dfjj8+ggsvNNCrl4H27aPVGi0OhYAPP9Twxhs+vP++jlBIgaKYOPVUAx07RtGyZRStWplo0cL6XFWB55+30n3GjMnAs8/6MXRoCNdeG3asdJWpa1CCpc78MgJw0GYZNpo4MYA9e1SMGVOKxo29Ne/VsqWJ114rwcUXZ+GOOzJQt24JzjmnivGMh+8F3o4mUsHDL77beL06hGkCTz7px9/+FkD9+lHMnVuKU0+tWecrIwOYObMEPXpk4777MnDCCcU49thocg+OT4GxAyicDQvjtm5VMGxYBlassF7nvLwohg0LYcCAMJo2LQ8EolHg998VbNyoYv16FcuX6/j3vzWsWhXAxIkBHHOMFRB37x5By5ZRNG9uwu8/8vft3w/88IOG775T8f33Gj75RMOePVaVzuOOi+DKKw1ccUUYzZpVHISMGBHC4MEhPPecHzNn+jFqVAamTfPjmWdKcdZZDlynuu7JKWGp2bxZxqpVKubO9eGYYyKeSIM4ms6do5g3rwRXXZWJ66/PxN//Xow//jHJ+wAOTofw3r3Am9FEKjEdQh6x0XgPbpZhGMD99wcwb54fLVtG8frrxWjbNjUjEm3amHjqqVLceGMmbrwxA//8Z3FyOZUeXgzhOilOhzhwAOjXLxNr12o47TQDN9wQRs+exlGDV1UFmjY10bRpBGeeGcGgQWHs3w/861863n1Xx4cf6nj66QCeftr6eUUx0aSJiZYto2jRwkQkAnz/vVXW72ANG0YxZEgIV14ZRpcuyY8m16sHjBoVwpAhYUyf7sPMmX4MGpSJ5cuLUp6mcQQujHOejZtlmCYwcmQA0aiC8eODR73+veKMMyKYMaMUN9yQgX79svDOO8Vo3z7JQNjD9wIGwQnEe0AefPFdx6PpECUlwJAhGXjvPR+6dIng1VdL0KhRam/mF19s4PrrQ5gzx4/RowOYPDlx3hvTISSSwuoQhgHcdJMVAN9wQwgTJlR9I4DatYErrjBwxRUGiouBFSt0rF6tYssWazHbli0qVq7U8MUXStnPmzjzTAPdukXQrVsU3bpF0Lx5zRbdNWhgYsyYENq3j2Lo0EwMGpSJJUuKbU2NMHVuluE0xcY6wYsX6/jiCx0XXBCueoqAC/XsaWDy5FLcdVcm+vTJxLvvFqN58yTuNR6+F3grmrADy0RJIz4N6aGFcXv3Atdem4mVK3WceaaBuXNLkJNjz+96+OEgvvpKwyuvWPnBvXsnaNA8vCLYbZQUjQTHRr4+/FDHuecaePTRmu+ElZUFXHihgQsvPPTroZC19axpAq1amVBt2p+0b18DK1eG8MorfowaFcCkSTYubNI1vh+cZhi2tPmFhcDYsQFkZJgYN847i+ES6dfPwO7dQTzySAB9+mTi7bdL0KBB5YFwvPPtwWuf2yYnEuuBevDFdx0Hy0Q5Yft2a2vOlSt1XH55GAsW2BcAA1Z+8KxZJahVy8S992Zgw4YE0Y+He/+uE0nNjnEvvODD3Ll+dOoUwcyZJba+lfx+oHVrE23a2BcAx4wfH8Txx0cwb54fr71m4x/FdAjn2VQnePJkP3bsUHH77SG0auWtxXCJ3HFHCLfdFsKGDRr69ctEYWGCB+jenRFnEJwA0yEk4qGtY3/7TcEll2Rh3ToNQ4aEMH16qSP5aG3bmpg8uRTFxQpuvDETJSUV/yw3y5BILBWoBvnw772nYcyYABo2jGL+/JJqVRyRVWYmMHt2CWrXNnH//RlYs8aeW5uVDsF7gWOiUSjRaMpT4DZsUDBjhrX+4o473LcrXCqMGRPE1VeH8d13GgYOzESwssHw+GCg9+4FDIIT4WiYNMp3zXL3wrhff7UC4F9/VTFsWBDjxgVtHyk72KWXGhgwIIQ1azS8+GIlm8oftFkGiVXTdIgfflBx882ZyMgAXnmlpNIKDG7Vpo2JqVNLUVKi4IYbMrF/vw2/RNehmKZVMoPsFwu6UpwOMW5cAOGwgocfDjpfa1oSigJMmlSK888P45NPdAwaVPGgSDwdwoNxEIPgRFgdQh4eSIfYuNEKgLdsUfHAA0GMGBFyfEcuABg9OojatU1Mm+aveCqMHUB51KA84PbtCvr3t25wzz1Xim7dvBvAXXCBgdtuC+Hnn1UMGmTlQKeU5t1V8lKyoTTg+vUq3nvPh5NOiqBnz/R+HXUdeOGFUpx9toFly3RcdVUmCgoq+EF4c0acQXAC5ekQ3psGcB2XB8Hr1qm45JIsbN+uYuzYUtx9t7hpuNxc4OabQ9i9W8Xs2UfPw2B1CIkY1d8sY8SIAH7/XcWYMcG0uOmPGhXEaacZWLQImD27kpmOauB7wlnx2b8UtvkzZljXxK23ihmAkE1GBjBvXgkuuSSML77QcemlWdix47AT4+HBQAbBiXi4Pp7bKCksE+W0VatUXHppJnbuVDFhQiluvVV8UfbBg0PIzTXx7LP+o08dszqENJRqjoh9+qmGf/7Th1NPNaS45pyg68DMmaWoXx+YMCGAPXtS/OTge8Ixses+RW1+fr6C11/3oXXrKC64gK9hTCAAPP98KQYODGH1ag0XXZSFX38tD4TL0yG8NxjIIDgRD/eAXMelC+O+/lrF5ZdnYc8eBZMmlWLQIDmCkdq1gdtuC2HfPgUvvHCU0eB4B9B7DZ/rVCMdIhIBxowJAADGjat5KTQ3adTIxOjRwIEDCp55JpC6J/ZwbqSUUtzmz5njQzCoYMiQkBf3XKoRTQOeeCKIe+4J4tdfVfTqlYXVq8tCxLJ7AdMh0pCpevfFdx0b8sPs9t57Gi6/PAsHDgDPPFOKa6+VIwCOGTQohPr1o3j+eT/27Tv0e5z6lYhR9VmQ11/XsWqVht69wzjhBO/mAVfk5puB5s2jmD3bh23bUtQD0NgxdFJ5OkTN2/ySEisIzs010bevXO2wLBQFuP/+EMaPL8XOnSouvTQLn3+ueXowkEFwIiwTJQ23pUPMnevDdddlQlGAl18uwVVXydeA1KoF3H57CPv3K3juucNGg5kOIY2qVocoLAQeeyyAzEwTo0alz0YAB8vIAIYPDyIYVPDkk6mpPxgLxviecEgK0yFef92H3btVXHddCNnZNX46T7vppjCmTy9BURFw2WWZmDClDkLweXJAhEFwIh7uAbmOSxbGmSbw2GN+3HdfBurVM/Hmm8U47zx5O1HXXx9GXl4UL7zgx+7dB42YcSRYHlXcLGPaNGsjgFtuCXmyHFqyrrzSQPv2ESxY4Eu8OUwymA7hrBS1+dEo8Pzzfvj9pjTpaLLr3dvA3/9ulVOcPLUWTsMXWFvQXPRhpRyD4ERUFaaieLJItOukaNcsO4VCwB13ZGDKlADatIliyZJi6aeis7KAO+8MoahIwbPPlq+mZzqERGLXfhIFpbdutUb1GzWK4vbb03MjgBhdBx54IIRIRMHjj6cgNzg+KML7gSPKznNNq0MsW6Zh40YVl19uoFGj9O0UVtXpp0fw0UdF6Hd1CN/iRJz29XOYPt3nqcufQXAydJ05wTKINYiSrmgoKAD69cvE66/78Mc/RrBkSTHatHFHgztgQBhNmkTx4ot+7NxZNmIW3yzDQy2eSymxrWOTWN02fnwAJSUKRo4MempXuOrq2dPAiSdG8PbbPnz/fc1ueSarQzhKSdFmGbFUr1tuSe9OYXXk5ABTng7iLVyCOnoRxo7NwOWXZ2LTJm+stGUQnAxdZzqEBGq6a5ad/v1vDV27Av/+t46//tXA3/9ejAYN3BEAA1b+5F13hVBcrGDq1LL8SY4EyyNiJHXdf/utikWLfOjSJSJlDroIioJ4XvT48TUcDfZwqSgppWAx9Hffqfj8cx3nnGOgY0e5Z+VkdrHvn/i209Xo2TOMzz/XccYZ2bjzzgysW+fuMNLdR+8QU9PZ6MlAwiC4sBC4//4AevfOwtatwLBhQcyZU4KsLNFHVnX9+oXRvHkUL73kw++/K0yHkIkRSXjdmybw4IPlJdGc3IpbdmeeGcH//Z+Bjz7S8cknNZhJYt14Z8WqotSgzecocIroOvLUXZgzpxTPPVeCli1NLFjgw5lnZqN//0x8/rmW+h0aHcBmMhm6xnQIGUhWHeKLLzScc0425szx47jjIvjiC2DEiJBMMXqVBALAsGEhlJYqePZZP6tDSCSeDlGJd9/VsXKljgsuCKN7d3baD3fwaHB1b9ZMh3BW/DxXs83fskXB22/r6NQpgrPO4nuiJmKDgYoCXHGFgf/8pwhz55bg5JMjWLZMxyWXZOGCC7KweLF+RLlNmTEITgbTIaQgSzpEcbE14nbJJZnYskXBHXcE8a9/FeOkk4QeVkr06WPlBs+b58Pe0rLhbM6CiJcgHcIwrOBO10089FB6lkRL5IQToujVK4xvvtHwz39Wsw1hdQhn1bDNf+EFPyIRBTffzC2Sa+ywwUBVtfLtlywpxjvvFOP888P49lsVN9+ciQ4dauGCC7IwcaIfX36pISxxQQ4GwUmwekBs9ISL7x4kZmHcmjUqRo4MoFu3Wpgxw4+2bU28804xHnwwhIwMIYeUcn4/MGSIlRs868NjrS/y2hcvwUjwwoU+/PyzimuuCaNtWxfOSTrkgQdCUFUTEyb4q7fCnSlCzjJi1SGq3ubv3w/Mn+9Do0ZRXH45X68aq2Qw8NRTI3j55VL85z9FGD48iJNOiuC771RMmhTARRdl4bjjaqFfP6CoyOFjToJLJ26rbv9+a8eYXbsUmCYq/BeNKohGrbqCkYj1MTt6EiJFPuz9QkM0arV/hgGEw0A4rMT/bxhAKKQgHLZKZYXDStlHIBg8+OvlP2cY1u8xDCX+eWWNs6ZZ/3w+QNNM6Dri//x+Ez6fFchYHw/9vq5b/489h6JYvTlFif0zoSixc6GgVi2goMCX4HxVfB5NM/a3IX7eIhHr7ywttc5BMGidk9jnB5+r2OeRsnRIX8FgBNAL6uhWUCdlIRAwUa+eiQYNTOTlWR9jnzdrFkWTJmaNB40LC4G33vLhlVd8+OYbqyHOy4ti2LAQhg4NuTL3N5EBA8J46qkAZrx/DEYik1O/EqgsHSIYBJ580o+MDBPDhjHvsTLHHhvFVVcZWLDAhzff1NG7d9Wu7fLNMjg74oSapEPMm+dDYaGCu+4KwZ+avVLSWjKDgcccY2L48BCGD7dirk8/1fHxxxo++kjH228rGDFCQXa2XJ30tAiCf/tNwWmnZSMUAoDq1Ax6x/pwcQoPyjWcH+L0+axgPhCwPtc0qwNjFGUjgtYIb62F8BYV4XDl81u6bqJpUxMtW0bRooWJFi2iaNDARN26JurUMZGbW/6xuFjBb7+p2Lr10I//+Y+G4mIFqmqiRw8D/fuHcd55Bny+Sn+1q9WqBdxwQwhPPRXAHFyP6zjqJV6k4oVxL7/sw9at1sYYTZrIdYOR0bBhQbzxho4nnwzg0kuNqnWUmQ7hrGqmQ4TDwMyZfmRlmRgwgB3DlNB1KFVIjatd20qX6NnTABBE/fo52L1bvvYpLYLgvDwT118fRlGRH8Fg+KCRz9hoqHnQ5+Wjo5pmfZ792kvQwqUIDx4MVS0blfRZQZb1MfY1E35/bCS2/HNdBwKBg0dpzfjXfT5rtDL2vLGR2qPlL8VGXo82Z8VmNAAAIABJREFUghwbZTYMpZLRZuv7sc+PNpoboyhAbm4mDhwoOexc4Yjzd/hIcuxnVNX6W8pHn834KLZ1bkwEAtbngUD5+aoodytr4nhkT5qIfa//E+HTuyMSAfbsUbBrl/UvP9/6uHOnFcBu2aJiyxYFn35a/cu8RQtrw4Grrw6n1c5bN94YxnPP6ngydC/6h2eIPhwyDCDjyPJeRUXAU0/5kZ1tYuhQ3uyT0aqViX79wnj5ZT/eeEPH1VdXIaBlOoSzqrkY+u23dWzbpuLGG0PIzbXjwNKQVrO1UbJWq0mLIDgQAB55JIi8PD/y80ur/Pi6KyZB3bMbu0del/qDq4JYYH7oXhGHB2apC9Ty8oD8fIka+/hmGdZlq2lWBycvr/K/ubTU2kVr82YVe/Yo2LdPQUGBgr17rY/79gGZmUDz5lE0a2Ye8rF27aT2J/CcvDwT/Xpsw4tL2+DNtcfjQtEHlOYqSoeYPduPXbtUDBsWRP366dNJq6m77w7htdd8mDQpgN69k5/ZMVkxxVHVWQxtmlZZNFU1MXgwO4apYuoalGDV4yfZpUUQXGNcGCeF8gaxaoskMjKAdu1MtGvHPL6quL3PVsxd2hST/3s2eprp2RmQxlGqQxQUAFOn+pGba+LWW3mzr4pmzUwMGBDGrFl+LFjgw4ABSS5fj48Esy1xRDUWQ3/2mYYfftDQq1cYrVuzY5gyuu7Jzp+kA9RyMXVuliEFSUqkpYvWLQxciTfw4+7mWLFCzq2q08ZRNst47jk/CgoU3H57CLVrCzouF7vzzhAyMkw89ZQfwWSrynGzDGdVIx2Cm2PYxKODgQyCk6FrnuwBuY5km2V4nanpuB8TAQDTpnF5tUjKYSPBu3YpmDHDj7y8KAYN4s2+Oho1staKbN2q4pVXksuHiLc9vB84oqrpEOvXq1i2TMdJJ0Vw8sncIjmVvDoYyCA4GR7tAbmNLJtlpA1dxwn4Duc2WY1PP9Xx7bdsLoQ5LCf4mWf8KCpScPfdIWRnCzwul7vjjhCyskxMmeJHSUkSD4jtGMf7gTOq2ObPmGF1ZjgKbAOPDgbyrpYEqwfkvRffdQRvlpF2ys7zsE7vArDyT0mQg4LgbdsUzJnjQ/PmUVx7rcRbMblAgwYmbrophB07VMydm8RoMKtDOCu+GDpxm5+fr+D1131o1SpaVpaLUsqjg4EMgpOh61BitcRIHKZDOCp2ns9p8CO6dYtgyRIdGzdydZzjolEo0Wg8AJs0yY9gUMG99wYROLJqGlXRrbeGkJNjYupUPwoLK//ZeDDGzTIcUZXZvzlzfAgGFQwZEkISMTNVkVcHAxkEJ0PjYggZMB3CYXp5Oag77gjBNBU89RSjLsfFAi5dx1dfWfmrxx4bQZ8+bI9SoW5da6vwXbtUvPhigtkOpkM4K8k2v6TECoJzc0307cvZEVt4dDCQQXASTE6ByYFBsLP08kVAPXsa6Nw5gjfe0LFqFZsNR5Vd9yE1A8OGZcA0FUyaFOTbIIVuvjmE3FwT06b5kZ9fyWwH7wXOSnL27403fNi9W8XAgSHUqs6msJSYRwcDeTdLxkEjYiTQYZtlkL3iGwMYEWgaMGZMEKapYNw4jgY7KdbuTPi1L9at0zBwYAinncbp+FSqXRsYPjyIffsU3Hdf4JDdMw/G6hDOSmb2LxIBnn/eB5/PxKBBHAW2i1cHAxkEJ4P7xUuhuptlUDUdVhP1nHMiOOssAx99pLNusJMMA2vQEeP/1weNG0fx4IPJFrWlqhg0KIzTTzewZIkPixdXEHQxHcJZSSyGnjvXhw0bNPTpE0bjxtwcwzYeHQxkEJyE8h4QR1+EijAdwlH6kaNeY8YEoSgmxo0LcG2QQ6KhCG7ELIRNH554opQbY9hEVYGnny5FVpaJBx7IwI4dR0mLiHcMefE7IkE6RH6+ggkTAqhd28QDD7Asmq08OhjIIDgZZQ2f13pArmOwOoSTytMhyq/7Ll2iuPJKA6tXa3jjDb4OTpj7ajY+xxm4ssUXOP98Bl92at3axJgxVlrEPfdkHJEWwXQIZyVKhxg3LoD9+xU88EAQDRtyFNhOXh0MZBCcDI/2gNyG1SEcVkGjN2JEEIGAiccfDyS3wQBV29atCsZNqY9c7MUzp7wi+nDSwnXXhXHmmQaWLdOxcOFhbQ3TIZxVSZv/xRcaFi70oUuXCK67jrnAtvPoYCCD4CR4NSHcdWLz7ywC6Yx4TdRDr/vmzU0MHhzCtm0qZs7kBhp2MU3g/vszUFSsYRLuQeNaCYrYUkqoKjBlSilq1TIxalQGtm49KC2C9wJnxdIh1EPbfMMA7r/fWqA7cWIpbwlOUFkdIn15NCHcdWJvPpWXrSNUFaaiHHVjgKFDQ6hXL4qnn/Zj925uoGGHf/xDx7JlOs486QCuxxzOgDioRQsT48YFceCAgrvvLk+LKE+H8NaUsKyUChbGzZ7tw9q1Gq65JoSTTvJW3Vpp6d689hlNJEPjYggZKIZhjcorDLoco+tHnfqtUwcYNiyEAwcUTJ7M0eBU++orFcOHZyAjw8Tke3+FAjAIdtg114Rx7rlWNZR588q2VI5NCXtsNExaR0mH+P13BRMnBpCba2L0aC6Gc4rp0cFABsFJYDqEJCIGAwGn6XqFi4Cuuy6MVq2imDPHh59/ZsckVZYt09C7dxYKC4HJk0vRtnGR9Q1e+45SFOv8165t4qGHAvjwQ43pEE47SnWIsWMDKCxUMGpUEPXrczGcYzQujEtfmjd7QK5jRFgZwmGmplfY6Pn9wOjRQRiGgvvvz2BckAKvvaZj4MBMAMDLL5egd2+jvN1hEOy4Jk1MTJlSinAY6Ns3Cw+/2BZhVNwxTDXTRIUbd6SDwxdDf/qphsWLfTjhhAj69+diOEfp3swJZquaDPb+paAYHAl2nK5VOvV78cUGFiww8OGHOh54IIAnnggyW6UaTBOYOtWPRx8NoG5dE6+8UoyTTy7LdWRVFKF69TKwdGkxbrwxE08vaI6v8BHm7vsHclPw3Nu3K1i5UsPKlRq2blVw4ICCggIF+/cr2L8f2L9fgaYBjRqZaNw4isaNTTRubKJRIxNNm0bRrl0UbdtGvVs7Op4TrKOwEBgxIgBFMbkYTgCvpkOwVU2GR+vjuU7E4G5xTqskHQKwpoxnzizBRRdl4aWX/GjdOorbbuMITVVEo8BDDwUwY4YfzZpFsXBhCdq3P2ixD4Ng4bp2jeKDD4pw7+Aw3vygO077xx/w9MUq/vrX5O8J0Siwbp2KlSs1fPmlFfhu3nzkZGxWlomcHBMNGpho08aEYQA7dij47381RKNH72E2aGAFxO3aRdG6tYn69U3Uq1f+sV49E3XqWM8VDAKlpQpKS8s/7t6toKQE2LjRj/x8BTt3Wv+KihQEg0AwGPtoPSYnx0Tbttbva9MmirZtrf+3bRuFP5VLBMranl9+z8S1N2Zh/XoN118fQrduXAznOI+WimWrmgRT82Z9PNcxDKZDOMxKh6j8us/JAV59tQTnn5+Fhx/OQMuWJi66iO+VREIhq9bpiy/6sHSpD8cdF8HChSVo2vTQ+W8lUj4aRuLk5AAvjN+C8z8YgaHGNFx7rR833RRCjx4GGjWyRmfr1jXjxWtKSoDvvy8PeFeu1FBQUB7E1q1r4q9/NXDyyRGcemoE7dpFUaeOCZ/v6L8/EgF27VKwY4eC339XsGWLip9/tv5t3Kjiq680fPllTa+RwCH/y8oyEQgAgYD1MSfHhN9vYu9eBZ9/ruGzzw79fdnZJs47z0CvXgbOPddAdnbNjkYxDCzHubjy+vbYt1/DDTeE8Mgj3DZcCI/OiLNVTYZHX3y3YTqEALpeXqaoEk2bmpg/vwQXX5yF227LQOPGB03nu4hpAnv2KPjlFwW//KLil19U7NypIBy2RsLCYetfMGgFM3l5Jho1iqJRIxMNG5plH6PIybEChoyMQ4uZbN+u4IMPdPzrXxr+/W8dRUXWN085xcC8eSWoW/coB8WRYGkoPh2DMRMn9KiLfj8/hpkz/YfUyvb5TOTlWaOuGzaoCIfLX/xWraL4y18MnHqqFfQee2y0StUeY2kRjRqZ6NoVAA59X4ZCwKZNKjZvVrB7t4I9e6x/sc8LChT4fFZAm5kJBAJARoZ1jdavb6JduwAyMorRsKF1LdevX3FADgClpcCvv1oBuBWMK/j0Ux1vveXDW2/5kJFh4s9/tgLiv/zFqHLKhmkCT6/5K0biGuglCp56qhTXXMNZJlHM+GYZ3poRZ6uaDAbBcohEGAg4TUt+EVCXLlHMmlWC/v0zMWBAJpYuLUabNnKu6jEM4NdfFaxbp2H9ehXr1lk3819+UbF/f+qSmnXdRE4OUKuWCU2zgoaYtm2j6NEjjB49DPzpT5GKL20GwfIoew261PoFy5YV4913dWzdanWUduxQsGOH9fmmTSo6d47ilFOsgPeUUyJo1Mje94LfDxx7bBTHHlu9x+flBZCfn3yAk5EBdOgQRYcO5Z1d0wxi1SoVS5boePddHUuXWrMcPp+J7t0jOP98A+efbxwx23G4khLgnnsysOjHAWiCbXhxTgR//EsqsrCp2pgOkb5MVoeQg2HAzMwUfRRpxdQ1KMHSpH/+3HMjePzxIIYPz0C/fllYurTo6KObDgiHgd9+swKS2AjZpk0q/vc/K+ANhQ4NdjMyTLRuHcUZZ1h5lW3aWPmOTZqYCARM+P0o+2eNkEWjQH5+eeATC4R27rQWOBUWxj4CBw4oKCoCzj7bQI8e1r+2bZMLilgdQh4Hb5ZRqxbQty/vCQdTFKsz3KVLCCNGhLB+vVoWDOv46CPr34gRwB/+YAXEf/pTBOEwsHevgn37lLKPwEcf6Vi1SsOpuT9h8b4/w//HzyBndzqNeHQwkK1qMrgwTgrxzTLIObpe5c7fwIFhbNqkYNq0AC6+OAv33BNCr15GymM4wwA2b1awebOK335T8dtvVp7kb78p+O03FVu3KkddSJSVZaJz5yiOOy6K9u0jZR+jaNHCrPJmhNnZJlq3trldMJgTLA1ullEl7dtHMWxYCMOGhbB1q4L33tPx3ns6/vMfDd9/H8DEiRU/tl+/EJ7bNQK1l23HLi6IFs6rg4FsVZPh0fp4rsPNMpyXxMK4oxk9OoTCQgUvv+zD4MGZaNUqiltvDaFv3zCqOpgfCgE//6zG0xbWr7f+HW00FwAUxSojdfLJEbRqZaJVqyhatYqiZUtrpLdhw6oHu0IxHUIe8a1jeS+oqmbNTAwaFMagQWHs3w988IGOb77RkJNjLSjMzS3/2KiRiRYtTASusWahuCBaAh4dDOSVlQSv9oBch5tlOM7UK94sozKqCjzxRBA33xzC9Ol+LFzow/33Z+Bvf/PjppvCuPLKMKJRa7U7UL54rLAQ+OknDT/9pMb/Hb7ACLBGYDt3juLYY60At0WLKJo3N9G8eRRNm5qpLdMkGtMhpGF6NC/SabVrA5ddZuCyyyo/j4dvlkECeXQwkFdWMjyaC+M2CusEO0/XatT5a9vWxJNPBjF8eAizZvkwZ44fEyYEMGFCrBRTrUofn51tomvXKDp2tNIWjj3WSmNo2tRMm005GAhIJLZhAO8FzmAqkDTK8+G9de3zykoGg2A5GEb5ClVyRjXTIQ7XqJGJUaNCGDo0hHnzfPj2Ww2BgA/BYPiQbWEDASuPsGPHCDp0sPJ00yXYrRCDYHnE0yG8NSUsrVjAxe3hxPNoB5CtahLKN8tgwycU6wQ7zkqHSF2jl5MD3HprGEAYeXk+5OcnX3kibXGzDHnEksk9FgjISjEM6/6b9j1hCXh0MNBNy0PE8eiL7yrRKJRolNUhnKbrUEzTqgdGQjAdQiKKAlPXPTcaJi0uhpZGbDDQa7MgDIKTwSBYvNgbj+kQztK8uRjCVRgEy0VPfgMZqiEjwjZfFh5Nh2AQnARWh5BAPBD4//buPbiq6u4b+HefvYEAiRA0EVr0KWKRR7wy3qOkIPjidfTxQmipdl5aRKmiYi2latIZA9SiM1qtthYv4/goBaNjHadxWvWVkQC2OFBTeSkP8yJoC4mES7gY9j7r/SOcHUJuZ0P2Wr+99vcz06nJyUk2+6yzzm+t9Vu/xdwwnRQHgOaxOoQoyj26iikUHWvDC2LpZ0FeQfD8+fMxZcoUVFRUYN26dZ3+zGOPPYbvf//7vXpxYlhaHy9JcgMQdoiaeRwAmsZ0CGGYDqEPKwKJYWt1iB6D4NWrV2Pz5s1YsmQJqqurUV1d3eFnNm7ciI8//jiWCxTB0vp4iZK791wa04t1Uc1jmShZPNe6QEAsVgSSI63pEHV1dZg4cSIAYOTIkdi1axeam5vb/czChQtx7733xnOFAjAdQgAGAkYoroKYx3QIUVQvlQ2knjEdQpBwMtCuz4Ieg+DGxkYUFxeHXw8ZMgQNDQ3h1zU1NbjgggvwzW9+M54rlICbg4xrS4fg0phWXq48INu+KUyHEMZ1rZsNEysI2O6FsDUdInLrUodVtt+5cydqamrwwgsvYNu2bXk9v7h4ADyDgUxJSVH0J51wHABgYD8XA4/m+Ql2VPcrDgd2AgAKBvZHgZRr6oSY+9VbBvYHABw/qACI4d9m3f2KQ79D/aXn8X5FFMv96tsHUFkrXwtx/6ZsABQUyLuuQ6ReVywOxUGF/VwUHuW/W+L96jEILi0tRWNjY/j19u3bUVJSAgBYuXIlduzYge9973toaWnB559/jvnz52PevHld/r6mpn29cNlHp6SkCA0NeyI/z9vTgmIA+3bvw96jeH5SHe39ikNm204cD+CAr7BHyDUdSdL96i2FvkJ/AF9t24ls/+Iefz4KG+9XHAbs3oeBAOB5vF8RxNW+hjgZ4OsD2GHZayHx/Xh8y0Fk+w9Ak7DrAmTerzj1aW7BYAB7d+3FvqP4d5u8X90F3z2mQ5SVlaG2thYAUF9fj9LSUhQWFgIAJk+ejHfeeQd/+MMf8NRTT2HMmDHdBsCJxY1xxrE6hCGsDmEc0yFk4WEZGvGwDDHa0iHsygnusXWNHTsWY8aMQUVFBRzHQWVlJWpqalBUVIRJkybpuEbzLK2Plyg+D8swwrVzM0SiMAiWhYdl6MPDMuTI7Q+xLA7Kq3Xdf//97b4ePXp0h58ZPnw4Xn755d65KmFsTQhPFB6WYQQPyxCA1SFk4WEZ2rA6hCCWfhbwxLh8WFofL0mYDmEIywMax3QIWZTn8f2gCw/LEMPWyUAGwfnw7MyFSRQelmGGpaP/RGGNbFk8l+8HXXhYhhyWTgYyCM6DYp1g8zgbZgYPyzCP6RCy8LAMPZSCEwRc/ZPC0s8CBsH5CHfI2/XiJ0qQBcDDMnTLDQC5/GtO2O8wGBBBeR6cbBY4rGY+xSDb2udzJliGcDLQss8CBsH54JKwcWEQxg5RL7Z987gKIoulpaLE4WZoWZgOkV621sdLFAYCZjAINo/pELKwbrwePjdDi2LpZwGD4HxYWh8vUXLVITgTrJVidQjjHG6ME4VlA/Xg6p8stk4GMgjOR1gdgp2eKSwTZYilmyEShW1fFg4M9WC7l8XSyUAGwXkIR0CWvfiJEs6GMT9MKy79msd0CFk4MNTj0P3lZmghLJ0MZBCcD0sTwhOF6RBGMB3CPK6CyKI4MNSC6RCy2DoZyCA4HzwswzgGAoYw/9E85gTLwoGhHuzzZbF0MpBBcD4yh26TZS9+orBDNINBsHnhjBiXhUXge0IPVoeQxdLJQAbB+XCc1gLp7PTMOfTGUwwEtGo7LMOuji9JHN9vfR0cx/SlEFgdQpewz2E6hAyWTgYyCM6X51mXEJ4kTIcwhB/45gU+270kYToEB4ax4mEZslg6GcggOE/K9bgb2CQGwWYwCDbPDzgbJgk3xunBdAh5LJwMZBCcLwtHQInC6hBGsDqEeY7vMxAQhOkQerA6hDw2TgYyCM6X51o3AkoSpkMYwpqo5gU+l4Ql4cBQD/b58lg4GcggOE+tIyC7XvxE4WEZZnDp1zzf52yYJJwJ1oOHZchj4WQgg+B8WTgCShSmQxjBdAjzmA4hS9thGVwdiRPTIeSxcTKQQXC+PM+6+nhJwnQIQzjrZV4QsN1LwoGhHuzz5bFwMpBBcJ6U6zIQMIkdohkMgs3zfR6UIQnfE3qwOoQ8Fk4GMgjOl4UjoERhOoQRijVRjWM6hCzha8GZ4FgxHUIeGycDGQTny8L6eEnicGOcGbn7zSDYHB6WIUtuYGhZMCAO+3x5PM+6CREGwXmysT5eojAdwgwu/ZrHwzJk4cY4PZgOIY+Fk4EMgvPludwIYRLTIYwI7zfbvjFMh5CF6RB6MB1CHhsnAxkE58vC0iBJwuoQhnhc+jWOh2XIwnQIPdjny+O51rV7BsH58hgEGxXmh7FD1IpLv+bxsAxZmCKkB9Mh5HGZDpFayvPgZLNANmv6UtIpTIfgjJhOTIcwTCk4QcBAQJC2dAgODOMUbsBiny+HhZOBDILz5bLjMylcgmGHqNeh+23bElhiMBCQh+8JPdjni6Nct3VwopTpS+k1DILzFS4Ls+MzgvlhZnDp1ywGAvLwPaEH0yHksXAykEFwnnJvRFaIMITVIYxQFnZ6icJAQBxWh9CD1SEEsnAykEFwvlyO/k1yuDHODI9LvyaFgQDbvRysDqEH+3xxlIWrIAyC8xW++JwRMyJMh+CysFac9TIr199wNkwOVkzRg32+PK59K+IMgvOkcjNiFr34icJ0CCMUV0DMYjqEOEyH0MNhny+PhZOBDILzxWDAKB6WYQgPyzCqLS+Ss2FiMB1CD/b54ijmBKeYhbkwicL8MDNYE9UsBgLy8LNAD+bDy8N0iPRidQjDOCNmRuZQF8EPfDOYDiEOD5DRI7cZmgckCWLhAJBBcL5c+3JhksTx/dbO0HFMX0q6OE7raYkWdXpJ0nZqFoNgMcKKKfwsiBVXQcRhdYg0szAXJlECn52hKZ5958UnBnfIy2NhICAS0yHkCdMh7BkAMgjOE9MhDPMDzoYZolyPKyCmMB1CHKZD6JFbfWJ1CEEsnAxkEJwvVocwyvF9BgKmMB3CGJ6aJRArpujBzdDiMB0izSx88RMl8LkkbIrnctbLFOZFymNhrVSRAqYCicPqEOnVdlgGOz4jfJ+zYYa0pkPY0+klSm6HPINgMcJqBRYFAhIxHUIgCycDGQTni+kQRjEdwiCmQxjDwzIEYjqEHlwFEUdZeGQ4g+B8ufYlhCdKELAzNMXzeFiGKQwE5OFngR6sDiEP0yHSi9UhDPN9zoYZolyXH/imBKwOIY7H6hA6tB2WwbYvBtMhUoyHZRjFdAiDmA5hTHjfGQiIkQvKeFhGzFgjWxxl4QCQQXC+LKyPlyg8LMMcHpZhTlgmioGAGPws0IPpEPK49uXDMwjOk40joEThYRnG8LAMg5gOIQ8/C7RgdQiBuDEuxSwcASUJ0yEM8lzmwhvCdAh5FD8L9OBhGeLYOBnIIDhfFiaEJwoPyzCHdYLNYXUIeXhYhh4sDyiPhQNABsF5ahsBseMzgodlmOMxCDYm4GEZ4vCwDC0c34fKZIAMwxQxLJwMZOvK16GOz6YRUGIoBScIGAgYojwPTjYLZLOmLyV12tIhOBsmRiYDlcnwsyBuPjdDS2PjZCCD4HxZOAJKjNwbjjPBZrj2dXyJwXQImVgxJX6sCCSPhZOBDILzZGNCeGKwXqRZLAllDqtDyOSxYkrs/ICVIaSxcDKQQXC+LEwITwyfgYBJPC3RHFaHkEm5PEAmbg43Q4tj42Qgg+B8WVgfLynC4IuBgBmufaP/xGCZKJk816pAQCRuhpbHwslABsF5snEElBgMBMxiSShzAqYCicSygfFjbXh5LJwMZBCcLwtHQIkRpkMwEDAhd9+ZDqEfT82SSXlMh4ibEwSc+BDGxslABsH5sjAhPCmYDmEY0yHMYXUImTyP1VLi5vssDSiNhZOBDILzFM7EZNnxaRcwHcIoDgDNybLti+S6DILjxtrw8lj4WcAgOF+5JWGLcmESg9UhjGJ1CHNy/Y3ijJgoiqcoxs5hnWBxwslAiz4LGATny8IRUFI4PCzDLJcb44xhOoRMnsdBYdxYHUIeCycDGQTnycYRUGLwsAyzeFiGOQGDYJFcHpYRO5/pEOJYOBnIIDhfnn0J4YnBdAijmA5hDqtDyMR0iPjxsAx5bJwMZBCcL9ZKNYbVIQxjdQhzWCNbJs/loDBuTIeQx8LJQAbBeQo3prDj0495kWZZuASWGDwsQyYelhE/HpYhj4WTgQyC82XhCCgxcjvkGQgY0XZYhj0dX1IwHUKm8LAMpUxfip2yWThKceJDGBsnAxkE54uzYcYwHcIwpkOYw1UQmXKvRzZr9jpslWv3LA0oi4WTgQyC82RjQnhiMBAwiwNAc1gdQiaXFVNixc3QMln4WZBXC5s/fz7Wrl0Lx3Ewb948nHXWWeFjK1euxOOPP45MJoMRI0aguroamYyFsXU4AuKSsHbsEI3KDQC5EUi/tsMy2PYlUYcHA/36mb0YCzkc/Ilk42Rgj9Hq6tWrsXnzZixZsgTV1dWorq5u9/jDDz+MJ598Eq+99hr27t2L5cuXx3axRrFWqjFMhzDMws0QicEa2TKxbGC8fPb5Ilk4GdhjEFxXV4eJEycCAEaOHIldu3ahubk5fLympgZDhw4FAAwZMgRNTU0xXapZNo6AEiMsE8VAwIjcfefGOP04IyYT8+TjFW6GZrsXxcLPgh6D4MbGRhQXF4dfDxkyBA0NDeHXhYWFAIDt27fjo48+Qnl5eQyXKYCFCeGJwXQIozgANIfVIWRSXB2JVdvqHyc+JLHxsyByz6o6KQnz1VdfYebMmaisrGwXMHemuHgAPIMzeiUlRUf3RL8/AKBv5hh+RwKJ+LcO7AMAKBpciCIJ19MNEfertxW3DnQHDegD9PK/z8r71ZsOTVOUDGvtV3m/oontfg1zaYYYAAAZwklEQVQsAACcMLig198TJolpX/tbV5QLCvujQMo1dULM/dKlqPWzuN9RxkES71ePQXBpaSkaGxvDr7dv346SkpLw6+bmZvzoRz/CPffcg0svvbTHP9jUtO8oL/XYlZQUoaFhz9E9WSmUAGjZ/zV2He3vSJhjul+9qN+OPTgOwJ79Pg4IuJ6uSLlfva1gv48iALt37MHXvfjvs/V+9aZB+79GXwANO/ah5MRBvF8RxNm+inyFAgBfbduJbN/jYvkbukl6P2a27cTxAPb7Cs1CrulIku6XNr7fGgftix4Hmbxf3QXfPaZDlJWVoba2FgBQX1+P0tLSMAUCABYuXIjbbrsN48aN64VLFcxxoFyX6RAmMB3CqLYC6Vz61c3xfahMBrCx4k6CKQtLRUnCzdBCWXhYRo8tbOzYsRgzZgwqKirgOA4qKytRU1ODoqIiXHrppXjzzTexefNmLFu2DABwzTXXYMqUKbFfuBGeZ9WLnxThSWXMDzOD+fDm+D43xUkUlg3kwDAW3Awtk4WTgXn1rvfff3+7r0ePHh3+96efftq7VySZ63EjhAk8LMMsznqZEzAIFoklM+PF1T+5PM+qds81tgjC8+JJL3aIRtm4Izgx/ICVIQRiOkS8mA4hmGvXijiD4Cg816oXPynYIRrGdAhjnMDnkrBEPEUxXlz9E0t5dq2IMwiOwrVrGSAxmB9mVrj0a0/Hlxi+z8GfRJwJjhcPy5DLc60a/DEIjoDpEIYwHcIopkMY5Pts9wLxsIx48bAMwSybDGQQHIXnsUyUAUyHMIzpEMY4QcAlYYkOBWc2zYiJwnQIsRQ3xqWY61r14icGO0SzuPRrju9zNkwivifixdU/uTzPqtKADIIjYDqEIVwaM0pl7CuQnhi+33ZYCYnB6hDxCmfYM2z74mQyVrV7BsFR8LAMI5zcJgkGA2Yc2hjnMP9RO4d1gmVidYh4hZuh2falYTpEmvGwDDOYDmEWZ73M8QPmwkvEiinxCvt8TnyI43lWDf4YBEfAdAhDAgbBJrE6hEGsDiES0yHilQuyeFCMQJZNBjIIjoKHZRiRG3iwQzSE1SGM4WEZQjEdIl5c/ROL6RBpZll9vMRgfphZrIlqDg/LkIkzwfFiECwXD8tIL5UrDaKU6UtJl4D5YSaFGxIt6vgSQSk4TIcQiekQ8cqV4OJmaIEsmwxkEBxFmBvJGTGdmA5hGNMhzMhmW/+fQbA84WEZ/CyIBWeCxQr3RlkyGcggOIpwRzCDAa3YIZrFWS8zcvebs2Hy8D0RL/b5cuVek9wgPeEYBEcQLs2w49OL1SGMYnUIQ3hqllz8LIgVq0MIZlnbZxAchccdwSa0HZbBDtGIMB2CS786ORz8iaVYHSJe3Awtlm358AyCo3C5S94IFk43i2lAZoTpEAwExGHFlHixz5fLsslABsER2DYCSgzOiBnFdAhDcisgbPfycGAYK6ZDCObaFQcxCI4i3BFsx4ufFKwOYRirQxjhsDSgWEyHiBk3xomlLFsFYRAcBWeCzWB+mFmWdXqJwXQIufhZEC8GwXJZNhnIIDgCpkMYknuzsVSUGTwswwxWh5DLY4pQnNoOy2DbF8eyOIhBcBThEhhnxHRyfB8qkwEybK5GOA6U6zIdQrOwn2EQLE6YDsHVkXhwY5xYtk0GMqqIgpshzPB9BgKmeR5nvXTjYRly8bMgXkyHkMuyyUAGwRHYNgJKjIBBsHGux5xg3ZgOIRfTIeLF6hByWTYAZBAcBXcEm+EH7AwNC8+LJ23CfoZtX5y2dAi+J+LgcCZYLNsmAxkER2HZi58UTuAzN8w0z+Wsl24MBORixZR4hfnw7PfFsWwykEFwBLbVx0sM3+dsmGmux8GfbiwNKJfHiimxYm14uSybDGQQHIVl9fESw/eZF2kY0yH0azs1i7Nh0jAdIl5Mh5DLtslABsFRWDYCSgonCNgZmuZ5bUuUpAcDAbn4WRCvgG1fLMsmAxkER6C4I9gM32eZKNNclx/4ujEIloufBfHyeViGWJYNABkER8ElMDOYDmEc0yH0c1gmSiwelhGvtnQITn5Iw+oQaRbWx2PHp5PDOsHm8bAM/bgxTi7LaqWKw3QIuVgdIr2YDmGIH7A6hGk8LEM/zobJxc+CeLE6hFyWTQYyCI6C6RBmMB3COKZD6Md0CLlYHSJerA4hF9Mh0syyFz8peFiGADwsQz8GAnJZViZKnICpQGIxHSK92tIh2PFpxcMyzONhGfoxCJaL6RDx8n0oxwEyDFHEsWwykC0silx9PEte/KRwmA5hnPK81nrNSpm+lNRwglyZKK6CiJPJQDkOPwti4vjcDC0V0yHSjDPB+mWzrf/PDtEsl21fOy4Jy8YDZOKT5QFJYoWHZdjR9hkER2DbCCgRcveas2FmsSSUfkyHkI1lA+PjB9wQKpVlcRCD4CgsSwhPhFypHAYCRnEAqB+rQ8imWDYwNq3pEJz4kMi2zwIGwVFwR7B2Doumy8ABoH48LEM2z2VOcFx4QJJcln0WMAiOgkvC+oXpEOwQjeIAUD8eliEb0yHi4/tcAZHKss8CBsERKMtGQIlw6I3GdAizVC4Qs2QzRBIwHUI2xbKBsWF1CMEs+yxgEByFZbkwSRAOOLgxziwOAPXjxjjZPA+OJbNh4gQBV/+Esm0ykEFwFCyQrh8DARk4ANSPbV82l+kQsfH9ttUnksWyzwIGwRGo8LAMjv61YXUIEWzbEZwEbYdlsO1LpDyX74eYMB1CMMs+CxgER2HZi58EbekQ7BCNCpfAOADUhhvjZPM8a5aExQl89vlCKR6WkWJMh9AvLBPFQMAoVkbRj+kQsnFjXHz8gKt/Ulk2GcggOIIwIdySFz8RmA4hAtMhDGB1CNGUx8My4uIEPCxDLMs+CxgER2FZfbwkYDqEEJbtCE4ChzPBsnku3w9x8ZkOIVU4KLek7TMIjiKsj2fHi58IDARksGz0nwgBU4FEYzpEfHyfq39SeXatiDMIjoDpEAbwsAwRwnJFXAXRx2c6hGSt6RD8LOh12SycbJYTH1LxsIwU42yYdjwsQwimQ2jHdAjhPA+OUkA2a/pK7JILrtjnixQOyi2JgxgER8HqEPoxEJCBA0D9ArZ90VxWTIkFN0PLxnSI9GpLh7BjGSAR2CGKwOoQBvg8LEMyvifi4XDwJ5tlk4EMgqNgrVTtWB1CCKZDaOfwsAzZPL4nYuGzz5esLR3CjslABsFRWDYCSgQeliEDN8bpxxkx2SzLjRSDm6FlO/RZwHSIFGJ1CAOYDiECl34NYHUI0RTrxseiLR2CEx8iWTYZyCA4CnZ62jEdQgimQ2jH6hDC5WbE+J7oXUyHEI3VIdLM5WEZ2jEQkIEzwfqFh2Ww7YtkWTAgBlf/ZGN1iBTLZKAyGWte/ERghygC0yEM8H0oxwEy7KYl4nsiHqwOIZzLwzLSjacEaeWwcLoMbm7p146OLwkc32cgIBmrQ8TDZ58v2qHJQFviIAbBUXke0yF0CvPD2CEaxYMB9At8tnvJXFZMiQX7fPlc15oVcQbBEamMy05PJ+YEi8ClXwP8gJUhJOPAMBa5mXWmwAlm0WQgg+CoPJfLXxqFHSKDAbNYHUI7pkPIppgOEQ9WhxBPuZ41k4EMgqNiTrBePnfIi8DygPoFPmulSsbqEPHg6p98HtMhUqt1BGTHi58IPDpWBh4Zrp/vcwVEMg4MY5HbfKvY58vFdIgU8zzukNeI6RAyKKZDaOf4AWfDBFM8LCMeTIcQz6bJQAbBUVn04icCl8Zk4MY4/QLmBIvGdIh4sM+Xz/NaB+kWyCsInj9/PqZMmYKKigqsW7eu3WMrVqzATTfdhClTpuDpp5+O5SIlUZ7LTk8ndogyWHZefCL4PhTLRMnFgWEsuPqXAG6K0iFWr16NzZs3Y8mSJaiurkZ1dXW7xx955BH8+te/xquvvoqPPvoIGzdujO1iRfC8RCx/vfHGMpSXX4xhw4pRXn4x3nhjWeTnep531M89lr97+HPD/DB2iEblgrHc6N+W9hWF7r/tHJoJPpb7RdFEeZ06SxEy1T6T+H7s8vl5boY+1r9NR8+mycAeI4u6ujpMnDgRADBy5Ejs2rULzc3NKCwsxJYtWzBo0CAMGzYMAFBeXo66ujqceuqp8V61SQkoDfLGG8tw++3/O/z6s8/qw69vuOGmRD33wism42yAG+NMO2zWS1obifu5xv6272P33r3HdN2Uv8iv0xEb45LYtiW+p741cxauALrt84/1b9MxSshkYD4cpZTq7gceeughlJeXh4Hwd7/7XVRXV2PEiBFYs2YNFi9eHKZBLF26FFu2bMF9993X5e9raNjTi5cfTUlJ0TH//cGXXwbv03UIRsoN9D//fDNaWlo6fL9v3744+eT/SNRzh2VcDMoGaPrzh/DPOqfb32Fab7Qvqby/r0Xx5ZchO2gw/t/+faLaSNzPNfW33f/ZiPV9++H0rw90eOz008/ABx+s6PG60yzq+7G8/GJ89ll9h+93da/7/+43KHxwLoKhw6AKCxPZtiW+p4o9Dyf6PvYsWIQD02d0+tyor1UcbO7ve1JcfjHc//sZglNG5v0cb+iJaHzhv6EGDY7xyjpXUlLU5WOR15h7iJl7VFw8AJ7BWb3ubkZe/ut6YPu/4e3Z3TsXFIMBLS0Y0NkDLS09Xre05+7PBhh0zjkovuAcoOgYXzsNjrl9SXXBOcC55yLz5ZcYsGunqDYS93ON/e3SUry+fXunD23YsN7ettaLotyjDRvWd/n9Tn/P/7ocWDwC7r59wJ7diWzbEt9TyveBU05B0RXjUdTF6xf5tYpJat+D/3U98PvGaHFQQT+cMLg/cIKse9ZjEFxaWorGxsbw6+3bt6OkpKTTx7Zt24bS0tJuf19T076jvdZj1isjt1lzWv8n2IRjGCWLfO67HwIHAByQPeq2fmag9v8AENpGYnyuyb/93+UXA508d9So0Xa3tV4Q9f04atToTl+nLu/1f5wGrFobfpnEti3+PdXF6xf5tYqB9f19d2b/tPV/EYT3y8A9626w0uPGuLKyMtTW1gIA6uvrUVpaisLCQgDA8OHD0dzcjK1bt8L3fbz//vsoKyvrpcumo3XPPZ0H6bNnd52mkuTnkl5JbCPH2r6Set2UvzS2kTS+p4gO51ZVVVV19wPDhg3Dxo0b8eSTT2L58uWorKzEhx9+iK1bt2LkyJEYNWoUqqqqUFNTg8mTJ2PChAnd/sF9+zrmAOkycGA/o39fl//8z9Nx6qnfxqZN/4Omph0YPfp0PPLIwrw2DCTxuVKwfcltI8favpJ63WkW9f2YxjaSxvdUb0lLf99bTN6vgQP7dflYjxvjelvSN8alCe9XNLxf0fB+RcP7FQ3vVzS8X9HwfkVj8n4dUzoEEREREZFtGAQTERERUeowCCYiIiKi1GEQTERERESpwyCYiIiIiFKHQTARERERpQ6DYCIiIiJKHQbBRERERJQ6DIKJiIiIKHUYBBMRERFR6jAIJiIiIqLUYRBMRERERKnDIJiIiIiIUodBMBERERGlDoNgIiIiIkodRymlTF8EEREREZFOnAkmIiIiotRhEExEREREqcMgmIiIiIhSh0EwEREREaUOg2AiIiIiSh0GwURERESUOp7pC+htq1evxuzZszF//nyMHz8eALB+/XpUVVUBAE477TT84he/aPecgwcPYu7cufjyyy/hui4WLFiAk046SfelG/XMM89gxYoVAIBsNovGxkbU1taGj2/duhXXXnstzjjjDABAcXExnnzySSPXKkFNTQ2eeOIJnHzyyQCASy65BHfccUe7n3nrrbfw0ksvIZPJ4JZbbsHNN99s4lJF8H0fP//5z/H5558jCAI88MADOO+889r9zJgxYzB27Njw6xdffBGu6+q+VOPmz5+PtWvXwnEczJs3D2eddVb42IoVK/D444/DdV2MGzcOs2bNMnilcjz66KP429/+Bt/3cfvtt+OKK64IH5swYQKGDh0atqVFixbhxBNPNHWpxq1atQqzZ8/Gt7/9bQDAqFGj8NBDD4WPs421t3TpUrz11lvh159++ik++eST8Gv2W602bNiAO++8Ez/4wQ8wbdo0/Otf/8IDDzyAIAhQUlKCX/3qV+jbt2+753TX12mjLLJ582Y1c+ZMdeedd6r33nsv/P60adPU2rVrlVJK3XfffeqDDz5o97yamhpVVVWllFJq+fLlavbs2fouWqCamhr13HPPtfveli1b1A033GDoiuR5/fXX1cKFC7t8fO/eveqKK65Qu3fvVvv371dXX321ampq0niFsixbtkxVVlYqpZTasGGDuvHGGzv8zAUXXKD5quRZtWqVmjFjhlJKqY0bN6pbbrml3eNXXnml+vLLL1UQBGrq1Knqn//8p4nLFKWurk798Ic/VEoptWPHDlVeXt7u8fHjx6vm5mYDVybTypUr1V133dXl42xjXVu1alUYK+Sw32r9vJs2bZp68MEH1csvv6yUUmru3LnqnXfeUUop9dhjj6lXXnml3XN66ut0sSodoqSkBE899RSKiorC77W0tOCLL74IRxjjx49HXV1du+fV1dVh0qRJAFpn9NasWaPvooXxfR+vvvoqpk2bZvpSEm3t2rU488wzUVRUhIKCAowdOzbV7eq6667Dz372MwDAkCFDsHPnTsNXJFNdXR0mTpwIABg5ciR27dqF5uZmAMCWLVswaNAgDBs2DJlMBuXl5R36sjQ6//zz8cQTTwAAjjvuOOzfvx9BEBi+qmRiG+ve008/jTvvvNP0ZYjTt29fPPfccygtLQ2/t2rVKlx++eUAuo67uurrdLIqCO7fv3+HZYimpiYcd9xx4dfHH388Ghoa2v1MY2MjhgwZAgDIZDJwHActLS3xX7BA7777Li699FIUFBR0eKyxsRF33303Kioq2i0PpdXq1asxffp03HbbbfjHP/7R7rHD2xTQGvgd2e7SpE+fPujXrx8A4KWXXsI111zT4WdaWlowZ84cVFRU4IUXXtB9iSI0NjaiuLg4/PrwdtPQ0MA21QnXdTFgwAAAwLJlyzBu3LgOnwOVlZWYOnUqFi1aBMVDUrFx40bMnDkTU6dOxUcffRR+n22sa+vWrcOwYcNQUlLS7vvstwDP8zrEDPv37w/TH7qKu7rq63RKbE7w0qVLsXTp0nbfu+uuu3DZZZd1+7x8OkDbO8nu7t3rr7/eIWcaAAYPHozZs2fjuuuuw549e3DzzTfjoosuajfys1Vn9+vqq6/GXXfdhe985zv45JNP8NOf/hR//OMfu/wdtrepw3XXvl555RXU19fj2Wef7fC8Bx54ANdddx0cx8G0adNw3nnn4cwzz9R12SKlqd0cqz//+c9YtmwZnn/++Xbfv/vuu3HZZZdh0KBBmDVrFmprazF58mRDV2net771Lfz4xz/GlVdeiS1btuDWW2/Fu+++2yFfk9pbtmwZbrjhhg7fZ7/VM8lxV2KD4JtvvjmvjUZHLr1u27atQ+BWWlqKhoYGjB49GgcPHoRSyuoOoat7t2/fPvz73//G8OHDOzxWWFiIG2+8EUDrPT3jjDOwadOmVATBPbW1c889Fzt27EAQBOEMVGlpKRobG8Of2b59O84555zYr1WCru7X0qVL8d577+E3v/kN+vTp0+HxqVOnhv990UUXYcOGDan7MOms3eRmno58rLO+LK2WL1+OZ599Fr///e/bpcMBwPXXXx/+97hx47Bhw4ZUB8EnnngirrrqKgDAySefjBNOOAHbtm3DSSedxDbWjVWrVuHBBx/s8H32W50bMGAADhw4gIKCgi7jrq76Op2sSofoTJ8+fXDKKafgr3/9K4DW5f4jZ4vLysrwpz/9CQDw/vvv48ILL9R+nRKsX78ep5xySqePrVy5EgsWLADQGiyvX78eI0aM0Hl5ojz33HN4++23AbTuih0yZEi7Jdizzz4bf//737F7927s3bsXa9as6VANIU22bNmC1157DU899VSYFnG4TZs2Yc6cOVBKwfd9rFmzJty9niZlZWVhVZb6+nqUlpaisLAQADB8+HA0Nzdj69at8H0f77//PsrKykxergh79uzBo48+it/+9rcYPHhwh8emT58eprd9/PHHqWxXh3vrrbewePFiAK3pD1999VVYLYNtrHPbtm3DwIEDO0yOsd/q2iWXXBL2ZV3FXV31dToldia4Mx988AEWL16MTZs2ob6+Hi+//DKef/55zJs3Dw8//DCy2SzOPvtsXHLJJQCAO+64A8888wyuuuoqrFixAlOnTkXfvn2xcOFCw/8SM47MBwOA6upq3HrrrTjvvPPw5ptvYsqUKQiCADNmzEh1maFrr70WP/nJT/Daa6/B931UV1cDAH73u9/h/PPPx7nnnos5c+Zg+vTpcBwHs2bN6jBDlSZLly7Fzp07MWPGjPB7ixcvxosvvhjer6FDh+Kmm25CJpPBhAkTzJTLMWzs2LEYM2YMKioq4DgOKisrUVNTg6KiIkyaNAlVVVWYM2cOAOCqq65K9UA055133kFTUxPuueee8HsXXnghTjvtNEyaNAnjxo3DlClT0K9fP5x++umpngUGWkvG3X///fjLX/6CgwcPoqqqCm+//TbbWDeO/Gw8vJ9nv9VaNu6Xv/wlvvjiC3ieh9raWixatAhz587FkiVL8I1vfCNckbn33nuxYMGCTvs6ExzFpDMiIiIiShnr0yGIiIiIiI7EIJiIiIiIUodBMBERERGlDoNgIiIiIkodBsFERERElDoMgomIiIgodRgEExEREVHqMAgmIiIiotT5/3YrJgnHmJx5AAAAAElFTkSuQmCC\n" }, "metadata": {} } ], "source": [ "y_proba = gpc.predict_proba(X_valid)\n", "y_proba = y_proba[:, 1] # take probability for class=1\n", "y_pred = gpc.predict(X_valid)\n", "\n", "fig, ax = plt.subplots(figsize=(12, 8))\n", "ax.plot(X_train, y_train, 'ko', label='train data')\n", "ax.plot(X_valid, y_valid, color='red', label='true')\n", "ax.plot(X_valid, y_proba, color='blue', label='prediction')\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": { "id": "ouxqfTq5amCy" }, "source": [ "Here are the accuracy scores and training and validation data:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6f5TrQXWamCy", "outputId": "a1ee44ee-22aa-4c1c-b1c3-517eb241af02" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0.8823529411764706" ] }, "metadata": {}, "execution_count": 66 } ], "source": [ "accuracy_score(y_train, gpc.predict(X_train))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "1M6Yx90xamCz", "outputId": "c95abedc-7acf-445b-dc03-cf49a15e5db0" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0.78" ] }, "metadata": {}, "execution_count": 67 } ], "source": [ "accuracy_score(y_valid, gpc.predict(X_valid))" ] }, { "cell_type": "markdown", "metadata": { "id": "XAtvkyQTamCz" }, "source": [ "As you can see, the model performs reasonably on the dataset but the probabilities are not fantastic. Other kinds of models might do better." ] }, { "cell_type": "markdown", "metadata": { "id": "07QX2tffamC0" }, "source": [ "## Multiclass Classification" ] }, { "cell_type": "markdown", "metadata": { "id": "q7yizJRvamC1" }, "source": [ "Currently, skorch does not directly support multiclass classification. We can still get there, however, by using sklearn's [`OneVsRestClassifier`](https://scikit-learn.org/stable/modules/generated/sklearn.multiclass.OneVsRestClassifier.html) with `GPBinaryClassifier`." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "bEJzfNqUamC1" }, "outputs": [], "source": [ "from sklearn.multiclass import OneVsRestClassifier" ] }, { "cell_type": "markdown", "metadata": { "id": "dTJMajaHamC1" }, "source": [ "### Getting the data" ] }, { "cell_type": "markdown", "metadata": { "id": "DGZlA2e2amC2" }, "source": [ "Here we use a synthetic multiclass classification dataset provided by sklearn." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Iup1O6DFamC3" }, "outputs": [], "source": [ "from sklearn.datasets import make_classification\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Z7k0R_bQamC3" }, "outputs": [], "source": [ "X, y = make_classification(n_samples=200, n_informative=10, n_classes=5, random_state=0)\n", "X = X.astype(np.float32)\n", "y = y.astype(np.int64)\n", "X_train, X_valid, y_train, y_valid = train_test_split(X, y, random_state=0)" ] }, { "cell_type": "markdown", "metadata": { "id": "sCXOqAjaamC4" }, "source": [ "### Defining the model" ] }, { "cell_type": "markdown", "metadata": { "id": "Hl5ForDfamC4" }, "source": [ "We use the same module as previously and again define a `GPBinaryClassifier`. We set `verbose=0` to not get flooded by print outputs, and we set `train_split=False` since we're not interested in internal validation scores." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "xGNZR_fxamC4" }, "outputs": [], "source": [ "gpc = GPBinaryClassifier(\n", " GPClassificationModule,\n", " # explicit conversion to torch tensor necessary\n", " module__inducing_points=torch.as_tensor(X_train) if DEVICE == 'cpu' else torch.as_tensor(X_train).cuda(),\n", " criterion__num_data=len(X_train),\n", "\n", " optimizer=torch.optim.Adam,\n", " lr=0.05,\n", " max_epochs=200,\n", " verbose=0,\n", " train_split=False,\n", " device=DEVICE,\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "F52l_eU0amC5" }, "source": [ "Next we wrap our binary classifier inside sklearn's `OneVsRestClassifier`." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "M60SjjDCamDF" }, "outputs": [], "source": [ "clf = OneVsRestClassifier(gpc)" ] }, { "cell_type": "markdown", "metadata": { "id": "0kJCA70camDG" }, "source": [ "### Fitting" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qRKcSanxamDG", "outputId": "c52aca4e-882b-4e5d-9f0b-8a67da22e396" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "OneVsRestClassifier(estimator=[uninitialized](\n", " module=,\n", " module__inducing_points=tensor([[-0.4209, -1.8626, 1.7317, ..., -1.4448, -1.1847, 1.0305],\n", " [ 2.9429, 2.0599, 5.1854, ..., 0.3005, -0.5200, -0.8204],\n", " [-0.2996, -1.3898, 1.9115, ..., 1.2798, 2.5717, 0.2900],\n", " ...,\n", " [ 1.6054, -3.4834, 2.6305, ..., -0.5219, -0.2894, -0.1725],\n", " [-1.0977, -0.1791, -1.6726, ..., -0.9357, 1.5292, -0.0447],\n", " [ 5.3708, -2.4126, -0.8171, ..., 0.6439, 0.1507, 1.7870]]),\n", "))" ] }, "metadata": {}, "execution_count": 73 } ], "source": [ "clf.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": { "id": "bZrG_KvnamDH" }, "source": [ "### Analyzing the trained model" ] }, { "cell_type": "markdown", "metadata": { "id": "BcejsWtmamDH" }, "source": [ "Here are the accuracy scores and training and validation data:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "j_KU-ckhamDH", "outputId": "421d9a30-fd48-44d8-9a09-6f4cdccd9e4b" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0.8266666666666667" ] }, "metadata": {}, "execution_count": 74 } ], "source": [ "clf.score(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ne2vnlLIamDI", "outputId": "4a61211c-021a-43d5-de63-74a79588bddb" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0.66" ] }, "metadata": {}, "execution_count": 75 } ], "source": [ "clf.score(X_valid, y_valid)" ] }, { "cell_type": "markdown", "metadata": { "id": "jKIxMOcJamDI" }, "source": [ "The multiclass classifier does quite well on the training data but the score on the validation data leaves something to be desired. Given that we have 5 classes, a naive model would only be 20% accurate, so the given score is markedly better than that, but it's still not spectacular." ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "base", "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": "3.7.13 (default, Mar 28 2022, 08:03:21) [MSC v.1916 64 bit (AMD64)]" }, "vscode": { "interpreter": { "hash": "bd97b8bffa4d3737e84826bc3d37be3046061822757ce35137ab82ad4c5a2016" } }, "accelerator": "GPU", "gpuClass": "standard" }, "nbformat": 4, "nbformat_minor": 0 }