diff --git a/examples/gpax_viDKL_plasmons.ipynb b/examples/gpax_viDKL_plasmons.ipynb index 1b98bc9..223150c 100644 --- a/examples/gpax_viDKL_plasmons.ipynb +++ b/examples/gpax_viDKL_plasmons.ipynb @@ -1,4021 +1,869 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "view-in-github" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# For github continuous integration only\n", + "# Please ignore if you're running this notebook!\n", + "import os\n", + "if os.environ.get(\"CI_SMOKE\"):\n", + " SMOKE = True\n", + "else:\n", + " SMOKE = False" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "YRlYq61DplJ0" + }, + "source": [ + "# Deep kernel learning for data reconstruction and automated experiment\n", + "\n", + "*Prepared by Maxim Ziatdinov (January 2022). Last updated in October 2023.*\n", + "\n", + "This notebook demonstrates how to use deep kernel learning (DKL) for data reconstruction and automated experiments. We will be using a pre-acquired STEM-EELS experimental dataset on plasmonic nanoparticles from Kevin Roccapriore.\n", + "\n", + "The DKL can be viewed as an extension of Gaussian process (GP) for high-dimensional data. Hence, we first briefly overview the standard GP. GP is a powerful tool for reconstructing with quantified uncertainty an unknown (β€œblack-box”) function over a low-dimensional parameter space. Formally, given a set of observed data points $(x_i, y_i)_{i=1, ..., N}$ and assuming normally distributed observation noise $πœ€$, the GP can be defined as\n", + "\n", + "$$y_i= f(x_i) + πœ€_i$$\n", + "$$f ∼ MVN(0; K(x_i, x_j))$$\n", + "\n", + "where $MVN$ stands for Multivariate Normal Distribution, $K$ is a kernel function, and $f(x)$ is a \"black-box\" function we try to reconstruct. The functional form of the kernel $K$ is chosen prior to the experiment, and its hyperparameters are inferred from the observations using either Markov chain Monte Carlo methods or stochastic variational inference. \n", + "\n", + "Once the GP model is trained, we can use it to make a probabilistic prediction on new inputs. Specifically, the predictive mean and covariance on the new data $X_*$ are given by\n", + "\n", + "$$πœ‡_*=K(X_*,X|πœƒ)K(X,X|πœƒ)^{-1}y$$\n", + "$$𝛴_*=K(X_*,X_*|πœƒ)-K(X_*,X|πœƒ)K(X,X|πœƒ)^{-1}K(X,X_*|πœƒ)$$\n", + "\n", + "where πœƒ are learned GP kernel parameters. Note that we absorbed model noise into the computation of kernel function. The predictive uncertainty is given by the square root of the diagonal elements of the covariance matrix $U_*=\\sqrt{\\text{diag}(𝛴_*)}$.\n", + "\n", + "The GP predictive mean and uncertainty can then be used to derive an acquisition function for selecting the next point to measure. Depending on the form of acqusition function, this can be referred to as active learning (discovering the overall data distribution) or Bayesian optimization (identifying global maximum or minimum). Here, we will refer to both of them as \"active learning.\"\n", + "\n", + "A significant limitation of the standard GP (and GP-based active learning) is that it does not scale well with the dimensionality of the parameter space. Another limitation is that the standard GP\n", + "does not, strictly speaking, learn representations of data which precludes us from using information from different experimental modalities to assist in selecting the next measurement point.\n", + "\n", + "To address these issues, we have adapted a [deep kernel learning](https://arxiv.org/abs/1511.02222) (DKL) approach. DKL can be understood as a hybrid of deep neural network (DNN) and GP. The DNN serves as a feature extractor that allows reducing the complex high-dimensional features to low-dimensional descriptors on which a standard GP kernel operates. The parameters of DNN and GP kernel are inferred jointly in an end-to-end fashion. Practically, the DKL training inputs are usually patches from an (easy-to-acquire) structural image over a large field of view, and training targets represent a physical property of interest derived from the (hard-to-acquire) spectra measured in those patches. The DKL output on the new inputs (image patches for which there are no measured spectra) is the expected property value and associated uncertainty, which can be used to derive the next measurement point in the automated experiments. \n", + "\n", + "Formally, we define a deep kernel as\n", + "\n", + "$$k_{DKL}(x_i,x_j|w,πœƒ)=k_{base}(g(x_i|w),g(x_j|w)|πœƒ)$$\n", + "\n", + "where $g$ is a neural network with weights $w$ and $k_{base}$ is a standard GP kernel. The parameters of neural network and GP base\n", + "kernel are learned simultaneously via Markov chain Monte Carlo sampling techniques or a stochastic variational inference. The trained DKL model is then used for obtaining predictive mean and uncertainty and deriving the acquisition function the same way as for the standard GP.\n", + "\n", + "GPax package has the fully Bayesian DKL (weights of neural network and GP hyperparameters are inferred using Hamiltonian Monte Carlo) and the Variational Inference approximation of DKL, viDKL. The fully Bayesian DKL can provide an asymptotically exact solution but is too slow for most automated experiments. Hence, for the latter, we use the viDKL." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HdtH0tCPQ2de" + }, + "source": [ + "## Install & Import" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "86iUwKxLO7qE" + }, + "source": [ + "Install the latest GPax package from PyPI (this is best practice, as it installs the latest, deployed and tested version)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { "colab": { - "provenance": [], - "collapsed_sections": [], - "include_colab_link": true - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - }, - "accelerator": "GPU" + "base_uri": "https://localhost:8080/" + }, + "id": "VQ1rLUzqha2i", + "outputId": "44157aab-4e21-4966-ec79-ccf85cd4bbaa" + }, + "outputs": [], + "source": [ + "!pip install gpax\n", + "!pip install atomai # we will use the atomai's utility function for preparing the input data" + ] }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "view-in-github", - "colab_type": "text" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "YRlYq61DplJ0" - }, - "source": [ - "# Deep kernel learning for data reconstruction and automated experiment\n", - "\n", - "*Prepared by Maxim Ziatdinov (January 2022)*\n", - "\n", - "This notebook demonstrates how to use deep kernel learning (DKL) for data reconstruction and automated experiments. We will be using a pre-acquired STEM-EELS experimental dataset on plasmonic nanoparticles from Kevin Roccapriore.\n", - "\n", - "The DKL can be viewed as an extension of Gaussian process (GP) for high-dimensional data. Hence, we first briefly overview the standard GP. GP is a powerful tool for reconstructing with quantified uncertainty an unknown (β€œblack-box”) function over a low-dimensional parameter space. Formally, given a set of observed data points $(x_i, y_i)_{i=1, ..., N}$ and assuming normally distributed observation noise $πœ€$, the GP can be defined as\n", - "\n", - "$$y_i= f(x_i) + πœ€_i$$\n", - "$$f ∼ MVN(0; K(x_i, x_j))$$\n", - "\n", - "where $MVN$ stands for Multivariate Normal Distribution, $K$ is a kernel function, and $f(x)$ is a \"black-box\" function we try to reconstruct. The functional form of the kernel $K$ is chosen prior to the experiment, and its hyperparameters are inferred from the observations using either Markov chain Monte Carlo methods or stochastic variational inference. \n", - "\n", - "Once the GP model is trained, we can use it to make a probabilistic prediction on new inputs. Specifically, the predictive mean and covariance on the new data $X_*$ are given by\n", - "\n", - "$$πœ‡_*=K(X_*,X|πœƒ)K(X,X|πœƒ)^{-1}y$$\n", - "$$𝛴_*=K(X_*,X_*|πœƒ)-K(X_*,X|πœƒ)K(X,X|πœƒ)^{-1}K(X,X_*|πœƒ)$$\n", - "\n", - "where πœƒ are learned GP kernel parameters. Note that we absorbed model noise into the computation of kernel function. The predictive uncertainty is given by the square root of the diagonal elements of the covariance matrix $U_*=\\sqrt{\\text{diag}(𝛴_*)}$.\n", - "\n", - "The GP predictive mean and uncertainty can then be used to derive an acquisition function for selecting the next point to measure. Depending on the form of acqusition function, this can be referred to as active learning (discovering the overall data distribution) or Bayesian optimization (identifying global maximum or minimum). Here, we will refer to both of them as \"active learning.\"\n", - "\n", - "A significant limitation of the standard GP (and GP-based active learning) is that it does not scale well with the dimensionality of the parameter space. Another limitation is that the standard GP\n", - "does not, strictly speaking, learn representations of data which precludes us from using information from different experimental modalities to assist in selecting the next measurement point.\n", - "\n", - "To address these issues, we have adapted a [deep kernel learning](https://arxiv.org/abs/1511.02222) (DKL) approach. DKL can be understood as a hybrid of deep neural network (DNN) and GP. The DNN serves as a feature extractor that allows reducing the complex high-dimensional features to low-dimensional descriptors on which a standard GP kernel operates. The parameters of DNN and GP kernel are inferred jointly in an end-to-end fashion. Practically, the DKL training inputs are usually patches from an (easy-to-acquire) structural image over a large field of view, and training targets represent a physical property of interest derived from the (hard-to-acquire) spectra measured in those patches. The DKL output on the new inputs (image patches for which there are no measured spectra) is the expected property value and associated uncertainty, which can be used to derive the next measurement point in the automated experiments. \n", - "\n", - "Formally, we define a deep kernel as\n", - "\n", - "$$k_{DKL}(x_i,x_j|w,πœƒ)=k_{base}(g(x_i|w),g(x_j|w)|πœƒ)$$\n", - "\n", - "where $g$ is a neural network with weights $w$ and $k_{base}$ is a standard GP kernel. The parameters of neural network and GP base\n", - "kernel are learned simultaneously via Markov chain Monte Carlo sampling techniques or a stochastic variational inference. The trained DKL model is then used for obtaining predictive mean and uncertainty and deriving the acquisition function the same way as for the standard GP.\n", - "\n", - "GPax package has the fully Bayesian DKL (weights of neural network and GP hyperparameters are inferred using Hamiltonian Monte Carlo) and the Variational Inference approximation of DKL, viDKL. The fully Bayesian DKL can provide an asymptotically exact solution but is too slow for most automated experiments. Hence, for the latter, we use the viDKL." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "8N0xCUxJp5I8" - }, - "source": [ - "## Installation" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "TwbUxFLRcCGS" - }, - "source": [ - "!pip install -q --upgrade git+https://github.com/ziatdinovmax/gpax\n", - "!pip install -q atomai # we will use the atomai's utility function for preparing the input data" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "B9NOGYiEy2Q6" - }, - "source": [ - "## Imports" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "Rhw-FGD_cAQo" - }, - "source": [ - "from warnings import filterwarnings\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import math\n", - "\n", - "from scipy.signal import find_peaks\n", - "from sklearn.model_selection import train_test_split\n", - "\n", - "import gpax\n", - "from atomai.utils import get_coord_grid, extract_patches_and_spectra\n", - "\n", - "gpax.utils.enable_x64()\n", - "\n", - "filterwarnings(\"ignore\", module=\"haiku._src.data_structures\")" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "## Prepared data" - ], - "metadata": { - "id": "egEExnWqZN4e" - } - }, - { - "cell_type": "markdown", - "metadata": { - "id": "y3m72GfO1hji" - }, - "source": [ - "Download training data:" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "qaDtfIvHmb42" - }, - "source": [ - "!wget -qq https://www.dropbox.com/s/1tguc2zraiyxg7h/Plasmonic_EELS_FITO0_edgehole_01.npy" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "tpmXAAcm1epo" - }, - "source": [ - "Load data into the notebook:" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "5Zd9NPigT-3e", - "outputId": "ae17064c-1bb5-430c-c640-fbdb2444aaa0" - }, - "source": [ - "loadedfile = np.load(\"Plasmonic_EELS_FITO0_edgehole_01.npy\", allow_pickle=True).tolist()\n", - "for key, value in loadedfile.items():\n", - " print(key, value.shape)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "image (62, 75)\n", - "spectrum image (62, 75, 1496)\n", - "energy axis (1496,)\n", - "scale ()\n" - ] - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "sWB_i6sL0hxd" - }, - "source": [ - "img = loadedfile['image']\n", - "specim = loadedfile['spectrum image']\n", - "e_ax = loadedfile['energy axis']\n", - "imscale = loadedfile['scale']" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "7eMPatXhjayA" - }, - "source": [ - "Generate training inputs (image patches) and targets (spectra)\n", - "\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "IU1nT-SAVLRv", - "outputId": "a1471c22-b8c2-4a73-c910-2bd023b1916c", - "colab": { - "base_uri": "https://localhost:8080/" - } - }, - "source": [ - "window_size = 16\n", - "\n", - "coordinates = get_coord_grid(img, step=1, return_dict=False)\n", - "features, targets, indices = extract_patches_and_spectra(\n", - " specim, img, coordinates=coordinates, window_size=window_size, avg_pool=16)\n", - "\n", - "features.shape, targets.shape" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "/usr/local/lib/python3.7/dist-packages/atomai/utils/img.py:450: UserWarning: Creating a tensor from a list of numpy.ndarrays is extremely slow. Please consider converting the list to a single numpy.ndarray with numpy.array() before converting to a tensor. (Triggered internally at ../torch/csrc/utils/tensor_new.cpp:201.)\n", - " spectra = torch.tensor(spectra).unsqueeze(1)\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "((2820, 16, 16), (2820, 93))" - ] - }, - "metadata": {}, - "execution_count": 6 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "pse4bz08ji_w" - }, - "source": [ - "Normalize data:" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "D6j89EEl0nTx" - }, - "source": [ - "norm_ = lambda x: (x - x.min()) / x.ptp()\n", - "features, targets = norm_(features), norm_(targets)" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "### Scalarizer\n", - "Next, we select a scalarizer function that will convert a measured spectrum into a scalar physical descriptor. The scalarizer defines the measure of physical interest to the response and acts as a reward towards the specific behavior in the experiment. The scalarizer can be created in almost unlimited number of ways. For example, it can be based\n", - "on the gross characteristic of the spectrum, such as area under curve, integrated intensity within certain energy range, area or width of hysteresis loop, etc. It can incorporate the physical model and physics-based analysis, for example converting predicted spectrum to specific materials parameters. It can be based on hybrid criteria defined via combinations of functional fits, decision trees, etc. Finally, it can be crowd sourced – if the neural network has been trained by human labelled data, or other form of expert system can be used. Ultimately however, the scalarizer should define the measure of physical interest much like the human operator would do." - ], - "metadata": { - "id": "anfR3ms8ZYhq" - } - }, - { - "cell_type": "markdown", - "metadata": { - "id": "-dpeNfJIZnG0" - }, - "source": [ - "Let's scalarize our vactor-valued targets. Here we are going to do the scalarization by simply using the intensity of the most prominent plasmonic peak, but more sophisticated scalar descritpors can be derived as well (ratio of peaks, etc.). First, let's do it for a single spectrum:" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 302 - }, - "id": "nHxUVIguQjod", - "outputId": "71a2f18a-e001-48a5-c353-27e0f33233b4" - }, - "source": [ - "k = 1\n", - "peak_data = find_peaks(targets[k], width=5)\n", - "peak_pos, peak_int = peak_data[0][0], peak_data[1]['prominences'][0]\n", - "plt.plot(targets[k], zorder=0)\n", - "print(peak_pos, peak_int)\n", - "plt.scatter(peak_pos, peak_int, marker='x', s=50, c='k', zorder=1)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "25 0.2826059331244979\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 8 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "XelSLYh8WRe4" - }, - "source": [ - "Now for all the data:" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "nCu0VYT0S5Zi" - }, - "source": [ - "peaks_all, features_all, indices_all = [], [], []\n", - "for i, t in enumerate(targets):\n", - " peak = find_peaks(t, width=5)[1][\"prominences\"]\n", - " if len(peak) == 0:\n", - " continue\n", - " peaks_all.append(np.array([peak[0]]) if len(peak) > 1 else peak)\n", - " features_all.append(features[i])\n", - " indices_all.append(indices[i])\n", - "peaks_all = np.concatenate(peaks_all)\n", - "features_all = np.array(features_all)\n", - "indices_all = np.array(indices_all)" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "C5sWa98FkeIk" - }, - "source": [ - "Plot the scalarized target values for each feature coordinate:" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 281 - }, - "id": "aWJnd_j_Tqfi", - "outputId": "f5bd2085-d8d6-4bfc-ac40-b4770242049f" - }, - "source": [ - "_, ax = plt.subplots()\n", - "ax.scatter(indices_all[:, 1], indices_all[:, 0], c=peaks_all)\n", - "ax.set_title('Plasmon peak intensities')\n", - "ax.set_aspect('equal')" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "N-pM3h6JiP4B" - }, - "source": [ - "## Reconstruction from partial data\n", - "Here we demonstrate how to use DKL to learn a correlative structure-property relationship from a relatively small number of image-(scalarized)spectrum pairs and then use the trained model to predict a targeted physical property for the entire image space." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Bvif-dhCaD7U" - }, - "source": [ - "Prepare data:" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "VNnP9jFg0t3S", - "outputId": "6eaeb98c-8209-470b-e461-507b8fae461b" - }, - "source": [ - "n, d1, d2 = features_all.shape\n", - "X = features_all.reshape(n, d1*d2)\n", - "y = peaks_all\n", - "X.shape, y.shape" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "((2820, 256), (2820,))" - ] - }, - "metadata": {}, - "execution_count": 11 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Split the data in such a way that we use only a relatively small part of data (to the left of the vertical dashed line in the figure below) to train a DKL model and then use the trained model to make a prediction of the \"unmeasured\" plasmon peak values (the part to the right of the vertical dashed line):" - ], - "metadata": { - "id": "rOP2WywLefsc" - } - }, - { - "cell_type": "code", - "source": [ - "split_ = 25\n", - "X_train = X[indices_all[:, 1] < split_]\n", - "y_train = y[indices_all[:, 1] < split_]\n", - "indices_train = indices_all[indices_all[:, 1] < split_]\n", - "\n", - "_, ax = plt.subplots(dpi=100)\n", - "ax.scatter(indices_all[:, 1], indices_all[:, 0], s=50, c=peaks_all)\n", - "ax.vlines(split_, indices_all[:, 0].min(), indices_all[:, 0].max(), linestyle='--', color='w')\n", - "ax.text(split_ // 2, 20, 'Training data', c='w', size=12, rotation=90)\n", - "ax.text((split_ + indices[:, 1].max()) // 2, 15, 'Unknown (unmeasured)', c='w', size=12, rotation=90)\n", - "ax.set_title('Plasmon peak intensities');\n", - "ax.set_aspect('equal')" - ], - "metadata": { - "id": "9aey5Pi-eens", - "outputId": "135a6f85-210a-40ce-a317-dc9246bf5515", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 385 - } - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "m2-UfRVk7ARV" - }, - "source": [ - "Initialize and train a DKL model:" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "KHvaB6xH0e-b", - "outputId": "1f04aec8-0bfc-45d0-9821-ebc5f1ec35b3" - }, - "source": [ - "data_dim = X_train.shape[-1]\n", - "\n", - "key1, key2 = gpax.utils.get_keys()\n", - "\n", - "dkl = gpax.viDKL(data_dim, z_dim=2, kernel='RBF')\n", - "dkl.fit(key1, X_train, y_train, num_steps=100, step_size=0.05)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 38.16it/s, init loss: 21019.9002, avg. loss [96-100]: 18435.9513]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [35.9124 35.0233]\n", - "k_scale 0.1265\n", - "noise 0.014100000000000001\n" - ] - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "bF__ldsB8fFM" - }, - "source": [ - "Use the trained model to make a probabilsitic prediction for all the image patches:" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "eWcmc-bM0fBN" - }, - "source": [ - "mean, var = dkl.predict(key2, X)" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Visualize predictive mean and uncertainty:" - ], - "metadata": { - "id": "7qe-4kVCk7GO" - } - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 357 - }, - "id": "OE_kChBz4_ey", - "outputId": "aa901e9f-31b4-4548-d0fd-3ee55cf8158a" - }, - "source": [ - "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4.5), dpi=100)\n", - "ax1.scatter(indices_all[:, 1], indices_all[:, 0], s=50, c=mean)\n", - "ax1.set_title(\"DKL prediction\")\n", - "ax2.scatter(indices_all[:, 1], indices_all[:, 0], s=50, c=var)\n", - "ax2.set_title(\"DKL uncertainty\")\n", - "ax1.vlines(split_, indices_all[:, 0].min(), indices_all[:, 0].max(), linestyle='--', color='w')\n", - "ax2.vlines(split_, indices_all[:, 0].min(), indices_all[:, 0].max(), linestyle='--', color='w')\n", - "for _ax in fig.axes:\n", - " _ax.set_aspect('equal')" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "mKlW9R72lWJs" - }, - "source": [ - "We can also visualize the latent/embedding space:" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 283 - }, - "id": "56dO8Krs-dj3", - "outputId": "7d493643-5920-47e6-d393-271bd30b2f98" - }, - "source": [ - "embeded = dkl.embed(X)\n", - "embeded = embeded / embeded.max()\n", - "\n", - "_, (ax1, ax2) = plt.subplots(1, 2, figsize=(11, 4))\n", - "ax1.scatter(indices_all[:, 1], indices_all[:, 0], c=embeded[:, 0], cmap='RdBu')\n", - "ax2.scatter(indices_all[:, 1], indices_all[:, 0], c=embeded[:, 1], cmap='RdBu')" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 16 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "me2CwL18iUQ8" - }, - "source": [ - "## Active learning\n", - "Now we are going to use DKL to actively learn (local) structures where a particular physical behavior or property (here, plasmon resonance peak) is maximized. Starting with just a few \"measured\" point, we use DKL to obtain predictive mean and variance for our property of interest over the entire parameter space, and then use them to compute the upper confedence bound (UCB) acquisition function for sampling the next measurement point." - ] - }, - { - "cell_type": "markdown", - "source": [ - "Prepare the data" - ], - "metadata": { - "id": "WsigxGPWEI5a" - } - }, - { - "cell_type": "code", - "source": [ - "n, d1, d2 = features_all.shape\n", - "X = features_all.reshape(n, d1*d2)\n", - "y = peaks_all\n", - "X.shape, y.shape" - ], - "metadata": { - "id": "JsqZ509dUN3L", - "outputId": "846f000a-5fc7-4d29-a374-5a7a71ccd839", - "colab": { - "base_uri": "https://localhost:8080/" - } - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "((2820, 256), (2820,))" - ] - }, - "metadata": {}, - "execution_count": 17 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Get the initial measurements aka training points. Here ```X_measured``` are the already measured points, that is, the image patches for which there are measured spectra, whose scalarized values are stored in ```y_measured```. The ```X_unmeasured``` are unmeasured points, that is, image patches for which there are yet no measured spectra. " - ], - "metadata": { - "id": "Ht5nyGNsEKZ_" - } - }, - { - "cell_type": "code", - "metadata": { - "id": "jrPrmYR65aF8" - }, - "source": [ - "# use only 0.02% of grid data points as initial training points\n", - "(X_measured, X_unmeasured, y_measured, y_unmeasured,\n", - " indices_measured, indices_unmeasured) = train_test_split(\n", - " X, y, indices_all, test_size=0.998, shuffle=True, random_state=1)\n", - " \n", - "seed_points = len(X_measured)" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 283 - }, - "id": "7253PSlRX5vY", - "outputId": "fe4b446b-7337-4aae-a5ae-bda16cade514" - }, - "source": [ - "plt.figure(figsize=(4, 4))\n", - "plt.scatter(indices_measured[:, 1], indices_measured[:, 0], s=50, c=y_measured)" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 19 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "gphSs8wZ4LKs" - }, - "source": [ - "Do sample exploration based on the pre-acquired data (i.e., we are running a \"dummy\" experiment):" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "g-MX7N6F4LKs", - "outputId": "0638538c-ee21-4791-b54a-3b9991c519fe" - }, - "source": [ - "def plot_result(indices, obj):\n", - " plt.scatter(indices[:, 1], indices[:, 0], s=32, c=obj, marker='s')\n", - " next_point = indices[obj.argmax()]\n", - " plt.scatter(next_point[1], next_point[0], marker='x', c='k')\n", - " plt.title(\"Acquisition function values\")\n", - " plt.show()\n", - "\n", - "\n", - "data_dim = X_measured.shape[-1]\n", - "\n", - "exploration_steps = 80\n", - "\n", - "key1, key2 = gpax.utils.get_keys()\n", - "for e in range(exploration_steps):\n", - " print(\"{}/{}\".format(e+1, exploration_steps))\n", - " # update GP posterior\n", - " dkl = gpax.viDKL(data_dim, 2)\n", - " dkl.fit( # you may decrease step size and increase number of steps (e.g. to 0.005 and 1000) for more stable performance\n", - " key1, X_measured, y_measured, num_steps=100, step_size=0.05)\n", - " # Compute UCB acquisition function\n", - " obj = gpax.acquisition.UCB(key2, dkl, X_unmeasured, beta=0.25, maximize=True)\n", - " # Select next point to \"measure\"\n", - " next_point_idx = obj.argmax()\n", - " # Do \"measurement\"\n", - " measured_point = y_unmeasured[next_point_idx]\n", - " # Plot current result\n", - " plot_result(indices_unmeasured, obj)\n", - " # Update the arrays of measured/unmeasured points\n", - " X_measured = np.append(X_measured, X_unmeasured[next_point_idx][None], 0)\n", - " X_unmeasured = np.delete(X_unmeasured, next_point_idx, 0)\n", - " y_measured = np.append(y_measured, measured_point)\n", - " y_unmeasured = np.delete(y_unmeasured, next_point_idx)\n", - " indices_measured = np.append(indices_measured, indices_unmeasured[next_point_idx][None], 0)\n", - " indices_unmeasured = np.delete(indices_unmeasured, next_point_idx, 0)" - ], - "execution_count": null, - "outputs": [ - { - "metadata": { - "tags": null - }, - "name": "stdout", - "output_type": "stream", - "text": [ - "1/80\n" - ] - }, - { - "metadata": { - "tags": null - }, - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:01<00:00, 53.71it/s, init loss: 20124.5998, avg. loss [96-100]: 19061.5936]\n" - ] - }, - { - "metadata": { - "tags": null - }, - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [0.3679 0.3679]\n", - "k_scale 0.2994\n", - "noise 0.1452\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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RO1sK5LFKBPIUp5LWzVbxGyMFzhhbCqANQA5AlnM+lTE2GMDfAYwHsBTAsZzzDf50MyAgICBAxokF/jXO+dqi5YsBPMs5v4oxdnFh+SJPe+eQybNPF5bn7/1XJMK0T7cWmFocb110IzqSERzwyzN6ZGcNmoso8Zmen8fbpMgrxYLlqAKJG/ywuCvdpqlv+alPt0aOGHeIWxnlS8OGXVcBNr9buzWapFxAV63dChcPXUi2Nx3A9zowzvTr0Qkzpeo7uh4OtMTAnTQYKJ91FTOQlMTNmTkKwN2F33cD+Kb77oi4VSL1pLydkmgSHzRKeZeSyzg5lybKTLc9yrftZiyiWj5jUwVOKW9ADX7SUa0kVRRUsBsl+7JCJa3SDTjKg5Z6hU647zy8pU0tcA7gacYYB3Az5/wWACM45ysLf18FYAS1ImNsBoAZADBu3DhHnaMswb4yTazaeHEuTdrHLBtXDH9XkJ2y7KtKuzs3n220T9N+12s6BKpfTq5DvR5XJVTrWI5fsr+wfP+E55Q2FiwszbYJMjmRVTmKA3naECHH9UPgSHo8U6wYUwW+N+f8M8bYcADPMMY+LP4j55wXlLtCQdnfAuSzEbrqbUBAQEBAD0YKnHP+WeH/axhjjwHYHcBqxtgozvlKxtgoAGt87KcRe05QU63KUJ/KTv2+Xn4F6D7dO7oiaF5j5gJSK2FXx4etY6u/niMsb/HfdvCUdM4enl3x9nWWXJYDzyXF8YCL531byb+cCKXxj2m3CLLxYTWYZYfZ05V1hz8TBcsSPtEwB3YVZX9eP1EpnhuBjR8MXkT2vxxOChtU8x6ol6+E8z+fihQPYVC0Q5H/YbR5Guti8lY5Xau+o8j9tNFuAte0U3OPVzGQhzGWYIz16/4N4CAA7wJ4AsAphWanAHjcs16VQHdTUgmXKJkfARJu0O030Sz6wLu6aB+rk2rqMk6S4rtBUd4AOjvNp7O1p83ahonDppLnUzLK/0m1o5S3Tk5VPqdkptfByT1KtaXyeVCyRiWlcVVQctrfbe4Dl+W08tat752uMbHARwB4jOW99mEA93HOn2KMzQXwIGPsDADLABzrWa9KoLMszl6h+llnrtjH2NfqB15aJqf+8FwAwLN39FqObr8ETK00X+blnnwiFn27WZBF2vU3dnqLZM/vjw+43fP+LM+1K8mNnDLpv2JpvJm7zTZaj0py5odVq5tt8mVkSa4DsiK1GJDUZGesV8oqcM75YgBKkhHO+ToAB/jRqYCAgICA8tR1JKaThD7Xb/Yipi86SGnplmJLqJYzYP55/Z2IS26VahWVpSg5L1jKBPDJcVHwiJQ7IsOx6DtiybttbhV958UsOuDOon3rOag5WeKvvcjWtmlpwU3jkDfVZAxD8c4a+CFSXDyClG3hsjW7KW0t2JiS+Lxn+Q+vH6S4dRYfrP8amfTkDGE5bOVw9E7zBdlVIxZo16+05JkubXItx2U22J3CcoK4hDnO0STl/Pkip3+2TKeO+kldfy848VfHyWRLfSghT3PjJtiXlbdOVkuYaSIjSnmXkktQ8/Z1CaVs6fF0Www3W6VixbUsWuGKBuiiTF0rcD9wM3DnhwWh22aHZtDSzTbrZXs6EhE6iZdObrRNIjGYabIwt0nFrCrMzmjP0vdJe9bs47paA9luMO1LjNGztnRy072byU3beTkHpc5dKH7g5lOue10vXRbU5+a+5xQ+fdXiO8bb9JJqff6+fuqtiow6104CeebvfW/F/Xlrv78BAHacc2KPjJdIW5B4X7SQt/3qZxXv25Qdnj0ZANDUz1ntxm5qOZBNbVcX+GQS/HTt6Lna/Wys8F0aKvSAovibOFEoQbfJFu+PELOR8THa9UunwJ0WCKgG8v5n3XgTOpIRHH7+GZo1vjxQL7h6ZcH51wvLT3eZ5aiJIoxrR6nKJ2lbQp77K911D01Lw/jnkj0F2a9n6rP0TX7+NGE5EUrjrb3vd9mL0piOex32wSFkrctmK4N/bqMWa8hI4w6rcyFl6h8Dx1BNPnyKHFGoIcpykgSwfbx/v3QulEZRBnIulC8rjXK93KDzv3tdpIQ5DBWXceuDN8F03ItS3qXkMtS8bf1cblMo37+/NKQCpz75qKAdb71NzvDa5dCRrP2ItwlU0A0jBu4oWSMQj9CuijjhpzcpeusEvU++8oRJuiApnW/9y4dmjMDVpfXuvmhIFwr1mZWwOFqIh8vEd+c0mZBpQQfKmnDirukY2ftS+tpv837x13/R+5mu6zdVkdwpldYC3e93MxCXZP33+MJVX0xwUmyj1PoUC75yT8/vjbup0xQHWLSr5IBmStlXrhgXfP1u7d9ykotgh1dPRWyA3Fd133vcNkPRJ+ntOpV23azKtff8Hh6Sr3SeavnL/SApfaU0EYbGOttZ+mavX+TFNKQFHhAQEBDQgBa4EwvrlnHPk+2rVb7KS2ZdfAsSMfNAHrcJrioN4ujH0+hMm/lKqzF4bDpoTRVfoNoNsJrAOccmXtmsD6/pPj6LiX2fu/sD2O3144y28d65NwrLWz5/iqYl8HJyVM/vVzdNRI6YYXHwgHeVAb4DmzvJXDVOijeUu186M/kK8Hu+JWb1iFsZPDBFnI20RUidur/WVsedQizvLmnnvaoyw0PQJbiikKeTemmP14d28olaVVL3go6U+LkrK2+nVGswkFLenCh0LFeG0eHkpWNS59IL5EFH0yhOP9AdXwtVzMRS+0nNsdf52mPSNaOUd16u9olS3hSm89Kpe0o3ZEhFTBrGXeW3qrR1kriKuie9o+Es8FKk7b5xOHtdOBMAEDFUXm5KUJlYnW6/QjofGYUHfnE18Rfah1qM0y+Han0x7XPDBT2/X5x5LWlW6XzjTvroJpXDe3v+VRTsabYNaqrgIx1qul0/ML3eXfePUoXHr1VlBYaHxDLh7bZZygWnVCN4S9xfQEBAQEBDUtcmK2UNfpbtIN/Ph86aiU55nuoW5tsFylsnbq1T0/2+enU+kOfAn1U/kMdtoNNzP7sF+185Q5ElwqK1Tedjdo+ba+TkOCNt5dt4QaVfFF6PL3w70YYMB57o7LXEfzViHjlX/cnO8l9WOjpt2n2Tsi1cu35qz/L+F7yCbDqEWTdP65E5iXf8wfKDkOSi+vvNZmYlDVpYknCrAAAn+sAVd42Xt37DWeC6Y1eUN6ozl9WvEPNaBfK49RlTvnpKZpkmjwqoG+T8Y7pAI2raXNblY0Il/ApHpahH0i+ej86UkZU3ACQ1LlhZ4epvXTO/vJe3fl1b4G7Z6X+nYvE3xHSbpSyTSqyWUvlRah2iXyuaWuv7uHVWbaVjCYMs2uLsi9f/W4mNZdscFO+qQk9U7CeGAgAGvyeWVGudHMdX7j9bkG0xQy1ucdlnh+HeCf8jt108z/69jJvkWN7ScBZ4QEBAQECePm2B1xqTGR4AsM8731JkPMNQXN1pr5/ORDyWxrNX3FF2exS6tpVaibqkQx2pCNpHi8e9z7Vn4cUL1EyDlVIPCclSg3t/b3vzOUhE0ph7uvel3kzx+/idbt/03l+bE6M+40xVSR9nGWwwfHugWJg4wy08g72U9j+7T5x9c+F7RyPFRXfqB09Mgp0VPdZWOIetB00WZK8edyNaIuXdmVMiEYQI34jNOTbypCQruzljAgu8TmER9Sp3pvxPJmSKthgz4e82Dexxu+9a0pGpn2vT19Bl84sY5tORlTcARXnrZCbKGwCpvAF6rMfJHPRyNJwC1x17MxF8EA8RJ79+8tQDADpy3n8E1VMy/kZGdx51CaBqhZvrXct7hZqJ5HZ2UizqrgiHCfWkNBvOhTKmUMuw3RZDmfmiFiXVvo0oPttfne81JtRPaleivqPPl+vQ94+qeF1dAqd6tFD9Rncu3Fw/aoB625v1dTt1ffIaN+4Sat1q3C9UgrX1tjrYuSwHOLGy/vyzPyuyDDHDxEsmR/KWulUHz1k9vUwCAgICAhzQcBb4HtefhU7K30hELbdMXYuj3xarisStDGbtaDZh34RnuiJk7gcGjhEh0fq3AGwXdecrnb50P2G5iWVx6+YvCDIqMZMX1EtiLyqJV6lBWrf9vmnjGFfrm5Diorsvxrx301CDvxy84sA2J1D7aOeqrd3Mcuji7kqQyc/j77Z5BE1SpZ1zn6e/pO4/7k+SpPZWdinq44nUkLTV7pHKGyC/uliIGAg0rNhhCqW8892hcoGrUEEGAB2UwCJqci4qIKEa6Hz3chIuAIhXwS/pFp0vOC3lh46E6etlWniZSnxFynwoNlxv1eKpI9FFOJJSQkzJZOUNADHielGynKFPXpfQzO9EZ3Vtgf98zS7GbUMpIFY+xoCk29J4J93rk9s+2lzZxsqw37tHC8ufvzNS27b/gN67eZvpHzjaz9yUqGh2i3n74jriw0O1f0sOlZZRfzM0TELuKcv7nO88CQDoZ/XeK9P7rTfez0aeVPRRnLC2q1VIuhRe+9pNiUtZROPIL3+RUz+zc0VzbZ0UD/7jDLNprR9kAYAjCtV42irSqz5tEJ8TBfqzCquTG1DXFnhAQEBAgJ66tsB/NfwtJd/CtSdtRJp402bSITzyt/0Emen7uNtamBKNKTIv/YBTIhHM3u5RQcanmOdG6LJDmLF837Ltzli6n+JaaWJZ3Dn+Bc0aZky5vtdvOGK/z8g2bY+MQov0xRqLprEwI844mBRuqlk+FNOgprmtE5TzeNu4F8k886YWc38WU/KJM860hY1N92MaONNXiCOTf24MThvnwEYuflHn55arVeUr5bB3v026Z+NWBk9Kz7yX1LUFTiXLoZQ3AESixEOVVa9u3LCQgCm6eneMkFOT/Z3oMEpxNDHVv0cm6nHpK5fnPusSByGr3lIpIpCnEZJZUedMVyTE1JdMKWpT5e1kPxSU4q+lm0Y3ekQjyp3cPnRb84IQdJ9EmW5sjZJnuHf3fl1b4G5JzRqKBT+9sXxDFxzYXOqFIPrsvLCKFt6xTc/vtoPyBWa3XTFBaLPzGNo6dsIxi7/e8/v9J7dU/t722GhyvWqqZRM/tl34r6/i5Aux1n51ua9bhFuwwRZD6Tt5DjolThkrpgwLiQmuvsglyHatOdFSHx/RD6xt/WTvF+moMRu07e5tU5+V07WtnVHXFnhAQEBAgJ6Gs8B/POhjxIjafqcs2Rdbf0dMEdnEsr6UCKt0mwysZhbQHZs/76j9Q1sUpdU8l06xSbHbper82j3PnItb1+0jyHI2w9y1mytt41YGa54a27P825l3kFM1Q+BC2lI5KVI3Q0OVFxcI8J+1OfVZikuP0qfZJmVaboKZu0LTsJCW5pY3szS6uOraC0n5VVZk+4GBY2y4XWk7/uHe3+F0Aiyt3qdt45pwsyXOPItEMzj9NuPul6ThLHBKeQP++H29ppZzbmtZ4DkcVR/SkOY6yj5D3Tx7nTyg0VGvKxVT4XabTnzoJvunlDcAMnNVxsNcOg2nwGtNLX2ISpCMxiXoxlfoluZoqnyjKuImORJ1Hv0IsHGyrlKdvYETl7m5Nn4ctZNtdnXVR0Kz+jJRq4QXebTLtfM67Py367YGABx93rPK3y4a8qGv+3bCY5eoyYV+vWYfomV1WG93KRXJATM32O2bvwQAuGb9xB6ZHwOBTr7MZDecbl0qeVStWZ4VU0ukNLMxVuXKB77oUswCQM7w/pcryJcKBEoU7e74s35ktP1qYPykM8ZCjLE3GWP/KixPYIzNYYx9whj7O2Os/sLtAgICAvowTizw8wB8AKB/Yfm3AP7AOX+AMXYTgDMAeDpnr5ZpXp3id38ee3gfMg9MOJzFRWd/SKxRGwaxODZwcUDxiuHzlTn9SdvCgWvGk9vo2MW7moofZlrwvjRnfeZLJyIpFcFOhNJ45+t/82y/pTC5V9xaz/Vmfb+bTsOG6HYYYmXIiu0RprrhOAc6iyzk1lwM9KRVjibD8Z6kVOhheKiNLLZgc+C0T47tWW7+eC2Y5P7JjB5I7qPf3+eCZcVrwcMW8FeyuWOMtA5jbCyAwwDcVlhmAPYH0D0OezeAb3rTpcqg/JW19AVTuPn01iXxymbrywtGBehQAVm6iua2JNYFSunkyvaIh1xW3gDQQcgAoD1TH75OHY3iA500oMkAACAASURBVKeuNqUsdYOLqlznQiEGQQ2TXukq5chyWXkD0NZJk5W3TlYppk//HwH8FEB3JYQhAFo5590a8lMAZM5NxtgMADMAYNy4cZX3tAzzH99WkS340fW+7a8SGuVhc8sgyywR2Ms7iCHGk547VWnzjXipQdFe+6Pbz61Yng4Cb7e872xSHp3Q67v98R4fl+hN5eHslVrMTnzypl+JXljvtfxC7rTFl3ETyygKe5NN5J92QWRVPuDH/myVIPf7O6jsWWaMHQ5gDed8XiU74JzfwjmfyjmfOmzYsEo2ERAQEBBAYGKB7wXgSMbYocjHhvcH8CcAAxlj4YIVPhaA+/jtPkQ1fJDPnvkXJKIZdBK7arFEC2NhpkPpkQVgUsSftLmV8Mn+d6EjGcEBvzyjRzbt6bMRj6Xx3GV3lFxXd773ieWUz++3DrgLOz17qiJr0eT6FgtH+EM1klH5YVmbfgFYLmZzt9phyK6RhJXO+8WLgnHoBFVAlx1BSlF1XGm7MtsPo8JqCUYA+OijXgfD1s2ttK+Hc1gjxFzK9orPye15RVkLnHP+f5zzsZzz8QCOA/Ac53w6gFkAvlNodgoA78rcVECfd04QB5iImvsHqEe3voa58iSaiKr2qconOFHPGaWodco7oDTkNEaquAqxrqlvWufvNvWLmyaz0r1iOrPSOIi5o95ZxFAFuBkBuwjAA4yxKwG8CeB2b7pkhmJNhMyVuM4/V7xNqo0fFozpNpnDQEo5SVCt8cMn6uZ6fHKwWUJ/Gap4su7YTO4zXTu/7r9KcXL9qKIVlMLcYNPqRy7oUIpVuQE9v4eHaOvZDUc8eZ6r9cNjR8Fevdaj3hDbd9KYcz4bwOzC78UAdve+SwEBAQEBJtTXHDQDqMKsAPDa927DtJvPNNqGiSVTD/Noi62ed350I9ozEez4D7NElBku9796uUMoP6mJ1fm1y07Pu0vkP2k+rUyKGnsNtR/dvs9ZvjdZWOPmca/40rdidAWM/ZgJJV/LgawZrbyyufxJHkKSrLfKEWHqeR4X7i1nJ8/rrirrN9FuorZ2sKiUS9/DOpn1FQ1jgC50uMWBP7hRaYk05jGahoprfd0NmreqlgnWalnA2EmBCmJth/L6wEnv3J0fkYZT4AG96JIB0XJVVstH4ssyJz4gD1Whyu0doN7m7qrXk89IfcUCKjScC6UUWbrIRlWo9BPezeDeCptDd9MOkzY72AK+sEWVvU3ELJjBjwFIDo5d3jhOkLlJpuNHjvdq4ncytFL4sa9302oe9riVdrVN6uulOCK3O/Jazv29nqvJzAAgDjVITI7wHflSfdu4da3Adf5uHdnx3uXQ8AuTLHgvJul816bh41uEwkpIe4bnsLmUbK3TTiNu+Z+DjDrmjkwEne8OFmRRhzZZLf3eAaXZOZoUlnMc2MBFF2DaZsosu1auz0SY4+rgSIiVv2cGsE5lP5yr2QefbN0eOUm2+4VvIJe08NGFRZHeXWn16UxpXk6RCJDxz/VZ16+XWhZAqCVuixg0QsHgRIP68wMqI+TLFGnTQtJmMll5dxNqEl/gtfJ3U9S1AncLNdrr5QhwremsUqIlNwUHHO1Hc6+HIrWrJuQGKr8RJaPOWcp292iSfl/Da9NBzgJxsm83z5i5H9tNu75CXbtQ3JJGlrwfctJTVA03gleM3npNz+/BPla/cZP4qFIlvnHLvAY/9ODXK1q/mlDnZ8anewrLy9oHK20AM5fMlWvV5GzdfNIxvOz6AHDvBLGWqQXL6Kv2wHePUmTP7nCftn2MiYZEJ6/c1z3QSmOTVKsyqQn4AVR/N6BOJ4xqouB08kaiT1vgAQEBAX2ZPmWBn7fLc8Ly3Rsn4pQBiyra1hsp2k6yAEyN1e69d/xmc3t+D7WiiBKDODZs32cx+Dmwd+2oucJyUuNOqDSxkl/8b+52wvLYLddoWpbnsuFvu+pLl61aptR9sd1/T6ZzodtAy6JeS3b32T9CPJLG7HNuqLhP48LiNDGbcyzJihMPJoSblTGcV8XxUC0R5BOXyZa1LsBHHmh9lGxV39S1Be7kYUwTDtQMcXiUfy5L+So1+6nGfISsMtpOyynlXY9Q57dD479PhNXPb13xB5l6G/SOW+pALSXzg2bDfCK6QhaUZqCKinS4qLBODbaTMsPt6ccLzeIislnNcyfJdWM15J59dsrXtQXuxKK6eeN4Uv5KUpyPSr2NQ0SI7kBLnwxqUUb929CQeJEHWJUnjH960w7av42PfWG0jQgTLbCNNu0vb4G3ie0pXkzSD/nQt8Xz/uLvPa3I5wtOvmye2vbfiqzWUxJfTrrb/9Qb1IK+IclC3vWYd5U2t497ntzexIg6X1zmK4VbdIPda61/Qbyf2mz6ZWT60nzqhV21f9vqcyItbKromQrR9wUDgGb/nrG6tsADAgICAvTUtQXuhN2aFiuT+nOcYVhYNA9sDrTaMUUm170rNec6qYx8c6zNiZbNAOLVuDTbqXxPMABbhOlIsUqJEpd1kNWMDzOie8ICMDTkvUU4q6v8Z/XPrzsVqUHiSdrtinMRj6bx/EWVpXoFausX32bKiqrsp1osOE8sSdiRjmDarTN6lvc7fD7CEfX+eWrh1shJPvit5myj+B4S4TR2mfqJIKMs9U47f9/GiuZpjyWmbH/g8FZ+M13eMt7iwY2wsoA9SArz5hzW2qI4+xztsrJHDQEsSRlo6mdWQp+xwKmILEpGFS6li5nqTjIlVzeQo+agG25Nd32Z9PlN+f0BOnggRMhq+TGfStOfu50aeaV47RfXvQw6c6pGoWT1RiJET/mj5HIBEUp5A1CUNwDScdyRVa81NfhqiqV7ZqkCxkSzJmL8xdLlQjEN0JGVN6CvnlwBDWuBq75Ib+d05m8j8co7qXIvW7sAENe8Llfl2oXlZZ1DtNv95fD6nyNN8avFhxm3rUYekEoLa3Rb9O1FYwrHf3I02faYRQfhn1upfvBq5W2h9rOHFFX49sF3Odr3O+f2WuXnf/4VR+ua8P1P98Y+AxcKsmNblhmtO7nwQokxWa3RCvM1aVjohqPuwM/PO8toXwr9+5Vv4wN9xgIPCAgI+LLRsBb4x5l2SaJPgiOzW0z00eosmhznguvhvbTeApdnodic4/Nc+U+lzUPqvNcPPxhLfl5alg1MKLvJmvPMJnE+dDZrYcWC0WKjCRz9l9Rm2p8uVzYl1/nQd3+11xc8cRhdMuuhiU9XXNyCwskMFlPX0Ypsh9YpuFm4huk9K2B5zi4ci/j1ywBsGVafpx/+4RxhefgbbWjKifPSWVeGLtQAiDNP2mR9VKCfv7O8Agu8BJTf2BRTNxc175VS3gBgu8yPUSvCYULx1PBQnBQ7cONDj4dUt17ViioY7sfJSE+94/ZYqMj6ei8v0ZgagSCZImY+EAOJbk687mRRyeopqpVohwoeoAZV/bj4uqhJU7hFDf7yksslt1cFVRRyORzcqMUtIqC/SMNUEBE1yYBoFyHGmTyctNFDB6UvfMB04kKlNKwLRebHV59DyudcIU6FcjOANCXarMhKVX+fEjV365hy9vIDe36fP+ppTasM+hHD5xHJ2t8qoh5PN5VWRb/8ix3LtulmwzQ6uIjaT7FFWeuQeZm9hlaWrqGbejseU04c+iopP23oi8gR909/Jro25KRV3cjJqxaXmJ/QJJjNevPszOX7C8tv3zdFv1EPyQwtH6jkhj5jgQcEBAR82egzFvjg++fDyoqWGwdw2D17CLInl8xxtN09LpnZ83vOr29ytO7u88WSYRMGrFN84/dv8Yyjba7+wbie3yeePBNJwl/eFE7j8W9eJ8huXrsXMlJJqhjL4dcj55P7qTTk+53WUbAlu8AitnXdEXegmSjqEAI3Gvhzgh/TEtn7RcFX23i+ecf4cYzKdeAcbbw4MM7cITncSin3fhNPYVVOHuTjyv1D0WFHADB0FMkGyjH9Rdwy7llh+Y5zFiMr7effc75adr/FpLaQ0vrmbMQ++szRNtxS1xa4LrE8JZeVN0DfXp3t6iF3ttGnoUPK4eEkMKODCEihBjapwAUqoRMAsIz4mU0pb51cVt4AkCJyKbuFevgoGaW8AToCthoDfzoXholrI52pv4Adqt+UzMkgnRwg5mTQ0DyAjpgJRO7ItB19LLLyBoBQk+p21B4jtVEqH0pO1Usl0ps7pq4t8EPfVxPLd5P92whheSDmGW3z29vvBhYVFXOurU1p13rqHorsmEUHabe77Knxiqxp73Vl+3P60v3xxuJxgmzi3TZAFFx1wlkfnSAs7zjYH8uASuxFMeg9SUDHvtQMN37o+57I+1fnn/lH6S/0GEilQUROMD2ezcIJfHexeF8/tMX/NK1FSlnKToLeytHOmxRNSn3VbbTz1nyTNP6zXcTMAPjGTa/gT08dKsiGzVPTXCQ+1xesSG4/TpEtOcq/F3xdW+ABAQEBAXrq2gL/7NNB4ERubMZsjCDay7R/YwcgLL792kdayrdbqEvzyRi2sdmJi3uWkw5qBU49/F2EpFwRnAMdWdHnt+rPEzAmLR5jchgAm6NpXWWlqcY/0QXr0UGC7INYf2zzuw+UtscvPlBYfn/RaDJHdCKUxoID7+5Z3u2vZ6GDyA89YW+zsOdS1CLlKgMzslh3euyM/Dz9gWIfE+G0UlqMg5PuH/n4TIOISrWr9Jz9s6M/jhtRflzo9VS2sIfeY2yzY6CfHI44E11kG3Mcm0fMvtZ0FLvX8rNcaMs6I7kl56Q4doqKATrH9/sY97dtKcgmRlfjL0fdIW7sKCCViuCqX51k1MfRV4jJuW4a+wKapXiA9kwEwE+MtleOurbAKeWtk/Mw0TZMfLoQjjfdBxZXErzTD7idJZJHEYl+qLggntZcAspBKDn5ZJ94z6rE16udIiq0UIUWNAn+ZTmlvAH6XNgZVZbSzMMN1Wg6namfXRdkRclNt2kaRORHsFGWWJe6rejXg7kHnVMvMqrwsvHlNz9mm2gbJWoAWJoCKbGYNF4T1bwsCbmsvAGgRTP+Uwl1bYGXItIhnqz2Q3dS2jCPIwCaChfjd5s/1iO7/LNDgRgw/CjZyUuzYNZWwvLwEkm4svHeyxNdr/rEJz5UGIOXs1VGaZ/b2xeJ52joL5eW6KnKpH+c3dsfTZtlr41D82pVzvuLywcOMKyT5QGVhq5X2t5LvN73ZV9sLyzvEF+utHmiM5+Y6VuJjZ7u+4uc+NLuIAowmMxA8YpXNkwSlrccuUrb9qT/96+e38+uq4NpRwXq2gIPCAgICNDTsBZ47ntiAqG7J96P5iYp0qsrqsg6U1FM/5NaFkrHxWP/0/M7hiwYAzqLfGw/GfVfABwR6fPr6lX0jJWXT7tG7M/xEUy/8Ptk22P/9FTP7/fXjUaoWf1Ey9kMb20YK8iaLh9AH4xLmob3+jDtdc7SZzqpI1grZGv3vM92Q0qafnngHm8jm7UwSypg7BfFXw9eWOPbNX9ats2R8TbkJ24U749wDyBNuwUNP3zzrg3zG6Of1fsV2ma7i3I+8cwz0ZWUvgBuf0nb/vY/H9Hze+MeXbAJN67FbOyx5RJX/XJKn7HAZUWtk8VjlQ0MAqVyuLtIeNRk5g+jlDcAhIjcIQHeICvvbsjkXH0Iw1l32ufBPAdc7d7qivJ2AKW8S8n9pK4VuK5aCPO4Grtua7Fo5cqeSspDybTrywMnDuBRs2pA1Fxd0wotjCo1r5F/GV4xVPCVaTCNmyAiJ+0owsbrNu5V1FbqkUh10S9sMlFenVDXLhSqWsg+b3/H9XYf/unVwnIbERqVcRmleO7w2cZtZ/72IVLemqssEU7q4k146eu/E2SHvHCe0u7uCWr9QXsLvXW53Ssn9/we/UqJF4z0vKzdztsyaU7xYxDy8m/Q16wY02Aat8msqOmFptMKj0hsIqTq+RpiqYPoaxzen0nNF43XNDH13tz5UdFtugXUF+5fvv9dpAZJA60jnemBuzef5ai9W8re2YyxJsbY64yxBYyx9xhjlxXkExhjcxhjnzDG/s4Yq+1TGhAQEPAlw+SVmAKwP+e8nTEWAfASY+xJAD8G8AfO+QOMsZsAnAHgRh/7CgD473b3kXLOw9ikyU9cTKsdRqW+txaW1Q7apFxYeZc8J31V5AC5j0dNM0sV0M0NH31NWL5v0hJEJdeTDWefhu/veU/P75NG7UdbVJxjSEwM2JiQsTD3oR0E2bNdMTLvSQgcBzb3WlBeBPX4HRh0bMt6YtDP3LJ2Wg3IDYfExTmenTYQt7y3vUJMDWKTyU+glY+bQ2fzri+y+CNE9YUMzwf3yF/PyUwYsbWVPZ8DFqWVVOYDP2GwwxzLjlPb/3bd1sLyRUM+rGi/ppQ9Kp6nu15QpPCPA9gfwMMF+d0AvulLDw2hKrGbJsGhIRL/OBq0oRIHGdcGUSSZHH2pcjYRIEHoK1l5u0X7OUycDKp6OaW8S8lrQUwzZhGS5u7rBv28DuSpFqZJr/T3s+mzQ2+V3KK0STrEg163KWKWpIosLac5RIsIWIsQEXQpn6toGTmlGGMhAPMATAJwPYBFAFo55909/hTAGM26MwDMAIBx49REL14Ski5gFnA09lJcBCHpcES5g5e3ZneIVH4x/zN35/wP6nioGSqbV7wrX9jluHdr3QXH/GFMPsR8m7vOVf7251NfK1rSX9dKC2PUEsry708c4gArH56+OOtt3cdWW/StNzHVX70u11+RDQx1KDIdPEIPbcY2iP5zu8Qzu9mjverzG1fOJtv8ccNWvlrhRhqFc57jnO8EYCyA3QFsXWaV4nVv4ZxP5ZxPHTZsWIXdDAgICAiQcTQszDlvZYzNArAHgIGMsXDBCh8LoLqZzAniTPR9dVBVSktY5IOt3vdZhqtWUmcdzKSafGevlWGHLfLbtPOSNty7fHdB9hDbGRdPfEqQHdCsWjal/LFuuH2cOOPl6S7Vatu/KYkw0+XdqAzqeKgkU06t4utbx/f8/sFANRy9FNUIzdcdd6X9GR5S06oCgM05FksupRamBvhwDrRrSqgVk+MMcabOeOEQ86mEoY5HTQpvQIjwouQ40LJCPPa20WEMWCbe/05r1rJc7wpbRNeQuVSOTGxwtlGHmMxCGcYYG1j43QzgQAAfAJgFoHv07RQAj/vVyWI6srSrQidX0cxf9nyeq1lh4Xay35oHLS3JdU55IkgtbeDiAcz9sbp8z5Sc8iVTSavCPrh8nVSgp6AKbkTC3uW6LoXbqYUmMrdYxD1I3Zam40Q6P7YspbZHKW+t3DSpnUary1JdIizToKhKMbHARwG4u+AHtwA8yDn/F2PsfQAPMMauBPAmgNu97hxlGez5wmna9m/uf0PZbfYjKmEXW96l+2NOlLDoPs4Cf1z9dUW+1Z1iYieWJBQElW3RJW4swb9NmK39m4k1e0Czu4IVXmPBwhkr9iL/NvqFXr/o0b/XFZJ2R7X84vKMEy++BnaWAsc+0bzfRoe6FFlKyrGwPKtPA7HJ7i3CHarS+bIyeds/F+s9T3a0fuIfyypwzvnbAHYm5IuR94cHBAQEBNSAuo7EpKySj79+O9qzEew8+2RBvmC/e9BiNQuyFsaxJKeOTFeac7qFWZrpihxfSDLdHFeZJVdNBh8qfqaHN6bVNRmMv01j1wxA6ifepgIFgNnJ3n3t11QHAwIEphblA+1iwYtSIeXLT+j9arv+4UPBJKvxBgCJSBpvnKp+hP6jIyEsH5lQy/eZUspKr9SSprZZaltU+wiT3UzmaSCSPtRlpWjaIPXb5oisFXUDB5AdIl4vls5PbLXSvfdA68RmxS/ztdAGJIi8RikOpdCHl9TPt4ADWsLqiaJklH/ODZTy1svNZDyt3sD0lFljxyJYun7mUjcKVGEDCll5d6MrcBFQpxj6wMmrTTjVKeVdDRpSgbvhy6raokR+CE0+KhK5rW5d7nQovwZoChmRZHOV3zFO9uM11L5N++M2uZamjpYqITanm0wgt6Xa5TQvVzeZB+udunahlGSD2UUZG1KnZKzMiYOGceoTh7gXOrn+LSsn+2m16c+mHVrE2ZaLsa12m25o7RTdSQu+8gjZTvdR/kKy9KftS6n8CRoZalf+NjEsnvMQ89ZOcDvw9kjHIFL+eac4gLZwhUnl1V4O+UisaP69sWqyMB1uK9XL7Z/qoqf9HRZXr5eM2xD+yZEm8hp9lhPdR+uJJHLDQh1Ymh0iyNKEm2VEWE3CtbpQlf6edXsK8revVKt16QhvEnWD3VS/mQiBRlbgdcZgSzyVjGcUD8e81EiMja4TZDOuehi3XOw+w6JMxxrRl7fjf07DgkPvLLveo+2DkCUePgaOEeFev/q2kXZyepbNvVfYgLdzp7+bWA8uTftinOG4yf8RG07OT/PccfaJJbc355Rb0BJVX+6cq14u3fxst7NQ7m0bLixf9fSRSEklzGKhDM4Liffpom/e7LqgsqmyHxMSi4CMtDjez4gKMw0Lo8OtgixrM8XjMdBKkWVjOzNRPPmyOOeC7cMx+kWjLjYcXzoXSrWg3NNUvb9oU3XmFOuKFctQyhtQi9Lq5txSD1W9QY1Z6MY3qLEVpQ2hvPPbJGRVmp8tK2+drJYFlUOGY0fUPaW7z+IRIi+7HwEGdUKfUeDtGfXmbAR/LAXZa+pYNMdHfJkGeIRsuVcTXWIkvxMm9UmIbFjGz11OlXUka+NqadhH3ZJmWsQjKfUjlAExImXq+HD5k0190g4oTJdqt70NQrElCyE9JO9DDiWL6iFmieleqRzIqYkn+DNokzSM5vSSWlaE72bR11XXkzVyYc/v7Krrfdt3sWvk0/Rgbbux0fW+9aES5OdHdx1HS+Xplmb9mVYov3fjy9rBQ9K+iC5aqfwXci7R+0xtnKw2HNpsgQyB9pnaPx0BAQEBARXRcBb43vOOQacdQWKrVkX+0q5qmSu3g0Oy5cDB0WL1vmmTdpr0nw6xIlhnm80NbRsjWgKR9oLHeYD0fuUcxSmHW1YQyboADBrdCjk7AJUj3JRvJdYROR2awTlHK08q7XNEIrBKBzZNr98HaeILDHkLZUq0mfhLZfvpab9qkqP2lXJSv7U9v09fPhlcuh/Xp5qR9xtPEORb77AMH74t5hTmg+gq8n5QD19OxRR/zQJAakQckXZp/IlzWEn6mc0M6LXAD/nG64hIXw4/Xb0zYiyHK4a/7U2HDamvs2xAp2Z6nk7uNcrgjuaJoIKILEJJpNLqO1T7jEnb1Ex7VZS3TkYRJiPtdN2pn8Ehnfql5LUcG3FS1FhtR11E+hqEQuQkawU6mZrap/Ysbevp5JXiZg45kJ+FIkMW4HYQGCc/Z7Ly7iZVpajSYuraAq+3t7hThoXEm+mrzWuUNgf+4ScVb79jbH7eq+xDBzrVxgDCIz8RlrOEFXl0Sz795UohBUFCadfNICl9AWV915pFWWquujhPulrJpPwok6bjF4eIc/9/OecIpc2Os09EaCXtu+23pPe+6jhAP3/8/b3urrCHwLDRYlzEkFVbKW1W5fT7LtYQB//uQgCAXOph0ELzKEkeFVViaqi3xSq8prE1ZEBAQMCXmLq2wCmrqKMzCupbcNYet2Ej4XMeYNXuDSonscnZTfjWwsMEWSYO5XAyCQbYHImiDFmZZhQ+8dRM+dmEKNPNQbEJ60amO2CjOOjCiXVqgSmulWq4LKZEY8hxjg8z6jzgYZb4aZtg0YotbqcBLdQYChXIo7PKi/u5TXwV0lLJ3/Up97XzFp50k3afxbRnw9h9zvSK9rH9cycqsQiJUBrf3O5oQXbZcGfXJVl0bx142ivIELVac0kL716+oyJX0sJmbTDJ1xjZmIZtARumiGXeTOGco40YJxpY0dZUGtACp/1UCYOACy9w8/kbDxGDjjo3shyp4KCicpioRETJyM25DCpxEiTjNVRgCBkq4qI/bgNa3ATyyMoboMdVAPp6Ry31GUmE1BeejhaikIXp+lQgmWlwme7syIYBpbwBINREnCPCqNA+itLq2TStNmPEOff73q9rC7wekS2wZkb7D73wqab69+6HKHit5YTxbxi1s2AJ85kB2krvtiKr5Scutlqd7nNeUrRIj25ZVtF+K9l3LcZsdh20AgBwydD3y7advv9flXEQk6+yYhbseQchFV8sXp+HYSHV+v00a17AGAA2ThC/hgd/qFrFpjx/V74Mwryf31jxNryiAS3wgICAgACgAS3wj/a9Ex2pCPa9Zob4h33Utvs+di46s5KFbHNQH0uJcBpvHnObIv93Z68P/aJ/nYBUlvjs40CkXdzmu9/zLzpPRg6dv/Oeg3Haif8tvx7sqs1nbgSq9YVRKfe8vRsy0sVesN89hXwtqq+dcvfJM4/cWMtRhF27CC4zmDe9KtehHEmI5b0gplfsgf+7Wlg+bNb3IddYnlC+IqNA8eymNKedWWMs7+sSFNOQFngiZubvVpQ3AJ2nq4NSzBKk8tZvsmZkPJ6bG1AfyMob0Cfb8iNBlrKPKo1t6Ead3OxeVt5u0b1I/FTeQIMqcIpOH5LJOCl4INORUvvTmVMfQN0uZLlpOx2ROrcuvSBDRDZRMje4ncPtJpDHD6q1b2qw08kAqgkRRg8URWA2gKSLBaRyhTVF66Mod58x1aafP1MV7u9sGzv+6dye31edVT53dikUF0+BrBTVzZtKKOci46p7gD1cVNg7pS/gjT/NVw9+5gmXCMt9zX0SYRxLUsME2ZD+avCUDhMXSrdrgnI9mCRwqmYgjwlUf0q5VXRRueVYsP9fjds6ceu0FUU/njLkVbJN1NB4WXYWw9D/0NOON03sPUdPHXuNcf/8ps9Y4AEBAQFfNhrWAk8OFZdTg0IYtsBsrnOlzDvmVrRE6NqSc1LiuzCZiuCiv5wpyP53wY2K/74jHcE+t59D7m/OhdcJy512GCcu6i3b9cGi0fIMLgDAw/vciLjkG+3MgWfjkwAAIABJREFURpBdRU0Bqz/cDCbuEF/uYU/cQR2HriJPPVnl3f2mLGFT61g+difHLa87KpSAzTlW22qKCNm65hzYyMWxr05wNBnGQcjwY9YCEaC4yNv0d09Fk5XG7dveV9E2vaSuLXCqSAMAtKeJ4g1UiRjqmumK8Up/SBL7oJQ3AFAFP5qIgVZq8DWhqeZCVRaJy5PBNblzZOWtkwX04odvm8I0kIfOv6S+ENwWIPYDat9uKxFRg4FkUWRyk6qwmfC/ky50jV88acujoJpIWrIOi3fXpq4t8J0fP1ORxdbp3zldg0WNNlgT27B2d/pt/N5vLuj57UWS/hnff8Ko3TszxX1luL9fEl5i4guuxj7d4lTheX2M8jG9klKVzriRGxSZU+vdbbAShZttTPrn94TlT464Wdv282yvf3qg5W4Q8d6v3A5LqvLQxGxgP7Hd9HdP1W7jwOd+2PP7uJ30wXNnD35ZkdFltZ1T1xZ4QEBAQICeurbAnTLwlBXCcsf1Y5WPJw7g/K+qQS7pbAj2qlt7li1YjqybvaR8C1kO7NMkpspMefDl9M+t/t3ze9LSs4zX2zIch+Wh71WX1Anwx8qjtle8n89zbeAApjW1Sa37gaJWQTu6/Zp8VTyx9b8QD9FT4qikWW7dKFRfK/36sWHT60bEfSzOdJK9zt9pvb7tVjsGgGOg1esK6eAhAAwRyd+t81i05sQZJwwcI4qneZUhMaA3HP+fS7ZDiOVw6PgPjNf3grq2wBNhYu4o4RsGABaiBoyIdpp9RcNEIhoXwRDVKIStm0fbSSTppxM9eZ/UqVboVJVNPL31NGCoI0T0Uae8Kert+lDQ14aGlsvHqEk0RojJGuHE+k0W/YzRtY7VQalsSpVRz2el1LUF/vY3zediH/zhYeUb1ZgIM6vYYdpuwQG6RPpheHlp3fqc/fKTm2xjpd2OUSF9QYpi/P5yKIW8r70KxuHMT/fqkX11rOpLdbsfLzA9b+tsZwmoTIgU+7FLvJdzknLu0IRitkqDk9du/TAAoD/rVeRHz6djPADgud/vqcj+cej2iuyT8dpNOKKuLfCAgICAAD11bYE74bEtn1Lybe+D72lal6eWo/NOiwbIdNkhnLzk64LskYnPVNQXwFtfqF+UmitsSr0ns6pXTM/bj1ccIizHNKHvOvoR7owkN7sP1+XkrzCOkDQLJcnDaMupkZgMHOvRm9L2nh3vRDykTsvtzERx9IofiOtmOCZeJz7LdoQDxxp1uyz19RS6gCyW0KC4LRrQbPWdc+EEvxMHBXhLSlOAoTqYj5DJvnFKeQN07AYncg9YGe/u0z6jwCniMfWEhqO6hDd92/rqtFW/ehchM6URBgKBuksUWTWqdX283o9ugK8x7rbq07AuFJPEQf+95k7s9uYxgmzOzn8vsc2+y0lL9sfAqOpeGBgRp01dPdKsmo9pDchqYzJg6fWgqu6YvXDJHDjoXaN21XL/eL2fh/YXq9pkwZQBxwA9ZZ82xthmjLFZjLH3GWPvMcbOK8gHM8aeYYx9XPi/V8FFAQEBAQEGmFjgWQAXcM7nM8b6AZjHGHsGwKkAnuWcX8UYuxjAxQAu8q+rIqaW3sZ3hwjLu354JuYdr1beMaFU8IqM6YAjtc1qDqY9tWQbYbnFSiNFzGeNsRx+UVQ9RXcuaj0Q6EdAi8l+KBiYcaV6XR+/ldhYWQcbFJsDbdIUP4vZoJ1hHAmHA6GVMj7cWvG6ofeWCMtcLljugrJ3Ied8Jed8fuF3G4APAIwBcBSA7onIdwP4pme98ggqGZZJ5R0dToIj3FQpNyWtKVZAy1UFkbPVdpTypuS1DBTRFdogE0DVsJ/VuAcahSQx3kIXYHASfkfFWatQCaXotu7KpnRmVN1ipYgAQbpDFeHIB84YGw9gZwBzAIzgnK8s/GkVgBGadWYAmAEA48aNq7SfFbHLA2cYtatFQiYvuHXj5tq/LXpYLdawcXtx9Dw+yDxsGKitf3tWV+/LOMn1kWyHxdVq4yb9Nr0HnJ4D0/Z+BBHV033dZOVw7LDXBdm4sJqcK+lwWK44YjX/ilCVYxtvRpRIJ9vE3GXoHBuW7sMwx5C3xJfK0EcWutpHOYzvRsZYC4BHAPyIc76p+G88nx+Rfs9xfgvnfCrnfOqwYcOoJgENipwW08s0mQEBAeUxet0xxiLIK+97OeePFsSrGWOjOOcrGWOjAJjXrqoxTqydchZUvVrqcv3bV75/G1qkfOQ5bpN5IpK2hcu/2LHk9i+7Zh1aN9r4/eVDwRgD5xw/vnQtBgxguPQngyvqc6kApmJ2i62DnP69zc5fh6XSVzkDsFnYLJReh5svD5PZUqb75OCOxku8vDfdBpcBwFaRtdI21Twl2RxTZLmSJd540e8sbA6ss8VgnBgySBGJveUvuRgymnzi4vGd8Oap6FLygQNxK42BC8Wv2uy2myPyyefi1jw0dExmoTAAtwP4gHP++6I/PQHglMLvUwA87lmvCjgZfCLbUvevi3u63uY+6+aup9Oqv1FW3oC+qneTpW43VvQJyjlH60Yb193Wih9furZHeV93WytaN9oV36CmAUxU7Q4dtbxiXt8v9ejPd5UQjVjVRIGWklPjg6bxXfp24h8o5Q0AnZQ8pKpY5mHAmYkFvheAkwC8wxh7qyC7BMBVAB5kjJ0BYBk8Cw7txekMArlt8xfeVySvJyU+Y2C+fNiWD4kl2RLL3fuqrxqxQPs3xhh+f3m+pt11t7XiutvyI/Q/PHMgfn/5UHBmdo6cWLZfa+59AW2og48eE/94Pd0rjUzez83Rr6giFZWtsRSWdL3sPhLDWFaBc85fgn4Y+ABvuxPQKHQr8W7lDaDXnRIoroCAqtBwkZhOfHFdw7jqJLKd+Qb99nF7sX3Z4uaAtl6mKeX6xTnHBZeuE2Q/vnQtfn/5UFjM+7nYxdZtP0SVz9A2OJtR4wd+3Cvb/0n6uoqk8drM2z3dR7VmF02MxIXlz7Idyl0xiGWwocQso1IkOQPAlKRXnANbREX3xuspZ8d89eqDen7vOXYpsjbD65+rs8AiS8ShQM457I7KE6yVo+G+Ixz54qija7gjLk1HSr3Z/faUdivvP9+2ET88cyCyn0/CD88cKPjExf542yPKh2g6U9gL3LyMnKxLFe/uIOYa1xJ350JF7x422Y95QQeL2J5u6CZNzGEPW0ThZqL2g5f+boqGs8BL4WXhATczU8qt7xU7XXuu7/ugYIxh4AALPzhzAK65fDA44/n/g2PgAMv4pq10hgbF6FAzAGBhVnyKtomo6UGd4keeFJnJd4qWdnSTpiGAG1rH9vw+uzAOUi2qcV8PtOj52cWJ/TIuvXRTY1kszIhTlop97N38etXB2m2M/kPtX6Z9SoEHVI9LfzIYnPMeZc0Yw7WXD0HIsJpQQECAe/q0Ap9/3O3G0ZhAZdZFteeBF1t0iZU2qAkfnAHtY/33FcmWts7yNj1HpdodtfDQnt9PbPkkuS/OuWJxU2MmTn3ybvKrTHxILCqy6JibyXZjZ4tfDmt20Vt3/z56Wu9vTENzcwYP/vsxoc3Oj56hpI1IhNN482h3/vNq5ZopR35Sq3hdI4yD83xGQ5kNdkpYTiCECVLh2hyPYGG2sQyQPuYRFmmJuAuVrXd0s/UMZ/E1LLoXBe0b97aYsxfre01Xl1nOHzd5gHTU7lyY+7vpdmpDJ/EF9ULDKXDXb/s6mENcCxo1wX8jQyVTI2XEYCXLaeqwZ/y/gf24hlRwl1nKNU/2XvGadMItwE4SvbfVa+N3eomGc6E4LSTQsowoaVRh4iC/plv5kcioY2tpKpXD81ZpH+ot2KmaPNgupi7+f0+qsW07/uN0NK1Rz/lIiNdr2IL812PTkvW9wrD+837Pi2aKgl3NrwF1reVr6PTen3KrOMD+5Gm/I9uND/dTZKty7cJyzuH9JAf59HPx2J469GUAwHmXfL9HNvCt/DUJo0NdQVbYnV1gUf8GOxvOAg8ICAgIyNNwFrhT0gMkAXdmXVYjyMGPwKLzp4lV6HWDeRSVFqLoXtcPC/yD+eN7fk+afzYS4TQWfOcOz/dDYXrOj20RA5v+H9HmzW/epozNcA4wYkZoZ1cEzxcFtdxw+OFKm48vjoPHGCAHMtkAvnA/hbIS7tk0Ahd+91FB9nznFtg3vliQnfr+dCSl/CFxK4P/7SAOyLblkorPOsn1hbvlfCgdHEi49G8PeqF3uibv36Jtl1st5fQLhX2dC95nLHBKaVC+xTobf3IFVbQZABmR4GQwz2Rgyo/kRjpMC3NQ94CpzA8SYfX6UAPruuc73iy2ZU2EqyOmuQ7Ek20RScr8IEuoFSqjoKy8AaDTJsYDHARumUL5pjXDDkh1SHauxq/Nc+r5DQJ5NFB+Y/nBnHbzma62qaNeUsg+/ev8lLD9v/e9Mi2ri5djDJMeOFvb3mS7VArWainwt77lbcj76FtWKbKFi7bUtt9mp2Wu9vdIe2+Z22Na9KXdOm2NISFxyJ0/FZYH7PZFZR0DMNTKjwest3sHGUsVQ45Jb7QsOAZYMaXd934jfgqNenyp0oa1FXzf6d7jzq1Xi1NUgz5jgQcEBAR82WhYC9zE+sq0gCybN3n26UrbRCiNt/a5z9H2K+HttGitTIlEEDL4zLqldRwyxPtWlxP83IFLJUn13tX18oXSTb31p1L+OPpVNFmi73dyCQtc5u8Tn3EUiPPtlmKrUr1/2m21fB0AHNuyDDEmqpZ2nsa3zrhWkHXmwvj2eycIsu0Hf46Zn+6lbDPGsrhi1AuKfIDVOzNnPTGNr7edOB7Qng1j0n9FPTDpjiSGZ9oEWW7MEMC2EVpZGwu7HH3bAndQH7Uj5+1UH9rHpspMlDcAUnnr5KYOAjeDmG7WdbJNyo9cSt6XkZU3kDc8KPKV3EXiIaLArqE32Q+3UzykzrEOEUmiACDFVVvTTZ9awuq+NSlYAIt49kznd5tXraiIhrXA/cDLpEVLc21Km1ZigMbJNnWkWyp7D5eyvsoVxPVjtgm1zdSoDMIQn6z397rb0/1WGyfFhg+Jl05FOn/vex3t2aQ/unnhfijxR7a/U1i+YuVBmpYQrPpOrmrbwZSi9YoYYeAV7Y/FVH86AFjjxvjVo/z2fd16QEBAQIBv1LUFXmqusZPiruWYt/ff0BJ2lzdF3v/SzABlVHxIiIjcKsFWL5zc87v5oxgyWfVyRcJZNEWlc2T4ecegVs+hzrkfPmTdtbU5x1q79zy9MO1GdObCOOGD6T2yjlwYCenzu9rz0k1TD1cLL6N5LVja87Yo0/tFMLhE8pCYD6rl05yYkIpzIFV03HHkSO/E2FBcFTol23u/8Xb1OWZNsbzbNFVd115dW+DVmmvsVnlTlJrSVAmU8tbKDX1sfiR6MkW3H4vou+wrlZV3qe3VW+KpRqERzpt8q+hue+qe8gO/53xT1LUCdws10GVacNcPbGLX1MAmAHQSVUACGosMp1Le1qAj3ft2+SVie9x5aqA/qkkepZN7SU43REU9uIbYxFcKJauUunahuOWNE2/F1HnHq/Jd769Bb4ANdgJXLBbDoYc0+VMvr1p1Dk2pZX9MBg2dDCya8mD7MFJ+Ur+1iszEBeLkHOqOp9IkVcWuExO6iEFGpQ1xjJeMnKXIOnx66Q2eI2rsDVMiGDa3VZBZ60qURiKwBvQXltdMG1pZ50z35+vWAwICAgJ8o09b4F5Q6WDVPk0ZvJgU3/D7NuVwwJTHBRnnqu+uZz8Te2Xsq/QgXXs6ggN+YV51qBzd+/baYjaxKA9+73AyF0azdoJueWqZ3va4ltX4MCO68XKcASifZKqWXyzUtZoYicPmHMtyXcQa3kGnjvXHt7xhbzEQiWWBaJtoQQ+clwKTXSj96LqvnHN07DBSkMW/yKJzmH9qtk9b4B059cTFXSgDJ4SJe46SGVcQ0dzELVH1eLRJruocSnkDQJfD+fPF1DJQhQrSCtVZuSRHpeWk4/G7WEHRnmgpL73cDeW7b8+q9xQRK6QqbzisCEWVPAx7d976jAVOWSz/t3oq9hy1pAa9yXNAsz7lpZe8+psbhGUvrLdqTI1zso+fTnrK032bnKNSfnE358fE/266fql1TZN9Vfry2sgBcE4G0DQzUUG2c9WoiLMQMlzsY4boSxPL9zQkv4wZEC1KK6sbG1xtd+LguWLCt652OvDGD7JHrS/fqEL6tAUeEBAQ0JepawvcrRV4zcg30CTlQObcWYW8Svvg9TxaJ75pG3bdzUKR0QXe6CjOJ53hQEQzbuB3SmA/AobczjipRzYQia4iVJJyA8KgnycnZ5vNkSq7TKETcTUajX2XlEFW3oCneWRKUm+BELUsbEBBnR/d+IRcWFZW3qXw+hidBAxRc/y9fuD8SCqmw3QeuKlv3LSd/pyXXu6mM63mMWFpwrdNTDXnDi4Yl0sBAeARwiVkeTdGVdcWeEDlnLLsq8LynZvPdlTUuJhqhYr/d8q/AAC7XHlOj+z/nX+Pq21WKzUARYSFsH20WZF7uX8/ZtmszKmh4t3Vaqjh5LVSJZoBmluqzS4/JpQg/Om6YDeZkaEEKd/xFrVe3cTb1GuQbYkAELV4x9b6edzR1l6DY/nB6nXu5tEd7ySkv9W2d0KftsADAgIC+jINa4HvedFMYTkeS+N/l99mtC5lddZyvrAfLLp2G1Fw3Wylje7TtNbnYuPkyi3Und/4rrActzJ4eZdHNa294YtcO3m2uuwwZiz6tiBrtjJ4dCtvZ9S4gfpCGRPqB5tzrLTbS67bxi1Qjou1NsdQTV5vrxlo9aqwf3b0R5boz/+d/AB+89fjBJnV1qW0tNq7kB7ZH6bwUK8eOeRrcxEiapZGkcOUiJhMy/SLwoQ+Y4F3ptwVZKg3n3U1+DIkgNLNLfcS3ePYbKlOVTdz2v3ASVIxam0KXqP7h1LeABCLUsnPVNxM0aeUNwCkoeY0Mi3iYkJdK3CqGnkpuUwtB+6ot6yXb95SZKnggRpmUaJ2reuPfG2TRLbFjOZQqMAtr6nW/VPNwclqQD6LjXAouk7WSefr2oUy9f4Z2r8NJm6Ir50tTtafddPN5I2jtTrKvM+cDD7NTdMDNtNi5U+50ylkrxrMiEojq5iKzcyfYIZ724YLy0mN1XnjJ+JA68bFA5U2lz59LADASvdeswvj6nUYsJm+avrvN0wQln80aJG2bTG1nMrntFqSCU4HT9eXeSFaJUxWKiAnowwmQ7knqWHIbos1WRT00485U13D55vN/Jj19EXC8iFjf6i0SU0e7WjfflL2LDDG7gBwOIA1nPPtCrLBAP4OYDyApQCO5ZxXpepn/0/ynzo5qYhBrNWGHamfD4rdoiHlU8mpBW4acff4xl2F5Zf/sitycelhSbcgEatOGoHp/dYIy1S+F86BM+SskOJhlKQjF8a+bx0jbE/HZpHykXBzkiDUm40QgGlNved++6dPJuunxkNpPHfADYpcZu1jY7FbVpoVwTiSg1SjIhFJ47UZtyryn6/Zruf3JUPfRYyYLguo9wxVwKMUHbz3xbsul4DseBhf4rx+IeVm5Rxo52IOGAZbMaXW5ji2iooWybJsWHHLrALAwDEhbBbtbGWkeJBomLwpD975F6Js2CCAc1jp0ulsw5piEj8b+qYSbQoAXplOJhrvLgDfkGQXA3iWc74lgGcLy1VB99KvN68tnQejOr3MZdT3crWUN4UfdV2pog5u0NmmsnrQFb/uNC2KnaUK5NInoyNTfps65U3hbmzD3QUj7wGinarS9T51V752Jzelwc2qa+Lk+lRCWQXOOX8BgPyqPQpAd2XZuwF80+N+AQAiLivldCTdDRhVw99o6uvUtUva3n91NKSfVXOrRImBRJ0P3Ws6iAASt6Q8vt664ByToB1dnYNauYdTadqhoJNXjIsCD15T6ZGN4JyvLPxeBWCEriFjbAaAGQAwbtw4Rzv5wWFPKrLbrznSeP1DLzwTz//5RkXuxBfotTLTVfw26QcHFz6Lf7p6Z0/7BtRHfcdKCD01mJT/5ML7FNkTHYPw7RZzj99ebx9t1O5rN12oyJrl2g0O9e+WD/cGNZ3w1ZedrWzAGrtUndbSaW+XZ/PnfKAlFntIuIw0XJWrzLKWpwoWMxLehc7HVrcBALo2V8dsqo3r1znPTyfQaiDO+S2c86mc86nDhtEVSgICAgICnFOpBb6aMTaKc76SMTYKwJqya1TA6f0/R1Ryek//2S2kP3ffH5yjyP5zNR3YYxLI41eVc3nfHNzRfoot5LfXjSbnOUe+uxqZv2s/isr2z8kxelkN3ZQ3UznYAG7erijMfjsgmYrg/GvV+8AtL+/QGwi0xWdner59ABj5tU8VGU8x4E+9Rs/L//oKQrEcpl3xRo9st9eOJ/3y/Z+Kg2XF+yoeSyO9SbxfHrn6Wm2fdi3a7NNEHYexoQ0g0n/A5sAGLleC58SMaJUYyyJJJeY2IPE5p8fIbA6Wc/clbcfE82aHgc/36pVdMOR1jb/b33n/lVrgTwA4pfD7FACPl2hbMbLyBvSDcVQRg0STuQ9dVqJug1xMFaCb/eiCVBiRQKcjZX4j1Xsgj+4V0UTcG2nC/xkmc8LQyPJESOMeoDpFOIPjUWL9MH1ELEbEEqRENagbVJWVN0AHu3Umzfz0IeqcaavAkz1SJGTtHQe3HpO2oJ3VqOuoC+ShFd1gpd/xFybTCO8HsB+AoYyxTwH8AsBVAB5kjJ0BYBmAY/3spAlPXnM7zli+b1X2ZVJmjbJinc7frbScGwBs2ly8aZtjKWULfsxztmBVXDDYvD/6qWPn/eQhYXl6v3WaluK+vqKJpJNZcNBd2r9VWhj5wPePMtp3N39/ap/efU4sHe5ejpN+/gOc+osnBNmp/Vco7Q5ozvvKi9PErs6Z2NS9xCXfeNJ2ZmmPDKV6fnfa+ft7rdc1U8LSNcy6+6JMIov+TJ/oyi1lzyDnXC3rnucAj/sSEBAQEOCAuo7EdGp1vrpivCgY97wv+6nWTI1y+1kzbwQ4Ma0s3M4VW3DaTWfhtbPVoJBKKTVGIOP1+dotFkGOc8wngite3TRRWJ7fNh5/GP2GIDPtj9OiEyZfFV6ci4Un986s2vrlkxyte8mVdwvLf172NTzw2VRB9sBnUxFiNr46TIxYjSCHcwa/7bC3vYQ8vA+Oem4muiT30UhNWydwJrtS9fzomCdK/LU61E/ookvaiZwZlMwUP3JROFnXaGqhZk4wpXQ6iaAQN8foRyIsJ+eHCorqyql+/hR39plfTLXGApo1hSwoeXOT6IbQ+eSpwrlRwv+e0QwY5ohKBhlpGFJ3dii3r+yv1qNrJ8pl5e0Uai+mMgAIN4nGQ0YTjOU3dW2BO2H3OdNJ2ft73U20Lg8179qJ9eTEv1wti76eijcAtHXqZNzgpLmnK7L9JyxUZKbH5LbQcaX7+NfWJdLL3lV6e3On3U//YS/ghaQ04Gl7m/tmXEF7WJIqX21nkUCb0r7NwOedHyyl1eZmY1YWLf3OtJsAgPQA6eU+IILI/2/vbkKsKuM4jn9/XcdepsjUEMlKo0hc5ChDKUmYURhIq4ggQSKIoIVBEdUmElq0qVwFYUWL3syywkUl5qKVMaahOUlvQgo6QknpQnr5tzhn9DZzr56r09z5n/l9YLj3PPeiz08f/vfM85x7nj/+W4QbJ1p8kPYUPTo+7/RdWlav2zLqbe8fL37ze+TyQx3163zV5gzczGyycQE3M0vKBdzMLKmJXcDVepPSVnobo+evWrWNl/Ndsqmit6f6PSd6e8b236L9AujYavf3tFqgbmj0RcEXtmibDFpt6tHK1FZbsQMNjZ7X7znD9ffNWi3nVf0+S7v3XTCiFvT2jF7E/KfR7u5aFdvarEOOXJ/882TrhfGeqmshHdS1s/5R47lTS39/fwwMDJz9jWZmdoqknRHRP7J9Yp+Bm5lZWy7gZmZJuYCbmSXlAm5mlpQLuJlZUuN6FYqkoxS3n/0/zQRGbmSVmfNMXHXKAvXKU6csANdGxKgtzca1gI8HSQOtLrfJynkmrjplgXrlqVOWM/EUiplZUi7gZmZJ1bGAv9rtDowx55m46pQF6pWnTlnaqt0cuJnZZFHHM3Azs0nBBdzMLKnUBVzS65KGJO1tapsuaauk78vHK7rZx6okXS1pu6R9kr6VtLZsz5rnIklfSfqmzPNc2T5P0g5JP0h6T9L5bW44jiQ1JO2StKU8zpzlgKQ9knZLGijbUo41AEnTJG2S9J2kQUlLM+epKnUBp9gxcOWItqeAbRFxA7CtPM7gL+DxiFgALAEelbSAvHlOAisiYiHQB6yUtAR4AXgpIq4HfgMe6mIfO7UWGGw6zpwF4PaI6Gu6XjrrWANYD3waEfOBhRT/T5nzVBMRqX+AucDepuP9wOzy+Wxgf7f7eI65PgburEMe4BLga+AWim/HTSnblwKfdbt/FTPMoSgCK4AtFLf/T5ml7O8BYOaItpRjDbgc+JnyoozseTr5yX4G3sqsiBjevvowMKubnTkXkuYCi4AdJM5TTjnsBoaArcCPwLGIGN4G5iBwVbf616GXgSfh1LYrM8ibBYo9aT6XtFPSw2Vb1rE2DzgKvFFOcW2Q1EvePJXVsYCfEsVHb6rrJCVdCnwAPBYRvze/li1PRPwdEX0UZ683A/O73KVzImkVMBQRO7vdlzG0LCIWA3dTTNfd1vxisrE2BVgMvBIRi4ATjJguSZansjoW8COSZgOUj0Nd7k9lknooivdbEfFh2Zw2z7CIOAZsp5hmmCZpeEPLOcChrnWsuluBeyQdAN6lmEZZT84sAETEofJxCNhM8QGbdawdBA5GxI7yeBNFQc+ap7I6FvBPgDXl8zUUc8kTniQBrwGDEfFi00tZ81wpaVr5/GKK+fxBikJ+b/m2FHki4umImBMRc4H7gS8i4gESZgGQ1CvpsuGIictGAAAAwUlEQVTnwF3AXpKOtYg4DPwi6cay6Q5gH0nzdCL1NzElvQMsp7h15BHgWeAjYCNwDcWta++LiF+71ceqJC0DvgT2cHqe9RmKefCMeW4C3gQaFCcKGyNinaTrKM5ipwO7gNURcbJ7Pe2MpOXAExGxKmuWst+by8MpwNsR8bykGSQcawCS+oANwFTgJ+BBynFHwjxVpS7gZmaTWR2nUMzMJgUXcDOzpFzAzcyScgE3M0vKBdzMLCkXcDOzpFzAzcyS+hf7SygTiIWFFQAAAABJRU5ErkJggg==\n", 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\n", 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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "16/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 46.01it/s, init loss: 20144.0185, avg. loss [96-100]: 19090.1892]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [1.6812 1.4854]\n", - "k_scale 0.20140000000000002\n", - "noise 0.045700000000000005\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "17/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 45.09it/s, init loss: 20145.3001, avg. loss [96-100]: 19090.4763]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [2.0439 1.4441]\n", - "k_scale 0.2141\n", - "noise 0.0466\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "18/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.63it/s, init loss: 20146.7209, avg. loss [96-100]: 19094.8693]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [2.3093 2.3173]\n", - "k_scale 0.21080000000000002\n", - "noise 0.046900000000000004\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "19/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 49.52it/s, init loss: 20148.1311, avg. loss [96-100]: 19091.3616]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [2.0769 1.7158]\n", - "k_scale 0.2126\n", - "noise 0.0419\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "20/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 43.89it/s, init loss: 20149.5409, avg. loss [96-100]: 19100.9548]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [2.457 2.3851]\n", - "k_scale 0.22\n", - "noise 0.040400000000000005\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "21/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.29it/s, init loss: 20150.8702, avg. loss [96-100]: 19072.1847]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [3.2999 2.3546]\n", - "k_scale 0.24480000000000002\n", - "noise 0.0358\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "23/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 48.18it/s, init loss: 20153.5397, avg. loss [96-100]: 19085.2271]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [2.199 3.0725]\n", - "k_scale 0.23450000000000001\n", - "noise 0.036000000000000004\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "24/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 43.14it/s, init loss: 20154.9346, avg. loss [96-100]: 19065.2499]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [0.3679 0.3679]\n", - "k_scale 0.33240000000000003\n", - "noise 0.0825\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "25/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 43.47it/s, init loss: 20156.2913, avg. loss [96-100]: 19090.8019]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [2.953 2.8679]\n", - "k_scale 0.2205\n", - "noise 0.035300000000000005\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "28/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 42.65it/s, init loss: 20160.1437, avg. loss [96-100]: 19084.6079]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [3.2973 3.2879]\n", - "k_scale 0.2162\n", - "noise 0.028200000000000003\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "29/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.48it/s, init loss: 20161.5273, avg. loss [96-100]: 19091.3565]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [1.7823 3.7241]\n", - "k_scale 0.2078\n", - "noise 0.0244\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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OlBX8BtqBE1EPEfWVfwN4OYDHAPwEwOVBtcsB/Di1XlUat6/bJB1vPXTY0nHrEuA/yb4tqDtNPUFA0nNMuL/NvY2lJ0/iC1Cn5zxVYvTR9r2xXZ+QBm8A8IUhNuulZyZsI4EvBPCjoMNZAN9h5puJ6F4A3yeiKwBsBXBZar2qRqch1dTIqFZEXZ1gNRVSgtX52Haxkg7fQioXYdYfurgDsMULPHWOajCrBtB0N/hmLXBns9qzxcWiHgpZCH9alSaniZsW44Bbh+dAbevwkJYww+vtEVznGxQ+okamHcCZeTMATUPPzPsBXFiPTjkcDodjelrbE1PSu3meHJSnt0eXwlOQNlL1RgOArs7otrISbu6IIYhXXLv2aUglQUU9PEnrHfNFetbqcR6GtRGjt2iKErNkl57K2kpa+wElSydVX52GRK6uy4yNQRPB2Y/13J/zyXumfu8e70vSu5pp7VgocfRuCYP3tDouiFedacXreDQmhGhUH1tIk5SE1h7AG0kr6QZRh8XJZi121oMYC7rNDKLUiLaTtmG9OF6Pc0kaaMy2jwn6bnTQUcrJ8EXwoM/iCpzesNvaKpQUUJ0HKJvVF4Pi3uCwuaJpUVU6rmBOR3Nma6ofnpgsLWCFp3PVTPFUDzKTyVStapGyKsEmW3jamEzXmCPnY1zgi2PmplJWL1iqUkSHKmU79YXaYHG75uNKi+NlIm7qgjonbpuFor6tZuQRB0zW2xfvaboqJwCYePFpVf5aUaEs6BgCAOQoeo5PDc/HrQdO0vZ8Vyq9OwoGcBWWAsbXahmSBpL1TD6waW6VuAzlAP3TvkApYKObLtNqM4Na6e0xrm9Q6BngUf1ZiUOiRAKSbXjcQwjvGakDeL3u6bC6PpZ8fWO4oApvjKKi1JidG8Ghye7EbZlwKpQWpaX0lc2MH9NK16FOuPWNmYLkc1DfFttzAG8h+1bj9LNB/WmajrfJ591qHJUJC+I8A+16fVS1T4CXr927OE/pzaxbW4Ui6cPKF1Saaks6Xgs9tK1uWJvuVdtXmq5ms+YM2dMhONgYQ1/WwxFCQnopY0zT09QHlwNcqUGtjG2o5dVEpXBd4fmpGpZXbacZ6wgxsb4v1VRbtq79MZ6Xm7Z8Zur3Jas+UKVftT9X3jGLI9snXr1Oq5OjeO/wx5feUHN/pqM9JXCHw+FwtLgEnhRpcTKXtV8cVOORBPtFgmaZgmMBBgm1tqmXGC41Ezg1JYhjnBhFgooVuKoeSQhskCRMyVpFun+ZTHDNLfpqm509CTESTKROnPuVzcjXN4ZlVFWpGwjNbm36pS+Ob/z3k+F3Rvuz/pEFyHkFvPOs30yV3X1wpRjjhMBY1HVYK//uobWR7SyK+OulFl204KiTwFMPZFSnID/WOtWZvtAVR3faqGuWJFFDHFv1tINZWVIXfb7tAnWjdOVC2+rgXWbSj8q50uANACwsYkr67kKK8VVmtgTeDnR1aiZOsYMWpUjqoQPiUJaMp3uxGyWp1wPfB/X26OX9Blfs0GyRpNlNDBNYMW2bIZ2fZlveKEGh6Ef9LFJCC1JVp3Wijy26TSv74oHn1aUt4CiUwB0Oh2Om0NoSuKTbNU2xLINCseA4M8V00mcgAYX1vNRv1WyJQTVUZTBdFSRu64S4KWOyqLCeqnueLiHb5iSsMvOgfN7qGNoMIs41VFPGFavsa3E9JMcVQLIWBqCm88roOmPq6S49F+GkJnF08mJnLHXoKTjyWJHLmdsQUvpFiGPhtXoFyOAmPx3XrLgRXZ5+byfZw7cGT4mU1fsVdhK4CetEqIaHJuWA8c20u65HIt+G0Wr9kYiRTUe8vgnOsWH3q4lrOtI7Kg3e3oTcx5wyWEuDNyCbF9b78ra2BJ6UTAY8Lqcsk5guMa6oH967HwyAZgk6zLR1tepL0EzrkxSIo+sX64bejqq6e/VvtpKX7WKlwW7aZJHDR4ai+/fUz9W6VSDPcH/SjA0T+Gnc9NS/RYov6nyT1e7Hf3EYl33/l+LfvrLlhVO/r5j9aI0dTB8ngTscDkebMrMl8CbCQvJlk5TYiKS/yGXFPJteRzQgjz+i97usyw1HdjTpd+uGkmA3llpH8X7kjJ6oVkyIXA1Vcoyhh1bvNx8+Ak+awbUiaQc0U599yVOV4rV1Ue/l0QLB4mTzH8wG55Q1hknGiB9da1k3vBg+PJw+d0fVNq87dDImBfPAIhMePhw1+pZCzNaKk8CPEhIl920xkva7LteiTa9lW1APvXhOP6ZUZrL5VpEGbwDIkK7mtD2mDa09gNcpWL11XTUNU8LM8K2WcGBG0cjr2MREDTbPacOIsbBu/ZwnPZcGXIsxv3USHbe2CqXalFTNNi/FGoYQ8IlIz1RfjfAnrlg0Z2Ias1gsnZjQ0/AlUZ+UzaoatJjZEFWPShzpS3DNVtUnVZvKCcHKgEhEuqqqIynAmophgPEPq44mphwvSrW0E0TExXbAnJwEKw461CElQ5HMZ6sMmE2I5f+Pu18MAHj/glsb3rZKa0vgDofD4TDS2hK4hI2kG+APDeuFzHo2jiRutfk8iEiXTpmrp0GrFUHaJkWyKS3Ipd+2N29OpRt796d+fFvKdr0R6VNwfAFKswYxDHAcwmaH1QQ+VRqOc//jLMrWKHXHzciTqnTf1Wlnwz5ZSN2VvnDWCdZBs659+pzI9vMWbEu1L2nT2hJ4o4LqJNDPGRe/6rGolcA5SErOKpaZbJqbPVWfjriqlnrUbSFabW0lkQNSHF27pE4UBu9cVv8SS2VFX+5jTglSlYX8sS6yvr/pmLXQ2hJ4HIkhlwOP2bnT61RxWw/fF/KSL6zWKpXH1HN7y5dEtkeOnyvWG1ocfQRmP2kONZDZsrdy/IHZ5sbHhdAAiiNOKmaIST6S0gdJPZ60rtJRMjOL9N/gwk25nCaFJ8pLGYdqyYptDxHqa1VpXFhnUGeFsdBmj8G2NGCHzHWnc8QL86ev+rlY/q2nz45sP7SvZAJ4+xnf1up++dCpU79H2Rzq4bFdi6z7FZcWF6scDofDYaK1JfAYJlOtNmWUsJa+E1qVPP3+U8AdijVGgbHoXr39pW/dpJXxOGH4Hxdr5VvftHzq94prnxbbHnnOEt1V3Wd0Phtdj6CdeyCYyIKZRSeoVJH05cy6VC7pTQMLJgqvm2S90vNnE8TLE5yIfN9axWB8ztW6UjsxZ3+RAGJxZkw93fL1TdFixN9/UC80OPxk7tuA4toTImUbhhdq9thJHGzu2r9Ky0gPAJkUnXYkZowE3hCnlBj2rc38oKiDNwBwVrg+ecPUv0NwPlCT52QM11uKMyJEkZMGbyBGEC+VONc75YBQpd3tjmntRJQwU30znbSszyftd8R0zQS1leRMY3Kw6fZ01UxR6bs0eJvK0zzt1pbAE0JdnWDLMLPmg1T/xkkPB4DqNuNJutNZsZ0tnrQy1r6D74qme1rRL0gxAc+8t3JeuYf0BAR7L5bb7ns2Zbtc24GofB9UO/AOuzC0daMeaeNqHJyNemyb4wV67sj1jJug2aZ+tb7E0HGrbL4iur3GUO+FizdHtt8y57cAgA1C0+pCpomxg51W9WphxkjgDofDcbTRfhK4QYKRVqAbocYoe3VqtsYtppN/z6U/Qz4XlRiYTavnjAvmPVHZPK1kDrVuOGrZUvQJj+w/JrrrF3TrlLHZHsYGlMwXJ/dh4CFhBuAzKGTrb22tQkGS2ha77pJuui1Tws3qjRejvtbbICWXjhESWmLeT3NY0BNd6xku5NGT1a2l3jfvV2KXBln3JRgLlW3cOR/MujxcnCBQTkn8neIjOqMl8HYN1lQP1MEbqDZbFRaCBKV1xksQpN8Uk3u6rCtx2mhF2qWfCrHepRY7R69H6k+cJCXT15EGb1M7aV6e1h7AW02aajUM9sdZwSGhUbRQnB8ALRb8KQ7t0Mc4pHw+9bivUgZ5EwXjgN1YWluFwmhM5LcqZnvk+eENY72bB78e2b6o5621dyiQQr1Q9vLx56wwVt98WXTUfMe5v6m97YTsOF8fwec/UKfGbJ6N8Qlh8awIZC2+NGVRKdxOtRmCrZVeHK/WVMU1g5WGaXHRFNyrFmKot2565rOR7UsWvluvVCwYtTRenxpbXa658fD8yPZX1nzX2KffjBw/9XuSW0dKsX6SiChDRA8S0Q3B9ioiupuIniKi64moycv9DofDcXQRRwK/CsB6ALOC7U8C+Awzf4+IvgTgCgBfTLV30mJP0izcEDKiVJHAOeJKb9YFvjz/xsi2tStxZ4ccu4QZkydUMnlsfVlODDhPBcZVL4y6BR8ppmu25MEHATij95lIeZEJp/Q8GymbWJrBf936skjZ3jMZqtBCRWDgfrk9mlsJmsW799TcbwCA7+v5NIlkN/lWy02ZRPqOmcUmQmdHffTY0iKoUHbJsquiZfl8ycHr0GDoWAbZM8aMfXgiGs52HvWjO6M/Fz4zxv3KbGT90KJUkzIkwaoXRLQUwO8D+GqwTQAuAPC/QZVrAbymHh00dMiqWtp6sjgLObZt22allwZvwOCgI0wZC0JQHalM2t9US1rYzGd1PYI04zTOQmu9P0kdeYyHTTephzXNzBDUqEXIOjgwiZ6Ygm7LF559afAGAE85pjR4Z4SM9I3AVgL/LIAPASgrl+YCOMTM5TPeDmCJtCMRXQngSgBYvny5VKU2bDK0J3XiSUJBd+ShWi0sYtKX0c2u7jq0Wqx7eCIqrS/uPqzVUSXv6Tjr+U9Gtu+5T3abGDphILLd99AurU61hAzRgFKll1TLOxpnsDYEQ9OScFgfsbUw5WS1DbWq1a3qmt+8q+SvXhbZfsmcm7U6X9x8XqptnruqFFri9seiLvuUbbIrPRG9EsAeZjZMeKvDzF9m5rXMvHb+/PnT7+BwOBwOK2wk8N8DcCkRvQJAJ0o68M8BmE1E2UAKXwqgetrmZtCRN2Qfr90l14RNoCAuAl6Kweo/+YpvoVOw7/aZsHliYaRs90gvWFGGEBgTfrQ/o4WsJrQuyg9q+5b3X9m5L1LGDLxs7uORsnsMjsvbX6oUvHQRqAjMvz8sVxwDFBkDjykzA98HntqqdIjswrUWi3r6NN+3W1epdv/UWWEj7aEtZnfMnNw3IjzTnQqvXF9pu7hnn5WKbOO/ng7u1GcTn7j9UrztBXck6kNHKB7KE/vni2oUDz7I1jciJaaVwJn5r5h5KTOvBPAGAL9k5jcBuA3A64JqlwP4cd16WSNpZx9vauAqQd8sDd4A4Al1pQFYHJSlmEMGLbjt/vmM4CVreOlF3bgUOEs1xWvUYBkjuUBd2kmA9bOfdD0hSd8TrFtJgzcATBb1j26GdIFrRKgHABM8vQ7cWF5nN4Qk4uCHAXyPiD4B4EEAX0unSyGqSTvKCyzp93hETk6g1qVg0w8nQFbTrgGlvA+m/limZVMl9WqvVKGnIiV2rBiyOn6ZjaMLYtWvJ3/50hvx832nRsrufei4xMcN28n7cUPQqjMm28GtnGygERmKJCuNRqGOMl4VPbnNepSEOGugWGtXRr3+NLxiyTr8zSk3RMoeeObbmi1/2P67JpjAk/V7VmIN4Mx8O4Dbg9+bAZxdrb7D4XA46keLe2IKX3KD+7jo6WXQS0t23ywlO64DcSSG/adUJPDsnTlkswW89s12XpYbBpsngfd5UQnKZ+C8ORsiZfdCl8C7Fw+BPGD4tcofJoGBh/V2dr+2Ih3N/9ZDNfd3WiTddlhfXg6kZYttUCi1nsm2mzmaYAIGfbfPtceaMb0bUt8JNavF/X37tX0plzUn6j6l9pnc3mejhnNLMsCOYm0S/b59fSWVYkYxwd2fg6fMs03qw1poDWv0NKhHQP4Wo1Bo7e+tCdsxw6iFStGjOzF1SAZhfcwYCbQb9jynfT1sE33UgSRWvqZ1IhIX/9M7l5kzgB+FmFSNcrk067Brx5RFm4R0UbbHzBucJmxRjGfASW3sG7U42Q406pxTbsebkI+XFZ61Sd9yzUo4ZCtFA25Pkc5ErRnf00CdYlouaobdxuOyqzAwfaUAj+SBOGvjQeYRiorUsDR/AAAw5kvi8fSLUH923i24/0g0QNc9z5oDdj31ln6trD/kL8SnrhaFt8wTW4VSgOEEr4AAACAASURBVJUY01QO0dAsmjkDVEck34P2wbcJ/hWXiXjmvNM5wq25rpR39eL//m2k/Ppnnoefbj9Nq//eubpry6+GT4xsj/h6iKcDB9VgWc2jtQfwuMl9TfrxaeCYduE2emxJz+6dcCwoI+gqJ6P9Xva1Z+F1MVYopvUFy9Xsh4eWYs2svZGyRflBbYpYZMKTw1F7caB02feN9Vq1ZUMHTWJZMOCXYQb6Z0ctR6oN4BKD51esjCZ6u0HCB+qYg3PhFaP3wt+5u/YBszzIt4HKzZp6WNRIH0MlJo0/NKzXqQJ1R2PV2JrvLus7qD370tDy7cGTNEGlw5tEkQmPHKl4d/oTHjT7MWLxkfBnTaJzW/Qj4HTgbYo6eJcK9bvudRmmgjm7D5ToZCDlVDBkFk7b478eamPteAY1jzp4Azg61SIzEFu9uPQ8S2UFyIKZ/p7ESNIgvfJHtQ48hq5S+kI3M1t82sSdoNSKpHoxt117p/KerBfPCk4XnpeuuizRc9GmOuNU2m6xhBmCxmNG09oqFBO2D4jvy8NJHHNBS122ShyX+a2vj6oxVNVJmFO7tk39/vwzLxHrqOqTWiiGFnm2j+m69q0o6e5XdEdVI8d37sKwHw3T2enZqag+cOIvAADPTMzT/vbI/KVa2X1b0w2Opg7ixizuwr5g1oNCNSB4mWo+WBVpBiipA6V6JkceAuArH9OkkoXq7NZtDvO7+cP6e7Zv0k79p5r3tSPtJ4E7HA6HA0C7SuAGVMuCRBnAM1ljogUbNcHYi0/VV+59RtcOPVxrHP5jy4VTv1+9+CHkPP38ikxYP3KMVl4ru4b7NDvXWfkxEAHrDy+KlG84vABr+qIzgN/r2xirveM7d0a2i0x4BBUJfFZ2FETAhatDzkGrS4u89/7Pc2K11Qwkp5s4qidrqVudAZhc89WyssNM+PktS9nVXOqngScVFVk+ry1sJrEkG+gbhkfArTujIV1XzDoo1v/VaPtHR21tCTyGLk3SYZoH4OmxTbRgRDK7EqbUks7OE+yrpXJp8AbkxUlpVmtrR24btAqQF1Cldsy3Qf+Dej6mtqVFXl8KhGWpt23UeklTncga1Lbt+2m7LwD4HdH9TRqrPOkqPKnM/BGNlmek9860q/SKtkgwq/ojSc+mL7QhcJX61ZfCvsYNiENZ3fbZNoXa5r/X05393enXR7bH2ex6uO7QYqt23r/g1si2ah5VZkfvLLH8BwfWTv1+4pBuahiHg0VZJ9njRWdMXhWb9FfMe2Tq952DcnhaABheGT0G5XOGdRCLQZwDg6/QQBPnWYmln24XJP24ivTFNgUbs5G4R0fBAIZe+dypoiv/5YfBr8emykxJGv52yU1i+eNKyOU+T0+EUmbXSMX2e9WKUpq/TVtCs88J83ORiRlnLQ4z8AlzOByOo4OWlsD9QbO+OBxKFAD8MfPXM7qjp03dSEgs7FcJaTn6sqielQkYPDZ6KQc26FO0P//0d9DRGZ0RjBWzGOZ0kxDbsrvYo+XyG6AReAS8e/7tlcL5JT30vWOrpop+dfB4Yyjoe/ZFHXJOXLZTq3fj3tNQEIJ/Z6mANyy6N96JhHju2k2Rbf80wp4vHBsp61UTQThkJMe48ORwfEL/O6DrtQGzpK2mzBOSTW/6uzPAHdFn5eM/fh3ymUn8+St+Jh/Xgl2F2ZHtjKDv+J8dZ4rPKcCARfKG7qfrKyMfdRJ40iQPLEwhRX+YvP4wqIM3AHTGiNOglpvqSUlcJSTdtkmPaKuHlsqlfsovBVBgXaYocHR/0/lJM3evQ9BtS2oA26QBCddlkh4zddrAL0IdvMtMFKOqxhzJfgRjQqIG6fGVroTpOa0eyT9Uy5g4PB1aWgKvhj94pK7H97pKUnHh9Eq4yonZ9l4CvR941rru9sloPJSf7zzZWPeypXr8hot7ntDKjl2qS70qu7acMG2dNPjujrPRkY2+XNKHq8zPDuiWJCf1VBIeXzznMe3v1+16gXV/hi86DX2/WB8p41F5DQWAlshX04vnDc+F74t21pwwbHF4/9h6dpsMOtXs32sMV2FNNmtvf6/w5hX3AACue+acSPlpnfIM9xfKtg9PW5dpdY46CdzhcDhmCm0rgeuRmex3zayIevXtf/4CICt8yyaLGPzDimS28JvmY178tmgEtCITnlBspCU+t+VCTChqg+fM2SGaAprCukp8av1FkW1mYFTxkOzPLNPM/i7oiUqmtfCx434S2S4y4YmJqF16wfdw6/6TrI95w85KSrYTVk0/u6hG373bQX1Ry5iqErikm5HME1VSDxJF9uo+T0gyYZs4YiYG7BJQdd4dgmlhf35UVKNopvsdpgGoDlEcQzgJHJAHbwDI1X7xTYGiVNTBu9q+mQQZr8VIaQ26/dL5ZA027I2AGhREJm377ljHS5ok4ihEuhQmHXirXLajbwBPcuUN0QC9vJ34P+Gn/zWWFvSSjE/qgmGZorIYkzcsGJkWkmyRnJjU81H7ApSsVyT8iRZ506rRBguJIgn7bbt46xk+9vmMLjHbJmpQM83XC+kM07zb7atCUTA6WCiqFu+Y6dUaRt6zTys6Z94WY/UbX/wfke1/evyVtbcd8Pq+ShaDh8ZLTjibJmebqsfm1yOlhc2l+f3a387sqpjfXdAju8c/W7CPI35C326x/PHB6s5K9w+v0spePV9Imgngoz98A3BWtGzW3Xb9axgMu8Gw2ve/HoGzpovpPWkOUqa5zUsJMwz7T54ZddQ68Syz2ec6IWTEnS/7ZGTb3/Ujrc61FurNNCj2TF8nCUefBO5wOBwzhBkjgSOb0XSETAQcuyxab6jKYpXAB06puKR/e/vZsfb9yCOvi2zfve8EFFWbZpuUZiEOhBIUPDWxACx8g6VclXsn9IBUw8U8FuWjzlIHCt0ACAcKFdGhyxsHEfDUeMX1+HWz5CzwxaAHUXRJ7vW9m5Dre0orZzB8JcbQqJ/Ffx+umFYOFXSzsCwKonbsH17zXfzzuldEyp75134s/9Cg2H8RIShUraZu8vF15zIp5AM68mYzQLU/kjMNAHRGF7KhSsph1Hg+zLWbEQoOOshkQCuiEjT7Pjb/YbSPp0Jnz3AvGITdw9H0ZgTG63/77kjZN1dm0KXEjx/IjKKgPKeTRpvv1mXGSOCig44UoEjaOSs/lLl8dIon6VlNliGSLlcdvAF5lirpeAEgByWui+H2SeWS046cSdsucNWkQVcuOzjoZTnDQq2UraRLS/QgBUaSe9OR0QdC7kyobrC17rA+nGV/4nhP1QP1I2M4b+uAcVKAK+HDWCzaPrtyuTp4A9AG7/LeKlIyEaD0oZhuXwBg4TnvyZtjHcWlpSXwalIO1xgmlnu7sO3iqM549gW7tHpvXf47rezNS+O5eD85Nr2ezYeHX1/wb5GyLdvNOuBxy8WXoaKde/7uyWgwq5zhgVX58ZGSs83CbFSCX5mXk0lc2L1BKald2unNlpwtwg5PZ/TEc4/nASUx7V5d529NIC1Tl3LNc/KLSqp0XagSYK3WZMKqpG1CCsKWNGFKnGNYsP7RUmiGP7ngtqmyHw+nHzY4R76WxHhOpzkS1Za3fXjq96pv/QukQXxy1TiefvNfpdZHlRkjgTscDsfRRktL4EnZ+v+dosVRWPbCZ7A0G9V/vnTeE5pd8ojfAZ+B7RMVN/fTurdbt/21p1+ASc3Gm9GZi6oD3rnsN7j+KcVMAkvhwcdZnfbu+GEOFro1SXpWZhSHi11a3XE/2secoHKQGCp0ACBNH22SwOPw8ERF//7c3CgyBLx3dtR9foI93HdoZU3Hn/WDXgyerMxk1pyGWTc+Ov3OGX2tZQrVpT6bldUtqtTr+2bd9kRIjdfZYa4ntVPFSmSKXE7fV02MUoYo2ndTvDfm2hOpAKB5evvsA2N+ZUYzPJ6Dqpo7Ye4e0Vfi8qfPw+dX/DxSdnHXLtw8Gp0h7yv0aiqYM/q2ociER4cqzn+/fnI1in4GK5+4OtxrAKxlYPRHM1jx1egMuyeXx7rLr9L6WQszRgJnYfoiBcHxsvZOJZqzZwzbUX3wBiRdcN6QnFdyslFnpeagVXZ6bNt8tPJsWL4Wkh25ri8EfMMUW00ib3J4zCuLvwXDvRkv6s8AFYS6lk5bDXWmUcvj6MCT6tVrrRejPyyUFQ1hZfSQL/q+Jke3MeFdzAq6aZNeXXVEKxr9OezWf4YnDQvMNdC2Ejgp+kV/zfJUDeQl1o0uAQDsG6/YOu8bj2foOTZpv4CxMFORbr99RE/qmyFGBgXsLfRpf5PwlAdxXHiwywmJP3PG96oe628e+QOx/FdHTkJO+CipM4LejC6+nda5TSuz5XdHzEkeLlv9YGT753ixXNGUrKCZjjY95oS+02IKsjUdHYH+PHzeNtJ8TPikldo7u+mqxg1J8zPR9Ztq79HSzkP17k5NzBgJ3OFwOI422lYC90+MJg3Y9tIecDY6XVl93mZkFJUJs673rcbPt5w49btQ9GCKJJxTTBF7OpJPk647vHzqd2l1XG5btQTZmcAzs+CXzvF9D7xJaydsktcRY0YNAN1eetPGMpfMq+isHx3WZyhx8Qai180/oCfD5cCemdREBHFQrVNMNtsAEDY5E6xVjJiCWallYhB1YV9JAhfs10vNWLrIb9mlmRLOumM1OCeoDz3G/hMqs12TvjsOz+8YjmyvqxJJdlVHZW2ns2fcqJIcH61x1lMjM0YCVwdvANrgDSQ1mTXt3Ag73Ea13cxzdKRGA/TiSRN/i34awuANAKT4WyQdvJPQbHP8MG05gHPKcR8KhgA4E8ICmD12YWyyBs29qdwGadHQfnHSFrsM3qYyWwcmdVGzsn/0D5LjlOmY4u0u1CE6YrsGqaoHTbwWHZYB1nJGo4Akfa9vOKvWVqEI01T/hOVCxXicPSfq9HHf4ZVanUd3Jwt2U5IQ9Bt118v/JbJd2PV94zG+NlhbJJxFuUG84/g7ImVXPfjHWr1JzmhdzFg+XN1CJLgy6oKl5Bw0wTmt7QdHS0GqOrzKsU/MrbN63k/pKZlcfmvb87W/vXvFryLb/32mPqgf/1l7E1Ejqghm64TTYel0U+14tbq422SZBwxOSVXCUkjStWJaWC+B9ZFduiPcdQOrI9tvnaWHcXjzrE347IEzImVL8wditc2K1yh11Dds8rR3j4g6iegeInqYiB4noo8F5auI6G4ieoqIrieixip/HA6H4yjHRgIfB3ABMw8RUQ7AHUR0E4APAPgMM3+PiL4E4AoAX0y1d3MHNHf63Wu7wUIChtwhwGbtrsMr4MmhhdNXrBN7n10S2S4y8PBEf6TsziNrUFRczeflhmK18/Z73x7Z3j06X7NzZWZDPBVGXrONZ8zOV0z/ZvcOGRJPMPozUfdjZmCUo1JmFkWDzlBJngxZUisycEwuusg4XsxieCIqR+SogDGOSo8f/v0f4T83viS675qFmjSa+62+iCnS2VHS+6qLkRMTQJ9FeF1p0RCoj9qhUYpadfbMrIV85lHdlHThfz+G3W+RwlcBP7unIh2f9ZxNsbpzzbrzI9tvPUeXwCWkIGl/fepNGC9m8On1L9d3UFV2loldamVaCZxLlEePXPCPAVwA4H+D8msBvCbtzkmxUKTBG5Bfckkvav/8xtFd2el4uzxd7SA5qqiDN1AtSYOlvlsMZlV7QCpzxiE7JyLzfaAqW+H29bIOIVGy5FAlBbiSVAli9nqBWM490s1ppVWxFBCtUCzPxZuUVQ7s2a15mMpVpLUVqSxWkDTrIaPBOnAiygC4H8BqAJ8HsAnAIWYuvzHbASwx7HslgCsBYPny5PrranSfFQ1ItKZPd+veOjLXuP/6fQumfmczug47myk9HI+86uNTZW+5+0/EY63p2aOVvXuOnlHelgNBooRTundof7N15GkmfZmovvSI4NbfahSeXzIhzf12nf5HW+lY0k3b5NMsNxMaQSSrjSkSLOxLHpGlY1Z+khARELODmePhI9Hy8WQmowt/Gz3ek+/QnZmO79PfrzLXv+C/Itsn/PDjWp3HJmWN76oO83G1PsyvjC8Pb1omV2ICZeqnB7cSMZi5yMxnAFgK4GwAJ06zS3jfLzPzWmZeO3/+/Ol3cDgcDocVsaxQmPkQEd0G4FwAs4koG0jhSwHoomGDGXogKl1v7psn2oKbWNZfcZfduGce2BDzes3/fCK0tRIe+Th72TOx+lorYbO4bRNzRDXIfQeXa7FUslTE7uFo6NiBLj1U5r6RUkIHFQJj9px4yTDCqBm/j0CXwLtIdpBIwnuPu12zghkvZjA0FA3CNS/mccMWFbG6TJgKPztFsRh12AlXD0vd1SRw20SogvRPauApk8OQGlzLBEF2IrLp4sBsZPZG3dZP+uQhFPOEJ99fsS65e98KFJVn/IyB7cgQ40MPvz5S/opVHm56+pRI2Z8++GYcNy86Y//kiv+HJaG0gQBw52jUYTDSr1mVMNQPZ5aYlzHqqAa3sUKZT0Szg99dAF4GYD2A2wCUU85cDuDHaXdOivlNBUMiAKE8zuCtvhumwVvCF+pK9scTggGypHczBalS9XsmHbYUCEuaYcvvvDwc6QugYjVDuWWAf6HpyRgBxMaLujwiBQuT9Jd+LtYJKVUMwfylwqT68rSJ00YSRyBb5x6DKigzoQSUEp5x07pMTghWJ72znVriECBj6V9gXMaQi1PDRgJfDODaQA/uAfg+M99AROsAfI+IPgHgQQBfS7tzvHO39hIsvNsc3GfLpXa64NWKfvqhQ8ndsJ8+Miey7Qu37kPDF+NvjvmZVr5lIqpaGmE9GcPp3Vu1sqTsH9EtJKjKqvm2oYqZz5Iuc3CfJfno32wXliR+Nlyy372iX5/g3TN8nFbWkbNz2lB55i2M464xSJ7hL520sFksmj9Rqgt6h8Ha1iT11prQwYSqk0/DKc42dKxmJ5+VU60ZmP1Y6FqcYL1bIs7pKgVY++GRSgKJfZOts+Y07QDOzI8AeK5QvhklfbjDUVdUCZeZ41l+OBwzlNb2xBSC5dCGLWCPwGuiuinOeVhxc1Sne+C2JZjzCV1yu+9g1Boma5lYmDzf2lz3d08ei6KiMsl4PhDN4YrthVlaEoTfDh6LgmL+dky+T5sizvJGxP68ZM4TuO2A9TqzNQOdtenAfcGaeyAzhIPF6W2kf3rNFoweKeKKq0u21syMD350P2b3e/DepteXQtmKfZpQJVsGbGYKRPrHo6wXlvTYkgdjnJyatgGsav2gCbbYplRwAMAjQooxVReXcqiLMnMfD/X1D+Ptu6g/GvDN94F1z0a9rS/dfSV+cs6XI2XfOngWJhWz3oW5Q9opdnaMY1IIkscM+JP1S5bc0rFQjMFyJOWtVHc83dOLY66rDt6mMsk+Wx28AVm/Z+qPKUFF87CzDVdhZoweKeKX1+3ABz+6f2rwvuargzg06FtHvau1j2KtpJJ/kiBTjtSQ0u2OCtkk1MEbkL9P0uAN1P/WtrYEXgeKQjYWD7628Efkx1rIbHXkBUuGOnBJEUcBPUBWkUn8qCTRd6v9ISK8/q+OhQfGNV99Ftd8tZQK731/0o9//of5+NTBaEcLvt7xCT+jLWSOFWI89qrFSLtgSrNm9+WUM+jYfjBNbUv11CKfxYVM1VbdLxK8jN0zWRSei5lC2w7g3oYtke3iafqCFgDcd+fxWtnqs6Imf2cM6GqWMwdKixe37a5ketl72Dzl377D7CAU5uRl0ba2PX2yoWYylnRHFxKfHpqLud3DWj2biIuz8nqg5KeGSk5PL56zUftbp2IyqLqyl5nkaNt9GTkg89v+dgl+cV0lP+jhd74G73s2+lJuURaRy1y7/Vy8Y9mdkbKP332pWDczEnVA4Q1Pi/VMqFmi0BXDWUkdzOKKbrbhJm0+SOWFxZBDDsfJyMOwW9iU+nLwEFhxw588/Vit2tNP6gGrNgX6yVedE83A9OhBva6JOV57DYnt1dtWRv3Kj+jJH5au2Y0X3/qXkbI8XYS/XBVNuJoGi/JRnd+CgcPYPh4d5IYLemJYE6VEGJUB6lXzHjSYZwFH/KgVjRSNECgnqZiuXca3/in6wf3Vvz6EVe95SUSd4RGDGSgoH4U/XnIPxpUPyIfOvglf3HhepGze5zswOUcZcM89GSgUkb13Q/VO9vXKqhVTjJM40qntQK7qyuukh04Vz9MGevZ9LaZM7oltmtp0wd2r4QneoZz18btVqu02oydv9wE64NdmxdQsZo6OoOUQVDUZ/UWdEJMfp4/8Ptu/5Oo4Ig3e5nZqozx433ztbvzpFT3Yu/0Y/OkVPdjyg4ex8fO/0qb00lgn9TMv2IF7k6YFhelnKEa9eNKkxjMdW9twQf8nDd4AQAVpSJu517e1B/A43iJCzAkxeXSMxAaqTlVKlFBt/1rJCgHoJccgk4NMq+URkPrji8kbVOcIQvesDC65fAE+8bF+EBE+8bF+LP2D5yLb29EUU8J0F05jNx6vvFm0Wn8EJA1PV0aP4SIleZDWk3KCE1CJ+l6L1lehmB4GNTRlXh+tCUB2VH/Jdx6OupQP9+sB9Z8ZKakbFnZXwriWf28ZHJgq278rGgq2FjqVAfsdC0o62y/svKDSjuA8sKTjIKQHZF+dglst744X3L5MARnsVkLmqvpvANg0Xgrz+9pZD0yVXfQRAnN2arAmIqx573mNHbzDzjvMYGb8fOjaqaJLlv5Z/dpWR5pGDo5xFi1rpUH3cUnvYGT7zg2rtTo/ueA/tbI3D9wLAPjGwXOmyvozuukle57R+quYfjrYKVpbAnc4oKsonBOPw1Gi9SVwlVxW/Gpn1m0FHxeNaLvneb3oVCLKMjEOPxOVBh/tWYyMoJ/24OP4WdED+Ax4Ian30OEu2bmnCyjut7NCmFCk0ZsOnYYiMljUWZEahood8Bk4MFmxhClJ4Dpzskc0XbTPwDOILmKu7Nqn1ds8ood1et6srZp51r7CLACMedkjWv0HhqKLSB58LO6ILqoe37FTNvliwvG5ymN5zYETNVvcZw/2a/bzpy7cKSa6/eX+E3HB3Ce0cq3dvCdLg4Wi+JJcPOedU7+pSw99EBtTSjT2q9epZu3RqcwspUBUaSxaqOEFpMBVTVardCkpAM8/YQN+9dSaSNkr73gXbnjhl8T9+0JSdwdNao/KR59zI8aLGXzy8YvT6bAlLS2BxwkML2a4liKvCbpXafAG7IJCGdevhCvrCwsveUnfLTgPSG0XDIGepHfStowEO+44yRukPknX0XRMtVxypJCcn0xZyqVrKZpOGr2iEnjR2Zr2zTS9esozJHEcMCSh5qxe7gme1lkhRrfkyAMAk6z6iIjVrJM8pHm7W1sCD/SNYdpp8qyOUdt36bbiX3nRN2s+/t2DJdv3k3t3RsoHsrq9NwB8dW20rb955A+0OqsCPbcU7U3igOIOv2FETga9azw661ndsdvq+GmgWfp4DXLuGB0DJOlcfYNtQ8HGRU2sIE4Vhf6UCdljV7taHCMglcrNg1+PbF/c/w79+COjmkDff8OjAABvUSUJy8Z3HgMgAzwSDQ53/oUPW/dnk5KX8cHRldb7AkBeCaZ2+JA5+F4atLQE7nA4HA4zrS2BS4GDTCycC2846sm36PZxDK8eiJQdXu5h1qbod2tD52JIWguPfJz4nNolRe5XdI4+kN0d1Uv+17PniXkbCT5W9BwMbTOIgAUdUZ2zz8DvDqyKlF2y4DGxP3/x8B9FtjuESzs7O5xoBjw7owfYOq9vvRYwzGdgfzFqDWTL4tl6MKF9Y90AGPOEgFs37Ykmyd16w0pkNHthS0/DbGARE5JaeaTUJnXXmCaOYLY2C+u9JW/ITAqBklSPSKLKvzK5XOmca5W2MxntXWbmyFpCpO1q/QsfY28lKcPcBxcAOf16PL7hFJzynse18o6u6PW88oTfYMN41Guz2xsHwOgW8tlKdGSj12funMPYv7+259yGlpbAY1kbCNFpRDWrpPg1vANS0Hc98JpBFye2rRdJgzegJ2swpi2U1t0EPbRUZrvEYJ7g2wXYkqI9mtbOsooOXtJXm9fd7M6RBWcPIc5YCcXDsS4WMEmOGUehaquQjeGYJOqnhTLpuonXMsm1EAZvQI4GKMXNkRy8gk5FtkyXfEJwPJGCZqVJa0vgLcCecd2mOhsKjjS7TwjHCWDP3uRf3dcFNqgA8MNDa633u+uQbuMKAEu6orawE8jhU8+5PlL2qfUXafuVk1MMFir6vMcOH6PVA4CT+3aK5RJndMhZ+K7a8bKp37c+pUfuX7lwn/GYz+vfGtn+zX75WqgcPDGHRz/9/kjZRb2XW+07hTr4qFYg9aBshWI5EN+08/OR7UuWvC9ee0q8Fwr3oYwkMZusbCyYijFjmzhC4MhkdC3i4Z3y82vDOOcABjpDUvlnNl5Y8/GS0NISuMPhcDjMtL4ErkoRkzF0cBNF9D0elda6dvdqx1x4D+DngE2X65fjd09V9MtzBo4YpkSMeT3RQPd7UD+9l8qfLPlNZHvS9/CDfdNL7BsG5+P3fx31IszRcaLpXQZFcMg28pJ5j4qeZz4Tto7bpQh+1T3v1sq6vAkcOlCZ9WR7Ghdc6KKut0QLWiEgVFiaFZI7cLXoglr/CZfMf1e0yJBM2YpysC7VDlzy1RgSEkEAoJ6olQYzA8NK3QSSd5lDE1EJvL97NFVrx1ymKB7v2V0D0FV76VkdtbYEnvAKy/GbDLbTFmsUZn1WC7zoIUyBplQk+2yTDbpabnIb9qrk1LRh1CJCoaM2Utff12E9oFFeto26FCz6aqTXeGsP4HGoiy1tkmNKEZz0oqIhqppanjVkqjdlsFcxBeJqBAVhMVh1jjAh9duUNCIjhK2V6tKkXZlErGBWSWOJNCsrfbsEzVKZNLwLObt7O2lcyZbOuzWuReurUCyh/UKW9P54aoz5v65MJ/ddL3v1qwAAIABJREFUICcXsGXOXNmZZr+yIr7u4ZXGY/xd4TVa2RXL75j6PUsIqlPm7P4tWtn7T7olsq2qT9LijJ7oQuKg343bBk+q6Vjz5+iu+qcO7DLW/+aTz49sZ36tBxtberO8v9VrPjlZyhskOejkVIchYUAwLTb6yuAjub3Xg8mCrgLJZs2Dda2ia6/BoUVQC5Gi1uGxKu9iqJ8DP1sHAJg8M+oin/3YHqsuXr/tLJy7UE7icf6sSjiGYb8Bi9OWzBwJ3OFwOI4yZowEzqNj6QQVqsL+pwYAaepPjMHFqhMHo7c76srswceCJdEAVL4PHNwkp2N75tGoqROD8XcbXze1PWvRYCRLTpmTF+zShL8MfGD9y5Wa8TLXf2BpRYLfOLEw1r43//rMyLbfVTSoAhnHrKwtbC0AdN0YlbgHHjsCNVF9sb8bmUFhUU2VRIF4aoM0nGrSRFnwZwCUV9YYCPo5lh2GwiaDHXmDkwDLZoNqejnflzMRqRJ4xgMUhyjq7iqprg5GzWBFiJA7EL23/Bc9GL+6thn1y2c9qvkxdGfGS45ofuMMFUy0tgSeVOcmZxKQ66rlkvGDSW9ruVAhZt2KoXYj5ZjS4G06phTbRAqkZbrkal0p6FVwBK1kbFKQE2I446hMFuWLJpWrg3epCcEhxWTp0EKha22dZqqWq9ieX5ysQ7b1YjjyiIubtk5E43bJUMSgVwZHPdXAJye8SwBA0v5HTTArQL8hVR4YVvSGNHhYq5M9NAj09Ij73/vbv536feqHPqP9fWRpPHOmA/uigZ7mz9f7AwD+7Gi/vQONscT482W/MP4t/EBK3qKr86Uwu+GkE2XufjDqPONNJJcTVs6qSOU3rj/NWE9ObazDu6NhgquZ45EgWWsJjBuB7+vvfkwTOzXwlKpvjmDrRqhK9XHoUPatZhYZXmNIuEbQmS0gp3henty/S8wUZSKcQaqADEiwwFqy+KB1wvNaaG0J3OFwOBxGWl8Cj4Py9TZJVVKSVAC4ZGXFlXoZAPYIoydWwqOOLNUlsd7NVIoxvikqbXOG0a/mW7hM7vaihVHd3p4D8+WKANjSJErloQdX4QH/uEhZZ2YCX3rFN8T6b77zT6Z+f+MF39T+/u6fvR1jBUHyIkb+mGhAqcI2ecZjYueOihw9+4EsyCc8gYrOfTYA9hiDz6/oNdf89TZkxoUEESsWa2XANA4wZbJZ89Q9LJV3djRG1WLoMzOLkrg0c9DICk43XZ1mfbdN2YQhh5g0a1GDY5EhsQZzdNaTy5XOeyT0rPXPKt2vQ0PRXQFIQ92sfFQvvmN0NpZ0CdZsBsJ+FO9ccQcm/Ayu3Xau9f5p4CTwKqgDvWBmLCaIKNUVEhtYJlQhg5MMKxNok5pTinXtCzauY4YA9qOFrLKtv3ji4A3I6wHS+RhzRCjX3BC3Wy2XBm8A8gW2jMthnW2+yXryRM4vcQJKpR18KmEgLdtUe3KpkABGTFAiD5GSDJgXF1ysmq6ZmSWB15l5D+o3eGxAqGjgwGZZF7bw+Ki7//wTSiEyj4xV7E2H9ul2tOOHSlY3mSPR2/jIM71aXRiyDl3+m2gAfU/IVPKuX75NK4vz5R9YI6d+M2GbKPr4z02fLTazbTd4NGovb1ywbCbqR6UsPY/X7o+gzjI0C5S0kMLcJqkXg/A5VvuUqANxOFl5mFnZ6LPy2+HjAQAv7N0wVbarEE36MH0n41WPg5PAHQ6Ho01pPwm8PO1Sg8ML+kErHaCJwPur+4EtU0XdKOXZPHjhcfI+CnN/Gk2mu+9MPTSqxL7H5moBqnMoqVAKcyrnObDwcMlQQFPzMmZ1RCW3retkXbBKKW+nqhMtAmB4YSl+LJk3Wu67A6CCYM6XZeAlliqOJysen+WeUZIQrvVwFbfVJSe1QbeAfb8+sUYkW26p/cO61EuzhNmiCcVihX0/si7AR2SpGgAGR6IJz4+MduDcY7ZEylZ17RVztTIDh4qVdZwxPwtJ3p/wM5hQ1I++D0GteLQEs2pBqNiAGAiGmAyqHXh9gmuZ9k33xZcG72rlbUlSnXHKg22jAkU1CkqQLUFK1mJKtK1fNvk6SjpwuYsumJUVsQIP1d6IWExCYB1vXJglGBwF0kZaGDUtltphipUhSzC1YgoyJV1fCetnIEknmxzkKfXnPI5zUJKypG072lCFUsbmhkqOD8x6Fu3yJ3a0YpLk9ZpN3+bctlUvVPrDY3qgqTVXPwWao696Hlq7IFrwXGPTyPVNv3AnsfzE3cgIA/b2g9EFmfFhy4WueaV+dPVE+zP5aD8wGJ0WD6EXXUoSnXyV0FHH/1fl2mW27dX+zkNyoDAA8NVY0kkwqAIAANmQeq6eebPC4p+hHULKC7PlRd9waIo4uTBHzEHWNMaF51l17nEYmfbJI6JlRHQbEa0joseJ6KqgfA4R/R8RbQz+j2GP4XA4HI6k2EjgBQAfZOYHiKgPwP1E9H8A3gbgVma+mog+AuAjAD5cv64GeAZDf88TpQR1IdPk9GCDL0l+RGbdokW2E963H/037Y+U9d9kaD/vYfM1y6c9ZhwmRqN97J0lZyphBkaGKwuEc27tgFckANEAYgN37YSnrBMwM0hxfT70IvN5eE9tr+wb/E8ddouTqos7J8mkXo2wIbAUqGmqQ0K5jRNRgDZbTJskqglTmNeMV3sOTOmdqUus/3jsLVSyROUkh5AmMa0Ezsw7mfmB4PcRAOsBLAHwagDXBtWuBaAHr64HcYLd2NYTHmJbvWKshSFRN2i/uzcRfSnIMFMVy4W2fcFJxnYc8gyJKNTBu7SvULdgeMGF+NBJSLRwl3ZAqDjHhPAMGva1fVYbsiYEyMHC6nEtLdvwO/VjSoGrTIlC1PI4Wenr7XIQSwdORCtR0tDeDWAhM5dTkO8CIMYXJaIrAVwJAMuXx5QeY95MLcBQnKun6rCHhvWxNe7DJUgOfCCeU4vKmvfvrhxrrtnhZWzJAq1s3wnR63P4rBi6SgBkcAaqhdl3bdccO6pJmxFnnGrmoVI0OrW+9MGWnhXW61KVtRGr/pjOUZmhsOTAw6w/pzGkeRQKsju7ibAUXc6HqiaeMMCCO73aV6+rS/9gx7QC5dA75mXl5yJzfReWQneRHy5EGzurS07mAAAPj1XGrgIyAANjrF/L4fGo/n74gCGRRUpYr74QUS+AHwD4c2aOhNXj0qdPfLuZ+cvMvJaZ186fb47x4XA4HI54WEngRJRDafD+NjP/MCjeTUSLmXknES0GYJe3qAVQXYolaaH0hwTTPpN5oaLL5ZFRsZ6JqFu4WQLvvHN9dD8Ai++M1ln8g1miisHvAJ79tJ07uzU2syFD8Chmjkqo2YxWryLdCUkDVDlFkGTheXrbwTEjz4tkoVENtR1JNyzo6SmTKZ13OClDTBWIaifNUrZ4W6SZQy4n9p0NlkCa3bapP1qZ3Xn7h4fAngc+W0nf93EfuY9GzaAOjXXi0Fg0ccSpSzx0Z/TzHGcPd4xU7vfeiT4xbgqBMapYcVG+AJ5UZ4A2Z2OHjRUKAfgagPXM/O+hP/0EwOXB78sB/Di9blWhkfagNg970kD3STANilJkOqGaST/sGWbvkSYM6hRfjXQv7WzAGIzIMmiRYWersrroyhPqfdN2vDF+HJMdNN19YxxPUnuR9E6I8ej1dqTBGwA6FH25NHibysXTSfG22kjgvwfgLQAeJaKHgrK/BnA1gO8T0RUAtsIYLDUBUiB9k/5Tstk1PAws2Z7WAZsUb1JAfVGvKa3EP6vbSANIxepiyd9KoRfD0n/p980P/2OkyiVL3mffiHovq0jpkevUak4d5dlBO9ovT0wAql6//N6w5RpSvVfqgnebBysJrkWLsCq8ftH9ke2vbHlh8n61ANMO4Mx8B8zfjAvT7Y7D4XA4bGlfT0yVoq9L4UmmttXcgW2neap0reo0gZIUqqoIstlA72s5UxD0uTZSkV/NIkb4mzT7uWThu6MFuZx+fSSdcxJawC44QlmXW++ZQSZTaqNWiXdiUl+DYU6u7rM14VWSFSOrP/uw7A91d2kqoZHrZgPdBKgWJ+PAg0MrrPpoojOUYnB5xwH4DGyf0BP4FUfVIZVBedUcNFFXIszoWCiNIJYOMWkSV7kDVsdspg1wUxMeJInLYUvS84tj391qAa4SBbqp3X5e7He34XiCaaJk8z1SlOXZCSFJibTUIyVSEZUXDdaBNw/pKtWBsv240Rql2r4Gb0vqM4TJVOtXSc5KFPq+BsJvRD8e5+VhbtwgLiGtXaSoOy1fK239II6dtGIlQdV02rbPptq+ceFZse9OuI6RJFKfSHl2G7bbNiVosPBArorBmcs/UtGBe70xwtAKnDlvB07vfSZS9ovxPq3e9glzQuL79y9L1Ic0cBK4w+FwtCmtLYHHgNkX3bMpO/0pshTToYqEFZFu8vl401DVE66KBC7p0CnkbWYK0M/MwGiD4jXYePZJSX+ZKzbVZYjMNvX1nj1I1zGwVhKfIVs9vGVoALa1+FAgzyvdb1t1i+06kYp0HmU78DiznCSEZqRb3nsiuEOZ1f0WoIyPBc/fpe26fTQadfNzK25Alxed5Uywh+sGT4uUhXXfrYiTwBPS0CD5tklcWy1wv61evJk29a12zWIg3m/b82nQAmbaaIN3ubxoN6SpgzcA5BsUmz9NWnsATxBkynzIBgT4T2P/duBoOEcbkjryxFzLqDuNuq8xFpiTxTuv/XxMl2JSyJolBYcT207x8ra2CkUIJgQv3iAuLgbZTPmkQEa5GJdrsgD0WASy6enWzQVVU8NaUKb9ZFgUY1NbIRXSlPmgzXVXTcWq7adez2rqpFamfA1V9YSkdiCyc7QqHyvsel8vVQWpapViokGccjk9+YTtu0ME/8CBaHdivg9vW3ZXZPune0+PtX+YcWQBBraOVhYzb153irE+ZVWXZQLqmCawtSVwh8PhcBhpbQk8DYTgQbVOx8qSgJUk3tcjL9xJi1/qQmA1iSOcdV1dBAyhOk3w5KQeAGpi0mqRt1RZWaxaME82VYvjGKJmkK8mgYf7mQ3aSSKx25jZZfSgWVNIz5BaJu0rhVlNIO2anmUuFs1hJ8J0dugu8yanJNugbXnBmUvqo+AOz8y6xH3ycaBq6e0C5py1G16G8bWtvxcpJzDmd8dzvVe5a+dKu4pKTlg6nNWSkfNRnZW+1fSFJmwXlhrUx8QLm+oCagw7Y+kME591AxbPGuXk0tRFZ9uF4zgLzAnOR7oW0uBNk/q19QwB1qQgU2NC8oUJIVM9IOm7TWseepE6eJvKaqX9JPCybtrGkcLW1EvSN1YjLA3GdVqw0ZOWpefpdKXVgmWloUdXsAnOBQAsBNYX74QqPUrXstp5SAH8VWnSy9rf13oMpPVOiVYNSQK3kcrL2L4/trO4FK/vihsHAQCXX3/zVNnnnz7fWP87x/5MKcng84dO0upllCf125vXanX6B0rhcg/trjj+UK45FiztJ4E7HA6HA0CrS+DVVt3VP0l6adP+KZoI8qFSciKaPctuX1WqqTX563RoSSylZNAxdciW6bhITfvVTBWBL+jkpfvv6U5EZecam5RsIvWwGklyLdU1B6C0jpDU9V3tk8/aTDMcCjaCOpMu+vBU663NO0rP0KpjtN1/sOd5Vl380XA0xSCzLm3/7uAq+IpMe/ycfSgysOngPKt2Gs3MkcBbzSa5EUGU4rQ90wJKpe0jkDRJRCNI2G7iBNxNRBUKAAAdUeGng2SBRCqXLoU6eJfJSEtXqtxlulx1WQCq0NoSeBxSzmaeGMmGvW5t1dZOLLt2bWfDYCAtOEF/ZsUXsiwhjkfTp2kUiqX2FcmYAG1Gw9pUrcl4nni/SLXFDuDwKUoZaIJroAbxUtMGVkVLt9S4wds/PBTZ1qTvENnPVEIcd2b1tYWPrf6Jcd9tBXNQKhsG9+qBrigfuh9D8ruUO1zfj/3MkcAdDofjKKO1JfBqkmWa09g0JA7VJlmyh44jFQGAFGRLQrpOir5aTJ4sBUGSAkrlc6Xpd9iiYrCk+8csRTKxtQM3XXPVwsjLQktiYJLKAT2tmRQ0Kw3CsxfTOkajgjxBTrZRM15gBz7da0FIbBprCscscd68jZFtn4Ed45WkCrNpHHlPv+Y3HDkVRaizNUa25tgnXDr3Yujcu4ql6zWW4n2wwEng9aIdgiPVI+FvPYIjpWxX7LCg1RN6Q1//lAZvANrgDci24daYdm3Co3bUDeBNTWrQLk5IRyMtuF6R6Fltg+dHOr9i3rCQ2F1/O2spSw8AFIsJRma3iJkAIjnDexzCy82BwwKHMpF4/Zbmg0Apg4n60NbB4QYAeFRQmTQRcdGyUW1L03Qpj6hKUrWEyVtVeiZVcdLnYPZQKWfpeMYMP75uWitJxpI6KgVUs0Epi7x0Xzb+/fFa2XvOvzW9joXYNxnN6rO6dy/+Z+NzI2UThwXTyyrkBqPXMzdkqJgSR50E7nA4HDOFmS2Bp0HYvEuQIv1DJZdeNds3RsdA/dEFPj4ifI6ZdRNIk7RqSuAgubgri6rGAF6GBTgKOX2UM9OI9dSF1l6DGZgptGoYaaG1TFhSjOP8xKxL0mlnkZEyDpXbke6tNDtS3dEFF3zK50pqh/CsrVoWo1ppoBmhykcv+JFmIihlf0+DO/ceG9n2fWB8UHmPs75+eQf1AFVAKUhVTvFX8nOAV8coyTNaAhd1iK2mG6xD5pSW0/O3a1Ax2343KNBTaffag0yl/j4kTGQh9Uey7yaD0lj9zkwIAaoAICP4AhSEhAyShkq8hYbVSrHcMsdDrcxoCZwA8a7o0midBpihkfocV0GTkFOQLsN6frJ0oQcADI/qQbaMaU1i6P/TdtSSAjCpOmOpjqRPjxsOQb2eccMbh0eVKoOlZloo6fSTOJyV9xVC5IYzyJc6I4yOkwUcfp3qCv+EVm1JvuTAc83ml2h/u/2070/9/tzBU6ftcplbduuBrOpFto7LUTNaAnc4HI6ZTGtL4GIAJsjOIlJZsSgEKEpBN2iZ2Vu0gJHC4KrBn6pIZJLDRlhanqoXI1536thcY6HP1sdM6uBlux5Awv3zM0KgMEvHlzKqBF4s6MesEoY2vOYhOmi1IuzLUrgFz0wMgOHh0qWPRMqlvJQm7h9cUVPbrU5rS+BJdYtJnVJsSXLMZiZpTqCrjEUz909b/x7nmUyqQ28HpKBilougnNWHnyJLi4PyMJXz7FRP0jHlhErSPZSKDOcndcfZgbcJkku6hCrlxdRX29q1a/V8htWTIwWjijPASCFLAbvBrGxpEtZ3xx2AG+i+riEl66jm9l+NamEXQqPPVOo8aUSyTbRgQ5VZoa/YfHNBnl1lFs6PbB/5Rgcy2B0p2zS+UNuvo4oZxy2jvca/lXno8HKtbNsePbgVT3ogTw33LHw8enwwgNyuykyqa6+5/YzZiCsxrS2BOxwOh8NI+0rgkh66VvvVjJds/zjUwbTMrh0pRrhQL5B4I7r2slQrWTHUmCC6bqi6fylglwmLxLlGpHuY8fRnilmXyidaLOStJYVde4zXlmxSHqbAY2NLp36PFPOQ7PaO69mDTUpCB3/ME+oyKIZjai7kXOqNGUKhMGtLKWmOMjNHAq9HEKVG0IoJbWcSjTjHBtqBtxSt5lNhsM/OkNRPqW6CoGnGP0hJjdNj5gzgjtag2Que9abZ/Ws1R6kkjOn9lhxsmnt6MRYsm0BLq1CoyiIMazmN6kR4KhhHejJNIS3UNFPqiwRPrmaKmPKUlkyZU0bH7Bx5MhndVE5yiClf8+mcV6qpcmo1qZTM3iaCPnfGjO1ejXxe73+1N9N2oTbNTDvBNRTDQQhQVnd4evqKlZHtfz7pOq3Opze/3HjMW0793tTv/zh4ilU/yjyxf/70lQBseduHI9urrvm0Vqdrd+vIvdMO4ET0dQCvBLCHmU8NyuYAuB7ASgBbAFzGzAdNx0gT48Bdr+TAYYhEiwy2TWJQQ3uhRuzqBXVVO3Bm1vpe1aIlrO+WEv6OlZIkUKcyWHfk9b5KNtK+RWyUMJEPUEy7a5ukxtXimYRN0HvM9aho0SGP9A+D6flRE1mUCduRx3Fnl45X7b0JPR/FffvjKW9POS663eHjrEsejxT9bug4Ta44d/5m3KXEKPnGCd9BV6aAA6Guvrn/QUyyh+sPn27VnaFhIV6QsEy08rpPRsv6AfhAdnf1D7Y3YYgwXhSbSQ2bT8k3AVyslH0EwK3MvAbArcH2jMdkTtcOSQMS9TFpQodWs72Pc7wEsUes69UjMULa9yHpqDMuxB6RotuqZnwAujKyU1Ou5ow6iKcCtxgl4+R4aKgOnJl/DeCAUvxqANcGv68F8JoU+1RXjE4p7apHdLQsR+0T1SQv4Ea92q10X2vVgS9k5p3B710AdOv7ACK6EsCVALB8uW5QX1c8T9MXEqoM4g0yfaqJOkixYh7FNHMrNpK4s4Q49S2THkiehay0EzuxRb0Hw2rP/DSq9spaTVQSptNPSNSl42fvqWm/I0VBTVIHJoMo0V27q9drBImfDi6Nhsankpm/zMxrmXnt/Pl2CwkOh8PhmJ5aJfDdRLSYmXcS0WIAtX0yp0NyNInj8yAs0sWK66Eu3AULQIkCRTXT1duGak47Es1QPUnWFJ4Xz2knDg1Y4+C8FOqVoal5maMLj9USOkiLt+p9rRI0a9pAWbmsuLbib9qKHe95TqSMCowFWk2dF/U+gWxf9KTXTQzAA+PE/KGq+x4udEDSMBd8gj9Z2zvbsTkHEmKpwAeyY5VNmjSE/q73BKrG/X4C4PLg9+UAfpxOdxTqoTaoQwIFkWba66Z93ZImY27UtWi1xWQp0JNUzbS/zUJk0gVmAzaCjuld8ib1xUXOCgO90ETWsDDpC8PjpDY6yv2RFkZt74Q4eAPayGm8ss0OZkVE3wVwPoB5RLQdwN8DuBrA94noCgBbAVyWXpdqJOM1xpQQURvrqWQH2gNPelmrS98myoGwbFzNx8b1pAfiAG4oT0qtH+h6fNiJAM0LUMgvE/c6hO9D0vAP2awmhasJiQHAC+z+kyTLvmTuo5HtL219sVbnJX3rjPuvmxiY+r1xfBEAoM8bM1WvSsllXvjATqQrMhNDjEqcFtMO4Mz8x4Y/XZhyXxwOh8MRg5b2xATQetNiKDrwuDrjRmHjvJJk/85OszpK82BkzVLBmoyUQCHojzSjUS1GVJ0xUJI6tbUVX59hZAwJReKQ9D6kjXrN1KTUAKizA8wMHhqO/oFZ9k61ZMSPOsMMjcvBp2zooMn6uBdM2B80N2J3Lz3FwevoCWYV5w6lnZxgpsX0SHkgiuUYVA8nono4ztjUa/J9TdR6jL6L99fyY+TnBHNKUQ+tt+EZzlAtj3Nr5HKDWk8tEgNhwV51JTSe5nen9SVwhXJ8FFZXz6ULmsnoduBkynEtoKzkV7U+0WKPeE1/2TVsBq4qMwlKIH1pSPbHcQd62/CvlnbcNu3TZOl54nyNr07McxTX0GyeKxLWYKpYnNREsDbizY8mR3jyXxYCqE03vSZntjRZuXTn1O+vPvki7e+Dk4b4PAC4IDwrGeX6HNHv6fiC0nvdt7nyDHXtE65/cJ8yE41951tbAnc4HA6HETeAOxwOR5viBnCHw+FoU1p6AO/qlRPkJs6SXiPNarehNGqR1/aYzQw+ZmijYU9BE53BxGddKhN09N64Xi/v6fr3nGAgPVrU44gDAFE0eXGOdH13xmBwXZSyzcdBWd6qEjfE6nDdKcaSp0YOSmvXruX77ruvYe05HA7HTICI7mfmtWp5S0vgDofD4TDjBnCHw+FoU9wA7nA4HG2KG8AdDoejTXEDuMPhcLQpDbVCIaK9KIWfrSfzAOyrcxuNxJ1P6zKTzgWYWeczk84FAFYws5bSrKEDeCMgovskc5t2xZ1P6zKTzgWYWeczk86lGk6F4nA4HG2KG8AdDoejTZmJA/iXm92BlHHn07rMpHMBZtb5zKRzMTLjdOAOh8NxtDATJXCHw+E4KnADuMPhcLQpbT2AE9HXiWgPET0WKptDRP9HRBuD/wea2UdbiGgZEd1GROuI6HEiuioob9fz6SSie4jo4eB8PhaUryKiu4noKSK6nojSi61ZZ4goQ0QPEtENwXY7n8sWInqUiB4iovuCsrZ81gCAiGYT0f8S0RNEtJ6Izm3n87GlrQdwAN8EcLFS9hEAtzLzGgC3BtvtQAHAB5n5ZADnAHgvEZ2M9j2fcQAXMPPpAM4AcDERnQPgkwA+w8yrARwEcEUT+xiXqwCsD22387kAwEuY+YyQvXS7PmsA8DkANzPziQBOR+k+tfP52MHMbf0PwEoAj4W2NwBYHPxeDGBDs/tY43n9GMDLZsL5AOgG8ACA56PkHZcNys8F8PNm98/yHJaiNAhcAOAGlFIZtOW5BP3dAmCeUtaWzxqAfgBPIzDKaPfzifOv3SVwiYXMXE5fvQvAwmZ2phaIaCWA5wK4G218PoHK4SEAewD8H4BNAA4xczk9y3YAS5rVv5h8FsCHUMnPMhftey5AKbHMLUR0PxFdGZS167O2CsBeAN8IVFxfJaIetO/5WDMTB/ApuPTpbSs7SSrljvoBgD9n5sPhv7Xb+TBzkZnPQEl6PRvAiU3uUk0Q0SsB7GHm+5vdlxT5/9u5e9YqgjCK4/+DV0FECIqFEERs7ETTGiQgCIJYiQQUgt/BRhtBsBWsbLSw8IUgRvwAWlhZWSimC4EkYFKIjYXVsZgJBqtNdX1uzq/Z2Z0t5oHh7PLA7qztGeAyrV13Yedksb02AmaAx7bPAb/4p11SrJ7BJjHANyUdB+jHrTGvZzBJ+2nh/dz2m365bD3bbP8EPtDaDFOSRn1qGtgY28KGOw9clbQKvKK1UR5RsxYAbG/04xawRHvAVt1r68C67U/9/DUt0KvWM9gkBvg7YKGPF2i95P+eJAHphpBQAAAA6klEQVRPgWXbD3dMVa3nmKSpPj5I6+cv04L8Wr+tRD2279ietn0SmAfe275BwVoAJB2SdHh7DFwCvlJ0r9n+DqxJOt0vXQS+UbSe3Sj9Jaakl8Ac7deRm8A94C2wCJyg/br2uu0f41rjUJJmgY/AF/72We/S+uAV6zkDPAP20V4UFm3fl3SK9hZ7BPgM3LT9e3wr3R1Jc8Bt21eq1tLXvdRPR8AL2w8kHaXgXgOQdBZ4AhwAVoBb9H1HwXqGKh3gERF72SS2UCIi9oQEeEREUQnwiIiiEuAREUUlwCMiikqAR0QUlQCPiCjqD8n26I7L9t8PAAAAAElFTkSuQmCC\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "30/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.79it/s, init loss: 20162.8759, avg. loss [96-100]: 19087.7339]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [3.0281 3.0907]\n", - "k_scale 0.2258\n", - "noise 0.0251\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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6rcl6Ky/Jd1a63/N1t3n+VSvkdzRk7DtvxfzmwHP3goTbPRTU8fcnfylVNhNWAfx9mw1Ks+gchohGiWhZ6zeAFwK4G8DXAFwe73Y5gK8W0qLFyKsDzxsQqOgAPHn1e53SbdvGVumEGivvWkIe3bTLdRetc+7nAFfd7Bd56jYJWEq5NHgDwEyo/2EoKC7apo1Ith7AV2KlfRXA55j5RiL6MYDriegKAI8BeEVhrcrCJJVKercgcLMCEAfsHLpSmw+ArR6wpVNPhtt01Ym2a//ebtKGLKTrdrGxLhrV1RpwH/DUGY7peEkyVvfth0X5TlGE7l8diCeFtHq1mh7yNn/NpbLoAM7MDwM4WyjfD+B5ZTTK4/F4PIvT256YgaDTMtlzSnrNPHa4Un1FeAq2K0209PR5pBEXtUxS6jYFRjLRTeuWdiXXli45iWTdI+3nUi8FgBoLg9l+puciRee18rCdean3qVOB11xQQsCKwbVWjoNWrdDLDRx8wcJseFXbDctHb8dC6ZSu05PmWLxvnUpEUbROfqnRxWtUbbv7gd4ewMug1xxaOumY1C7dbku3Alx5Fiijn/ZBoDE2mbQr5aYmDgd6zJ0iPxO9rUIpAtWhhllfRMqaaiafTEudkvxSZ3UuG3VHyHrwp9aU1FYiUNtfhvlYtzL82JpSZpkVtpubshUoyVaVYOO8VZYDkUsM7XaQzABd82SKIQCUbTFPZfw+JE0GB4VF5xI4dPaajL8uXP/Bw2MAgM9d+LHUHk8frAFYVkLLIpb+AK4yONBbU1FJX1ytxPp7y5ddjYVStMQiDaJlDBiSzbatpUynPCtd2mCrgxai982TvB957fhdYWUdJGe/YiECJEnWPzaY/BBMqMmSBwd0SXhyChgdsT7l1U9X7Lub1XjA7hzHngqllwZvwCeTSHIsXnM/0UvPJ2dbyriSoUpx9t22HHsDuAtLXVeaR6+ZM4N31xyQOnm+TjiClUWOugrPQN9NDDO72kD73rTctluoTm+rUKQpqGtHYItvbZYUrE4jbTHpv11M7JLB6sfiqV3SHMpUB5Hd9D3McG9O6o0ldYkpEzuRnt3bNP0uUgwyXW+9UYC6J9F2KUGESfct7ZvHxC5LTaSG0c0zlc+qJ9kvTDrwuTnrIUpL3pCxbnTDox+Y/33pk95pWYMbh89Jx+TbeUmIKA3CAn/zy9c5nTNEeeo9L4F7PB5Pn9LbErhElnSgSmF1QSc1PaOHm5TIsjxI1mOSYJtNg4TcptjZum4byxZJyncN6JO8d1kSrPo8pMWlsi0ksqhWZAcvye19Vllkq8THqm+JbUAq0TnIqtX2tOpQ06xNN4EupfwSU6VlvScJKMOC6tJT3rqwIc0wHBaymyes1d6lh14+Cq6ln1cwEaBWaeANL7xxvuyS4QkMCMFX6wxIQ+qhcEYrW23d0mx6WwLvV71Ztyk66JGLrrxbEQpN5AkyVYbTTh5cgqHZHp+3/oIx6sqLrlsQhNTBu0W9mR6UpcEbAKTDi9R3S/S2BO5qGiZJ3McCeVymVdMu6R5m2WKruleJMOyuFG6Lao6Zdd1Jm2TTrEg6fnBAlvRtbNWlRNlZz156f9RBRpqttc6ZnIVmmToWCB+dBDmY8lmfVzUjLIky9d0SvS2Bezwej8dIb0vgEpa6NACyZNRykknSSoe2mCedpE91sSpw1U13IyiUyfRNc7AxBM+XMOmhew31fmcJU0kLIdN6iSmhg4SaTCRvsLABwWFNqjtku5jXw0PR8UnLE1dnGgtofLn5nMl73ppdtDn7PHzqSNvvVxUVMW4KM6PB6fGgycCdc+l0awEYz2mrZp2lLYHn1RkWeazp+DKcI2ztj/MkwfCBxhanm9fdiQTGJVxLGQGlWPoYCoM3qeavMTXFQcfURqlcjZIBAGGB9rP9J4G7kCeNU+sBL9ahWrpdqZ4ik7a6nEuyPwZknawUMjUvZSXf7TS21+EqyanSdruxWpJ0Kn2axQAbjI6AVRtx03tYZPLv+B254b6/ShVfuvZ1Vmswa+8A1r7uEfFvv7H8gcTWcNtNLJol8qZ5PB7PscfSlsC7iYtUZtKjh8I5klKhSx1HjorFrEh/JFmVtGyexxLWAY0Mix9VqgrDzgdi6mVUyX5gQLcGcqWqSJhFp8E7LPcfE6z0DzJIwGTTL8ZGnMxTL1n12vRuJx2n3fPdFzJYqZoawP930r+lys6p1VAhwmJS947mEXEpq84Bbps6M1UWIMTFmWezx0vgZXEs6Hg9xeD7SjZ57fElm2/huyGVVSzrMH0ua6SrLcMCh92lPYDnDSbUiUBI/RLcyFMMS+iZmZxuuhrMagndXxv6b17b+iLaeguqi3SNpu5K39pezBQxS2VhY7/P0NuZJ7hR63zqOWzcvNsheS+LXKDtVcow4zSKag6LkEmp0PQcimj7Ygvc9Ya9n6HgzEWSq7+r+79rUokC6bTTjsQx8BZ6PB7P0qT/JPAW7aYbA8oxc7OReAhuAaUk1MUuZtn9vQzX9VSI2c6ktMqN5CjVDQepIml39iO51meZ2ibeMZ6abq/O+bqbWpArrggOMfsPglavzFUVjaQXHHefPw6uqs9cnl2cp4ZT6HG8BA50Tm+Wd7Eqh2OSrV7SWq/ZL7pGW+uFbl5PGXXncdLKXbVd3dZOOy4BrqQ+rQ3eQFXIniOVGZukSAWmK6kLWZGbNjkKLOltCdwlsl2tpjuq2OqXW5JJMj+fapZVFO3qq12lLjX4kElfqbmPhxmThMQ9cXUAUmcE3ZSCpbUIoJw8W1rdlh8P14FVNRtkgzOXC5YBoHhal861RA0uM0L12luOadI9Sc4MHNYRXnXBLfbtgazvngoXZsO3zhxnPPaOwxud6nLBS+Aej8fTp/S2BD40aC+JSLo8g/MKFB1ZGUF5JHjffl0ocky0QOPLFt9JcrKpVkSpmVbp+kYOGThwUC9PzBZo2CBRhaEeLhXQnXs4IxhW2dK5MUysIs+U0S+kmYuajAGIwvSa6hbXddQga/nVMjw51dZxoeCUxM0mggL1y9K7xCeuE9e31t56GHvPX54q+80Vt2JAsdGe4wBAOvCULbdNnizadwclW6r0tgSeN2BSJ441IU6VS6i7aH0jALIYQHPb9XbKeSVPO7vpYNPNIGdZ5dpu7d9fp2O1NRhhH4NxQiCMoergbSqLqlp8rcjknCOVF+kk29sSeF6WjbknhVCRJKbkwzM9jZIC4POhI4vuY3JP1qT3DJ1h8hwsWbkYEtdmpcQqHJs3ISspQyco2qU9D6Z3wcGNP6nvDh0TqGj714+goiRvoHVrzM8sx8di4vz23sc6m6/xQcvLf/TwqrbqtqG3JXCPx+PxGFk6ErgpkSqXIIHZSFWidYlsCE5KeFGWdMg5OXTRKUBV+V5LiRoAIGQse2hIKwsOHtaPt5HeiGSLBpPXXZDolrYSbLclbQmp7Ya1iF5nPjxsItiZSdXGHLT9PHjvPtDaNelCl+QhAqPv3YPzhtLP4l1PXIa/3Ph1bV/V2qRCAZgZkm3WT2c2zf9+8OgasCAPb927BqFmSljcrGxpS+A9FiSojGD11qiDN+C2iCiVdSu5bz9zDNyLXP28hHUiGtJPOsv2qj6b65EGbwDC4A0Uaa+6tAdwW3I6CvQa3MVBomNBi/Jg28YSFv2s6Yf72GvknIW5vDX1Ap1x8rB0VCh5yApXabkIesPD70ttX7r2dXZVC4t+8yqVVObzDEeIwfQ5GqvHrOouhbm6JkSJQYuKwHaQk8wqpWNN2WGS1g1EGa7nds2xyr3JYSSNSm1KqmZMFkOSqaGpn0tmjKZz2CLElVdVLsGwHGP7hgf/JrV96ZnvsKvykR0AgNktp1ntf2LV3mRwf7igArxx8hTr48rG+gkRUYWI7iCir8fbJxPRLUT0IBFdR0T9FUTA4/F4+hwXCfwqAPcBaFnEvxfAB5j5WiL6RwBXAPhIoa3LmhIVGZDKtJjnMNW+dONV7dU9Nmqsu5mQpJtDVcOCY4j6ePrbOXig2EXQxorYoWqlurAZorZ/SivDzn2pIja4ZBsl8yJN72yl705i03elrPJAZ9oeL1hSQvqn8WVgZrBjZp4WwciwrkseX66VMYBLn/RO5eB41jM1ky6TcLg/gSK/ZpkM3l9fMMG98+hG66QMs7NV6FOzDi9iEtGJAH4FwMfjbQJwMYAvxrtcA+BlhbWqKPLGnSh4kU7UD9vWbVxwFBwFhKdqWxb9QWmnQ91LJqFxC9sgXkUPrLb9ooMfozyLk9KxYpn5BLYVaUWSN+QQudmwJ5EGbzIOylK7Ox/M6u8AvA1A6zO0GsAE8/wnaxuAE6QDiehKAFcCwKZNm6Rd2qNTSQzaZWhQc0UmNZFESex5+ohWNnWC3MEq0+nOtPJ+BkCYeOr4fNnYdjcnCGuzSDUY/6jebuskGqZEHy6YJP/kTDAI7OswtV11cx8YcFuAKzrUQNb6ikpCL06ccRx1b5YztT79nj19xWPaPm9d9VChdW4Yikxsf7y3wDHOgkXFJSK6DMAeZr69nQqY+aPMvIWZt6xdu7adU3g8Ho9HwEYCvwjAS4jofwAYQqQD/yCAFURUjaXwEwFsL6+ZbdJJXaeia5WkTp6ra1J4fd0yWaIKGUEjWyrbfd4guCLpSYFAmaCMnDqhGQZwCBw5mF6JPzxVAykmUs3agLGNo6MrtLIhxXKCHtshtl9LEhBvkySJqwHIVOYDT6ntFGY9zOnkFIBZ5ywdWwY24VbzBtcytd1khSI1IakiGxiI1ILqvZQYG21bBcN79pnVxol+ufU9pyAcCgCk38VP/fgi3Pz8D6sNcmrDvTMLCoZHjq4U7b4JISYmF+mnBbOoBM7M72TmE5l5M4BfA/AfzPxqADcDeHm82+UAvlp46zpln90pvaaEaTqslEv+AOLgDYgqNsGqSy6T7Fst22gq64hdet7AZ/3gYNPlNkprONKgbLuffcV2u0WDt85UUzeQCx3e7TnlnTA57cjlUiAs66oXJY8d+NsBXEtEfw7gDgCfKKZJCVqB3CVUF3kpnKx1KNr4+OTgM1uSTn1EkC4NTJy5ICXUR91egCNnp/XLyw37dYRNG0C7FMuUIsIF5NEFtxt0q9Wn8tSt2ldnWd30SPq3zJRqiiRAktevxKhBWrVMJAEAvPl4632T7AsncdwJ6Znhwe36ub545Ky2zt+iVgsxM1mehbXTAM7M3wXw3fj3wwDOL75JHo/H47Ghtz0xK1lBbBSdYbWqf7mlhBCqpJ0sT1pFZEkco+0FfQeAmdPSC7mVGbM5054LVB04g5Yv7D9yl9nD8dXn3Jra/rfHnmrfyJxMnqyErQ0ZY+rs6PGd+oGxjldK0aUmqgWQniUNlmjhU7YULMc4i0hK53niZ8/XVey1MHM+j02VfXoiEapUonoES529W8YTW26z5sautMfmqmAYB8L2kjdv3bFOjHsSzlTQdTvwrlGGXjOvzXdX6Yc2CtgOgH3xDEqgj6+7UwHaOlFPkKMOOWgVULYdeG8P4P1CjlUJkzON0ckmScVQr1BeId3SQFwLFux3jXF7BN2tdYyfojMRFSGdHot0KGCb6MRWdD0GY5qRir7eYtv7pAzyvZSjo7dVKK4ks8qXyeSkVqRmrbHKXQlg/y9kLWpmm3fVLtKnmyb+x6b7UFNsC7+7+3SsHk07Gz0qZNduCvkvh/YDAGFiuf6lWfa4hVnaxuP0hU3J7b2FtLCVNFc0BR2rOjipdBMtwFVJo4QUi1zNlJNlPGCJFqiq3gBWjqfLHLNliWq0BKtvj9Ro/+uNN6XK377qQUhmg1Km+Qfq6fdx6/QGbZ/9010MFqfQ2wN4QLqklvXQ1VRilh1ESpBKWXa5irs4E4D169P7HNETwm5903EIB5UBr9nE+P3puv7w96/F4IA+mM00qviT2xaPWPDts6/FaCV9/FzY1G7lVSvvwF11RY9+KjDdqOF13/7tReuxhQPgyOnqy8tYVlcGk9173U6c/JBWDbFipHUQEvpVj1h7dANW0v+RZF/qiup1LOnKj7olTW5sVt6xgpN4XHdkDRqKUuKXlj2MRhjgxv1Pmy+bnK1BleHDuuSDAHAQAo3yFB29rULpWOLbfIfbeg1rg76/bLIAACAASURBVDegrcUCEAdvABiq2sVvUAdvQL6VJjPy4WrBJpQulRdZh6m8j3XOfUsZ97zguDvq4N2iqmVFttdrl93VensA7yJ5ExOERQ9QAp1S5Yp6cdPOeab+Dr298MQR3dSLdypxiHBO6T663NtOJfBgyxkSm9aFlii9rUKRcDFZMg0INlO3MMqCl6lKyWD/s6XYXvKU76xXbbU+77XP/Oj87/UVk8ND/gQKLz7/jvnfWQF6du1Jq0YGHxnEzJr0PVvzM8up7rooFyLt2a/9iaeEZ9bmsxFpOXMlKUutIqr2lLqz1APJQG5ZA6j6MZXyxs4KgcrqelIOdY0nhfJOBuM53MaGBjUz0uZZJxl3P/AMvf2Xj/9UKZF11lNh8blnO42XwD0ej6dP6T8JPAtJSmhXSlu/GggCXVUQMujAoUUPn7zkiHZ3h0JgZl/7TkAA8PSUw4rsvMLMmEP78Y5V/u6MazGs6NXvmImD2p+c3rf+9ABf33t2quzAzza7VbhCkeCYgYnEPY8lSw4TbYqf/WKWCj2BS1x46dh21RaBkC0+CHQb65bjTOJ9oqHBqKyIEAgtRoeBScVxZma27UXUuy7+F4xV67ANVHUg7LEQ1G3Q2xJ4Cba91jo70wKJGKxJ2E/4NEr9crCid6KqQcNsKtfqsRwM1LDULeqKU4I6eANyUHsAqGkLPkAofUNNuvI8g5vt+fKUlVG3C3nuhWVSBVO5bb+yfsdsr8VgTRYq8suYYfGdpYBSDkGmdM2avfWLeM4eCWZVPpI9qqvpkOoSPz2tJ90VpPSse9w4RbANfZoqWR8Wj33/8z+rlT1/OK3zHQvy67BrlL6mQZKl9WeJE5QQFw79YH7rwZyCyu4LDKv2tDJVsvzOPfkqAvQUak3LLymQEXUxsb/LGoykVy/Y9K3jCPeIFGFHXDcaM/g7WAz21QejSNWHLj59vuy8t/8EAPDkRY+OBmtpwFY52DRL7o2EUHPa6uh93bo3GRbDbIXCJWaw720J3OPxeDxGelsCl7zGWqiSgG3aLily0MiI09T00GlpaSKsMA78YlrykzSx33/6ZzQb7QYXOqNyQvJEo/h/w7Tg1fo0IRrmGbXdqAnmhXUmXDzyxVTZxbf/oVQ5dj0jLT/sesZxoLkQp3+ifUlc8+Y8chSkhvC1DXfqSi/5WBeAmnyEmYG5hfeMhKTEAIDhIXsHPItkEHt/5TRwLS3V/9dHtqA2UMdvv/Ebix5v4khWSriYnxyO1npGqunxhRkYSvhrGO3aQoCq6Wsv0vLymJPAxQ7nkP1bilkTNPXja4GuN5YcbKpiQp18T1i07bU8liyjREiDt6l8uKqbeplq4QH9Bhc+A+3X5B8u9ZSgf1ffHaNOvOiIhzV5oK3PpT8wauKFhRMIRcK9qAihK0xrPfol2t/bIm9Pb0vgWWTFzSgAmoq+uLOnrpkvO3q8fWD215/1Pet9VZ13iNBpEG+qyS0ADB738KLHhUo4zbL4xss+hA/ue3aq7Gv/YQ4lP3X6Gq1s5MFErz+kry+wZONsotlMx1EBsnXbyTdOSv6RJXlLllFqCrOsN1qSXPMM4jl18DScf30mk4Da9rC85nAUx+e14+lQxU2EVuPrc8e24j8m20vgEFQNC61z5cbiOeYkcI/H41kq9LYEniVlqxKXw1eblEhpjXXL5eNDxsSpC7rg6rT5M37JeXeltu88eiLOHtu2aFuqCERddF6e2K5bytQUxcWyQLdMSeq+22VTNR2JkZnxR+t+kCp70/9zC577pTdYn/Pg09fN/175bdnCx5owTOlyAQCDGUmN1fUWZjt994TBX0A91mShocBH9SiYLdRE0Dwpa2VpMD2LzPKwJDU43BJjSDEHvH3mBKytHkmVnTA0IapRQgb2jCxYrczMVsGCYnDaS+AdwMHm2xaT7kylUwHxu4l0jaO1HnOiyJs8xNP3iAO14T3WvuldSraydAbwDgQECgP5fEHNTv9aL8EeNG8woiKPLYJqRVhIUoSYEs1q26MMh58izlsw1n0jh1OdWGZ43rUBXQioWc5mXbLS56NcT56lM0cymCOpi1vqVNOFA+cC6s1/4UVq4JwFfu/M/0xth7vO0PZxVZ/UeeF6jnLxwXhmMAcwUBXi3FYsXJwDB5ngJRffKpZ/ra4vcK69I3Hf16/RX4Htu8VzEQV6MojBgrOEW5jCZSIkq3BalIVZZaLt164rfBBEMmbSSccUtkDMk0nAEUUFNKU71QEAVq5I72ZMPF/DWYN6btXguJ+nC3aeou2zLRSCeJVAZahcx62lI4F7PB7PMcaSkcBNEku74WBbzI4vvo+J6Z3pSE8DqObWeScl8CMZJmE1pZqJMIBqfb0vbOJkJeXYASHE5iAoandCXFoZyNKX7YwiBONd676vlc+GAQZfmF5Yqzcq+NK6c+e3V9wtnHDlCvHeMjNwcCJdODMDGnIwh5MW+gpc4GPN2Uw+P0tp5eb/mL7vmvNSazclLK9pP1O7qN20hQeFBd1aVTdGYEY4tngd173mgxgZkHNdSjNdlSHbLCw9Tm9L4GXoBh2cXLQgTMJDbxjSJQWSl2POwTuffloY3GyPNA2MJTAoBMOqVdMveVPQgLgEZRIpoa/lWp/IeX+t9ctd1L/bOtVRXW+LNHgD+bTLFeGdld5juSZTzXr5aLU4FV5vS+BZoTPbdeSZnQNWpXVs4ah+G3b/oi4F0Fq909z8yJkAgLed+822mhMg0HR2s4LOzpUDShCnwCBx7G6mr0mV3E1M8AzAwHLF7NCkJ18ZpCW9/aHZJG4xHnhDFDhs/U0LL8KqW2QduAmeSUuzlKVzXmzdpCWVqhJynBREq9vGBDEOI5GZ6DkLIWibcT/lmaku9G3hmLA4i003RtL71t/JkSjCgmcMb8O9c+kAa+PVacPewE3P+cD874tueru80xjwwxe8t5D2SfS2BO7xeDweI70tgedd3R/Sg+qEa1doRpz14UArW7W1gTAA9p3T3i36zeU7tJCuIULNSiNEqLm0VygAM0OW3xZnIqxCVZk0WY5TsquZ1mVvzJA4JA5zWk+6kvInVHjdqh/O/77u0DlooILXnpd2BJprVvCZhHv+qlscKhAkYJ6d05xcRKoVc+wc9bwUaIorZtbFppCc4vFISFI9WfgxRGtHiqWWJIHHbUnp4QcGzCqqUaUfrFgOTNg5YAXT+nvPACqzC3VNhHpm+HNqNVSE9lRR0fK6rg9GsDtMrwdMhAGOr6bb+JLlP0WdA9xw5Bfmy7bNrACD8Lrbf3O+7Gmrose/fSotwR+YGcaF33pHqmykMojvPO/dWjvbYUlL4GLnkjq1oaNr6ljDLHtACFw1kHORJJ/e2S5rthgqwzLwjwlxX4dboR7fEMwZAWBAsRc3xjEqWpfrEMBJfAq2wdSyytvE9l7Y7ue0pmPbn023wqJEGryjqvXyQNxXPr6meGyanHbkYUQvnGoWZ8LY2xJ4BplJVkui+lAkVYyfv3e+7C/O/EpH6p5mXSpZFUSP7wjb3Ysj4eIS5vZYIn/GSdnBsPbukJI2R7rx5VjcimB1oKeWe7xxRNjTjtmTVhn/NqToY9nk4m4KX9zNMLGpgcatHZJlls0ZuKU/T+jGg3atT5IMKP1PCA1Ax63VyspiVZBuz4QaZCzBhtqCJdMTMyuN+3WaJS2Bezwez1KmbyVwDSk560BNm7rRxCR4hX1i4WT875MufBxBNS3DvO/xF2GQ6rj65H9VjsyvC24kdDZTLEsHzMARKUh5m0yEwwAI//7IU9WaMEQLkr6U5KHjnJDU1+fvyqyG5V22TO9Ts/FMaDCHpYaDRJ9MV8Yulh1BAFLWYJhZDycrhCKO0t1ZqEfypoerVvT7e+iIse7RJxak8/+ePBVNRb123sCjTtXraQbNEvhZgzvmf+9rjIlWXSETnpjsrHS+ZCRwa5vSHHWog3eLWS7A7KpNio+rZDphrwUgKZ9+DjSWJylxp4J1Oa0HKKiDdycxmeSaysukpwdw02JK4QtTBoko7Om7k4XksCHslcsfqvhnI726VYNUpGZPCWuG9rTdGkcsHcTkRd58zjSdCEDW7SBnNpgy8tgmRzG97vku/VgOZtVolvIChgPpy+aa/uj2nJvvC28K6qQ67ZSRFWeIQjx54/ZU2X89pjsHzaLWdl861MpMI7BMOalqTmliYxxHvJ5YlL1g9CHj/h/DM+d/b3tNNKCv+6ruIj+0M70AR0f09mjqk8WQPvqaW7ilIWiWw1oSQ9YgAgAhrZ8VFgHKAADM2iDuXKNqpjlbbECpj0ycBAC4auWjqXICWQ3iZ9aGcFQJcnVv3W12fcJIeoE8LHnmuujTI6IhIrqViO4konuI6N1x+clEdAsRPUhE1xFRL2hFPR6P55jBRgKfBXAxMx8lohqAHxDRDQDeDOADzHwtEf0jgCsAfKTQ1hF0nZhB3cHNpl3gqiBAdf/RVNGy/UfBAXD0yXouxqJRA+1I0kErx2U6pKubU9Mtj6UDaU2Gg1BlpiNCGRAJgw2tazCSzZkNSbR7JegBrWY5FBaMzNRooe5B1EW16HSzhkpFkZrrAKkWlc0QNJO+dzy+TMiWQ+3rvA8bzB+rVbuQD2WoJ4QFQmbWnHuY2Ww+WSTM+rus5iU17Rez/LH22yk50NlwXDCt9fOXL7sLdQ7w1aPqQj9w4tDB1PYTUyu0fYpkUQmcI1ojXi3+jwFcDOCLcfk1AF5WeOvyLqaIjgIGY3/NaUdYZW7Ixw6SPrg2bZ0hck6x7N99e8cF+RalC01OfkUPRaYuMFwRPmjSN0JQO1gv8BWcxb2T2F6jbRtzJw7JG8hN6XANwwKVqbxdTP1cde4B5O4iB8PqsA6cInuk2wGcBuAfADwEYIJ5Xlm5DYDo2UFEVwK4EgA2bdqUt72ZaMkbpgS38OXL9LKYke0LrrUrR8eg3ujDP98IALjln988X/YvD1wAALh9ZmNq31PH9miThaRk6crqOHO96roOQpb1kycPLUeTFQUHUSpD4jbox20wutwn9OOkOuEA8wkZaFx5p/JmrleSThx5lr5OdOOeJxsP/8On3Jjatgkv22JYmSlOwDyDOmVgz/zvu6c3ivv80qrH8MDkOvFvRWD11Jm5ycznADgRwPkAzrKtgJk/ysxbmHnL2rWd87LyeDyepY6TSMjME0R0M4ALAawgomoshZ8IYHv20eWj6sCl9FFZE7nKwQUJfHD/oCbV7PylCrhKOO29H0iUvhID1Tre+ZIvt9NkZ0YSUvyhMFIjrFA+w0dCYEWQltTHaRZHMKDsp0tKgxTpnIcUnXsnrMim1dkFgLyWrst/+LCmDivEJC4ruUIWc25rGZx0liFZTx/ptpX7RIIzDrNuKQOk06SZ2jEXvUukStcFdwwpacXYd7eCKwEmn3X6fNnDT6wFKw5sn3/WP2GkWsedj38hVR4AeMpA2rGO4v8lCRFapQ1scVx1YR1lX21MVLf87OiJWFFLawKKvGU2VihriWhF/HsYwAsA3AfgZgAvj3e7HMBXi2tWebCt95gwJeWqPPzPNXTlq2S2JOoRHfRhLvuqyCpIIYKddVwl+wD2eQgM52tKNr/C2EjCWkbuBBVs90HI+6HQzPZcklbkcJJxolNOP2o8G8H7eKQqfxxlX1O7dpv2UtWjJi2UlNW+yFtmI4FvAHBNrAcPAFzPzF8nonsBXEtEfw7gDgCfKK5ZEWLaq6wQszYuyvsPRi72Scbz6zi31dPBlJrQk6020MSwEuhJskKRpIBZIZhVXkYDfYbSzPimrwgWZijLAoZpsFYTIrtINSpPHojq+fih07W/NR/XQyKM7nALh7sAA8OG8AfJtHOTwvnn6ubPlmVyYmvBIifaLNUxeXK+ypWRa2zUaSYzvCu5b2e8n0+oRn0saR/uahteJosO4Mx8F4BzhfKHEenDPR6Px9MFetsTU6JWiw2VhdVhdR5DFdHGVU1TZTujoYa8ryR9TRlCvA6THpbTxkZVlWoBYDmxOH1eRowdzeLD7bome2gh6RvLonLYro2aJJql7kjO7ATvQapVjfbUrOq8jRYf/RF3hRTb7dzrCWqYWiHEbIvqnqTtvpvPxkEleQOgp/mTZsOtJOKDibWnNcGM9s6PB1OiuuSCZQ/gR0f02WNR9Ge0D8vOXrQdbq+FeTJdnxysvnt0avDOQ96+0s+Br/KwlK7btp9Knyxp8AaAaskBrvpzAC8aSYooMClrLyALSvaBdszZudPkeZ1DgzQnBSmaa+gzEpoTFonFKVNnAjN1NQBU0dHLyqg7T3uE7jglGBMAAHUupJklx0owq04hLIyO3htlOZ8+6zirUxxt2Dkv6MGs7J0MXNhQST/aWTSxWjHT2FytY8Kw8FtPjHzLtNxyC6hZTQB50ZI5re5RtwFgb2heqL3qrG/P/37aWyIzzuQE+ISb9ssHrl0F3rEnVWQMuaAubtuEZkjAqnqlm5l8DAGyXBZLk+oSzXwwi5lZPfsOoFt2SRZCa1YBB5UwB6qjEIDhh/Xz/86DbwAAvOqVN6fKX7/qJ4s0uFwCwWuzKPwAXhA3bn9Savvckcc0i44XDO/B4R26N+pYkNNzTWBEGViHhQGzySGWK2OUKX5eyIwDCTvt9cGIqKqRpM53v28/Jg6FeP971oCIwMx485/sw+jyEP/3rXaxIk7+zF/N/z7+sQoCJazB5CnjQDPE2B1pdwQWvHE5bIBGFIuTYT0B9vwAuIiagGei+6LphyULj2pVjlFiupc2sVQA/WNjOk59PpYfGXXdKAlZpNCDKeaKet0zs7on5yE91syqexp6zloAYZXxqTsvTJVdVzkP3/vljy3eRkhRRHvbzdmrUEpCMscrWx+WRV5dpTpYm/Ts0uA0cSjEhz4+gTf/yb75wftDH5/AocN6iFKrthhi0uRxJ+9mEgMn+24PACHheKtc6BtTzaUbKLW3JXBTZDKTPk0YPPLUowbQoQbLzjwZKoZjHSLC375nNQDgQx+fwIc+HiWHfePvjuMv3r08NUgRDBY9Bt2mp0fpg+QPeZD6aYDQsJApOfQV15beHsAznAy0wFUUaHeGoA/CAPRpo+ByH54QxW0Z3LtgfrT536J/9543vlDHy/YZ29guYjII4TIqHZ5ArWlX1UPA+9+zZn7wBqAN3gCwrhJJSt+cWnCKest/v6K9OstiRfTsb9h69XzRJeO/U1p1qSBSJhNEoBR9e/Ido1rGUCGpRtR1JSl0LJBv1uTAV46mwyu/atnjWugGycS3FQY5ado7JjS5QiEqhoX+sMCctSpeheIpnZbaJMnb/3SiL9J0eTy9TG9L4BLxSy9aEqgBfZjFzNykxrKQgl49HC2GkZIGiomwNiE57hhfBTT17+Bf/+f/wtt+9wtaucTtc+n6n1IlVAz6z2RIWlNQeslxhuP/JQmEJAYh69JUFYGTPjY5g2BmvOVP9uFDHz+EN/7uCrz/PWvmdeC7mhX8wR+vTZ07AOMjTzxnfnv5XQPgRvr+jj6wF+pyAu/eF6X9sm6l2mgh+FN0AaKEeemG1y9sSIGjAGs3egAg1QIGcV9N9HOWglkZ6uBaVXdTDwLdgWkmf1ozntHd4amuvJ8ZYZw7wfvvfV5q+8PBHD5y9udTZQHqOG9wcXXdgPDePHt4LxpM+OFM+UlhkvTfAO6CacEoT+JddZAQBm8AmBPiJdSZUFNGHsGSyjh42yI5JEheZraDcp7FNCLCivHK/OBNRHj/e9ZgWxMYW65/GNQcgurgDUAbvKMdc0rz9lG82tsnxmRxIp+WMrcXO1a7I3n6VdZ6lM15pf3yPLNGCFT1vhFW7XwbZkJ9YdO0kmX73khGCg1BfVLkvLO3B/ASsqR0krf/4OWp7Rf/wl3aPq9Z88O2z29KnGyietyDqe2GkFDZNgGxSxv+9K2rcaA5iQmenu+9quRdJjQ6oheqZoRl1FvTP+KqqSGAbN12HlSpXnBOo6FBsxSftBnPSruWpR9vMam7sgPADTv/IbV96ZPeqe8khZi95ZHoRyLZxu6LNwAAVn4vfd0zl6rp8+yxTb3WoqIM4t8+9CTDnsXgdeCejpBHmvR4PDK9LYEHgS6Fh6EsmVcqcnlVkSglKcRQfd5FtpO+kD7znV86GweelJYOvvtLp4rTudHKHG658DPz20809QA6QNT2cUWCWx3oYVYBYHbnKaltyWPSFOjelgfrR7V2fvPok9BUgnEFCPG04Sesz5ti3wFtHkqVSvS8JE9DVdomtK1O4P0HF98pidIeDpt63c0M79CMcxWGKqnXI6cdqzZZIjlUAcClx/1BusBRV84HFyyb1t42rK+DAQjvBrb/oX7s1w6lg6y+a83dzhK3ykyYvpcXLXsA/3lITWBWnBahtyVwl6D0JUh0onecKkk2DA9DchMW+oY0eAPApOJ84JI+wTYBrVSWO8myUKYO3oA5+M9smN5XSshguhlyYgNxR/kEEnk+4g5JtYvmWLDw0a5RGLwBIJjT73mVdJXQYE5/joYQeKcqutEX1wd6WwLvASQLleCJ3fO/j/tv+WHMrs3vHv/hiQUd9WXL7rY+7gjPiIOcmrA1BGPwuIfSZUJsFldduy1/+/iLxPJHbl0IN3DSXW6pyzRrDodkHTfc91ep7ZSliQWs2D4XKcEaaX0QpOw9qr69Ctyw68OpokvWXOlWn/RhqDe0fVhNj5Tnw7Uy9rtI3F8+ctTpFPyT8dT2i1/+/babMx77QxwKF/rmt6c2tH2+PPS2BO7xeDweI70tgddq+pd7YCCOtKZMTaRV8pFh2XRJLRsZjsoPHdZOkbJgaNnMJvTolUd2yLrXteUFcVd55o9+L7U9Eszh5vOvWfS4n9frCB/fmCpbV2kade3VxH27ZWYNmsJUMMAQzqjZeac++N2TtTKqhFh/R3cCCKn6WFFv2wmpOtmGpFQveVtm2ZqrKoWA3CXuDFiVvOf/oKfbo0E54JWWxHhmFrROsaVu2ehXFs5BQ4ORlYzlmsTw7vT29pkV4JyqjGTgtzkOIKlGfnDodM009tjWgWeV2+xXgg691ywqpgx6dRVJO2era5cG7+ic+boUG+zqPQXQqX6a197c8nxk0HlbVVN4khH5fNL6T5E6cP+2lIVg7SIlFyBDCGy1XHIIAICppl2gp26uaVWEkJxSQgYRwfIiTwZ5pzLb8xnaJLbToe29thCZpz3W9ycPBiud0HKUmw7tZ1e98mx6W4XigkvAeRPLxhZ+C4uXLozc/qhYPro1vag2uXWt8Rz/9PNLF34j+j1z6oLr8+CouY0vue/XtLLvPe9v0gWK+qQoXnnXFVrZxKN63G+LKNIYeExXxzDMYWhpZCxdIAVLyuM+Hg8SovpAVetVKtrMxWiyqqpHynLukVCEjaxM9W0PXHNz8uxOUq2oz2fU7HRFCVNYejzWk4ylHbf2vtCun//vbc/ERzfeLP4taXJ7MGwvN2wZeAnc4/F4+pT+lcAFN+XSGRGytgBR0Cx1EZVZM6/iZlNbdBn+rwlMP0Ne8Nz8hbT0yQCaaxacdBrDNQR1vT1hFSAlazcPhLjgk3+bKvuntNXcojz9q2+a//3BF30mY0+d065XpKqGvrQDAGEFGNg2IfzFEhu37sEBeYalmN3R8mWRxGlrsiY4RnUz27wUqIoUaTY8bL62pElmKLiztwiE9GmhaYFToaJK4EEAVjPTH50ECPriJqA7IQHae7f2xkex//knWbVHRQr4tjIYjhKVsJuJaxl4CdwFlwVQ24BFkqMKIFocqGeUBu9oPyGY1Zz+qKfn9M5vCis9qQTnmmnIA+VsU9AjChoL090JOmGA4hBjJ9cCdcGLeS565G7qaHPVbbpnOQKYBcI71hTehyHSPzq22ZJMscCl9Z9jJ6GDa7B31W3ekRu2LuiILz3j7foOc456cc2NXx6dRm99NLXNq+zyROblik+8wfi36XULvSwc0jvn278T6diXPaDf89X3pu9TdTrHqBxE5+eJhYBEWj7LdlCdXDIkTHFQsUkU4oL6VvP8/y1Qr+vjmGMIXU26zSBL6k7t5/peJFATQdOIEHhsvqLElTpch8T9n3oSzn99Otnx3x9/K9QhMcu1fiax5jERyuErzl62DT+c0IPGFYWXwD0ej6dP6W0JvCwMklIqlKWt9N9yNlL1gJLD0OwB8RSqC3ZmdfcvBICafaq9Xm/w7icwpFz3eJWw7TdOFfc/45oFPfT9v6e7o5/x14+jMmeY0isSWeMpm63bCaSlbQwNgohASSsjKVv82Eg+lcXQoG790EoeMjaqFDOCpMRsSOjA0G2VGfr0m5mtJEoaHZGn9Mxan2ZmsCGEa2o/aVaoWtMs2jA1kYrheGGNQNWVBxlSPyX71UBNX2dyDPb15JEdqe2PTRyP167YYdhb50BzYfi8aPhBNJhwy4z8PpWFl8DzUkZwLVNHVD88gq05AFHJRsJHKzAE4lIDdAXCQC0N3oBBZyjZxItH6/ta66DzBqhyTJZgc6wcR8uQZKSdejPqNw70vURZSTgsqA7o+u66w3DYFNouJXSQZMVjRwfuQk79txXCarsLJt2tlpJq7/7o38TTl5LKDt4XS+M5ssZsum57ui3LdR3kGZ86svj5M6je/7jQHPPLYt2/bXXh6gfE9Aapz3c2f7oxW2jcEEY12XaHmRqgB/ZS9c2FYSuxi/vltNJJvhcZvhvNoXQ9v/WGG61O3wrkltSF3zNnvo/76vpzPDxXgI+KAS+BezweT5/S2xJ41lyjbPtaae7jmk+z3QD8WbpOVU9rug9q0CXbtjyxy+4a83q+VoRkHUBUt20yYFcrpcVw1f0uxrDgN8AMzAmStOSRyJxtHbMIpCZHOCrcr3q+2VVH0XTtetAsE3PKrfjkZ1+E913xyVTZMwfN55rlhWf2WGMlWJB9Gxxgx2w6bG2TCYc0CfxYCWbVi3TAMcNa11lGr6QIHAAAGWtJREFUWzqlJ+1gYo6ukcM/wHnfY5Ec92e2rqtDq5ankwbv6HhdAFBzZEb4YFbt06kByrKeXgmK40ovOpCI5AxSVfqxRdDt+gvE2H/8x0ykt1UoRaAuYElxw1tT8eSuWaEqpc6kqiikjjg0qLl6EwA0lYXDLMeIZLtcXlzT9ThmNplnZjYyiVMWyqhaBYYE9UrDzrUaUMz2hgTVQpbqRHq+6uKW5ITjKi0nQzlImeazcFE/JfeV7kULqS9YBGSTswbFzlNJVVbR6qVW/eqzaDa0xeRg/bpS6l4KLCqBE9FGIrqZiO4lonuI6Kq4fBUR3URED8T/riy/uR6Px+NpYSM6NAC8hZl/QkTLANxORDcB+C0A32Hmq4noHQDeAUDwPy+YqiH7vAnV9IpZl0zGZDdYDUkylhakWthIWqHg8DM0aF7gyxnmVkN122805GTOzMDBhIPN2lVyQH3JgYlZX7c5nLF4poYPFRxVjBR9f0wMJqREgyNPdN1Cu1WpU7o/LZKzDWl2kZdqxfy8F11MzrjuNhfqgvFxvT0DVXM9M53J3rS32X6/Ojqrzpw6uIjJzDuZ+Sfx7yMA7gNwAoCXAmjl7boGwMsKa1UWZThs5Ay8n6s9El1c4LMN3mPMhpJ34c7mnKb72C1dcBmZo1zIcd22z9uwk1t5u+3JWU8orE4O1vQB2RRVRi0PDPFRpKQrzVB05xKPbwcn5R0RbQZwLoBbAKxn5p3xn3YBWG845koAVwLApk2bpF3M5EiZBMBeGhNDixbgGCS5Mqt9xCb8aRLVNMyETUIAx+BLtLpALZl0HVltTkqilqFK51HXJyrCPZd0wZKzUVkB1myeV84+SYMD2poHZ6y3pPXjgl48szL9Pqn6bln/7shkIrnC2lXiLlvfuApQogJOooKzaulZIGPEOIgnedrAXgDA5w+fq/1t+1R6Rrv9yLi2T5FY90YiGgPwJQD/h5lT2X+ZzXMmZv4oM29h5i1r15qzz3g8Ho/HDSvxj4hqiAbvzzLzl+Pi3US0gZl3EtEGAHvKamThSMkX1OlYy2oia+W/hUvcibyr+UkpJkuCVqVUSVc/UJNty7ulisi6nuR1SzMmk5u5dC31uhx8zFh3QlJsWTUV6USUpQPPk1pNncFOTrlbzMRYS95ArBrXA3ZpEvfQkK4yGV/mpoJJ3p/9B8EVwsHnpcO3rv0RY+8F6Rt81698CmOVdPq9OsszuwYD99ZXz29/ff85aAjJigkh9k2n19MGKg1MTKrhKTqoA6foDn8CwH3M/P7En74G4PL49+UAvlpYq7Jw0X/alpURtN/2nGXo3zuha8/7HDpFJ+yHuxiUqSzy2PPbBuyy1nc79DUpQUrQ1M85VrOPK6Oq0KXBG5AdfORH21kd+EUAfhPAz4jop3HZuwBcDeB6IroCwGMAXlFYq1q4SDkM/YGG7a+Gi2QEYBKx1eGr7bY9ziSd1QtYmTdZmLSIJdEbHvjr1C6XnvJW/ThXPb+Eq967bKSF1aJd+ztAsGIc4aGURhScZVnVDVqznuQsyzHEwK9ecFuBDeodFn2zmPkHMH8ynldsczwej8djS/95YrpYTpimXjZ6xZHhDNtey/ptzN+kIFOtMlvJVQlwxcyAkqxWTUoAAHzQnDxYDfcq2gUz45Lx30mXGez0abVsIZAiywM1uW4h7eeqhlA9Qys5QgW3nqtkp92JMMcm1P42PCRaRklJJ1zQvClN+6nrDmOjuhpldi5tY2+gftrx2oznid8PwQMAoCTHqAN/tO4HyhkyUrcJ3D29cf73aSN7EDLh4WndKOPoTHrNjBmo19U+4INZFYuLXrxbSW5NSHpAk2NGDqz1lXl0/3nIG5vFpT0danvh5+wxXXuuhNGCuopN476QuN7lfZgT7LsDy+QNvaAD7x/aDd/a8pirCU9aItl5jFm0C3gppYw7yfpckskeOqx/9wcsr7cIJJt49d7llVaZRWsJ9bpJes6S3rdlsSFmPmJ9v3YhKvKdjjBla2qTeQsSCyuq3PbdhjUgTs0q1+SqYoKnMU5pT+mdzWltv+sPn2M8xxNTnUk+noWXwD0ej6dPWToSuCSNVgI7SaQm2ENnkZSuyzSRE/XjifpyBPsvCtViQUr9hpDBU7p0Q6NqFMYM64eEZM1ZFikWqgOenYu8Ehc7rmX1IEnsyX6V9Rap/a8ISxUbXbtwv1lKCGJLluTtap3VJrR8wW57+7OGwYp9X3AXwAGDn6oniF4ZpPvaLNdR5/R9XB0M4abp7kvVLixtCbxTsSg8vYt/tvPk0jn3GOrg3YLE2CN22CZ06CV6ewDvppNLjyV+yF+NXo/LQo7t8T2X0KETdHIBtBP3N2cdtn3Aqa/kaNNopX27djIFrhI+FLYZ6I+drPSSI44pRKfxHG0u5rSm8xYmTdaI6oVQn4LmcZ+OYVW9wqG+iDk3BzYtwCUWkpzcqGfn9EVD1XyshTqd7+Siqtov8kinrb6iqkck1UvIQMWhruSokNWXZ9sfpPSAVo7vmHZCaH09kEI21+vASiHYk2IC6+oI9rHz/iW1/awc6VtPHYwihPzbgYXFzHv2bzDuPzuXbmtjrlwz0t6WwD0ej8djpLcl8EAIGO8a1F41SXIxFwTsY1HbHNtodtGxQ7iXtapZL5q4b1SpRNNdNWAUkZs0mYeEaRoNV/ItyAF6H5AclcZGzc5c7drAu86uFutvOReyQ9G8M0CupAwrluv9SrpnoyNaiARmBmbTz/Xo0zdaLf7eesXHMTZQThiAbZN2i5vNRvr9jtZ+1Wd+rDjylBHo3iVYjkQnFkbzJiywvG6XRS1t37yJNcpwLLKtWz6hXVlWebv12JKznzrpnItOymBZh3isNHgLQavyDt4Nw+2ZC+08KWUn8R5K6NATtCRY9W5JzgMu6bWY9RCjNrh2dC1wldDuVmCuxULHjsSmUe0mJnYk6aDBrmsLNoOH48fV2mFEnfWYjnOZmdlSZIArx+Bs2joIJH13fkTTUYll6fCteT7ia+6L+t9Jb9tqtX+oLEbWqIJ75vQZ3B1Tm1PbP9q/WdtnfCi6rzsOLejvZ6YLXCtzoLclcI/H4/EY6W0J3DbAP6BmTIoYHLDXYatBqiqBnUQ4OBCVtRuC06RP1fZzlHjV+xME+e2Ak1YiGfpn0VW9W5iSVqhl4npLrJ+V9OU2FGBNVCSSRI4gMFu3JK2jhP4XrFppzo26Ynl6e7YuO9Up9yhcMQqsTEvqo49PggmY2qhbsnxo4w2JLXOAqn3NtK6/wYQfz5ySKvvugTPQVGJ9rxmaRMjAgVnLxOcdZmlL4Hn0mi76z14LcCVW01uDiUgZdsFFB+Fy2beL99xW352nXxgH7zyYkiwLlzM8mFYH2SYlBoCqcEJ18G4hfYdV2bJb7g+9LYG7IOnhXC1WyrYQ6bGA/0b7bAOckMJcpWxS7c2lt6Il8SbbJdmgZz3XTkm9ycGrzDqTfUa67ta9mlZc5wVX+lzE0ri1vtsSPqCENFak7yTbf3Vhlnvbxf+gnyv+XxlMTA9rZckwsRxSSTVn01sjisfj8Xis6W0JPNPSQfn2ENqfsgaCvtt1TqRKpFJ71CQCi6FaS5h08qoHo9T2gQF5uix5P5qmsVLdyjVxyLrVq+le2oTirVS0NQbRkkLSawPAXF0PmlUEqYBm6H7MlRzqDCkhAxsSl6RmbVlJT2zrXr0yfWjGvn974fXzv/9zei2qYFw2uqDbnmV5Heo708vRRFqyDwwu8iam5haue3qqBvVtoIBj0/nO9oOlI4H3mh666HPm1Mnnsc112Ve0eu2EzrmbA2i3B+8SsOovZdjJO9CwtKduCvuFuYY+g4DThW6wdAZwW8oIJpQrbsQxGPyp2+R9hr32zPqg/9nWovnMxNSGyk+0XBFN2YBmjgiHZdPbKpS8mBYlbfJqZrlQJ//mslBardpbu+TEdYGydLppUqeGAAD0LDpBVR/MWmqxbgzYUh+V7qHBlZ7GRsFH9bjYOnaOUjQ0aNxPRH0vDusZoWil7p6+/eLlWtmfX/HPbnVbcs/UCanttUOTuOvg8amyXYf19mSiXWQbDXPg2JPAPR6PZ4mwtCXwIkhKPdJiVSXQnYCAqExdhJUytts68kgu963jBbQs9JJjErPBlV8JXCU5RLX2U8tNDj6qxCveH2GG0to3axsAS1J2C2ExnMYK7PpZGYKkxUXJnDTrHFmYFm/zzBqGhow68FIWhBOsevZOBNXOzHgenVyd2g4ZODyTjj1brwdQxWg5QBUgzmbYsGtBLB0JvBOJGvI69xTtBORyfKecmmzpVPAoS0RLmX5I6lHCPSs8UJjxcP14afDWg0lFVC016xVhP+mcspbPJRhV59WES0cCdxnIOnWfC3Z6MDKiOBnkCbPawlXnmTzONtBVF13upRydmkmltI5ga4qZhaofdh0IbdZwIOitpSBeLsk6VFrB4pYJbuYTh9NtkRKHHJ3E0QvT7uyE3dpuH378uQCAm578Je1vSWuSRxpyoK5TavvwxUPnpcruOLRR3LffWDoSuMfj8RxjLB0JXNLHWkoquZyAss7ZLi5BvADd2mZ0GJgs2JXaBdVhyZS2TZXUM5xROHFO51C22smE5A0AWBHgyLb/tCxBxpfZ7W8zQ8pK5Zd0ZHLptwM1TT0izkQKQFqTEKVwC75x1jcwWmlAHa6Y7V3nH5pa21bdvc7SkcCXuiNPL9ZtqzfOuT6xpBIl512rsVjQNZV3TLdt+YFlIZvTIOkDfzR466jX0zR4Qc4K+m7p22yblNhoeml72wrszktHAu82PRY61FqHrUrLrRCiyd5sujYiXYqWwgVIL7Skj20lrE7sz676fMlCRZG2S4miB+iSdZ56XJORSLpsi/pJXT8BZOl/OCMzsDrbmxLStAFonJq2sX7g1fo5v3DavwpHmmcjU+HCffrZ3AniPt888FSt7OCsbk2z/6iuy1dTpAGtV4QRNhJpB6VwiS1KlD+WjgTu8Xg8xxj9K4EXKfG2pM1uSNFSkPsiVCCqXtzkMWqrlzRNq1VLG9eAXRJ5JFdJErW8RjVIlq3Odj7M7ozuFSmeQ32+beqGC0Gyvbd8H3jPPrN02aF36cFEd7tvaoMY4+T4wYPYMZsOmnV0dgDqQtVAtYG5hsOzSMYzY4N1G0uG4MWJ5F4C99ixBAM2eZDvufbY0oQpQJWtfXeuLm40DXexI3dnaQ/gnXLOKPqc/RJYKc+CXBefg7QoaltWCr0WYM22DheEgSyoC448wqFNQ92m8mIxLax3oGoLeluF4pohR1VHmFbDbbOZL3b+1DkLllBbC3otAmFxsYVN1ZJawtUcL3nfZg2Li8NDulu4rbeg5PIeL7KlzN2ktyfLIUV9boFl9pS5Obv9XB15VKS2l+FZ7NrvBxML4QzzYqnEet1sb+dF6UXCV1/8PW2fczOCsCUzy98lxYTPYNe0nYnnPS/9s9T2yZ/5K20f7qHohIsO4ET0SQCXAdjDzE+Ny1YBuA7AZgCPAngFMx8sr5kJTLa5UiyJovVwnf7s2tan3pNS7Nop3Z6BATGhAxpN+WNhlUTYUDdzSpdM1WokHSdsjVVLkyJonTMZlU+sZzreL8tSo4VJCMiy9Mki6+/SB9LF+zXZJjX12SIcOntVapurjIHn7E+V/cb4bRhRTAR3NIHjK+nBdpp1YeHMGqHBwHemV2l/kzg6l7bKmq1XIOmmT/n8X6ZKKM4nwo1FlBVdkshtVCifBnCJUvYOAN9h5tMBfCfe9vQK3Uwmkfeclvv2RZJmzzzU0J+XOngDbuNgNVcXsNdN93JXW3QAZ+bvATigFL8UwDXx72sAvKzgdrUq7+7xvcRSupZu0y+67T6Fu5S82zQ5t3Wo7Ufa1YGvZ+ad8e9dANabdiSiKwFcCQCbNm1yq6Wld2sXBtAU5uWqLjBL1dIrT7+lH06qJ/KKBkHgrgfvVchh0GDozzyjn1mrZwQ1HivPiFzaCaTbVYYomEN/P5+hXlHLHPrlk/K0qG12zY13pd5ukvtTydFSvbH3M/NHmXkLM29Zu3ZpxiPweDyebtCuBL6biDYw804i2gBgT5GNmkdajHORiDmUpRabxc0sF+48jhf2ARcWJ+9iZdZKflJSzLIGmlNiV5Tlpp6ABQsYqsULmy4p7myxCSuQEzYldBDqs3IwCkwJPBzav0iSCV6/Wnzey35+CI+8PO04gybDxg5kfTCSsjYBgEGqgZkxZ1zljphpViHpsUMGmmF7/TIUEjrImDI3lDuDb/dt+xqAy+PflwP4ajHNUejl1YN2kAbqXgvCJeEQMKkU8zfLfTuysFlCEoNS7M1tE2bkqdvwsQ6kcVYws51u6h+iwJQJSChvaE2Xj5W+WfZd17ZPdWessjEj/DyA5wBYQ0TbAPwpgKsBXE9EVwB4DMArymykFbVqtkRpQ5add5Kk6VzLblWVrMVe49ieZKd1HZzU9uTRddveFwBaOjZAnrFItrQZuuZ5d/VF61f2c9U5L3p+uH3Q1HtHljbomW0oUC/ebKbtvVtlKsvGoqodzQmTvPPMG1Lbpw3ogbRU6TvJgUTgqn8/ekbb7QAi13fxMRb+LS13YF90AGfmVxn+9LyC2+LxeDweB3rbE7NTtKRV67RsCamupScsI31au9LVtB5UCYCbE4c0m0l4yfFBgySmepACAGY1yx8xjKlAePiI8W8keBaGgt42ULz7uNkUpUxSnqEa3AoAqGq+h9L+6gzAytlnEZJWMc5JEtT9pUTbQTV6hso6UF5VzwlV1dev/XemGS0A5WqPiMspk7cj6zgfTtaCfrW57cV2l5FkV6ui+OvuROwSYx0Fx2Exlhe9xuDgpKXpoQ1quVAYl20z59jjsmBopyvJlbzBpeoC6T8J3LSKPmPQf7f7UrektkVW4udp1zrBVcrOo/MU0lw5WW1MF5h+a3oGrN4z23sdI0q80n4N5boNenGr8zUb0TuZOAe5PHspvkqWXrwptNXGdltym89K09YO26IExOFp6QTBD/zmKJChy26XjSfsXNjY+lzt7wOBuc5qJd3PVy+bwoGj6aQOszP6/Qlq0TnDemK216XBWmLpSOAej8dzjOEHcI/H4+lT/ADu8Xg8fUpPD+DDo5aJecuiFxcYk3Syfb12L7qZgKFH6i21btukF5aJGoaq+vpC06XplI4lXgv0pMSBQe8eCtnqu5kzZbRa3FoEdbLzbdmyhW+77baO1efxeDxLASK6nZm3qOU9LYF7PB6Px4wfwD0ej6dP8QO4x+Px9Cl+APd4PJ4+xQ/gHo/H06d01AqFiPYiCj9bJmsA7Cu5jk7ir6d3WUrXAiyt61lK1wIAJzGzltKsowN4JyCi2yRzm37FX0/vspSuBVha17OUriULr0LxeDyePsUP4B6Px9OnLMUB/KPdbkDB+OvpXZbStQBL63qW0rUYWXI6cI/H4zlWWIoSuMfj8RwT+AHc4/F4+pS+HsCJ6JNEtIeI7k6UrSKim4jogfjfld1soy1EtJGIbiaie4noHiK6Ki7v1+sZIqJbiejO+HreHZefTES3ENGDRHQdERWc56s8iKhCRHcQ0dfj7X6+lkeJ6GdE9FMiui0u68u+BgBEtIKIvkhE9xPRfUR0YT9fjy19PYAD+DSAS5SydwD4DjOfDuA78XY/0ADwFmZ+MoALALyeiJ6M/r2eWQAXM/PZAM4BcAkRXQDgvQA+wMynATgI4IouttGVqwDcl9ju52sBgOcy8zkJe+l+7WsA8EEANzLzWQDORvSc+vl67GDmvv4PwGYAdye2twLYEP/eAGBrt9vY5nV9FcALlsL1ABgB8BMAv4TIO64al18I4Jvdbp/lNZyIaBC4GMDXEaVF78tridv7KIA1Sllf9jUA4wAeQWyU0e/X4/Jfv0vgEuuZuZW+eheA9d1sTDsQ0WYA5wK4BX18PbHK4acA9gC4CcBDACaYuZV+fhuAE7rVPkf+DsDbsJBufTX691qAKIf6t4jodiK6Mi7r1752MoC9AD4Vq7g+TkSj6N/rsWYpDuDzcPTp7Ss7SSIaA/AlAP+HmQ8n/9Zv18PMTWY+B5H0ej6As7rcpLYgossA7GHm27vdlgJ5JjP/IoBLEanrfjn5xz7ra1UAvwjgI8x8LoBJKOqSPrsea5biAL6biDYAQPzvni63xxoiqiEavD/LzF+Oi/v2elow8wSAmxGpGVYQUTX+04kAtnetYfZcBOAlRPQogGsRqVE+iP68FgAAM2+P/90D4CuIPrD92te2AdjGzLfE219ENKD36/VYsxQH8K8BuDz+fTkiXXLPQ0QE4BMA7mPm9yf+1K/Xs5aIVsS/hxHp8+9DNJC/PN6tL66Hmd/JzCcy82YAvwbgP5j51ejDawEAIholomWt3wBeCOBu9GlfY+ZdAJ4gojPjoucBuBd9ej0u9LUnJhF9HsBzEIWO3A3gTwH8K4DrAWxCFLr2Fcx8oFtttIWIngng+wB+hgU967sQ6cH78Xp+AcA1ACqIBIXrmfk9RHQKIil2FYA7APwGM892r6VuENFzALyVmS/r12uJ2/2VeLMK4HPM/BdEtBp92NcAgIjOAfBxAAMAHgbw24j7Hfrwemzp6wHc4/F4jmWWogrF4/F4jgn8AO7xeDx9ih/APR6Pp0/xA7jH4/H0KX4A93g8nj7FD+Aej8fTp/gB3OPxePqU/x817juG19QriAAAAABJRU5ErkJggg==\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "31/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.62it/s, init loss: 20164.2212, avg. loss [96-100]: 19111.0449]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [4.4007 3.7885]\n", - "k_scale 0.22\n", - "noise 0.0284\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "33/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 49.03it/s, init loss: 20166.9650, avg. loss [96-100]: 19112.3354]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [5.4418 4.9796]\n", - "k_scale 0.2154\n", - "noise 0.028300000000000002\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "35/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 49.26it/s, init loss: 20169.5940, avg. loss [96-100]: 19126.1562]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [5.9728 4.3968]\n", - "k_scale 0.21350000000000002\n", - "noise 0.0275\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "36/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 43.20it/s, init loss: 20170.9667, avg. loss [96-100]: 19088.6213]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [4.8083 5.0191]\n", - "k_scale 0.2336\n", - "noise 0.028200000000000003\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "37/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 49.12it/s, init loss: 20172.3553, avg. loss [96-100]: 19104.9727]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [4.7085 3.7612]\n", - "k_scale 0.2081\n", - "noise 0.024\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "38/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 48.11it/s, init loss: 20173.7446, avg. loss [96-100]: 19102.5541]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [5.9334 5.318 ]\n", - "k_scale 0.2152\n", - "noise 0.0274\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "39/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 44.26it/s, init loss: 20175.0272, avg. loss [96-100]: 19076.3095]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [5.0709 5.0989]\n", - "k_scale 0.2028\n", - "noise 0.0222\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "40/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.61it/s, init loss: 20176.4066, avg. loss [96-100]: 19068.3905]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [4.0063 4.6372]\n", - "k_scale 0.2189\n", - "noise 0.0222\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "42/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 43.03it/s, init loss: 20178.9572, avg. loss [96-100]: 19109.0032]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [4.5814 7.0236]\n", - "k_scale 0.2223\n", - "noise 0.0217\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "43/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 48.92it/s, init loss: 20180.3358, avg. loss [96-100]: 19063.0631]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [3.6807 3.7046]\n", - "k_scale 0.21980000000000002\n", - "noise 0.019100000000000002\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "44/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 46.63it/s, init loss: 20181.6214, avg. loss [96-100]: 19062.2703]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [4.6391 3.8731]\n", - "k_scale 0.21610000000000001\n", - "noise 0.0201\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "45/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 48.54it/s, init loss: 20182.8765, avg. loss [96-100]: 19095.4704]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [3.9428 2.2617]\n", - "k_scale 0.21710000000000002\n", - "noise 0.016900000000000002\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "46/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.66it/s, init loss: 20184.2167, avg. loss [96-100]: 19060.9590]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [3.6638 3.7319]\n", - "k_scale 0.22030000000000002\n", - "noise 0.017400000000000002\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "48/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 46.72it/s, init loss: 20186.7082, avg. loss [96-100]: 19080.0419]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [6.3875 4.1368]\n", - "k_scale 0.1885\n", - "noise 0.021500000000000002\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "49/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 48.10it/s, init loss: 20187.9456, avg. loss [96-100]: 19060.1720]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [6.0272 3.5661]\n", - "k_scale 0.2089\n", - "noise 0.018600000000000002\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "50/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.49it/s, init loss: 20189.2427, avg. loss [96-100]: 19049.6383]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [4.6439 5.2384]\n", - "k_scale 0.24000000000000002\n", - "noise 0.019\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "51/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 48.46it/s, init loss: 20190.5543, avg. loss [96-100]: 19084.5378]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [3.7178 3.2008]\n", - "k_scale 0.2404\n", - "noise 0.017\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "52/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.02it/s, init loss: 20191.7555, avg. loss [96-100]: 19060.3749]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [4.2425 3.8264]\n", - "k_scale 0.2315\n", - "noise 0.0164\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "53/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 43.74it/s, init loss: 20192.9912, avg. loss [96-100]: 19104.2350]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [8.1494 8.0412]\n", - "k_scale 0.19690000000000002\n", - "noise 0.0198\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "54/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 46.86it/s, init loss: 20194.1977, avg. loss [96-100]: 19079.0561]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [8.3321 6.5486]\n", - "k_scale 0.20520000000000002\n", - "noise 0.020300000000000002\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "55/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.81it/s, init loss: 20195.4733, avg. loss [96-100]: 19094.6231]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [8.3398 7.751 ]\n", - "k_scale 0.20980000000000001\n", - "noise 0.0198\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" 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\n" 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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "59/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 44.73it/s, init loss: 20200.3934, avg. loss [96-100]: 19036.5184]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [3.12 5.8451]\n", - "k_scale 0.22360000000000002\n", - "noise 0.016800000000000002\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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AEA7XaKook7ecpClOKCCnhcIPTbfgUbh0G/HRLfSHTr8MUrxFGVNAGvDy6M4P4YwghUSC0mgEgonhWOQL97wtKyGN+y49vwHPRu9bMku0mfslmjnnIFNKM/47CWaNI1jcspKiJzjIdJWXhhJdUopWfSDSJoZlrlGs/hBNpzdHf8cAGGawNrgqlCUFuRVTOb18xgCnBZyIjgFYReprFjHzzUS0E8BHABwFcAzAq5j5wniGWaJEiRIldOSRwP8JM5/LHL8DwN8w87uI6B3d47fLp24OqivqFzGuAn5bsGnWeUSLYhTMhqs5A0BFaFODF5qK0bhiSgIMgFiXYHrjzNSzZAgqKmdJLv/Q+k474txuxYPAJJj+EYyLzNulnnVIcpyxmm1bTBGz53Ocz4Y4EZRlRj2C8SZGAawOQ0aICClGSQSD5/VbjFgPNMZsNS/MOl95bfO647qfnj/AxHAY6ApQWzYqMMOTpHIBrhJ4pO3M4noiE80Twt4U2ay/AsAHu39/EMAriw9HQ8FAO66KijxKTNfzCylOhPJcertxTC4X5x7bD+Kzkfpwbc/St/CS5nreDsjzHJw/uHkaFb20hndisyk2nf0IXBVyRfhqV6exPM49rvox2wppehaJ1VpCRp5RIofzMD5ORAzg/2Hm9wPYx8wnu7+fArBPOpGIbgdwOwAcOXIk1+CqF/PZwoVzjoTYGBA0VVkxmt089YIkGRtc8AjEd5UfTJ2fPEGfoDtISKmmbKFNdVS62afiDR5tddWtvR5cpfKiMPJN5hSZstcdjC4Tl9qHY/jfQiAyF9wRr23Vbt7KRAsZ3dptvovVNaClhYPNOuu4gCp9iaFisbH9d6deiPcf+ky+hnPAdZX5NmY+QUR7Afw1Ed2f/ZGZubu4G+gu9u8HgJtvvnlCNh4lSpQosf3htIAz84nuv2eI6E8A3ALgNBEdYOaTRHQAwMh9Rr21tsm7zQop2Lvwm6q4E9dMsc1rM0zH+R5f6SaJUEbqrKzIwXcqFzoIFzcWMxMPBs/e76j/56AA9kFL4Ol1qhPFXeKzkr7fEpyfuv3ovKQUBMzm3uw6Dv3saDrtPGiY4ykibhujHKSL0O+5J/QVY2jJk4XkFn4zLdJ1Ge0dQG3F7ULDGWHeawHaIiEoWK8ee3oCBqEuM7xQ4+TbxZUqwVp/lx5NBwCRMf+mTodo7htud57M2pUeO3b0t0QHqhdFKbw6wrgnEjZcsYhohojmen8D+G4AXwPwpwBu61a7DcDHRj04m2JRLHasm49L3vgFKNxeUQ6xAL2ci5fUqhblgt0Nxt37LqagKHaqzC871nO8buf2AHFe5bJB188vGESu0Hhc9V6WMUrcgLNvguMDt1EonTG72rhI4PsA/AmlNycA8CFm/ksi+gKAO4joxwE8BuBV4xtmH15D5sWjeVMyry5HSDS3XB6QUs0TtOnZr7nVYsMCCtX2ghBItEQJOl9nQ9AGAFZ46Lzj0d2oUz5WLbsULiBTPErrkx4qTdOeOQmM4fTHMGbybQQm6O7Q153YtBm/dM8LDMyYH0ISg0HZvbKhKfIGd3MBV315EdesxNJ3sFj/+vgbez3DMqV2EVg/WKibTceGCzgzPwLgBqH8PIAXj2NQJUqUKFFiY0y0Jyb7Ft4NMG1c10PEsxrnPApX2xGLZn5T8zLbIHVZD2LALaRhY8M5tzYq65q0HQiX12SDNw6FIGGVNTMhbToi00sz8X2RhtYTaXTmBuyOMuqNsSQfdtw+J4KtuvV8AdG0eT4DMi/O6nWntt1u/aQnqIepRZtaOCiZSVaCHySBR9MaBx4mIgde1UPMCmgvVoxz81qjSdBT+rUW2PAHaR2MchlWP21xqfC4imKyY6HkCPqSx8Z1OyIX97oJbRblwLftkyn6IHLx2EP2YW1vk+56nkQsw9YrCiko2GSvhiK24ZALIpcS1OHcwgGuxsAtikE8CvSzWUGDXLtxVfoV7Kaocfhm3LWifbjeyoK3vNC5dqcxwfqqQD/5zlbLY4syoSr4EvMI36eJplDGAUp0h5RuObDhk04VzawqhxjWBc7XMpUkgfm9rC3HpiOFZK01IIxo0FD7SRW1o5skaRZ0HnuGGcMNHkAsuKJfykieucRBmXdyBSgyTtY7H1A1MI/HvYiHc+m/1bUhG/Alo1oTRnA02LMg2RDNDLfchAupCWBlrd+h1zVBzBoluJoB58H0opv31JeX0+SXr97/BaX8+6efxIrw3iwUHlmKp9wCHgvJj6122JuAdDxb1r07iLSFcPT3TOL5pZgeafdqXVdrnnFCX9CMJNIWxDU48ep+QU/MNFmH1qbw0bzUfWY9jGsEMA+svxFYt4oR4ut0Zuz25pXMRyrcYXLlxBa7fwDteY3v3hubeoecNvrfvutB5ThKCDfWnlDKTsbAAX98RMdTj0KZNF580sYjYZPGmEuPsR3umyvGoeAYR3ujvudFkpbbbL5d+xYX6mLXF3iO8VVGiIlewPNcfC4nBdd6DgFvcvFuY+ChXfsp4DeTr46rnmDUvLr1/riOx9auYz2Xc3Oe7nxuAd3Kls6BTUKhe26hDSt5+aMMRplSbbIplMAzb/4AKcDYosHN2YWrNh6QlKcvJnKwcNNcNSt7MedyvpF476yuxGZOR4mc7T7R2nMNKCVtm6Ou+3VlXZvhtucjTNphKQcJPf2EnguUfYgJPAzHIMd3Sk+8AMj3Gkidr4x7LCSYcAXX7OfG2jOqNNyeb1KF0agejEwZQ2bODZT+HBepRHhPbPjbv37Hpb+/8wd+xVpPDA3giJ1XLCvHVy+YCUi/dfGRXG0+GZtfgZ35hmXFREvgJUqUKFHCjsmWwAsi8cmUtDoM1jTqkuKDCfb4DVnlTsWT9U8sSOHMhiu9K6KaPJ40qL1a1FrwhLosBxiySFvZYP7+ACWvkUbMFnxfwJhDJQOAGEgr8c1rYmTCCHThtwXnqXZaN5x1uMbYDAEbzTgMOgeCFZm5Daf6oXg3grHTk1Ki9epmrT48S0AzaQ4ww6jNbNzzQfjW173n0t9SnozWvDTvIe4G/MWWUfXmw4/DF3hsDwmun3vy0vFz6sfgC7EdbKaEJ6IdyjGB8SyxZn5c3hK4c1B7t3Olqrn0T+Lkks93po6cFUHuCqNCPL/jNTrZ3QP2rbgjj+36vPM4GxnlliGK50ucagH+3e4EZBE+hiyTfsjTt/P8c9T1OM89S7lUVVq8ASDRlklp8baVy/d3dMrgy0oCN5KpboOrIzbd6fO6ikeCq7sr9PRcokROA15qB/hhNxypC1i9fhLs7AfZo+uhRAcFL9MR5AjYlA3hm0RyH2byYaC+BISaFO4DiIVAU4B2rZrt+0aQTCsNs3bhXvak4uy9HMSLjxJ+x7w/PWRT3mV3iC6IZgsMKgfiTbYJvrwl8BIlSpS4jDHRMmo0bRrrgwUuF90vsm7YL0gXrUVfjoPAbFpUaGguesa59fPugXba874xRgbQ2WEzJ+n/WV21j00PAuUVcLYQ80rG5qYvWLcEs4rZsCyIK+buiAFAkxC90O7PIkmzyngaFj42YiSO0lplTb34cNYu32STDXcs0p3XMa+HAUCQMPVEFLDkEdADXLGflulz3W9Z+jZ0PQwxlDWrljq95BQKS2BJblEE6/vI8n6q192ZSxMq13Km0uuhUomGNmufp6Z4bsLAkxrfnTBwMlJtTmiESR4mWwIvYugPy27T5pLukiB1A7O+DfvOkdTYqT1LeWGuU0MhfthSWKRNady5xlPUVl0vt9RzvsZc3LZbmXPf1vdp4zLbGAvNP+v7KZXp76xlPI7LSJzIfXvagmu7ZWJ8LPFbNLpld6Il8MLwgHDK/Wa1F0yziI0sJZavTvXhU+dNkjCPhn0jRNNmW7YUaTa+zykpQvHIncKCJo9T55wHxXsp4sKth0JNH+nGN6PSsNfL7gj8UK5n42n9tnpssyPPA73NccEpHo5n+lVI9vMA0Clgs62DAICBz/23Nyvl3/Tv3yvX1fCV0wfxf1x9j9j2tfWTYvlWY7Il8BIlSpQoYcXlLYFvIdgzpRWbdYlNOlEQpFJNkpX8ckil7QWIXISvS9yxWa9R84CEMb3Ul6vac7LNLYPB+s6jYBAkQNs9CJz8IPh6qjyBu2XIEfdsqK6oOy4G0NrtZtiu24ZzEwjnnbuWx6Pz9yOUbIFeMvDRI5reuE44A6typLZiFl//ZlXijvbAEFXnBA6cGdgZrCtlN9UftZoNuuCu9asNM8SnDge+nTGGYEuFWnQlRW2d6PSG1U4+h95iSBRtLc9lF2lzM87dLGzpGHMpOARIITAcp2mRxRswbciB0XLgE72A57p1DoGnbPVsdQs5tDhWLBRoJ/cPk4MiSlXX9tIfCrSax4nIsV6RuWItl9KiiX3nUdRaR+ZwrttEl5SLRafuoCTNo4LtsgdkpxsbJppCiWfcfa1jy/ZX2krqTiWDgv5kY2APUuDEa5pJnC1YmfaQW7uH/4b2lF/hrFw+qN9hEGWUpnrQqI0g5dX0NNNCis1hOjuQeOm5WQcbALkW8Mqa3FlWCIsHhEKoapH7UwcrtX89N2MP2s594HUHzX6btlyVlYbs9SPSeHnMSbKnCU5Wl07V2vQi02msvWB2nNfhprF38/cGq92oYpJ0/T1Pu1c5/uzXXjHWsUy0BF6iRIkSJeyYaAlchFWBZZaGM2Q6LiC/q/og1M+lDi16m3FFkKJGIAXrKcaYGO3dZj+V1dFLJtldjieEaC3SHqBKlj0kHsxH61OqGM3sAvym7FgEFkLM5gjpCwBeJjXeIAlcN4t0UdD1UFtRzw1n7GOsXdRS6AGIHUIVVFfMeyQ59/TKO/P97WdlWXYSZwCJg6luVDfNWBls6Fb8BhDnuG8Smvu1vve2nUXVWt6tpYb/dO/3aSUjsBEdgMmWwIXtmXWaSls5V8cZRxowjwOJs6YsB3Em9i96KUjnunGirtTrpjkWWRVY5FTNOWBSQacd50Bco3YigruzUhHnqcKOUtJzEOz+c31aHXl1UYkpnCyV2SIMSk9HrisIJSPkyidaAk/z5WlXa3nCQYutji0boScpZyUmybTPb41AiNaHOMB5JSvV95LXuqK9U5XSvA5B5ES1ZMDeIIeQjCmg5FjUgwsHL+kIpCTAAxOfDLnJoBjwQ5NkpnDj5BQ9njwbLsCWlKB+MUGkJdpNnZU2nkXVVTjV66F2Ubse6dSceUNry24KCD2pNgAkVU0fMOWuz8rj2NTJmNVGloBgEvbPuvng39s5BAC4pnrK+G016W+HH2rvN34HgGkvxLHWLveB5cRkS+AlSpQoUcKKiZbAAch7OUvck0Gu2FnogZEGOQqMMoxme47MrX8IxA5B/oNmj+vcuG5SNyMhJQHgNUwpKJrTJKU5AAkwc9z8trcX+3/XluS+W4swxQLBYYjb5i1PKim3rTu6jBqe7tjTBWl7WyY2nldS6TowZap67SSdfy7JOqQAUIJex+Y4Y5PJ/ZburGSeH83me91r5/vbsc68u1hMnQSB5rjlr8doHBwvHxzXE1kkXQmAHepW7qrZc/A0Uj4pYIN4btAiMkZMtgTuEsBmQFVnO1xHgk+kOfOYYBUIZmWry5KjgSPZKdoFA+KscOXAxRnlRtN3f1B/KcrJ59KjbDAWa1mONov6UxXhuzeL+xevx9F+vZBvgzWopzkiffG2laXnmx9883a4P7GnDAdeFJUG0BJsTfMga/XR+ztrszsoYNU4YuBnE/829+dzyU2mtahqoX3snYxrd2Xd/L2o6/cgZHdS5Fk/M8rHs5dkWbdk8XW78MsAQbP/HLMWMhuhsmpRKDjYyldX0i0UZRP0Wj5m0bQcG0J/FrMngeZu3TZ8gB4mUzVvALCFXcIkFjDnqdu/me5gsnx3D6eiBac2z7fHl01isiXwEiVKlChhxWUjgYd1i823foUjEMiy3pmN/ZQGejqjjWcaYrxiKahTW5Nma8vFx2hA4MWZAcQyXxJlBK1oR1rmNzWLCjBYE7Zq5wV7/FnAEPZZluzBQJB5Zn4LVlPA7L3sJS82EhNrVjabic6sOScp4tx26JMAb7XlTBNVGm2Eu92kTt1z1j8NNPZpXs1CYow8EviBa87A8wMtyh8AACAASURBVNV+vnT+Cty064RRd2agGZaKcxnTsKX0hTfqPLE+D1MbMbpd4eUjgRdJYFwUkvJU5E/H0LcrihKt4uU4XlAhA2RLRVc78K1EQZ3HJCGXrqbA+uSq0skDffEGZDf4YrDZi+eZ/Plx+SzgRZDDN2PUSuU8AX2Mciv9uXW8r6hU3UI4Oww5KvjyODC5wnmMgDGmXOMp6DBUBLmucdgGC0Zp9XNorWwOPpuNyaZQHM0C80J30tFpAOW3zCfOyFuYwRd+X80CcuNPmllAAKClpsczXOOBvgIxS/+Ec4LWPCYgBpIFzUbPA7ZqEW/tZ6PvYG08coLi2h/J1xvN+Qg0E7u44gumhKaJZw/ZzPZckfz1eu0ON1+ls3p5PNOgVGptSjJKzAEmDbpZZJqXVLBYsbRBgrOTK4KG6ZKeTKtmrI09snPPvb/0JuX4+rcKGXWExbp+Lp1nzYNu495bVZ15nlk3KZUe1jOB+B9t73VqfzPg/GYRkU9EXyKiP+seP42I7iKih4joI0Q0XiPPEiVKlCihII8E/kYA9wHopV3+ZQDvZeYPE9HvAPhxAL890tGFlsznAFAZXqrTdz8UwhrQJxuLJjF1Upcq3vBGVUpwlcWah0P5M5oAlR19Ld1MvSPr8hLAD1QJ6uL50ZotMQEgIJrVUwwBXNHthQGK1IF29gjXmACVNXnrk3UYmjY9mHOBPTOksN9IwJqLexr0anN2LbF22YEgMFKYziFDqmd2emnZBzjQrjty5BhCM3AVVwOAeWipvDNfBWm7JL9tOkoxgOe8QX2XKt3yKOPwlgQo7DezqMXw9RHLSYgZaGQk8EZSsXRuYj2U6m6yEpOIDgF4KYAPdI8JwIsA/I9ulQ8CeOXIRtXrN095keD5Nj2Z43isi79RJpTanoBWbtXliee7Mo6O5H9BZad4jZbrdnXQcXbkcdUl2+iTIcdTtKyoo5PNW3mUfefizx2dopynWo45KZFeAZkfIhtjaw4zz5djvEpMVwn8fQDeBqBnN7MLwEVm7nkGPAHgCulEIrodwO0AcOTIkeFHqrerfc2JyZg4LQvHtinwgZZm59/eLXOQo8bO3WtGGVmUiytrqm9+ZzXdcsSz/QkuueAPAs9rDiORPGHbu3SuXDBBHOAwxBkOvDOf/q0nRqiuu2u2Yl0q7/WTMfuLLYGr0t/0Y7cXNa6TEbJh0G5ACWnb/Vt36NGTZQAAAk9exLUgXgNHnV3NmK2LOLlK++PAjDr/9k6b9qov3nXfSLvcXU37eKyxc4Oao8WGEjgRvQzAGWa+e5gOmPn9zHwzM9+8Z8+eYZooUaJEiRICXCTwFwB4ORF9P4A6Ug78PwNYIKKgK4UfAmBX4W4Rps7EZhB5Ato7xi+Zr1wtBNYRhJXveNY3EPimtBLFHj77+NMG9vGCA48g8MxGo4Rw15mjStnz95l1o4Tw1aq6cXoSpuNB6FXsu0bDnIqdNxnxrlA7Tk+n1f607CymZRXdkoXN7O6AypOm9Uxr9bDuYWpJvedJQGmgKv10QLn2gVaSRZI3u9wz7vLietAsZrCvzumY2Rxr1TMfIzO8WD23et4ewzeZ0k24GF5D8E4zhz40c9DeYZ4brKVtxhl1z9xN50CCzfeJlTl81xUPDNd5F1kOvBnbCfiWruAYMzaUwJn53zLzIWY+CuCHAPwtM78WwCcB/GC32m0APjby0dlMpKRyoUx0CihABecaj2NQJ2nxlsolzk5avG3lrmWi40EuZYQrP2i5l66UYQEfImfHK+H8cdiBi4kJHMbS/6EAv+zIlVvLXc8Xp4Wj3spVRyUs3gAQsymwOS4h3XJXbZh0z4VrHCGLWsQO/O0APkxEvwDgSwB+bzRD6qN+xm54TW1VeqvOmXFWG4fk3EwLj8iLZjZpr5TSKk0uIN/90CEkLADsv/asW0UAtz/7H/p9C4avjzX1XGp9vOiKB5XjrXQ8IB+mk8UITMOz91x0yx+ASEsDNjBxRBYEI0SDNYyxpdgl1V4vRZrf6f9IrmMsiGTGtAj22gM616R/1qV0C6SkyASAEve52lkYjms/HS7g56//E6Xsow/fBF118FinGO27e6qBE6vji/yWawFn5k8B+FT370cA3DL6IZUoUaJECRdMtiemtNdohbKl2nIDybwqcVMkh5GRNPQMwM/Y5LXnYGy1kyC1dAnc490YeN+1H1GOf+fMC611/9XivUbZFPW5uDcOkMDfueezyvG/P/N8xxEWBwVa0l0G0NKksrpJCaU2TQSeFtKDrZoiezbNXF4JPA+UVH05tr+9AFsKmA0JnCEE4WoKZJaQpME6JCnWtg8ITJwT2os1maph+Rqryxvz4hJWD5BpQpt0r1HYtXl7h49W9pnHrlKO9/rAmXg4afmBlT1ifJUza7NlMKssipokO5/vbhRaYgO437J8VMSkw5VzHvnczdG3M6yOCCPux/LebcYUKBK5wxYcqwxmtQ3gKgF5nsnX1SzEpq08i6qljlQulUm8uC8FmcgR7ctmb+7apCt0p6hcirdNClK1HZBDvVywI0lTW6wnw8nK0pwvOe04Rr4aw7BHismmUHKCNunOhkJG9tWr1Qlx880PO7X1roOfGvDr4O/rv9l754Bf1Uf7f+35vFHjY+sH8dzZR5WyT8xdZ9TrJD6YGZSRrB5c2qUcZ3FuaU4sV9D2wYG7Aqozb9atrPb7N8wHexCVtwT99R+kxNyMAIv+Jrnxs5CZXr+ziZQ7M+fwGgdNo4L2vDqfpfdoEDobJMC5sJpOgu+46iGl/Pt3fsW5j2zQKgBYEzLxNLQ6W4mJXsA7O6eNfU3tiYvW+s0DstXJRrh41Df68cxgav36N6g/Bl6Ml97wNaXsVGsHdLznyF+grq0UIYCKtlATAAIhFl2S7ePqYbc3A093udYWYAB4zeySsdt97dydaCY+/uUTfc78qx+4G+FqBzf99K0gIjAzjr//E/Bn6rjih7994wEBoFn1njEDtKry4lzNZ1EQ1zL3J4IYn5yEZADBOhDXtOdtiWYIqGns0oHmsFrZBtCvPRlBwom1g5rpXsIId6jtRjUYMkpFDRCooLNPeykTtwXs6uAsfO0rHDOhpZ19f/uAQYUcrF5AwoTH2n19k2QH3ooCkS6ZrbWwtGY4JziM2g2TTaGMKZzsqPuJEjfHIH3xtsE5UYIF+uINQJSWbVTlVEbLxswIVzt44I6v4Uvv+xyYGV963+dw5mP/iHi9BR5y1zNqVYLtno2FgdymnPyWQnrHiq4+jufri7etzMZjm8mOJdt3eVLIS8voJtBES+ASmOQtrS0xgqT/dbl9tnquCQtqFKI9KND4CGASAWPogwg3/fS3AgAeuONreOCOdKex7xXfgkO3v8T4MBRisaw33bFsk7p2b5TdAkA5TkprNdcmWSi1kbyuX1jHd9EV1udgcVrTQaIO5/LFtlvA490O/GoXrd2yZMwOX26upJNp7crhXuFfPfIXQqk8s0ONhazBLtEnmbp7/PFlu/79Iyq/zu9jBHf0j0/89jKI/ie+oDlU/dqplwC7VGelzzykmmvZQGH3wUjM0Zjfy2iGDNpMDAjVhTSH9DGmx4KHsLQRc1nA/dSvL5uAodensWj6ZCjSJUc0iTpKN2CaknjALjWcVefr+v7hRetoDoin1L7DXfad61X7zhllt+54xKmv0EiYu/0w2RRKiYkAM+PN71RflDe/89zQ9EmJEiVGg+3/Ccpg7aB2OczwBygjB6H6onOggKHrm5MYOHd6A3U4gBo8k14AIyq49/c2+ZvLzHjTO8/i1z+wjJ/6P+fx7p/bhbe88zx+7QOpMvk9P7dbuc7/euTvjN331Y4SeA9+Q71GBoMzDyJYpsJ6gqLQJVcGoFuJ2nZ60rnw9bkCp/gh1t0km23GXjeJQrYawR7PROAfi9x1faxeG9ANOtr7oqHFypft+woqXoLYsYEzsftuflIx0Qt4Hg47EYNHmSyxSKcSp/HEs6cG8kLrCexGYAS3sCgNN4W1Hi2ICAvz3qXFm4jSf5GW69cpUaceJUj0tzeH4TWBFLvvPIu36xyy0ewy5yzQIs6dy+capVavHXJTNEiNCu/DoCBe4pi0QqsPhCd8kITmDEjvseVB6Hx3RfCzsAxHDFxlo/71201IwNpAbefa+hkVJnoBb+8ylYBkUQw2d8lf3fX96l3VExoDQGdXAn2KDbL0fPlN9xhlv7hf5YxtlK1uMijWoS1MRCHgnW/dqZghEpEheQ/CN1/5pFj+pXuPKsf+sv26KyvDiWXiCH3Lgq27uHff+mxAqezfG0Ha/Q3ryj4qGC777XyriYuCkpigJ3jvLMp1YweT6l5wq+pi323+hoPynJJwJnGTtJcTuxnyWmagu6ppkL3HM8kb2pHdYCGKx/c+lxx4CSeYknZpS1eixFZjoiXwcAbWPU1VyxrWWoS4L9a9txhsXHU8leQi9/bXlpXjKmLUSG20yUOS7xOImM39RDzAFdmXE3Uq+PqT+xDMa1HB5gFOADwxnEMWAEMk6SwAlZXhm8uDoKkliSiQeHsSwEJC5awFTXOX6QAHAIlv8gkUwbRghJtD1I59K0bu1weWdsOjBDfudZfEdTwZWrYFGTy4vtegS1IwOg6S9UqjZtiRj5JCmewZZg2gIxFiUj2pyO3cxLI+SYkVOgPM/obB5WbdURfs5gxOvAtx7S9yOyz+Ac596EpDWz+OQTOcTdodx2NFwSAeYk39vcsT8M3xlZXkAps8oM8hW8x7MyGDLXmD9LxsS6Sr/4O7A90wmGgJfBBai+P99pw7mX6dDxxeulT2A4e+6ny+LpH3MHXgUbF8IySnnpGrvrd/4xRSg9pUzj+Zz4pExx9e9Tf4rBb180dPvN7et5AEOWujLekx8uygomkg0MbjhYCQuCVtOBOnJOkmKq40Mrx4W/7aexHDbwkKbq26zktnwYJbu7ujjGDj7RBzJRmQjDmeGu97Vz0XoLN7OEXBF1evBABcN6tK5Scit0TDFUpwLhzOMiXpZfrYZEy2BF6iRIkSJayYaAk8rsLKgYcFaNJoQd3SUyW2mg+dvZD5Ih+yt/mrS89SjiuI8VM7799wLMnpmwAWshHQDLx9X9rwfBuiU0/fsM5m2pS/oK729cXnfwjP+cxr3BsYJW8oSdtC0Ku0X9OXgAEErb4YbZOIa+faZlJtAJ62f2/vdItuF6xGVnf/cIf6KnutRDaV1KMRxmYUD7+ZGm0mY5a2txoLvpqycT2p4kBVDZZX9zqQZoZOwTAgxkN5tDneyIWT/YTycOAT1k3oyotLi/eg8ssEs8HWhfPLFeDKNTmwdKpo0z48rKbhIy4bVH55w/0O6fS/LZjVuDHZC3gOuCqH9EQAeRDGBW8XOWY+Lniu6zVa6+l9FRl3TkjJm52uJ4dj0MhRVOlsOX/SVNn6ePIpdJ2Kcl20NFfkRA3OquMxYLx9TzSFkgehJZVdNK8qRLgyfFSkDz90s1H2umvNRAk9DKuwlJCHTnGhT4B0YfT3P7hhvdp+U3nbtig2XUwIe7ju4Cmx/GvHhSBdzczfEt1l6dZvAbGWW2DY8Ao2BM10Az0sKmtuuxEO7Pc2aGh5SG1u/HkSR2SqxpJi05OvuroGdDRdYNA0nXbiWYsZoabDtO2EGR5qQgNvfeZfKcd/+OCtRh1b6NhRY3G2uXGlArhsJPASJUqUeKrhspHAPUEJxWBQR7PXzBmi+/CevhnhqWUzy84gvOHu1ynHt8w9auScfN0Aq6UHnzioHDMDWTVWALaa3B4NVC3vubhhVgSwXzuOTt9gVaoG+8wQAmbfZqApiQL5+bPPxLN3mE4YYezhK3uvUAsToOP3xbdgXVAqBXKkpSQA/Lb6Q2sRqF8YdBUaBErAy+FSvxG89Y4x9HimatQLlpr2mOWadN7ebaY0A4DKRdV5KlywK9m8TpL5u6uoqw0p8yWpFJ6F3wQibbPFALzOxn08b9+jCIQY4R4SfPDB5ytli17DNGFHYpStd/Zs2O+kYaIl8Dy0pqx+KObFoQfLIaGejRePErNvKWGwbUebSEGPaPBxD4WWloJKVTGtmVDWkY2uUfEFisuIg5VDOyiVC4+sCIVe1LmnUMAsW7nkqZIjspLTO2a5cPf3061McAQWF29ApkZEIUcUfNwTeutrgbQ22M6f9kdnmTLREjhbgg4BGFpN7jV88LzKm83uaBv1ds2YC9bBxWWj7M7zKd9spl0Crp4zg83r+PDabtx2zWeUMl3yHgbBfjWxK04UbzOLisVRyQbDsejM/z503/EMoM8MMUnCAESaGWre8xV0Ey1UVjpqccNCtuvenQK33TuXBiSVGITaBXNOAwBrK1dluQOuqh/TUEpqLMAfcM9Yk7ZdglbZsPpw6lQ3e7U9H+4ocGX1vJHkoTpgYvzMdX9+6e/b//E2sc7haeD9N39wNAMUMNESeIkSJUqUsGOyJXCCZU/ldn5nXjBJm4mBWG00isnYUp1ZnQWBsXeHFjXLEd+79+sItPjEF+MpLPiqaBKyhw88oGd2vxo+Enzb9HBWLF9p78OXH/4WpczHPjy/fnqo9iS0LcG6aiQrGdZPXqmVfItYDwD27elHn1ptVQEQMKdKlJyoyaTjYznMLD0g1LjXcBqYlo1iFNTOy840YAaF2nxrh3Iscp3K8OQI5wwAtcz9bJpcea+eJ8Tf5tm6NFIF1OrA08IKhLOmYsbrpI5BfoYXTzyIXER6dapsGDSB9oLbtjloSG0yWp3+vQiFxeFb5x5CIOyEl+MpHK6oSg9moAFVz7DXWzHsuw8HS4iZcE/7iNFu9r29ZUfKUJ3SAmSd7szhX37xh5WymlfHe2/8gNHeMJhsCTwP6VeAeLNzya4Ba8wf9MU714AAMauI3r9tPBIPKLUn7s5tNt+OtuBSIC65TD4/MjJzyPdHt1a0Jpt2nRe2N0FbbIs6/BRxpinqyOPMqwtcuVhvQDIIl7I8FtLmJ85sUVq80zbdAkrZYnNJGewlSOdLfbeTlllxSEy0BD4Iug7MohMbbZ8gMAM7qn1p8KrZjXnuLMIcA/27xtWX/o4HZGKuaBES53zZ9vQePbYuAM3ew8nSZBA6iDC1X905mNI30EHFeFs/fWr4oFnJHrtxd3JR3RUE6/K9TMS3gZySYI8L1B7eaN1bFiyPdP59yrR2qZ9Kd53JTJ+4jqeKLxXZAGAAEM4QKpqqqXGgcDfO2OO7766vrPTf88fC3eMYzlCYbAm8RIkSJUpYcdlI4ADcLFPWPGDW3RtzvdOXQmpBCCLgQrtvY3t3+zA8JLh+0YFAzYkb6sf744gr4laOGViDynWu65liLbi/dRD33vfdStnBynlxK0hg7PP73PTNA7q497gq19+5fg3CMcgKzz30+KW//+GBqwfUdEOksUTTpxjEqgXF2qEKkDBmnyxgtmLbq0sIM/34ObaZTcdtuiCB96R0b63fRjxlesf6TTNgFpBurKLpjZ83Cb4bwSqsZp6N5f6DeHx90aAnXpDDTWOeTJv6eMACckXQn/tSjs1e+ZO23HFjwuUjgTu+E0Wymdu48s1wy7XxcEUCbknjtq0tRYL1jGPx3gxYqc88C/BljKKBsMR6lqliKoOLPYMi743t8W/FtJjoN2uz4hPlUU66QsoCIkF2HrCXu2H8wXskR6NB5S6QHJ1s49bryucCJO1anCMr5YBj9h3Xc8XycWRqKpLhZxz9FEBoKMBT2J1sdIxjxXkqB7MKzEst4hBwCdpLnbAZlWd+upim+JHmXvz6c/5ow3p/dyxfph0XzHgdfP/TvqaU/eLXX2bUm/Y6RpkrnogHnTucKPK8fccAACthnxKSIs71sBr16916Tao4fWR5l1HvtKfurSOvBv2BT53KJ8skVaG+FmvbmvhZX8wSx2BY4QCFZo4gYsppTfM5SopNv2lSRnHNTun4LcGEVxNR45xhLTbCH59+LgDgxXvMOPx7gtUNz/cBTGvBsUL39EcAgCtrqlFDHqOFYbDhUyeiOhF9nojuIaKvE9F/6JY/jYjuIqKHiOgjRCSQaSVKlChRYlxwkcDbAF7EzGtEVAHwaSL6XwDeDOC9zPxhIvodAD8O4LdHOrpYsIUVslsDQOUiEJpWcgZ4R2Sc315LJbLa7PASqYS33vNq5fjq2mnD5Z6wD4eqUmQlxjSGH8/ZJ1VF4svmzG/1ve39Bm+XsIeEgQuJqrRiVrN4T1PbwiMyapr78Q6vgZVk4xRKt8w8aNjyngrnRf4/ZsKDLTUUV5wQTvhqXOEkAbxAi2mzq4n4oqr4TSoYOjxDsJY69+imdnFtFtUzG5uq8VRVJmWZQeuZnWC9Zq0H3dyQPLMuC5J+HOdTjjrC14L8MACq6ZQQjDHWzgFti5UetYfbZewPLuJ8rDon7fc3lsgBwBPY9iPBMhIGnojNGNZ6lp9xY8M7wil6s7DS/Y8BvAjA/+iWfxDAK0c9ONl5IEfdXBU3dtqx0XiuQeSleCmuWa9tPJ40Js+RY8ujjHENpCXdYNfAQZIjhk15K5X7UnQ64faKbIO0Ltqu0dW5R7iR4tW4poTKkzrKtUyC6+QvEgjLMh7bCHVHLTmrvFwuzWc5g72jA5OlTflddNfrDAMnDpyIfAB3A3g6gN8E8DCAi8zcE7WegOkT0jv3dgC3A8CRI6Y76ihBwyWzvgTORBBsdExGaL2dln39FT97qez7/v6NAICH1lSx4br54maFzz1y7NLfx0/YPRymyeTri6hAx4HD1SXj+BVXfVkp++jDN23mkDbE2pF0Pkyd0X8hRBkHlMoAITvrDNMDJ9qOYEDAqiwfPTCwVUV7lcPhzRyp1ZXmM5I5BeaMqp1Opc1oQd3N6Pk5c/evdbV+xHyxlxp2z2A9ocOHHvpWo8794QG85ul3KWXfOH7Q+mGQsCMTg+CUII0DwHNmHsM3WuPzTnLakzBzzMw3Ik3rewuAb3LtgJnfz8w3M/PNe/Zsv3i7JUqUKDGpyPWpZOaLRPRJAM8DsEBEQVcKPwTgxDgGmAeVFa2AydimtS2p1wCg0+irxXnKQiGCcM0f/0KmdA+IEly99/wwQx6Iv3j02Zf+Phx40Dd0uyiBR0AoBEz2tcF/U6VqlN0vUOwvnDolUhkhEz6yem2O0au4vqoG0job13DXY09TyureNIYmoi04tTwHX5MeOSnejex273Be1Qf0ULzM8NdlfUc8l03MwHYOXCunMDb3+QnDP2uGROZZLfmDFDMlSdKNf9Ucuw4xyJWjGWFrEcazmT7ug4nRPJQJpJWOSql3857H4XtsBI/ycDVunD2ulBES/PWjz1TK9vqeccuqA/ayEiWq497mQcHfYnQUiosVyh4iWuj+PQXguwDcB+CTAH6wW+02AB8b2ah6cEyOai2XJrv1eWi8Zg4CnoVgGdJWTOLd3G1UzXPzOA7oizcA+I48NABUtHLpXFu5XNct5FEee/hYSKIhBjKSPP0cAxallU0FnUu9tHN3bto4Ow8HLk0OV07eAueAVq5lMmks9228O8J8zpHkQdI9ycGoZLiatctOfqMTUlzkiAMAPtjlwT0AdzDznxHRvQA+TES/AOBLAH5vZKPqorYC6LcwmrJffEfIhWu0ebyKzqImke0onuW2Fam38rwwmLPtWRyZWjLKI6hWAEerZwuPZ89BdUMkJTr+vhkzEFdrwMT8p3P3DjWWVgEnjp6FzvGOad+tw/dYdNxxQWdPgtqZja0x6kuCfXPFrjaOpzTBwPI9inbIDg4UjdgBa0G1xqBRONg4rkdJoFYM2mZY34EYvy+QgZ4XcVYSX+HJsZjecAFn5q8AMLRLzPwIUj68RIkSJUpsASbaE5NCcwNcDVNH6HCHujWJK4Cv0YiexabUa2keYY5BcOKI4BrZeKk9JdRlHNHoxnbi41hLHaQULMfnxODc/GDZOp76k4eVklmvuAvrLq9vbXA+R0zj03FdoDIY4/BRywYfGwh9uz1Auss60zGZMVKauwMgYUwtCWZQGnXAnsBjD5CCOSO1pjkMZCrCG1JST+qB0abXsPsfGGFlmRFLXqmO2KxQva1EdfskJAi1GfhENI9DgaojqEAK2MXQ37t24ou0zFXVM3iks3fIUW+MiY6FkitYjmhrPGrkGdHwZTJ96WxdO6B8ayAHHpqsMToHQysa4KqIfXYeDtwVRc4dxflbBGmxFfUl4tnSki4vpS6KziKY6AV8LHCMLbMJsXdKaMjjnCEphCNBiSk9XCnLuX1QOeoaHW3dJCoSQqlwSCfHwF5ie7a4XtpCKN1aSYkN2Jxptg6jnBYTTaEMgqvTji/s9PWM5GiZtyFsdsum+w4Rukt2Fp1Ya6Mib0N//vo/UY7fds8/tbY5btSoAk/7hvd0xElm0sfCitejU9bYvM7lxO3h6M4PF2O7u/0/v/bvLv392rt+wvj9wQuyj8H8dBsX11XeqnNBzhWpmwZOF0wh6rfdFw721edAcb5FJ9Eyy1Ms2zfpWenFsUxX03MzK43e/iAEzQThnPlO6XRJOGuOpboGdDRT38ZBaT6RsRB+4cyVAICb96omg988++SGY+7BiCI6gg3GcjS1caUhsW0X8EmDbv2wFprBNab8EC/9+3+tlHnYh2fOjy7ZcA8tVid9K25gXuPBU0ZfXSgi2BffIMMZPhh1rC7Tj0eqxciCJ8eHeKStcoM7A7tL4xvuft2lv8+3Fo0t6+JUIw2ov6wGxGmum8+BpkPwsmpJEKx4xsva2A8gAaYNT0wV1YtpKgDdyoKkZMUJS6oRo4wDL42FMsj7UulMO44krUPXPjxbxjLBxQBQySzaiav2R0ZUA7RAf6heZHS0RMedOaHRBEYc/3boQ6YfEyyH6oL5mQtX4/mLDzuOdHvhqUehbBoEPk00S9+6R1AkuUXhbXYB2PlGqdTtOVjvhcPjKaqrsTcw/PMpopWRygtrW1zjnjg/G7nnqItmQAAAIABJREFURNCKxmNRl08GJnoBz7VIOPr8yGVuPdm4q2Ftj22QOF8pQcQ4ElGMAyJfmeN6opwxmceJrRzKVn40LzdIDmLu8bqkoFcy5ZUnKN4wmGgKJRRCoPag89i24PCSy7MRYz1gYxH3p+3BgDy//7D279T99/NjKZwRj6/O7N1Xgilj3iz4TfHtPazbU44IEt/tgmWexvcfVRNMvFfLxQkAF+LUq2M17nPUTw6KfbBJSDLzpbEvnZNfffebLpV950v/0/j6ztIYZt6RPlyplhzI0jecd6UwVimLPUfBAHSuWNb0K8+onxRzx95wROXPH3zioNmY8BVfS+w890ok61xGgYmWwEuUKFGihB0TLYFLiCT/GABeCONzFFe65RkwAC9UG0g6pgIrWa4CYNCsLomzkhoqis0gU73yqYqbi36YqFuCp02dg0eMMLN9uK95BQgJjtZM93cdNtd1XZZtsjm+ihAoZCkxJe+FVMeGZSFl1LGOahFCSPBzX3u5UrYaL1jsbhnnOv0dybnWDPT7u9QwJ8HFNXlieEGCJHLIkB5aZMTEVL4xgFt/+D2Xjms2B5s8sJnPZR15hCBR3fhqaZT+LGoeqst6kgcgqasVPSGlWlEwzIQOYzTEcMLxlpot/kRrHs/WrFMIjM88dpVSttdjJxP/6+tPIGbCvW0xqvbYsP0kcJsvg2Ohs2LJ+sPw6h1XPs1m/K8r7+Sg9MXAOQg6ac2S+GpXpwm5vJg6zjWGkvVOSgkhXDrBGLhpWfuao67sU+iCXDHkxIqOZLDUoEAv22z55RyqZqNygCs3pzobbJmjjH6eKhz4pDnr5UUr0qQd4QEfmjHDe7riwc4+AMDRiiaVe22x/tSBR5XjtuZuDwARONcMOxur/P39bYEz3GIkoblL8KLxT654NoDfUEneATmaR9+/5vbut03CmaeqgMXmXElC7LvHzZQQtAFpIb3rt96kHD/7be816lBM0K1bW8e68S/29x09Du1NA5+dbKgBu561UDy5iit0x/svrF5lqTkabD8JvESJEiVKAJh0CVxIaiyWoctta4IERTA+UZ0dQNBUy5KKyYGnbTKQJ9ylhl4Ktv5xBXN1lXNsRKajyVdXroCHBNftOHmpbIffABGwFOsDYlQ1Vf7hYB0Svvi4mtLuKuHpn4ljQ06azvGZf6i5x6BMljpmogYCY3dNHudGWFo2efEUDM8XTLxW1AsNVmloG/gdj0VGPBT2ALAcJ0WXeq08ti9OQBWSE9AIYpHENUc7aaF7V5DFseiW296jFu7O92SSdn/sS2vT4u34XOMobj14zCg/2VGdvp4/84BhmfJwUgOBcThwszbTg2ZdN/ME7muou9JRUigTLYEX9Xko6kghTyX17tvid8gPKYdDgvZo8iQRlu3I3cpEO/kcMUpkJxuJe7U5YmzcRy69g8AOSM/V+k7pQoGtojhVJLLd0aFF+sG1D0t5kfgotv5d2yykybDQTrrpr+0diQXnHokQCiz8lvzpkfoxByDx4qOM/zXZEvgEIOlI0klfqlpvy+FLfX07MARW4r7qfj6Q3dElHLPEx13wmlo9wnOOPK6UnT5ucthNJoCBaw/3tfZ/+OCtzuOx4b7lfWL5ati/p8vNfDa04UUtXEDLUUbxgW/8jMrH3vL691gqywjWVHMVLxw/4U0MSCnVADL8HeLpAJ/8+NuVshe/8Jdy9SfpzfV1jwMCaVYoXBt+1Zp5Mj23mYm8EO3LZz1zfF21QnnO4nFLzY2xg1LrnjMZ2/J7WuNN2G7DREvgJUqUKFHCjomWwL22uXnx2+kGJtG+6EaEQaS2vfoXym/C2KdNtQhMjJYQd53a/Ra4kkb0yfJua+1pAAyvpoohc/Ma0T5GPBmq0sWpcB7XT20sYZyO55TEyQAwSzNW++xjjz7r0vGJ8Eqx3u7KCs6FbhkyjmuBp3r9NDO6g6n6eLxKJTz3x1SJu34h3nJDqKwUnwSD+GE2jowkDwnjJd+pSdxFLjBJZ4Df0nYegGF/16nJach0e/GZU4z1/epb29qVNpplIyqnqmBiRPvcfC0akcVVuwBWub87XE1qkG7mI43dAq04OhJ8oiXwogF08th8m0lT83S81a+5CtcAWdIC7GqfbauXx27WdUxbhckZSYo848mjPxoWRd9P8VxpbXNOdLyVsL03401qPNELeC6MIaKPPciVw7mOTjuuOqh8ylK3vjcPgiOF43BEXw+bUktUqkraW+HkonS1o9LQud7AH0aIPH0UGc+4ozoNbM78QUr+YQ1WV2D+jhsTTaHkgS/4rghe3oPbyOTKDOeLRdlZX5eVb7HmNj9tSfwAABczcY0vhocAAAdqfcefnRZzQcB0ZweAH3vGp5VjnT4ZFR5v7DTKTjeGs8dcuWCeR8uBdS2prqoyiZTQY0DYcWdUL5pb92BZ6ywUHGeq8iuXTKlb/MTVtK8gCMi1MFOG0mHJ9NGCoCl/ISPBRnVYZ6e1CymPOrOo0pd758wH/rnzT8MnX/Rupexjj9xovRcr3H+2Zw1T3q3D5SOBlyhRosRTDNtXAte/lDEw7rjt3opvdwDxtFtJDOxRtwVxw8daQ9W2Pni+jmuukjPyHF9XlXz6Vq6T+CJnvMNvopGoSiMC4z/f/xKl7JqciepPhKZk7Yrzq6rLfUvIlJOCkbT60ihV84ljvqY79tpmL+zLYUyDpnp/w+k0Ylel6SaiUluVyjkylaAMYTwAMDV6JZu/ro0HAGvu9V4jtHo7JNP9MXkrbXu9OVNBqSs2mcw3R7qr7TkyHO3mjqXmi2tXSidoLz0xEo0eOb08hwMLqiMOM/DWe16tlH276oEPAKih03Wg67+3PpL0uidA/t36EQyBkQfQkRoVAx7lUD6IChaJd7M9AokrdVMkigGcHB1+7E47pielBMmZQU4266YCE8eTI7KSsyLbRmq6RsMSygo5rzgHf3JXjgz/FHIqLIv0bfFykZSbon5DDKYmWFU5Plab041ebEuc7Jo4YlhsOwk8rtoXUcNsii/97xKmWkAofGkB4Ovv6DtyPP2XzaA6STXnnT+ribgzMq9+4qIa6PXw4sV8/QyJU9Gi9bca9aW3UIjmvzdYBQB8SRCLdL5bl75zIfRSk7hm/0NXWSsudwSazqS+ZH+2QcN8bn7DzXzNFf66OiCvbV4j++YWk4N898Jf13QuA9wC/TU5KJpRT7sXecbkddzfqaw+o3Vg9JkgGlwzhID6gOQop8L+Dvm8ZVFZrDTx6PrukYxPwraUwEuUKFGixDaUwAeBNWmCYktmbuHjzQCe9TN9qbvaLeMMNdkRfBGqS7bYGgy/o34f154hSw2tRzXHlwES+OdP9l12v/fIfdZ6Os52ZnEGqpTgIcF1M0+K9R9oHbj099NqZ43fP3b6BkSCmU/CwEpO93cdXsb9nVrm/Y2rDDDgZxJz+Ov5rGv1VHuN3YTpc6r45TfT4KDhjHadzPDa/QaCc+tp37o0G/jAmhkCgaRgVoHs6KKeCOMiKUm6E1Ub4satpWh0zPvWkXlxmwkkL6g7LBLapEYH0S5zJ6bvmqWgV71+vE7/l+nHfDAxmkf6FAXNpXx1u6XrE9zovrvXrsS3zD4m1pVwOuq/t4uVdTADF6MCu80hMNESeNHgO0U4P7EsBy8uljvaHyex3KZO00aJ/Phke2iBA7c8fr0fideWFm9AduRxtYmX6lr1DvpCJtey2GILZcLA7X5buj7ArV5a5NhPnqwTUnwSxzZzOfw4jr0Iz5/r/dT1Mjkc7STOWnofbKoR6Z0ooC4ZGhMtgScC380Vy/s3WkpSRHWlmAfV9HHZ0qC9qF7Rw/ekiRaS3X3+bceCKcl94olrAQB7ZlU714PTZujLnVXZZvzRlmovLiWduLdZLE1U2DGvOzGkpD5c77LLM+dKGlIhCxutGU2pPevWEOOElTf2hpexKNSTSYwnuJa3qtq/c01eVrzO6Hnr7G4NAyI4xJqw88275J3nkiZBLyE9rmcm29nIokSDnMB4HG78PUy0BF6iRIkSJeyYaAmcJc4v7krguvmnhTsbFoGFU2UAHbvxhoKZ06o0u3rEbYSVlS51sNK3YumgBniM6o19fnzl9CzAhBWN234Y+1HbpUpF3/s0N778yxeukPMFMrAW9cczV3GzULDBX/asugN2tE/3RhznKglGOYMALK+aZesNYMaMvKZLsUCXX54XorS5QpPqxdjo0QikckdOwGuZdumAuzOCviNiArx2/5lFbTnBOMBYaauS8Z0nr8KNe1Qp/Ja5hxEIO1BmYCojgXsWA15bzH09zdooYyRMtgTuaIM5oOqou96UAEdW3le3p7YG8xl+lDZefJRB6IGcuoOnKC73O1H0+sy11v19SAT/C2nxBsy5b+tF0v/Iwd1G92QnewEfA3L4gBRqzzUFTpGAWXkgKTxlBxs35MnSU0jiKPrARIVugXpCeeEn6CjB5ojVVCzulPUHx1aLaO4sWsMJiR01cZhoCmUQXAPe+JoCK5wmI/BVL5Z4xTHpTf28WaZv53VHEQCYewKIDX0GoarF2unM63X6WH8w414/564U+sRj12L3nKnIXKgNp6nr0Smnl1X6pr1i2RI3VM5rUNSDIOOoIykqpQBVPUjzQi+TdhOSwjKpuck3lNesoClcwJTF9DLTNtcq+RbXZmSW6ZAusZ72Q+3M+TkUoGRRVkqBvPQgV3MnErR2qfXW9z3l5ExnbHhniOgwEX2SiO4loq8T0Ru75TuJ6K+J6MHuv47McIkSJUqUGAVcJPAIwFuY+YtENAfgbiL6awCvB/A3zPwuInoHgHcAePuAdkYCv2U39Jc+R5U1VRoI1oBYC2EphbSUMH06MXg3v2WqKHrjaS9uHF2rvhRjakkt68ySKCYyAUvXOw3VGV9/VDUR9JCI/KBHCQ4d6g/0ya/sAwu0TP2iwGMzw4vUstYeu9Ra03Y4DCByS/JjSOeSwnsUCOcygZ5adTkRwXQV3qklo5gXNTM0ZlXazSCecXDwKQLPczdg1qucvyD/QADtGc59nMIE06fU7WziVeVYKAQ0DmyOdD7jDa+0r3rqGrSpWemZ+SQzf7H79yqA+wBcAeAVAD7YrfZBAK8c3bAudW4UjSOojnhHBS5OmkS5xiO1KZ7sGNDHxqCI5Wbf0q5YWrylcmnxBixKSOl6bDtyMYu8hqLBrFypXOsPmvegraJgwy1WtTxvXUedhz5xdoKzRmsqoGhz5OSlMtlhR+7GKLfNKaEBT+DabAGp9HJbPUe119ZlpSeiowBuAnAXgH3MfLL70ykAYopxIrodwO0AcORIvszNKY/s/rmqrql1XbOCpzkStHOjfH1LmD1h2rklWhD8SHfT3gDzD/TPjy0OEwDQOmM6G5zYpQWin3XgSDN4/JF+0tCiQm39PJl89YDbXc0Ie96AxyoZ5ug8uqv+RHIkqy/lu2e8U9s6WN7eeKfqQJIIzzapC8GsBuWwE5yDvI568QMDVoWCAkLi7wXwqTNm33Pq/Ev2LKJ6RlU8RYv5wjDUMhucaFaelVdcY4aCAIDnzj2qHN9Ut+eRPRbtuvT3NfU0/PMjbS2JLgEVbXI93hwvs+y8/yCiWQD/E8BPM7Pi6sfMQjSGS7+9n5lvZuab9+wxs8SUKFGiRInh4CSBE1EF6eL9R8z80W7xaSI6wMwniegAAPOTO6HQA/d7HbbygNkPalIx6wSrkZ2TF1JOVVZVqSavBD5zus+PrByxn7vwkHqN7Tlg6ozG/dcrMtfuMdafOdrYBNOaUxMT0Nqt9l1bsus3OvP9X6oXhCBlgtNX72TJjUIv8zoWRzBmRYKPptIkD0HLbXfWPqhK4BQlhnEwA2J6MgbAGUuYxIf5vBL73GVPs/xpxEgqWsq5Da+g282589YdElVU06p4eVmsF+iWNpH57lBH1inZEGearJ/xwR6Dn6VaW51bnsHueXv6wUttpSMwyhNWY5883tllSVZs4tDUBTzZUhOzbCoHTmn0nd8DcB8zvyfz058CuK37920APja6YXWR50qLBMB35QHHwMkXCtKfJ9OxdI02rl2yD2f90GavO359Qi7fCMdAT3kCOOllNn8q8Q7lCJpllOd4hq6Bp5x59TEYYjs/B5ttuHQ7pGTFQquBFJLU8iT0R+a6eEvnApvPgb8AwOsAfJWIvtwt+xkA7wJwBxH9OIDHALxqdMNKUWkC5sohP8ygISglYpnZiYb0Tq6s53M7DtZMKVbnLCtrwrgjQfklzIQdT8jj6cwV18zP3mtaP0hz/qvvfpNyfMvr3wP9ntsWuKmzWr0Bw54akHBhK5BU+4NtXpHy13poVJ1vnkREi1OonFMdEeisxbrEApvEPSrMHU95+rUjfXH7wjPyzfFXXPEVo+yfX/t3yvEXH8+no5sEbLiAM/OnYRcSXjza4ZQoUaJECVdsP0/MRP6axDWC3xYkP4EGSXLQzlluMpr2U/6z6SZZ6QkmpN2D1zJ5QL+VyrDhopsNcHVZlfQry0CsWSy0d5ghLWdOsdW+VkpP5+kSODO+4xW/orbZEBL5ErB2xcbXUj9vntvtWilPfNNYsb0jn0QWNLS5UuBNoLbM2ybeYIsZJ2SG6YXcTTLitgfP7hIAoFMh+C1tQMygRXVL6kN4x9bsHLK/oHK88UVLQpIdqmVUPFM3OYaEbQFEFLSOdgwC+Ie++fOo+OYND2MPty98TSljZhw/cUCraQ/7uppMXfp7Z7AGZuBCPGvUW4vVeZ4w0Ir1yTW63eRk+6jm4Jyd+cEhnRZs5+dybXYN5i+VF0xe68pDW8tFwtLtesT2XG3ihXJn/YKtXM54MfT5eeaks322pdyZPhVPdnsf8vgmFILDQt2DQcNJTnvC4m0rlxJr2KZQkeQN4w5mNdESeCrxufGphcGsWJl4A8x9FYsBkvOz+y3Zy4ZidTJJiWr7bQgTMiuR5QgFOnvarBtNbd73e+akoA/QLC8kKx9X1FZTfYdsF73xHKIY8ENtYbYpiQHnj74RotYxQcPAeZ7pWrJeAYQdVEHQ0dRjl1b7dtu8sibW9ecHBPNxQHOvHE9n9Yrxztc1rhsfvmOh3aN0NS6WOnAUmGwJvESJEiVKWDHREngeVAR7bAbsqaqy9bpcuWhZJCHTEXvItb00AuhX7RK4bsVi2C/H9jgsELz2xoH6aTWMXzRnct3BuabIi7cPqN6H9TMtKyeflVzjqme9btbsnCU9CAMI59T7U12W7fklMAAvI53HFfsco1i3tLH0otXDgOQS2Z0BJSxetwhmgxd33knM1NL7OJuROg/sTO3km9ru6vGTGAeaB/pjffrhU/A9deyfX7oSHhLcvNP0qIw10fpkDLBmBb/gNfBwuL2cDS8bCTyXba9RsQAvMw5u0NbVBscblW8VXHlxV04+13UXSMRrw3a4v3LFAkbJ44iZUgD64t2DLSGJDunsHJT8xGCyF/BxpHQuHDy/wPlFnHaKomjfjopIq3PR5YzCClT3Z7MZd7dwH+KHQqgnJTixLKJ5LMd0VKxR31xg+VA4Tn2p7CmTlT41C5QUUO53QN/CAmYwI9GBhLqUReZ0P4djRjxbMSgQLzQnkt+MDJqH/eLf1YrWtx+ab0B1JaUjJGSvlRyDggFA9axpbmZT1NZPq4GMuLI5tA9ghhkuAj+SHcb0wGUAQBGLi5m+cFFPgZ8pH6jkLbAqJPp91wJrATkzyh/eb4S65HrVuENenKCzw1QEtnaqc/LCs9y7BoB/tvB55XifRdHrgjkvDd71WKdPrRxr7bJVx0o4pRyfWrdnsB8FJlsCL1GiRIkSVky0BJ4EMLZjlNM8yjCzYh7osj0IcTUNZKSbm0kIVjum4i7wxCzgXkMNOxvP2c2TgqW+hBvPT1nrGffJE3JjExAIOxQww2trEhQAzkjrlbNrssIREMOYSvDW1VCm8YI9xoHX7GT+TvuJ54c34xLN7HQpuG13LPINRyc2hPBEcJ7ym4KjEyAGPtOVk5IE3lOi68+Cya5TyII6idFuUuk6rGXMWNuLVavx85Q2f5uH5kQHnfoZVeG9fPWMcd1MQFMLcoaD6yCHKfXBq/8U014EPUQXgxEVJIbOhabTjoSllvpOrrUrMLdcTxVHHkdHCFu5WHfEjjzWakX6duVUCzr3SM4M3R82PN+qcHQcT1FOfiz9uPRhK3d8tnkUqKYzl2O/tkaLOMblUWK6pmeXKCbpuyqsUlIykmmL84aUZETy3rCpb0xHHrmi5PBTXGU+GBMtgYsIyOCmAQCx+UgGBrvPgBipZC5xZWPWGpHEi/eC7GdeOEly91dSfk7ijmNLcPsiCNbdQszSisqD6+FG+w2qY9R3IsBgXtwXkvZKyRoSQ8dgcX7JwfW7oLIamaFjC/Cxkvpn0PSUHJEknZAN4Yzb8tC8wo3nbRwyufVh8ejZ1MHmDdff6VR/SVvxawQcC808fUuae/yjLdOscNZP5+mxZp8Lf3LdMeffiDHZEniJEiVKlLBioiXw1qIt4aoZWGnqrBDEZkY4n1lOYswMPyMASvx7r172u9fjxasrblp6w+LEkziytB+v1R8QV/xc9A9rjiAckKlPyCGNAaq1wnb58rMHkHaPOBbu+KDkhcYO2tGUVIwKVQChENl6gMOPAYH3Z0/etQBAnAm1IIV1aO70RWqEAcR1nVdn8V2sX1DHdOa5AOuxS05PAcTw95rp3F40c588eA1nNbf3hIFTkeryf7yz04j1Pe13wAw0kzEnlx4Sk/0e5uD3ZPoph+NCEc7PlasXX/zRj8eV+y+iT8hlJ++qYyhoD+163YVZSdcP6Yh1Hs68v6XcmbuH4/O2UJTO/Uhz0saYCS943VMpN7bNFSkKqCgXWhJ1C3X1731RV4BhMdESeB60dlfk4E85ENf6T8o18W0PRtAi3zMmPUX5bI+51ueOJa5cqper/Yo5xku/SYGyshKcLwfxotWmWRhFgM6DB+ab2uP5uZqZllJm915ZLCxwkXuwsCLIWjJRgvQtd/0KSIurZTdE2j3X4bdSG3Q9xGweay1dVxQLQc6SeloWC4mei2DtoN6X/cW76dCJS3//20N/bvx+gaMBksVw70gPZzsmz7/U7ltNrXZki6gwGu8SO9kSeIkSJUqUsGKiJfDEg8UcCkY2Vq/Dhj3roJCwWURVGPukSjPfPsfg1bliDL16IZ8EHu3IhNWME+uWPKkHRpkezrYzJ3DobPKSXjO1F09m+xKLF3ZtyLPDmZkDEkZlSeMlq1WnWOZMJicPdAWorNTdk0yzugNh3BLHD6S23FwbvRSu7NBsQcUcQ8eOBAW25bJOSH71ogy3Hddgp4kcx9Pa6z7wb9v54KW/72w8AwFivHzu/ktl5+JAzH/5RLRg0CPy/tGOs+2+dcrp9Vmjn6ofgxkIi/j8D4HJlsBzGOIW2tiNISDPyFssyMkXCeZvvRbXBL15Eirb+hpnewWxGX1sOlwuaosDXEWGw46NzxdouAJPzXbuVsT1muwFvCCcFV156hXQSuQZz5jNz5/akHYEeU4v0E+ebEBF5mqRsjz9FDmZc4SkrPiO2+kCIAv/LjvouKFUYhYAB10aRkPicNXRlPnQ0iz3lG4du6iuuGs7w8W6mal8wCc0r5mf0tf8hJk9CUrLrQIBRjgFOQ55MZGKhIxSAMRnnuiKxJpQSXK3tw3RJzPGuKB4HqSUzCr1o1q+exFpPjuREPWhs2CW1a8wg6G94Zluzjp5cS5SnW+mvMgIVPV4Y2euNpttVVnKoJEHFs3ispbAS5QoUeJyxmUtgY8CiiTRMxfLoDOXBv6prajnhdOE6bOqIjGqEzBlKhwN6U9SIFm5FobfMX/Us7SLjknMIE2EC2e8NPDQUn/sUd3mUMUIdAWhJXm5YerIbJj8xTvq1n6y+T/ZNxWWUhmQ3jYpoNkowUBhAlR3e6fEVNRSJzGCig1yOPOLRMwlgpeJnFAN08w/4ex4id7r9pqZdsaFJW2bkDBwMVQDqq2HFYPzboYBbNYVsbTlHyMmWgIv4mhStEwsLxrQp0hWcBsKOPJYr0cfe0EnosLjcXFqyqPELOR4JZQXXLyd7w+E68kzJ10JWde+izpZCYXS4h1ZeKJAS9RgsyyRyiVeW3buyaPWd5sHTx0O3OIsApjeVRwIwawstKvO+yXFbPyt6Gh5F0edKdzWT5yTr/z/2zu3WDuu8gB//977XOJjx47j1Lh2jJNAg6JSAjG3NqpSKJBKUVskFFoVKaqo8tIHUIsqWh4iEEjwwuWFSoimyQOkiUIpKKgNkYnUPAXZJSghAZE2CXHi+Jj42Bwfn3327e/DzPGZWZd91uzZt9len3R09qy9ZtZl1qy95v//9f8usqZlrhW+j97eJctNLJ7NNGqaP/a7bjZ26DC60VRdiFhPliuear2ZKNOsjTxFMJ/gQPe7m4RaqplmtclGt3zZtbZYae1AR2j1DQClvWSPt67xTPUc+1zqG0LzwPbKyR+fuwGAv/vtR63vzmU6Y7nrdqq1IG1ebudl2y9t+KPNDxstoQTdjqlegUcikUjEz3SvwPustMwftcQ+xKBnpyn2iimRYRqn+hwRBcqnG2v2y5fPcVDH2rpsyz+TZGVuzS6sZ1oSODtjfGgjP6xMZ1Lgl1l7yeZ1SVC66g2MYJXtyqeaWo1sf651XxsSfD5A13jzSJxeDdgXBVg4tWrpW5oHR+MGtRMW/yCIzx/6AYuOXXk9hd94nafkOTvMCk0RM7MCD5VUuWWioRnD85aSvZaUOTvPLiT816BsoRFbg9tYUjjo+b0NK7tMoA7P+WX0AcF6mcB7CB4T6wJRd4N1SoG/Ly478LojALFr8gZbZu0bPi55tytvaFf4BLvBNt+XjQy8QgQPWuMns2+gWgftpcBwZcaY94WRqxm2wkkgaeNch34hQfKyaaC+agdlQMI2Lm8Gfe4tZIZlwdWmK4gkvjQsAAANLklEQVSHlTYqIwczeEMfZ2HbofNh5ybBSGDugj3JzZ+5aJ9gsHhq1WEh5Ag0fHVyT1z6kPaV+XY3PeLl1lX51899N7xu5fnQvp/1q67FW689eenzs8+/05nnpZZdofMdO3zfq83dVtp6x95PsWM+Mc9ZWdsybu90JrPPYWZW4JFIJHK5UdkVeKPpeM0PDaFmrDrn1pLzOw5t+qD18WGuYMQRXMC1C7QoNSPwsmvHXX3dHegY9e5othmFA4gS15SuHYw5dJ1ihmjr7QrbzVo/33SKVmoAc6a/DjutfeXkds32dtjBiufPtxKb72128668Sdw6hzHqYB594aZLn1d7e50FX1W/wIoRKu1C1w6ksquxzqpry6iHvM33ZBRPM7MCL9t1k9L5TVDX2EeeO85ajJZxNKWkumSylHECViK+52jwtCVQ8VVuLTKZvpjuCbxImIvQfMHnFkh3ppUp29fusNOD61MWh9YnuJQCirLgS5YpOzBtJOLzkpGIxlJPX8j2QFwKS3VYZNUdDqV8G3lKuAoKxqe9KdkdQ2OqRSjzF1MNjQPXPTUVcNrAeb7P2is7xjadn2WtlGoO/ZyPxoa77iHKzkYTQHNiD58SEkACHLXV2zjrMyiLr7s7o3flAvW1sI6y4oP2c3iVnaRc812f2JC1jcH2lM9daHu/q637vytczmobref7otvHh3l3cSvvpjiw53J0ZaQV3XCULSfxj6+svSFsynBt0Pmtgyu5448eOWHl+eMdv/JcUTjb22rPyx1b4diP1a47Yo7Jd37/67njW/7zM1aeC+sLVtqk2PZuiMi9wB3Asqr+bpq2F3gQOAK8CNypqiu+awwTaXvMxdRhdz3k1xrp+E3VTBm4bDjky4Auhr/0ZB+4fhN43ZB3S8fVctu2vN+PSc43h8P2vbVnDlSZP5efyGrrHftd1LVCbNj+VVT89u/W5GPc73732lz8udotHbUm0a2yty4g6233dvYCb1fSyk9uCtTMwBrNdqKX2W1PPI21rfN7824/NQo037BkpZlBkBeX7UDBm3QzPldau0j8o+R2E/fp80b+htWkx+Hd53Jp188tM2dEJz+xsZdbFs7m0p5vX2Hd3x3SoqfwSje/w9KH6ePkQnvBUX/ltmOfyqXsmk9u7cq6bbUyDYTMJvcBtxtpnwaOqeqbgWPp8Vgo54VgfGVPUv4ZaoNe6nqeawaXXcYXSr+8AxLaxiJ9UbbsoCsWkGGXE/GW6++eYwViTt4AvQLBFwJtFjyE99AkAjWEsu0Erqr/DZw1kv8MuD/9fD/w50OuV1p42fPDZYMjtrf3EyrnL7BhI7zsEVxzUhSp8riaN4p+HLYnRc/kFLSvwSMIdgZqGAM+ufTw5dXT83wMKgPfr6qn0s+vAft9GUXkbuBugMOHDxcqJDSmpff8NpZDK9e4bO8a30+sGdBB52r4BkTWyZZjsVLaOZZAoejl08zmhhYTy5UsSbsLzfehS72eLWSWdv7GuRxk9aNxcUtE1U8uPigb+8Jkwy52nQRQ1g7k+2f9hnL6gfaAE+TrHmdWw2ZhLrmnzdaIvOAVoLQViiZuAb09rqrfUNWjqnr0mmuuKVtcJBKJRFIGXYGfFpEDqnpKRA4Ay8Os1CY1lyJQ3KvormtLutqr1OQon3duNXGE1MmsxHtiZaO1M7nAvCdoQQjmak67irrCWvkkK7V8Fldf9OruFbudkTABX5/X9sKuVIeBQ2Et3V7qpGq6LWOLoJDr+3qzgwK9jDMsadvPCEBnoeYcQ20jAv3cmv8Grl67lXfhvH2xlRshiSuc/6620oD9eZfCRSQ/T224FnrKntp63/POtHY55eU9hV+3lhxnbM/p8+5rqoL2sunup1FGLE4adLR/H7gr/XwX8L3hVCdPIUWMy3lPgfNty4IClQoUsrlyFdlMY55fSKEW2D8u+rxeheUtYXftSi+k9Ctte+9aAJQopwAh47esUtWrBjENiVyZPBIdM8qTrzrtQtFr3BNzliLKzvB406GKTXe+iQc1FpEHgNuAfSJyErgH+CLwkIh8HHgJuHN4VRqMegerZ4o6igodT9lV8I7lZKlrjVnXoCm4cy0bfLn0SreMKr2WbGewAjI70IUGsm7YgTtOE4fQWqRupV36LitfHoLrVUt/oPifrOwlfI65RNwmpjUzenJ5fUu27pYr4YJ0lmq0dubr2HJ4mG3tTspp58TMxWaijvGAvdqxAwa/cf7X3vNf7Vx16fPL7WLBhk3Ot92y/7XWsN0ajDao8bYTuKr+peer9w+5LpFIJBIpwFTvxJS2/QLTb8VhOnAKXYF3rgBE0t2KCWZIqCxZh1Qbe2qg6pQRlsXaWQpopk31i133i5tjI0/tIrT3hN/uxkXDeoL8bseF02tuh1eq1JrGRhWHzLq3M8z6wblxJq0PrpBs5nKno3bIsk7g68xmvQNvrTTz1hcKiOFuV+tDsFwosaQzLbtaO22XwosrSd1bewx9Dfm3wqLsX1zNHTfVFxx4e84nD+3glfHQ6oZb+mRvQ78Xq1GuwKda41NIplnGl4VTZuypVGgQ2JK+NULk5WU3FqlXU7q9vNyrm3Ft7inRP2Xl3cF6ENdeIVcRnvoE172E7N+ZVuDc4LFPYL95x4CjL5wDZnu5tj/drVh04U63E91le2zdB78NQ2WqV+AuagV8ejTW1RmwOMS+fNMXSraouYv+ck2ZqjhkqjWPBXLPMJvtLvh/VxvNwYXh5hsKgBirUXM1liv74mA+RZx1WdtA5/PDr1ZIqWXXHWy7/yQxbLy4Qr9ZLDYSfcCFrS3o0grvF9MuPEkstpLM+YzxyO4b6116ht1468rhPu719aTerUN5ncfBg+a+v3DOdP0+Tv7md5649PmZpz9sfX+hj7+TZOv8Fov1Lisbedexq03bx8nCfDIRZG2+ux33OJ3E/repXoFHIpFIxE+cwCORSKSixAk8EolEKspUT+A7rhhBqCmnZsqngeh7uMWwveWU3VRSpmjvF6Mvu6wQcWwiyHH0hee6VlqRPgu6YLGs7kAN9kPmCtHcC4wWDzAneXeu8zU79FnZaPE+TYSdt9wdX2oMb14THaPk/ejRo3r8+PGxlReJRCKzgIicUNWjZvpUr8AjkUgk4idO4JFIJFJR4gQeiUQiFSVO4JFIJFJR4gQeiUQiFWWsVigicobE/ewo2Qf4fVJWj9ie6WWW2gKz1Z5ZagvAG1XVinQx1gl8HIjIcZe5TVWJ7ZleZqktMFvtmaW29COKUCKRSKSixAk8EolEKsosTuDfmHQFhkxsz/QyS22B2WrPLLXFy8zJwCORSORyYRZX4JFIJHJZECfwSCQSqSiVnsBF5F4RWRaRZzJpe0XkMRH5Zfr/qknWMRQRuVZEHheRZ0XkZyLyiTS9qu1ZFJEfi8hP0/Z8Nk2/TkSeFJHnReRBERmBz+DRICJ1EfmJiDySHle5LS+KyNMi8pSIHE/TKjnWAERkj4g8LCI/F5HnROS9VW5PKJWewIH7gNuNtE8Dx1T1zcCx9LgKdIC/V9WbgPcAfysiN1Hd9mwA71PVtwE3A7eLyHuALwFfUdU3ASvAxydYx6J8Anguc1zltgD8karenLGXrupYA/ga8F+q+hbgbST3qcrtCUNVK/0HHAGeyRz/AjiQfj4A/GLSdRywXd8DPjAL7QF2AP8DvJtkd1wjTX8v8Oik6xfYhkMkk8D7gEdI/P9Xsi1pfV8E9hlplRxrwG7gBVKjjKq3p8hf1VfgLvar6qn082vA/klWZhBE5AjwduBJKtyeVOTwFLAMPAb8L3BOVTtplpPAwUnVryBfBf4B6KXHV1PdtkASVuaHInJCRO5O06o61q4DzgD/moq4vikiS1S3PcHM4gR+CU1+eitlJykiO4HvAJ9U1d9kv6tae1S1q6o3k6xe3wW8ZcJVGggRuQNYVtUTk67LELlVVd8B/AmJuO4Ps19WbKw1gHcA/6yqbwfWMMQlFWtPMLM4gZ8WkQMA6f/lCdcnGBGZI5m8v6Wq/54mV7Y9m6jqOeBxEjHDHhFppF8dAl6ZWMXC+QPgT0XkReDfSMQoX6OabQFAVV9J/y8D3yX5ga3qWDsJnFTVJ9Pjh0km9Kq2J5hZnMC/D9yVfr6LRJY89YiIAP8CPKeqX858VdX2XCMie9LPV5DI858jmcg/kmarRHtU9R9V9ZCqHgH+AviRqv4VFWwLgIgsiciuzc/AB4FnqOhYU9XXgJdF5MY06f3As1S0PUWo9E5MEXkAuI3EdeRp4B7gP4CHgMMkrmvvVNWzk6pjKCJyK/AE8DRbctZ/IpGDV7E9vwfcD9RJFgoPqernROR6klXsXuAnwMdUdWNyNS2GiNwGfEpV76hqW9J6fzc9bADfVtUviMjVVHCsAYjIzcA3gXng/4C/Jh13VLA9oVR6Ao9EIpHLmVkUoUQikchlQZzAI5FIpKLECTwSiUQqSpzAI5FIpKLECTwSiUQqSpzAI5FIpKLECTwSiUQqyv8DAgYnztRclWoAAAAASUVORK5CYII=\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "60/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 46.18it/s, init loss: 20201.7076, avg. loss [96-100]: 19051.3303]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [4.9239 4.9449]\n", - "k_scale 0.221\n", - "noise 0.0183\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "61/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 49.47it/s, init loss: 20202.8563, avg. loss [96-100]: 19115.8469]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [6.0042 6.9331]\n", - "k_scale 0.2119\n", - "noise 0.0183\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "62/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 43.13it/s, init loss: 20204.0911, avg. loss [96-100]: 19080.2029]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [7.1189 7.2671]\n", - "k_scale 0.21480000000000002\n", - "noise 0.019\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "63/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 49.17it/s, init loss: 20205.2667, avg. loss [96-100]: 19096.5451]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [7.676 5.0181]\n", - "k_scale 0.19240000000000002\n", - "noise 0.0178\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "65/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 49.15it/s, init loss: 20207.7743, avg. loss [96-100]: 19090.2317]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [4.1017 3.8331]\n", - "k_scale 0.2737\n", - "noise 0.018600000000000002\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "66/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.31it/s, init loss: 20209.0072, avg. loss [96-100]: 19043.9332]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [7.5955 4.4479]\n", - "k_scale 0.18530000000000002\n", - "noise 0.0165\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "67/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 49.46it/s, init loss: 20210.3606, avg. loss [96-100]: 19088.0922]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [6.5307 5.8376]\n", - "k_scale 0.1781\n", - "noise 0.0189\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "68/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.19it/s, init loss: 20211.7624, avg. loss [96-100]: 19071.5353]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [7.2791 7.8981]\n", - "k_scale 0.1963\n", - "noise 0.0184\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "69/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 49.32it/s, init loss: 20212.9810, avg. loss [96-100]: 19133.6838]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [ 8.4031 10.6111]\n", - "k_scale 0.2086\n", - "noise 0.020300000000000002\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "70/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 48.18it/s, init loss: 20214.3517, avg. loss [96-100]: 19066.2190]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [4.0399 4.6473]\n", - "k_scale 0.21150000000000002\n", - "noise 0.015600000000000001\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "71/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 48.85it/s, init loss: 20215.6200, avg. loss [96-100]: 19054.2277]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [6.0148 6.5437]\n", - "k_scale 0.19590000000000002\n", - "noise 0.0166\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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HefeHhwHGmkJJFIPuD8nT6IVKixFVzW9UnMFsL43ZB5sAgOai6cXS1I6CsUUxpCOcIExcjJSyoB4Z9aT76AXdZMuIU9yB7vTQC2nFptfqYXyh0URx1XRiKrfIiDke1JyHYoWutCTB38Ove4hmzDk22hK9V+312Vf/SD4Z1SVHMgAIMzze9qxZRtrt2Mzh2pNu9QCgmTaNFe7bRln6gt5u9XAJZc2UVY/pv9lu6P4V7/8UO2Nqub3zlWVV8xtO2oPgl1MUU2uf40CGDKcNnIiOAVhFMl8hM99CRAsA/hLAUQDHALyQmQWbigIFChQoMApkkcCfxswXUr9/EcA/MfMbiegXO79/YaijywjdVTcuk2IKBSSChG7S5NXNYDlJZYbfUL/IDADsGK1Ja9STFJgxgzRqJqp6ADPKK135wmvJY2QA4aTjePThtYHqkirtVJeS4+7la0zFaCSYoA2KifOCy72goF47lO3sXV5W6zOZzlwMRqS78jdI5tBZNQf0hIBbnWoGIclg0QRT7EMXJSOyXh8H2sQxQIZ3GZmK3rb5DKMqULI4/ShhCHoYjOvmihM5LefWD2qa6CiWdTMxI06ZEermtEpVR6V+uj0ACEuQ+x4T+iYPB/58AO/p/Ps9AL4n/3A0ZAlCI5U7OvJkUYw6byeujhgWpaHedyZdk8TVC2XWNqWp1H5n4kSl9hz6AGBxdMrQt/gMMzjt6JugpZ68rqSNPsNzcPXQyeMIZHPQsYzJ5XpnJyLpWlH5anOo0j/MFuTRPTm+n7bew8i83h+iosdVAmcAHyEiBvDfmfkdAPYx80bAzTMARBaIiF4J4JUAcOTIkUyDS6QSjVdkjM3XL42RKGkcMXmqaZTpUj375re6sTub5C5xm3q+P0DlBgHbS+nW5/RpAGA1JOgQLBWosTX6+9KK9iEW3t2e4XdH6DC1AZ1Tt+lLnNubk0oJ4ZQ6F765bAFAMdnLgmhSXheSU157LkBQ0xUH2dZVOtfmxLx8M185ewg/cdPHM7WbBa4b+Lcx80ki2gvgH4no7vQfmZk7m7uBzmb/DgC45ZZbxm/nLVCgQIEdCqcNnJlPdv57jojeD+CxAM4S0QFmPk1EBwCcG/bg2hNkSFvlVbveWbfUkD4pzVkzk3Z9bwmIGRMX3AL2RKnkCq0pc4wA4DWB2MGpZPKc3YnIa3fFr1hw891AcFn9+jMAT3NRZgDhgmaCkBFpybq0KjtUMYDJi1rfZD6L9f2Di3nBmj2WhW5VEZVl+ifUpLW4Irh6XzZ5cVumegYQTqtl5Yty39GUNPj+8JoCrZLBecUGW9b29OW9gpc5UThsSvY2CTwLLl+T0k/UbTQcsOu+wWRHMfkHADDQ2Ntd5zfvOQvfN/soUYjHTBxTyqIhHtf7niOJaIqIZjb+DeDZAL4K4G8AvKxT7WUAPjC0UXU7N4py2x/bjt+Oxydj7jME1xLpS1cnopwBrmxKWrHYYfBZOHnxHgVu2/5sNRrNVs+R97Vt/mY9dx2Iaz+ufSfF+n3ne/Ez+RwY69yxXoYy1/G4BtKyzo6jEpJFPZqlTa1c2rwBoK3bygLwtziY1T4A7+/YxAYA/pyZ/56IbgPwPiJ6OYAHAbxwaKPqgcgSsKa0LpCFBEQZ7JzFReZ1+1s7mtEMQ3tOcUUO6uMCr90xaE5tfF49W+zLYFk1gylVTSl46frE7jVtk+2avi4Lps7FRru9LAXSPHF7QAm2F4YReMpmzaFDlzz9ZnJSSCMuJxt2HilVtw4RhRy7mXMidY8QkeVAuK6djtpT+Z9NXQshXV2O0Z42178U4nac0XcDZ+b7AdwslF8E8IxRDKpAgQIFCvTHWHtitqYhUBQk2s22pslMk8SMsqCBzoLmnuFGR7KF7uyHODC59rjiA8wGB27tu6RKHK1pUx8wdToGE1Df25VYJAncsyQXYJj2+DqfulHP0+32Z+y8uO5paIO+LmxGHKSZd1HEThSFLakCo7c0u4GoAqMBm429bluecOBanR5D1k8Ekq16q8eY0/qEXtK4kZIwymB2ql9aRgZbXXesXKP+rq2Z+o2wavoMlC/b29x1zfb7LY53LBQbXy1ybBIBurOOQz1hnYsc92jj7x3etpFwwdsIV345y327VnRtM++cbdWc53reWzRIObHGuK3K/hjvDXwUsCkDXZRqOTKa2Artmc9znByGHcRrq4w/XbOsZJn0DH5AQ8dWdJRpAea4Pm8/eS61Knm13xbJI08GHNc2LXHuUJYypg9xYYw1hTIM1BfNY7l+HJw4nxy0m3PmdATN7iE8Cb7DWL2iWy/qxbBoz0lyeqntC1C5rB70y5eTh96e7vbjN+0eHTo1Qpw3jp6KDVpilFl4uv2oI5ee30a+xzClBLMFZQoaQEt3m3ceUPIfyYFJrK5ReASMfBPf6MN1jDoMF/4U0mZ/hkIUAnXSD9r6Yd+cMwkbY2zs6U5mNGN2Tj3ibAdLg211tSP2RZ+OcvDg5QUAwMuu/oxS5+lTisvM0PGw38B1tKYwXuf3WPMyBNCaSezSp0+5vSGtBfUrUrk4aNYIGXEAc86GkDRXh5jQNjZ5SSDZF+NKt7wxYKLqYaKkRVOU0pdJaM0KSgIgsZ1OvaF+M+fCjbMlPdGTjzDk9HqumDtm+gesH1Cf2+QZFik8JqCxp/ub6p49VIFg0x/uV78UU7vWjFwS5Qio3bHQ5y66+E9Xfln53Y49PKp6XCm7FE1gYdCvqwO2f9VvNcZp80ZG29XtwpbxklKhu539jkVuYj1fN1t1vdGeZHZtObEYgc+sMWkcdRnCzmcEBMuIkvh1HO1KHesNPIvTTh7e19WBBBA4a3f/mlyn6Zy0by4HiSzjcX0OQ2cWsmQpzzKgPFzwkG882/uQs1GH661VpH1sC2K6jASWmyz5WfmjLmx8+SAYawpFMq3a4OLM9UCiqVNPjrqD9oxdBApTHGFtr1lPdEMG4AsJD9qz5rFUz2afRmPRbDwdBN8XEj8AQGuxCi6Z3+aorI6/dsD+/U4H/pfG2NidtFVZUu+yssJGkgivLXPyOq8/aB5PAKguJfoJ3dywttdDac2srweQkjjeDaSfmcS126TGoGGuDxos8i+AhE6xvfuBdkoXc68K01teNd+RXo5bQUqPY9M7SLoeG3bdq058bY9dDL7/Z169+e+r3v7b7p1kwLVPPKb8ng5Mkv5Rcw9lavNUaGbgMBxrBsRYS+AFChQoUMCOsZbA80JympDABCvXGqU+cZWlRAJq7u6W2aSvOBCsNtjMFN5LAk+jPZk48qhu5D4QM2ZOqKLQ5atKQqxkBmcIKxCm+uk1RkOqXzCVS1NnZfG2vlc9MlUvDX4stcGvm0G3ogpQvaTPjxlWdfK0RaGGXqe2LqSAX8NwC09j4py8Bhlwpl91a5Je+UrSayFYkwOalZfN5CPVCy1jnEwwEqbU9mgRwVJ4/P/z1tQP8++V8wRigi6XMjEa16gv42P3HUOgJRd+xOQpS5wSxnxKEbnorYgqKluQqtvrVyq/PcR4jlgzOx7eErir00QGA/5cDgmOAX2SP+haG0vP0koSyrIEQtLXYRaaVLQMcLxvma/Ox227Pm/xcdkUaka/ckWxbzHZhtyPi/278xgt1zvrCITyTM5crmPXvXg3oM+bwB6SZQOVyvXNG+gVZEqjBC03Ll0vLY14iNvuw1oC3wlozZMhqScSkSpt95KC1w4NHnWovqd/nbxBjWp7AyO1HQAEDbWsueC2HDfmS7JL99t6P+4frupF56pKKrrkvTXvTwrONXOqEyIihcoyobHbqNppo/tvkdfuAYnX15+llLxhg9tOz28ve/FhYtfX1tGelRVX6RPb7H3mJqikgNNAWewnc2A5zheyOSse3hJ4gQIFCjyMMdYSuBQwybME1C+tm7zb+n7z+yQFBIrLgJQMQEdtH4xPXr9r0ggnIEf5sThxpCWontYqC2oDukNJFiT6AGMoxhD9TvB8w8qHzbGKQcmYMX1GLVo7QNbktdOne9te1XZbrmU2LDSGgXTgNNsJRUrSnNyFcKTXLWWE57DRgD6/DBiBtPx1eanpbIIXApAMP9jieZta/6UVmQPPg/askIEjGQ78RndA06c6c5l65q15d3l0d2l1YFeLGssRtyImfK15QCmLGXiosaiU0RBtKsdaAs8SFMeVb7Q+M5eHKcxWJtvcHDc0Ejtwh34tRdnmUSxz4+6lcnHczslns/DvcpOutuGuU+H6HGzlzlOeoRuX98FWJZd+I4PjllFm4c+leCYWOcECN1pO4sBFmaLgwN0wdY7RmlZnsBefGzQFF9xq75XMpY6EKnCEeZPDpqFbSAB2hxupLiDfe1RV73kYiQ3ajrFH1nrYoRt1D5l1FY62x0moOacpoWLLhqK14Uqb2mLE2Oyp/ZbG/c/mn/PyZbXNXskx8iBwsfH2CNULqv10UJMfUFwe3kuy657EF+BT73uNUn70T9/o5J12IZzFIydOiH+b97rH2hoPN8R0Hoy1BF6gQIECBex4WEvg2wn24GwAoduGJw2oElxUScrS3KtLJLcNNBbY/FwzEJf7S+Ct+aRuOri9yOcn1cxUWdw7ML4L0hY51Da7LveQwI2T0BAoSEWg25hCx+etS8dBTY2sOAh87f5tHsKDYuKCqWPqhdIFVVTninz09Zqaqcy0Wa+xy5epFWbx9HPTr7xN+T35LQ0jzkkkKXvAiLVjEyEGkWpdUnbNLgLgi8tHDLNBGmIgiUICHxXynmAzEZYOkJ50lvb0ujbK2blwcIyGHNg+7IT72dYx5kxmIgepcnvB8uZ4kGy+h6n6He8NPGcChSyOIXL0Kd11LEPnjtXyfIszKVDHDFnmwuV2cj6abNc6JtvI9bwzLXSHtYvEG9d5PE6TnuNdspY59NtrSPkud+vD0onNE3OUGGsKJTGXkmervMJaXflcLE1ppJtcteyPnRTVNNktDnR3ZOGrz2XBgCHHJ3SjPZ2CGVk28fRYM74prV3964jKQEe6Y0Nx6pKJ3Qb9WbQ7CvBSKq+qLyi6N6CHFZCWS3tSfsmzxenuthpY0qESYOw0BIAlZbulbyPHrIbyqjuVQK0QVFMHG89PyZUzPLOosvWbZhs+wMCDLdP76pdu+pDy+z996sdGOpbxlsALFChQoIAVYy2BS5g8F1kzdhhlHhDU1coMN2nZFeVli21vDQg1l2lqA+Gg6b060JVTDDYVYAx44Qgkk7SkNoTmdRPGoGYxctaK445CN63EpdA+pLxu4GmpuZcE3tZMVtOSez/o0n+v9HU2qbsfIiFIlesIJcVxeyYAmFFac5jgC0tmLBUikEYyV1braF7pnhVHgp4JaaHacOayW9pmUM2YR/A5//Izym9BJztUjLcELpBN1ngzouOMoJRwvVYqlvwOLMNx1kHmJPXl7NrSpW6cqOt4sg07Bx/rOMFZHFLyOO2MQgeTy4nIhjzvg3Sp9Q+ydYhRTfTZEcYjjdviYSPOuZRpx/nFE56NZb6lIYWxoLAU6n3DJHQorwGuK5YAQAuYxL6jlnojOFLqct35A8jmNm/tSxNWeo0wzedm1Y+057WOfHkeqakuOldpNe6R7zGc7P9yiKco33zaIwmi5AEQAj0ZUrDQd3NXUiktmLHlLQqnyHhuoWAyKj3aXgkmJHh6EK+KXV/jCnLcaUprQoLhpcGTppYv1bXfyX+jKfMI0Vzolp39FvejdMlRsm52PPVWhQV/fyoS3H2rcjSy9bCM9XaOLB59MN4SeIECBQoUsGKsJXAJjB7xJBzdh0XOWxNYSrXkkB9arAYGgWuWcsQdiwF9nAwnqYr3NeBpn2ZmgGsmIcfTqvTUnE76r5w0pQY9DZmE1nzsFkVJ4FTjCne47dFaFpQuy0Gm9JRucQBjkJEcxyh5LMLz0tOLhVPm9RSaZbHcDcCA5MjdnFMfeBxwbiNmVgJ5uIvz/v2nnU0t86JyqasI8dpVMS3fpdv2YOHW80qZ13HQSSPPkNfbJWSIdDM07DgJPAvn7Mw3ujqlCEfKTFSl4/uUjc8VesrFA8rXu3LBruS/6z262ilnsWd21k9kcKbKdX2O+QFsa82smMcu3VpPChjnuhNmSUTu0KY1p6rATUvvg+1751TqlMEAACAASURBVGbC7r4zDfPbtuMk8CygOL9LcdrtudKh9dJWH7bk1A0Hu+eBxpMSolu7ZB7P9lUO5lTzhVCQyDeQtliQkgKL7v9DQpof78WBSzyxr1loBDlC6w4DLUtgsTyw2ZL3g6RjAHoYBqSwwf1XlrtrbupExji9+rGwVgcm1WMplQJQTTZA99a6D7e9P9vElnw3ZUpbU2icbtuzRCy13OIf1FoFB16gQIECBTTsOAnca0R2pkk7AzEACsyyqJIvhOXEBdO2PNSS1VaWBCp4GagdgAE9mL8RDGoIqEy0jCNiqRSi2TClA2YgnO1KLOEsAAb8mpYsFgzWJHFRuS8IP7EPBHXpmM+q9UfkxiwGQgKD7UZ7GqI+IKuFyVggSvQGrVQy52rVF6X31nUHUb7nlFu7gfYussDdrwhHQLhL4EeecBxeoA70kxeuxhN33+/choRGyqU7jOTodY3QF8qHx6HsOAk8iz1qBgozF5ypzq3R64jIwvmJ5SJPm8OK2Molk0s119ha24utWoBbgEzr2R+vbUXfvAEgGvrWl9sjZCCM10zr2CJNtrMjDzD8MWXQLLk4FvX5w8ixjd8oEa7T6+pMk9e/xvXa3I/WceyjuJ+tgMjlC4mz87ZqC/26HYGrJIw1hZLEOB7+Ugrq7u6xijNQj2f2xT98lfL7MT/6NrFeeUn9LQWe8ju6obQ+RcpyU1pLvr+t3eqZvFTdohTiEjzziWUIn5wNLiaVZaC8bD5vierRzTw3Ymy3U/TYRgYmCa5BxPR+xPnp1JGUsK2U2NWrTyNfqQU2B7X0+iuvuLW1iUDYWvSj3ZRsV/vhO39T+f3cK35KaMt8Dof+JUkW+uBz3ex1K8KN//D1n1B+/+ztLzLq3LcmO+1sB5wlcCLyiehLRPTBzu+riOizRHQvEf0lEY1O1VqgQIECBQxkkcB/GsBd6GoP3gTgbcz8XiL6IwAvB/CHwxycXzMVluwRwJyLT/b08LGxHGKdAZRTUgO1LFlJmPH0Z7xRLbveTfyxKd8SxWhqiAFb7bOpMmKJ22OAgGhW64cBVGKjjNbVZSUFmur1+PyUdZrNTd0VpVU2Qiow2HT62iq6DnCiQDeCRxkSNpumkhIau831UrrsduyPO85KrdQSbs0TEDOm5ZSRfRFesWiYEcYlz5TKmfGcR79WLduzC2CGV++aF9b2lWSuPUOgkRmvofxejSt4y13PUcr2lxO65M61Q5tlKy2LN9c2wEkCJ6IrAHwngHd1fhOApwP4q06V9wD4nmEPLm8AHVcOO7eiTBqPkCFbcrpxVn3YnpSjg45rPH2xPKd+JpMaR+/bkaS1VZMdbNw1ulvBbYt8rq1R1y+hsF6cA5rZOvf0D6EMsVy3AQfyadZtilIhDbzEYwcibyX3bWab33qPSxtc5ZvfAfDzADaY2EUAy8y8Qb6eAHBIupCIXgnglQBw5MiRwUeqwV/XbLGEBxdN+IAe5AdAVBr913P+vhYai6r41Jol+Np4+mW9HwTlwCR426EvR0YLNdPAZsesq9StnDGiJtjQ+sv3GGh+ICRwsb0CiKXfwQ2+t5TRtyQNIyFDB0pIg16PSxcmA8fXOkCmPJ2hkAfBhe9OfFKE90FT/olhfTtopYK8NXfbWdPSWr6QsHkQ7lUXzRVTZkLWW2ceGGqfU+XkdLDccI2XMRz0lcCJ6LsAnGPmLwzSATO/g5lvYeZb9uzZ0/+CAgUKFCjgBBcJ/IkAnkdE3wGgioQD/10A80QUdKTwKwCcHN0wB4PEWTMAlIZvPek31SNZY7FsSNvVi4zGoh5lavADWbTQSj7BWuXV5Spm5lV+r9WUHQo2Je5eA5qIrKyVbmPLDKFNGZLEDQYC3ZOazfReDNWao3pJ1mPEFj8K/VRRX4SFdhCut8A4LWQQxkpa9FUp+QL1cmrS/uA1TIcw9oRny0Ck7QK9JPB0GImlGzwgYuy6t/9qvfjISUDTRey6u2GpreLyjbPGtQAMXdjCyx+EV2boNiLn6tPYOyE5A7njVK3rOLTSqMD2JNqhuvY9b7TUSt+djJl/iZmvYOajAL4fwD8z80sAfAzACzrVXgbgA0MfXc6kqa7cqzOXl2U8IhfnNh6p3DVoVbae3AjrLA4/4kYvjd1GGQw4TGfO2FYmPC+xapb3MQ8JnoGalm9xcGWE+LwsYxI3VkmRKNQTYkzJ75Itrr+22LyyPG7p0x6JyWjl681EDe5PIovuaRDk0fH/AoD3EtGvA/gSgD8ezpC6SILUy3frtfr7I0sB4AEgaMhWGxR2d5WoGoAAeOvdul47IxksQHej7sVdKtxr0OPFErC+7mgEvAWIZhmlS+pLUF7O364eqjULWrOD6R42eHfl/bd8SG1JgfU1IOnTNmzQ01L9KAOIpZFI7upaK/ewYKkvaElBQkZzvn/uwKWb5BuauOi+ds8+rjuuXtbZ77rl3X3bkmy+b1866DwWCcw0UgOnTBs4M38cwMc7/74fwGOHP6QCBQoUKOCCsfbEbM4HxjHJrye8dlTVCL6YUbmomiCsHaqYR+PYRjqzkiy2PUEyHxAzpk9ZRCsHrB5W26xestdt7FclfgYDi2mRzC4VxW1NKirlPz24gvW+YgDUnxf3m9msayurqROTxYJk6Ojw0IbULDEWLZmC0ZMSM4C2FpupcsG8ti0kwdi4Xh9PVALKTdPsr7V7MHFQvJdOo+1ps6xiGn44YeUqxso1Av0YAXu+ZNb/llvv2fx3QyfzU/jTex6vDpEJFyP1lHCgBJxuDxYHutaSEzoQWNhGhieSj3cslCxJWCUO07VM6stG/Nqu3wK4B48aMziusp1wd7Jdeb66OTQWGfsZfIaz6RhyPEnLWhGzaOUACZ6A+V5tiw4ly4IZAOO9ge8UOKaeluLf2GLiuMXKcXelcFemuF1r799NusgtgxgOP+6Ktyyj3h73jC3E4I8wYz/D1+bFRqJuuT3ZaccNo1ZC5sVYUyhZ0TggeDiMAOuH+itZ6rvdvrL1vYOPozxpV+S2tGw7HHoGrUIN35QFZmLoL0JlyrT363V39Xr/qE7tXUA5wzGb+uisSzVAeoHbU2QUE4RMTUIQrk1swQtb6UGlDRPl5f4yW1bHLQmrR80V0lzUNtJJc2P1lu1r58wzzEVwZerf1U7WnW9buEeps+C7mxA+VFMplLWWqWht9aBqthrjMxIBl494xrlm8S776jp7i3o78/e4vXkXHkmGqdLiV+3Xnn6avpAYnhYTZPbz5oPf/Z0PwSup7cYh4cSnDitltz7zTviCN2UYefjU/Vdbx7WBG/edha/Znz6wtMswp2IG6g3zY8QMhA3H0HoO8C/5SSwXpRMg1j1is3pRpppMkg2bm0YolLenLHoQC/TYIwzkjtEyTqiq+X7RXMzf5uQZ9TcTEE6pH49oymLYbsF33Pzvyu8w8rDU7i+0NVnITi18lT905iaEGlczUWqBGVhudHVuYURCe1aVmVPfg2K8KZSt4pttdqbOcLte37wBOdi8tHkDQOC7iUb65g3ItrCZEjrkgLNNcq5OchqrZ+kq19XfmBCDz+WcSNf3wVWjoG/emzWNqu7vUjZtRnaM9wYuQDT+t5THwkYmlWXqx+DdLHBeXINjy/JdOPLItrrO/WQoH/qt5yHB8w7clWjN4F/jyv2LDlVC2QjUIJbm5It9x6TEefjunYgddxBcutH9aH/+VkBaTRRrHlyCR+/STUmdUA+h6gj/GUv9K3Vw5MnHneu+7ObP9K1z++UrnNuzYWbezCTwlee9fvPf/+Fvf1W8bmVpEmQ5QfTDhildSaAsRce5IYJiU0rsxbtLQbNiTYCzhX0t1cz5CRpqWewTDF1ER2fQ2NWdjA0TPk+zbPVa5pxJUrB+HWDSHwAwdc7+HugK9/UDg5uM8EKIiVl1cp965F5r/Rfs/bxRVtViGpwPZaeik63BTAbHCTtOAi9QoECBAgl2nATeC40jmrUEA7Q+mDTwqCfcI3LRUUS47WtX9b3+TTf8Faq+KsI1Yx9vOv4dA41nAz++oEocLfbwzqXH5GqzH65bOA/fY3zfp350s8z3FsDC939u1zouL+ezBtKDQumCY2XJDFJGUXL45i1y6PG0QGUMMwgXW3Q4lRXdQStxP0+jPSk7kjGgBEnzlzqOQDNk1NN9pxgwRDYpQBYHAJiVUAXNWQ9gRmV1cH5kt+aIE/sBzj9dfUc4BNYvaU56jlGoA4Qgcs9XebE12b/SmGOsJXCWznw2HlDitm1uazqEa22KRF/kwM0yffMGgIpnHkMrQki+suXsLpWXBZsvTyAxSShzte+WlaLy0iFbRD+nQrnc2Kwtl8qegtLY3YZjnx6BlnOsJ/kHyL4eFseQLSiz9u+YSEUMZiXU80RPYkG5GMlrzYf6PtkUic4qBtveYpSPjyfBWEvg9UOAPgGxYMkBADwtc3QTh9U4ndWyuQlGcTap7aWP/bRRdm31rNO1v3vN+4wyX7vHyZ6KVnMxv+6b1ECQ/3zsBqPO53fJ5ofndB/uDmpRV9dwvtE/MFFPWBIb6IJSr7ACQcNR+aytaBaSd8Q2M379W9qRYNOJJ1zHAQDlGkO/8/Lq1oU0kJDXxru0Yr4/Xqg26jfMbaWxKG81M7erAedWHmkKNP/wlW8CALz01u579+Tpu416q7EcHGstdovr2zacA7pIb+KljnAXRt0jTnLYktdGhixvmTHWEniBAgUKFLBjrCXwaDK20iDU1v4QmEkHmIGpipkdINBoEDngjB3615/AuLakuhU+JOW9GhGap1Xp+nFl4LOt4TniPGvhDgSeKmU1okeJZvoxA42mlkruohnWN1g1nWHqewHEwMSFwceqC1Fekw1+eFTIIp3vBAR1k+dXfnsAiBD5OtnOBp9RuRiK7ixBQ7125ZHmOF706M+h5MeIU0e2j68+Aj4iPGv2js2yVYwi3m6yN8xUVZMiZqAVdhdbo21739igIIdp/jveEngGstPdXyOLB5WJksBDS04yXp44ITkfsJ5wPRmPxIHLE6z3r2/egN3HSiwXdBnWwEoOKzIL2yhz04M3moUXd+4mAyHrzt876o9si82Fq8/gPOXMyQvqn5LFpyKCuvlLyYuTcjf9j1TP/RYtfQ/fj0zBWEvgvcCa6/qwZaxT63MAgCfuvX+z7FmzX3W+/pvLcjbe2YODZZ5bP31lpvpPP/o19fdAvSb4k69/W46rgfLhdTTOaxr/1WzWQYqVhsCptyfdV0DQMBMDey1Yd5k0bxx3rFzKa90RUGTZBAko6Zw3AeVL6qlQsnEPOhYg7WlTskvz+hv3XVozxyBRujoHnoS21ZTWPU4SnJYORnDgOPSPPs48brC3eXcn5sl5LUxsi91Oo9fNX8Cp2pxStt62J25Oo2QxerApYIeF8ZbACxQoUKCAFWMtgfvLnnjUZjB8jQNvH+2fYm0Dp09rHlh+bDnqMG4vH9r83UsCL2sNrHGIaeo/vRdP3wCwkBuMprB44GtmuSN0Xhw0hcr+rwzcXhY8Yp9qkRPFhHtoj1LGiwDfJVvASGinAiGV1/KZUjTnYUrboZ1u0Rkg3vy/3qhekHlfg55wjfnT4ZzT919eS6x5anvUE01plQ1KgQG05vTUdpHV2jaqfmPJdxcaUyhrpr5xIB/NmIFSqm4jlAJmAaGUnXqIGOsnZONJh53YwG4/ugXKL2nz7lU+7H62AJIduUOCntEhS2ytHHG4hh7GyGYb7ugCkWU835gBu9xnyCXA1VZgrDfwTBCFMoEXzCG82RSbssJSAOWwTMlzbU6UyPRYswcNykeMSso3w/pBvNBd6Td0jKiTsbNp0efY3fPFWckrtyn3ozvyAO42167emvkxuDGDC8aaQskC/6zsnXGupd4iuUYTFHAmMoPfPGvymLX+7EH3IFX9MLX/Tue6Bn2SE//5uo8YZT98vVz3ez/5487ttnZZFD+r5suVziPZ3GXKHW2LV3So52scAfQs85khSNZxkNyj30zl/Zy0H1uqS1owLMkUCcDERffgbNWlriI+uGxGveLALv9FE+bW4rXViYorPoJlIbBXTX2Xp/Ukoins9c2ga085rAa/+q07n2vU+Xptn7XNYSIxWR7dp/jhI4EXKFCgwDcYHjYSePUcQNqxiMHwdKeSw9kyyt9/bnf3x8FsY9JN/2osuCH34M6+8pAaFpZZtTnf5YWy8hXAHk91Hw4RIdRNEWnKkOybZ77ZqlRNK0HvPnE9YpFX/x7xXnSUghDlo8tGOcfAmp4ZPAYqy72PvLX9LIojDAZPahJQDFTOu5PwhnTPQJrz9Jv5JKzWbGBI4cG6QA94kKlWBjzNlNEmgZe0dqOKXYbz17vrlQMPiBnBUveZh4vux5vyiSVZGVxRtyAmoLzSP2XhS+e+0okDpN5nzMDtx9UMV9PeNYi1xVGiyCjbiRjvO7Dx1UK5vnkDFmWnYwD7BOqKk3iz0NEZxt6De/wEfbO2Kl/dupY3akelqrx5A2UhOFcsPRubg4S0IvUy6QYtK1lcA64Bt2zlusdvhmvl9uSog/367VmeN4KTtAB1axkL4Sw6VLkqWoV67Zb5sZWCuAGyQY+0UUtlsiOQ69vkvgom/eFZpoy1BD4lBJbfgB5yNHSMDFk+aU5eXBGsJI4KCQ1qh42yL68nsS5/ZPHfjL/NO4yHAew+eELt56H8CRkqB+5XfhvS94jw2sN/h5sO93dWuvmD/zVTu194x6s2/339b7wt87h06Px7ye8hifZJONxc7PDVmgOMF1mkfAezwWgquVZMReaAoOnGvfotBmma/bTk3bOPi6vWv3F5eKEc/vf/StzQvu8HPza0NiXsnVjDSc2Rp5d1ycee/tub//62j/48xM26HOMTz/ytIY3QxHhL4AUKFChQwIqxlsCp7R7SW0JrVpBghAD2cYnMY/EDUwAxJEncBVf6JYPfnkIJ61rM0tMh4dRxXbInADxwTueIgWMnDhgt7h7i0e1KvwRPsp4QjuT//evfiXas5yB7orXt4HCXnmktVQAQjr7zzd0KewGAgVRoYW8pg8RXjsAazdqaAsqn3edH4sX1BA5MgoaDGc059bWLfFjO/oyZM13Our7gWev5oRnJrXK5v81s7APQrEl8gR3zL65lsnSmlhBKwjEISCC8cgzgVLMrHUfCOtu42z1a/sznT9+NL7d2K2UHd13Ch5YepZTVowALFbPzmIELjS7f71Pi+Pfcf/3pzbKZcsJG1UJ1DTXaAR7797+slE36FXz8Wa81b3IAjLUEnsnJwDGSkWN8q06b6h9CS6bjEgTlpBTQR+Q63e/S1QxXglRV2myt9uZauXR/tnJz8wY8C4dpDsltfsTkH7DoGKQmbW+C6xw7rzWJk3eMDJYlgpgzr+5WbxRW0+KatLBOefr3hYtL4vqzrWmtlnOAK7nNWmQ3i8yKsZbAe0Gff94Cz76/v+8mAMC3X3PXZtlP7c3GyzVYXzj2b+j5qLtpRkLEo408s3t9NQvwnMUw+XxkWuDoqRq2yt3+P+wxFRyfPn508Ab3tKx77bGX/JLy++i73yTWC6fkFoJGyuJESGY8Sqwd6L6ilDEzQDghrC2tSE8NBwDtXYkUWVqVA7INjJa6/igIgLpadv7ZGU29cmBfeUX5fay+aK07GXTnomX7ymwDxloCL1CgQIECduxYCVwKwalD4tAZyPTZaq12Oa2jR87B8xhfXd6/WfbK5R9Ahdp4/dV/q1x3xRA+0lPUlU5CkOWIxvAGNFW4tz2Hex54hFK221uTT+QAjqRWS6VHoK4zJ1Up6nBpt9Hmbbgq63ANlGe689MW0nht4Nr3/bpWIvPlHKjzWFoiEAhRii+PKgAYKKv5OzKhpSWY8Bv2uo2F7r+zJLpozgCY1RZ6zPDb6jxNnxLMPksEEKG52L3x0lnT4oQrpv168gcGNftbskSLMwY/0ZphNWTtZpvqTym38lQGnuV4awEHyqofQi8JfKHSVQxcbEw5pwcdNR7WEviwgwl5llyVTcd4w3lg1/8MfkdiIoq8tuUCBlXGbjesQdN2wv1k4dpdrs1Sz/V6YTzi5g0Mfc5tSbldkPe2h4mx3sC37INmi8mTYwRSjH+ZwszkQuKELP4a2wUp+4ms2HSdn5zzmHd+pDl37CbvHeYZu2tMpzFbPiJsa9yWb0OHlLWq0/JA49kKjDWFImUP94egwDXaEBZx/XA+Bc4dbeBxVz5glOs2HrWH7EqbQVMsrsHHN1+hOgd99sH8lEUaFep16uj/kI5Omt4xV92QcAQfPXPDZtkFy6kHUD08S1V7kKY40q05zDq0ku1ViJzSL7rtjqGuSbagucvenhbGOskw5IDGbvO+JfPDeM70lPPqPZ5zSZhPqWyIqAEAA3s8jb8kYK+vUkAPQjUrBIDHzT2A402VRjnfyhYNzbdYV40KfSVwIqoS0eeI6HYiuoOIXt8pv4qIPktE9xLRXxLRaCOXFyhQoEABBS6fxCaApzPzGhGVAHyCiD4M4NUA3sbM7yWiPwLwcgB/OMzB+Q1ThvFrsuV0UAPqe/tLPEnQK7OcCagfMMvzYPmU6qBTpsAY+2G/jJYY15ghRNp0xv2aI0+MqsF517gMfYaPhYmWbsFTvTkIjFXuOjlMciTafDMz5jz16PTU6io+3ugvZt6ztgcxPBye7iqXYpapW2ZgaX3SKGs1y0ZZVNOWOQOelg2dGoMnCvE21ql2eVhRw+DaEMvJXIyTezhpr1fWdIxi1iE2Q1AgBqbO9x9jVsRT6hpgdJSeKawdqhgPd/aBGCtXyXLlfGkwG857Q29gRX+ZzIBxByYuI2bgbEN3u8fWJIFJoa8Ezgk2DI1Lnf8xkjy5f9Upfw9cw9BlQBYlpPh8xKBXjtcL18ax3HtFCOAkJXkQ78fRIcaWcduVVZU/exmciLQymyOPdD+SXkriG6UAQza9m2u2b3GYopWNdM9W5Ui/5qx/yBWkKotnm2uZpEgUqkn7UpYVKQ5d6Nv2fgbB4EHXRWW9tP4cAshtXu9shSK8i0Ok1J1IKSLyAXwBwLUAfh/AfQCWmTfjo54AcMhy7SsBvBIAjhw5kne8PVHRopNKWbl7YSKVypFCk+M990Byi3f9Wjew0q/8+38EAPzN5UcrdX9u923ZOheQ5tBPnczm4DAofz4q7A9Up4nnzn4Ftx45ppT9wGdeuYUj6o9oAgAYJSHBhKteS1qDcQajJTeuvSNxp2BI2j3Q0Lj1xq7kdFJe6d4ke1K0uKSsvKxurqWVfIqq+n51c33RUz6d6fr5gw+pBYKD2K2Tx4z19yv//h9RsmaaMhF43XFerMvR9CZLbaw0HR/iAHCyQmHmiJkfBeAKAI8FcKNrB8z8Dma+hZlv2bNnT/8LChQoUKCAEzLJqMy8TEQfA/CtAOaJKOhI4VcA6B9DdMQgzV6IOlm8XVFPZVlq7oqNzxtPJpGwjv6PdHjIxyPwIrzo0fklbmM8p7uWI/NUNuiJNsvSAjOjocVnSWKZ95+Lo8GFDMdDd+gxwb/UOILbvvY0pWxveb9BozzkFJS3R78XymbSDAb8mtoPZ0y1V00Z0bQzpivVpWNqA5ElHHLaySf27VS5HpwrLkHmwAXrlNas+jtYTy5NW700d/kAA4HudBQzNH8YrF8xKcYOnzjf3zTmzJNjsLYrvfezj0PgRXjBrZ/fLGsI6/lqP4BHpLw3APCIAPh6qEr1ERP+QFt/Ps31iE1kIh0bqW3JtrG0XhXKh3c8drFC2UNE851/TwB4FoC7AHwMwAs61V4G4ANDG9UGRINmW12hLMPmbXB80sxYmgsdYyOwlNjVcWe0ceXudR20ZMjGObtCtIl3DLKfxTZXnkqLW2n/5jYG1b8sS3JfAdapdeTaxXLHJZApcJUjh+5cJpDO+ua9AfMdk5zQ5JH7QrkvkO3S5m3TPZlDz6ugGAwuEvgBAO/p8OAegPcx8weJ6E4A7yWiXwfwJQB/PLRRdZBIKppUbRZlbBQINUqqlU/IAwBcVVVV+RM97aRTIEJlBK59V19xWvl98ti1Rp0sfB8ATJLbhyrWdrg72oP7i928kNzHvWum3e5lgZeta325zizFZOhQNpCOeSRNWWUFsC1KXTCwJR6xcdZZ9Tj9oCd5prwJmQGsXKVa/ugJljdQ268eE7wIWD2krw276dVye8L6t1Fhdzmxxjrb7B5TzjpYVG0V+i4PZv53AI8Wyu9HwocXKFCgQIFtwFh7Yia2rPLRa1IL7HP5Kgi8GzB5zrx89Wr1K1+55CYhXnv0NHzBMzCymBe6wAPBFxNB9gexTJcwMy6e0tOy5deETw/oq7USJ0kZ0rimdBb3tffJF+SB7nVpge652OtQF9S7fy2txFYGpjVvPseJS2pHdTaTPCTXyuNOS/9MdvanPuBU+vVsB3rDMZEBaMG5qkvu7WXRH3x1KeXbsNf9OgCINHouYoKvSfsHS5dwqr2glJ1rzhjUCoGNsnboiRTMZLmFWmt0Po5jHQslkxGmWDbc4Uibd69yF2Thtl2vzdPmaCDxleNl5+hMtYzg+q3qe9jXDqeB7YHEgYvKewefCFsZMPoAV+O9gY8AokOCtAHnDGnQ3mKPrP5wc/ix5QwwpEaLgs5VKSvDVWEkl8k67wyKcNfOXZHXdGfYU5kzrpfrcFydfsSQ0Jb3jrQYI/KakEcopV/bTmy5I884Yu2Q2wa5ZiaSNxDfaObB25iYAwtugZ8fU31Q+f31EHjMkeN9rwvPmMrFLGBmReLWf29gXogCNo8GappXSYNLAANXpnzAd3km/RKDAWaD/iEi1OLBNGMV365U/fCTf3fz3494/+uNv9cvWyii6QhYVZd5aVWWW3SF3sTFbG/a9Em1gXDSXT4KdC/xjC95RaMtrPKDbhorDdETIiFmkEeWr/XhCxaDugljc5dZZ+JEgOYejdq46axR72RkWh481Jn+p1TVuAJ34lRHSAAAIABJREFU6flCtxjt9ui22R27gY8blmNVQ35ruWXYo5apJHhH08Bha3/tLUu4vBLjza9fABGBmfFzr72EuVkP//Vn1bfjOp+xCvUNipgBT93YF7yJjjmWHmeEk027g7ATvyUUbNGXHaXWdoY8eE/759d0r2vtAms7j1+NwDEQL6mWDn7NdJOPA0awrpaVVsxTRnOOAOaOlYkd5cuhbGHXgnGG9lo2q2DJrA2Iy26bT2lNK4jNQz0D0A+bDDuv3tjd/YvftNdz8RYtL5njCWrAuiaI+XVg6rj6bE+W9oC1fLT/Z+4WhML6KVOIo/s/qpRNAqhZknjsdHzDUShbBSn+h8x/DiYdMDMur8R4+7tW8HOvvbS5eb/9XSu4vBIbVIYrL54lxsl2Qd+8NyDpgsX5dXw2yR/633eWa7Nw4MPmtvP0PRLuX4o9ItTTN28A4uYNAC3BkHyMlu7QMdYSOJP8kMXjHLPxpFiQL2RpV5ZDdCN+oQsAyVd/q0FEePPrE43529+1gre/KxETf+IVs5sS+bhA0tpHwkMkxGKmlDxWPsOGTWLd1s7Hi+Idv/EIkNafxE1La9e1zNbmNwwH3ugROiUuaZtrwBBXjuRxNatuuIuzJge+Z1I/k8p41eGPONXLC0/Y2Mqeh995w97NzRsAfucNezfpjWGjlMqDKVEnNlxZWsF1V5xSyn737mca9a7oELknU+TobRdHGwDNBWn9WTidPIfPvfvVm2VPf9YbR9Z3lqBUw0bascnmgARAfO1cx13V8nqEI/LVaWgeUbc35HX1a9/8fuX3Kz7/g0YdaaO2nQgAII5GR3QUFMoOBjPj1b+qGsS/+lcv5LQEKVCgwE7BWEvgEqJqbD1GknYs8uomB8pgcFNVaJyJ54xP2RnMAWB4gUmjcLv7tf2T0pPQFni391CIP7ryn/rfEIC/q6neEUf8i5bM8IwDnfEwM37jdXX83ruW8VOvmMdb37Abr/7VC/i9dy0jQoTfcqBRZoUAWRK6QbO6UrcHL5lLQfyqGXErGH99n+rMW8GsNbN32ka8HfmINM47rPnQF0FwIQCBhAXNTpxHacViyRszKlpmDQbwtGe/afM3hVlCIFn6r8lKzPTSigLzVmJLwDaRfpRM9IbAB5XWtQJmTFxSOw+r20uD/fXyLcrvmIFzTTWKl48Yn9RCGpfIN6bXp9gou2r+EmIGHrysOgKNGmO9gSeskjZTvbQpRvAfiWcVrD6s5xCzUSK1RNq8AaAhlEsmfm3p+Gm5R06Nh4gwN0ubmzcR4a1vSOKFTM/KpoQ6bF6crvy5NJeyLa7wHCxd6OX65m1tL8vCcFSeAZCTDrheKylNbGUC9JGL/fSaSF2RLY5R/oMxoiz8OwlzLqVWioVGIwZ8vR6MdzSMPAS++UWS9FEtIdic9I7p3pqAPL2jSPIwKMZ7A6/YlI47A+9bU9OazXhmSijJI8wVP/maCTAzWgg318R/e/2cdQPec1CN+KubOQJAiBjgRPJwQY3VF+ZUOH6snJSQobQqVBx2v2sRwgl1HhO3fO2j52gqOCpIeXgJAKekC08yq+rAYhSkYPYhOZTsP/3zLym/n/LdbzbqlIWE03fffhMA4OKjuqfCb33M19GCj187+Z1K3f3VPnagQ4Se1HhpbRLk5fQK7IHxe9sKZIK+WY+T9UmBAgVGi7GWwKkpcdjycdmvC3RLbGq5mc3rWxcq8jHSYzRv0iPYu+O1H/9evUVDWpndtYamkGOr6rXwp7e8e/P35+pHxXjZAWJcX1FDx95SkS1Ezmhp2fTkwwBQ4475AHfNCCZdQ+MCWInNRMlno1lDc7/LX8NSpEdGckSLjGcYzkYAA8GqcFzWnFArlwanfqtn67JpK4B4wpyn0rp6QvFCTzB3BaIJ89kyAK/kKb/1gTfn8n+w9ZC1SZJlTTBguX9XBBfWRceiZz/2DUpZqWQG+8IB+za1647u8/5c7UZRJA38CN/xlC8Y5Z+6Q/WC3r1/GZ5wvYcY1y9cMP8gQI+LtDi7jss11bRmmDYGYy2B2zhs17rS3ck8oqV/wf5Yn/zIEv1OLjfLpM0bABqxGsFM2rwBIJQSIwgrRCpztVbJFvdEmLMMHLieuUe2zbU9MKlBt2rWmdC8Sq1JsaVCcfBuzj1iuc3/wbFv5/AoNmcu1+sFT1y3t8EyF1JGEKlvy24WRuZHvS2Y9kmbNyC9e/J4XJMiD/OQPNYS+Dhg4nbTMDWdVuqLS9eJ18XT+W2xf+v0t2/++8nzX3e+7nwsJ5WtaitnhVvYf1C1z64ZYWiBeodjXzx4YrPs/hMHjHrDgEeMetT9qNXb2Vyg9YQLerqvHh3j8+98lVL0jKf+Zqa+gzUtVMHk6N23KysJpy7JAawrAwF89n++Wvl9yyvemqk/qR9fO6TOHRuu8frC3YmfRmuuK9SsXJVtbt//KdUKhSuD89KTfnJ/rdTR5cEVIbDLFmCsJfACBQoUKGDHWEvg5SW76ZMuaempogBg8fYQhgLYYkYee8Clm8zpmDvWbYDaJhkw81Bic1vfqx7TLj1GGvhooNu4lhDix3Z/su91pyMfp46rHmktLkFKWeCBceJ4N7RjkysiNVJChDbcLFgaLElRjOV2L7e/0eHJz1ctIMpDsO/Oi6CWWuiRZTySOShgiGdxifCk732LWrg4uAxXuSSPp7YYYO5e3ThchldXT4tcB+JZ9dQblxK9QVDvzsXCnRHYA5ZudEtUMv2AuiZXb8xvGRKksoL4XiRSI0vrE/A1c8dvIA486x9USNY7tktdLH2sXOWYWTq2Hb/L0usn55sxy0cXwH67t8wuxmckCbLYgWeyGR8Q1tYE6iZXm7Z7HJ11XmbYp9Zd/zMIxnoDz4Q8gfdH0aZAgYtZ6S2LUC8PLQGZpaA84wYps7erFCLWs11rsQ5xatRVoWv9g2ObjsrFLGPKBdfMGEA+/5NRR3UC7ElYpHLx/ZQv94QGxkVmG2sKJQumTwJ5p3XugRRdkvPrvuvf5anVlUC1AyXrqG/zu/TGbSeSf1+35/xm2fWzQsLPDj4lBOt58bWfVX7r9MmwcClW+awSxVhxCRotoCHkE6QeAfr15+YLgSKTk++AayXwE/O+hqmoo7a6K0hEEoUyvURavOq4h+PMMDGxxNAZq3aPRBTegIE36bJMqfCcmRTTa6qdxGU7JVde6T7H3bcn/107qJlACu/yzD0lfPXNqtL6kR94nbWfSmohpZXs242HjwReoECBAt9g2LESuJ6yqT0JlMyosMOFJS4SAyivmAGPWnPq99FrsTHu2fuAlWtkaau5rDvaMO5q7t/8dX91AZEQxnJheh2fOXdUKStRiA9ffIVS9qqMloD/uH7T5r+fNOlu1ggAJ7Rs32uhmakeSOiW5dbgMUWjiipZt2bJ6KY1A8w+aF7b2OVrvyeAmDF3v5szV3tRy2IkBJqKfRJjoYxCj+JpgXaoHSGaUu+RseHe30VQj5KMPIvdukGtowXR3rFEWSo41p1X7Te5Znk5dQm83oJXV1+S8vI6mID2FWagqNkH1PAUsQe0ZrTnACA0BX0c/QNVoTt1yKzzrCNfQ6ApyOZLdcQMnNWCYW0HxlsCz8B1WjXxAzbp5qJiL3cus9GN4h/UFqTNG5CVJFLQraYQ5Mc2QzoHb+PkJUpV5unl63XlqCecf23xccRyqRs5/bgMoW4uhxjHMuf9PIMjTyYnNrdqcnk4OP+YyVBAuMcshgtmPbM9ffPe7EdrVLo2wWjZ8rGWwPUkqMAGfylDNy2EL0yrD6uy49N/0c27+K0v/u3cU1/VwpC2J+WlpN9n49DWRPF/+1kzqcIGJvzuGG6cOm38/dP1xIFp3jclq/PhzBBGl+CGvQnnf8ep7skDQY8gZ7IPk4HGLvVZ6OFPlSYXTR7eb5ivjtcefONqT2sfU2E4iklhB8TIpAz0muoYo6pdhivV3O5n8qy6Xqv3mEmIbaC6HORKQvlEN3NzuG/O+TpXXLlrqX+lFIKUcEEkb+KL0zVcXBPE/yFhvCXwAgUKFChgxVhL4FkRTggHP5FvlI7QjFt/KOVWXCGAdSsG4Yi1kmQkL2kRK5kAT+MTLl9tBo8CzIzivRjX4P4UP/wIt7RvAHD2nkWcidUcdb4X4XG33CPW/+jnv2nz3zc+xZTA3/XVJ6CtR0ECADB8LQnGDz3i087jBIClZvceT180A2EFiw1wDERLKcuWMImREmscOGoW80vNKGZtPzB9Ri1LkiUAtd2adBwzSLcxscYp0ThwIVAUYsbEUn9pd+1gYKV/DKYpZkyf7m8y0pox35HYzJex2U+gn3Ak6b8hHIOCAAiF8bS002bTfoSK17qWLN6pM2DPA9/cDWWxeqQKeNQJL6AMG+0p84aO3qA+8PV2CVMl99NvmIpMd3h6GTEDJ9fnna8fBsZaAs/CYbvy4s6ZBABzEbvyinDn7MQyG02kv6SWeqJpr5DZOxI58CRYfhotKRiQuHkD0ozIHLhbQCCrw5B2O7YAVyLVInUtp0CSYRKgMlzXny2Dh2s9R57fnae39C+qMtzGLoY5zmkHTrH2QljmRywVkkG4r135HZO7z7SLZcZYS+CxYIxgS5aqS7GjgNdKAgcNisoKxOsbi+rvmXsTO9NUbl+T3weAryf21rply1JViCswI0t4n/7MI5TfsRDk5x1ferJR5pfdg3V96fKVRll5UIPiFLic4iAt9tXtXYxgTX2zbMkcdCnNb2ydu8baAYtCOvU4/Fa28dT2afbKIzIt91qOa2EEznbBsRTffvSotV59n9r34Uebp0oAeNzCMbG8mRJYjtUXxTpAEnLCGKM/miTjSX8FChQoUGBHYqwlcAlxCQAP7hHmipnjTWvg/qjqFqyp/MB55XdjUTA0FVC9kNgFT6iXgwlYuborRu37bFs0m2IA0Dz5Hnqm27d67i5PiIPuG8GR1p6Qz+j+tmNHEAu5uDyKcXDPZac2/FV1+TJYdn90RKQZm+hhUrOiMQ9BBwOUhdNiSzIpZqDiNhUi6ntM/Y8+nmoP6xtXtOdUSd+02UlAi2rIVY4ZaLtzznFdS0lIBC/Fq0cB7I4aV6gP8/TFObzgxi8pZVdWLigJtTf7ZeD+5r7N3+GGckSo52svJDNQCSKjbFjYmRL4FngZZwrcv1V9a+W2AFx5xiglscjbpgRp8+5V7gJ7YuNtQhZ+Wbx+aCPptDde80Ou3L8N+k6YgbsPxUTH8otnDtNiDjy42f/A2JkbuCPkQEYZ6g7aBwDoChYAiASnlC16pygUFLB5qDnrCcjsJ7J8FFzgGuzL3oBTkXs9qTynROV6eRYFfq42M/ikbJWWgKX3qcDOo1CyIKqSofjxBSul8lq2xTFxyjwD04ruY2y2Oful04j2mWZG7KuG/mHVvuEt3jHYQr7i44zmrGCJolk2ho5e7NOf67grC27qOr6Ga1E7qh6V/Uk7B/bgA3s3/+3VzTGTJY0dAHgtwT1f32V8c+ORlODtWXs/aSMc26HBRvM1MiRvaaf00b2CeElCoYt7fmO3vc20cBF02AtpfVR0pfC8xcU8FCSGiar5+5Lqhh9evGgd4zc6+krgRHSYiD5GRHcS0R1E9NOd8gUi+kciuqfz3+3JKVSgQIEC36BwkcBDAK9h5i8S0QyALxDRPwL4QQD/xMxvJKJfBPCLAH5hdENNEKzKDFTsy272UUWLH1JmeG21TFIqSfBXWyAAXOryZ7RST8ZT0qaS3RQ0a1dMGlRGaVVOq8AAuDRczmXufvVIEpU9WXlLwNINXfXU3H1tsd7aftPZhAmIy6qiq32tXQKfvVtTThJj/YjbYX3irN43oz18r2u0U0ImA1blWUXIyWlkj2K7wjQdflgKjZsX7SnYnXb66KnLlxMr/easyic3H72IhS8NKDXX6kBVPRZ6U1OiHblrUu5hIE8I2ZK/jUpMZj7NzF/s/HsVwF0ADgF4PoD3dKq9B8D3DG9YG52bRdbtyzlizeDBiUQ/hgz9iBA0H866GJtdrVAu1pSyhzsqUK3Hc+l+pLo2Jkj4CBuesxkC98tet8K1eTjwDMoz2ZnGcr3jeFzrZurbNJ5xvhS+ua2IyUxs1+v92DLy6OWWIFrsC7bZYlAltyduC1zlmhtj27LSE9FRAI8G8FkA+5h5wxr+DIB9lmteCeCVAHDkSLYEAiW3tHp2uE6UJ72U9vhizqiarvNRNZ/aoXqpK4aVluxuxxSZC3SirPYdTWQby+JXu/31CoLkgtL9E8akl1fkugAwc3+3P0sQxuRvwrD0zPSS8pYAYzxSDgopLGkvtHTp37ImI41bliTyWBiPlCW+V19ZEpWk73Xj3zYnKB2tAyYPHpfUhxOsmSfU4HjdKOuF8Nquae7yI+WFcctT7xbLHzX1oPJ7NZqAy2dlXzVZqCfq/Vnj5oiTPzi/hUQ0DeD/APgZZlZeNU4+r7JCm/kdzHwLM9+yZ88eqUqBAgUKFBgATiIYEZWQbN5/xsx/3Sk+S0QHmPk0ER0AYM/vNWaINU+DxpxnCCvNuTLArPDjpRVT4m0cnpcNQGNG9aTphbF0gypqVR2CGKXRTgXkL/WIfsm+Jo20I1BDJVH9RijTnwS09ww3M/yEtjqYgMZutWzDgUkaTzMV/nXivHsCBN0BaaNQv55h9wFpz3T/Ul5NxlMXz5smytoSiAIhxI6lb32ckrTNPQJP6acRimA6OjnO4+Rpc87CCQKYEWinBb8eo7GgDZYZoZZMolIm493xL0+ZHMNl+9HszGO767R6DoAfo/p0lX+/b2kB1+y6ZG1jAxfCadjioayE3ePPpeakWE+azIrfRq1tJmYZFlysUAjAHwO4i5lT4frwNwBe1vn3ywB8YGij2kBO0i8Pt538wVTGGbA5I0jBhITZdqVopT9ksSHPwt87BeKyaWIc+Xepj9z8u3StY2Gm+E16/xnsprPpUWx/cKiT04fIuNZ2jwKhK8+5UJrT80WnZAAAkcC/C9tcIEaCk/vxjZt3n3R56MMjwV0k8CcC+M8AvkJEX+6U/TKANwJ4HxG9HMCDAF44tFF1IOkZrI56gsTBgr0vANCA2vzmPlMq1QPkp7F2oz3ozQZq+8wbKq2bo5Yk9fqhZDzVi2o0K6+e31yhelwwn2ib7X743jcrv5/0vW8x6qxeIXOTk2fEYhETF1JzMgYOhXr4YCAbvzw2IFMnEGTUPemJH4bunHakk/svdao8+fRsVsvPWrjTKPu+a76g/P6tO5+bfWzbjL4bODN/AvZX5hnDHU6BAgUKFHDFzvPEjHqwT44qWScJodNPOg1ae9IH2C34PgCsHRQSAWiXShxmay7hFntZZShDraj9RGUPQV0Vq6gtGclH9rlc0z1LZbv25x75GeV39eAC4KkPonweuPjo/uYb1QsWTh4AfFJ+GzqL+WxRrKoX1dNEY3HwV6G83IM/z5n3Vrcjl3QHNhhex2yGY2YAJa1eecmMwq77U6RRPa82UN8rJy4pr6hr0Kub/g7NfTOonO1v6rL+mLrB57/imz+BshC6tS3Ewq9QG39+7+O0UjNp8gYaKWuSyaAFZqCuRz8DEGl9MUuhJLaQA99WZLADz3Nqy8WL29p05cutN+TWTx5D00xz6WzXLkQYlL53kg2643hkhZ88Q2JCB8lg12JTbzGt6j8eW7mzgbZcnod/d+XFs8wvIkfjZ9dkKBadknG18L2WNm8AKAkLUFrONrcKKamDa36KceDAtw2SvW4vG2BRunVA2JGy04kRfGlhdtCa6W5S0YIlkcC0/JDaWqyQXrxpWuqp7U/6SSdKrl7IwHVLn+rRxZk3MHt8tPF/K5fdQzNKgb2qS5HxLBoLPghAZVnYfBwDdOmnKJsOx3ljhha3xTKMHEEdRSTvBmPqdFeE9xvyMw06dXVYEkAZiGblgDzLN6R1UNli/f7w9Z9QfpvSN3BWcNk907AfoUJBst9qbP8IChQoUKDAQBhrCTwLKBSO2qHp4SahtGbLvGhB2jbXZoc7IqQ5eZr3rWe5oDbijBcbXe0Swg9qaM2VQG1VImMA0OK6eC17DBjlaB3LzyuJSWJSTxIDqceUCVbbRr3p9XbCY+9SuU6GGmlQivK42W5Tve+2kXg7gafNTxzYF5Wf4rH9S8l4mhp9G6wLy5LNCImJfsHa1Sbm71oRT4vJs9HufwSxZwDg0iO7/7716DEEnjpnX1o5Ag8xbp49YVz7oQe+Sfn9YPMIYk1+XQjWcH99ZzkbPmwk8Ez2tQPWG/7FOZElQfN2wtFWOBcHnqHNPH33qrtdcB5jDttwG9W3XXOhb94b0DdlG6R6efNLbAfGewN3zeKeqc18lzv37xi8x9VpJy+yOQwNPu9DHvbOgG1uXOcxw3xvyfzmTT4sOnO5vQ+2+45zcAWeNfqZCyzPIc+jzTEaHWNNoSRHRe3o7ZllAMC+5WgqMAlOmWg6zfnNwabbb5oKS3ERegBpWeWHke+zsUcLydmUg+r4Fkekckpqpqb7gLjiOy9Qv7F9ni9BbXga3MoqQ1qTkuldqQHEQf8ZSpzYWBFxe5ny+dliQCkoX1bHM33GPU+lhMr5hmL2CQDUkteQZN7aPKC+OMefnS0g1E3Vk5nq90K1E8N3udVVoK61bVk/gbamqW2Eo91ix1sCL1CgQIECVoy1BB5VYPCnXiubRGyYUzEyfbaChql8i3qkPNtAXDIdKbymHI60VFP7iMr29mNFsrHPRW23pplizyT5IovyNmZMVWaNsskHutGzVm5aEOM+I2ZUl9wkdt15ZuK8XfJrzej3w6isDC5Fs6YkZN+D11JPBO3ZEkBkmqcCCOp6IRsnu6hivl5ek411wQBi4ZknytYeNwEgrCBxh8/kzNDFzPFQCFKVOKwFqRNSOF22Ksx9XWFOMLgDDjyQFq+b6qbiOPaAy0dVCXfymiWQg6L1xbs/jbIQf4MBhC6a2h6ohW6nAN2RR1ajDw/jLYE7Jl+wlYt1M3HBDpfnDfKThW/mnj97l2dIHCFqc/QyafO2XOv6bDLdT47EHM4eF7ZEAo7jcXVWclWguq5nK1wcgzb/QL1/9yoXb9Jt/UlOX9LmLSXKljZvaz8CL+6eH8WdFx+1mnesJXAJXO4kWtAni8wiV8XHhiNPedVNuk/z4mFV6LgH9CQVumsz0OX+47Spm7Cwm/PJJuoJjimjQONKtwBC64dkV2odpL0ZrblsyzGcNN9s0dRNc8ry21szX9VLkWGuGOZJhCElHumBQODFpUBp1u5SJxLuYaIRzqgSc7DeEut5q5rzTTC4VHznhf0AgB+//l+c6p9qq2t3T2kVX1y70qi30lbtjiW+O5kKRjPFbzccJfRhY7wl8AIFChQoYMVYS+D1BcifGDYl14oQ+CmsQjyH+hLVqgkmfifQju7+qzuVlNYTA6lwyu2o5GucOuIewbnSH3VCj4om9KQVsWdenzVl3fqB7oBK63YLksYutaPq0vYZF9Z3mdy/X4+NMq/FIOF1YADhpB6nmFFZ6W9B05rzDOrAyQLKAmqbS0CIp2TF7AMtMZFFXBlMjgsnzPsDgKhSUfhzAPDW2ojmNQUQM/x1VSFw70sWwGVtkHfPAx5j8nozQcrR8nmnsT7QUB10YgaWWmp46OWWuWF4xGAGMrr6bRnGWwK3jc6Vx85BOOZ27MgT0EcqzzCgvNy/C5dsi+jobG+eI8mt7XqxARc+H0MI7PV/2zuzGEuus47/v7t3T/fsiyc24wmJFWMCM7FGiSMbZBIFGWSRRciAYmShSH6AByOBspCHCCQk8gLkCSkKIX6AECsQEvkhxjKWQCAcjRcSk4khywTb8bhnPNOenunuu1R9PFR1d9U537n9nVt1l7pzftJobtc9VeecWk5991uVenW/WID8N/J9ptsXkPXdzmVJU8DDQy+uPY/ccjz0gs67bUhxPu74skbIYfNQXO6ioQCjMtMSuA+9vcMTQ2koEixghT4LrsF1WTVYmGFh18OIHGHdwO7pVTdNL5ftsdjbugdIkDx1YxYXnSFOLqY9wKd6jw+9vTvzN8Pgh1J3LCguO0ZmrtK5baZZf83EbZ03ZN90ic7FvG46bgm2BQbAjP6ecpeM9ZP71W3vufmH258/eOA56/sr8VIpY5LoCv7cWZ/vmF22MCp1wTaZbQk8EAgEAk5mWgKPWnDqfU2JjgaOtgqaV1MNVwE1V998+bN9OF8JPMo6c0RwngvL9Up448cNYX9h38Zaci6yutVkX/sXRqIfto8puVqaqZpF+8TW0HcrvCvZDbbbmONkLAwp/jwq60cykaoDEi/NwhuTizQtpFs3oiTrvUGiG1+yvYkam5mOBkOSjzV0suHaCdN7wy2u3rn04+3PL/cPgcA42tgxfr3W3wep/uW31262cp+QZ0B7VtpOXBgNu0ot0ZXHpdeTG85sS+Aeiskip20cp7z0YxZVyiu3qXW+Ht342CI0+3ud2wkk9ppN81YxNHPyshuMAdOwKC3egJy4qphRUq8rHzezvYCPA+WL18vAp7xwhYNXAqVQ9Dpor43WoKvt2+eeUAcweSSuKnJPSvuK9RAcRotWo1h+Fh0+ATrKIwYjZjGkyiSx4pdtP83xnA2lz+bi3qK3rH/t9vcRGmapyTG9tYsYZMeB6dY4SbLqjgSCGbQnGUa1FZ1cbByW5SNR3WFqfsTFzd5k3k9b9PbXsPxyftFrrto6PIrcupdc8I7nfVpfz/cdLdo35JXb7WT9dKsdffSJU0/4da7kaq+T+7sG4Ho/r9Ixk1PthqlUchs3y+HGk8ADgUBgTpgxOW32yEoh/QWIgRkMIM6/zOWAoTg13uWbWftKxtta1+0HXHNIYVZHAjVDKIvalARYZLcPCTayKrw4BBYz8Ir6QGTMWzS0ph1Zv6wFg6zLKComNCsRX4NsrqZlSs+oYuM04MdAJ2OU3TgEWQyLgeWX3WMexubRRdkAbe4BAAAPmUlEQVRRmtlO4lUyp97yKuqOYg1lsxnllz9moCtsMy9EFNvb0tZCMqvxMtsSuIdiUq1bFBsqvfC9khvJhxx1X+fhPAJ01JgvKX3X6gvhdc5sDYh6X20/6ntF3UnBvl3nwnxiXU+wsF1tv3HlPRHK1Ylog7SEwuHS4u0qHmx6kpCjcIM2cZW+grz+idDGfI3KTEvgBLglR0OiawhFqp0VwA21X91RRXtnEKNhqs+kTGtlYKnpStCrZ389DDzUgBTb7pJFdcnJgbMHLOF4Jg0krprZbqT7pwSRx3Q5Zc+ncP3YzmdJmt9plz/wIsyfie5nREW9lqTWXetaX5mpYwdHbX330usRLty1++SfvvIzAIAHj/2H9d1qtOPHeqEvBwUd66zhB9fyofSXu4piuSURj1Eqn20JPBAIBAJOZloCb77p1r2ayavqm7ZnZ9SQAz5MD4TGur1votek3O+dxUtJ4qrugfx7TxIIO5fsYzKA/pI9I1NijWuCircGWRcs4dAHTwoz0dPmAckVaCcMfIvukGrmWW8Litz3hRVYJLBwie3zyIyGIUgOWnaAjpQUbKvv7qEC/qQecK4km/5Cv3myYalH9p4fj3te92g+cVVtM0Y8Yird3zjyDJqOXN83OjMtgY8jdmVSwSs+mjN1O2fYmwIvB2Rdph5xq6Rc1CbxUto8fO4L6ZBy9RpBf6ntxKPvstU/UrFgZzdSsQ2fF73SqVk8vcI2yUOvbuqxAPXi7dItS9GRxfyz9f7iwQ+8ImhTs5pFI3r7/ERlbcIus50Zyr6FmeBfShPLlIr/AnXDC8UsQQcArWuw9u8L6Xe3flVFGVdc3wRlplQPyAvFODALKERtiIU4yhxPovZl1Dfs87l5ML/NLOUGAGu3Nq3xSEUfOqvJRKIFYfDGyy9uynLh6tvyy033F9ashf2eg98X93Xx27f95/bnR57/LbHNTzZs3TgLSaZ6UQM14+0eCYt/PS2s3s/otgeRWxYeZ3j9TEvggUAgEHBTWQm8cyUv2jCGp0fNYqbuHCwkum7Jk0VL81r+mC7Pi0bXkMAdiZCKYr70JbVB57KdjChuJZFjWf/u5npatEKIRC2awleiSApYs2AGA4iVxTbal/M/J9Zv0pXJaq+m53E1v50B9Jdte0nUzo/HqDUwUSQf9m4reR7aq+Iu2/QXCCBCf9FIehUzFi/qClsX5dPf/sj25+vRMiRlzd7mhlUqTfLvblCEwYguU9LxdraPj7mRwAsvgtPIRIPpJkLy0bVPc5xFmMS4i9pqpopz8IqRutoMqZ85Xhx2K6Uxo9gS4NN3ecz2Au5T5kJsp9zm0Ueh4KAi43b2ozvkpLJjyedHfy60TjbyF9rzqxyPaJDVdeGF9CvGdesXiGIrMvSi0xZdoQW7jBSM48q3Jemny0dvsJwGM61CSX7C6c+UaYAbLPi9n7LGnFpaGb63N2Oo6KQ3jGJInVUWGw4Uap4tg2gu1HxYnwoXCJKH40U26MOl5ohbhHrPVCfZA2xsAn2zROKQBE7Z4Cvz+MBwVU5z3TDUrgOak7G4olMDDPYUs0p23rCDeSI7FXcK5XK1m6kQsphBPlHb7xbIurz2l5I5Zg2cklF0i0s/Z2cvWzud3+Gj73jBavP21orzmD8Z7FSW/5+Nm9ydCwyUEUv//oHP5v6+64lPWW36Ew6XH8auCzgRfRHA/QBWmPmd6baDAL4C4CSA8wAeYOYxpM23aV8ZkkR+zNDAvVaaLw/q2uNkAJCs+A7ijAp22IMaG6paGgg/3Rz5TFxk7/feHshh1GxHl1Kfbf17ny37RH8R+gFxfoGLG4mePus/Ly3q2/0r9PSt1YH7vsp+IZzH5lqU2AiWddfWtIMwAJiRxRvJ9t5+e1QLF3f2l2IYkoOy9eKSdPLXj7sXIzPaGQCi1k5v9a77nK+dyi/W9VqEX73jXG7b3Usvoam4ON/rHrdyeh9tXUXMwP91D++6PwD0ovy1SXq1n9C7n/yEMe5E2h7s4jrk0oF7ZOsdCc2r5EsA7jO2fRLAU8x8G4Cn0r8ngo++cZp9T1P/WXrfzuK1Bfr2UQ5O4GRqr+047r8ix3TbMZR+7RMiEhZAzeINyAUZgKKqdv1NpbtVp7My7bqAM/O/ArhsbP4ggEfTz48C+FDJ4yoHHz100SrpI6JVd49jLG5d8hg6GzM+c5nY9MahKC37mD72FmWTuD6dG6ioycyjp7IPODKj6sCPMfNr6ecLAI65GhLRwwAeBoATJ06M2N1oNDZYCF0nGBkjh1Z1z6kxSog6jk19cENpuGsl7bLqiaJV7nt7a1i4lLckSfrqSlCTz6MUxBctEBob+odQHTwlZdczVDtZFYSG1tXM/mNYN1pr7u92KwrST4uZ9Pbmt1+/o+CNOSKbpi5xTCSPCDuzJE6SwiNg5qHmMWb+PDOfYeYzR45M0eE1EAgE5oxRJfDXieg4M79GRMcBuE3HBaj1bA1STTAOAkDUtt9FUdsO2mFAlVSnuw9Oi2X7zV13d2J6odTXge4BoaHLdaqTbyKeiybQtCtTWXQu2eIpRaw+R9Niy5icjbmI6knwSdFfJRLZXyWSlF1KH6783VkFLAHgfCIu6stGzPq6bET3+RXZzkj/3b12L1dPsigCNi818M73/Ci3Lankvjur8QLMu/otzSuIGbgwkB6UHeIhhsTeiPkLNgd18ZjM+fB5V9/jZtSn9BsAHko/PwTg6+UMJ4+X7UpSdBUx5PjYJJT6c8lt1SeYxjxmkX2H7W9td/okj77NC9Ml0tVOuN5av/2itogi58J1TI3xt3AQkVZxLLVzrB5S/muxUIO28Cdkg6Xt4aHfV28e0xo29Yv3RJNZEdGXAdwL4DARvQLgMwD+DMBjRPQxAD8G8EB5QxqNRNdo6Bs7fm/d3rKuXVY3uLjiyBLVMOuFANdv8vvBk5O2PV/u5rNRJBtnI5Vq+5IPuyGRcpOsAA2pGLQXBXbXhuVz3b5e4jGGtGONWwQJLwVP4bDMzKrtN9lITyvPo70GAIyeMi2BxIcPPJv7+1DdzgC3GrvzAV/LPBAXhuUeVuByC+QxBAeNM+hn1xWFmeUUX8D7Sx5LIBAIBDyY6UhMX+qbhrvAPp1o01uCl5SX9UrYOFwHYsbC5fKzOllCAgsSpTDuupBStb9Hn/IWsIsvm2KjVEAjaWcXS2heYyuApAhxMxmPWVAZ0EmnratyEq+a4TFS6wvtGu55mAV/GQAZP4UG7eISnlkS0AerfFtkH2/LDmKqSJiAqDP6+N/WzGfHeiN2VW7enWTI5UvLPqlfJ13AWGL6I/BkiLuLvU0Ig1KruXyUnVKifGlf7Xhc25VRJbLuVNmHsu/CASRFf1Zqr5nW7qAet4f7oXZ/L8W6rn+trt1Lh24ewCGz1IS3qFSowWUclLC3F9kXkM6Gtt2wvkZtNyqVk8C7B5MhL1zMm9NrfftMLVwcoC+EN8dN4+IvCw9venNmBahhPrOm3nAg6AqldKwAwIb7qiX9ZtsWSbthdN89WBfyx7glkEIFcA3qPeRyegDwFqi0+m3TE8nZTuFhkrTh3OIVt/QnJvEO0vuG825BMY4wwWhPHbW+cW0Xy5XXll5N+r767nwe5o+f+ebIx7wWu4sNf/pnH9/+/LvPPWh9H3Hd+TLsG6H07XqEzUH+wZOk7y2f726msvcgcj+Ek05yVTkJPBAIBAIJYQEPBAKBihIW8EAgEKgoM72AL3YcuQ20ORq10QyO42mDOAoXahixnZe6TR1VUvBcFMHnoAUMfNrjua93if0OQWNTK3wPeDSVHDRYCNDpmcmGANRdFk+DmmOQTcr7h7drtqHI5aEvXh6fc2G1LWbY3NOwc6WPCvEEte5nzpzhs2fPTqy/QCAQmAeI6FlmPmNun2kJPBAIBAJuwgIeCAQCFSUs4IFAIFBRwgIeCAQCFSUs4IFAIFBRJuqFQkQXkaSfHSeHAVwacx+TJMxndpmnuQDzNZ95mgsA3MrMVkmziS7gk4CIzkruNlUlzGd2mae5APM1n3mayzCCCiUQCAQqSljAA4FAoKLM4wL++WkPoGTCfGaXeZoLMF/zmae5OJk7HXggEAjcKMyjBB4IBAI3BGEBDwQCgYpS6QWciL5IRCtE9GJm20EiepKI/jf9/8A0x6iFiH6KiJ4mou8S0X8T0SPp9qrOp0NE3yKi/0rn88fp9rcS0TNE9H0i+goRlZdbc8wQUZ2Inieix9O/qzyX80T0HSJ6gYjOptsqea8BABHtJ6KvEtH3iOgcEb23yvPRUukFHMCXANxnbPskgKeY+TYAT6V/V4EBgD9g5jsA3AXg94joDlR3Pl0A72PmUwBOA7iPiO4C8FkAf8HMbwdwBcDHpjhGXx4BcC7zd5XnAgC/xMynM/7SVb3XAOBzAL7JzLcDOIXkOlV5PjqYudL/AJwE8GLm75cAHE8/Hwfw0rTHOOK8vg7gA/MwHwCLAJ4D8B4k0XGNdPt7ATwx7fEp53ALkkXgfQAeR1IapJJzScd7HsBhY1sl7zUA+wD8CKlTRtXn4/Ov6hK4xDFmfi39fAHAsWkOZhSI6CSAdwF4BhWeT6pyeAHACoAnAfwAwCozD9ImrwC4eVrj8+QvAXwcO/XoD6G6cwGSsjL/TETPEtHD6baq3mtvBXARwN+kKq4vENEeVHc+auZxAd+Gk1dvpfwkiWgJwD8A+H1mvpr9rmrzYeaImU8jkV7fDeD2KQ9pJIjofgArzPzstMdSIvcw850AfgWJuu4Xs19W7F5rALgTwF8x87sAXIehLqnYfNTM4wL+OhEdB4D0/5Upj0cNETWRLN5/y8z/mG6u7Hy2YOZVAE8jUTPsJ6Ktoom3AHh1agPTczeAXyOi8wD+Hoka5XOo5lwAAMz8avr/CoCvIXnBVvVeewXAK8z8TPr3V5Es6FWdj5p5XMC/AeCh9PNDSHTJMw8REYC/BnCOmf8881VV53OEiPannxeQ6PPPIVnIfz1tVon5MPOnmPkWZj4J4DcB/AszfxQVnAsAENEeIlre+gzglwG8iIrea8x8AcDLRPSOdNP7AXwXFZ2PD5WOxCSiLwO4F0nqyNcBfAbAPwF4DMAJJKlrH2Dmy9MaoxYiugfAvwH4Dnb0rH+ERA9exfn8PIBHAdSRCAqPMfOfENFPI5FiDwJ4HsCDzNyd3kj9IKJ7AfwhM99f1bmk4/5a+mcDwN8x858S0SFU8F4DACI6DeALAFoAfgjgd5Ded6jgfLRUegEPBAKBG5l5VKEEAoHADUFYwAOBQKCihAU8EAgEKkpYwAOBQKCihAU8EAgEKkpYwAOBQKCihAU8EAgEKsr/AxJbgPGg3F13AAAAAElFTkSuQmCC\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "72/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 48.16it/s, init loss: 20216.9408, avg. loss [96-100]: 19134.7820]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [8.6489 9.2026]\n", - "k_scale 0.1752\n", - "noise 0.0184\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "73/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 49.46it/s, init loss: 20218.2959, avg. loss [96-100]: 19083.7845]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [6.2763 5.8994]\n", - "k_scale 0.1887\n", - "noise 0.0173\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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CW8KZJEa/NEQ9acoWGjZ9MpFHZdyVJDp1a13wQo55Wn235UKUmlCqm4LYbN/PlMRyUro7afEGAM6pgoLhmtIbkeFLYvvpZADfJSIG8Elm/hSANcy8P/j9AIA10olEdA2AawBg8+bNyXqXNKTaIry5bVhIukvJ7UrVT2agV2ch76IovamSaJq2G4RSIemRBGnZT+g+mIW+3aodRVeu0o0CkCXjBkLn144czapbUXRiLIh0kjODDj1prs05NOaZOiel3WSpqLsSnrYpUXNTm5vzsHDU/AzbKanbLuDPYea9RLQawPeI6OHwj8zMweKuIVjsPwUA27dvd2ZjBwcHh4xgtYAz897g/4eI6BsAngngIBGtY+b9RLQOwKGsOydJfLF6WFUykyQbSTJuBO20IikWAvL6buI5Yda9BrwiMGtIlNsKBEKoetPt1+mLQUalgNZX9WxBTSaPUnYJokQukVklec7CNXm6BhLC8K0g9KfRbzWhM9dqsR5F0coWNhxpLGB43ia1l/J+kaq3bwVKH8W553kt7wJnV1dlRbMP5I83x5c9FqkHSrkyPvLK6yNlM5UCgGtb6o+KeUeQiAaJaLjxN4CXALgfwDcBXBVUuwrAjZn0aB6k9s01wXLRUdvvyuARW/1nCp1hVwbTZGx36NS92CYFSdufNP7iaZ+3LeFWKp/2BLYssR3RDdnQllpuaHq2pgucfYXsXA5tJPA1AL4RPIA8gC8z838R0S8AfJ2IrgawE8CVmfUqDpWKaAMQiXqqVV0fGxfJNs9ktPIxbjfCfUw42VWJjGu+7psrSI2qdJcJpI9MmyhCbUC5nLWB0AhLXbI2xrUa0KdI5Y3nkjRxQRiav3iXCRuG2IR2JD4RaWrVZCa7D+Loy85SKnUo8UiLmHcBZ+YnAJwrlB8BcEk7OuXg4ODgMD+6OxLTRE7T+C0ErlR1C38Weumsddtp3LMkDuwk/bPR+0LXV4qkRiZ94wKruKzrqZ4Kks5Y5HyOuW8bCX5oUEwmIdHTau339ennTsR43yjeHFwu6yne0kj4pmbTerVo5GzpLgdA82jzz9is2Ykef90gOIEjW9htgxdoc9PdXCjtIKfpVSRJZJG6KYtrdrA/XYWU922bTEK6ZtepQHoZAjWAyee7m9HdC3g7kMRw127pux1tIHtyo64jADOhV/rZRUgdFNUBWPclZSCPfK5luaFeKS95fmU3tt2tQmkHJLcnyy1fI2TY2pjZqZdAldSYReMXS6RSFuBqDQzAyzKU3hYxZEvhEG42hKJTLtd6hqKkEq9tdvYM4Q3VM8X4caqUOJgMiUB03CTDYtLxsZl/0jWD+RcJ2Te5CGf8zuXG7fQ3xAAY+OKVH4uen3lschQn3wLejdvQJDkVJSjcLO2w4gOAH/LLz5nSc2WNatU8Dm3Q36aBygnClpHE1S2r5Y+Mz6Bqc9HzjqTjimOfAYUBMI7HJKzL5smpeh+EhBBdgxibkOqlduAZg+BCdMwHdjGmEgSLf/i1X4gcz1TyGKSocMcMzLZxmT35VCjduIA7mHEyPC/TDqFNH+JFDdt4joJAPJbSEtlX0D/Y7Z6+J98CngQWgQa2QRjt6IuxvANJFYy6U8u63aRj7STacddpxrJjmeF7FKY7lHXbdqCTWgfejk9anGdBOCemEIreVs8AMRFCmNrUtKgDPDOjFfuKntiLCenm2WZdX1AFNMijPFWVQvL0lAM2spMfGhQLKi2sSB4FaGMXu5BFwrUFLxKDKocKeU1Xy0uHW359TdS0BKAm5HjUMr5LqNb0e4rT5YevKXhyAOYQedvEKSbcdPATc39fvvEtqa5lAueiY1Y8od/LB9/w+UTXXJPT38Ws4CRwBwcHhx5F70ngsR4jQiCPlK4sieQXkr6or0GYFJIkfD9dME7SbaiFVOUL6b4kCdOfnjFK4d7SJc16o2YaUxtDnUkKVkPX2xFKLwaVJPXGCY9drRHibtHXDnil+MeOA9DHmJmT0zG3ApFrRi/nimCMTkh8dvnaP24eSGOb4F2a3MCa+FoaBfr368/Vy9dwwcsemjt+RvEE+jx9XlUZ2CtMt/vKq6LXg4+t1j2NR3dL4N2oY5OiIduBjO89laonLVF+Gj19xrr7tiCJF1GKJCVJ7q4tz1tvJFl5q/XaASl5lyGkyq9GVWTS4g0AeelxS9fLcNntbgk8qV+nKln1ghVfcH0SCaViqDdbJsAHQBvWRgtEV7WU/rWVqvwsVCmKGSxQvWqSWsMfP8V9p0Z4J0SwHh86MQF/zfJImTdTwfSGIbl+rXnd/tkl+oIQSOCtQiQqa1DUhvz+kyT7TQ2b9zYpjcOypa33JwHKmcT926O7JXAHBwcHByO6WwKXYCK4sg3qyOXMX+95pCgp2s/o5WC8iOD9IOkqVXKkOAkoQ5pbSX8uelkUi2aOZ+F+JI8I7ezAg0SkC55HAuRJ3Qtj7tzB/thz56DqtVuMXG1A8gQyoXg86uHEgh65srwf8BnF/WNzZbRuDdj3wQcPRy9YrepJHpiTqVZCdRvJVTJNbC2hr2TuY5Y2Ej+Gg2Ye/HRmGWrC2R58nF08EimrsIdvTm7T6r28xbb1NnsNSYjlbRMdx5XPg7R6V9uEykk4Kzrhd72gCR3S3kvGnDRpx1Y827iItc6j3gtkWO3ooygQiPXk5+jloypNafEGZN12QUiIefLowNOCkUwPLr0IQgLdCCrVOk9DyUIySaVHFhJZmK5Xq8qTNi/sFtrgqaAnjjDQ1io7h7jEEZG6jb8tn60qnZvDx5WdRpynSXhHUavJr77hfG9sKnJcWb/M3I4tOmXAtRlzz9P6ExeynxmC9/em3R+JFD/v5R+wOr28AvBL0q6L8NnN/zN3dNNU99AJ9J4E7uDg4OAAYLFL4AuJJO5vEpMeB/RmMUiij6Rtp4AUiZB9HzObotJf6diYvo0dGAAzwx9r6l6NjIymfqdNYBvue0M3bRNpqJ4LiPp7thjvMNQdFzNbJ43mw1E9ae7IUdSedqp12yLSJlGYD/16MolMoM7huKQYYs5KfV5dfvo7IscHf2uNxn1SGmXNbZDB+OOrvh0pe3rfDuSIcadMdjkvPnjwEpRZSd2WYSi9k8C7FRm/LOriDci609S67R7Vs6ZdnNKcT7YfogVEL+jPTRCJqwQ9tlSWo3TPRl28AYBbNp/q6L0FPC0BfYqUX2nJ77M2LvYyIVQv990aaYylpkVdKE+djHkxoQPzyiRBeym5XlpBd6tQErgNWUsIvq+7HMa8AJFQ8apsHKzDItChqhu7eDoF0U1g2FRd9Bok/1kj3A4ljFcQDZmqQSwnqITSSn42Ie+NpmyCVWLmCimBSWFCsGYl+X4Ku0aVArN7athlkMsGtU0SlZVpjLI0PBLp7530fou86DELo5Rtvs1YlasTuQ17+tifunF/tODA77e1L70ngTs4ODg4AOh2CdwEW6ksZ8ggniVKdYOYSmMKZj1TDpA+i4x6PgG5VSNK0wyMjadrp1uQz+u7q4JgNCzJgUWALhm3DQmkfRV8bCxyTKtHDDWVXSE1XPYsVAfCGDFk+4im4oqTgm13yuouzBSUlxIHXrwucuwXoDt+G+K+/nDZrshxUuPlu375OqWkPbvhBnpPAjc8cFGnmnJyaNcU2rANxGmhcct6UtN6276whkllbBrfjAOLbGFrVF1wI1saYi+pnmHBFMst71003iaoawvr592Gd8SXGKWkGD/BOCmVxTAQaSUVlmrr9WopM/+E0ZsSuATfb11n15AgQq5x/rTwiRZdtZKR/PBUNIgjjnQ/EtiSUHI/dsU5keOJjYaFWZlzm46uMctyR0K0soZgIQBgC/2rGLST8IVOTGMQRl4YT3VxtNXRGlz4aKBfd7ecndXGTdwhHD6SjH1Q1d9nEHYe6VfMosyCHtrqHk0wSfuS6+pwU8I9cNkG6yamNtjtWs4v1efJt6d0SbpAzffh68efKZ4/UpzEjw+ldBGNQe9J4A4ODg4OALpdAs/lrLdyDLSsi5MInNoBrtU0ClUiwFuzOlqvWBClUfZ9YNfeedt55J2r4ZcUnXwNGHxcl1inzoha0h85ox9emXH6J3XvmNxZpzUv99CjYtu5VSOafzkzA0rKr9pkdCcCND1y4lK9ZQJCvE53rkOsPwdJb5vL1evaBNNIboDSeXEUDtIOR/Dw0PTd89FCqP0K1TeljRMhkIBxrWxHN2HbxJa12vs+vtkHF2RSbq8aLX/3JTegLx8dj5lq68vhrqnlon93lkE7ErpaAk+ih1soDWha33CZtMSg95U+UEJVvyS94ELTntxHv2hBDJagj23Rp1rYJ4xIE5TULptHxsjaJpB6ntuea3s9YZ6JizcgviPq4m0qA+qZdvRLKjEihhVIKs/SVb27JfAsIEkOCSWROQTSc3iR4qkZOYmvQHCUSmcboLb9rLm/919kokmVfWMnz1T8VmPe8T0vbhLgb/rmqPZ7fsN6Q9MZ+OWGJDjyYiRl4dlqYyzpXlt9/q2gHSHuIftBkkQLSedfZGfg+/X5bEN+ZtgJa/aAcgUYUOZwmwJxipZ5L+6cjT6vAtWPN+X1tIIPzBreAQVjU5Z0xi2gqyVwBwcHBwczek8C9wy+o14HfL4D0MpmSixCXTfNh6IERd6qlaIumI9H/X0B4OAl0S/56h/rEm9alHblQYr7EoPhl4QtHjEmz2pK6w+ftQTwgcKBsA5zBPCBPiUD28YvPaZfb9VyYM3KSJlX84HHdup1maOSX0zaNOoPSTYNe0kX8YpwparvEvo8QCIv63ZIkncWftwWErcY0ZqoDWBmJNrO//nWa/BXV9yQ6rL7K811YMfYcrAgD0+V8yDFPTHLTUbvSeBdqIMU9b4Z64LTQl28AZm8x1RXnCm2s0caC0PQS6tjtOB+4JbolX5aoYfvpVxNr84MQ1q865CI07Jrt/cW8IVGxnPWz+uPwDcY/DWdumRdAbAAnDpz4FyXvdRpSM46RbjVBkKzxU4WJtr+K+nuOS+8OKZhrIpBO51Hd6tQUoQmxyJBrkNveYgvWwr+CHDz9L9Eji/f9Fa56QvOjBwfPUs3cIxeVA+jLi9plk2tN4bNwF8eNQ7lD7U5b2EMjj/vFK1s2QO62igLhImcjIEilSogGTaloBDtbQ2Obeeh2ock2Y7UtgPVCwvXoFC0IUnnAvUsQWq0qpfwdU+ZE1SDmqVHNWAGuGnvP0aOLxu5RqvjD+oS9Jab6/Ph8ddF539uWhYqXjt4WCsrrXsycnzvrk1anZsnnipebyFgvUISUY6I7iaibwXHpxDR7UT0GBF9jYgWbtVwcHBwOAmR5JP8VgAPAWjIhX8H4MPM/FUi+mcAVwP4RMb9awvUwAljkAIReFkohNZkKGXG5VuvbakvR59aE320UQMwFJKAqoBM6gD07Yx+O6sZey1xhQAQyqsUadAHKuujUtrE2cCaW6PT6uBFy8AKRwVVGasfkdvzljTHnNMGWeU8PWiHSJfKmduSH9TYJ7VtA9RcktaqkQRBcCrmpP7w+Y1gpTTc4xKRltpHZly+6g+V04LxCo3bsdOKYqIG1OwzKx3zo8Fqj1X6wTtOU2qVwAxMoBlctmdGDtqRUKl60N/bDmfkIaKNAF4G4DPBMQF4IYB/C6pcD+BVmfWqFXQgoUNaA6pIFGXSymjl9kEK0vwQfdUNTeukPoa2hdkjJCDRFm9TWRoYFzbbYJweMcjJqeDmr5dR49Fj2yAr6VwY+mj7LkmLNwAINhgplmAgr3u2mBZl7baFep6QfT4427KsNdhK4P8A4B0AhoPjlQCOM3NDZNkDQGSSIaJrAFwDAJs3b269pyqkSDy1TMiO3THkPEyftTZSdOgCScuUfaBHXsgRUTNEpxfGpXqE3K5mX2fWJZNMDzw3OubLHpDreVs3Ro7VXJEAYvN+hnXgPDFR/yApuylvyTCsYbJx2FI0aGRYCSI+VX1zzLnSmCQKdc8K0jsX/i2MDvYvPxUdu00X7NPqfOXMr2Ta5gUjewAAP9zXPuIqCfPOTCK6AsAhZr6zlQaY+VPMvJ2Zt69ataqVSzg4ODg4CLCRwJ8N4BVE9FIAfajrwD8CYBkR5QMpfCOA+VmWOo12Z+oOQ9GfTkgEr0oAACAASURBVFywSdN1Ln+4hmNnRSURLvlGNch88ltpf0722RbQf/ZRLQ0a14Cx0aiE2rdbD/jp3yW3w8SoDik6WjCqK+zGff8lq5WS1YDPWLpD1bUz+veeUMp84PEm+f4cLa8fPdefnJJ5sIcGowVx4fVhyTqOFlVK4GELC2mdhgbt+edNbpFSvU4EP/WVWlbrzD5ls/4uPTIL9oDjpzepBKZWA/B0r5P9t63Huot0KTwJ7p9ueqM8emIEviD7evDBGXJ922BeCZyZ/29m3sjMWwH8FoBbmfkNAL4PoJF+4ioAN2bduU4lDTBCnXAJEs1KrmcirYeRUV9tQ6iSYLJIOSzFMingx9CObXCQSJplelzSQiaW2ak1MtcFJ9H7pikTkOhe0uj+k9yjdXcs25HKTEFf6jthmBJc03+YFrKZmJgDq8o8lxZvc7m0Vomnt4Q0fuDvBPBVIno/gLsBfDabLoUwo5PfN6CVe54e6GKgr9RJferH/vhE83INCe1QiMQmRh9ri0qLGZYKx5I9qtnToorwZGknssXxp9VACp3nsvvT60TDUjSfmIipKaBVQitpVxf7Ydd/0ygWYnaK1G5qXROSpFRTYWszMDwDjqFPUHHsqc2xK42a59T3X/j3Sol6DIzt1smpbhw/17ovEgp5H5OT7XuGiVYFZv4BgB8Efz8BQE5D4eDg4ODQdnR3JGYSgipbNzLmucQB0eLo+eUzN8iWc99H8YlDdn0SUFmvULrWzPdXOKj6KgP5UF4EjhFi33jubZHjf9+RTpJIgv7dil6cGDObVGlL7/zEJgY8YGKLkvSiytj2Zb2d2plNryb6xYMt93c+ROZLLqfPKUKyeSolhFBjE/r77d3sOkEDYCKukjxRfL/llG48slxTmRUPjYMJqKzSPYoKJ+x2cof3RZ3kfAYerUQDJgj9WJUzZDueB/vHlojuhRNH+rHgfuALhk7p/CDo6ExuTxnkGmwZveGqrMFaV2/SYWbsM54KaX3ILf2hE/lId8KHvVNtG4y5Qr7hzJuxDc6RYD63vX7g3b2A9wpELgpdj+fb2Tjiy8NVDBl1pPI86XpWSdUonZuoi5bqS1PfbWEi/NLaSZktfrGTQnWKxEt0PEh5TXUOmK43UGidjlYyb3QRY3GXq1ASIlHm6xSYOm+jVlZVeLUPPsO0wihbZT/FV/+cSeuX4JVb7sfSfDQP5c+OnwqsPhgpu71/q3Zu8dF+rZ3GpYSANqtQ/uPn6gaswlHz8zv46yNa2cg9zTB7b3BAPM+fnJKZ61QDGpmzF4qp7DJGxwJxpHyV6liYguISQHsXK1VAdSoQslbFYf+z403xXKwv4mu274+Uf+OcL1m3saO6LHK8v7xMq3NEyFC/UOjuBTyv8zlI7GxzsI18U1A5d1si5sOdlyleBGCgFJ2KBT2oEN4sUFJ4S5gY5bWKdOwDAKGyXClnID81/4v+H9s/jYFclG2vJqherxh8AL5auBGYqhbw6p/+X/O2Yw0C+vdE9flMjNmRdGx3E5ubX4qlB5eDJNFoalpbjLhW0zw/4hIpR+Zc8PeCeYf0CtR3UdL95/P6+x1zydnlavQ1kCvP/87fM7sEvqK28MDoo+g78qvyGs0V8GmDe1BlD/9zrMki6gfvZxjlck4rA4DCYBn+wahEwyeLDrxj5PcpaWtNiRH0ekKZqB9OwHsiQF28gWSq24F8BnktIw0JRRkHPIiLN7BwVAoOUdjq+RNd066auniby+R1IK85nNu/syRc0na9sEFXL+Bp0Y6AH2vda4ZfWSM6FGiqk1ulUt2b2zGcLbafsVXLOC9s5ksPJH4wnW/9PrQhuEeE4UNcs02gc5J9r7tbhSJApdeMA0/IOuIkOs0dL5f0bvPPkpqq/gCQOyD3vX9XtHx6o3llft1v/HDu72tW/ExuO4NJ/HcX/nvz4ML6/35jW5MOZ+snPiieN7grh5zqKWmpbagNBoEvg/r9n/D0N7hfUFO1Cp6Z1bb9lI9ZNaTgG3VemSIIbWw1MclDIu2YAmwk6VZK0GBLN2F6ZyTJOsE7qp17dAwzvxYlvdt5mfk5KGYdAMC/nhVNrvJIKHdlGKtz0ZMN7MZdjUUtgTs4ODgsZvScBB4HLUCHqOUt3hO/7YELhCCTQqgRANPz61FK+3QCqDrdaUvdWVCcXjiEHDHu2930vrnmueeiKtxMuebhS/dfGCkrPZbQ4KeNb/QZLn207r1THm6O76EXbQBVfaz6wX50BJac1yJsEjrYZnw3ScaSJ0nOk2lrtRgITye5alwrS7uUEMA0/bRNLTsj3PamT2GoWAEQJSp7xGDSKS8C+bWr7yCJvlqqa2skkfTa9cVbgBgAILQtEj0J5wq63IGc7LeqlpeTJFZN4O5bU/qeE/ooLd4AUMxJzuVSUZIPq6LaMLhespAgOs2C0zEf8HYkmEibyCJFBLT1uIkJTvRnaEzerRTXF2+hWkpOMc2jUkjeYDxX0nB1CZlV+1FN4CdqS0501inaNfc/R5IQYzwx8tErEICcZUhv5TQ9VPc1T70rcvyWlT81nr9+w/y0mLfvPEUrKxvi7iuGhXhbQU/42iryYlY0Qq4SbXsqRvdfGwr/Zp62PBR9lpI+lqfldjRSqcBPOawL9/rsacFIckFoV6JuW6jSbVJDuMXiLPq0m/T+Fv7vm26td3L/xc3nUOur96MyPH9/xrnfsGhGKYoryBsX13KIvXDbijrB3WNHV86V+VXzc/Vm2+dN19USuIODg4ODGV0tgfOsOQSWSlFJyBTg462JRvDxsRM49uxoJOXM6lqiT1nxsB7D63XIpU+VrgmMbYXovZ+aB56o2vpdzY/R2oDG9fDS4XtRELaSFfZw4cWPRcrefs+btXq1Pmg6pf59uTrx1brWA3wmTlci505dguH7o7sJ/8ldaAta1N12K1Q6ZmYGyqGdaakoqyklwi+T5B7nbRPgyFl5IEcojoUKxwjsMaafLuQPtIRvEYvwi7Gt8OFhSAk5luKSRBws6aRzGapQTjoJnCQfuyQcJbZJGSROEYmjRFj5ywZnc8lFVk6wKp4unGv3i9SGtHibykuFsl7RpHqVXirlksb3zjKxRqIkBlq1dHaZrJM8xDSe7nwB6mJtnR0oCSRXRyFRMaDbQiYMQkvOMqlCTni5TcE9+i3K4y3O5wy/810tgcdBooTNFOX6g/Nmmg8wP2E/8oXzx8TyR17x3pa6I+m143DhlidbakfCrTvOnL9SDP7mzdfjz+/7jWjhHTrHRAP9e/UP2PS25kdgfKt+zpo77LdA+a2b4O+J2hL8svCRCRDWjfNU3YYRDr0no16cZd1vEl6R+RbDOBplC08ZUV8d02a7+Yb6Hz2I8QvE/Ojz4oIf/y4A4M5f/0SkfIbtdqPP6n8CO6or568owMsHMQwK2m0GP+kkcAcHB4fFgu6WwJMkJZYs/gZMjQgE65LWgoHcjJ3UXVaIdso7lmBw6wlD7Sae3Hs6mPV0YERDOGXDr6zalnBiXzSaDTSIJeseavl6SdBHqj2C8a/nfS5SMn1OAW/84p9aX7O4p6mPjUtkYYXpGXgrV0SK/IOHsheXTNKqOq9tmQjj3gdVqrd9d+ISNSxy9CkUy0f8Elblou/sivwEqsIyyQx4IffaUqkCSTfSZj2Bk8ABmINr0uiqLMmapMU7rrxlsOjL1yHoY9Fv8NldMLRhveoYGVsaLGSSiK6Dfs/S4g1Iw7Mw47W4F3DJHpYmu4sxnsDu7R/Mt54U2aNBsdzMYp0dckLb7SL/y+Xnlxyl4CcxWQYgG8W6Db0i7aYlvlKrWZaZric5BQyoRDwGeLaZR1JCWhuyJLrrbhVKApgIdGrrolvl/Re1TsYuuQqqqpMw7mvRYCnhGZvvt66rqU9S4nlb7hLLmTkiZTIzfrjT3uD5klf/XCz/7jfic2VX1+rS+8GLZEPVyD0ejl68LlK24pbsDLxABskYpLD3pEiibrRF+L6SRotKJFtq/RVLxKVsZln0a1w6Dpikp03rD2ply9bvjhY8dqFW5/zSXvF6WcMfkI2bWWFxS+AObcN73vMeXHvttXOucsyMa6+9Fp//hwwpAh0cHGKxaCRwDA3q2T08wtR6i/xeMQjTVSahHgF097vtxRmTS6uIH+04LXJMYGyU+DMFrFDoV+8tl+DvOCNSlqNBPGfL3ZGy/fvOMBpV161/FEB9sT627+P46KdHwZPX40PvG8Hb3j2Kj37mOF77xmWaZC6hBuCqlT/Ryst+DrOvjE7LasXDD//7vNjrVYdrosrswHMBqkZ/OPz0TTjzA7v1yiaIyUOzk6p4Vt/2q0E0QEB5a4Ii8ZoyBqltmV0g9WsCsDe4qvA8XQIfm0Bt0yqlg4zKYLReYVIf61f/r1tRKAmUzajh3l2bok1jrebP7UHm+Ok1LJoFXMzsbcpIqqV7gmyDUOevVM9wrqTnkhZvgrzBsg3asYWUgaQmGDZtjKpEhA+9dxnAVXz0M8fx0c8cBwC85U3L8Lq/HNHTtImQ6xQFPVW+oDwIH/re0dSkZAcpZbvxNH2wpHJmu6do8xFMer4pwUnmxlZLpkZx/ZTGEfpjlBZvAKgJHglSMI60eBNYe8fyqMpeKFa9RP0mFYeGwULrtjAV3b2Ax7kGthi2vHS3j8PnRh8ylfV2+g7pZZ7gONF3qN6PqTPsjCcqVueKGFy3M1KmSt6tYMl6JVxckb7TgojwofeNzC3eAPCh942AiOCtfXTe8+/alUxP/+j/vnbu77P/6sPa71NbLMnMAkw8c0vkeOin5vOrh0djr8VB4mRvWLGvVKuyoU41rEoLaLlSP7dVSX9mVta8qu6Gs2WwEq1KhZQ0DEStu0oKqAYS+cBoew2Pa3IzOO5H730W5rG466Xvn/v76d/532Kd0qaxSL2s4XTgDi2BmfG2d0cXtre9e7RzFKwODg6gTr5w27dv5zvuuMO6/qWDv2cdZOAtW6qVPfnGreBi9BtVXuprn63CMZITjTJQHG8e1mJ2PqoE/otLPoshJTkwB/+FcfPUCtSE7yiBsSanBwJtkrlZI7hzVtf5ERircrp65Hlbo9Lyvr3rjddtUNkyM6558xA+89kpXH31AN77niX46/ecwGc/O4U3XT2AT316IrItP77/LM0P/YmqeQcV5q64bu9lKAuh0LUq4ZH/bu5UpjabJWiqRNsqjnoaRwWVazjl04+L54clcCqWjCoHb0lUAo/VWdvCJn1aq9czXJMGBLtRVVBZlIrm91MkG9Gl8OrmVVrZ4fMH9EsCGDrQ7Otz/+qnUFUWv7/8ZyiS3s8qE26fie74cvDxrP6oHYS0K9Yx6+fwkdHnzx3ftm8raqJBjJHPRe97YqqoXXUwX8Tdr3qncL4ZRHQnM29Xy7tchRITZKBMEFHnVxQGOUmWaFt9t6BPUxfvRjvqAi4t3vWmpIQQdh9bSecnXU9N3ADUjZUmI2bzb8KSJd7c4k1EeO97lgAAlizx9AVO0LVLpohGT8OQFm8AyCmc7KJeXL9cvf/CfXNR3uKzahw8CQJcrPXiCd5PsR3JPmFKvWlRIi3eAJAX3k9ZaJJRUuwy8uLduILaln7VyWpr6lYJ3b2Ax8BbEU1UOvW01ghwkiAXrMmzIdfyX3/JvYmu8VjFXooa9JoPuiGVjvn6Izvu23naPDCrj9ELleOGp8l8ePvbhyMvemMRt13gjvl6cNBqYYdgi6EnzVP5gb+9NnJ85vt0HToA1LasE8tx5GjL/UqNLKTupNebnqnPtpC0ngmJlaIX57Ur4E1HF7PDF5tJzrJGTVlcvRgBqeQls7F0Ck4H7tAyrOlFHRwc2oKelcDHLorqtI6dSWDFT6+8zE9NUTAbFvRPm9B4U364Yxv6vTK+8owoWROQnatQHHwGZri1xzhaGcL77n9F9HoAbAbtmuXm357YE5VkN+UG2rK4V5/WVM0U75KpBgBg6yc/GDkuGchvyiuiPtHFH90PqvmgYuhZNnzCE5Cn9Szmk9bj0hhaUObS2JQ203IzS8Tcpgyg2tes/e8/eQaqtei8v+ZVelyBCatzY9hRidrNTi8cN9QGtvUdmvv7f3LbYkxznRViFs0sVBdvANmPpcETatrvzGItIV0SGOnk7Cdgr0rm1As8Kj0MaVaIiamFuurinRRp3ptu4v/q7gXcMCKq32pamMhl0vjn+IIRRwzOaQsplF3baVA1sC2aylVIBlmpj0WSWQuLCmWtRGxU/0EqEoI4TJnPHQAky0S0UJiqyIKUZKyXYHpHqklDsCOwpuxqCV2tQqFTNmplJ86K2btbojAWfSADQgL2qbXp2thZq+CcTTphzrnK8QOPXZg5180SbwaXnvJgpOyDD12aaRv/PWXOEPT8AdkdL4w1ebPBcioUTPGn628x1rtqzx/M/V05r04x0HebWZXSQHUYUAd9881dRm/bbahUdP+KfIzxXFKhxKlcMsDLv/0WAMC9r/mI9tvKmPnWwOPVZbi4L0pV8fmxbYn6MFuJLqmlYnuT5c77aSGiPiL6ORHdS0QPENF7g/JTiOh2InqMiL5GRAunR3BwcHA4CWEjgc8CeCEzTxBRAcCPiegmAG8D8GFm/ioR/TOAqwF8Iu5CSTG7ekhTVk2uIpFUpHgUKK/QivV6o7rX98wKAAz0HWu9rxIO74u67f1oeo3mupQHwKLfdjp8WaHQLPsrtXZm/Rxa1XkfqCwRNVwefDxQjgZnPFxmvGRget5rHq31a/3ZkBsX9ZUzfh5nrY1SifoVwi4vujNgj8EKl0pt2EfpYNS/3JtRn4w9aFgnUgNQD3QRiKoWFJY8JR1pd3pGa3vVd3bg8Eu3ipeYWRGua/+GVODjwlLUQHnX7LDVuZcMPoq8kqj70qc9jOlaAW988Hf0tqpRQ1mp0N5dx7wSONfR2H8Ugn+MugvxvwXl1wN4Vfa9EyaWKUO1VCjN1SRBOyoMu6F+T2CTE0+XAmfsumMK4pH0dlJd6SORxmBp6rcURCTdt52pymxs6hP8cr2CoNv2xa+MRcsAWyYfNhlpe9V4a4tEenFLPnGvZmePMsTsGMu1doR3RCpTF+8G+nO6yk0aDnmIOqwDJ6IcgDsBnAbg4wAeB3CcmRtv0R4AYiQNEV0D4BoA2Lw520QDKqpKBC4BicYqF4p8zkvJ7O6rRyM++P5mYMiOPXLwx2CSzOMGPH1zk5DqQEyIO9d0/d5obUnq9rPEMT8qga/OAavWR20E/5Mx4VZa1J55NgAg/7MH9B/Tuf90F+Iy28chCPjRKGmL6bSppbHoojm1Sn+XRu42923JW6NEbkf26ba080oTWLl+T6Tskd3rsUeRC+Ie8xnLm8azO/duEuuUq3n0tTF9oNUqw8w1Zj4PwEYAzwRwlm0DzPwpZt7OzNtXrdJ5DxwcHBwcWkMiLxRmPk5E3wdwEYBlRJQPpPCNADqToygGSx+LHh87g8wJiwXMrGz+7U3r2+rxU2qAB2z9p3BgyNsxkJ/Fd176saTdnRdhWtmzC6RtyStBUMn6XFRs8Bl4WLnWoDejCVRTAjtXzUjpwxGSqaQ4ruh6ZphwYHdUMvJQMrTdOsbPLusxNz6QS5kunEoxiRB6DUlUPSohlb3ewArlbWswsD+qkhzYX+dIOfrUZpKKviO6Ym7vlRVwAdj21b+Jnp97E26++FNaF+9T5t/OygpN1XhW0UwlfMHSJg30A4fXiMNYqXqo1tQJmJ0KxcYLZRURLQv+7gfwYgAPAfg+gNcF1a4CcGNmvWpACKQgg45MLBcWb2NCUaVYnNKG0Zqq2r3MOSGRqnH3qnQoiT5V2vbJp4uM+oar2hgJ5HI5gaxdEFES/3W/IlxT+oALz9E3fehtSJlMSXd7wHc6NdLo+aXxMagePZVCXbqcgbpbElTESErJfmN4hBXFN9w8DO0NlrORwNcBuD7Qg3sAvs7M3yKiBwF8lYjeD+BuAJ/NrFcBSnc/oZWtHjfr0Y88bf6ExZVlAOejs2FgX3p99ZTyQFeRPrSXDhzF7bN6qqu9lahv+9ZCfAIBG7z+tNsjxx95+EVaHU8wEpgmrIq+GGtRhaOr4dNKrd/P/lrdr/v0wvyp5LwCw28xF8GBi/ux+aYx8TcOkTB5w4L3gu+3MW1tm5GFodX2GtLinCQZ8wIM8q8qIwCA54Zc1D4zdk7nO2LAvAs4M/8SwPlC+ROo68MdHBwcHBYAXR2JWRvTExrg5/cDngfaHv0K+gUPyx+JejosfRzYcYUu8bYaGVs45oluiEa1jAXyqGkS957qcm075/MRTTVydmHamIvx+D7VKn6mVi8pNpSaUshsAlG3IpD8eGAxT2da2HZLmwNxjzCsRC/kjWOeSJrsFmThF94hd8nSidbfs48euThyXEAVbxn5RaRslXcEv5hdGSk7JV9/7/aFHu15fTs1fv3/GjgHZYFUzmfg6MT80cGtoru5UEyQWNIkn9KMfehNPuRG33Kra+qQdHGyXrtX/I9t6PgXGJYd6p0xd4hDRZBdpRAT6b2TkqNIi7fp/CzRmwt4Gghrv5RRJ626TSKzstUvtwOSAVUODjIYibXzbevZwzQ8Uj+nhcQWvpSmTepOgi5yGqm6V42Yaftt65kilRkYIDU+KuFcA+8Z8l537YyynBZdrUKJQ+7J/ZFj/0zdWR8ABnfrL/X4NsWlbTVgWj4G9tp9Qu+ZjbZ/D3RDIqBnwMkiA70NLhzQDcIAsK8qZ0CZCekijtR043AjQ8lKIYvO2rxsDFRxtCbnPpSwNsjHCQAv/sG12u97bpWN2/07ipg+NeqW1rdTDjTRIi/vUZ0x54G6+GSdTScLaOnuYugww3WTZJX3fdlgaTEexV/tA6+Izsmjz1ipV2Rofd/w1fpyNnZqVI922ZvtecJzhsjLNPBNeeIyQM8u4N2Gjz/5/MjxWcsO4Ad3XBUpu2LFPchr3hslDFMGyW8VHPaj7SzzaljlRV/CGjNOzUf177MsT+AKe/j25Olzxy8Y+JUYZlxjwhTbvexHalHd4MqcOWHz9P4mx0ml/LoIYyEADF98GFwjjN8xEj1vXRWoRl+g6Y1V5MeifVx7Ww3T6xV2vfXnA9Ua+r/7y9j74HIg+vWqGsUmcXha/T4RoKZlk+wGxQJoMupxNLhvGOomeXZpXu63z1h9R1SouOe+p+K8j97fas+7GiefCqVDkPRp+uINLKg2OEHTBWWxNnFE5AR1VNZQF+8GKCe0bUkBY9xl5xNInr2ITmUnsORCkcrEKWXqn6B09mcX7zNcPAu4sD0Tdy6WBP/1C8x/LgCQGmWQEpIeWQpoMenUuy2ARFR1CiT7pqCduGSznUa3jW1XogfGqCAw01Us56Rkk1ETjDSRvX0tjK5WoXiFmO4tjZI1VQdlqUwipcpPRR9UrY+1Rbz/QH31D2dLywdeimHSqyWXHjD30RLnFsvKcZ0mddRvWmXumdUzTByu1YNKXrPt7kj5r/aYia/S4Fn98ydqkDCLHJ6+KUowdMPjWmjBXKb6rYUjc2VnFxZeeqLQPOSJSTCAmye/OFd22Yo3L0CvugiWXmEikujWU+Dfbnp25Phdr74BN06cqtV70xk/ihzf/KQetLM1r+fOHC6VAcjUwQfH2kcst3gkcAcHB4eTDF0tgUuglStAngdMRYN2+h6YBpZHw5xrw30Y+aWSO5GA4kTUWDW2lTTdmV+oq1Zqqg8+A8UTzbpjt6wGNLIa4Pb8Klz42vus7unC26+OHH/i3H9Ff66KMJHHhvxxeGCcXohu/WoM3LojGqQz6Y9ovNwefKxSMlaM+fo2sk+QnAaRAxHhtMhsycNnxmHWr/HAbHQH4MHHA796VqRsY35S9JH1OSp1f396SOMTP/LwCk0/RrOBP77iYFIYzaEyMr8Bzs+TLDVWayBFSmRmXL72j5sF+Zwc3JPE8Cd5baieIOpxAyYjZIe8YLiiqw+0HqWkmE2LU74ZNZB/5aZL8fjvR3ftxVwVF/dHWbFnWU+EskSYKp/Y+g3M+Hlcu+vl2XXaAj0ngZOB7EbcsNkaRAze9mKAjlokLN4AUKvqW8OKoJSfEbJr9+dkfZoUuSgZS6WkClKZBEnHawpS8YRyUbdtGZgklYt5coRxNAZZSQltkxjFBCOmOh5tC+JRr2u7eMeVLxTS+IZLHyKTnl1QWouvvOAzXhbeRSmozjS0UpKRmpRQJEP0nATeS/jF586LHP906DytTu0igS6gTVi2fnfk+KiQjGIWAJgxbJmQYlwJqFGl724A1YQoXY25MHvDG/WVdOm0kwY+9RkupF86s3jvN+39x8jx5ZveCvVZFA/rRGaBmQiTpy6dK+sbreugOafcdwfHfGUpKun/eNepbfUz6zkJ3MHBwcGhjp6TwHnSQCtayIMOHY0U5Q5B118uHcbyY9FrlI4ulf1HPeDAs1u3kqvR3rlpRr+SOLn4+T5NGnwn/gilUhnv+0iTofcLo89GReBbKFEVf7HmlkjZveV+rR4A/HRn1Oq+Vri1B8qrNJXHC/qO6hUNuKC0W/MFX5/La+qWGgN3l1tLipAfl1UmjKjX0Fx9JWhn+AmWVWk2GB6SVSbMQDUF+Y7pmhFpUk/qkSrUv4FOSOqGsbl83Z9ECxJ6peRmmn2tDBmWM2YUJvT2R34U1YH/v+/8JI770Tm5KncCPgNHfDtPksFcNCjvki2P4Ad7To+UZbkhWDQSuPRS2erFTQpZ0b2bYw/jf5AIt6QkBABmZ6MrkbR4A8CsUC4lUJDKJB9XSV9dtVc3ioE8kq7ckJta8/meqej3ZyYV0yE+BkEvbnyO1egCadR3mxgK0yCNrr0HfLGtYUqYYTsc0rMRVr6+kkymotllDA3PCllB8sIikqV5ouck8E6jeFwf7UrI2aVYk1/+vDkq3Bp/8E9vmfv7ot+41/q8ZxgSKDxRjVLrHvL7cfGWKEfKfU/oevofza4AALzy1HvmU9QhTAAAIABJREFUyv5F8Spp4Jl9u8Rysa7hhfn8ia1zf//9t3SrfhxjbHU4+sLkpuxklJkVHu76ZJRjZc6/Ww0Bt0W1/SRKcztMk0uPgpsO/3Pk+LLlb0rfCXWBJdJ0/xQX0zEP6Nh4/Y/BJnfO9CnLDbVl5MajASGjz1jRcn/uKNdz+z6vrxmv8NcHn9Py9dJg0UjgDg4ODicbulsCLxT0bWO1Wt+aKl99KupyGc8KkVGzZe2ag4eOgD3C1IV6ZNbI/U1JYmxTDvAIhXGlHWowGjaRhQRuixd95S8ixwP5WXz3yn801G5itTeNJxRPlO1FT1SD1JgiEZ4vHyyiINTzOY99NTtd8K/9+GqtbCBXRvnukHS1rHOqgMuW/kG0YHCgu3i+Ccn8wD1dX37ZyDUZ9sfgO2/yV5egSu/Vqr7j6SvVrxfSzfc/fqT+3p0qMBUK8AezT0LthZR2BBZv+Qd7tiGnqFFOGh14O8jzjde0yZ5r8hfvMnWjbZJl6XZMZFRqubR416+ZbsGTEtAuFLpq8Qa6zw+8U+Njeme76L0zDUVNYObMcti6egFPgm4jGRJ7I/TRZIhRy6sV+VFVq3aPcCGTSUjJLaaNaeAVJCAfk8qlMqoKhiWhTG4khj/bwQjp/ezYOyuzqUkVxdNFY32XEKx1twolCaZn9CFN6JI0+OChub8nn7I6pub84Lw0HQjTyo6vVjQ/gpEHm6qIJx88GwAwvaJ5T0efam7/1Q/8nlZ220uuixyr6pOscMO4bgi96/iWlq6Vm9G/cNVhhullW/HL6AdteJeuRut/8phWBuMVpYoCjzVCvOANJHHHU1351GCUdiHn6StUXBBXqy6Gvi+Pr4lCwBIsbCNrfdFrDuyf1uqseGQK373tryJl9+3+kLGd/bXme3dp/2Hr/rUbi0YCd3BwcDjZ0LMSuBqg04ktbN8ROY86E1ArRb+F7AFqzgPyoTkrl4eBomIUbWBsq57BpO9Y8z7X/agmJiLIj1dA/xkl9uIi49c/9oFI2Rf+SW7XhDc+/Dtzf9/8lK8lOnfHZ6LBDLNLgX7RP5cxG/YQS/hYVzwYDdLKHZ3QdaVkd12eqFuiacgyq7iNdNpBVYu2IwB0yV4gopqDJB1bUiy0nM1Xun6DuG5AD1DzlCAFJmB2afQas8MDGDqgUxqc/e4PR4q+LrACPzC7TouN+NbUOuTg4/KBg4ab6BwWjwRuaRmw1rsJyVVNLcgZQ6yKjP0We6nUNWWRka5IZb10qqwbDE3jM6UQ/ajHDcwKRFMVKSOK0Zhs8RxN7tVCuW02F04bfZj1wmyrM15sOvkEFj7JfmRNVmcZ+Gcigasp5aaEDjkxC1d2z6a7JfCk5lpVKhf1iAzTUnzTY00J9YUvvg7qilAeSva9C0vLAFBeKrc7uS5aXuwQv9Vrv/Rnxt+qpzf1hutGdAL7Vz/8WgDA8Zt1PfqKR6OTeXplCtL+YGhqfc2xXPZwBmb8o8o9lWUyfiMM2dNbhvYB8WCTzYVIrmdEnMQd16c4yVt9T5NI30k+NJXmjmLmDD3BSVqcIjBP3heTrnaMm/0Zq8r0FReu24WfHdiatmtGLB4J3MHBweEkQ3dL4EmhSjGmbbGBXP7y098x93cJ9S1aeUt8yG1uhkEAlj0RldaZgP7DUanu8PnyV9qQo1fEsbOa39y1P7MP1a715ZCbjY7H2tvKOHCRPBanfqwpGU2/R/+dP7cKqHhYqnCsMICpkagkk9Rft9SMUMbyx6ri+UzA5Jrm9B25dTc8yTWsv08vA8A2Endfqe4LLhFGhXZ33CBqUsPFmQ1JFUmoZyPR62RWqWGSgNV2Gv2z0YGbpHwpnN4m/qKBEDVB34N7wR5h9qxmcNnRMwsyyQ4zsE8v3vqiHZHj33nsZfjX075t3Z0nQpwav73ydlR8D/927BnW52eB7pbAk+j82gBt4ZCSHdieCxjYo+wI6AFd5ycmbTadLxFpmXToKnuVtI00+KXbEkoZCYrU65nWF9XzzZzhWS+y1HenXixTZGIX51ra/ti+O90WwGSAFnxnYkiT7qeoz4EZ1iWpvEACB8iJjQsCcZU85CeLDhywX8Q7MOn6jukPqDpg/w3sPyL7L8+uiPZ9NvAVD6vVcoLAeOiZ9QlXUHTmgwf1xzpwUCaO2vKdicixRoYPoPSBZVrZzCrxciIk3X91QKgYIKe77YpY9VOZtCuCmVlApVSYkhtQqVk7uoyZYhZa9eYAzFJ01siC0rZFFE6EpQtzFO/0qujivPyanWK9PdXoe3JuaS8AYEe1+Q70GTPQA+NVfcfntTFktLslcAcHBwcHI7pbAvc864StErG95iueBIHUVnrkQLQdjzBztl0EY+FBhVp14+lyRQVDu+WEA0zA+NbmeAzsl1UMlQE5jZgNjp7ZL25FGfXo0rm2D6eT5jZ877iowvFzwIHn6BK/BBoVEk0YdN5W12tH4l0pvZe0gRTmat1tMIX0pkrvEgl2BtKztnMxvXeS504+gQwp8cofae4gy8PDRh2er4xF9dvr8bd/+IVIWZlzeLyq27wIjI35sbnjn0xtk3nzfQ8nytH557OUFzM7iby7JfAuTNhqRXqVtg1Lva9xZ5ZmfAx6xKxH3KR/N5UvGiR4Nl1HptXtMBqk9KLZiv6xNg03Kxcw+YZLyRtkDVh2z7W7F/CU6AhZjqkNiRxJKLPOKpISYnL2FG0bSbjEwhTPweRvbeuH3asBLQuJJGNmGXBk+y52Gyldt6O7VShp4fu62xOR5kI2t3U+HrIGxmzF++/fK7cVhhDGvPzWx4GS/uUf3h0NShjbZm67z8JuJ2F8U1HcQYOi/VHD/02YHqlfrDgefeGWPDmNwf3CCQlezI3fDPl8TQjE6nHXmtQNlJp6TTq/1aw7aATT6GA2eDAkUO2Zrp0Zkkr5NoZQE3GVpCZSn02tBqjc/oUEfrYnGeadHUS0iYi+T0QPEtEDRPTWoHwFEX2PiH4V/D9ZjiMHBwcHh1SwETuqAN7OzHcR0TCAO4noewB+H8AtzHwdEb0LwLsAvLN9Xa0jNgBD4jdQJGnm1jOS8/iEXpjLpdJV8olx5O+OslmtvFuu6+c9HPzdGA7ZFjB4MCoBzQ57Rl9uf6j5y8p7xsWkz97BY9r4MrNmO/BXxxgqpXG2HWNVejNQv3YGlqxZMQhL8W2XxpMi2MmQssuVMmZZQwr26QK1ylSSaLsOYt4Zwcz7mfmu4O9xAA8B2ADglQCuD6pdD+BVWXeuHfowabFNo7PrpKHJU3ToVJEXJrFcuh/BIGtrB5IWb0A2rIpjZDIGZ+2rvJAG75Rtq3MwyfuwkLrkdmTMsjq3Ypg7wlCUCgm5b0LwDME9VSGyrt0+D4kUf0S0FcD5AG4HsIaZG9rOAwDWGM65BsA1ALB58+ZkvZtJlqRBdQOzzoQt6exOjOtltlSaDQjkODwzI1S0x7ovPTT3d6wutaSnVeOlUVrUydOSab1KY9ktrt7oWD3/YRhxi3f4XuNecimCUbU7SPMiRYRkHFqVmkX9uUm3bGpbnR95T3S3TQRbwcZWz5/2QxN6ltPrAQiLa2HcQ01hsZhFERf3RamH/2cmSsFswvl9dffgb4xdoP12bDba0PhM9rk4w7CeXUQ0BODfAfwZM0di/zjGYZWZP8XM25l5+6pVCcL3HBwcHBxiYSWiElEB9cX7S8x8Q1B8kIjWMfN+IloH4JD5Cl0GxTmTvLwgbRU06UAkyPcokaSmSiYMOcQ9NVRbATPoUJTUZHD0GEhQmnCOcOyFp7a3P4CQRixnP5a2MQLM+q7NlMbL1Ha4faJEUqPJE0WFKqlLkjt7rKkY2K8Z+621nYICN05yV3XgiaD23TQHDBh7ajNH4bof1QPBDl4crVMZ8lGYmL+P2/JHRb/tKhN+PrNl7vinY9tQg7TDYI1j3yNGTVOtdDCQh+oz5rMAHmLmcNK4bwK4Kvj7KgA3ZtarOKTUA4q6wTQBQ0nOzVgvmVbPKS3eAEASMZT6MTP5gYsW0JQkSmp5Ej1pGkKppHUVZK2HFvXDXRjsZt12irEF6oKGCjEQTLjkQF4XKEy0M3nFsCMv3nJD8u1k92xsJPBnA/hdAPcR0T1B2V8CuA7A14noagA7AVyZWa8CeMOCTioBuQ/Xatb+qDYg1cNh3g5YvMCS/7F0npScItCJavrGDF7eFbfu0AsFSeumXf8QOb587R/r55nGQdV5x0lyaaS8diB8T8GcZJVGNQ0RVafgeQtKRpUEYfvRiReemejc0lOjCTxqAAbXKYRWe9aj1zDvAs7MP4b5k3FJtt1xcHBwcLDF4o7EzAKSTtUWNnU9z+zaaCsZ2SSfVT0+gPq92eh9G2VCfy7f+JZoQV6wJzBH0mEZEdefrJHmuaoIfMU0+0ZaMipAIKSSybCsr1UV5pSqV2+XRK7uuPr79Llfq1ntkPc/O0quBgDFowQCoahky2MwsCVa9jfn3IDvPfn1SNnWmA32Q9NN6XykOAGfgaOVIa1epar2naHLvycLmVWnkOTltX3xU/qRa+WdWMTiyjuh12yHPjftuKU4vy0xAmmu2WXkWInGR7XBSJ6gJpuOUN6Xkzi95WddZv2DImnHZJ9vqU+d1YEvHJLqENN4zZu8EOZDG18KUecebi9J2xKfRCeDPRaKzyKNV0tjTsw3zn6Mh4bqTZKFXjx0DTKkZbL1fkmM0NgZfb1N9grbIC3DDoD65ZSENrjvFe+NHKvSN4DANBmdG586+mzjNXdP2tEetxNOAndwcHDoUXS3BJ4EovRtyUUhSVlx0mm4bkIpViO/j4nU07waErRHA61LK4mg6tYFSZun5RRm1NdnVQ9QxknyyJn7TZAKW1XhmHy+mRUpM0ZnrEbjmqRQVWqNk1bD/cwFfVTnv/Q+pNlxUUxC5TSJUxJg9MVNRXZuijXVSK2vbh/Izer9vGtXNAr8jEJF2wxVmXDL1LbsOtwBLGoJ3FrH1mW6QYcM0Q79e7fNlw7M825LLmHSd9uqlyVNlurv3QtY1At4tyEJaVbmZEQdMuY5Qn4HESkI4wDAN2Wct0CfELRjCzIQV9WEiDXbTU+Wr8jiUaEkQZIIyxSjbeeOxfpEzoDCjKejpFlGg5NAuKWhkZtUGjf1HqemBRIwebxZzQ7fycCXLCXKhrHZxkhnG5DUqGc7/9SxS+EJKM6VtKuOdN/lCjA4oDc1GSWZOvKqsxM1ddkVP48cX7XyJ4nOD2Nb32EAwE/GTpsru/vQRuvzy9X2LrFOAndwcHDoUXS3BC5JogmlNDm4ov0QDZCA3H+1bpxRKCzx2taDYTeQMIw6nBxDlfBbgtq2Z56OHDaWBn9qNLFJYONKKAU/NSCNvVomja3JYG6alzYGc+maxYKY1q9lNHZhKkTaBz3JCTPrO5R8TiM5YwKwYXWkbPQZNaiu2Pkxffxv+81/xlBBv+cae3hUylGbADvG9Wz1EtQM9JXpHFwgTxhpCZySRPotVFJk2/6k7XenDFO295j2ftqtcMwCWRtFbQPB0iKBkVdq27pMeoSSRkdYBKXFGwByQjuSbFg1MLRVLNkE5al2MgfySGAEblzKIKTVn3bqRVcpPSW9qVQmZtSxdDXLCrYSXauh2FKYd5zOWKJHldq2JfvKeg5krUtO+kyldyLJo7HV11sG6JCq745LjzgPakuDNn27MakoX4EDtRwKpA/Go9PRBOO/OKInoVneX7fdjE40Q+lVybtT6D0J3MHBwcEBQJdL4P74uPlHhYbVE6zZJm8OZkOobviatoE8CQn+U6FTRE8GWIdnq31aSB9iU/IGFYZdg4lUzCplmMnusJBQ08kxyzsfGwz0m1WSqg2mXAEU7xIAWtrDx/7XNnApOrb543WVSW2Z3s87XxGmMzbTNazJRW02FfZw40Q0Qfh9JzbAV2TajYNj8BnYN7XUeO2FxKKRwBfU/9h2gWrH9rkdRE82uuQ058ad32o9E1J+PDLXJbdD9y+e2n47iHFsUlxTXbznLinojQdyURVM1XDLUnmBdGFEXbwbsCGuSvs6tIqulsCTgKemgb5oAtHECWXDOtWkOnV10or6xy4zqAHpFo8EkmyimTwfYVcQSi/tCMiUKihrhO8ziVQteWM0yk31bdpRfqNaTdulssmrJkn/42gMWsHSJdZV+/Y17+cn1/y99vvPZvu0sgZOL6Tzmjo6pe/wKWRxLZcNHlGThQx9TnQsGgncwcHB4WRDV0vgsYlU1YKC4PdaKqm1ZAT7IQ6Z6CnGJ9kKki9sLZnVnYrNr3pc8lrtE2/yuZX8j7VrxpAWRa7nJUs60SpsvXQC6P73s6ChwWz7BHSMwKkTICGtn1H3HyYgm42Zz5aS+pNvWDt/pQCvek0zovIDo89CDjVctuS+ubIzCsfFje+tk6dgd2VlpCxnCJE3gUM7u3JF9+0uFGp1c4KW0KG9WDQSeNeR7SygH26asiT97rYxd8gOvfBs1eTCJq1nTVjmpDJ7mHzvU1yyRSyaBVxCEvKoVus59B6SPNuOkIp1yqDbZfALkoeQXDcvZtDJFp6JuCqNj7d0P86IaYlyGWyT9V36dFaFjPbCJ17afppApaLedgbEVSIW0RY/LXh2Vi9UecsN6iki0oyBqUAkqoBsiM8ol9Pnj6lvwvMnMRjMPP8iVAUJx0A1mPqnbdLq7HrZsN6msIa+9mWtk1HFYef0SOR4SWEWdx2JElWNz1iqYQNUJ6LzqjDRXhl5UUvgDg4ODosZi1sCzwCi9Bb+Pfi/JImHyZ8AiKHf9pnLZeOi6Xw1QIIb0uQ8ZcEPmW7zEsFGkWib07IBiVgswxydPGN2UbMK+AFAan9s3TvjwthbDRoqFswG8zYbrSvDfpZUIbF4YiJq2PRZl7jrwx3t0MxkQSsLaiM3Hn3v/DzgtVH7s2gkcGtdZYcCKWxhayyyzl6f4Px2BGKkwgIaznrG5tGJMUo5L6Sx9KVMd1KEjUjWKS9TOYXYxaQNkjxOdIIqkxE0CRmV5CggVDtZdOCx0ovym6iLNnleqFJEm15eVQ+YOLDIEqq0vaDI5drvWpgBWHKBU+eb8EbPuSmGXVaTBn2lDae3XcRV6VwMikrxQWgEVAnUwnxqVOe9/3m6vturAFOr53fn+/fbLgQAPPKaj2u/PRDaXT1akbPEry8cw80nfi1S9tDYmnnbzQr5yfZ9dBeNBO7g4OBwsqGLRDcBfX1GvS+pqcA8z0rHyxIVrUCTakzIYAsiTefN8OWdgkVbc7r2oh6yK3kw2OpeFw0auyjbdHmSi2lcAocGJJ1zY/gtd0I8o9hVJPVWMUZHH+57EpWKRL+bdWh8gKPnRcmf+g8xple3Jol+9CXXoz9fwQ8V/XQOjGWW7oX7Z+xD9nsJXS2BJ9H7pilrC1LoC5OgLbrbNL7yafqzkKyOHULaOAStvJNJMCzjKvy8vqyIiRqEwr6crtrqz8s89DVFwSwlGgaAsqCAl/TltkmJjUpsSRvk/MB7A5q+W5CUAUFaTqgvFqVESYpSZ6OtnjaBXzoRgdXFMK3+Wwzv7xEIOylxJ2ejA68JcQgNhHdXjXRswnNTyb5EG4zPuh5c8lNXE1CHrzvQHzk+dtk2sd7kqdGx6NuXR+lItO1/vOqLxnYkPH3zrrm///bBl4p17h/foJUdnNQl8mpNH59yRV8ii/31+yiPNu+7OGre8eYyyD5oQldL4A4ODg4OZvSsBC76zVpuGzVJpFSqbwVTpHhqGUl9mq0vq0hfMEgIals5Q4IKk2942lR23QRV8rT1FpGSCgPmOam2s5D2ipwhWbEFKudtE3d/w7tmMb45WQRjq/jOk82kDPtnfg0s+O0tz0/hWDVKB1t3TVTrcqKh8Kab956bYZGzHKz7gWepKFw8Eni3Eff3AtISZDnU0W3+9EmQpo8GA6ik7+4EpMUbMN1iEv/u+SEu3oZLZjkrFs8CvpDoBOFRkropSLySoGeCX1pFp+4vrTHY8nkv5PPyPaE/wkrvJZBPO3M3BmNyMjbatqGrVSgRMh0bWGfRNuQ/DG9tG9KFjWuZBJN7lq2R0PSySUbCilBXdWnzfW0qJiHiUmHMj1ksWLlFttBg8+9OSbZxarksc1taZnVvoGUX10JeW8SNqjUgkiuzYZSfj1qigdEL9HErjkbn22kveFKr85TiCeM1x0LD9Hh1hVU/Gtg9IQf5qPjly98XOd76xeu0Ot6RhOtSGzHvG0xEnwNwBYBDzPzUoGwFgK8B2ApgB4ArmflY+7oZgmfQ2UneCwlfjDTQ/a517hJ73pOgfqj/lCCdlphMIqnIMM+HZs6OoHyouFzRdbomCbMTuUQBu8XWdq6Y9N0LhTj9u+Yh5Cfre/jZBj7kZJkkhQuquyNQK0XLPrHlPzFYiLoIMhOqyjvSeDLDoe6cVzyKCnu4Yfwcq/5MzKr91vXdzMBZN0QX8L6hurQ9eyzqaaOCygalTFXStGcHGzHiCwAuU8reBeAWZj4dwC3BcWfQI/rGhfRB7zp9flqdejfdTzf1BeiZ90Fa3dTFG0g2d6XExNbdSTAlbRgwErCjdFYHzsw/BHBUKX4lgOuDv68H8KoM+9Re2AZIxNRdCHRUh91F9+3QxZAiO1Fn4FsIdGo684JRdepodajXMPP+4O8DAIzMMER0DYBrAGDz5s3JWkkrRXieSOijqhN40hykEPn8ZmG5aNXtjrlODRBWB6R1PxMyl5teyp5FlrrqLNrvoFrPCnHjM09QVvHB3QCAg689M1J+9Px0wVz3laNh+E8pjlmdN1aNV3NkBR6q25MKowtvQkw9u3kexS4zf4qZtzPz9lWrVqVtzsHBwcEhQKufkINEtI6Z9xPROgCHsuzUHNLufaSQYGaNvIoa1vmw1X3VCtFwyL4PPjTaep/KqtEm2m4EgieL6oEgkn2Vy8ZQ/gg8Tx9jj8xBO2If1V2AzFvR0+iEFG/bRoKANclKl4h6OPxshZ3ZntefBi7qu8DBxzyUVyhGdDDYYko+XC6hj6Jz6PHKAAiMUwsxO2UAUzU50YLPree1nN03ALDg5e0D+VB3qGLQbbfZFNHqzPwmgKuCv68CcGM23Wk/bAmyTF4fsd4gIdj64SYyOKouYO0KXsraAJb2Q9wLBFmdgu2zsbXSpRgfafEG5KAWqWyyojMu+oYVTwrSqbD6LsrnpgoWNhBkqSunsYmFJrMioq8AeD6AESLaA+CvAVwH4OtEdDWAnQCuzK5LC4dYCs9wvYFmWG6DzF6TjPN5/Tkl9SkP10+bDEJyC0yqQrd4E6i/T9hlWOp9Ta6LUhIOE9QPrGnBWygKgCyk+Sx3BLUaoO7WJD19491IYXdZd+6ByPGSQhVJRNTDtWbbN544v+V+xKEmEFqlBbUxv8m8Czgz/7bhp0sy7ouDg4ODQwIsvBk1Dp3a/hbyLasNqL+vrhpRSfqzgBQQEx6SQkHWgUsERTlPTFxhhLobMSW0VXYVdZ2+xU7DNpFAO+hpmYFaG+aW1I5UlmU7Sa+nStvS+Q3biPIbA8CyoWTthfAbG++KHB/1pXliFyiUp2pbXN39BBJ4ftKunuqufnKTWbUjAYIx27vd+Wl00Yn8u1U9fcqEF2naNlfrUHRlL2Ahg2laNXTGlKslVJVVY0lyINhW02ggEqjzbZMyiPVMzFy2i7K03JjqtoDulsAlNCQyVQ8o6QUFP3Aigq+WSe1MToEB0Irlc0U8qsYzpQcRgRPoY6mvdZpO0QMhCR9KuG6rHDEN+IL3abt8pNvxseiWSMeYnYxG72DjmZQAG26ps2fseO3KSHl+Aii1+KpUYwwz527ePff3d4TkDRUh844J9ccXnReTk7ofuTdSp5im3X1zZf0HhGfv1a8mJBRqK3pPAndwcHBwAOAWcAcHB4eehVvAHRwcHHoUXb2A9w+1IS1TG4juF4oof9EnVHCYH+2aA9J7IlSzJa4qFHSbSVULxAHIYA7M0WDkuOjp+uqcmBYe8E3BOJZtawZLk2HT8lEMlOziTWxAnVwEtm/fznfccUfH2nNwcHBYDCCiO5l5u1re1RK4g4ODg4MZbgF3cHBw6FG4BdzBwcGhR+EWcAcHB4cehVvAHRwcHHoUHfVCIaLDqNPPthMjAFJkXOg6uPvpXiymewEW1/0spnsBgC3MrKU06+gC3gkQ0R2Su02vwt1P92Ix3QuwuO5nMd1LHJwKxcHBwaFH4RZwBwcHhx7FYlzAP7XQHcgY7n66F4vpXoDFdT+L6V6MWHQ6cAcHB4eTBYtRAndwcHA4KeAWcAcHB4ceRU8v4ET0OSI6RET3h8pWENH3iOhXwf+Xx12jW0BEm4jo+0T0IBE9QERvDcp79X76iOjnRHRvcD/vDcpPIaLbiegxIvoaEWWb56uNIKIcEd1NRN8Kjnv5XnYQ0X1EdA8R3RGU9eRcAwAiWkZE/0ZEDxPRQ0R0US/fjy16egEH8AUAlyll7wJwCzOfDuCW4LgXUAXwdmY+B8CzAPwJEZ2D3r2fWQAvZOZzAZwH4DIiehaAvwPwYWY+DcAxAFcvYB+T4q0AHgod9/K9AMALmPm8kL90r841APgIgP9i5rMAnIv6c+rl+7EDM/f0PwBbAdwfOn4EwLrg73UAHlnoPrZ4XzcCePFiuB8AAwDuAnAh6tFx+aD8IgA3L3T/LO9hI/7/9u4nxMYwiuP495ehhEyGJpk0bFjJzMLGpIlSarKSFDXZWFtIsVHKVqxsRrLwJ2EkK4qF1SwmiswKU2YyM0pSFhb6WTzPNdNkcWdS15k5n7rd977vXZxfPZ37drr3PqUJ7AeeUPbCDpml1jsObJx3LuRaA9YDH6lfyoieZyGP6Hfgf9Np+3M9ngI6W1nMYkjqBnqAEQLnqSOH18AM8Ax4D3yz3dieZQLY0qr6FugKcJbZ/Vk6iJsFyv4xTyWNSjpVz0Vda9uAL8CNOuIakrSGuHmathQb+B8uH70nFEJVAAABnUlEQVShvicpaS3wADht+/vca9Hy2P5lezfl7nUPsLPFJS2KpAFgxvZoq2v5h/ps9wKHKOO6fXMvBltrbUAvcM12D/CDeeOSYHmathQb+LSkzQD1eabF9TRN0kpK875l+2E9HTZPg+1vwAvKmKFdUmMnxS5gsmWFNW8vcFjSOHCXMka5SswsANierM8zwDDlAzbqWpsAJmyP1Nf3KQ09ap6mLcUG/hgYrMeDlFnyf0+SgOvAmO3Lcy5FzbNJUns9Xk2Z549RGvmR+rYQeWyfs91luxs4Bjy3fZyAWQAkrZG0rnEMHATeEnSt2Z4CPknaUU8dAN4RNM9ChP4lpqQ7QD/lryOngQvAI+AesJXy17VHbX9tVY3NktQHvATeMDtnPU+Zg0fMswu4Cayg3Cjcs31R0nbKXewG4BVwwvbP1lW6MJL6gTO2B6JmqXUP15dtwG3blyR1EHCtAUjaDQwBq4APwEnquiNgnmaFbuAppbScLcURSkopLQvZwFNKKahs4CmlFFQ28JRSCiobeEopBZUNPKWUgsoGnlJKQf0GTd02jo2nrfMAAAAASUVORK5CYII=\n" 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ZAoFs5c1CErQEUwc5h+LI5dImqCzcuCfQEcaeFu0OhKwD5zl0CS6uncDGU6HUgRSkIxommww8qBoCnVQWeXsgkHLNVCqW8dQK3UXLpmGKQC1QHqkZwLxVm9qJQLoBa2gQmTOqoXXTmQUUtmiuly14ybOaO50v2KAK948ie4NakUE4v6wanFby5snpVDCuF5ZM49T5bOOArFJBdhEtTzY+t4r8daaxdLmgPsf0aTnQ5czTVHVJqg5r7ZFXb6odCI9m8Kg8wyfumDbKvF3b4R/VDL+2aa9/FOq41bYcetv15mTbKQQaw2kBJ6LHACwgGPISM99ERGMAPgpgF4DHALySmS/YrpEgQYIECVqLKBL4c5k5/Gl9G4CvMvO7iOhtlePfb2nvokKTOq2SchSjnxF8wHBLSwLB+CYbTiQXvzhG2SjQpf/y4ccAIqQ2bxJqD7SsXX8wp4SEAwDyRUPQK2+LFiB12Z2qpL+0rc/YcfkesHSDet7yIyOAL0hbrLowFpnFegzAENg9H2NPMqVRHdmjGcPHu4As4DF6bjBd9MoLekMMZNTJ4qfNQKDMPLA6qc9JoP+kpWPXL1h+CLDwhOCVK5xSdyMTd9Q9rSF0aol69q3wXbdF916qszvukFG/HuLc8csB3Fb5+zYAr4jfHQ1d4iyvIE6mnQj11tUo6zDu1hrSttIxE4x4x47kWABk/bnwcRSz/EiLt9QpSz257+brJenarQE60odC3LVLgSpSkWQQlptmC5GXcU0xiEi4njQv4qQ2EtBtNiZr3RZyx7hK4AzgdiJiAP/IzO8HsImZT1V+Pw1AEtlARG8E8EYA2LFjR8TuuRFUXeqQg3QaSwdRde+peVP3SkLqLz23IPU3ryvMnQqkwDCB2Nhy1qjn5SOEVgNYenREOW7X53L2O2oAzIDAZ1asE4Q0fyK0A3FcVKPiwrXqdXumFi013XD+qbIv58ij6m4qc/CUWM8/PyOWN0QpCIATg2902HJaRkB4nnMd8rvVW66JdN0ocF3An8nMJ4joMgBfJqKHwz8yM1cWdwOVxf79AHDTTTclq3GCBAkStAhOCzgzn6j8f5aIPgngKQDOENEWZj5FRFsAnG157zwhiKOe1KhTuwrET97IkDUQyL9g6hslqBKvQDYPBNt8l60SAfAE7xlmwHeUkHVPEikgoQXE+7RQC6nn+UBKE53vdHIuKZhhtHl9evrxaZDNLXJelR4Hzw2byS08QnpJ3TCeeI4ptW3/Sh6e9gi8fNEoAwK1weMvUe9p53/MwiuZ9U4/W5X+XZE9kTLVLaaqu1LMKDSO9wEAkPaaFA8PAMTI7K5tF1bnsrC1lL2g6lFSK75Z02f4MXzLbaCwDieTtkvWTe7kdbI35bewrn7vTpAQyu/3ABd+VdvRuDscNUTDESWifiIarP4N4EUAfgTgPwC8vlLt9QA+3bpurTXehkvG1DlHcTNy61C8/rhe0xa9GqFPLYUj2Vfwg/qLtHgD8piJyS2kspJZJi3UUpm1rqDVEc+3kZeRft+OdgPI+m6TIUcuqzTu3JJTn1rMGS4iCuFWi1Wz0uINAJ60WEegMm8EFwl8E4BPVl6ONIAPM/MXiehOAB8jol8GcBTAK1vXrTqwhagJA0g9mUiWaYlwJ6wnjkwIpU+cFMWeOEofoqaH03coxZKxiKerNLLhnY4j3W4UeKdnAJ3oRyL2qoDEN6F12PqtEjxhEY+CXZ+u77VRxabvm+Rgi1Nq+PjCdg8AIX2k9ozLESLMAWDkgM7saNaZ32M/v7Da5jARi393pGQNrtDXgXJZDjqLQlPbBWj4hJj5MIDrhfLzAJ7fjk4lSJAgQYLG6OpITNo0KUvQzAIJDkB9KlUm+z5wMh6xvRLdGTG9kng9TbpwSacGAPA8U0VQVQW47gx0iUO4Zvnc+cAPfOsm+3m2/iBQy5BORjTYL+rkWaOkpToSOPfVPE9ovo6k7pj8Ob2sXiO1kDe2/sURgXp1esGiCQZ8B70+nZtFRrMWMQFDhXGlbOhQUF6YqPVhddgz+F7m9tp3mGMPqJI+A/B71Vd+fo/dY6PnQKjtnXbCt23fVPXEPUfOi3aHwk71HiXwzGx7VHiayk73lAIAFhK21E32ck0oKXixMykCdXQ1F4pV/eHoQ7xupDptQMeI7gEnNU8kW0I7CPVbDNfeuGuCLfUkl3ibKUI3t8RU23ZqxF3tDgni4+JZ4RwRKdvNusbSXHoT3pU6ytXYaStzHtm4z6ATXBlRgprE8x3LLQImFZsfI1v80kaEbRR8M2QBKYHQrFl0tQqlJdgzZRSVBtRRTR+fDiLf+8wts38mFApdMaB6w6HIi7L9YRiBMsKCQD09pjqoUAi+Ha6qEdd8f82iU9Jyf9Z8EaS2h/qDeqFFiuYsBsRSGTzRnNteppLvkxwXw9QJlT9bdEFzyF8aBcNHAmqH9Gpzz3zgpP3Z5kPDNny/qWoZf7AOE5aA7I+OGmX+kqrmkQjp1hBSZ5BukAfWd1eXSYEBPPImVYX38uvuw1VtbPbiX8A1LG8fMBbGtJkdq3Po7zPUDoRAf8+uEWm65Tyqd0oDzD1pi+HlM/y1R1vaBgBZGsybuumuRZMqO39sGJQ3RVwGkDtdW+DyQ/G4aNJnF3TKFOAqMYAaALDp+6remwmY29c8M6C/KISh6otuLmtP2BIWdNJ1fL4laOVcFHT6HkXiSTr+x9p7m2c8a6f6XswU+jDWIycUbwUuORVKR/xRI8CqS+4m/X3cXIMx0F1Pq02wJahocTOxdegd0Oo521bakWQ5pgTP2RaTuzigi1YJE1YdmaNe03W+WXWvMXSYLddhR0ig4KpC4QhGYuNcWyYXx4QOndJ/us4LV/27vaEOrG426VBq21GSpJJljjuojQSurqA7UpBWF3BnNwPbe+zn4kzg1s2VrlahlCfNXH1eHXedco+pOijnHG6xqlMVQIu17Q9tnjQrLMuZyOu5xLmC+kyXOCVM3ebW6PuyGkVfmG+80nrfZ6+uBdlk58x25p8duFD1nVbD5L2iWTc/KlhyAOTOaYkflmME6+QqbWj0CeUpmVjJkCZTKbshKpz4vCDMpwVBNQCAensBfaseg4J06Ih9K56a0fqwJNQVMqRv+fI5rO5UY+79tH1x2vTdmq3BOyzrHnlxyTl5COXkuSHhi9PvX/v7JVNvsleMIUl7m9T5Mvv07Uad+Ve7BWxVkZVCcluErpbAEyRIkCCBHV0tgUug+RVrIAUmVCOPt7CKlPaxzJwDOKeF6s4uGtfk2TmzjeMB/SWN1HYGvGyXikgK+882GSZcMeCQFn7MzIAeDHT5HkNvzQDKI1qADbMoMQPAzC01yXrLf9j7fObJ6i6hOGASaenGsCqOP1+lF536TOPkB1GRH+0xdMw95/OG6oDTZPKh+CYpk9/XE4zbij2wZQ2uQVoxQI8eA/kyo4nkVSUhd+C0crx89RZ7ew8cXPvbt+wyKdtj6qx7zDJmtnKISHjJ5l+vHUiUsVHC4NNpoz8Lt+w3dkhekcFpxoVX1d7zm7ceRtozR7zkE/K++a5MZFQyq1a6xHe3BC653VmqupoPOm9maIAofukCRKOPxAsjnyxeU88jadN1iuXCNaV6Eum/mAhAblqEqFcXDISuY2GdF3HcNmPYLMT3IcJqIM4pqczmGlsvO024T9JYOpY523ricgpJbVvUW1TSvNaExdtWLiXwaKUfRVdL4Kl5gYa0DtLnVHGbcx1MhhoHeuj5ymowwUJh4Txv17t5o6qfcxRz0eGfVCVof7Pp2zv9RPt3vteBRPjcTZlAMteQ0wTuEz8W6B/1xMQA0H+2tnikl+wLSWY+mm9yGDaWQxFhXXsUyW9lFehXddHe/DL8UVM/DQCUr7UjJZKu12N/bl4tmJsP9PJh9JtSet8jFfqJUGi5vxAvyUMkuDwHaczr6b47FBi3KRdNPx4X3S2BJ0iQIEECK7paAseJ08aX0/d9520f7d9p1jt1Dp7u1F+tL3h9KKjq8aQEBS7oyxlSAgPgfk0C788FetZF2cPFgCOBkwv8fEBjGkbvLBtc1FSQVQzpeaCk5SHOj/mmqMAw2lneEtRb3qbVLQP9DST96aszAV2vTrbsM0YPuW398xOqNJo9VycAwyVYqtd83jZJ0Nd2i95SNRq3NnDclwWYQXM1aZiGB8VEFhIxEyDQpVoiWJkZLHhYhcmdqK9XVkVETNWntBvlXC3xN0WxLw30N80v5DNBmv0efExlzxtdbGegdHdL4HH0hbD4nsYYvdiEUnH0rNZ6ZlE832ehj5ESCQgQdeWO9QAjvafsombpkaBwdPVLj+0b7ppYQ6oW4ZodJTprst22cPsIRlHXtuUPj6x85LR+vsV2JEzgdvO4dbcEHheHjpnJCCwk8gDgzwjK19BDpazps1r1NJFoYfVAmTjPTSS5H5az4fqDsiSSHzXvvdzX+gALSd8tYXm71nad004/JbyKB3+nQwJyuo6wfGG/OgeGj8hPIr2i9qc8aPdRTi2EdmERfJkBwB9W9d1+X3xbjRga3g64SMiplOEtZXO9YN2TJY6Fr1AEA/jizD8pxS8ee4MxtaR3eejuk3jkLXLi9VfuvX/t75mCbK9YD3S3BJ4gQYIECay4uCXw9YZj+LA3LSRTZgY00vlgKxhi4IvQlelre001g8/AgLZzKJrf9MX9RcAHBg7VpKqVTSx+/pkY2K7qX8kHeCaalKqjOFGT1Lx5DwRCIbTRSC/bRyOtqXKlpLuRN/iSHcRResxv0mwWzMgsxovW01n8uA5LZlPXl3y760DXZYsxEYCg0oyvX3jJpl9TmxBiNYrX7TLJx3wfe68/phRdO3IKKWKUuLkI2j7KX8I68EsZrdZ1SjriKNtVfabYaFQkfXmLZ5mUsDfa+W5lHUOXJbeQ0A49+7pC4gESylIxGbzarQO/5BbwSAkddG+VmEE3zoEUjrC2uyGyn7ibVa2Z08N1bC9ajKGwnuq4sxLv0PGjGcWA2g4DYauvKZKcbdikJXK/vUgRGK3BhlOhrG0V9a9lymJB1o0u+YK5vaz3UoWiGnl11U56pYf2Si/50rJpTIlD8D83H+QCnVRzDRYt5FFxwXE+96OmkTfdoz6bUt7cpvKK2xRd2QIAjNSq+iz7Tzj3EOkl2RCYWqr13TtnUizUftT6P9hrPO/VLTKnd35CfWYZgZitip6QGyHPCOo3wJrL0TAuQnY5JDT+9knXWrumYexksGMkZySsAz30UCYYr/GM6YL5piu/ohx/4MCz2tqXS04CT5AgQYKLBRtOAkcmI2fskIiD0ilDEmFmg0pUTH3lCBIy6lTbiRPQYIVGlyop1HoPzWBl71jLm86PhQyoLdj9ZjKq4U6SwDNnU6JencHwQ5uX3tOy/r2Ucw/kiQs9HN7KtS1gYbs6T8cerGPUDKkeaHQ4mGuz8/b6VaRShtue8zxNpUy/68q16mZur0Kft0Cwi9bnb9mPnUDE2FFI7Viwtc9hHOvgfY88VznuafMGYcNJ4JGMKR0IeoiUnV2AVQ/oqjOUghSkakKhVW/sAguhj3hN8R6l+zNrSYsyYBoybfXEQB6pnmsqLkszzoFAgn0ibhCR85yO8z60w4jZjmuKk0ggWHMkU7Obk5qf07EMMxq6WwJ3+bJXIAW6sC3hgX6u4NTfNugS0OqcU5b1usleBSxPqPUXdwHSxMn0qv0plt3CkQeulHWvALB/1KSFPbagEm7NrwhjvpiJNLX7TjW3AHAPIXPB3LHpyYtF8qiJYTACquIq/MGcUQ8AkPawskmVyud3uwXtFISgqyqyR4TCNhgEKY5+ucVujIDFFTHURxt9gIQzT5WfmR7Gc74wUGnGvJ+pbC1nbYbkXUwRaQySIyVGE9hwEniCBAkSJAjQ3RK4AKY6PMKGPk2+hqs0y8zOLmNO8NkkQfI8UIt15WdvngBrabGGHmXM7298bmagAGagtGRK4uXxxsEmN04eQ0pTr/gMLPaq11tY6QFrapC+LYtgH1g5Ey/7eiP03XfC4NFmImBQlZY5Z2Y+L4xWCKrG1WAcJmBhpzZmZcbAKXXMlm9ZMN46LpJRtnC4X9StUJkxeI9wU3um1OPFFSMxNk/PIApE+gYHRLBxTVEAACAASURBVJGEYyP0HMtS1vsKPI3uIPvU8yD9OcSIpcqiKGqE2u0pueEkcKvObp0IfeL6hreDIIvTAqmOyJhkobNy6JLN51VfvAHZ00tfvNfa9vR6Nl/3ut2rQUjOKyVBELnAI0RhiEMpBU9JIpNUZlG2S8mkRb24LWG1K1qcQGFdVrc60BdvW1kAYb5oZVGWpVbe9oaTwKOAUqnYQS2ihd2FqQ0wpG324yc3DXsReNUky44ST3lUbT+jh9FHwP6x840rNYn0Ym3x6T9jH+uBk+bOJTuj6q17Dp426nQSx5+nzp9WvHBL129d+7vvqHsCARvdqpMXVjWlXzj5SPXdcn3HpJhynfCt3u44LAlEfK+Lz7haK5ETVJxeUQnirh+xBxLkQ6mrBj07xfSy3z4b24aTwBMkSJAgQYCLWgIHYO7fNRL4piBZ2CXfVV3iyKQNLxQAQFp7DFFSdDniwpU+aFGVbkqLOdgIxTPLelJkRmmsJvHecf9eEPmY2qN6nAwPmxb3r957Ncq6j5YP9B0TpC2PMRISmrOzZYtbpHo8cP/ZSPkhO4HpG0sGl3lpJofcWJMJQdYTvTlB3WcZ70wGcKW31d5PZt/0NiHEUpEef+uTwVntQdyVQd9NAn10BIQ9U4psJkIBgNPFYUNdKOXJbLoPLbvSRkGnSHk6RLzvDHFnalPcSUVSsJLb9DEWb8A+83zdv1uuppd32+ININqYdzmizN2Wz/OY1zMWb8CeqbtpWGwW0nvTwjlw6S3gcbGOhhfdMCpmHAoqdqA3Msp+9y9QIrGSXNGtrF65W4/MIpuBueQYWCSU+YIBVCoLGuru59gOIixJMi5bA8m6Q2C4+FUoEpoNUKgj5X3h9PuU45ds/nWxnhHaX0+lEpqkkmsWnz0fBJWMqUEy6TzQymivKLjzjJzRpB3InncwwmZ74J86YxSztENaUdU/1RphwrF0dtLeFrsZq7aOqIRYYzkh0GNL8N/9J7cYP53I1dwd04uj1nY8bWoNHpXnxNg9FoP00ZPWa7cElkC9L5z7B+VY5/cGAPi+McNTw0EyVon/W8KWATNs/nPPfq9y/D8eeKlRJ+t1KPuRA5wlcCJKEdG9RPTZyvFuIrqDiA4S0UeJqDmn0QQJEiRI0BSiSOBvAvAQgGrO8T8H8B5m/ggR/QOAXwbw9y3tnSCdrhHoRMxDqECXpGMaSZgZL554o3pJ3TBpP9n+U9gQVI8WoA6tZyvg5YMhSp3Sdg/EeDw3odVmDI2qEtD49wmeplrxPcbKJrm9ie/WJMLFK+0Spgt4+rzxLJjZ0NN2kpv6sVPqmI3tPmbUueeRHfBFPS07vbTeNXMgXfV7dEisa8XOmrsiA4DPoPN2CoW6yGXFMZfKJIlbD6rz6wTtuFIAlDQbzo2jj+OP7v9JrVYGAGMwVdsBD9Cq83JxJj+4/kZMItoO4McBfKByTACeB+DfK1VuA/CKlvWq04ip77OyEZqFsdpxhTN/jiNjkm10ZAIps0xfvG1lAEBF7UMlBOJI5TZdsKhejmNgjqIDdxxzyW4gL96APr62QCdj8Qbgp8y6UpkVMbhRXMc8LjmcCCG4jIT8AfbsO9oCHKEr7TZiukrgfw3grQCqXu7jAGaZ14JPjwPYJp1IRG8E8EYA2LGjc/rRdUe5bLoHdgpkrhOZRXlByGj5CbKCgLW81Syrh9X7Vak5a1lktn9NDabw5k33usEDdlcvJeK0N2iFFtz0nxJcKBa8gp32IDunLgqZC/LzL/epO8sfHN2OgUF318Jyzg/9XfmjX+2XlnUTADD9XFl3u3KZuiOY+pxJRlYFh2hhlaAeDRSTEjYOaP8u5dh7gqnrnhptcifRAHNlaeTbh4ajTEQvBXCWme9upgFmfj8z38TMN01O1jEAJUiQIEGCSHAREW8G8DIi+jEAOQQ68P8bwAgRpStS+HYAEZJXXXzQgw9ccx/GanPXlMh5MXbnNGaerEpV6XlTucEAchq/UWbJzNi+UvDETR8DoHltCvlA7lzjvgNA6rwQziwkJ2BmQE/YQaToaHH0JMCCQkEi82c2VB7lK3fZEwmETvfy9iCrVLF5FZn/bdWTCJeb0vLYnWlR9cQACiMabQNlkB9X66bAhj8/EyMdYdOi7FKq0riLDcY1+E069UKdNHYhHHrnDeCcsIs6xshNyaHzrhhO1QapHBjNhFqM6WJ7idh0NBxBZv4DZt7OzLsAvBrAfzLzawF8DcBPV6q9HsCn29bLdqMdPqXtTkcNO2GRJ7wrbtpq9zJrudAlcXRt2Wpc9aKuZEuuz8FxMbGaDaTBkG5RKpO0MkKZ1W4glUlMhkJNOduRBa7MnDGSfMcxJouLNyA+HBbK3H2+o7wRrkkemkMcJe3vA/gIEb0TwL0APtiaLoVQTycpSVWucJGOxcW2w77V4XuKmNBB4J9fNxRGCOMPqhJ07kg0alMRMfyUaVNz6jzOpsEA/FB0X2FYlkAHjsvX8M+oumMph8bAoeCavedDsQAdUivzQM70sT5YZ4Ot0yGnUuZ8lSTw1bwccBSBSiK11eLKpOHBV7y9YZ13P3SrUVaPpMoFQ+k8jq3E86Sqh0gLODN/HcDXK38fBvCU1ncpQYIECRK4oLsjMet8iVn4TbeK84r89bSFoCv6vTqJUKOmN1PalhKuWmD4khNAE+NO7ayOrV8odEk3xPuMwpB6L6L/wnIlIlGnPWUGBMrTMA1qs8kHXCDyq4fcGHsuFMS5MjZbMNVZzEjPq/fip4ATL1CltG1fmoanCbblnrSoHvM9AFrCDD8Fo09+Cjh2ay9aDv3efb/uvK4LIRE59QaqFV4wfb8P/1LYs82+7fyZ76i+5R583DCi+997yDS5df3R4lb4gv7w7KrpB97KnXzChWJDN3JBdAf9QnTENeh247MIw9I/abGV6uoLtbXMsrbEaafr0A4/cAHSYhuHaEy+ns3nOyGz6nq4GmjiZPSJkiFdVjY6kjpZOGDETPeOX5lWe+nEzYx0qYIkz5k2JCRuCwyqaEs125fPCe01QsZFd6tQIiIcZNBWSB4L+lMtl92WslLJXq+BqmZlj7txJFUwjWUDpwEp7FLvT7nPXGzzl8UT5xaum8TAY1ogz3Lz2bt9y7mUSonjmxrU3b0GhVqdw/bb2xNYomPvR812vLNqGS8JfoVR1Ya6itMj8/2MeE3vit11f8/MBe/lU259QClfLbtTTejZ5XM6IxiAmdJA1+yGu3oBX3zOlUBafcgDX3nAUhugSVU/zKfPOrVDmy+LlgBW+gTrOj8hUXH++t3m4l8qo+f7jyhFR3/7OpHDmPJl7P6IyaynY/PvHsTWrNrHYwsjxnbOLxNOHdG5TAAqAZu+10IJuQTM7tHu22ewpy6iw6eipWkL671tW0n2PGP7TZMTkXS06WlV98oAyhP9cuUNCP+CuoC3xJ6gj6/0zkjJvD37kjT9FM3+47hTmOqbMYR1aVM5mZo36pXZA8BKmP2yn4GuBlktp8HCLBxIr2Imr8+VS0UHnm7eWBgFsRPAukKS3IV7FAno65Tr8LKSakPQiVp4MLjFn3XZX7wzem2RbyPm8+5yjXx3oh12DEfffWmquZYF0H+QfOctMRniNS9hHbjE42wrl/SsnYiQBNAZw1undJUSoZSt6RhdkjKuAx3ardq43l0UnrY6kreTUCZ5RYmeUjY9v2ufRCnY7YF1zJZgaccXPIEkSCRVFzO6WoUiYv8O+ws9r+pB+fJdcl19LsyY7kk0MWbvw5xJjmPgMlM1YcOF/+N657pH/qKmq71+yxHn86Li7E2m69Ph33nz2tEVn3iHeF7+XB+Wd6hb4/7DbjuH+acFLmFDj5ih0yQZgBfihUeHkT47Bx7UXOxs0aIAMucc2p6TM8b7s0JouKBOsM7zkHupN1BHlaPT6Ap2AtYpCmAmHZGupcA1QtMFpTJoWKW9PfdCOwnevueY78Bgxi34ps9zSAjS5dhwEniCBAkSJAiw8STwOihNaJ4EzErARRTMPHlS1rGVfYx9pbEEfuC3BuFnNeNZEdj18aa6s65424s/hWy6hNse/fe1sp/cu0X0fS3vIRxcvEwpO3h4b6T28pdpUqXPyJ2r0cquBWiFpEJKp4Nt/krzniyRIAWJSenxBIhp9Ool7NARUveUZ+zeK1JiA+prTHfqV7xQlKQplR0CZZtPpCIl1jCy1xM1vbPaO3iuDqe3iVQcfV+XoKslcJEP3+b7LBVKenHpXEkvbjOQOBpO9MUbAFjwZvKy5ta5L2NGHUrl9gTCAoG9MFmtO1/t9GzaXHBsgQvSC8QCoX4knbOj3cKJ9AqWOeDUgv2acjWh7VaqG7oBrrp2ocyZ8K0ou6xSWh1L2+ItZcCRs+K4ZTiRzrWaQdpsOuhqCdzPCYxh/bKLk1eQX4zFXao0VxJ8mrNz0UjYF242JcqFKV3PK+vXnvy/7jLKfmL4XuV4f8bO77l5W2MCp48efLJR5k3K49OzX3455su1YHfbYu2KlWvkDxI8NaD+snvr6CT7QvppC0UCILjACbpbHhuQX1+LoSw1F5LqheTSViwtG+34dfreCRj0ElETL0j0FvoqlfKEuAjLh8vhYzjxmcDN9sQvXbNW9uOv/7ZRL+/Ly9nWHjcfe90H3IapnsDd9fFCzc7FoHUJ8OlqCTxBggQJEtjR1RJ47mwR+q6IK1930r/6JTMRgRiBt8woDqo1CwMUye3v1DPU757n+bj6KYeUsh8cnHK+XhQcO7FFOWYGVjS90nU9hPsLEfOg1cGzex9DWnsQz+89jqxArpH3U1gZV6W0Fz32m0a9kdEl0C2q98/cLQAKwPD7mo+KpC0qvSgDQK69SZ/X2lpdX+m65RCTMAgeRUZIu6RiaF51dPTXrwT3qO1+6pM3I50u4ZUv/+ZamU0Ct8FV4rZhINX4efsARrKad1wLJfWulsDtOUYlsnqhmmNZlMVbyjUrJaDtTZnqgLSw4KUF5n6reljS5Unq+wiGHLEd7XR98QYgLt62cmksrEMuaMj04bXFAkgPV6zpqBe31ZWrxRjzbiLXWG9Iz6ZHdkMtlfQF2+JDLjvKuzQdAdbFyixpYYhIV0vg9ZBeVBcFblM05eK22mivjrs/4Y/c8n6x/PodOoWlG3TJuxFete/OptppRds6Pv2sf8SXl65Qyj5w6GZr/VNPN1fxif6aZ0v/4V7jdfGW3XXTVPKxvGtIK7M/21zYk6k/8MLwztc8kaxeE5k0/HkpbZy7NCpSF1OMua5Jy2JUagy65NjwfbAUYu+A0XQg6eqS+HBa9kwqaxkyVjiLjCZQZcjNs2jE4ns+U2xvkuOulsAvFejSW8KglyBBAhd0tQSeOb9sT6aruWNxzp2AZ2mrzmxj2Wr7jOWp2hc5tWz/3v3K1m8ox8dKI5hKN7Z+/8nvbsbsXB5/9Y4JEBGYGW/+42mMDGfxp+8+3fB8Gx49rurAiQawb9uBpq8XBWOaVOcz4zl9attPvfoI3vDgzzlfk381lCn5rWI6CGcceuUoOKM+8Z4ZM+EvAMBnjOYGjLKBcJSmRQIXpe84SKXk/TezqSdIpww3PWY2fUfrJC652JHSkjdI0b5FKzEQI0c1H/ap3HlIq8glLYFHSqbbhnbiEC7JRO5aHWbMzuXx3g/M4s1/PL22eL/3A7OYncu3VBJnbvFiEgGesED0pjpE/StAX7wBOeEvgKisR+2FVffvlgi6E4m2NzKiDUVjgqtOoKsl8ChgmEMoBf3ESQxLng8WDJbZtBungkeqTzoR4a/eEfiSvvcDs3jvBwKJ/bd+ZWRNIq/VHRAX4U5oW6S2mbnlWVIAoMcrQveCT2uBROUMoK//0vOvlidoD2xzwHVuMAvJxiQjpscgIWhNnxfB+WJLWK8FlsCGMCcHETWHi2YB9/vkW1narC64heHm25i8dtoo+8N9n7fWdzFYVhfx6uINwFi8AWD71ked+6mrT+IiStvnT253rvvOqz4llt+1fY9R9qVTV639ffA3zG2pd8H9wbaawyhOjtTgAkLOzYjXFAmopHpRuL7D6paKWiyclIGLRetS5EvJVTTjLVvcrdJ7dynHpctlI2QRwGLZDO3/i+tVvorbHn2GeS53xlC7NScQl7UQXa1CuRRQVZuEUVWnJEiQIEE9XDQSOAAzC7cHFPXMWVEx4OZGJOGbj+1Tjse8FaWLzIz3//cVvPcDs2tqk6oOHAB+6483K5I4M1AKbccq9EJi27qatw/AyROmYXPLVtW4eP7UFQCb9LqgfoxvecQsbxLT5T70kykK+wzszE4bZY3wGy/4ArJpgZKVgZTGxZIvpvF3n/8x576efJYq51CJsSlVk/iHT53TT2kPiKwqC8P1z+aKp59fT1AI/1Yum0bQCCo0Guw3jaoAaNOkWlb2cfi1KhkaDKUa8KzdB5H2GDNFVS3pwcd7HnqRUjYq2H49+LgYUnN09wLu+3LqK4kQSMrCLbnbCuowq/7UIGEya+b9lBi8Ii06eheJCENDpOi8qzrx4SHzZSWCptStZ+bVCHhE5wXJR1lYvOuVG033G3WlsbAZeV1shkQM1gwc0uId1DXLshnzo0wpH1yWVBnmi85pdXw5RU2zXtog6ZFteuV22CJs5FOsVLHrwKVzjTKhWRIZQAFo36e0RJAGmbdHHp64Y9Z4bbCVZ714XlRhdPUCTqdMnfMaerVBGHfLUUg+UBwyy3QUtpuBIUNZs+yfTtwCAPiZLXcbv42l7KRUVfzsb/fiqu3HlQmuS97NYP92lfRKl77bBZuUPqkd/9djl0e67rdf+Odrf+sSVjP4xR//qnJ81+xOa90f3FmfDnf+mcHvw/epOVjJ4kbILnEqvh+8+s3q113PIxKIpxwDaQoFe/xhC4OB0ocCm8dNL3qwZde0Ieepuvt6lLOv2lcj1HrfI88V6wykVvHrV3ytNZ0TkOjAuwCuklaCBAkShNHVEnhcHHkdwD1qiGtPbxF66kVJisgi4NDeO1HLTl+K4IO4UM7hrhXVmyKFMl4w8LBSdrw0hGNHrtbOHgWBsS/jRoOpY4nTuPPxXUoZIYOtLfS9fvj45fAFtYpH/bhyu6pXv//YlUJdLX1ZCFOZWnb62XIvAMInDj1xrWxnTyA05kPEKTMl9yzxOzLT2NWj6q2vyR3Dbaef2fDc3FmAmDC3V/volhj9J1QSrtT8oBEcwsygvKr790sluyoipH+qF2IufvRd6CUcjeW+QKNLuZzcbyLQrm3aBXzA0VYw/GSzHpcJs/nanBntXzZUI/t6T4s8QAvlLPq8xnO/j/JOipUyCADhwwefulY2kqrMSY30f5XThnSe8frwhv2fc2ipMS4eCVxKDCt4TEURbs1M0xa3J5HVTOAy1xV5sOuCpXLzXXMn0HG7HgIdtnhJtVxavG3lcl257xL1vtgdXS/uSMYPAJ7wkvdYyLnKZW2htmQUCfTiWp9cdcGd1G23ENZ+i0k5zKVGTESetSRlSDW26dhJ3NzG0X243eakrW7Rb6xadcWGlcB5VJV2Llwthay2lt4zYOVj7BmoSYjjPYGe83hBTYI8nJJ9V+/Lq37S4yk58S0AHCqOrP2th/2GoRPw5DzZc2ZWCIbQ5KSWeprUgyQRLfjNp+uaSNsjTXVir88fuVas9wtbzCQBAPAX+drHa/bM5iZ6t8FQ0V9LCY/jIP8k1ZYwc7UpYWVf3CGPHtR/p3SESa3KkmS4Trh4JPAECRIkuMSwYSXw4y9SJd7VJy4Zd/PErScNH+CyT3jwbHNSFIFBBDy2VGv7saUxEBg7+y8odYd74yfXPVYcX/s7TSVBpQMEih71Hq/MupFgnSn34/RjKs1ruqLhk9rpCUksg3U+/d85qur+A4lFvaptlxAFk6kapetM2e7wb5O4dYx5qhT/j6efgyKnsX2gFk23/WVzKBc9PPSF/RF7WwONqlGjPD1jqQl4k7U54J+319PB5bKTNwllzGQX7JgYmvdOWRN/GwlXBKw+Y8F4Z/cOzBrvLBCYAsKug6OZxdiUNDqdbD1Ny2pI6vZgJo8B1oe24eKRwIVPkTQRpDJX2HRkLsRVcSEv3kAcf1ap3/arxbnH7tbl2mBjoktlLrLExM0iZuJv13cWMGMB1otPDOgcyZ4LunoBZ91dpALfkny21ZAyubvCF4xdkqHNJqjEyWZdFg1trQ40iVbuVk9MNWy7QpP1orbjBikhhDVzUBehU5QNfgeoR+zvjGtWpThnR2n7EiGzWnq6GUBxYV/8mbB/UjWUFITZlY5g4JDw2OoE/uZJH2pY718ffVqsdiQ8WtiE1+3/nlL2+SPXQjcPhfmMo2KRe2LNwzynjfMzlQ9mOJpuxGIMBtQt8Fgq8HQpCp4+OnJClhXdENwIJkUDwc+qbacHLB49WmZ3b2JMrgcoqxLpwWtKh5pUSZVKTo8xamDOqeea97S0TW0pBfcsSi6YKQeODZdl5o3fdKWHrnYEgGXOIgN1HKOmJ9QDgXzBcaCVaCjKElGOiL5PRD8gogeI6E8r5buJ6A4iOkhEHyWi7jHNJkiQIMElABcJPA/gecy8SEQZAN8ioi8AeDOA9zDzR4joHwD8MoC/b2XnTjzb9K/Nbp0XUwKmGSiVGksJZ1f6LTprRq/ALxwHf/vw85RjOQt2j+Urb9d6u0A33A2TGfgwRHmLLpFFOTZcd9n3IPqbM7DAzbkDevBBpIYvp9nG4wLkKWOUlVk3yrEhcZeZjDG/c2W3yKPhgl2fmIFkk+W+LMglV2c96Tks+U6MiTks2feBU2oYP3ZvN+qy78O7oLqtMjN4zpRY42LuBt0FkTF2mWok3jdyztB5B89Qfo+39jYX2DZAK8YcsmfaUbHqp2HjOOkXeInNHJrtlWsbzlgOUB35TOUfA3gegH+vlN8G4BWt7pwYHGHpse0lN8ocTRAiAZNlNyXptj1n/bmrSSSejlcM1LPu7ly2fVGCGUyIMUTCuRGS0EQgLTLLpMXb9gzLJbWu1aHGdVI6QkxAbCl3LnN+YEK/y5bxMR1bII25ZLC0Pu8YNg/5mq666Sgmy87YW8Jw+gwRUQrA3QD2Afg7AIcAzDJzdeoehxkTUj33jQDeCAA7duyI29+6uGar6j5X5FSksZpbtYd3h/G9W//n2t9v++FPi3W297i7fNnwS5d/a+3vjx+60VqvR5TsuwvSAvnsXWrIve5+uN64ceQoAODv7nmO8dvwKceLrAjBZLp7Xz39cs5tN8P71XeLiu5zwuu1zPvQF54lPX2hDKCM08+dUIpnb4oXADTao0Yq9qfNXcxwyh6kp5NHSXamDJUNO9E/H3ims2QOAOXQnLZlrx9OrWDVF79oLYHTnpGZy8x8A4DtAJ4C4ErXBpj5/cx8EzPfNDmpc9IlSJAgQYJmEckLhZlniehrAJ4OYISI0hUpfDuAE+3oYBRsyqn6vaVyBvpW50LeLmUP52oeD2PZJUPFMJBaBRHwq3e/LlTaC4Axkmlt2D4AfPrwDWt/e/a0u4LbIBsJHc6X+6GPxYhnSjazvhl0U73mZKp5r4ElLfy4DwWDUpbgGS1HCXeW8Gh+kyH9F30PH33sJqXs5/Z8P9J1t3z6sbW/eWzIXlGDPyun2PJG5JRwfDqk285mrLt8b3RUbWcga+oOhByUAODv2qIc50ezon6NPWD2cvU5Usl8PrunzsLT1CO+T5ir8+5VMdGzYDQduOSyUk4Ve0kYo94iiCSJm43AMWZzV5shU99dTyIPS9Ypr2ycW+2n7pnSSs9NFy+USSIaqfzdC+CFAB4C8DUAVf3B6wF8unXdCsAitZGF7MZRf+VKeiTph+3qQjd9mLvvs9nPaM5IjnpfsenW6+Sl+xZ12NLVIkx2qa6kuskImT6KQrJqACgUTfWGt6rndrR8ZOI480Pw0Y5iBnE0EoghAxbjiPQtZSEmQ1+8bWVSvIKrXSaKvURcB5ztJa7P0N0m1MrwABcJfAuA2yp6cA/Ax5j5s0T0IICPENE7AdwL4IOt61YA7mVjEd8yEs9ivn1gDjN5lfhKCrqJirG0yriXsUiOI0KSB11/FtX3VMKP7f6RcvyZw08w6jxeHjXKRjw7U1p4PQpeNLmfq5oniItvtrVNeADLkrgRCg1gyGtuJ/TRx25C4buyP/beb9TGJHPkrFnhyHH72upK12rxBLEZLpuFv2W8caWImH+G6qtva2H3iGoXKnMKE1n39znbAvqFqKh6joVpYiUf8vVCwwWcmX8I4IlC+WEE+vAECRIkSLAO6OpIzL17TomuRsymO+BzJg8grW2Ny0x4aNFMJTbVp/qTHl0yJVEJe3rPiVzSgQTfnBQ/4Jk+qpLv6Wy5zygrsWfhM2H88wE1OcFkC57046WannZz2k6Dq2NJ0KsvoweTKTsFbLN4rDjRuBIA/pImbacYsAROpu6uUez6QKQ9MGVVLxIuFs3kvsx1fFRDdZuNtqwDOn0expQeFx3KAAAruh+CD4yPNv8cVzSfw4wltylgi6Nwg+kJwkZiFw9sRGwWOYXAOsOhMjMGIu+n5GnBXkuI22zoai4UG7GNNFD64g20RhURhrR41yt3QRzf5SjJINYX7n1fN5Qd+xNTgRkloUMnEPsV6eoVpB7i6MVdz7Wd3zps2OFvFq5BNzHtTy21NLcCroFJriRV7SDhsp/qZhiV2paed7HgrpOnQvf72IuQDKs2Y6sOS4COKyFVHKIy+3tjRmy6n9ttuETIrOrhlsmDTvUuy5pb/aWSuq29ZuSM9fzNPW7huwNaYIEPzykbtStXdVycKMmmJZsBd2umxm8+KBgGz1aIg5o1GgLAvK+SM/ULbo1VPGtnTY3xnxUO87BhM8ydHsZEehF/+fALlDL6sqwy2/EZ1cjGB49a+yOB9KCbCF8zw1gZUSrnMypVmdX4qV+3z3Tt630oiFLKX1FTPx5/njs9wkI+h62DpnFytaQuCFs0/AAAIABJREFUN5f1mu/mQjmHyR5VJSMZL1cEMrVlP1CL6dmwBj13bn59115swVpbL7N9XGzYBbzboC+EA94qbnv0GUpZlorChiqHwTpRZc1irqx62jAD8776shYFPpPtPefhEXCuVPNtPochEHzs7pleK8ugDCLT4wRgoUzGgtafegv4l0KJn8swbQST6XmU2MO3FtQEFZ/8zk0oldVpTrvL2P0Z1Tc3/cMjxoJL2Wygn26QWoz6euXkvilTPcKeJ+vAJenYVi6hSfGT591sGVu/mYeUNtRPAUtPanz+gW/shl9WPypHUmU89YUPKGV3HN8JX/Mueu7OA4bKbWevfa7MldV5NV/OYVvmgqX2xsYlp0LpFFz9nDtFA++q37P54erUWuul86vXhkQBrC/eAMB6lBNgzSDjop+OkpQ4kg68i/jELTmfreU69MUbAMplUyejL95AfHtJ19lbWoiuXsBTFquzVO6qE42id7MH/TS+ZjzEI8XpPl1g8zpsW911w3p2Jm4WjQ6BXQ3CXQZZnRhPd9/uR9PVKpSXbHrQ+pu+3V4oC2G6ZNGfaZJaiT3jmWzOBiHPRYHaMuzOFCcpQhVLlmzsqu7MnFzVYKEw6RUAvOehF8Xuk4SFkM56PLVUp6aKHJXwE3t+qJR9+OBTjXpnyyMAgJHQtdupP2wazPjS0v9eO3zJpl/raNudQs+dNbtD4alXWOvN32VyHN0/qNokbEq1//rOdWqbU613LQWAU0XV7iG91wDw3675rHL8vkeea9SR5mQBFpoDAGhx4oowuloCT5AgQYIEdnS1BC6h6kQ/KxjpCprxbKFsSrbMplQuOeYfWx0DsxkAwKwS3Fw7eNw4FwAW/Sy2ZGTiIh0nNemgj/JWDuNBbefBDMNY2ksZiccIc1B3KYtlG3GViiwVQaQaHRf8XhB87MyYtLmSYVMnGMqQW2ZvKYApqKWW/evJp4rEQ3uvPo5DD24XWlLhL9p3FJ6WyoyZVanbpvux5HSVIKUs08PwWTKmWlz+UCwJXjHt2c3s+eDjyjHD1Osf/qWptrTtirvndirHBMb2Pt3DjPGb97xWKUnRJuNd2ps7A5P0KgWJNKvd6GoJXN4tupPGxHPWdyWicQ+mcfZdjknKEyfZgUQwZOuPlDPIlSDLlTLLNZDCmkE+JRCixfQNi5UEoR3tdAIli7VSKBefmOBPL5atmmNWEvJKRok3kOa0bNiMt17EI7VrDl0tgS/5ZhLXrBdf59wp6NL7qqAJdHW5awXefq1KGPmme3/WqPPISkAtOpWrSdY6HWYYBU2XOOv3WWquHwYOmx+ansMq+3FbwnV8NkUkyc0nbtSYBVxUn5uYmLjOR4JDyZcz33/EWg+TjQmydv39AbH8i9PvV45fsv+tRp2Hn2ASsVWp2k4/pXZP2SvlHe+1l50Wy9sB/Z2fTC9EShIRFV0tgSdIkCBBAju6WgK//fQVRoLTkeyymPR0djUHfQvDDEzPDShlftkknto6cQFS4JoHH7uHmk+N9p25fVqJqbudys1YCKl87MqdXzuuEkLpHisENiLPbDDTsl1u1Hli/2NGNFqUZL9V8p8wPPgtTftWhvkMX7/tuyj4Hv7tlOndogX2YeKLR4Byk1JvtsdUbXhUZVhrDgSnc0U9uU0HHgFciLCrtRN214eljVv7f17tS6ls6hiecJn1svv+7P7aweZJMQJ1PjeCofeZEdUfv1t9H55+5UFR5cYMFP3aUrk3J1AKV6DvqI8XRzGR1j1rWrfj6moJXFqobRmr4+ivbFHH0sKlzy1Jv2Yvj0JIpbftrmuX/NelspSgOJAJwCxBLs5JNKJAv6ZbGwDQIxCa+UXheUuLtzOXVRuCbjqk65a4yV35yq0Quh7rmtK5tvyemv7dSh+wKth6BF91afEGzMdTEoKNAAs/i6OuvVl0tQTeDVgu1eeAuH9etq7nUvF19WFPmyhUmhMWqtey9lF4+tAh/Mzeu5UyKQFsQKXJShLYKh9JHNh065nQhyVgelTfDCmRQxXTyxon7Cfd6GVTE+P4wom/UcpePPYGp3OtaFZajQDqCSS+sL56Dbp0XvbxxZV/VYpu7X0dooAFStvySZVLiDJp47Mr6t8d0ffFH1Qar92P1xfN1nLsr/crxydubX5H+O0LwbWeNFLjyolDdRsHXS2BJ0iQIEECO7paAl/5xCagpH5jVlCRx7RPT/anTEbB/j/rx4DmOuunfSE98Ai4h1H8A9OK/cPP1yTN/KjgVQCAPB/brlHb3z3YvO48Ks4U1YS4ZzGIvVm7nq6KZb/H8CEvCzrsAIyPHnzy2pGP4dgcE5Mpk7HOZ9k9sRPQpVHq71t/Vz5Jsg5hLR+n5Pif8owyXeccByTZA9Z+0xJZ5OVoRG9A3TExM/xZbV5k0iYBWDmQeF0l++H/fFQ5PnHrHqfz6iGsF095PqT3ZjS1KER9XiI6cH3xrsL1laKCpI+1TDihrgHLaLElIe56wX0BjKKf016gNhEEdUDr4Ix1X7zjoAN9b8f4dFvCC3fEi09pFt218sRBfcbPpuCXmh9o1wQKrkbQuGQ568rBFKFUh2QotY1ZXso4kDINm7GMeVEeRMxrxjYwXmJgW6Sp8DJ6q+5JXKTHICWBWQ90tQolCrx/kYxV0Xi287dtWft7fme8r+R0fkAsz6XULfHpFXuI8VS/6fq0PVfjNe7z7F+twwXT9ep3r/qScqyrT1oFiUC/WdKvTYKa5YtLZmBHFRcOqEEluw4IY7Sy2vwmlhG80fpWgch8010lRyLTCNlAddIyeBQx8URz7wX1mkF5NnhD6rvDq3YyKH95uXZwODAqsnY/6TEzgceVf/IYvnDuH5SyF379d+x9Cnln3Tx+2Fqv07h4JPAECRIkuMSwYSXwyTtV6ZQJWNo12NY2Rx8AhJwBYA84WdyilJHnY9+TjyllZxcHDN0xgTHRLxMpHZjTaToZB+dqO420VxL94gczJhlWCj5+/Z6fU8qeGnG4Toey0k9GyEovYdhbEQVUZmAkVZO4zks0wXXg5TWSoQHPkISLN+9D/7cbp+SrElzphjZ749oNCZItcwe33lKQj97HVAqUlnh7GAi7DOaysi6aGShL/Pxa2wX5vqtukGvwGURa8pDeXjAzeNXcUevuhMwMXlpWykozFwxCMgC49vfeoxxv+XGzf/3pgjFP752bggcf1w+fME/oMLpaAidbtJxQLsaf2NJUSdDrCi+ftHjbyiXDpkhwZQvQcSCFsgU1Se+Z7gMenO9GviP1x77rdgsEco+HcdeBi+VSQ+nGzH/10AndtKue3tYX1z66ZhNa76xBrobMOAZPachsl9OD/NphGnFBV0vgE3ebOmCuQ9E5dJ/mSjhnkRIt+rg7vvVHa38/41V/CX3xKAxEmxyP3LdDOR7ZJ+fl0zOB5IU0YO3AgdUt1t/CpPWX9Zh66POVpMYjqWXjNz2ceMQz67hivJIv9Fy5JgU/sri56etVQeOqXpRP2AmPWJAwDRe9uNB13sWi26fQZ7s+PyJ5lVFVp6O11dPpdqXxskAPDKrnFuj116TtenrxZlGSjOB1uObChMgpIQoYAOb8PjEpeKvQ1RJ4ggQJEiSwo6sl8KjwB1V9mFcqiQEOPCx4iDDj+c/5s7XDXgTSTmmo9gkuDJhf6L7TJRAD/ae0vqQAzqjfx2Wd26qCopDc1Qblqx/Bl2KxmMEjc6pnigcfN44fF+vfdaG2e/ixTT8yfj+ZHwGDcAKqJFtmwoPzqmT/5qnbnfsJAH977rlrf3/lUZPQDAA88nHt9tqgn/rgbnDRw7jrmGi8GbRtsymFVwNIRB1vqJ02JUrQQUODzqoMZgbPN05PJhJZSQE6lfuldForlrhLLB40EleJtvOoK72HpfNUKuhTaOyr9+L19DTuI4DF61QPpaWT49i59bxYV4IXmmvL5SwARl+qDf7MdfvQxZBUmhb1p4XzyFEnaik3SiS9uGW9kLJ1s2OZq490NN9wgRTf8vh1XbI7Ib5MhlWSzreaN9z0/Hr2ci5aCIbERswFVyJC6rYAkij9keq6fu7jtuOK+ERazevFy1mJqK4xeV0Vsh+4m03pktGB5zc5Wv8BZM80r2d1xfARU+9W6nMfwrmDY/J1n3BSOQ6mESt6taKgn/MRJGPWdejzBVPHb9PR3TG9UznuSZlflAPLps55KO2u17tjeb9RtjdrUh9ExUO317Y0w5blqTiYwtBhdW6kz8m2kU6lIBPb1kLP147DBteo/dE9TgoFsCYcU7oFCUUc/cj1BBMA7FSgjqCQtF2PFlf3JHrkL3aK9VZL6nicrhw/fdORtbLRtH2tkeIdli1Jy1uBrpbAEyRIkCCBHV0tgS9tTltTUPWfVkUJP5c2tlSe6cTijMzRaRAzerRyJkJxpxtFad9n71ELnnWT03lHj4+L2zkiH1PbayRZx06OivUgJI7YO9WY3AoAHj8/aqhHjp4fA/tA8XjNdvDTz/2u0/Vs+ODbX45i3pT+Mtkirn7LA07X2P3BI8oxpwgXni1LVuuC0WGThIkZuGCSpuWfsMs8v+wj+0jzvsaFZ16jHGcPnjNUfv6p+DuhjhHYiDHtobbr+Nj7U5uU48vfv4LVP1XjLwbScjJxn1Wpu9ezJx2XurxQ1nfElwqZlW1iSOUt1leSRVFlK28l5EXZLLfVi0OWY9NtU4tnirR41yt3gTVuYJ0Qm5ipxa6KNnvNpQjKS89GriuxJliu6njNhMzKCaIR1Fa36UYsZ0rZuleFMlt0UIvhS5m9YzRdtDBFloV2pDJXUN7yIRXIiERI0ZBCNSsRUgfAjos6R5B068VLNDx3HUm0EgKvaOhqFUo9rI6rXc/Mm8aD8uYxpM+q21XqyZgpmkpBlsWeFTcXoPRdtQzd1V4YfMeCyLr3T+6Fd9Veo/zxl25TC/bb+3FqZtj6Wz0cOTGJTK/p3tXT0xxp0qe/GeSe3PItdeHrP24aeO7AOJa3aRlU6qwvj/6fV679vX/aDCLCsj0H6NjtjxplRhYZrhP8EkY9runQYuoa8LLW/B47gZmO1etq7py+4DlRRX7Y7GvvucYEYpQRloDKxyzs0udMJxAR4odTN2zGyOZzsaOhBE5EU0T0NSJ6kIgeIKI3VcrHiOjLRPRo5X+T8itBggQJErQNLhJ4CcBbmPkeIhoEcDcRfRnALwD4KjO/i4jeBuBtAH6/fV0NMPa9c2JSWgZQHjcDdFyMNN42e0h5GOWTpw2ViU5dGartlC2EU4SpL6rW1tX7+kU9v59mnH6NU1edMfwhldHKK5XhCTzofppx8tm1473vuB+eRFDkkZg0Y/CM+n2fv3GrtU/eD2tStA8ARPC2bLLWD4NXBPfGdHs3mlwsybrtxWVgwMzdSAUteKXOtduu17cEBwXG1gZeAKmUrOTtTwFLTbr1eib5GDyS2+mguiXjNU/vm/f1+ddBIyYzn2Lmeyp/LwB4CMA2AC8HcFul2m0AXtGyXlUhTF4xozgsO3JHTgZpGydu7WJOGFG/J01Mi65TX1htFNtyuRCEJLnlWpJY6OXi4g17xiMDElMeINoOjI9m3AQILX7xoxgmxXizGOfaysWyCEZV0XvGrOR0rvV8x3OjBN9JkGwH3COsLZYkDXq5/VbMH2T5rnVGzEiiCRHtAvBEAHcA2MTM1Vjm0wBEEYmI3gjgjQCwY8cOqYoV4/fK5E82pA48rhyL0pgAPnUmGkmQI8Sw4CNa6Pr+aGMy+fEavWp21i4VeEXho+Spj3t1PJrHxxV/Wwtdj2vyG7rvNKA9nyp9qwT/RIirgKQ8PZWfHMK1xeQL0m6pFe5xenDJyJBYjbQ3XVp0/B6zbHGLfZdHGhPTyuQWDD+s2hS8M/Z3TAmbzxcC51RXfb+mWyfADLFvwYc0/I75lhD+k7/3NLF8V0bNW3vVsJtLZQkpgCGSVBVZve/popzYpVVw9kIhogEA/x+A32ZmZRZw8HkVnwYzv5+Zb2LmmyYndX7rBAkSJEjQLJwkcCLKIFi8P8TMn6gUnyGiLcx8ioi2AHCLFOlGRKC/NOB59i2joIahfo2APmJzQ4/U9JL5Tfave+YHatonKSt4pkfOKs4pwsrTzfD3OODzpqRHfWqyhnqh0Iq3hCS5pVL2hAOimspBdqkXIu4onRvjfu684Y/NAHps1Meh+86MDBjnppb7Rf9uJiB3TvXWocfPmHEMrhL1QL99fHUUikZSBmY2dznSs7E9Lws4tGvzMkHgH+3frdTZdvsMTrxIprEIYyIzb3msjHDPe0kO5GEGitqSOpZexJmi7jnWQR04BU/tgwAeYua/Cv30HwBeX/n79QA+3bJeVSHppi1V18uP11WHaIX0AtgWDr3cVs+mX9Zg7btkZ9CvaTl3vfx41zPhQBSdvLTYuvZQPNcy3HJd9+wCet/jjq+zbjuCsVIcdymBsSCfkZDs2v5N1mxPEYZCvmZndeA3A3gdgPuJ6L5K2R8CeBeAjxHRLwM4CuCVLetVFccEkn3Pkw00AlGOzQskCuF8o+vZvVAqEkGja+bNvuQEYi7SfdcBZM8F0gdNa+nlHHX/9ZD7wt1GWUkYty/7H1eOX5R5tfF8vF45LZpvkzolhNvuBr9g5blX7CWdCilvJfIF432g3lywxLj6frdbeGIAzMouzJ8T4gPqYOT55lryuWe/Vzl+90O3NtW99UTDFYaZvwX7J+P5re1OggQJEiRwxcaMxJT2KpkMINFVNgubj6sliasEnSJU3PKt5I2vI63kA6FjzM2CXT6nktBL+ndP0HWWZ+1+vjopPgB4A2Z/Xjz6K8qxuEspFBTaTyvqkBGFedNFaSKqr7cuNcaR6qvzQZoWDruweuCZ0DOamQ3m5K5t9hNCoEOqxxMDRkIGAGZKNCHSVbfdhOEvqIkjbDsu472RfL5dIdhvDvzJFfBzQvKPAmMLppWyZ04exH/74U8pZaN1nLL6PLcUbquaF4rP6+wH3nWIq3OO2U4cnapIbmSrqx1bdf9ScoIYfridQqv701Hf8Bh9FxMTR6jrnF3a0Q7iiijj65x8ucXvkrR4A7L7ZdqL8gxd6wr69y7Qga8fIpK9iz7ALogqfYWkGCtroU0ijMCb4Z2vzwNSFmhJbeCKH+96wV+x85e0BIXK/enPUvAZF20jvm9Ky/UWQVc7iuCbLNpwdF/1enrlo7UEIL1n5PnU8qS/yyvBrtBhl8urq3LAkuN7JvKzoL6XUiN8+4V/rhzr0rcN9RISpzpERFcPG08CT5AgQYIEALpdAo+Ccln2KW0Hwte1+IFbT51VpWoaHXGuC2gSUFr2feYIevrYcPRA0KUvm5+8C+p6ETncNwPw+jSdLrMZNYlKP6Xw/hBXdz3JUpcaqUdWtOqSbf1rFoy/vSGV00byi2dATdEGOL8j9SRvfefbLpdeP8Svsvzi64172f6VIJn4yeea5/7KXb+gHF/dv2Dmb2UWc7p2My5uCbwDPsDrmfg2tg/6OmIj9BHYOP3U4Wxv2aD3Z3yIKpB8viWIC/UGHIuLewGPg2gp35uuF9v4lmDd0Q4D33rOi07NvSjtxOlTynVVF9u1/mKUSPZkqeySyUrfNriqWpjVJxA1UMOFMGl2ri3GRT2ISA44StnVEaG+OrkArlUWZAKLe6ChVumU2geCaiOOu5/vy89QMoIWS3JmHX1OVq/pKgho9K26C2vdc3W3wWLRvJ8I0il5nqlGYTYNtYD8TmjPIoqxHgCedePDynE21TwVbJW4qs+rqa2W/eB9KAqPZq6kquamC11CZpUgQYIECboL3S2BXzZuGkjOTFsqyzCCFJjhadJEPRpTRXqsCogu7lBSIJCjy6EoqVTrhtwQ64XMU69OFFUwjVplH57tXkISe9UlTW27jlugawZko55dAteNjsxcvw8RwcWSIYWv7Qh0iZnZyaVNNETaBFmbpN1oB2gjU8vnnaRwPQgn6KNAtxtF3eG6k7K5/eq7RYuxXseW3zoEL8soaIEzBT+FwUw8t0rf0Xd7vqSuN0Xfg3tUR3R0tQQu+nXHtDN0zCgVhZi+A4gSRLQRsK7GRddEAi0OXpEW0baNQxc5AIj1BM8gL2tbGM3zy2LGc2tIVYPjOtcU37JLJZBHAF02EfyhB0hI0mgdSTaMasJWSaoSpbzwhIoawp1SP0o67SZQk8i5Tmg5UNtdSNeoJ8U3i7D7WjtguPY1gLNuXl8ALAE6erBRJN2/eEFfkJpjhOxXSJ2cLyd5akgukTHRSdtFFf1ffQAA8MjfX71WVo9g4PI+NVlDidMgYcfX7zXe1eUq6dXCNLEn8nZ34HaiqyXwBAkSJEhgR1dL4CdeNAFOC98Yn9Gr5QcY//IRs9q2SVPP5vvwVgT9JTMQ0q+vhSKLXhUh/XCFsN/V6m/oRW0E9szaTo2icZzodck8X+JRaQW8MVUa8c/PWGq2HwsvvtaQRClfMspSy2UxnycTsLxZe02KZYx95N6GbZefcpXRTvrOhy21HdBgR9bwdCkYJ9sD5GPsrGyxCLrtStLVC8Fc/moesNAASJ5CN+57XKhpIkO6tM1GWS8VROUGA+AuVTh2tQQuLt6AnLE95Zh1xWY4WS+dqiNpVtygnY0QkNIWv2BJjSCU2ZIxi4F5GUc1iNAOi3ad5onT4vpsW+eFy3WjuBa2wyZkkB666rABSQ9tfQxCmW5njRI2kviBC7jwvF3oO61KGNnpaF4KipdFVDIg/alIRsOY1KJWSN4JDmrJev0Rw6FD90gWfbXu9QMA3viYOR6D9mQBhc2hxL/CbE8JSTDWzh2Oqbd2RP6FN6z9nVq1+LkLO5zyjZcjM2vaa2jJ4lEUolPwF4QEGFWfbW1n5w0ONL9SdDCIzJgvdd67ledft/b35NvMHXdPjICdRljyzR32XKn2BVn1LRQJoLYOZ1dL4AkSJEiQwI6ulsALw5D3Lwx4RfWHvjM+CkPq7WRdXcYXKn7gMUj9Df2ioHOOTO4f9sWuJ1K7Ch4OyX1FPal0LxUvFyNphZA8GQAoZ0rmEpgAP6PJFczwQnk6fc9UeBSGMuL9pRfKKA22PgXbsVtr1/QznjhP936kvV47CmJ4gkjuuk5kY9K8QERVWIT0f6deV5tbp05sBYExNVEzhl01flLk+e73VlEWfLHr5G8wEI6wPFMYNHTivakimO2SeLvQ3RK4a7YDWHSV64iu0zm3mDy/XRCfo24PEE+06LBj98gBXfaoWwGXZ77eZGr6ImpL0iB3p/k+2gya6/HKd/cCHhOiX/06kkR1G2nRpQoxoYKtrjCHfMdsLkYmLUCcf2I9qW4U2uJ2ZCKKg5jWPD/X/qXKJRi229DVKpS4WNw9iL4zjY2R3oIZSu+NjwIA/NkQkU7VKBV+oqkIE2s1D9YDf5jtgbVxPunrEFxRF7qrWh0jZqtRGNTHkVDsU8tKfaaaZWl3dQxNVYKXb/xsjvyMbFDNzJgG4B6Nr2n4cLXNzbWye8zM6v7xk0YZAPDcPGhQ5QgXA74KLc7cU4XGey7mShXUJ6nhIaPs4Pu2t65fIeQ8VV3IMLM3nSyMRrqmz52ViS9qCTxBggQJLmZc1BJ4S6Bk3yF3HgzflzOVCOHoRhbvvpzZjsXYY80Y47r91gxVlErJBixLsJERRm2h3DVC+89MgzZNqHXSQZby7GnVXY4JKI3XJPbU0bNGLtJUOgUS9roMoO+IKvH6KcLp502K/WwGo/d68HwpCIiRHyejrDhoVEVZmwKzezxD0zq3Zyuo6GPq0zVJnEaG62RlajLwp5ItvmEOyzbs8k799D6w4Wdfh2yuhWAGllk1yi+Us2BNzl0pp2H1rtBA4LYGAXW1BE4li1FCKBdrOrKpO+uh15MIy1o1CilPk9eMEmjiquuMQPSkGzalRNLS4g3Ir1nYo6Vuf2zrn1ZVWrwBgAQFulQmTV4raWFG59JpgyGxDfPcVSdvLt4ALLQ+usKjZHkOctMSMZhUS1oi3b0r2r1kdLUEPvVVeyBOekb7Ks8LtJgOGbSBIGinHXaKduUGNBvSet8CyUhkgnTqC9xzXerPbHxYrgeg59gF62/NYOuXzxplnFX1tivb3Mj4F7dGG6v/v72zi7Xjqg7wt+ace+2Te2PfONdxTOLYSQiBKEpM5BKglIagVkaKoAiIiqhkoUBeqopKIKB9KGqlSm0f2vJUFaWUqGqBCAhEeYBGKW3z0AY5hAo3Jk1DHGLXv4kdGzu277mz+jBzfc/MXvvcPed/jvcnWT6zz9yZvWb2rLNn7fUzUxq6VT3PTv3Kql184V9/7t2vnHxMrnBCF5HEde8Mrv6+MkM31oGcYh1LbfcZazZZPnVqzdNc8R/Z29fih19xvnvTFauBTi1P4YaLOsN8qbr8XDIk2/+ImegZeCQSiUT8TPQMPNn3om3XTIS0nE7WNJeEzoAN2/ZMExFxii2AO5NRVbRcFMJnf7S8VspFJzbMuf3ZOA9pihwzEkOVj5mIm253lJT7Y12LNHWvWZcZeHq4Ix1oF9tusrhpze6lLx8KMjOte6lphsOXWQ+kzYTXPnbHmvsCbP9G0XMkbc2QlMyCv/jQNd6/X/jPQ0Hnccht28WTD+ctUQc4/q754C9IZizTZ/gx1kvgW0XNmOgZuNeuOWjHTCtvSb926H7wHS/UrNGPbdpqH5WvsEeZ9GOKss2fYfKEKO8Vkra7r+UgKkuGS6KxpmPt163dOfegi0lUoZ+C3g3j+hjKGyxxwpNZ9bNU4ztP8DHNv+6NiZ6B1wnH48T38Jfak81XVzvRnOE/ffq022ZhLeCWvEO8nge+h7Jsb+8nYdcruXdFx7U0Q/u7kJ5w31D0tcHaz31sfnR/YduX8KvsI22x7fHjYSfNE7Dp626iq87kbF5m3L6Y6x9VwuM9NvRyMi6541aSUhmG1u5qJRP/4e6HLn3+i+c+YO6zsXHOaVui6WjSE4bC/6P3AAAMhUlEQVR70Nll15d/XZ4062w7LIV0aDm2XpjoGXgkEolE/NR2Bu6scicef2gDdUwwy+YxK1G2lftsgCX7cHrVBsd3WgZgl5S5UhHgs+4sxCqRdsmv2yr1Zs2uh2BeKfSr6mu/UYB46OTnKEcWehM1lWRKtr1pKN3qmUYDq9hCGe1WCGJE5prOWfdcct487TJCozTdvpC6vtzzyXl+mYYlXYPizFo83t7DHn1TMwOfuORRoXgCXyIDoq7jYtzU8Lr5u2x9MVif7Qp59wbKRCvwcSZ66vscfSTv8e5l2bDDxubo6PO6Odd9GPe6vxWsgVNpkbZCINokYSZyM9eJwr1NGk6ZtMHjZkfJmJRLPtkmFNXwmo+AlBaHvNWyQwIV8sCDlYr1AFzZJbDDeZ3U3u9ykqDA0qZVd8VkKZdlwQ3GmFlnJE06WcyOZNXsrFplvvN6es1NS23XnOTzLinfn1CvmKpvLY7JzHdvyi52ivfntEoSszXQQ0dcDyPDfXWFgilrZibrtRGk4zwjVcejdY8Dg8TSsoso0LjlpsL2819w+/y2crHbDnYuHLz0eWOzWrWthoT9SP7R7Y8Vtvf86AFnn/aIE1Z1Y00FLiJfBe4Djqnq7XnbJuCbwA7gAHC/qo5mqd8qjpq3OwN20LkauvmVl7w5fD8ell+5j4sLq/uuP+6Xpb2p6JnSOHrKsYGbxZOtEl0ru3f2X3IT1bLxffkhTxKkfC2sfC2C4ZNcVcF0PEhdlFPZdm/+cLVa/pwinWW+8vgAc7/Q8WbNRss/cnkfZdb4ce5U9mnqdxsN8cW2fvyNfvoKdfhYfvfthe20qbz4qWI/33vTC04O71Th6BvFjIT3Lv6MZjJYf/Xz2sB9VVV+78efKLRsaGaX4WTb41GU01Yxjgep2T646XvIT8nXgN2lti8CT6rqLcCT+fZI8Nq6a2izGxYhRREqHa9Pn/ihFLQdMKE5RcZdxMA4cbX2MZG03f5YBRisl6tBK++McNtj2KWsYgUf3L1ZU4Gr6r8DZefaDwEP558fBn5rYD0qnnwIh5wQ41VOaOiBaevudoAQPCNz0q5RZIhUKaceesixLcyHB/JMC73awLeo6uH88xFgi29HEXkQeBDghhtuqH6mPgaSzM46r7WCa95IrjTye64w3/3VqSrl1LEXF8Lcli4sujbsVkCxiq59uW5rMUSdwYZAj5IqLqAyO1tp4bAQEDOqBGVWP7qZO3qlmzxrRf7mJiwtVZJv77q1ry5tnzfSRQSwXvxjd5jBNOOkb2u8ZtO1Lo4T+hVV3aWquzZvHlwO5kgkErnc6XUGflREtqrqYRHZCri5OQdF6TXfF6YrLaNkk69C+nxx0U/zxcnOklMndt8MZm7ilMWn7DJWIZz5tTcXttMEXr3TPY+0lcV97uzo0D2r12PDCy0753R7Pdc+4ZbfKqOtWeTm4luRAKgiZ1YDf9IjXW5veeGun2CoqnS4oa24pJnBRv0yTntyx4LwStqDwgJ1t4XTZuleVH2bXWtRdn4uS/hW8s5q/t+rvPhAsQxalsN/7Qr0t80dotFjhfImbe967sVKNehXeW2phWWzVoVlXb2+2fq7u18y5Grrvc7AHwP25J/3AN8bTHdKDKOIayiW8gZoGnUFLe8Jy1PBcD3zrc9o01jRLnXJLA4AWWWbcpu1Y+gCWJ/3YZw29VH1Z+LWDUIXjvuwgfsWbpMl45ob49kqwNCr8s76E94e7vYfurAZXkxikEMlxI3w68A9wKKIHAS+BPwZ8IiIPAC8DNw/uC71yPkL/SVSAs6+++ag/c7ctRr6PP8/uffkhqKtvHHSddE7845qawCH3tcxKCre9Avbi0mylo2iva2XX3faLJItuenrrOt7W05QxNJSWFfFLNnu37/ThdMI87+0mzFrHKhq9diFBU9ATsjTWnGG3xnCXo59GAhWxaPc/TU9s1qEozzzXouPvO3ZwvYbRqKobjQ6SiTN9BnEoySjybKAsOz1QOifNTWeqn7c89X7B9yXSCQSiVRgoiMx5bprndSW6YGDnr2NAI1Ae+zhj7/FqcW37pT/5/nMtkbH50WknXLtv/W2ct6NjTcWy01pCqcPLFzaPn8VphFs87Ntc8ZdhYs7SgvOacrs/tVrn57LbeTla+xJglROrVo1CrTbrLuAZbct99EqEvLGeaQVnsjIwkkprGqkGe4/uKxzbafqDLxrAqrO/VTNkoRmYFEg65Kil8j65OLEpQJqJuH3pzMiM+nyntdOy2N3tIE8Y8PMS+x73ewn94hh767iUWranK2RaeR+cO7tCkaQg6PDPH8bGvfge7MzZe+nmMSoGKcd2jI7hF6LCnbosq29Sr6gKnb6kL77jpfOGIt5xqC0lXfvvtxV/tLKcWIuZQXmQvGeu4JdvRcmegZukWzPEsC7M3HjSnl8XL2J9ju4uJBd5AurE17Wd5lkv7FjobCdXNzg7HPsbnu2tHxzMdXrlfP+1frWtlWbc/qqvwSZxbnNjdL2JlonijOOmdNd8sRs6pDxnJuetgoyO+s8wWV/YqBr+bTgknnlWa9vNl9+2rotBHbuW2VW7VtR8yniNY6tvzzrV23lN49Bewi9fgYFTt53W6F58dMHuJWXejrkXOJ/Q/jUW5669Plvn/9153vtOg8ucs3MaY63i/EfJ5bcZ3bzuszmf+LCqr3/nGG711zVp6VZUXl70Ez0DDwSiUQifqICj0QikZoSFXgkEonUlIlW4K05u2hoP1XKzTzinkrfRhZpm8A0qKbrqrFYGbymZfwtgJmuOLDeU7CMVRYrh2EGHGGptLGce8yELnhawWm6ZCxiEvbM+mzGM1Jct5pJ3HWsKrdFrQhmz+h3H++whU0frUZYMeQQZJQRZLt27dK9e/eO7HyRSCQyDYjIM6q6q9w+0TPwSCQSifiJCjwSiURqSlTgkUgkUlOiAo9EIpGaEhV4JBKJ1JSReqGIyHGy9LPDZBE4MeRzjJIoz+QyTbLAdMkzTbIAbFdVp6TZSBX4KBCRvZa7TV2J8kwu0yQLTJc80yRLN6IJJRKJRGpKVOCRSCRSU6ZRgX9l3B0YMFGeyWWaZIHpkmeaZPEydTbwSCQSuVyYxhl4JBKJXBZEBR6JRCI1pdYKXES+KiLHRGRfR9smEXlCRF7I/79qnH0MRUS2icgPReQ5EflvEflM3l5XedaLyI9E5L9yef44b79RRJ4Wkf8VkW+KSO9VckeMiDRE5FkReTzfrrMsB0TkpyLyExHZm7fVcqwBiMiCiHxLRH4mIvtF5F11lieUWitw4GvA7lLbF4EnVfUW4Ml8uw60gc+q6m3AO4HfFZHbqK88F4B7VfVOYCewW0TeCfw58Feq+mbgJPDAGPtYlc8A+zu26ywLwPtUdWeHv3RdxxrAl4Hvq+pbgTvJ7lOd5QlDVWv9D9gB7OvYfh7Ymn/eCjw/7j72KNf3gN+YBnmAK4AfA3eTRcc18/Z3AT8Yd/8CZbieTAncCzxOVqailrLk/T0ALJbaajnWgI3AS+ROGXWXp8q/us/ALbao6uH88xFgyzg70wsisgN4O/A0NZYnNzn8BDgGPAG8CJxS1Xa+y0HgunH1ryJ/DXweLpWWuZr6ygJZWZl/FpFnROTBvK2uY+1G4Djw97mJ6yERmaO+8gQzjQr8Epr99NbKT1JE5oFvA7+vqqc7v6ubPKq6rKo7yWav7wDeOuYu9YSI3AccU9Vnxt2XAfIeVb0L+ACZue69nV/WbKw1gbuAv1HVtwNnKZlLaiZPMNOowI+KyFaA/P9jY+5PMCIyQ6a8/1FVv5M311aeFVT1FPBDMjPDgog086+uBw6NrWPh/CrwQRE5AHyDzIzyZeopCwCqeij//xjwKNkPbF3H2kHgoKo+nW9/i0yh11WeYKZRgT8G7Mk/7yGzJU88IiLA3wH7VfUvO76qqzybRWQh/9wis+fvJ1PkH813q4U8qvoHqnq9qu4Afhv4F1X9BDWUBUBE5kTkypXPwG8C+6jpWFPVI8ArInJr3vR+4DlqKk8Vah2JKSJfB+4hSx15FPgS8F3gEeAGstS196vqa+PqYygi8h7gKeCnrNpZ/5DMDl5Hee4AHgYaZBOFR1T1T0TkJrJZ7CbgWeB3VPXC+HpaDRG5B/icqt5XV1nyfj+abzaBf1LVPxWRq6nhWAMQkZ3AQ8As8HPgk+TjjhrKE0qtFXgkEolczkyjCSUSiUQuC6ICj0QikZoSFXgkEonUlKjAI5FIpKZEBR6JRCI1JSrwSCQSqSlRgUcikUhN+X8N/DsnmVXV5QAAAABJRU5ErkJggg==\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "75/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 49.23it/s, init loss: 20220.6008, avg. loss [96-100]: 19062.5699]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [6.0062 6.2048]\n", - "k_scale 0.1975\n", - "noise 0.0171\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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umL6pW5H0/KxKS5JLWJbnyPcDNbaNZJNBhzmTWCmqLxX61OoozkIeErdVP8fG4g2Fgvb80pA5tcPgloOND2q4fF40qRc3IT1rBP2Z5KrsvpgkcTc1HukZrdX0xHYpJ3UaadgiDp0nr7QWPgw88dp7Ux03DbZ36unMvJOIlgG4jYgejH7JzBxO7hrhZP8pANi4caObex0OhyMnrCZwZt4Z/r+PiL4C4CIAe4loJTPvJqKVAPblPjpJH5Uk8dlYtT1P/4UPAxma0m1nrOzOhuT3alInMa9GfVuLdJ5cLsMbllOUWhM9HyHRWNCR4XpkTBKkjUNLzBVcK03a8g1924xHqoYu7Vtvl+wG6nGr1eZtFhO6d0ei7tv2eZb04oC1zUMN/pLsDsycT2rfRORq8exz854sQuIzIDif6rqG0uHoMybAQiR+v1fBS5ZsirVVTPqWJpj1SEQ0TEQj9b8BPB/ArwB8DcDV4WZXA7glt1ElkFUHnsqBv4N6O5vMgUntmbA4ZiqdaN465zTHyzKeNPv2QEKpTtLRavGZDmmXdE2avAFg2td/REtefpGYNqLAcgBfCQdcBPB5Zv42Ef0cwM1EdA2AbQCuyG1USZiS2AjSN3kkSANJEnzyi5TJ+6ROs/o9Dn3iI2M0laSy7luSSupGsqjE34rkWkT69U6QkigitSSF+2caT97HMD1P6spy7DhYebZm9LNZ9N42hRZ6IDozFz9wZdVjSs6l2pMIObzzLWTWCZyZHwFwntB+EMBzWjEoh8PhcMxOd0diFgqahECAORdvtaY25jCGLsk2IBVfKBXl8zahSjKCi5MoGbeKPPXidWxXOJr0L+i7O0g9iVJMUhR0/y3VK1tKvqodx7aosQyBtKIl2VdcWqpYg793Gm+mR18c9R4S7BNtoEtmJwMp9I1Ziz/0Ki3RLZ4A102jF865F8aYlRM0PqBZunsCbwGtqAKS4gDt6ytPOj2WvPvv9PnMITK9TzmOo1WovuvGdsMiod/T7RCU45l3twolD9Tcwr6vBRqIlTgk6sEr0WOmMbBIGou+Pj0Eu1YLVEWekBfbAi9jZW2NsAJ92mCZ/PqOU7/+WnItASJPCHFPSfRlTZqwOvHDUDd+SgbtFo/HT2lgFZ9hm/en/r5FVSlCzvBcnAxU1q6wK/G6I1CnvOslN8faz+3fmf+YIsz9CVyB+vu6aqnE7Ot69kKYC8XSy8RTM+u16MWNToRUsPzRy0qSZ4oXeXxzjt5rK4MDRl/jmC+2TSHlPImE7XP4d5ZJUi1ELBWwpv4+47XgqUj0rFCke2a8kt1KzUFkyH+UJhPon77oG7HP5Uqh5RO2ygmnQumZwgi9Mk5HZjIVl+5hshTa7sZr01dqdaCSTm9O4DlXuM5EL+tTMxRVMF7vNhUxsKWTVcrbRpbr28vPry1ZztEgqRcGsqjlThAduLicMdwMMn9l0VHCMp30AJJoIAl5KVKsioEzCdtHlqszAQXRbHSmNLhEIKFggagLNl206LGlMP5yJbAHqEtqU5h5qycKk6qlbHjR1HEmSXTRY9ekDIEpJK8MkmOSDUK7vJZpdMX2vOvAJqAllErg1spNM39fMvgq84ZCxkZr1q6MfXzsssXaJm+66uupDrm40LoUtb0pgTscDoejuyVwCZPxQdxWSFfJ5TKoKFTrVikVASIxbFusmi4gVnFvOiyYAr1fUSmdxawbt0olvTwYsxxabfLeWNKQPPjwEXEbwC6c31jdvB3Ldyn4BaRJs5JBTSpigEIhvOYWUpUUHJTi+bXBmMjM83LvS+88RW7zUkkM3NJW2QnHvHTx69OMLpliUbu3hy85AyjFxzN/K8Mr1XD6HzUSsF489DD6Pf29r7KHMuvv96cOPTn2uYQa/lqv09EUXS2Bd9QXusuMJGkMXWmMQ1ZkLECcpjBH7mS4PpmNi50sdtCK+52Bbgu0E8dTkoUZvxJvlyZvACiSXbGNSlI+ppR0twQe+l1b04okRy3G2m0pqayUrR+7xKp4HQ6aFMKgkyS5hDS3M5gSkJkk89nS1Ca9+BkmH+NKQdo2WtDWlG5B0sV6nq6fnpwCG/TbmaY4m3sjltULxx0ZU5prkwkiKx08CbEOptTM7eSUYnt/lLpaAnc4HA6Hme6WwFNE0FlHKnqeJqnXU0jOLslSNlVEq36cVQkwixW+qCcQMya4IpIluBR6TZFmpGjjOROs3bZs0u1K35kePaHohbGwgfSsE4EnLZ9r9ZrnkOQqtjqsX5s8UrsmdpqQTC16LbMmXZs3nLsvOTOwWbmNVfYwVJjWtsuLE04Ct75pUva/rDe8TTq/TDpn2yo7nbQRpDGedVD3n8kW0a7r28FnUiRrsQ7rXYV9q7IQ4FkG6EiHFPXiOV7y7pbA20zMw2VakMoF1dxMXg5Jgirm+PsoST6mJ6Fm0DkLukUeUPLCHM8hmkyV/ky62DQSb5rybbNh6kcdDyf0ERUGTTpbk92iBdKyJsG3amK2SFngDfRrKWWNP1w5iqN1vfi3D3861n7p/NdaXePFP96BB65bIx0Z/7Ti9jyGmDsnnATucDgccwUngbcKT/chpzTuQ8yy6rZZHeSCEVEfW50fj9gslau69LZudeCZ8Nhuu76y6sBnQVrtiD73rUSSRG3vjWqz8Mg6cZmRFqtC1FJjuR1XTWYlrWaSpGdh+0vnvzbeh3Btj1+wSrQdvfxpP481/eGiH6NPcRuspTBmbS4vxfq+/bE2X/AVbxYngbeKLtOXW+tjTf3auKSZO29+3xMBd33aj+T6KbSpk3daWJhiPcpPoOnqCTxrgEPmAJJuT/TT7eNLIm+p3HC8riqMgRTjyWhAbUdSsTTXPPN5W9Ke+2067zZ0rdDdKhROynqnuAIajCva/n5NW+rOhNZLrmi2d0UNdmlXLU1m3YWyVSHUWSRFYRmsjjuW3zt1n5z9B9/C0JUmX7ScvMycgCw+mIQEYFmCmqQ20znN9gxXKtaBdlyp6G660vFTPruiaqfFybiCozOWCznxh1dui31+ePOFLR1LV0vgDofD4TDT3RK4RJeFy89Ibeqvvs+aBMa1WjoJTupPDRe2CXrICZo33Oj2+HjuxxeR/PHrCaVi0pocZMXM2f33Wx28khbJSGyz+ggTtKlIz6S6mvEnp7RtQGHlKAs53Bsa1I3oEOwwOeghtJXd6hUgSxvOqxb9JFPfn3no6bHPwy0WkbtbAu+ypP+t0K+lKYwgbmubMEmYhMQ2k7tuljmsDcmRUiWeyqALbomONesxWxAclCXgSLpGmY3oArb3Qpq8/aK+r9RmEQYwQ0V4SVpdy6TLJXD7QgDkkVEPPiu1aiANRNLMSgURctGzqi5NzHZ6xLR67ZNXxT4e37BQ3GxySVz6WrDF/AL1Hzg683c03ayGoNvkfQeUbcSoKL0t4XqLod42mAJ0tMIGknwTPANNr6SkcUq697SrBjXZVA41Qm2LQUu2Ay9LgjVTJfg8Ap5C9r7Mrr7ocS4CDCzw9Gvx20rjGt87tVbcf4L7rTM5NEN3S+AOh8PhMNLdErhQedooZTNDjeUwbqtsKFbCrksfCWWsUmNKvm8jjRYKgYRoIYlvffPjwP3xY1KNMforfd+jzx1XPgNUBk76D/28jz113czf8zfJQT0TG0bFAIkhRWcupf7kevqC/tZWvPfHxuw27BOei1IpaGs2kCdNqbM0WCUwSyfVs6T3tsCbN68lum2RaD+Ga+Dv2A1vTbxU2jXn/Ah9hfi9KNeat0+tLR0Q/bt9JjxWGW36uLPR1RJ4KuNT3oltJDpYhMDYLunK+wWjVEHfV9L5AQAL86e6pS8cD4B1gES7yKLyyr0wxhzEVt+day6btAj9qJO3qS08gNaino0pOEdqr+UYidndEnhGMunF60hSlc0xU6TCTUNUN19btyLVvruvUBMMmc9j58WNhPmj9+mSzaFnrNTaAGBoT+sKuGoI90HV23K53EoV5OzkoIvWjzlLwWkDxnQDFj9K9YIO/uRko60YrkbUEoUm1ALYEgkrCYpMxGlKKwLAkY3LrLYboPgkvmbm3HSh6H/H18/8fWb/LuMx7z6+zqrvZuhqCdzhcDgcZnpPAjf4gWeWtHPGJCFILk00Gvfo4IOHcx/Pu674PAZKinTKoZVcoep7uHXtOY2G5wE1n3DPjpOULVkTAIc+ox9vcNsRYNGCeKPvA7v3yYNtoiCFrcdE21FXcP19M6mKe4mo5D0DyeoSnp4G9evPgYTqzcOepyf2qr9LTaqvHvmL88D98Qf1+m8+F9f87nebOl6dEa9xTXZVFoIFG8MN25+CCsenWQ/5xbI4CfwEQZ28AfP7UPT0B6zgST+Qdi+UpKmxDayYa8wlHXorzqUVx5RsQpVavrKrNHkD0CZvAPBznHZPzLdIoaMJrrI8sAYpv2A0xrQevweeKOkO2iZg6rqkWRkDwdIEks11CoJk7BuugxS00wl6T4XSAqylwQQ1zbcP/Xvs8yXzrpb7UgOE5o/o2yxZFHQ3f3CmbeKkeca+dz0jLmFc8qx7jNu2msNn64aqoa0t6szCbY/6+uCPT2jtvpRcS20Il/LRoBTyPLNRVP0xNo1Pfd7SBqhEJ5U0E63vGyo1yc8/ZXGhFVxjteMZxq5V1FnwOss+00kPTx16WGs746S4MfL+7XqFnnunpKo9ncH6jImoQES/IKJvhJ9PIaK7iGgzEX2RiFrrvOtwOByOGGl+Yt8C4AEA88PPHwTwEWa+iYg+CeAaAJ/IeXwaciKjlMdQk0xRQrV5f3Zph5mNEvdsTJy6WHYF832MndwwBB06vyrX5KwCL3nqz2Jt036+C6unL3wYRfJx8aLfxvupFbCrGjfAVk8p4NtffHKsbXLNfF0a9RkDO/eI/fF0w93R1hhmpFaDNxA/BpfLWupaZgZX26N6UiVRY4h4J32n0agxCQDFgX6w76N28FBzB6vVwJN211eSuJk5vlIpFIzJy2znhmGKB9adXACO7VqrtHmoMOEr44321cWD2uO8rzofEnsPj2j6ccrRsdVKAieiNQBeCODT4WcC8GwA/xNuciOAl+Q2qtnHY7ehZSaZrIaTTPub1DdquyFITLCRoES6wVLS70ltQOCFEkWqrA0A/YKuvShV8JZUCSb1gnJ/2qVzzhzM1S7bSJZnLWNmJVXV2E57QJbkZSQY5QeLeiSwZzhmSbHCi/XFTUUeBOOmyeDZDLai2kcBvANAXWG7BMARZq7PFDsArJZ2JKJrAVwLAGvXyglfmkFzGzSlme2gMUZLYL96WVuCSt4weqfWttwQOXlIkVYergQS9auWN9Jqbi8vSdX/+LnxEOzR+yw1ddK9qtWM1yyWBizUf6rBKmkSIHlqQijl2DNjNE1cNgUqBKi/P13NySySuWTIVMedkKgrmvCNqwn3ZloJGsszJcUseMuWxj6vvkBP+/CxDV/Mtc+lxSA9w7ePnpvrcWdj1jeLiC4DsI+ZNzXTATN/ipk3MvPGpUuXzr6Dw+FwOKyw+Vl8GoDLieh3AQwg0IF/DMBCIiqGUvgaADtbN8weQJFsaMF8PRHXoWPA4riu7NDpRUCSjmuMkhA7EeX653wag0U9QdYRvw8LvbhEN21YoeypDsW384vaEm9J4Zgxo0BpIC69VX0PT1i/PdZ2ECfLJ7BWCMf3GXQgHsjEzICQ/CrudWCwY0gJqfr6wMePx9uGh+zUKEnV47MUflClf6mfeiItBZaKKjDrbjVScjhmUFEoEGFBGnsUC4ncyCa0PjKe2MqgPsbI+ex8zdngPmH1cJuP0efJyddsGas1PML2k67XBgI1yqaDarBba5lVAmfmP2fmNcy8DsArAXyPma8CcAeAl4ebXQ3glrwH1y4dWysKzYq6OGlfY1KoeHtBqI4tTd4JPVkhPZhGbzihXQoCQp/QZnLJFA5qM7Gm0ol2WZIq68IEaYpWZDjvNO9dluuWuei4uq80eQNATZ/mpgRDv8nnu8yKWs7wfpkmdW27Lino8E4ANxHRewH8AsD1+QwpgslvFTDrvC3Q9KLj42AA3mDjV1ZMI2tbuiqBqTULZt8o5OCTGhP08859MFU/axQ95nHuXKj5kuu246EvbYi1rb71gGHrFERD7ovpfMuhCWQAACAASURBVICj5eFSUZeUoz9AaSVvdXspdUDYjzEBVSsRdNt+ihJ6Xqmo+7ZL51GpGoKq4tdDsyVFt7VMofD95/yj0qJ+Bh7esUpbtXxj7BxtuzQsXzSGx7bYJdJqhlQTODN/H8D3w78fAXBR/kNyOBwOhw3dHYlZKOo6u2oglWpJcERdHOlLSWazb3FUJ5ek68zAY8+PX/LhHeZtX3vRj2Ofi6jhxQvunfk85pslk0ercVFiabZayql44eh9sc9lv4Cdz1dWHrfqEtn4KQsC6fRUpfxb1cfwD4UVSFTKa6GXQ/RZm1m92Ujd1gnWCJroJ+irwWz0QCFPfx9IVc9JenFLkrx5tHfRZy3WwppiAUT295Iff5rVdmpEJQFYq0RuLqUC9nNzsQDv/8ULUPYFnf6ufhSUsHvLIopWdHXmijT6Nesk8j2cTKhqcgbvcvoE/b2I6aVPqR7pNTIX/G1BweBO0S5bhDSFmvzAbRAnbwBSNXDK0Q98br8ZbcI6EZI0QRUMunxTewRTVg6pXaylK7bZP1ySOcBW6OT+DhmiU24718nbkJjQUcv7oap8vIGS4MFke0wh2C3PijpZ6W4VSpciVuFWjGKT59kFLQ0862DT4zhTSBFbZ5vy1UG/gC1Kbb7N03pFn7HagNZWECIxE1I6YU3f7OHWR9/HOPrjeFzA6H3m86kn+IoSz5vOspeElFQpRwkoL9plrFQNhADgH43XCPXTBBXZ9wwWjLXqHSNTMJUFK/8vcA1d989bYu1vXn679TFuGz8j9nltn/5+/uT46U2MrjV09QROgm9u7cgR4/aFkXhmv5qt5byub7TUe3ur4/7L7BGOPj4+OfaN6ZP8i//uNs1vuux7+MK2uC34xrM/i6GC7iJYZg/TFpPPpulh+Mp2R/xBqO6FJ/ftxyPluIV8qDANZmDSz5iDJMKEX8IfnHxXrK3GhHsXx3/kNt93dqrjUiSTIx+TCxVzn+AfTmhanZBHLp5uo25XyhPVzsTMIEXw4Wq1LSqTfviSKQyqAuI/j25ARVFTbisvBcHHKf0Nr6kHji7Tcnrz0SJ8KZfygI/+Q4qNwOnAu6sfstQbqJM3APQJftPS5A0AfYacJCrq5B0g+XfL487/susHLCTU48y15xbogudSUYZ20Unfe9tHQJ2867AyTUoFGcTJGxBnWKcD7wH8UusnKFPgQd6IOZAM22bJtEZ9srHTLwr6U1MA1Fwh673NWtChQ2QdT86JOLuenjtdb0QvgDCDskQrLJBTPKp6NpbCtOs0qZPb82p7PeLHzr7JetuBiBT+YFXXV+dFifTJ9K/P+drM30+77Z3ifqctOIDNE3G1zIXzH7Xq89T/F6SrveNXZ2nf1Qb0JPqLvr/V6rjWyOvsFLvnKA9x+v71Yyj7C7ptntCLXUgugLEgNxXVhTNtgYoolQqg9pVwvEdeqs8H7xr9sbClzl6/S+uopsBJ4A6Hw9Gj9JwEngSpifuZgSaT9E8+aQOgJvkBgJqPoa1mQ2qd9533FQwU4r/wPgPbFU+QXmCeNwUi4CMPPH+mbeXQqagJv/+HpwfxwJ64d8uFj7eTwOtccPq22OdajbDv9vUzn0ceGQcxUDsp6sWyFKj58B7cmqqvPNFCwNNI5LaBLymCcTSPk2JBfx+kgCHogXH1qvSJkvgsaIUsCgV9VVAqNS3Bf+mKj2GoZL/y3S94XPUac1oCz2QkkSZvQKy7J/l3q5M3IL+jBTS/3DTrm8UME1qLb/BnVVfe0mWUJm9Arl5fEQw8Jl9aSWtQKCiZHk2nLd2bFuiCO6o3zvJMpzAk2r47Wa5FVsOm3xe/32kmbxm790kqmGLcVfI76JJkVq1HykxnmSR/ZntB3635cScksJd47KXLtbaBZ9olZ3rm8ENaW0G5owMJD/G61Y2iqxsM2/z3licKffhQn5wCAaf17xWPUYmU+tlbsU/AJfGV3ReI7ecsiqf43D1p7ufAuY1rMn+LcTPdfa1c1t8XU2Fii/SmaQpEdCW2BbwNsOQ+qbynVNBTPBgLVqR59yLvxQMfOTP8a3YXyBHD67Rf+by4aHY79iIz8etXBwVT/uHRSxrfV8zXVZrv82JOS+AOh8Mxl+lqCTxNAh1TDLd2DM/TdWwD/amWbuNnxaWJklfF1SffY71/Fm555HylhTHixUuYLfKAw/683Pp8xfwHUFJ80AdpWsz9XfU9zb98/6SeuvWxbUuwbateocnzfJx/+nat3ZbqBsVbpeaj8LByvFapQNRnsDdT1zRQdfjqdQs/82T8+WPAXtVjc808TzveWW97CLV+wpYPn2LXj8CKQrxiysPCNhf2bxNjFmoMnDLSiDjeAaE4CQBvAtBU7Tk+fieeBG6rd5NyNEP2Sa4IzqeSftrWR9o0v8h6Y/sCDLao/auTN2Ao3GBol5Pay4+eFBChjscUMyFeNkEv3hIy6NpTvc+WPz6ibjqrnt92Us65yIPpeIXp+LYTVVkFZnsfxMLfBoOLlujRcBfFoJ0cQxi6WgJPxDpVZ3MM/SqoELfvdxveDwefbm8kWVU8KrY//qSE/LEJ6JJ3Mr93alMlTEX27xLrVVszOjiBex6xLzV1eEr3dBg6q5H3ZP8uPS/Ksp/ZFxwAEaAWAugrGVd8Ue+J+t+xQgKmZ9H3xWNqk0exCGMWU1MtOxvEbGPKJCXooDkhpUS0NFqWvCVGqrWmYy9e+pM3AADuuvhfYu1jvl0hlqcObsPPp/R4Axv8efINLExYlo1rkhNPAnc4HI45Qu9K4KpkkkYiV4tETEwal2nzdjUkjqS8gWoWv68fPR8vihRfaDfTu9fHG2gY/Svub0vf1678fnwstSJ2jr0w1ub7wF5BkjZx7EBDp5/NJwZAXwnUH/eU4ImECtJCsYiojzcbXEFV3fBMuyKVe/PsXkP/2HHjd2o2TH9MTu7lDcWLWCdJ23OdcY6vPh4qL4WnqAvnex6KghqFmWMRxr9ctlJUpZb3ZX5aE3ESONCSRPddV3yBU6gYcqZf8onv4JPnklE5JKQkVdLkDejPkDR5t4M5PYFnNeRoGJIBFi0rznjUZCFdAEUaMnwjGWNyTpQvjLtouBhSAvxUSAXsq8qKSQgWMhk2TcboXMno1dJtCaVsSVO9vhUBVbV+/Yd4qKDbqaTFebsuuWTczDOdbO+qUFSkoB+QfrEqzQdilPboAQqvvOyHxu2fsPaxpvtSeeEpP7HeVlOfZGR0pR589BrDtt951D6n9+AO2cBz8EHBaHpOQ5V19HG6RD+1RP5xXPHTCjAaD3kaumebuG0msswIU9P6Ky0UXkjCpDLRtjOodURmG0PVNnZRbuNaTd5/XlxYUUPw6xQBDAzFJ2wfwNJVO2NtWx9bp3U+0Mromgi1EUaufoMKc1oCdzgcjrnM3JHABfJYmg7sjabbTGeQ2LVzVeyzJG8QzcOaVfEQgm07N4BZN1jVmPCrSiNV6yCmRfV9AX142oAqmTAmdytBDzSMwRW/ijXdu/0s+IK+3KNhnH/SA3pnTXLoF6OAIIBTjbFwi1K5hYCxc5KPV1k/KYoj208FWPGf9162Cqf/5S59YwM8rS/LySLs3r4DO2k7sXKOEnRjqgqvGlClknONYdmVqLNCOkeCKJyaJO4ok58eBAYJyxB/Twa8iub2uqsyquXuWVY4mjleohuY0xK4tbHKpMtT9xeewUpVfqBtC59KE7XUBuhBBabTq9lGCggTtTR5J7WrFAR9+bRk4DEoraVCDVbFe0xPsuRGPTCnH3sA2XXO7dDLZzImD8r7TgnV4aXEa9LkLQWcVY1J1zSFkLid9PAOl3RVbLN0tQTe9K99EqWibtVQgzoA8Okna20jQgzOrZ96GgDgpKuEDEtLmhphLvSvfCT2WZO+W8Rz1/1cbL/81Pjn0zd9JNVxt772HTN/n/kufd/ymel0mgefHx/Qku+Z9eI8S23VujRunehKk0bNz7nfrJsfW07Cvt+0htYk5QOy9J6ZRdEVcP51PFcVj2BPNb7KJvioGU7lj8/83szfN+14h7jNojMm8KPn/n1uY1SZ+6KIw+FwzFG6WgJPlcxK2t/W4l4oaPoIemQnuECYerIpaWsyH1/3dZSUYxYZUP0NNldG8PDWM5S954PAOKVo51mgclH/BMZ36ysIL8ff6x9tuwA1Qa1SoGE8/eRfxNr+6v5XYdpX78VTjcceW9N4LBc9PA3ygWc/7wMzbasQLFj9gcYzsP1MWONPedj7O3HJdv+TVuLMv9tt2COCRwCR+Gyqz6SUJx7MoKKyzA+PKW2LVgfakK7KEHXf/X2pVJJ6dToPqGU8l0gxioPjQ1D1Y185/wYMFSqoKMO/sH8v7q8sjrUd8Qex0IsHb+2qLgQrx7xzaiUK8PHUgUba5U3TiwOf8UfOnWl753qg7Bfw+X1Pie3/m73LcMaX3xNrGy724Z7Lr0s+V0vmjASeSWdnSmqvrp0My0Iq6srxQU9/WMXKJwZ9tdSu6tVNp1y0fs/0A5h81dV2afI2teuTN8AmxbZyKYU8WkH7LPvN9CN2o18gv9+gk7epbpEG2xLpefRlge2knEpfbZkwTk5cZd2J1jJUkNUqcv1r+3dR1aFLAT8A0CfEg/hC0rbxatbCEw26WgJPQgsB5jzd42VGdgU3aO8TGpft8pfZ+2cDwK4UhYh31RpJnXZW9bDzMoYABlYU5MRZKhVjxqQGeXqaJFFZpb9sC3/evHGH9srXlQBseetbY20nXy/rJCceLyftGvzxg40P7cpuGBKV6rmaPSgpSW+tbpO7DUpNT1vTn4HiUj3FcDfQhnCwppgzErjD4XCcaPSsBK55jkhLvD5db8fMeiHVBMaXN6SQA0+shQ4Djb5vvusiDBTK+PizP2t9TFuO+I2ItH5UxFP04GO1VgrKTpK9pzwAX9G/j/kDEFUMDOyM6BEfn7CQ+PzmJ8U+r+0faonP7fgyOwnxRXe+WWmRU9tOLI+/Dotv3QKvxsBg/GSZuenCu2mJpmxN9ANXMfiWq4swWcoO9fwRlSG1KbUP12ogQ6IcPtwoJl7dtALwlYdKrySYSPT9mo2tkZXzhtIBUS1j8lZpJXNaAs9aNFXD8BBP1fLz6zRhGrZJH2eDL+r85I6yTMC9GjDhGd7IOZ8Mq4PnZ5q8NdTJu43IOnVzeyvp7gncZKXLO8jAcDy/2Pzlkd592QaaJpuEHX7GJEE2mAKVbAOY1LSdgJykylC4R48DMgnElte8Takxuo5eTaQlMVGWBSl7ydhUVaf5a5SlMpcN3a1CaZULlRIGTUP6Umr/89dm6uL+8nw87xTdIKjWs79z62nGY6RIOxRjv1/B+jVxl7i7tuUbyPNweYXxu5HC7CPfcPJevXFdeOx7Gteei/36diGlscaLsCi0M46dPPsPyPASPff38C3zZ90vhvRstiLwLEJi2HuzKh0h4Kdd6pK8edFn3gIA+PvX/of23emlA7HPW6qLtW2GvbJWVk2tNzsbZ4/E37u9E/nVppWYVcQkogEi+hkR/ZKIfk1E7w7bTyGiu4hoMxF9kYhar0dwOBwOxww2Evg0gGcz83EiKgH4ERF9C8BbAXyEmW8iok8CuAbAJ3IfYc76OJbC5seC3CM0ku+vpZpU577pEU3vzCgZij9kW2Yd3BWv7Ucoan6uB6ojou8rMzDBccnXZ8LeSiPM2IMvuzTD1yTwBd4EjloYjHYfnQ8GYfjUhlvk0eJ8Wczwgf7D8S+YGNOr44a+glfD6EA8t8zCFRO485dnxdqW7q3a5VyRKJUCvbiiI6PBQfBkQqWfOsIzOUPUjTBFeDr19YsGfKmNK/mHpatGVNnnW7+x1QOHUBzVpWMAQLm5cV7UfwhFpa8tlot7KbhnZzV4/s/t11eRT5kXT0x3x97mAgFtmVUC54D6G1AK/zGAZwP4n7D9RgAvyX10GSfvTPo96WUxrFIHhCTynjABS0ZD8xnaBe14goeqWMciReCC6O1imUiLhUdK2rZIQrFfaTymJ1RoJ0H/XvP1H8diQb9m0uQtRlJCUDmYAsFM0ZVtwNaAbxtgk+pdErbNavjVrrnJwCy0S4Ft0vspCU2md0RyHpCmjD7BuJK56EkEKx04ERUAbAJwGoB/AbAFwBFmro9uBwAxCoKIrgVwLQCsXZtNrzwrmgWb0z14kdD74T36BDMcZiD9wTcbiWv+9bfPAqDrhH9vRC+CkJbfPaWR6vW/tzzRKJRXLA2HnWRd3/7Y5zeddEfs/ADg8V97VzuHNCtT5wXpCAZ+KtxLW3238FZrKV2T3HQsddtZgm5M+0bH6bXTlUi5Zjw9rW0y+mvzdXnR+vtin9XVKABc2H8US1bFs9P9/LF12nbH/EGtrc5w5JLcW5ZXDW9ffyv++8CFxmNkxcrNgplrzHw+gDUALgJgnXmCmT/FzBuZeePSLo2ycjgcjl4klRcKMx8hojsAPAXAQiIqhlL4GgA7k/duA6q0IkkvSZb8iC6yOF7Rwqb3n9cPLhAe//ZoOtPLUSpV8Iev+VYzI07kB1tPj3wa0b5fQBMgAh7TUmAyRgtxve+6Ylnzx94qqBSXFI7BI0D9qfWZ8Oh08z/AZ5YOxj7vqg5pHjjPWPUkVJVH8tbt5yILzzvn1yh68SVrteJh6DH1OUi3rG1W4pWCcbhmPl4snWxC4QdW/CrJtK2gd/YG4vYODgPdyIvfC2YGV/V3yivFtzOlwLW5Zt78Ed2jplgM1DKR9sFHj2hqr4f+eAR+P2HdDR+MtQ8W3oAvXfxJpSfGge3xgivT/qBRZSKxvdq4bhuKB0U/8C8dOxenD8d15bautjbYeKEsJaKF4d+DAJ4H4AEAdwB4ebjZ1QBuyW1USWT1DbfdTsh5IRUbAIBKxa46i6R3M49m9nGa9dD6F9IKWNKfm1bKqg5c2td4TElPL4xRnbyBwAgpIiitpQRZkr67WNLbjEWRLQyHrSqK0G0+2u0IYDL2oWYLleIshCLHADApBtrZ2YRMPttquymIR3JQUAuzZMFGAl8J4MZQD+4BuJmZv0FEvwFwExG9F8AvAFyf26hmI5NxUph4WuC/6wkPw/n9x7Gtqs8U2xWf1IXehLZNWlT9nuoRAwDn9uvpU3fWdEm/zmmRlJorikeM260vxb8rZPCoec6FvwYA/FRIjzs2X9dPXn52XK9eMUUCKRw4v4STv7xP/C4qEVK/4JdeLpvDsSzD35v2404JlfIP/bAtOpH5HFvsZy+xvHAMADDBjR8BNQ1tJ5n1bjLzfQAuENofQaAPdzhmUKVGZk6RItThcKShuyMxJYja5oqlMr0Q8mSUYTh7ayMoKa5G01zQulnsHddUJvurI8YBff2RuO74yfZZbI1cMrR15u9flhdq3//XR/dj/FgNH3xP4IPMzHj/u49h6XwP73h7PNJxQ2kSD1fMFv5medaC38Q+33pEroZcUISoxFsYufDs13TdVV8pRfEFoXgD82wjCPA8s9tfk8+gL/ipJ+mqVY8Z0be8FeXUgFgh6bQ93HAoXkCkD1W8fendsbZRbxq/qcRXWAu8KRABCyNx0ZvLSzR32dWFfSgKqpGr5t+Hzx3LZsdJortzoZjoVLIdU7cZhiPr3YQuLJPSZx5QkzAzxo/V8NUbDuP97z42M3nfeP0Ejh3T3Tk7kfgnCfs6AhmLL6Qp6KBtlsLfvE30amKvsmRvsbw1UqyDNHkDQJ+pIklO9J4E3i5qfqbk/RUmlJSb2iLBxApJUpIgsGwEhWrE5FhgEhHhDX8VZHq58frDuPH6QI9/9TVD+Nt3z7fq24MvBkjUhMxz0iKs39P1zQXUUFMMSdWK/X1lyWZiu28HjZimqEub6db0rLTDqGr7nML3tbgPb5pFQ2bRZAjvECdOMqs8sIiGoz7di6TvwcAIOPa0U7XvJJYobns/mFyBV5ymV2hXHfG++ai8xM+bwz4gLTxHlR+p0UIw8UaVOFNCJZ/H9wXh7gu8+JLzd943H8M3HJ75fP3frsIhlo2yA0rZuXNHdojbAcD1F90w8/fFt78dALBkuHHcP1l3u7jfcxY+oKlR7rr5fLkTxUWO9x2QtzPgTykBJwlufxqKe19ag5+m2qjWxGmiVo3fCzGIqF6pPjqmFOdiCkyyUa34x8bg9cW9Rrz5QoqLXfu1ptOvC4zse3//cbH2573BvmpWxZQzOgOrSmaDf1bm/gTeJn47tTL2+eJ5v8FPtq2PtW0QfLE39gF3C/rkvPlteRSTSn6Ted6klhNiCGVD4QjGhlKjcMRE+CM4UWvoBpkZ7313vBDza/5yNz70HlkCf6Rs71f+ll/8/szfJ48MQlV63HLwCShRFa9bdmes/Z92PRcVjj/mp754Mx75atwHfeV3DwCKhwatXhFI4Ltl75Q6/rHjid/HD6qrHSSpk7yi0e86z35sSZp8bcq0SduZdPe+UnCFpOLkQiHyOitu3RX7/Os71+Jxn33Maoy9Rm/qwHuAoqD7kp7zdumCbVWv5sIRyQOtT943XD+BP3jdMH61bSX+4HXD+OxnxvFX7zqW8/Lb4I/PujwitRVKQjFnU24N2wIDlqQpMpJFv5x7MZMWkGk8Kfb1J+fuNOck8ATUwB2qsRjMUyzmm7ecoU9RzPoza9JXZ81k2AxEhPnzCa+5Zghv/+tA4r7uXYHnych80l7WqhiNJp15vpFrmZFuRNu6Nuumu2ly7rbxSPQJmemqhiIsquBF8DVDZpVJNGRKgsuJowNPCDqgkqK3NklKghGKp5XsgUJwxrEn6XUTR+8P3L0OPq7R15Uvv8M4RltOLR4S239dbpR/WFoY075fGQbTPGPd5li76kKYF1OzSNFveesImBnT4SRcn8SJCEtXxTMtfHGznuBnSSFQ0Wyebpz3vrI5sKhtRM87dBX89rFG0YDn913Zsq6jagf2E5KztWC+tNXDS+oVLXugQc2iqVVaZOn/yrfiboQfvuI/cOfUIm07NRHW/dv1RFiSF0oVvvgDAACrioflL3Jg7q4tHB1B0+V2uSTmcPQy1M58Cxs3buS777579g1DLh29Vm8cHjLnWVYSvrPqFVDfTnINk6sTgJaOxncnoLqyYXTc9cISqlV9pTBQLOOTr/i3WNsZJT1vOADsqMb7nkdVcTg1JjxYGVVaGcNe/LgesxgrsrcWT3o15E1BFd3mCyWkDtaGtO2AelJ73cC3aXqVtl1V0UXXQOIxAY6F3m+ZXqpJPE8cfAR9imvYvZNrRRfEKhN+fmS91v7wf8cT7a/+wsPaNkAoSaoBOooaxT8+DhHBcyNtEqyoRCqqJgRjZX1b8Tlvsu8kNCkaAKlJsyy9WKQ+C8NCMZBiwup8se4UwINxzxa/D3jknfFAsn6vgh8/9TOxts1VT1NTHqv1G6YLxilFfaX8cEUfj1RuMQki2sTMG9X2npPAbZPdJBzAfl+piIjSJk3eADBV1RPo2BY6Ng1HToIjGatsj2nnX21an4s+24K+WtrONghJWq6qk7e5DznAolaxXxWIz1uGVUUWgaldBlAg4zgz9awjjiXF+KQtPUGWmvZ1d2Ix0M44XQjPvvR+nyg6cKnYcC9x1dffFPt85rm6K9MH1n25XcPR/NIlXfkYDwAMVNhOUrx3Ol7IotaFMsGm+3QJ/OTNbShDL6RuJU+4rmn8xbP0n8aXmyjXmZj65JK53xn/z9jnSwZfpW3DU1PGKc+bF/ERD1ccvD+euhhr4y6+reSQ8iMwQDWsLh5rWX/d97Y5HA6Hw4qulsAhlFIyrV80zxJA1neXikBBWSqZdH0Z7QNn/t3W+OEIwGjc8n31FW/CVEX3ghksTeNLr/7YzOd5FLjiPXkgLl3UGJhQJKvtVdlz48tb4kklS8KlXFM4rLlNbdH07mZOKR7QcoeP+f1QxTmfgd013QvAhjF/QDvehv698JmwpbxM237ZT+NyyqL/22P0+54NFoJKqFAw6pxVT45udLFT9fItSW07IBdZ1uxcHunveMJiKVY02mQf23MAWKE/w/N+OBz7/Mm3fBzblL4Cd0OOpcUYg5BSuP6dH88adxyM00pxG0meZse5LYFn1V9KxiHVhmTwHaKyXeFcafIGgEml3fTSy4FA0pgkVy99K8nbK00RVnXyrh/Bpp9wVPHtxL7lnaW+K9O6yiLN5G2rC7bNHZL35N2qYhJ5Y62/zzl4CYD4oAu1rjHYb8rdrnhWmbO/Cy32OvRm6G4JvAvgvXrOheKeRtv67UvkHaXVQ0q+fryR0+HK+fZW65JQ8V2iigJetv4XsbZfPqb7v68vBX7q563dPtOmlkNrBlNRiO2VxjV90vAW7fuxhEKz/7Lp4tjnpd81S0sx5g3jW5v/Idb0guVvDF6/SDwCJ+Tyb1dRhninoVSvSNFEEH8lNZ3zwFXpuhNWq1rfQm6hLMwU0ahmsFtsi4fX73t187ESy8N4hXFunOeEL+v4W83clsAdDodjDtPVErjox21CisQsFTVpQNRBFsIlp5A4iAYbOi1JwuJjx8Rk/jQiZFBrEV8ei0sTBfh40pAuuao8oX8vtu+MW+inWNdXBzB+/ti6mU9D5GdeCh6pSV5GjJOUAsjt4gVL/yg+khxWUZmx9Z+u2mxHWtSobSIqEVOBiXIF3qBdBRFS/bmHC+BxJXtlLTw3zavGshAGsqUFtqHMHqT35pTiEUy1UJs1pyXwtvnNdplRytaVz9avXGpv3Sl317WcU+R801phjE11zK5670x2mdb2Oqcn8E4iGZHE6bJiMIIq7abivGXLor2dLCZha0C13XeqZgqe0tv9gtC35C2SNWrRMthEfC5MF6NNBRTmCmkMulQWVtPGS5Hl+W0tXa1CSUUOv8a5VuyeNAQfPBLPHb32W+Zxf3zkhY2/Efz9uKc1VCPPWCKHfwPAuK8b7152atxgqapP8uKIYGSc4uYMWyNCyNzr73m1cfvl34obkxb9bK+2Wgq+hAAAHzFJREFUDR84JN8bqeK8Qv0ZkWpJiuoO9U2v+bKPkKIeyKTaSIOcADJ3tORzM/3PbhTlmuWP6/hEcDpqAGBZf4aWff5+fOf4jbG2H2z9hFEjs6rYeG+PdMhgKeEkcIfD4ehRelcCV42WbcnTrOe1DrrmoELIbEhuZpu3A6fprnsAsPChuDjABGw+0ijxtq1wMipSLhbSxar+UhmvP/WDsbY7nzv7kKOsKzb8ZLdX0yVlelJ/3GWwJiTcAoLkU49Vm3dDm79FSSx1RAhj7usTpTJVYUmDA8G9tTWmS0Y2KauYWJU+f3Sjew1UVIz61YrRDBiXhIMAG7K87TSkrMI8Tz5vdYzMoAElBmKgP6hONGZIGqaiXs9iEaSoyJgZZ/3VR2Jtn7xGP9SpxeOaHnu4UA4C0bpAEncSeApaUjnF8PL6wp1RbY7i5B1sqbVMV/SHbcrX9zcFKajtpu3E4CBhW9MlU5NPiZfH5A5s6Sac5n7lbtzOELySRn+eu247q3CUMWjHmIG0yX3l+6ofz6TJ0tsN77FlArtm6W4JPGU5Ky1VZ4rILAD41t5PzPz9guVvTNW3iFrV3hDoQeX4zHPgIkNwUM6847HLjd9dueKnM39fPLhH+35N0ayXHPfjUu+IlMDJEgaBGfjT375ipm3+T5KSnOnpPG0gS7e3xg7Ss9niQB5OaQSVDlE1RRsK20aeVyqa30XVVddL40KrvrMJwTpRGxVLK6iMLBRSKSdxKOIGO0DyuHfWRlASvsseBhfgJHCHw+HoUbpbAk+JqvMzWvINy7EsUrcakBCEN8d/Hxmy9EPj9gEjyzY1JI99T7DXwa2+9TC8b8XbJvsXYfDDcrmnv39fI8T64vd+SPv+5X/zx5icFrw2mNF/LC6df/VfP6Zvl8C1H/qTmb+X3DcBzweiaYeGMQHfAw4/riEBLf3Sb+FJwSyipAxN8uNyRQ/6qgdnqcEmzPDmxRMhSTCkZ1C3ozAzaofltAJRvKRiJloTwx+31Blr6Aml6u+Wp+inRemfhIRUtjaqYtH4fkbvAxWLQd9Rb6C+vuD6WLqE1s6Pe4S9atNr8F9PvMFqXwDYWl4a++zBx+n9utdTK+luCTxjIvdUdFGQA5mi6hTlGZmSMgnXSKiBAEzLt98vx8c+XtZ/KMTJGxCvo7S/6TaOK7p6z3Ap1HZx8kZ2lYOI5b2VtrLVx6ZKhJV3Bfqsumnb/U2Tv+WYspTv8wf0bacEo6RJX12xLlwiFBTJsUh3d0vgaYIrEkos5YYk0bcgQmb0zkDnPH1qIwUmCw/n0l8GEn3f/njosXdc91HmYVnHe+Tda2Ofj6/RPUBe+Ik/0dqGU1QVueT6N2tt06Pm/W3LGK/4ZiO5lvlorKcaTlnWrB0UF8updTnqW66WdpsFTymiIKaCyCEBl81qBICs3856Lyz3J8XHf+snVovbqRktD7MHMLC+2Ojns8fWGfuRsmc+qJQYBIBnJA02Bd0tgTscDofDSHdL4JLvKABjYeIc4bLZWm+bLlNK/m+138EgfWtf+P9Mu+ehfGGjGG/fzx7S/FuBUBpVJZNhXQqQWPTNhzR1RN0nJurlc/DSeFHgtJz6wYdQEHKm1/o87Hv5GVbH4LHjs2+UhrxXU8WCvqxnFpcL3IKyat6C+fE+BGm7dki2gaTCViWV0f9djZRmZiCq7ks4Hq+Ie3ad+oEJrP7E7ljbH47+wJCygnHUb8wHhxKKfI9xfKVbZcJDU/Gyg2ny689Gd0vgWQsYzzHUyVqavLNi0iXnjTR5J7X3InkXLJhzZLwWWfT8PGVXLDvsaZbPAZIOXCqqLRXqbpbunsAzkspYlbNxtOuSBEmTfZYfAEtDK4Cg7luzmPJg2ObHyGII72CSqVTkPZ4Ovjc9c827hO5WoWSlWotVU5lBeRg4pXGoWdUIIAeMsKIqSaL/pw821/H2PeKE3b9VeTEs1UNLvhsk1bK5FsPfg25kTkjWtPKG+xofJCOVGiCVBJFmwEqFaeKIjJ9Mroo5EDv2QMJ5NBmp6KmJnyL4Ew3j+IxBNO+qQzZSdMU++OhEY9Ynj4hOIqI7iOg3RPRrInpL2L6YiG4joofD/5urUOtwOByOprCRwKsA3sbM9xDRCIBNRHQbgNcAuJ2ZP0BE1wG4DsA7WzfUCERNuw2aKu/Y4KuVQmZBDXowoSbvMZEqsZIl6orA1q1sZjtVYjcla1KvuWe+f6rEzFLSIxPSaqqvBUmHIioc9gxBKjUhvQPSGSyjVYFSh/tbQAMDZj/0iVme9zBwRq+cNQ2ydS1Uke5zZ5PZAwDuLy9set8tx+MBP201YjLzbma+J/x7DMADAFYDeDGAekLdGwG8JLdRNTrX21pg+GhJsIdA1mNmCs5olw7R1nCXYjyiJ4eE5TGt73ez3hUp+07YuOl9bbe1TdCWKrBIHpD9tk1iTOwlBQENSJOoaYzxdsnX29Re9oUf8BxNj6nEWCJaB+ACAHcBWM7MdT+cPQCWG/a5FsC1ALB27VppEzPM+o1PcNzX3PtsH5qpaf3WsZx4Pw1Swh2uxaVBSUJLIpams82GnZitIGvBAan+aIKkHE1VwLVaqnPXaluSkEuR2e5+Zw08MRmO1ZWDdH7Sc5oAC/YMrbBCwmo09mz6+vuQ+ARI5yklp8vzGa7WxOuz5w1PEDd/1cLvxT4v9My2sP2Ry3T+4GMAgN9MrdG221WJa5K/c+Ac4zHzwPqngIjmAfgSgD9l5li6OWZzdVFm/hQzb2TmjUuXLpU2cTgcDkcTWEngRFRCMHl/jpm/HDbvJaKVzLybiFYC2NeqQeaNKhlnCieWgjUQLucEKSStxK0RdZ9LkIJV7xDxHA1VxQFYe6NYo3oDZbBFiKlEDWlI2RA4kxVvOCmlbaR/NSCsVBTVE5IdRLPXJKRaFVFdLftKzUu8wrNSX9loXj6lknxvTYltoqTVd0fPxwuLTpwSl4yXf/8A9l48itlYRPK7XGYPd403EsCuKh2CR8CCQtxGwAw8MBkP0V89eBh37jk11mbKpd8MNl4oBOB6AA8w84cjX30NwNXh31cDuCW3USWRUQ+Yt267JVXuTahjz5jMP5MOs00JobLSkvugkkInb19cIP+xpzme+gy1rQhGCmztFlJ8Tqmkuyaaxt1H8R+eNElOi54UyNPeZFZPA/AqAPcT0b1h218A+ACAm4noGgDbAFyR26hCRJ1oku5VvXkGnVjT40mp903S6SbvKHk0SAVzEehuVcksD19dyZsjunoI+/72oX+PbfKCpX+kD9PgdZHm+mjn2GFsCgo0ff/bScEDT8STn9WO6ykKMq8ccyBWSDqlALHipdu0titPuyv2+cguubRhNzPrBM7MP4LZXvGcfIfjcDgcDlvmdiQmQfRJVqUJsdCCQbedJpGW5mMtSQ2izi9ss4w4ZDVSTfKbFiSoWkq/donnl16p9KPreAGAhge1NpWYhKUSvXZ5rDDUVUGWaEqD3panpq19/E3EEjiViqliAbQCFb4vrqxUiVv0DU+45pp/um2agyz+3QX9/Xzor8+EP6A/516ZsQHx4hYfPeVL2Lrji7G2hQmxCaWIh8re6nwQGMuKevm++4+sjH32feDQIbXEXBt14D1NhmRC1snzs/gz54CxIorNdi3A+hzbNB5r/+5uG4+BTIVCsj77HcRGJy9N3gDg9+nbDgoug1XDbSgLGQolPbZY0FucYU+Ugg5ZfY1tuwkliKQUslFiuk1DRKia+nKGZqWOUBqP6oL1CDgzPF1uhTOGPYLkxy0oAqx627BwvWVbhhBzkCSV295HNYNkaDvQB2V3OCDu9WHyoDI+f80SruBiuVNMK0RTu22glcHeQSmLnEf5zjM/GvusSt8A8LPyAq3tl5Pm2JUxP//I2LTMbQnc4XA45jDdLYGnIIsvtxapBwAwW905IlWlXiOo0l+SJDebzrwLUmyqEq50PfxyGRC8NgpKvgw/KfdGjhn/2Gc7j6JQT05FRZfMHNehtzAboUg0E6JXlPP7CM8VM4OT7AwJ0Lxhs2pFta/knbEwJBoJPPU7ZwPFeL8nf7MGvwBsv0R/d+/adkrs8+oCaa/i2aUjuP7whbG2oUK+uYfyxkngDkdKuk1H3A7ddredszp51zHWZFC3E05H9ffuBU68CTxrMn/rbjovHcdok+Gu6867HbQgydScI0OisaR2GwYKs/vsmzB3q39R9fXptObbGTubZc6oUIxIKgqbK1hXk0SXh2mkEFMxCZUw/Df1+GZBVykJRjoAJiVQVMUgGQKN/VYq1sbS2vHx2TfqCeRrKxaSqFSSCzM0iWa0THHPVLfazEE70v5iciu9nUDwp5QiIbZuiSGve+YPYp8vGbk/1f5RJv3gXp02sHem7cdHzfVgtx1cHPs8dWB299ksnHgSuMPhcMwR5rwErgXtMDefErQuZdlI4syiW6JU0V51m0qUgPI2EBnC3FlYDsaghNzqtsJfmkrs0rYtNh4mFjtQl8a2592fMrw+KkmncaslWI1HMv7XA6q8wYb0mFQ6TyveYEp7oLgBim6wzLq74PCQlQ7+ug/9J/oH9HdunEsYpmxl2fZXR6y2mxpTVldlAimrXMvExVaccBJ47saYFujKW6EHzJu2JvGyJWc9f6pztAyealtRjg4Gc2XCNtmXoFaRJu/wCFqLpGGSAnYCVE8rWfCo1vT91cnb1NYsc0YCz1JYlkJJwyZBUbChRVi3QYq2cnesJ8/3k/upFznotkRPtkm/OOtiQpLKLSZx0won94RNlWq++m4pCCgppbDwzKRxt41uSwklDFU3XON1tExBYcPQvUFRhW2fXGa1/Wla9kEPtxxfp203WoqHx1dYP5cNw0Hm7G/sevxM29Ydnal1cMJJ4A6HwzFX6GoJPEnvpoawi7/6Bg8PUQ/NHA82EZLl1PfPRBqLerR/z5N176bxaCsSX7gW6SSiaJHmpNWKFvhSzaZ/zIbwDEjFCYTrW5dAtbSwlkWWyVJ3a01Gj6Xa0WNiu3HFZOvJoqRJkGw/bJC+1RJvUqBR/VnzFuqh7n95zreshvircrwAR5U9bJmKS+8bBnZjcUFPpeszsL+m990NzBkJ3Dapk8kAqb5o1smszAOy286WrOPpskCMtuljLXWqqSZayx/S3AWAVhVPzvt4bXrWikPxH1FTpRupvSgE7RRI3l/6fdN8vk2XJyHZaB50tQSeCt+387tOICZppdXXSZKRpq9M+XsZfXISpCFp9cFSQQZtx+Z/v6MeCrP1q0rkAAIJ1mtO55yox025qmiayP1OlWSJIc8IzU64hsmSM6QKFu9XpRrMO5FEVbnYDFLo5Hdc1fC//vM33qR9P1own/Ohml0JPBMPjq/U2vYcnd/4MGWwqwiBPHkyZyRwh8PhONHofgnctAxVf7k9T5P+JF23xIxEF02DmVYCl4r2aknx0x0zKuGwx0afZNHXXfGxpf4+uZiuKvhJRTAG+s3qAHV/6box6ysIobjvzBBUf2G1iIYgZc9Ei7YrsVTkXrJ0r5Fn1ud048lK3WYhSuLR7ZKKPFiuSqxWiiGXvPqnM3/fM74ORdTw0oWbZtrmU01c3Pzrgaeiokx1BdRENYqJzUcbRZG37VoCVl0Oh2rBuzDZ3tJz3S2Bp9H7dpmON+/xpPFJztJm7Ydr2NZ2u24skts03T6+OUpVyRhqssWqkzcA1BKyjc6GNnnX6cBj0N0TeEayVj8xHDTb/o6Ok/m5yPsZSFHVvi3btQspiM0guXtDrR97jeUZuOxnkKqdETMDlaocUGNTazLviiZhv1rAUYuqDnlqPc5OB/tY1vdsB1ytac8FEfSAn/ozkHv6AmHisnFLlOQtg+rEGxwU3AZ1w7q1ITLl/VPPx9bQ7m88U2s7/+P3perbltX9h2OfJ3gAhyvxtAC37dHHkwRVFG+2Fr923fNWORwOhyMVc1sCz4GYIZFlQ6KEZngDxGAcZtbrRYqpNw2BPJClGzX4hKXgFWaQ0BdrRmIyJ3XKcz1YKpmNpS2q8pIHckUnoDY9Ha8hGSJVqldXZiwZasNVVCysXTI6BwdIGPEsFAQDc13Sj64YW6D733JVEawUIT4/915kqky479iaWNvuw/PhqzrvsQJkhTfDm26vIry7JfA0usE26PeyGt4yBZBkfFnS9G0b1JS3cTGzsTQDHU0q1orgnnZU38mqu5d2FSrIV4QkUQBQVIpim0IlShBiE4SEVEUhkEebvMO9ZWyvm91mNnS/BG56GGyS0Fvql3NPYtTi42qkqbNpiViMwGa/vj5dIk2xcjAeN7oSampkcTSdc62mX8daTe+rFYFCaU/IcoLU3EtbsYoxpnKY/d2jUhE0OHtl91t+eQEA4DPPul77bn2pkdLhs0cfr30PAMv6xjDhx1eki4rtKybiVVongHS3BO5wOBwOI90tgRsCSERdtCGYQthZk1AlfaOU8Ghmf0noyOJNouqhJamm7kWSkNZzBkKuy7TUqJKeNGaiVEvtqMdCmhJvIqSrCWTXQvvnQrR5GFCTtDW72kkLFfUEbS2RypEyvcAsfPaZ/4ahopAgK8VjMFqMp4mtzRHZtavPImtCfcPOmfrOWx+bWZ9qm8TLdl9xM3tdsK2PdZpET3nrnLPYIrLaA9qVxCtLMYm2jVFoK3m6vlqavAH9MTf/rku6bf1aSEWJ5TKyJt1/hrYm6W4J/ERgOmXFbNuXS10RiEEKJHvKKP0kTVqaBCd5ZPiCt4okodWPFelPSk3aM5AHX0iJLHmhaNuktJ+IIemaTt+yH+l+J60wVaO3QfpWn5XDv6f7l7z+wtvM/QgsXbVz5u/d+18hbrNhYI/WpqaSBYAf71mvtVWOCfeqL3iei0cb184rm6+P8JuUG10tgTscDofDTM9K4GLa0iajJ4m87D7N6vqtRRGW1tgsl302F3iOjL9uIxDL1uWo62zpMS3I6rUhJhVTVjjMjJqS6rXYJh24DDWvFjTZidrI+3592czfy0oV8bUb8/sx4sVXhlvGloAV+XXp0Bj2T9gVLwbi3iVUNXiGt1gb5STwkE4/iI65R+bCEe2gHf7ibcIsMwlGZ2HqyyJzGT3DW3yJunsCb0WSn4yGu65LCNRBrI1dKYJkup1WjDtrci1bY3KmsWc8b7Hvqr7C8YQAm6oh+5+pPU/IZLBsU92Q2ehuFQoj3YOsJtAhL9X+MRVBvW/Lqji5Uv/Zjo49yX3QJmhCSibkN29dMSXHosFBcCVueDQa5NR2yXMiNPhJtRJbTaIhMfpdRle82uEjWl1Ka1fJpMAiReVFnl5cjIoJk6AgktoaVyUVZ+2is2KfV79xq7bNhUOPam2T3AcwcE5fQ/X0ycPpAuwPVO1UIz+79P2xz+v/6UPaNoWJ7pF7Z53AiegzAC4DsI+ZzwnbFgP4IoB1ALYCuIKZD5uOkSczPtvawyXn6+hpOng+sR8zId8G9ZUCqUqVomo1+SVX7RNSbhZDcv+gYEJjPF5fH5hZ+6HIhLXePdQZRyfYGUHBMkJSnayZU/m2x/b35PwxDFknbxIoRaI/TIUCQBQrTpzk6+0tXhg/VB9h85XxaMhPLf8eBhUXweAqxo+7zDsOj4ADkeG8fP49qLCH/zn2xJm2fpifh33l+AS+b3weWFF8EBgnX//38R2Hg0GVDs8yVdbMOnC1PU8x0OapvQHApUrbdQBuZ+YNAG4PP3eUOTd5dxMtyIXSirwyWcick6ZDumSji2fO/WQVJgplfdpSJ29AHrdJN11KUVFHRZ28TW3GQVluYnDezY1ZJ3Bm/iGAQ0rziwHcGP59I4CX5Dgmh0SP6oy7kV7Vv3cb3XYd01SlzwJ3NMw5TrM68OXMvDv8ew+A5aYNiehaANcCwNq1a9P1Iv30plU3ZnXny1vv3ezxwqVrLE1sxiIJVCrKdoO5DiNfMahNqKqXjsMs1mSlecOGHexYVTwe+2z7yiwrqgUsGjyGJVmGFKcQTOLtTh0rkflt5VkcqJn5U8y8kZk3Ll26NGt3DofD4QhpVgLfS0QrmXk3Ea0EsC/PQeVGhh9InpKT9APQiiWkOm5ZCZ1PWoZKxqmoxOxlNNz63JMSt69ewxYTNTBSe4uOi+OISuJG42exID/+eaYeNhTg4KlpYIUirFmqW04tTkj+CWAGjs1yiBFvSlTVV9nDeK25YKnS/iJISkPB8RB5UyBPlnKaNjT79n4NwNXh31cDuCWf4TSPqI/rMsNm3mNsm+G2FbrOjH7OeWOdsCtFfEBb/LMNZH42LM7b2Iflcz5ZLWltJi2R1FVF8QM3DacoGDttXe/FyRvQZmvj1e50Misi+gKAiwGMEtEOAO8C8AEANxPRNQC2AbgivyE1S3bFpsmNTdsu4gNNffpDaCRL4iqbNLJJiE+3ra8xdJ94E4WC9iaQNHbJx9/gT00AfFtfa9Uv2rDCUCXXILutzfVg4yRu5QrIXWb884RQesnHX7r+KVeiTznvodjncwaPptp/X61Rnu7h8goAwNq+g6mOUWeqIr+3VM13Req1OOBn1lmBmX/f8NVzch6Lw+FwOFLQ3ZGYKVELMxAso8bSpiyNBDPUdeU2KUIzkaagQ4YyVzOHECQu8hp9+8ftS1JxuazZDUSpXKA2Nmb+0kZ/z76+HQnLf9vtEpACdHQtZfYCCpl08tp9FSTwenI3sdAIR/dMxTkju2Kfi9Cvb81ydbK6eFBbEE5wDu9gikgn2zSxpFzydgfy9CydXKpmyRPSaTqpc854UKvNshZvsKUtNoo0RTBS2GBsiqYY7QaSYVM8nLCdpYlB1uaZ7r/e7kl6cUHdYfT5tn18pUtuuasNPSeB131ONX21dEd935wudTbqYcJRiSXphVT1n+wLBXGzT1qZCiULb4Gt3h+wtxFYUavFwrIB6MWQZx1QvgrGVH7Wsbw59uOQ+shWIs6gk6/4YCEXSp7w8eNgAN6C+bH26jnrmj7mYSbj5PiMdZtn/r7t0bO07wfIvJKersWnunOX7cY9e9bE2sb36f7r1SXB+993oLF/cULbbAZV2m41c1oCdzgcjrmMm8AdDoejR3ETuMPhcPQoXT2BD86TrcptM07aBnF0im4bj6PttOpdyFRkQvVeAVDo15XDZdbtOSYtvUdx/XSBpHwr8vgqQjhkzZcyXNoVbzDnDTF9EWe4P0XsyCxQOz01Nm7cyHfffXfb+nM4HI65ABFtYuaNantXS+AOh8PhMOMmcIfD4ehR3ATucDgcPYqbwB0Oh6NHcRO4w+Fw9Cht9UIhov0I0s+2klEAB1rcRztx59O9zKVzAebW+cylcwGAk5lZK2nW1gm8HRDR3ZK7Ta/izqd7mUvnAsyt85lL55KEU6E4HA5Hj+ImcIfD4ehR5uIE/qlODyBn3Pl0L3PpXIC5dT5z6VyMzDkduMPhcJwozEUJ3OFwOE4I3ATucDgcPUpPT+BE9Bki2kdEv4q0LSai24jo4fD/RZ0coy1EdBIR3UFEvyGiXxPRW8L2Xj2fASL6GRH9Mjyfd4ftpxDRXUS0mYi+SER9sx2rWyCiAhH9goi+EX7u5XPZSkT3E9G9RHR32NaTzxoAENFCIvofInqQiB4goqf08vnY0tMTOIAbAFyqtF0H4HZm3gDg9vBzL1AF8DZmPhvAkwG8iYjORu+ezzSAZzPzeQDOB3ApET0ZwAcBfISZTwNwGMA1HRxjWt4C4IHI514+FwB4FjOfH/GX7tVnDQA+BuDbzHwmgPMQ3KdePh87mLmn/wFYB+BXkc+/BbAy/HslgN92eoxNntctAJ43F84HwBCAewA8CUF0XDFsfwqA73R6fJbnsAbBJPBsAN9AUHugJ88lHO9WAKNKW08+awAWAHgUoVNGr59Pmn+9LoFLLGfm3eHfewAs7+RgmoGI1gG4AMBd6OHzCVUO9wLYB+A2AFsAHGHmenn7HQBWd2p8KfkogHegUZ9lCXr3XICgfsytRLSJiK4N23r1WTsFwH4A/xGquD5NRMPo3fOxZi5O4DNw8NPbU36SRDQPwJcA/CkzH4t+12vnw8w1Zj4fgfR6EYAzOzykpiCiywDsY+ZNnR5LjjydmZ8A4AUI1HW/E/2yx561IoAnAPgEM18AYByKuqTHzseauTiB7yWilQAQ/r+vw+OxhohKCCbvzzHzl8Pmnj2fOsx8BMAdCNQMC4moGH61BsDOjg3MnqcBuJyItgK4CYEa5WPozXMBADDzzvD/fQC+guAHtleftR0AdjDzXeHn/0Ewoffq+VgzFyfwrwG4Ovz7agS65K6HiAjA9QAeYOYPR77q1fNZSkQLw78HEejzH0Awkb883KwnzoeZ/5yZ1zDzOgCvBPA9Zr4KPXguAEBEw0Q0Uv8bwPMB/Ao9+qwx8x4A24nojLDpOQB+gx49nzT0dCQmEX0BwMUIUkfuBfAuAF8FcDOAtQhS117BzIc6NUZbiOjpAO4EcD8aeta/QKAH78XzORfAjQAKCASFm5n5PUS0HoEUuxjALwD8ATNPd26k6SCiiwG8nZkv69VzCcf9lfBjEcDnmfl9RLQEPfisAQARnQ/g0wD6ADwC4LUInzv04PnY0tMTuMPhcJzIzEUVisPhcJwQuAnc4XA4ehQ3gTscDkeP4iZwh8Ph6FHcBO5wOBw9yv9vpw5IAAAAAAT9f92OQEcocIApgQNMBRiXIcHunfVVAAAAAElFTkSuQmCC\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "76/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.29it/s, init loss: 20221.9440, avg. loss [96-100]: 19107.5375]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [7.0617 7.9584]\n", - "k_scale 0.1736\n", - "noise 0.017\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "77/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 48.92it/s, init loss: 20223.2621, avg. loss [96-100]: 19054.4539]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [9.9393 8.2855]\n", - "k_scale 0.1988\n", - "noise 0.0176\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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QlDOcOewOnPV2RCqFi2M1y7OVL5BhLD3HcyUHoiztZtSPybqILAMOc/G2lXWJ77kFPJN8Fso8q7MjkKNisx8yZM/bSaHdcXY+AVQj+37BsUPcKb6oyyUdm878vLdy0+HqVJfx27pZ78l2wxOLQpG+/IIlSVolYQvDj8wCAGoHp4zfwmH1s8okKzGN7hU9kE6BCI5FqWerZnHAlYJ4iVTmWAkKpVC190l3WApLhNKiWqe0aFIyhR5E2SzUNCcOYUp4NQ/RlGmqZogz7BmLONU9gCzWBbpkJYhHkYWGkhyibNDjqANApJkrDl+Qz22Mq0q14qIwDq26e8etvwGxM4wEr26aMPLuKYRlt7kWVdQ+ho6KzU6oj6oPw6bo1x1+OsEW838z4dQFIjoOYAkxexMw8y1EtAPAXwA4DOA4gNcwcw+MRXPkyJEjhwvSfENewMzJ0EBvBfCPzHw3Eb21efwrPe1dShQWVEcBLpiOQAzA16mQ1brdnrpuioXkEA8ldsTQlIHLISIxAI4qHURFL1YiLbclGW+lZvWbiUZl9+wNETCKC+r9TX+tjsgD5p6sKrZ6vV0tLUYgTSr3amb2naWD6QjDoXPqFcKy6czFYFT1TdRKAbJBNVBImCJ6qxaunc0AXwyAXR5NaIZT8OpNxbGgX5SgO6PFyl+1n5XLkREUrTFSwPA52XOqOt3uPAVyZiQwG6axkgSeBkuHVWOBsAh5dx0xajvaN16Ztc/S2pR6/tAluW5Vq9fJYa1TQLfNQhYO/JUA3t/8+/0AXpW9OxpcHQJs5Y6OPHYHCbftVF8C2+geqGnalpyDhDLbNY30XEJd66vi+Mycn4N4L7a2pYu6OujYnoPLufLptg+uY8v2dG4ucJ1/FoWjThGleUd67uRiU4oKaf8kOLctnZzR4Uycq90GLxLgKoEzgE8QEQP4f5j53QD2MPO55u/nAeyRTiSi2wHcDgCHDh1K17l50+SJGnb+mvWwjZsIQ7LeRPjnBLuyQBMPKqYoGEync/QtmI8DpSW9hFCZ09z9hRdQcpqQMHYmfgPqSUcK4Xpp+UhaVk/oV6S+8qxWILy7eh7PJJKBtPplZFPbpXYgDQ8sIZiQif7aDpXbDiyB4JzD4BrXj6+nP0spWFx12lPHVjhvIyTnXGB5lfwqAdd1Z47pAtdp//3MfIaIdgP4JBE9nPyRmbm5uBtoLvbvBoBbbrklVxznyJEjR4/gtIAz85nm/xeJ6K8A3ArgAhHtY+ZzRLQPwMVed459z6QSOkngJe12hO1LNOQb1wwnh2IHggW3KErBSCJD9ZjF0J/dwsQiZPnLnybo+4oZIpR1V+blFdD0DvdrCigvtPs0NCMkjUAsxQyfVCWOqFIw6i4dcSR3BQzNsNw2TGuO2rhJejBghNGtT5mTpXTZDGblL9mpkVDzSB85Y/aTAdQnu5NwvTWz7YJQBgBBJXbAckFDz3IPxO9DQj0iceqter62+2Qy6/ZLclu+MnHlho2GA0bPdjfmjVFYH3hSAq/vr4uEdIFCvODKR5WyIOrdVmpDzoGIRohorPU3gB8G8C0AfwPg9c1qrwfwkZ71qt24UZSG53K9ZsdyvR19+269nnCuWzXxunaOLYPhtOUjEUmzQjfHtHRIDJolanlTBFaKHNvOUCY1LvHdafhq5wBijubm6fQ3bs1Yx9xImJHNScZVH+DKV0vl1rEQ57NjmesDt6ykoWAf6nuby4HvAfBXFD8UH8CfM/M/ENFXAXyIiN4A4ASA1/SsV53ge/LY69I3AHgAF1NYMUjcn9c+f/VGkea3Iiqq16tP+WagfUfX+qgZhMifT1jaXE5ptbmkSsaFITOg/dxNsXlGcbXdr7AP8XjGTqwi0u2CO+w6vIShc3289+m0SvNexyBFLqjofLetLUNv0EwJlzwejtcIL6F3SMvRJp8hYFpPAQAX7RcNEpJ5pwQK3aKVFERHVbPZXtvV8SpObVW1AGh60pEW9MQYg44NpywzPwbgJqH8MoAX9aNTOXLkyJFjYwyAL5Edtelhq3dloWYmVeCSto+JGMWlbO590c7ehmTX7XVdhSqvaauu7DT27QKiCHThsttFRlSStjFZMba7oyerYAKWDneOXEV1M9EsED8Hw07eIrx5aypPH1Xs4o9XT17EXs/VQktPJM0Q7LiFbbFn4VldN8VSogaGaUXTsgPnxCaJgnSGKMUVbeCZjXvUd4lJ+Kvt8zslPfGX1cFkyGan9fGNl5vGMPpCmNf2ajcuJOtgYqPjlUv2uVa/MiHGb1bCUQ2DHQvFZv+Z0cZ1O8LO72V4hBZe02URTGW7vA2QNWaR8327zl2hPPPYblJAtFRcvVFxs/roaLg/4BjsBbwfyJLNOoXizWJT6Xx+KisU49QeizCbZfzpmmXFYiececy7rtin87M04dq26/tgq9elzXbHaxptWE7XbpItkoet3AW2gGZmuVyvIJii+eidC+dAUyi9QH3KpAL03U5poQ4QIRwz63r19gOoXIw1SnM3tGmVxmiHLagW1GnosjkTueyB6mo9fzV+wCxk4xZRVLWMxGyUZQExNmUxkoKM1Xaaz6QyG49PckseWpxCyovAmpDBxwWt+7YpvHTotAwBfR+3VrYkPViYK2JKZeNO6hmnAKC4mI6eLC0G2jFQH1MpisaISVkMNQN4LB1OKNZ3CUG4Oi3Ute60k7Vpx8nffNjPuua4Uvx/7ftUV+264gm/gOuoj5m25aWFLeoMgMYwASNa4P2pAhAxRs65vSA8pfL0NNvl22xBbQLGmI2ck+tmAS2sGrvYSj2wmpP6q20PQj1+xlag21R28fgKP7AqbGTd4Xt1SzwTC/y1JAdOAMv2966onFQ9hpmA+g3q13X4gt2/YOlw4j1ZLIg0CIOBCVPCpSG1rLyzbuZziIDqBXf/hB+6XvFnRBB6+Jk9X1DKGvBQ7GOM5O89CmWQkjQA9v4MEn+/hdyplafva082GZukUBg0Dt3ZZ0Aot8WkcU3qIZqvZ1wN/YIY+CTbRTfAQC/gafjhVE4KWdoxYkZn4NRToB9jYbMscFGoW60SHPUEPWcWUvHirhWFcmu9TbjvNAoXV246TXA4x+6kCkK3CcjWtDu37QrZk6U7DDSFUttpdq/lUJDMhdcCC444htme8JFs7LBHE0oGrZ+/2uSVbYGI/DVCoNG3ywd8lBc154oOL1ptKtFe8+/ybJtW8edW9VNi7BgXs4/rfPLilXaevDbZ/tsXgljNXRfbt008rm5Nh8+sms5TRXnKeilyH26EsZOx33hjQnVOWjzoixy2njyi00fLS5yv89zxtSzP0IOpgPO6X8Q7rRm6005lzm2B8eumCWMnp53iQnswCosWX31L5ippVzn6uOrVtHzEbrb76JvvXP/7yP94l7UeNySfdrfx2HFYpXl8ITTnU6fPOl2rhZtKvZvnOgZaAs+RI0eOHHYMtATeC+gSNwPGZyvyYDFeJSARqGfsTAgmYPlAW8L0GvK5kS8HfK9rViu6RG4DhXEzSQmzMVECIsbQSVULu3jtlBEWgAHUduoZwOW+A0AjkU1LksDbHdPCBYyXzYBLVdlsqjGlKh5Lq47mHikgOb80RkzLEoaZ4q0828Fpx0H0Kc+azk7B3t76ao8/Hoi8ceTJcd0lFNY06bQD1+2ttAeOq5ZEKJEg7Vqkcq+mbWk6SODP/Ll72gdPN38vzjedc+bVh8PEaBxW+zQxvGbc5tHJiygIg+khwnUj7Vh9zx4+Bl/YytejAiJhYiywuW3rnKzOHQMtgfeDNZMVZVKZo5NLRgWUK49od+QRfhGopDTOFTqdkIZ67XnQIlfb8BT9cfXhcH60lj7Ki5s7P2yUplD6yQ/CsW1Hm+++qOds9Is+bmLSEds7K7wP4msj37e+KEuLNwCUBI6rl3y3hMGWwCndIm5I2wP9eYpRH/eMEKj+aiwaJzn04Rk7h1ff3b27/8p+9VgK6GQLOuSKqOIjEOx7i0uqZN7YHxPvhRWJaG6/ceFQf6Ztx52GhtJSe0Rie3+3ERq5GCnJKQCguGIGW5JQNKMGd4RkV++crIEZxURKPz1dYb8w/sBFNA7KYY/rE+05NHrKfLmlZM8t8NrmLHW3lMxJtNDHNXwbLHE5cuTIkUPCQEvgFJqOB1ZnBAZIk4KkQPXUYOOr5eqksLzXAzxSJP00Ur6UIJUBRFpU18ZIvPVQAvLPwIraVO8eI9XNrXFx2dyqj55qiOMVlsiwyqhPmMmlpW16MBLXC0b1xByM8mxnfvzizWXRCgkce2O6IE08Ipfnzh6c7hswOXkpwXPr/OT9tBJg605EpbmGGFDK0wO+McNryDRKYTEhTRKZfRcSiQAAhjoHQuuEtat3AgVzcBmqtc/IOW6+O+27rE+4P0CPoq7N2q/3AzHyNINR07idkIHjDdU5iMA42F3TBgZaAs/ESwLiy2J9Zi4vmhgZ0XI9R0LW3p/um8lSJo55Ku5VuskMZYA57pLNtY0acHxkfbHRd7xHZ+4+xTWd352MiRpEuBpeS/WExRtwvB+bL4AwWaVbiSxfcE9blO1TzfxBXuh7pz0YaAk8K4prjKigPjwpIW4Lpg6CEZY6D3brHIteo2dojJoTW5ScIFibNFEfNct0zpt6YLKqpyuzwZC0O2D50LBRVt3h1s7abq3A8qwKulmz43sWWRI067bm65fVHltjLPsLrccZ6RdowYGIr9bMxbRk8TmomElFusX4cQBgfPVP71TKr37XPSgsbmz98+jiNF514AHxtxeOPJS9g33AQEvgOXLkyJHDjie0BL6lSCGRi3wqq+Wruz2D/7RJ4BJW9sL8XLPJ+0pJcmtTcd1ywkktGCIrHdAYM3nW8lIWkgKoJ6TU6hQEyst+rpE7MTTvMW3vVD2Imw6lhcaI1nqEzKKUmvCiA6XULc5cBFgNokpF+/IRLauSurdjUqwnpkLUsHiwaE/sIhgs3fTGe9VqV8IY32FfCGbFwFUlNTf7cysz8I0H6/6wPrlyAKFWnxDhB5yv0Bm5BD6oSGGb7gTpSWfg5FMFmep1MKyM10ujW3G/aPdX6Is9da+xhbFM0iR2kc93O1UqMxfvdNAXbwAwzSi6x2Av4CkCQkmB18Vg7GmC9xhB7a2NO2HTlGdZguxvEtKMRZZsVX0ZX8fFLMvzTjXVHJ2DxHOzBLOyOSBJbUtlKWwCXLEZM989yUP/MdAUSmmhQ1CdFVVpQ5bs7pHv8KntsEBEiaQKkmt8+ze1/VDKNSg4JtmCYbkgaCo29WBE1Z39ken8avcTdG2HqUTSzQ2loFAG3WBDs1qW8TQCXBXi55VMzGFTTAKmgjwS+lK3KCyNnJgN3Sg20c9aW9ueDG6WRByEzfSclK6p5yZdr7/c1uqKH6OVVfcP0twCMKLFbL9ir1Gv4ZA3M4mNjAz6gQDx2BYNaoSwa/8ZtfKxZ/e1L4MtgefIkSNHDisGWgKXUL64IgfvGTLNkagWwBeCFunhTjtlQ98IxWU5O3uhyoqTARA7a9SmskkMUpyS+rjWTtUMzNQLFIW0WlkQaZZlonQrKByHLjGYgOp0+xdqZos3wr2yabanh/ndCKpkbZc5Q20K6nOvE/SxQAe3/kKt/RyCER9ghr/qEC41iuDV9HgTDK9qagKNuwzN65Pvx9SI8JsBvwDUtXaCwEjKPfbdOSxdO7Xx9TpAd6nnHTVnUfVgcS5T23/56DO0kt6lNpQw2BK45IhjJQfdnHZcHX4AYRKncAxyb9tyAXHP2v09uusI3PqT1bHIlUe2jq92urPy1dahLbzvDN2JIWnfXOdqxoxH5Nq2VM8zlx/RnyKFAlXUl0hKTGEkpbI06qRAjsYmXPN7xJGntCjYCFngVRum6Z7v9n1qSSVRuS2J13aYX07XBLCdoAckog7CSzK4Utp8i/UpzYGpAEh9L2iSnmvApKhiH1sbz6u0I8VGSjmvk+Ojc8gdz6vJC4Wu45CeTSt5cqdEHOt1yzDuqVMSbLXxdDONAq2zEWBcIa241nB8/wQJnLWyTiaHxrnahjg2QWXUJs0bCBOvaV22VBRxaGR+40oAjodxv58s6LRmoraO4EvV/cbvAFDxAjy0dsC9Yykx2BJ4jhw5cuSwYqAlcJD25scAACAASURBVIQCv9wIrbtiwznDIoGzZpkSDPvGVtJfjeIg/0JArG7BZErSxWWzP4WqHC2BYUonEpYOR6LTjtcQHG+0eiv7AUTAyHnzui7hAtZ2QG5bk279lQ4RIfpsWDB2ysx8ztSWrltoVGDMi2C9TC1nwHybmI0dTW3SOBUUyGVpKLf6lErsUxAZfS8upkyYEXTnns8RQ88QHFVr8CoZTIQsSDryBBWIImnhTBnhAfXebx49YcT/DjNQG+cak2KME7stUW8w0BJ4GoeLNNy2ebIjD5jKLt3lgtnvUWzH0WnH2nnpfI0ysI6s5HSRxmFIh6udchrdiFBX1K2kCOjkzC87PvA0HzdXXjyVXbqrrXsWB5/IlAisUR5dmrGcKyV0kJI32BI6iI7SrL8P8hOTynvppjHYEnhGUD0Al7NpgZN25MU1AFqAK8mVFwCCChkcai8STCTn2MredBJDWFFfmOKCXZxPWnMMXzQ5ziz21hvBX03204Pt7SUhHZ2xw1mRUrdsnu1wdUfv26qPtZ+beH82eHJ+GAo2vgYNxzbc0dLyehnrViUbXaOsTZoLswivVrnjlYMjVn+LpD1+MJRuXHdNL21cCcABzRRqlOIlUopacd7xJThf71UCNRMDLYHnyJEjRw47tp8EXgvcOXAAKPQ2iSzg5pEo8dhclUOHSh6IvQYDho1VYyxCaUH4hkfqbmFlbyHmc5NWMWHTBn1yY0moMiOMBQEj50zDbybVwoPCovV5hwnvzuELcoKJYGjrZJTaOExuuw5w7yKobjq8sXZM4qQ0ngQzAw03/jwYUwejNN9AfVLdNYfNRChK8LYUEvh1z34MBV+dHB+fuQEvmX7Q+RoSLoXtsVgIhiDxW8fXpoTYJ71737edBJ7Z7nqTMGj9SdUhkUOXFDTdN20LUORq362XZ4w51B9k4f63MUSbb9dznQvdoS/eABC6WAOkgo0Dd1VIdYfBXsA3KwJaisznPVcqd+9LY9eGbOFiNnDrqGPWdWdno1RaazekUi46KpPFa0oKUMta0kNfEys6JVfZ+GShLKOjMAkXsClpU7pl9A0DTaGQ5IzQL1g811wz7XzhL9+kHD/3x94l1tPdxUUHFC++66QypyFsGStNr189szwAc9g2S/RL6YCSBeWFjV24/SrDXxaoGiFedn1S3c4XmwxBMot8JAUpayJ01Jfrz7wgzLFaM0v90EX9F0KYyAAUDHWIya31x7dkZh8alstLiUlDs26OLy2IJoOjalal+jV6qqQY+rv07NcJ7xLDmGhjJ+L/529wm4F67G8A2H/grHJ89sx+o52v13c4XX8z4CyBE1GBiL5GRB9tHh8hoi8T0SNE9BdEtI2ZvRw5cuTYfkgjgb8RwEMAWjYx7wRwLzN/kIj+CMAbAPxhT3sn2IlGo2WAGd5K98kbdQcf9slqN5uUlqhhzxT+vFf8d7XMMS9kx0wyiUuEZbbEvHBz7smEKBbgA83RBcwIdEGLTdNKf9l0vuokI/kr7QsEY9nMQIuzVaPtqFQwdlabuSN22dUNXZB5fdd+xgpUzTltze3ssBi/D2uHE1GhDk8AYYThB0459kDrzzOPxgGtElg4bGbaYTBu+o9qRh3sirekSbPc+gTkXWUKGuXqorqr2OUVsXLuSqVswisiZMYjid2wzWlHggd2ypfeLZxWGSK6AsCPAnhP85gAvBDA/2pWeT+AV/WuWxt2yCxL4WTjdD0IirLN6o9rG0C2YE22DmkvQar7zuisZDrouDny2G7F1cHG1h/juilI5yyPwaaUdXEuiytmcOSxzTU9Y3yajPa+IGUIHLiU2b35Q+fj9WtKReaqXibTht2z3E+B9I+Mu8dlCl+wruAqgf8OgLcAGGse7wQwz8yt79JpAGLEFiK6HcDtAHDo0KHue6pDl86lBXNypHftpUShzgpXCdizl/e87aqUwV6uO3RJPS4tCBr7lP3ulPgiCX9Jc+0WZra/bL8YF837LKx2n53dxdGqo/SsD13B7aPNPuCl8HKXkhiIiUs01IVgUADARZX9rFy2j2F45Z71vwtzUkSy5jWlBXuTQHvVCG03TZ4x6vzM5Fd62ua+UizNP1Lds0HN3mLDKUtELwNwkZnv66YBZn43M9/CzLfs2rWrm0vkyJEjRw4BLhL4cwG8goh+BEAFMQf+fwOYJCK/KYVfAcD8zG016qbTTywR9dEPvImgTIITB4OlFFBp4pQkUG86iuiWLV4daGjeu0PnzW05EzA8o4mUQgKFTmmrjCQMzCgtbtTzGLQmbAuYQWG7T6XFpjSlc6UE1A+0OdrSqXl7og9NsqegDh5Rpc75qyvilp4BJTFHRwk8wwar7JBHoLhoD3Kmv8leDWBNfcCRZaql6HdtZyJo1s4KEDGGH9u485eeWjQsf8oLbm0uHWRLfB6gMte+5rN/9Bvwi+YDOledwL6KY2MWHKu3JeuTtR2ifTchwnxjyCjvJzaUwJn5PzPzFcx8GMBPAPg0M78OwGcAvLpZ7fUAPtLz3mVJQIwU3KtzQge5OzKJ6cizOnqqyFyl06lxmWMAp8wkjyP3arVhdyQIDYcfKwnu+BxsjkXacSozcFfSWfgoiFPK0rbrPHd9tql0NZaPnlEmmG2yJ+mJhLNtq5RWLi3e8TXNthuC5j+y2nzrHLiFipLDXpklPVRiZrED/xUAHySidwD4GoA/6U2X2uhoabJWtf/WwrAsaXs11X641DwORtoiS6MZMEhxcxdsT9MiSkENKnbFjnxqC6b98NahPlHA2An1eRUvOWaO6IDy6e6lqka31i1NG/3k+x9ZDGhtgc58ber6ApXMftxOZW7zPUbCYXOSdkrZVj2spkCrTbgtKwvXWV4ofR3uMARr1zusAwDuevLG8uWpM/uMtv5l7Qqn69vgU4QVw1Srd0i1gDPzZwF8tvn3YwBu7X2XcuTIkSOHCwbaEzOYGjG2aLTWiDdEunQdMbzLql3n6pXj5hYvYtQFCYEBBMPtuvUxWOxMGRPHu/fZXbpSvejYSbt4sbpH37oBYcKZTZfklLpbGHTDoDMidksJt7pm3+YLnn18vm1CQ7unnfuXFkrfuTktEtJ1GEKmjliYQkKSBwYQaKnWJh41g3MFZc/KgRfq2lwR2mYAtanuomd4dTl5NwNojKnvEwVsJClxReXgkp4LIm4nAqrHzbCszzv6iNN1F8+aFnBFUncaO6iMWU6Z9KKJU2tTIlVTDX24E3HpMdixUEQ7Ufe6zmXSda12plu3Mm7hmpwNjmO2He7P1a48TV1nnUWKPmXhwF3b6Es7tqQMm7BS2ezAXWB37On1CKkY7AV8u8A1YJLk72N5li4SdKpARlJFQZHoHNSpQ/suyCyD6I48gteuVA+wjG0ahfkTCZIyuR/3LLWTMfiU/pWzdbtM3fsGiN0eoCkx0BRKWoRX9G8bncTCVaaSR3decdVbrKbMqqO00cFPqaDtBMMhoKzFI6rMmW+QFD87FAJpZc0uFE0Nw59NochclGNPr+PynPhR8CYnhFKgMK4+IL9egO2zshmWYaNnNg7M1ZN2zpuLWScFZbdYOGJOkJUb1Em5c5eZJadatyuXx452NlesNzW/r931RaX8OeUN5k4CpwL1YZ9qmGvKXKcXb5Mx0Av4zFOGAc38aPcX7VHRLjx7TDmeeNzty3v+BwKwNhLjD9knUvVZ6sLDDHCkTtjK18y33v++WZDWDgdA8CU1uln0jEVAslYJATy8cXqmxu4GGnu1ti/4qGnpvRbZQ2lR+IBEjNFzGzbjjKGLDQQj2o1HDG9IHWPPxbIoAa4mFgS/IMah5jAEaRRO48CUkjRiIwxdVhc4BlDbsXWehr1GcVb1XGzsyP7F0m28GcBKTR2zWGJ2F2Ces++4chxEhIZu7C5giIrG3GBmBNoW4O9Xp6BH7TlSvoiQCd9cbXPoQeQZ/Y4s91KkADU9LOT3DAcu2I72A/rinRau1Jm+eNvKxMW7U7kO4alKiV2tHe8xzy/aaPe6DRsPLepBsk377cDVDxpSaAmc4Qt25GIrkt5BKDNDrsUwkx2789rytPwe5sAjS4+lcsnm2tUOW3Iy6FTebb1M2CwuLk1igwwEYZozM2VDl2BNjuHQjq2OK4HqWpZKF+F4fkaSV9S3ZFqf5LYLjoH5fWwOFTUoGGgKRcLs0yed655/lnx74cjGk2Hpuph+KY6ZzkQu85NvXXJekMJnqlxgp+tP3tI2nauH8tdo/uKYWJ4GC1eZvXj41+5Y//vGX7nX+B0AyvPUNWfMO8biRBZzJjfOte7Mu1wxcraGxoTqkdPpY1+ZNReKxogqRcSCmzkLKjMmtVfSaIxO27pGgr8PRpudDDdesP0Vs8/F+TWjrCQ4WXXKXO9PqYkaLj+le464XAwxNaR6Nh0dv2SpDbx6+qtG2S1lPZZDxagDAHNRf+fUZmDbSeA5cuTIkSPGtpPAO2HhqBml31/p7ht165MehV8wpZowInztzMENz//Ja76KopYrqxF5+PCJp3XVn61E9Ugd8IDDf/bO9bLCzqLIq9cmgWG7wOSGhsUHvYlowYyWxUF8jje0OcGE/DX12TJMrl+XyFsozquSHwPwVrSykm+NK+OvtsfHX23EAbfKBaOe6D6ix/QOBAcdItNM0/eagca6p66GH1eXm+rJKVSeo1qWrNV8rNVUy6FOEngSLx5aRew/JEvcOi5ZdrDbCQMtgbOg/bJSrxLnLNldC1cgoR1p8QaAghSAR6iqL94AUPSEMsFGtWQJqG2W2wJCSbbPGThVV6Wopa6rDXrH8i7BWa5nNbQX5pBjPen+sjoH9brM2r5j4hKJzhGHMnTL2B5EFuWixnfbnD8lfYlcZjtf76Gzp0Uq9VE3GGgJfOkIoN8uhfJTCkblYfGPqvzyyJDJe0kLaye86KrvmNdwVLLcce0/blinImQLaeHHrzE5Px1veeDHjLIH5sV8G5hdHRbLa0F7alTnstm9tgKD6Sguq9OvcHrGeg1eMblasV5D/ch5zOaCYlkcddt2AmLX+Ub7fC+FBFpaEDLBzKQzlew1CmvdO7UAAOrm3CxoPPrIjCkBX75engNzj6qBsCpXmDbbXzh9NQDg5Vd9a73sZ3f8i3A1efdVR+C0ai5H9t1b0Wt/LFqhaS/XR9fLapEPsRECIssHqBcYaAk8R44cOXLYMdASOAhmXGyPY6ko0H4gOXqPTo+sVosol9StV7kQpMpTd93wBa2bEY6UVenxwep+9wumQHT+WuWYmVGFainz1mkPd8/c0rM2X3bjAwYl9I8TR0GCUMUhsFJUpaqxk2a90kKAYFR1cAietA8II5SPXTBP6BLRpcvwdk5tXLEHKC6p0m1Q2eYcq24vr/EB4dSovJsJI8POvzLDQgJjGEFOWIje+tLDDxq75PfNfh+KCPALO7/U8RY6Yb6DxN3CUlQGQJjyTec9r9Qej8VA5t0DJlS0uMKbntR4y9CX6D2SUb9Zy0adSglSpUDukj2qLfGpcT1LNV/k783OlwVKSOy3I+cn8fnS4m0rl8zxrN9LXcnWDwhxU6xPxjF5snM8nAzn2s7PdM00q4k+19I4grkGphPMuG0UZ0OTP20JGSRIHDiJwVlcHXRsbbutN91isCXwTuizO9zp5Vhqu3Hq/HrZ9SPu/uWvGPumWH7dwbNd9UeXvDfCb930l121I+GOr/9EpvMvPsvD2GPqAysvpONiOezsoEG+e4KG4uMXEe1Vwxc0Jirwl+U2PMkGOrEAsC9/dPxahMKywBmfu6wWBOZYrI/W2KhRHiVXgEKcx91rCH2XFqmq2hYF5nk8ZMlQAYBH3Cw8ugV9bRyrRzskcumAs2FsP76noPZxNrJdT613VWkGx4XYJy6YLMo6mpn6qFjeKwy2BJ4jR44cOawYaAm8NAOQIGozGPquKkjhfLi0rH55wyGybGsYC45uhTs8VXt+KRzCroKb5UQ/cPmsRibSCHbuM61n+oF9Tz2vHEch4Vxpt1K2eLWPw3/nLoVTsT1Vud6dhNZCcHDa4HcpjKxmcl7dDGaVrGuLpeNfXpVtsauaJZTvyJU37eO9eY1TBcA71SBnNLMgtz2iWR0tC16XyyuxO/z05ugOtgqXQ9W6aiYYM+J6x6aKsj3+cCLkZ4PNAFfA97gELi3encq7bsduDNv1Ne0B3rcInD0HZbfwBJt6Lm7h+EjBrGyTwDUpsnSqY1lW9COhgzVJ9BMY8jvrao+/NfN5oBfwVJAmnOTQ0oeJKSkIxXqU4WtMsi22q5NCFpQ9k/e0BxfK1na3gZB6HtwqXeNbe/5mwbWfjgGyZOWrcyGK6KA7SJ4t+hpt1oLr7vTTDQaaQkmD4qK8DV0bVhefQjmjI4OGW4Yes/4mKSyZWbEc0Y9t8PZ8zfqbvrQb9ElG3P3U95mFN8t1v/9Tb3G+7tJBWVlWOS18rGbbLtdUMs+zJW7gXVN9D9oYf8sytBIKH8NSUym7smqWCfAum+EFJNBlLSlCwU7fUK1N1XBRqGcJ9zx0qYaVK1SqZmiOUdNC2dcmCCLLqHk7TxVXhUoxKsK7M7TvceV47qQZ+uLRLpWVaTFS6BwWIiueOBL4NsBdd92FO+64Y11aZGbccccduOuuu7a2Yzly5NiWeOJI4POCHw8xwoomtexLJ4HPVGVXcxfMn21/+ZkZc2dW8LvvmQevvB/3vH0ad75tBr/7nnm88Y1vVCTx4MJNImetZxGJ/ZxMCWQERaxA/fKX4WHl3JVqRRrByN4HlaLa+afIfDmNoLxXNo3sFjNPF8zcAsbQjKY8ixhDJ053vFb96r2iDTkTsLZXk9gjxugpd5f2xrh2PrPCznn1jMkdhysm194Q5qkkqa/X1yS9sry7YS3rEY12CJOQqEstSTnZzxHHvIEA/OUQRc1LfuQcsHxAfT8ZQKG8cUzvN0x8GyWKoGc5YWacPaM60c1Gowa/PROMiv4b2w2DvYBHpvfWern2QET1AxP0rS1HhvMXmC2xe/RzhXohk5Cxw9xQExHueXu8bfvd98zjd98Tp4b75Z+fxL333qvSKBaFIxEpF7YqebV662VGJ4V2bMpORyXocKGM1VCLrJciFgT75jNzyt5jcQByzQbEJNcVqVItWp8U+S8VeunZ0YI0WS36EhcKz7kNyGMmv59u9ephAaWCuqiXLDoYae5Lykn3xVt+uvpQdlpD9PYrgk6pWwz0Ah6HJbV4pGnjX93peNELQwjL6sNfHjcf5lX7zRCWc6Eprfzj8pMBAC8Ye9D4TUdrEW8t3gBwz9unu3+BOmDnflViNaTvPuETL/h1+YcfVg+P/N67Ul334yt/tv73bdf/57TdMrB4lbqzKtTtHHZ5vvOujUte/Jq7BrqySMcKisKrmSay4qrjDmNlFay11VEqT6CwYDeTHdbmtLGLSYE/e/DZAIDfeMZfd30NV1xoyLoUCW978t+s//3Wb7xaXKqmSqu4+6n/qxddE7H99xDbCMyMO9+mxky5820zW2tBkSNHjm2LgZbAIcSnahY7YW2PHODKq6vfrSggo96jp3bDowjXXdldYKVnlurwExmLmRlvfNsF/P57lvDLPz+pcOA1HsM7fm3CkMQnutxq1ThA7ewho7zQQ0l//tyTrFz55L6HlaL3HrsNjUi3JHiF9drnntMet/HHYr75lp+/p13hubvAAILh9v1Mf9Od017eSyaNEgFjZzaeWWGJrA4/RS1lGYeRTOEMq85hXJaTN4AZtJQYN4krb9ZDVSsvsZsUXim77QDJM9pmkseCAXg1dddSmglQn3bTJ4U1aVliJXZ+QzDdXRJi3ADAocIiHg1Uvcqh4gxOapYox2s7LdQKY9hr6xiWwxIA0sI2E5iBQOPka1EB//7+n1LKyl4F9978HrGvaTHQC3inWFbGeyFRVW7x4q0NRRpPY+O79cDygBlcnogwMe6tL94tOqXGDYxPeE4vkS6px+xahkVZsi2nEevCrDbuzpWbizdAXgSWMlHr3L1lTdXvOvJgeOcCFg7bGmzJIdhTGocfV0nD9Zop2nbl1WXdiEDopmhDGklX/UJkSaSSRcsgP25Jb2UjJPQL2HRPEKaQWbcW9S4m/EAv4J2gc+BR9xSbM742H1uVPG/62HrZK8cesNQ2O/Rf3jwFZlYCzEuSdwsXw/bCF3bYd4yR+hg9ywQb2XfCeo0Wem1pYsOVTzpvlJ3+cvf265eeYd+tfOu37lCOn/JmOSFzdVJ+gZOmvFlSinUDnmg7f1E9pQ+D5KLvkkas1gxVUHG3MnFBSUslt3xwGGUt6cXZl/XWT6MTViP3+1sOezsWvULOgW8y9MW6HwrMHDlyfG9g20rgdc2rq0lLqbCZzab4bM1X23zl83Yfg+8xlhPB2z8w9yz4CPHaqY1TnaXFsUZC+hLMkWIwJj11S3bE8lS/c0q1j5W2lsOw775HyW266J6gTymXDOrpg8iecGL+prZoPPYdu5fi0d9UJW6brB5pl6jMxgl/g6HkgFCT7+5eEtetPjohmGj3tnjJTDdmbWN8BNBDN0QMqmqBwJaEa46POdmlR8MlO3fvoJhf3m/qIiYmliFNM46AEa8twYcZFf+P1HaL+WhtKCfy0cbp0wYDTxwJfBMEWV9KnAxTcdEP2INj9fbG+7EhkPQG2wHWodgOuyapjy729LZz09RzPV9K8mBZG3Xfjax4IjjxAAO+gNte+54vBzZFWYaFxzU7SD+Ss0ttp8lWshmQAoCRoIW0xRzSlV1s+biyg5OVvTAFJCcZx8hKrvPc2sUBe7YStrKHru+SPWNWht2Wg148CwZnLyCgurM/ko6+c+LQ/I7tv2I2Uxunw7pT9p1vnTycqR0JJ0LgpkNqIkqdPsmKIbJTFsu8cbzup+00x+YZL42djz722A3rZZcPdFAeNdrPbflo/FC9VXM35C+r8ygSOJTSvFnWCWHJtEzwV9UPkGdZOYzSctFpiQin7A42FKgmel7NMYiSo9MOyu4ZjwAgGDOfW32iv8tNy3moqq2QHgGewwgfKM1hNlBppwan211H2lc75EJfv14bSuBEVCGirxDRA0T0bSL6tWb5ESL6MhE9QkR/QUSbYAeSI0eOHDlacPkk1gC8kJmXiagI4PNE9PcA7gRwLzN/kIj+CMAbAPxhLzvn1QXT7prMTRaXgZUDG19z+GwrRkoC54pgj7H0pN6aMJ06s085nglNSctjYJkltVq2z/bfPf5k5Xgp3A995BpcQGhxXNhRUO25CYyDfltM3VuoWSnVsqYTuNYP8d1gY0nmseUdYHh40u6L62UXRkbE/AtRBFyYnVR7HQFY1KZ0BAzrFovMKGvRV/1VNmyVdaWmDcXFMLZ91sKrVvePo3J24zCvUdF0kmn1U61ndyIqaFO3tntEcFZiFOpDRlnxXMrthwOCIS3IFAFrO9WypUORHosKeHwCE0cWxGtOet1luHokhXu8jqnCijXpueR2rydgXts4LlcmbCiBc4yWqrrY/McAXgig5eT/fgCv6nXnUvjcyE4TghWKsXi3yrWAS5JTV2AJyiRloJcWYKmLrtmA7LyZxHdvfD0AlsVbrqsrUV31YYAcNloaM0mxJC3etnJR0SU6czk63VgpUfUH61BIQbOkev1w5HHMDC+WZcxoL85zqVD6plvez7LXfVxtyQBA0sFIt2MbcnHYLK33E06kFBEVANwH4BoAvw/gUQDzzNz67p8GIMq/RHQ7gNsB4NAh0727l6hoyb51iWgjlM+2Ra7z2GH8/sHTzwIAnPi37aQFnz5+HQDgTKgm5TxadAuw3wk/ePi763//7WNPtc6FKqfjJ7cCuwqqqePtO7+Aq644p5T9my/8h83s0oZoWY55DfNlj3RXWwuiYZNZtGWxl8COX8r6DpVzTqN/D/bIEiolwtey7UsKICqrK7EufafFLXtOKce/sOufjDrFDmYpew+ogdyOPX69Uedo+QJefOQhpewPvvMCTHtLSlmtwzZsNJETczGUc+eOF2tYbPQu+qAOp5nEzCEz3wzgCgC3AniSawPM/G5mvoWZb9m1a1eX3cyRI0eOHDpSqYWZeZ6IPgPgOQAmichvSuFXADjTjw6mgR4wngsw9reNDkr3xmRb4pjeM29s02+ePo2Cx/h39/10ovRW+Ajxf+y8r6s+d8JfPvqM9b8jNj2VwmZKBxOMyYIaf+RkfYdBUewpmlxjK7v2hUCVygiMQ/6cUd8VodbPz68ewae/+wNK2a7yEURaHy+tOVpJWDD5MGCEjo4YlTmVwglL6Sxqh8+3pa9g2P01iooFIU43rDxMUvqPCnLkG0nYFoNuMaMghOGo7q4Y9SQwWvHaE4gYlTmVgF/dXRD5dxe86NZvwNce2J/OfD+KCPBT01/qeG6N4/P0hA7XF4HHNSudiIEPP/o0pWxXwRyz03V7nOoJv/2OrYQlkW45Xx0XKJze0SouVii7iGiy+fcQgBcDeAjAZwC8ulnt9QA+0rNetSA9dBsZLBJYUj3L6dqeU9oxFlI48sjdlALqy/0xbz2VRkBo2bwhV648Pl/n5C0vuaMNusS/64s30ClhtDCWks5D0lu48r6AW4LeVHOye9PYVK5cjsGn0iwlYjtZuHZBdeT78vNuZLB4du2OqBtxnH+2x5om0303cBmVfQDe3+TBPQAfYuaPEtGDAD5IRO8A8DUAf9KzXjUxcoGhDxT7MMpaqI9sPDDFVVMKXz6cMSUWgL0FVfyfE9xtCwBOBpNGuW5ralcuuuNHjnxLOf7Wg7cZdU7VzcSu+0t2Kft8gucf9uatCxeR+mbOZ/BcuHYyjp9+YnnK+M24LAH+WncvR6HBKM3L9utevX0/LGT+0YM0KXC9d+sK0FslWG1K43R74FW6fNAt0FNtSm1r9DRh6ckb+wxsJQ4034dqggufDUdt1TcdGy7gzPwNAE8Tyh9DzIfnyJEjR44twEB7YkrBuIlKawAAIABJREFUbgAAEWPkoiqZzDwVYD2WcASMHzfPX7pW5eyo7ibxvmzqaygKufgaemzbFKiyD5ctlVSvGtnOZdz7kJbDrAfxWlZShN9MosGA3s9bK4/jK9UjmfukwzdDj4ughh5b3Q5vOUEcVxtWZo4nTb6eqpqBdsm3MKIW89YEB061yM4KpuDhkyjOm/fTyWOyNmEmlNUl68pcil1DilfnZNC2DLummC7RygFf9WtgBiY1hUDIhGON3UrZlLccL0GJ1yfmBdSOX8C4SAHuKS/gQq17O/SNMNCxUKzGxpJ9rWQy2OO7kxbvTuVucN3CZuPAtxZmf/wBC3CV5SlkPX+z2u71ufEFBm2uuUHqthR0Tbb3dtPf2M7vJQZ7Ae8DpOBGUhAlS3amNC2Z17RFZtoEuCpV7cYC6g9hH+7FFkxI1CNKyklBKSZ2M02ksCwcdFb+Osv5LsrXlO269sbVJ0oKQBYIcYkAM+tVmjyyg5Zz9nsmmFUnzF2rP2h5VBau3ni0Dl1n3479yL5vO/WnoknhFYLhqAKYyoSkqWA/MRfK5niBpkBtOSQcLl9aL9tfNBWbD9bjreZB4bejVxxXji+dkmMcjGlxzPfq/u0JvPeZ71v/+/D732n8PnxMDsVT3Q2MaLkuhy/IIRNIc9gpLKVz3fYuqGPBY+4mkDoL51XT+WCXFrpTBoYVcwkoLcZtN8bbv61Ou1NwtSlCY8ws1yz5EOw1vSs/9fANuOkq1ZHnp/Z90bwW2FgJW0NYIbWvs+weIuPa4kXl+HLklsezE+pR/8JNb9sFfNCgf05WmfCgtnBVhchmR3zC44FpDZIVMWfexlhhFedrqiVHg0078sOVGXikppt6pLYXhAhXl9uTe6e3BI9aPHwSLEQ+lKX1HQX3BAUv/9wvta8WHjDyla4caQAhMPGwamUxctZMLNwY8TB0WV08vFWTC45GygAzvNUNFsfFJbmczIxLHstWwZ7gnckAuOIWI66woH5seHnFuG8mAKtqPa/ogwTJnD1C49a2jqJyWbfkb/exNrnxMsIEwwbdO1FE/Ur1OYxOrOKxWdX2+r6xwwZFcaV/2eIizzhaVD9+U1TAHPc5KMkW4XuOQtk8uFEMUnLVfkDm4oQXwGrP6jnV2wz+XV+81yEIOuLwSokEbI1lsdsW7YqFerbzu25Zvm+xzEKr6OWZ+yiZpQv8lhg4SlimbAlOJDXvEzlt4UAv4BJfbS0XiwTJQuLALcb6Bc2e2cb7usQazg73aEsDRvnBlWvXec4W+sG3d4stHdo0DkNbiQHrjgRXvz/pZqT1Io3DWS8x0BTK0tUdNIkj6svulSxbJGH8hofVLfHhcZPHfe7EI0bZ2aYZU5ITvqF42aiXFlcXL4nlK1F7+zyr5zcE1iXOV171daX4Nx/8kcx9krAUtQP27CpYaAMBBQDXHVQjLXxSCDD03NFjAIDv1NpheD9+6caUvew9KEjMw2am979/6DfXi27b84t9a9tL5rDcZEly5KGZ9b+Xb7DTfFKgQL3MmtR9Wds2mX5uPcG+gltAqaF9jyvHx06biVAkc9qSF0LUovcZAy2B58iRI0cOOwZaAhcxHIp7nahWMG3GVuPATEkwGCtV9bYfrOwxYp88PLcnVtxN6KnVGJPFtjZmfMeXrNnid0qRgwToduRR0/FlPJGFe9yrgRlYRdGo+5HHblbKytgtxTEysBSU4cJilqgBImA+bGvk7w8Pw0OEmysnO5zZxmOn1eQW055v89HCrN+W7n0KDUsZ1Ah6WKepBzx4gmlhbYxQXtp4G+strMkjwQysmNYot+1LhL4tCAGqUoIWV4wyhsrfsm86AVlRLgE1dacZzZo7TXJNqdYB4ydVKw8G0BhTn9n80a2lwU4GZriDHYLvSHTuSrWOEBRpglaNx/2i0W8jYA//tGLuLPuJgZbAJQ47ZUQfoURQ3FlGQc5crX8Q0nTIlce2eOU5BuVxjGMktiPxzba1SVIu2RPDqnD10TIWb1ieoSXZhjWdinFNC1wW5jRxTFIkRtCvmmoJdPygONtIp8i+LbbsaJcuBSQLInOe2byfJX1UrxN624ZWj6II2PQ3vevPYEvgJXMRHxx11sYYNmzDzQe8kjJpahb8j6d/QDl+3Zd/wajzreXY9PHgUFta29ch4+8qq2Zuh/3ep+fKipZdcxL+gtvuKBOCMJbOk6gKga/6pYRsbJzFhldWwaHM3VK9ff7IkN2cceXI+IbtjJ8EpIXrq3e9WTk+/PvvMup8vnS1UfbZc0cBAM/fd2y97PnjcYKGS9oQX+1nS1CeBqParvubS1c0+fH+YKAl8Bw5cuTIYcdAS+CFec/YLkcFswwACmvC1poZ5VmTAyeNR750abf4KSMvwjXfP2P+4IjfOK8GlGIGFgM19dK4v4Y6m4+hSAF+ac+n148vhKNWrn2YOoQzTeC3H3qJVmKmuHvq2CkxJoQrhoiNLWYZBNJSYI1QhPMWt+kNEZrPevapERACO74txKkoasGWzq10zVnzsslVt0DDQlotXQoOKA3HpfJ7dcEzVGozLXxt/pVLpu30mQtxH/erwZ5cMXFs1UiswR7wrJ++RykrXWvqN2AK4Ov4zNmj638/tLhHpObK1MCvH/pbo/zDS9cox88bfgQ+mbsWArDbc1sqK9r5Tx87ju+sqfqfXm64BloClxZqOSeJpVx0pJCIZLl9Frg3fRto4+Iagvus9I5Ki3d8XbU8Ddcu2am62q5Ki7dtwknny2uTu8OQzhnK9rqWkyU2SuJo3dwI7B1wRY8TOji30ancAVbHF+GaEsUranXEZBtCmZSMJLRYaGsN2eZUTcgZGwgdtwVY00ttfh8S3y29T72cAgMtgQ8CPne/kP4zEbb2m1fvM38HcO2EbNudqu3VtnRxtHze+bxDJdk2/bG6Kj3dNH4ab77+40qZKaU3Mw4xlLqSHXda7CjIMSrOhO0dBYNSrUX693D0jBv/yCNl/MO/3qWUvXT6dveGAaCuSW/+Jug31pqca2COJWt8O/k+/mHhvUrZS0Zfn6o5WlMtWwjA8Gn7rqSFqNz9UrN4f2yDXruyfT+7dqVLGn7vxRcpx08bdbOekvCUUvycH0kM+b+sXmOp3V8MtASeI0eOHDnsGGgJfOSUHC8BbBIHq4IgfOAzVegK4EhIXIpvAlEBOPNCc6u14xttKUqI/YSFBw6ACVjRAu5d++LsErgrjtX3KscExh7fTFis47ryWfzd409Wyp5cjsRtX8iEfzlx1frxEX9N3LI2GCg6bhELYu5OVgJpbSZuu0q1iIDnGXQCh9nT76VCgkPnVZMD55pd/xHVzSBcL/Z+TDn2hjNE22vGXPbm9WQJDGqoO4LooOzJWbms1tv9ZeDis9T3sD4ZxYHBFtvlM4s7AYowfZVbou1PP36tcvy0p3QvgbeQ9N/wEYrUyMOre1EkPRRu5qbXMdASuLh4A862hKL1joWAcrL0sXVnwGI/2PlyFdJCbVNg6uX9ClRv5be3AE/kIEj9RJZxE0Lz29/3DJmweo1UvhI9nFaDMwJZkSZIv/M1uz9VCkwvfXkDiwOKXm5LBuGaJKIfw+OKLAH1xVNtl3NN6LBZkJR+UlmK83sNsT/9CJqVJcFEhiYAIJQ8dENTP2E7X5pCvXYO6hYDTaGkwcSjQFYPp53fbP/dcMhw3wmf/tcnyz9oeTsLU/YtcJDQyH0O8RbwxrGz62XTRXtAKSOzPcFQWOr0Sa8wTK7Ku42f10LdNJMr1OzPxqtr41vrLeVBJZNmW4e+Akh0C0fyXeumfJsk/fPaGlgz8SzozkdJJBWjncZCg39JVjrWp3aZdZf1OvbrzlweM/72ilpijoL5HH7vwRfgu6/+r0rZPx2/1qjXwu5S20HnxGbTaB3wxJHAc+TIkeN7DNtWAq/Mql9BBhCV+iu1FJdsrjTAyFlN2XWesHCtKmsV5wikfTP58hCia+TUXcfmdMUP49xqW+IoUSDGChkt1gwBzqcA9628Wil7npD2qhPOBG1RaG8hXbqx+2tqY3HGIME+HBG+unKVUe6KYEi9ZmPUDDTVGBnF6AkhG1BZkyjLkzFtMLexQhgAMKVlH6/XTUm63jAVo8yAxZ19U6AFIAmX4p1dYaz9zKKWueKaFoKACIWDZsjV6JJqykojNocjVQJfmy5g5IL63oxcIEQe4/LTzbOLx9UwsQxGOK75aoCBHbqDDuOnv/zzSsnP7zGv/7RSDXHMq/Yzu8ovIGLG8QGQxAdbArfxTK4BdFIEDjLKhXppwlaRwLuJjklWknbjIFfS4g3Iu+9AcBiSHA9spIY+HGmSLITiRS2cvpH5R6IhLA2JQ+YYAcw2L7JQGZIjmWOZiBR89aYl8pX6lCUjuEU7LgYrc3TykhXjbkGmhICFcX+0Z1awKMzsiR56g4GWwON4ShsvrC0MX1RNkvxFmV8OR+TAPF/+szvX/771Z+8x206JkVPqYtQQcjIAQLCiSn4796ZzUugWD1WvsP6WNH26QnAM+no9ttvcWzCl02NagKssGYuetSs29/rYYze0C5kyB3QLxlRTxdL5DmMuuasX3flfJ+jXsy2ChqDRv8W6JYkDAPn2+43OaUnBUygnyzOqRL+22/KSABg+3X6fbO9SFgxLmSkcYeicmnjS8Hk8uGruUHqFwZbAc+TIkSOHFQMtgacF+5rpXck3t7HMCIeE22bGc36yHcqyAMQOQwlhIiyb+6nyTAACUNFiXjEBwahKccw8Rf5e+nNaf/aK1QAAJx9tu8MfvvqCvaKGbx27At+I1OBVxUKA25/1z2L933vg+et/3/3M/238/o5v3YZ6JEllbMRX/52n/oVzPwHg02faIQRmz46btoA7AoDVcSvPxJviwDG2U22H2vfaxBTGvqM6hQRTI80tvSbuRRGiSrvtsGgJUMWMQsO0TDG29FGE4nEHx6+xUYNuKYyPxRL4sulMw8sOEqXgrCSWNa/psvPhwGyXFxrwJsyws15NrVuZCeRYNQQUl9WJFXnA5ae237E4oB3gr2l6JmJUd5jXvCFh0QUAn1m+Di8Y/Y5Z0YJqgpZ8+tAJhEx4oGoGiOsnBloCT2MC7Bw4yMY3inW14xSJAER/GGlXLFG8tvSeWt3IYkMuDUUkBcUP5e93XbORrQr15MUbkEakLgT2slFhRhAwR2cuqyZBpDqFtgvCq2DNOqGbaLrPKTmYmttraOPKs/Dqac7tuWOTpGeyqSKEct3px/4umr8UPTN2TChEQ5P1N3J5liie3WKgJXApEapN6Td0uf8a4cpcNkuBIUv+42Utq9Xid2NxIZhqTzIKzPs++XgsjReW9EVPaGRS7vsffu15yrFXME9++wMvN8p8330s3nvheUaZlL0kLYR30MDilR4qc+o96cctBDv7QKw6IrxCdjX31toSKs2kS5ZBney5ewgWXPZFNBweWEpMHms/y+Ur7B+YYkVt++du+KJY70BBvZdlBsDAKLWXyu8EgyP3Dk5PcuTIkSNHKgy0BB4VYecW9Y9+wzUCiBvGji1aubjaHrdEsBNfV3nNlZcKhqYCRk80dxrHVZqCPcbCjW3J98AnAC8k6DwMg43YLide4dQ0Rr9YAUnxlxkoJOjK1duyWcrcd9/VIq3jeRHGr3Kzu9YjgjKAxsbZvayo7VStZ8qXHSVLC5b3+SYNEzEmHzOtoxaOCnMqYkx9y9EGXYA3phn6+wWDBgmFRMdpUZicVK85L+8UaLe6y0hrblheMJMnU4KHZq9gtQ4cG1GtXf7m5FNw59FPKWUvGZpFkcxtPzNjkdtzYT4ch9RQyISGZtobMeBpC8n3TDCrdNxij5tOwcX1GjaaSLct9yyB7rMEhBIX7/iiPYW0eHcqd8HAhZ6SOPQ0UcB6HDFs0IJzkSP3bz1/wwJ7uZwFy3K6MW5yRYkDd0063i0GewHPiDRK0J6vy5LCMzAlDt4kxYeQKQqUhZK0nSuIF1IwIWfYqHZXCt41eJRjthmxPKNI5eoTZe1PlvZt1ia9bscVNhvyAQkeNWgYaAqlE1wiSTYmS4ajAIoefM28iv34Yv5Zt1Vh+JigjdRdjAXnj32fuoTaFZNGeWlJ3boHHUI0T38luUVz34Ie+nugPm4qteqj6hSIHGfE8CdjrkJfVBqCe/6jmMDKAe0FFJSlLax+Zef635PCUHsdmI2ysXsneJopXySYgxZXzP6s7qsYZS0kg51Fvm3HJN/j/DXmdQsWi7+1g+0BLVfsD6dw3vyNF4VwAfp5ezrkuEwu7p0UlZpLuU6pdEI4qjlULTYQ6vf5hBYzs2HDoSGig0T0GSJ6kIi+TURvbJbvIKJPEtGx5v8dYoblyJEjR45ew0XeCgC8iZnvJ6IxAPcR0ScB/CyAf2Tmu4norQDeCuBX+tfVGGPH6/aktALhVJhdMuuVNYl32k0pSXMrJvtlk0xWVoGRjbOdrOwrGtJX8WIk62IIaIz2lsfc+Q3VASTy5KD6kQfM39Aep8nvmlnGAWBlf9l4DkyA11BlhaWr7RL47vs1ZRUBS4fctgYTx1UFIROwsk8OnZAF9QmH58BAURCCa/q5zBi2mJiu7Wzvmsr9SPI0MmQ1FMBq1SxPYnTEfu6CPdRxJ4RDpiKSAXs7m4TZDDSgGbO/d/3eUAJn5nPMfH/z7yUADwE4AOCVAN7frPZ+AK/qWa9acMwoDljUCkK0MLGeY9CrrEun2HXho+PsHGTjC4VysaZQT8yIIpRbzbil+3F1agJAgcMzT+FdIbbtyItb9SWuE0Hilx3rSXWt7UrP25XbTuPYluFccXzFGFMZnO9s80KY1KUMCiBKkZVeTrjSOyEsFQdORIcBPA3AlwHsYeZzzZ/OAxBt5IjodgC3A8ChQ+ncTEfPpXOcqZxTpUlvadXpPH/eDI1K1e4D27TAJcGzq5KN0Bs72e5X6ZL9/kjKUq4lDYiG0gVkmr6/bdIWDmcL5jT2uAdf6/7IBftLNf1AonKHxSUqmeOrBzmLigR9SeGC+VoGwm6nPp7u5dN3TJJTKgBUd6j1yvPmIlHbbepVSvPxfIiuFBIjzAs7yzTzeqhi/u1o+se7dxpljZ3qjjQYNpcfz7YIW1CbaD/v2m5A+lQ859kPi+deW7yotg23Ob3fj3cXX6+ZweCWIlW/cb42YdTpJZxXEyIaBfC/AfxHZlaMgDn+tFuU+/xuZr6FmW/ZtcucZDly5MiRozs4SeBEVES8eH+AmT/cLL5ARPuY+RwR7QNw0X6FAYO/8XeLh0rxVjshEVBg7giiPVNyLIsoAtVNiXJlnzrkhkNSj0A1jUcOQnhQ+WFalG2DmYBwV28lh+FLmrMRAY1hddwq51aszlPJ3YJ/acmox0TWrTtpz5sBsJa8IRgtGhvb0kJcNxn4qrTY5NUPuLmp6277sfOJWc9G9fjVxA+RufkOKp6dH55QpcHC/BpQVucfNRx3uSsddrNDajvBzjGTSmNGfUrTPZXMZ1ZcDY0yr0NavNU97bpD52Nnt/AZquLh/rMH8PT9Z+z9b2KN5d1JyMD5sB1m4eHqPjFZMcBY0EzIKl4DC0aEtU3kwCl+w/8EwEPMfE/ip78B8Prm368H8JGe9aqFNAlg+5G1V8+cItWxOSMI5RIdliVglz0XhBt/bw1a5MIbp0i24dqGq/OUWM92LxnKrHVdp1qKYE1y42rrYh8zOru5zrVUcPVecSyz9UTy+ZISqUSCzXExBQeuJ3WQF29AGmH58WwuB/5cAD8N4JtE9PVm2a8CuBvAh4joDQBOAHhNz3rVRGnRHGTJGQYA/Dk3vjsLeGIk1bdz9cjG9rBiiNqa2Up5zhyLxnT8tS+fVzX+veDv/RNmqFqutSX41sT5h5l3K3We/9J3GufVdsjTbPSMez+Llza2ad5MlBY2Xpx7EK+r/ygWgFXNtV+StjsFxsroUbkRuBynBAkS+qP5a9K1+dzJR4yymw6dUo7nzx7sqn9biQ0XcGb+POyfjBf1tjs5cuTIkcMV284Tkz2I+5LGjmEUZ1XJgStFsy6z4f1VWDaDC60ng9Bj2zBbdwE61qY1qUUy2xOCcAVD1OQ/nZoBLarWN2AGqto9jZgWCTxrD0/Kq9pYMosWCC8d/znluHxwrxHjonwOWLxRiKivgS7NWzlwySRUwUS6DM2Fi2oQp3C0g0fiBigtWOz2AQSj2aTT4bOqhRQDqE/bPUSTKKxqHsfFArwF7bkCwJK6u4kECdyb7KAT0etbwvLqJqLkR8b7GZQA30EvtHIwNAjgH3r6N+EXzHkSCLTKT4+dRO2ce/Ls80F7N73DX4lzXYfmO7USqAsGM1Az3Js3kQPfSqSxmc3Cu6VqR/ggSBBd/VPYfDvx74C8sKWIb+EK5wQBwnZapBLS2Pi7dD3N/ckZL+SqDuen4c/FK2ZI3p1KJ5QhCFyq+eOaTDyFzbdxtvB+SYs3APie2XZJmFSR5R4DQdnk6lc0CBz41oHMB9fpZeaiLvG6ScpRSyJPjDbV7dr5cKytTZdsWQFgZb9sU5qMoQEAZYFLbaG43O4DF2M75fLltlheOJ8iFOjSUu8DdqXA2GMrRllhwbS/7xbUivvhstAUzWdWOj4DnlAlx9qe+Li0aM4FW8RIHeUF9VwbL65bWhSX7GJo0t/BmPOtdlytSxzBC4uxBU2CC6cxWdL2MrYdWHwlVvYky9O18e+v+4xyLEnfl4T14r6anRdfCDf2tO43BloCz5EjR44cdgy2BJ4ChSxWKFGLh3Y0gUtweUxwcztuorToLgeXZ7W4HtDuU4+AuBXwHaZQLUBBt0sHjDyUvNAhSUSSmpHyV7agUwfS86nVQKMaf1kogFbU8aw8Vo3t1a9Q+XsG4K+1rxkM2fvjr6qSYliRJWZ/xd0ix1s0efFI453p8qJJtzB3P2eERMfc5M5JiLzZD1QT+SCmD80axi/3XzoIjyLcPG3afK+dO6IcL7O5w5nwCA/U++s52Ws8YSTwLKxSJkZqE4Pkb15LvUV/o0Fs1LhjSyls4gftOTjbumeYq4OWDMJmuSjZfLtCt/feDhjsBdxVGbKJcG5dUiK5FcVIGRNiQ6QYN0lh5Vq21c9nS2C7Z9fx2WqHNaPxjG0IXLKoMkjRToZETShnylwi91EKUiW+8n1+RQaaQvECM8QKbWRO1is0P8dJd/io7B7AafhiiLXd6vDaApMNaUGcynOmWWNacF3bktsUupLVCIAoMRs5dFcYxUo6xxnawYyx79AzpLtQQRbE7u5svJlSYKZCLXLLw+HFSuvCUpvy6OSgVbjcvaOTZDaYZZXxzl0GplQqIpgcRmlOpS1KAMIhc9yToQsA4PKN6VbvH516QDn+oaHuQtsCwM5CPK4PVtuBq851oFka2g5gLex9KOMkBlsCz5EjR44cVgy0BF7bUTJspysX0pmeRUOaJw6zkbLJX+2gQEpIS95aIw6E5BCGNSwTSot6tnigPmF+MysXVBM7LnV4LDU36Zx8U/o3lFCwBLNiBjXa90gogpnBCecg77qr/v/2zi1Gkuus4/+vqi/TPbs7l5317vqyXm9sHBsLO9ECCY6QSWQwwiI8ICtRQAaC/ABCQQKhwEsEElIiISBPSFEIsSAJtnIhUR4gkTEKEmC0ToxsfCH2em1vvLvjvczszPT0rerjoXq2q875Tvc5Xd3TXbPnJ612+nRVnXPqcvqr7woSjInMbB9Crhq/1OCjFKqhjJkHl/kaRm14MMzWnSuywZQZ3XqotQWKUF/ZMLy6q4ccJO0O0z0PerOycKONN3X3TpED+433CpTUxdGxG/Q3O2ZtLnGZtDfqJMlZdrvmDXrQzgFhiH9/9z+gLtSmuxgDK4Fd8JOJjchuf10Hz5ik1WS2JXAh8MVY2NWyzSVZjpgzSdvIFH1iGTQh6bpzJoqShyMFIxgMdxbbSot3b0OtySlhlyXWRrU8CkeHObrcV1bHy8uYK9i43CsmtZyws94kDVFO9qkhLd4umOuE2IVPyad3spbRmZbAJXaS2ofbSuADhNNqKQnuFCcIm3bGjnQoPTGcHoz5c9mbrCoUZdgJwqDUeEjSU+5IkbvkThiqrncGukvZAIeg2ZF/DC9nz4Xm2jcE9S0DAFgoZKFtZ+iH62rehHx09pcSnXeKsJ3DhiP9oAySshv62yo73Ctk8ZYCAHzIshzuGNeyi28mrp0f+Zn/Gmn/fVTBq119wV/tZmX711t6ioV9vRzQV1KpY9UQ+t1itiVwj8fj8RiZaQl8/dZQznHCjMrVrA5y6aquP20v6QV2ETMiKfCCGWFaOOkkCYrUUGUGgHJ///JGIl1299t5qJS2FY+OSE9mda2fNJWK+bVYkqpU6akiJPbacPNcoCN9aWTQO0fnQNbyXh1DetuRWVrUda/75/QkSvP6+Slf7SQFlY8r5zJmlC0E2cZKAATZ+2fxtdE9jOK6fg8Ea/YucqL0PUBXnnkjEtR3zTsOi28FDCBSinUkwXJ6HqGyYie48JNzYMUhe/5MCCZG41Z9nL904DmtTeJKnD3vEQNvd7Ppnv+vdUTL9b1QaoAZuDoDYfMSsy2BS4s3IOsbLZNH2R7TJUGRuK2YMGl4ciJje57isy7bWWK0G0i/MTl9gOWO7PzSRR2tQxIlWSdrqV+2tOFY23Vc9OyW59doS7C5XQw2AvkZsbQbGKJppNwzcznKWUndmAo12JgTjM/D9ewH7sLanftQu5yVboO225mKU0WIw46brjKuZi9+IPhD7xSgtSZdCkwo53aN6oj6twXJlp8QDErgDyBalvXIUnKv9qF5lBpZSSvcbCFeNqSATT8xwt0eNOQHlwBgc/KFPQBg88b+tTF53YSCsL1+oorKpj6n6rrhfKdWGjU9LADwYlJkRDsn71yWjydAlewbE0mpeXs/RvGS+Z4ZBbXM2iBuetc71/7+9B1f074f5GmiSuCu6ClhgW6qQjUbatU7lFKRAAATOElEQVQzaKKxbbMtgXs8Ho/HyExL4K0FyO9jDEBJ0l67GKMzrxQSGJASNk1pI0r03Sb1igXNpawERV1d5+cqgbdX+lJuaattfJcLlEK1YAatZ/174wM1bX8GNJcvaraTUVf70WZxTdcPB61uovtfUKT/WNfpi5JJSS7GywDiucG3ZVAOtT6o0Rv3kiI9MmsFnsdB10IlKkngk0L1/Cm5SOAOxTA6K31//G59QEFlS7ZusCsODQC/cPSla38/vXk3yojw2HI/6rLNJKpqftglxFDeMhwdWVvct3FtdstQF6YSRUkNdNjPZxzMtgTuoIieWjIr4zHHfFQXHbhlm7U+fxIFgx2OOXIfA/rxjIG8dpmcdJTF0vTMSfWSZNcBW0w+8TkOOSKzvYDnJE8AiUtwj2Vuf+uq9IPaPWPAwbLkcs2stpOMr6b7R9nWKYhtAqtJnmPaPjdsqNhSKo3/LUqFDIEjefKHeSNmDtpLIcKm8MBoJmhd1bJTdScd6ts5oLsKNpftX5m2bp5D9bKSFzucTC5l3u8WFDNxppilsH3TotbWOZC99dtC7cpsBRh3WmIZUEJHuDSd+ex4yo3kfDWX++2VDd1YPbcq+zNGd9yE0lsXsz1LKsIBwTrxSl+N1llyC0WPqsPPXXNR36ZxXF9Ef+v+7zn1bct5xY1wIWzijdZKpu1q5PZ8duLsetCK7RPgjcKelsA9Ho9nL7OnJfCxkJJaOnXSFF1hixNjnlLrMg6BkmLEChsxIqXeX3cuAJeVfUvQ+2mUZM1bzNh3WreWRYtZySGuCAYnZu3dNqqXkgCLK9upfcPcxqrAwqAcVQ39qLQi+2K8gK6yHPPLQNAy29q12BXDMSJFuO7USNu3sRICMWPxjb6Uun6iJvulx4yDbw0ZuIGtHz9iDNBJu8sG3fG/Vd1w7JKxWMO4udzNVjGKGWjEWWNnKwqhXoguB1pbAqOtSOAhRYh4cobN2ZbAHRTE1vpGy+3EdhfDm6Wh1dbAZ1ywpGARy2NaG6HyGqtsF3rL47loYm2vjW3gFaCf3/xBX7YbQr/eJs8py/tC1GtbBug42YnEDQUff6HrrqGaQ1lRfbJhRJLHiVRpXj6VLiZz4bnNJ/cMZaYl8EFpSdXEY1IisrBlOFOK5JAk3jc8rDnqLOWo7uRE52BWqWoj7Q4jnhs9EX3QyvZvmyRs4DHHLO2RcrzqOqMzn5WUyk392ndryWMapOKFXAUszQXSMb/V2ol+h7WL5vPSvv1w5nO4qT8kkRB4ZQuXkqVRUvOqLrlSXYOwC2wcy7ZJd913zt0FAPjMnXrwTp36nV+IZHvASgA83z6UaXu1dUTcdhKoUvk4mW0J3OPxeDxGZloCn3+bxVwUTEDtspJO9kpbl2w6ugeomF5d2C6aL2nvP/ULbTABjSOKnCCMsX6+q41d1SHuoEqXcaiPMZqjJOGWEBzCJUXaCUOEatKsXaS0nh0kVwUJpCPosQcE8ATb/VBxarTMOmc1qEk6VqODqhKWzgCql7LblTeq2jXs1gwBSARcvc1O0iqrOcSE4KfWAfObn1o4wpbto7q+XC1zNi7aik0IzAhHHPeX7/oS6sLOSf5uuzQSl6N9wzcqIDMtgRtcQq0rhU8k0MRSX5mnmnnuoBRbxZut7t/kIy01WlZ2lXXBduNx0TnbqpfFNnFn+/tC1vva9W2rYHaKI7C1lzhcb2t9t+FHTyUkXfCQFu9k2+xnk7+2pO+2NXnIp8Jwfiz3v2504EVix2936HZb2Ru0s29C+jHV/mooNhxsZx+OoClIZIFZHx4oSb+CbV3PKrWpaXoBoLSZ9J0uKZcuKm2DWviXICeBmgT11ez57VZNxt/hxxqUrjatT24vJgcrCZUGm0px4EB4KessVTQf+O6cpQV+B/VHxSAWNg5lD7J1j/46+eCNrwzoSKd29PVrf19687i4tr7YulFr24x1v3bJ57uLQDtmqWe0SBdxaAwoXmwywo6DmZbAPR6Px2OmsBK4GoHGALhs+XukSgylIEl6ZCqKZ0FlTRFvTN5diocGzQW6vtskublgkZgrXG/qwwySc4FU2bhgo5Wc3/26vlGSrvMSbPav7cACzxJSkQpD6luV8G0lAdTiUav9qpcS+8ucokNPEnPpBUFUm8XW0ek9hlsrgSG/uVmFuUN7P4x6K03PPyFOn+1fo4vRspjj5GB4FZeibBrcVqz7d1fQQRv2kZPd1KtGNybteMDkA5D3jASee8mbUtKj6fQ6pG8XP3RPfj/waWIscGKxr8vEdwFTgipb/+58S4DBNjLhczHbC7jJKmGbXSaPBcEhuZFsyRl/37b7WxuW8pJjPHkMqMZe85zffFatfDj0Y21TE46Za+Q5py0+N4JOviQ0tg1KdakC0/ixN1hOg5lWocyfdzNgqe5rJuKa/JqUCWpgAMyZBFbdXi1NGzcuU+7vuDL8NzMxiDK66bDlHfWOFDVtE2xE+RfxjIqpa44+CRrKdTB4oXBZuf2EU0Od5IGmlBshNreEDc3nILwsbG9B7exV43dxvW+0iuZHD3oCgPkLkaDWM88nTn0XdsxXNWhnr1FnX+h0D3SENOG2wWkNQfu0fSz7TDx4z8vaNh9e0GtcrnPS8e2l/rN4zhC0Y2LNsqblX9z7RObzb5/6DW2brW6+6z1Ohi7gRPQFAA8DWGXme3ptywCeAHAcwBkAjzDzlckNs0/lkqC3BYCm7gfOpfH+PgVtcwHi6pXsonWtwICyXVyxz27G6eEPcOtWdf+l9bb+oDE7vc9xyic7rug+8SiHADMCJcqS1MUbSPZV3mO5LOQ9Mf0oMANR6gTU5pK2rZTrRWmAN8+WUmZtXn+Y+eIl/RduYxMgAh1JRfG1k0UoaPcXo2BtC0xA98Yl8xh2hnlF8GFnBhnSzDaP6vr7+tnUfCJDXhjBplMB0D2YnXtjZcB5S+0u6bvLA34XO3dlz3lIMR488Vqm7aPL/4mK4hqzFlWxqAQ7HOmp6RvcP+cLQYiYgTOR3TOu5jjpiPlMGL/3/Y9lWmo9k9BGNDgbo0kHntzRtkkI3LH5Pf0igIeUtk8CeIqZ7wDwVO/zrjBNtVteXeduqQZd/NrtDmjSk+bQlbuMxyWPy6gYHartHrZhBr9r24mNDjEHNsczHHMCKl5rIkF0VxdvU0cO6V4csH9C7W616VhChi7gzPw9AGp9pg8DeLz39+MAfmVsI8p0nnd/ez3grumNLftQ23PrfXP0XQhczsNuKTB3S1+ehxz2FuP9E0znDsppOnLpadwHHJlRdQyHmflc7+/zAA6bNiSixwA8BgDHjh0zbSbvm6iCR4aiSK/5CKCrqByaKwOc8Gv9bctbjlmHpDGpus7QrjpfvONamNq4splvPN3FOZTXFHfMHMm7pkpkOBcVwd7R2AZih3O3vtH/e0ABhJKgaw+3so8Yh26BW7VzfVXEJKrsVLbMD5maIln/Pvm/c0DZ/2YhqsiBE4o6rMl2aSHW490pYlIJknunMQO68NxeKJyYggcIiPw5Zj7JzCcPHTpk2szj8Xg8jowqgV8goqPMfI6IjgJYHeegdogrpCmgYkM181AwSnOoG8qYgG4t+wtf2orAAKJUOtGrt0gBDklC/YU3Rpd8W0uKRBgzmgcFqYxZDKduLfR/cxmyNq1dr2L+3HCPHGrHiOq6FMFAJgGVGnyUYRqOqJ2e4bSqJhXja0bGseIirY9I0NBTGDCQGIt7EHauTeoeMg1NMlo76hKGpblt3tYSr3/QJtz/Y6czbYmRbzj3VvTrN0chmBkt42QTZMNkPq3T5U5NPCYz0EwZUJN8K5L+frLqllEfv28BeLT396MAvjme4Sg4GK/E0yQZcgznU49IdLCcWPrcSr6wLkYo9ZjGfcXIOtmVT+x6SL+D2idiS8hTEGLcCtCciZ5c4gPymL+sjaWWRSvEyRhWj1gwWJYEvXhHyBFi0uCRMHZ96C6BPLZXzNawaViXJhxKYONG+BUADwBYIaKzAD4F4NMAniSijwN4A8Aj4xvSaMT7awi37PzATWwdsdNPdur9i7X/jURMZrWKSb2i3Q7bh90Kw6aLvrom/edSdjyy/tTuoFwd4D/cUtKy7quCVGmyFOj7u3qhkKWsoeq8Tf2M+hRF8tsIAUBLt7dorpFj0GOTYQyjMH+ho6VHbhzSz3V1Pfm/uaJ9Zc2vr/xH5vPJqtvzejFl53izuzBgy+Eki/rkjZEMQmT59jEKQxdwZv6o4asPjXksHo/H43FgpiMx2/t0HXjlkmFjQE98NCBaMM3au8pOTqWVjf5xW8sVgBnVK5NNWcoBoCYYoo4cWFQ735SLSQwomKDSrStvI8wobffnHa4ZAqokybYbZ3S5TjS29X7KSeFldAVJVNJXK54fLCW8AvSCjL1jcaPvVUGq3l0Zq4YaYFS3D+Qykh6no35eTTHbWtCfsfJWUl2yeVC1HzFay6NLrfdUssE9hBJIubqx5VthgyuYdmYZ21JpsaY73d1AnulhmQQ++cLupIj7G7KxiUg6Qwt9tWlfJ19sGvix3y4N0bYPY9/ZI+QOILENkHHoZzf8u435N8adh8VyWyf7hKhUN+h4pTb1AIbOQyFAR8pxoi7egPn86u2yYVHeV2wdeTsgXzqmcf7wzLQELrF1ayLBzF3MhnBXrgguG6VAk1AIdvrknXwn6YK1C6fNSVACpZBAXClplz6qyb/YagFYqUhsf+MB3w1BDdfmuRCs3IndefMtMSg/hzOClwS5envYLpodu7cjbmd19ySlYli7mnj/VFKS+CCpXKUp6H0HpXwoDZaxuF42yxpKKTtV+s7NZnK82+56O9P8O7f+28iHvMId4z1+5y3nrv398un7tO+7CM0/KsoXy6UG1rvZtyGpoMNyOXmrWm31E8Ostc22rEkWb5CYbQnc4/F4PEb8Au7xeDwFxS/gHo/HU1BmegGvzxl0i6Ih0fKg0naGUmpaQilTH7YWDdtxW1qmjL3mUVVbWoImYS50OuakIyQwwGA54X6vHdamzSmJl2WbaVPBOk6BbreQvDOkSAKXs0a0L/O5RHpKYFNWIbasSm9Cf2xN/dgdrxbqpQlHhXanqkXCyZMn+dSpU7vWn8fj8ewFiOhZZj6pts+0BO7xeDweM34B93g8noLiF3CPx+MpKH4B93g8noLiF3CPx+MpKLvqhUJE7yBJPztJVgBcnHAfu4mfz+yyl+YC7K357KW5AMCtzKyVNNvVBXw3IKJTkrtNUfHzmV320lyAvTWfvTSXQXgVisfj8RQUv4B7PB5PQdmLC/jnpj2AMePnM7vspbkAe2s+e2kuRvacDtzj8XiuF/aiBO7xeDzXBX4B93g8noJS6AWciL5ARKtE9EKqbZmIvktEP+z9vzTNMdpCRLcQ0dNE9CIR/S8RfaLXXtT5zBHRfxPR//Tm86e99tuI6BkiepWIniAih3pk04WIQiL6ARF9u/e5yHM5Q0TPE9FzRHSq11bIew0AiGiRiL5KRC8T0UtE9P4iz8eWQi/gAL4I4CGl7ZMAnmLmOwA81ftcBLoA/oCZ7wbwPgC/S0R3o7jzaQH4IDPfC+A+AA8R0fsAfAbAXzHz7QCuAPj4FMfoyicAvJT6XOS5AMDPMfN9KX/pot5rAPBZAP/MzO8GcC+S61Tk+djBzIX+B+A4gBdSn18BcLT391EAr0x7jCPO65sAHtwL8wFQB/B9AD+NJDqu1Gt/P4B/mfb4LOdwM5JF4IMAvo2kbEYh59Ib7xkAK0pbIe81AAsAXkfPKaPo83H5V3QJXOIwM++Urz4P4PA0BzMKRHQcwHsAPIMCz6encngOwCqA7wJ4DcAaM3d7m5wFcNO0xufIXwP4IwA7JWgOorhzAZKyMt8homeJ6LFeW1HvtdsAvAPg73oqrs8T0TyKOx9r9uICfg1OfnoL5SdJSe2orwH4fWa+mv6uaPNh5oiZ70Mivf4UgHdPeUgjQUQPA1hl5menPZYx8gFmfi+AX0SirvvZ9JcFu9dKAN4L4G+Y+T0AtqCoSwo2H2v24gJ+gYiOAkDv/9Upj8caIiojWby/xMxf7zUXdj47MPMagKeRqBkWiajU++pmAD+a2sDsuR/ALxPRGQD/iESN8lkUcy4AAGb+Ue//VQDfQPIDW9R77SyAs8z8TO/zV5Es6EWdjzV7cQH/FoBHe38/ikSXPPMQEQH4WwAvMfNfpr4q6nwOEdFi7+8aEn3+S0gW8l/tbVaI+TDzHzPzzcx8HMBHAPwrM38MBZwLABDRPBHt3/kbwM8DeAEFvdeY+TyAt4jozl7ThwC8iILOx4VCR2IS0VcAPIAkdeQFAJ8C8E8AngRwDEnq2keY+fK0xmgLEX0AwL8DeB59PeufINGDF3E+PwHgcQAhEkHhSWb+MyI6gUSKXQbwAwC/xsyt6Y3UDSJ6AMAfMvPDRZ1Lb9zf6H0sAfgyM/85ER1EAe81ACCi+wB8HkAFwGkAv4nefYcCzseWQi/gHo/Hcz2zF1UoHo/Hc13gF3CPx+MpKH4B93g8noLiF3CPx+MpKH4B93g8noLiF3CPx+MpKH4B93g8noLy//DKb4PvyNU9AAAAAElFTkSuQmCC\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "78/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.84it/s, init loss: 20224.5088, avg. loss [96-100]: 19029.1743]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [7.0914 9.6136]\n", - "k_scale 0.20600000000000002\n", - "noise 0.0161\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "79/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 48.98it/s, init loss: 20225.7750, avg. loss [96-100]: 19072.2295]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [6.975 7.6957]\n", - "k_scale 0.21080000000000002\n", - "noise 0.0184\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "80/80\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100/100 [00:02<00:00, 47.06it/s, init loss: 20227.0574, avg. loss [96-100]: 19070.4670]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Inferred GP kernel parameters\n", - "k_length [8.3897 6.7948]\n", - "k_scale 0.17470000000000002\n", - "noise 0.018000000000000002\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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tu3/Dw0K7rtUpCYC3KmyXNZbKPw9wRVVGUr1HeimGwpoWp3vYfDqVeWB1u3Cy9rzsVh9yMetD6ZlToDEinxyU3KWy1W3mM2sMaWaEp+XnE06odIm3sCLWAwDE5jlJ5nQ2qkNwjDNifHdCry73ndAPj+diH/qZEE4LOBEdAbAIIADQYOYbiWgawIcAHARwBMCrmVkg2HLkyJEjRz+QRAJ/ATPPxI5/BcC/MPPbiehXmse/nGnvEsI0/bMoNfSvrG3bbvsa61KrtCX3TQcSf35FPlfvY8E3g09lTS0AojND4ehpMBHCfaqImnnrtQBeTRPLBbMy3jaW6LIjx1XbvfqoGUyICVjdrpqQVWbYas9fiG8oQnd9AAOojXff4fhrbOwccL7Zzx3m+Z5mNSp1uz5sKn9L8w3UpjTF5kQZlWOy3BVOts1maXHNvO+hSjRH9cw2UmiKBKAJ9ZlzGIrvMTOr5csdnJc0Bx2jzy3oO4VyKXUsoH4iDQf+cgDvb/5+P4BXpO+OhiTG/5KzyWZmy8nYoSUJJK5e5O+tjkndHXfs/LDbM3O+O+nDleSDKz0HqZrthnQLBEs18VShTGrGdk35g+J4fhonIqGZJE5EWcP2HvfDGUdoxKnc6pwjWJxwhtp2VwmcAdxNRAzgT5n5PQB2MfPJ5t9PAdglnUhEdwC4AwAOHDiQrHcSV91j4Ka+YxP5MNYdeSR4nvlSJnRH9uIcdYHAAPxFs21adeiPI8/pnWsGX4oFISsLC3UwnOxehlxM8TLA8FlNGhVe9KBsX4iKMRd5PWdnVmhsVyVer9ajjqiFshAkCoh2fHEULMtPrzqqkaZZn6fNLRbWjKFK6rUkjIWGXt0uz+eR08DM8/sXlth1AX8uM58gop0APklEj8T/yMzcXNwNNBf79wDAjTfeOBj7jhw5cuS4AOC0gDPzieb/Z4jowwBuAnCaiPYw80ki2gPgTB/7mR2EAFlULkUUg2vgmpjkEI4PydvVWsNM3iBhTnClR5PyiHH6VisSyG7/BoIAlDKZhRdzQvIWVu0UgR76VtqGDvW+Y6GFFaNtb6H1Qx0nb6VsUBFMAFgNi7C8x3xWY4/XTBojkLlyJmB1lyp5jhxfE9te29lbMLXKbGDed10KcBU9h6DsxpCynlijUIyCisUsjVgKLAcAzCBdr2MLONdhDveKxkXbulcKGYXTvdlXNCaHrfdd297m1Zf3yvbd5Ie4+uATSlkQbqAdOBGNENFY6zeAFwH4JoB/BHB7s9rtAD6SWa96QGret1c+zdXQH8kUgaKHmnTNNMoU2zUdxsLK26Zs26VuIh7ale8WePUkXLlrXdfAZ4AbD53kOSSyx3fNQL8BAeds/LJzUCgpWYerv4IrB26htzgwl1jf21gOfBeADzcXlAKADzDzJ4joXgB3EtFPAjgK4NWZ9aonWDQ+SbzPJIVOTAlB26cT9UhXBoYTQ/BnHQLqi+CmVN7m7Tipy7EuqQuhB8L9kSrDNX1az1irmhY5nawX4n23cawpMHI6vQ368Em3kKvlWZMTDUvqjqQ+Gh3HrVMMO/Nu7cyrXLK/loxbjnO8/mqv7u0dICVXAcBD6vPlcjG1FVS4bVw5plpDXjGSrBcDgK4LODM/BuA6oXwWwAv70akcOXLkyNEdg+2JOTpit8HU+WpmkKa9ZimRb0IkDhzfDRapoytaW/zYeFCplCz4jz6WxaJR5p0+FyWoiHOL0hh2kpYlj1gpsWs/LIocY4X4da3thskl69wwAHhrDSs9IaWeMxCE8LWhY5jUil8NwAAaIwW1nt5u0X6/Rd1CiNnwdg1G7LsZf8kxHq6e7MH2zrnoYBoBSJtbXE7/Di4dVL2nJd1B6MOYp0Mn7WNw9umbv3wO9n4hAe+WdWCcrYJU95gkQUUaDFpiDgGuvUnL/afhsVOP2ICN+WYikU/GAGOwF/B+II0y0FXxYStPksl9QDy9NhSDlkk97TPYiGfYr+xNenk/go+l7KNemlrZmeBco9ymC/bNXWaB0utb1q+V2ZUGFdK2Tf/S1uvRF1lyLIhPnsVIARnu27leFIzZTcL0DObFs4ICc3oSWNDiLgdBJFnH+tMxN58+wbOWJJrXo0afnagkykty+GmNRVyZaaGmvNU6wtGK+LduiN4zhld1e+G8mhZATIpPn/GziXKSMgprvS0KvuN5JLme29zRbVjRAmetwHzndJd3tANuBVNtGqS6a8ioVx+yy6P6u+iKxcuEWOkCvOaU9J+tmgX/6jWf6KldV1z4C7gOIUB77wHkM0AQRly/jgQB9fVIb06emQkQVHwhrsZypm0AkD3wGg23Ra9gvtAbDXHBdkBQ8qx2f/GFh9PEAgeAhB6WikdtodDUW/QuPfKKGauExrW4JzNz9gvEFvDSzKpB9ZURScbL+833qT6qLu7np2DqS0LGxDH3Zzjy3LPKMTcIb7jqM2q77KFI/RN8nnwUylbhuQapnwOYSPqCglXXk3EzqS8wOM8iiT2+COljmPIDSYUkkW6ywUAv4GkDJqXvgBSIRrCmcD43i05lB5vDjks/rXU2i7tPlGwjwfxx5YIHje/OmgNPAGenuo1CP5zdCr1L1T6yk8gHm0IZLpveaK1toB4YBzDNmQB7wJw4Sh0cQ2Jf5cY+MwtAMCRfX8p7F+ydQOmcyht65zuEwIxtL9d7sdzmEdnCQVKpBJKcXYZUmqF2wO6YVJts6w5K582td31flG27eFrl9Wm1ao6nTbLRXe7TYKU5FnouxokRQODudV6bGvaXPB7cKXL00M0kO/QrQ6nVa3Ly4t80/t2rOtIlzIZug5Y7cNuxd8yqlwkCZ8cb1mnCDkHO7v7yr6//ftF3vdVar7BmPu+GwFJKOHud2n5tKoQ+5tsvn3W7WBPPGzqWqH4SDLQEniNHjhw57BhsCVxCEucPz+t9+yQ4nxROzEZOLjsn18v8VcFJBc1vtiZ5Msywpx0lcKk/47E0V+Oj4DAEzmqKn327DJdgBtCYdLfGWJtuSyKSBL5+3Yom8RZ90355yXKPw5riMWPla9QhyUHHM1LCMaK+x+EtmUkMqFW30t2dn1brprPIcLZhAIqzZmCvdbi6hSd5R+JONjaFZp/okpeMv759cM0lxt9puQoCMHxY3YkzAWvTatCr+hgMerp6yZoo0noU4tqLT64f/9DOe1H0zHWoGvpg4QKPN9R5TmDsN5vpCYMtgaedCBvh5JIgmJVoaODKJdvakV5SoSzJSOh9SmLr7hpEyfnJpvWkFQsFpy/Xc6VySx/F8xPw1UZpmsQYNiTwbdhMnt/g0AWLH+vzcp2oltUw1ILQSIs3AJQ984Mm8d1y/MjeMPgS+AXu0NLYNW7ylcIC48/bk8/S5IRynGTEFi9WpXIWKMhgxD5NigvWP7UxOiQmI6AlTWfRug+J24+/sI46i6TwEgRs8qq9mZ5KbXgrdsk8br6c1A5fShKtByaTdDUt3RMtxPQbndKVZYkwjHaVEmKCif/4WePPvH3SKGuhdF6/Zn8SsNwyfNgo0yXwLDHYEniOHDly5LBisCXwNZNDtPKkUnClTl58PYDHouDucSkqGEoQaCdkwRmDxXRgDAAxacmX8z5EdcfdvMVcwARje8lkbkNLMxE/rCetYGZ4WtjSYMgMmgVmeLAEQaqUzfIuXn/huD3wvrNMroszneJ1xaTBXh141LYEyxYiJYlG1LBmNUIk71ItTjukx6RlBkkWK8yqVZff1CfFHYssHLhI6znCKn0zK+21rFdIsTqyS+DG5YR57opnlk/AF3iZkIFTgTp3G+zhM0vXKGU+Ajynt6YNDLQE3g9+L9W5CbJTu5v0u5Um4aHTlEndERMTWPrjHLgqiX7CxfY+QeCzVJx8xudaz0+ZQMF5dPuQqKEvNt8ubVsWf1HPJJXZmBvNk1JavKN6ZllB8MIMMqRvBlsCT4tqzXzwnSZCXKJo/ewiTRTPRdyglD5ND9KvHycBjwg28RZOtDEtc271MbOPjYo6Hp7EiSZEMKpJ0JY4FFxRdx4dkyHrFiuAEfjf2h89ZCpbPrBVbTxdJUkhYTTgLplnES6V0iYidoRTmAZmYxG3SuVZencePw0A+MTC+5TiW174dpQW9PEx38XS0QomnmVy6wDw4h0PZtLFrDHQEniOHDly5LDjwpbANxO1BnxNKgqnLVy1RUKN79QaY2WAGYXl3jj8lZ1Fc48nmaU1zN3l6jYfCBlD59oSZW1c4LXRtDcf1aSbkDF8yi3dmA1cjiWSHi4ZbVOHiIFhUUt0XDWTA2+krZNub44wTJb6T4JriIceES4lC15Guv4pi/443uNtB39BOW5cu9tI31cfY5GnvGxyRin6qZ2fQ0kwD3TF/zp5C+qsLrNehq70uQTeJ/Ql7Ema7aZE0CXhTvXzE9i/pw0SZDaSMuiQY9lGYcBC5GwduM4DPfcq4DwJ0izeAIzFGwDCDJfdwV7AkyRAcC1LEnwq60BGGQfh2lSHi5RI0kOXukmUvGnbdY7zkfG51vJ+JK3YAnNos2ALLZ4mt0WvGGwKpZPpmB7D2xJAx6msw8jHzf6oQz5LWlMVUZKCTQ84BABhKcU3tOhHbt0F9Rq1iYzzeLaQYobWJs3x0AWegoPjiRXl1lhoimMhr6UNolMLoCxmnbKW69QI1YW5Zrkf/RkCbh9oyVknaseS8V1yqJLMCInAUnz2XkFk0kRZmF9uQhb5k0EUGWt3QXOuI+BZ+4+oZU/c0de+DLYEniNHjhw5rBhsCVwAL1tcyiWeq+4oQXQIYdkVreBagaakW6sCY2oMS29hFeFEOrdaXVJjAMGoKnEXlgM0RvrgKrwZu+rAdMTxz69FWeDHK0Y9CtRnTlWYXKmrVN+EYiLawZ2dS7oE7s6fsqZopbq9HdFk0IUPrgcgXQfO7BZErFMQOend01EwszqJffa81BmyeFx975Z2+4IeRp7Mzxh/PFXbb7j/dVqJYxzbHjHYEvigJa9N0IazoizlPToHzXIsc+VEU3O0jmWuAaWcA08l6Q+y57vFZAeObSSC67zqR5adJI5WRrWU/RE/Cq7eaWZZwxJtjoSnVgsloUn22MwKgy2BJ3F7DxkIe9QYt7i4+MRrSeVxXlRy10/IwRnB8wt+h5etXe51kMgkrE1pXHDRLbqiX1fbtcEwFYyhPmKOia+NXfmsIPWFbLbdQbqLhzSQHKmsCAES5oqRoUjgpVtlYZzvtljZ8EgJ0FzhueSb2dQT7ggkGDy2MG62DExWuIZuThLiOWvE72nfLvfTdrklZL539XIAwMvHvmb87VSjbRZ859yzxfO3l1Zw79kDzv1KisGWwHPkyJEjhxWDLYET3Ld4KagIMYBOs4yK2Vl0BOMV834aDC53d3oIypGk7guWLDpmri6ZPC8DRUF9oEe6bAx5kePNrLCdjPPqlvGujpPJWwh7Rqo3DOk/HKsAzPD0MLMZw5uZN9pmADSkhtYNCmXjeTVG7Q5M5pgzipoEXhsrmOc3A1fFQdXQSv/4i2ZxMKE6iVEYmtdcSZYwg3vlosumoxWC0I0rT9CGTrc0xspiG1MPr+Dc1er4PG3vE/A9dRIEYe87oaPLU2Kcb4lqyRKDLYGnCXhkQ8bJWhNxp2mCDlnOF9uRtuRSHC5bOxIlICx4Ihw5SGv28F6TRlsTAQhNSGUufbGVpT0/ybxwnQNpueQU70kaHts1EJbYhuUDIcSTMhZvWxkAFDqFpWzCFvNSKs/SxH6wJfAskHa04tL50rIpqdksWCbH07VrQRCT1qvbkqXnqmrRNv0Ogm6j3J54pSVzDKvT8n1bbamTIB5UTA9/Gm9rpX0D673VbZclfjZLSbALdAuhLBCOqtY3qeFirdUas/j4Uspx9Mh8Pp2k/hTv8qIjDX3j8GPK8V5pu9PEY/WdTtecW8ou3LOOwZbAc+TIkSOHFVtOArfycklM/NLYfQNgwUOURjV7z2rNtF8+W0OwYwIGNsBtuTEEY18eFoCClCmLgcZQu3JjiAA59g/qo2pZRcuvDAAjT9QN2qI6XcHQkXNS06qU53V4VnFJ2hZsKUMdRi/QA2lRwJlYnWw4JK9MtsTfXl0FDTn6O+hJIaQEFSnfj0M/6oNLKv//1e/sxzOuSI1Uty4AACAASURBVGfz/eDK3vXfZ5ZHRbpkdm5EKM/ufc8l8D5BtM/ezPASSSI4OdZ1XYbE+7aY3m3Bpc2OFGP2ZEVqO3ABXDKvqScqTt1GAg48y1kw0At4XzJ7DBhS3aEtUUKaa6bEwD2xNAHEkpybsXLcJQ5Kx2tKZZJu2rKWbMhzzPr9TmmPLoV5tTnd1KTs35uAwaZQwrAvE8nI5WfJ7RfVbT9UKtm343ed+F/K8W2X/5JYT3fkCYc7PIKYNBKUzW9tYTW61sputV9hMt1mtvD7bTgVQ9XBLK7RsDhgSauZ2nN/pZltaaythPKLdpkn1N72UDcPbTWjOVUxCQvmcNSOv6YvKoSg0p4zQcW+kISa5FlYKYv1SpbdkBcb33DRrsyTGxcWU8OEVlae/vPS+5XjF4/8uHAp8zkUv30CALB882V6Z8R2bp46ZJTdcvBbyvGnjzzFqPOJhaeL19sMOEvgROQT0VeJ6KPN40uI6B4iepSIPkREm7ls5MiRI8eTDkkk8J8D8DCAln3c7wD4PWb+IBH9CYCfBPDHGffPAFXK0ZbTRfqyXiQBBxVTlLHnWTm623b/F7VAV2pa0BgWgvwAALMSarY25sn1QsbadH+Z1UYF1gArgaarWikDw2fUMm8tYQacuMScIo+oca31DpG7vXkf4Gm5N4OKEHpgRXbkce2lNF8KK46hJurN57V9ar3I2z4FDkPw0eOOPVDBtToAzQDB4qj34tHbtXpRnbjxAU+MyXk2EzzHayonlOMD/jk89PhepWy3H8VD+cLqFetlDy/sck7KEAYEWf2fDZx6QUT7AHwfgPc2jwnALQD+rlnl/QBekVmvuvdno5rqvV1XXtM1K7itnrD9lQNKOZZJ5UmUnb0nP2m27WiBkGbBTZJxPU1/NiCIl7U/jg4/Upm1bW3BtOmonHVXKd7jJEmSSdCil33Tms2WOKqgnS8t3nbisL9KTFcJ/PcBvBnAWPN4G4B5Zm6RWMcB7JVOJKI7ANwBAAcOZBjURZ8kkrYh61ReSbC8At45rRTVt/c3tOQ6CsIabPHVMJx5SPu/F7iurbo5pvTid9BPKDxrSzpLE4rUlps0FijKJ7v3k6eZpwbjMufcGFLr+VU2ePFOiJsmRl6GjMZwd1msPia/7l5DnZelU+et1/DGxtZ/BwvnrYt1qD3btKa7SbC4X73P7TtNc9W3XPWPmba5fTgyY/3O2R2ZXrcbuj51InoZgDPMfF8vDTDze5j5Rma+cceOjb25HDly5LiQ4SKBfzeAHyCilwKoIOLA/wDAJBEVmlL4PgAnOlxjc2CT3gp9ML4pqTrcYOekEWrWW6oj1FyrGxWBjwWioE5dKMvz+2GNW6LvGr26zMSR1obk8FMfNctaFzBytoaWui5oOXHEpbogiI4lq4bYc7Qn+vBN6ksKrDQ5bqcdHEMGe2uqXsYmgUson1Y9quqT5rn+Ur0DL67OK38lRDik9bshu5RQkgDVE20J3J8YA4chwuMnu59XKRvPgatuQcto3x473x2zEvvWm6YQlgmA+hzozDi277TvKlzw9aV967+PL0xYA1fVljVbjj47f3Sdmcz8q8y8j5kPAvhhAJ9m5tcB+AyAVzWr3Q7gI5n3Lk0C4s2GMOGcAx4J5eLd2SgiRwcSuT+uFS3l0nsm1bPlQ0zCTzvAWW/hGqRqgzjwVLx4yrIkNuhWLlqvtwF8d1iW22BhAlZDIVu8zeZbS9SQyGknhRuCC9KIor8M4INE9FsAvgrgz7PpUgxSgP8WdOk6ZJP3tS1wFvvTuH04FZoSTdwOPAMeT+c/O6E2HgtcNZXwBRig79nCFUOYfkiVkAtHz6a+Lq+5BeUXUXGXjhU0OWdySMjrL8qWUv6qOv+kRAvFhehcis3JsLwxYQG4UjKmj7do2eEA8Ma1eAqOiVi8SSGsBJAoScr8DfGAUvagXPfe9jatRD+Wbb7vnL3JuS8yCFzrny4u0QLOzJ8F8Nnm78cApL27HDly5MjRIwbbE3N4yOTNmt5xNKyFaGQ2eFCaGDfPZxa3ZMwMikvmI8Pyto8ZWOld8pu/XJWiRk/Yie7FAzqNwqjFQsKWFuxf9oY2PIUUwmpShLqg6BrytGWfrfPTzKI+g9di4WT7GbQq3p01mYeWQGtmQDNmNjhnBhBOagmwZ86beT/LRSvl4S+rrzITQFptJmDtIk1adoUtWBizsTPlihcl9e4B1Sv2yOF+Q0b5tOkNeuo5bte999hBo6yimWZt84DZsDdLsYUzozJXGLL5HJ4swayS8GZSXdcyqdza9ibZoAPmC7ll4Bp9bwDHXEeSnoics2PyhrSqCGmu9EWfluAdc4ItVvsGmASnasKa/Fh63tndy0Av4FsagkYkUTAhh2fMljdSKnd17nF2ArIUu0oXiRPsGhfQpNgETiVpfJouOEiauyzTprfQB8MDI6Cg5XIVv3ev7UB4EQfJXmKwKZSE8Eb6l/kiDr7ItGdvTKo+5Uv7K0YdCYsHeleMVnfYlbxFjV6pTgOlBbWOXzdd4RtjMFCbFKwPHL2ybQgO7EDh1LzWeIfMMN0izTUaslchOQbX8rxNXaz9uYTBonrE8OF5s3BFCwqfQZZ5mjAzUvG0WtaYcHtHWpi7YbtQ2n5qtBQtZ7fe/HWlxn/e+TnnNu5fPagcf2vBzHS/vJSs3/3EQC/g9YM7DI104ZtHrPWDaw6qdQ894dRO9eq9xtat/J3T1vonv0f1sGQC1rQ1ffphczlY/cFzurkuqAHw59XrTb/4BLyCeX7YIBz/+kXWfrUwdemcke1q5tQ4qhdp0gQDVJf4RmDoVHaecxOP1tDQoy6GDH9U/XrQfMJFLL7QEGQ7bmZzSz8+moiWoWWBz93AtGz9Bp9fUo4pA0GIz5vPUk8azZNCku8OmH2abs/v9smdoJoY+qaqERDvOvVC1DTHhkvG5hCEhK880fYiD1Z9GMRVw0KNMJt1nywceBJzolRI+TI6c4uCno2ET6i0eHcqN64p3Y7EydjenYyHPUlCh94bcdNt2MpybALSPgdH3Yqra4G+eK83YyQ7TsBri/f4JObA2fLiS+WuZeL1LJPLNR1W6G/Ahnyj9vyuXDlgC73cazMbh34EzdoA5x7AprdwO58Fe/ZE3HTW3LYttorjhtDz0tM/WwkDTaFI4Cv2O7/oa9ddLF9DW4P9uvnQa5dHDgKrO3ozTzvzQpPPtbgtoPjCWefrPud5D63/9iyi/zdndztfz4bVy0zFz5Hbf3n998H3/K543uh3Cqj3ugOfHItcu1cEymJZSt6ZHWh1zcyfKYWibUEykytoq0xgkY+kgFt6mSRAtIagHHPXLjZNC6W+6ouhkMtVKuP5BfMdS8CLd0p80vXckLG8T3Wymnm6XWi69vojRtkPbrvXqa0nGiZPv9Ww5STwHDly5MgRYctJ4J2wdLFmUsGM8nxvW6rjzy+BC8KXP2AjYYGE26//Ikq+KhXVQw8fPnpdT/3ZTDzvKd9GwQ/x+ntfv142tnu/mBg23A40HrbtNbJBMC9YUjRBpQ1KDCW50gfafClY5CPJ2kaXcKWkEy3UG+ZvF32RY8Z3KhbNAGKeF1EjnXYlXcBzaljXwvw8Gteou+TGaAHlBb0Nt2Xq1w/8EypeB0smDUdqWz866kBL4KLddIK6zkHtpQBM0uINiIoTqW198QaAosDPlTxzO10mOZaEXm6jGqXkrETCgmPlKtXygi8le5WnDglcpdiKzdY4YyPbvgQ560dSZB39ULQmuWYK5a/rmItREKV2GxalvvY+2RZv18dgm5JmeRIdgXvVXjDQEvjqLtPe0rOYDgWWSGS667q07iS1aT5/k8kbXr7XQSwH8NZr/skom/TUEAA7fIvbMoBr9neP2nvP0UuMsgculZNprIRyUKeFmIH40dVpsY4r6hPyNCusqW0XzthDfrqGHtXhSaGDbW73ujVS6zjOv3dKMKGDQ/MFTpMKMAsk6b8AKgrj6bKwS+cBKB1XpfLG1TuNOhf9e9TnYy9qP5/XPP/fu7fZRBWe00I6V7W70QcxfUZpPBKkaudju71ObrJ91KsOtASeI0eOHDnsGGgJPCzA+LKFxYjHK+gCmetWRUg4EBbNsk7Yv3tOOS5QgJfuelApWwn7z8WGp58BsCmtP7NUwP01dy6wG35l1ydR1rJLfGDoepQEaqUWePjL4Ga18AFTsmlUgPOXajqLS4eAIMT0vb2HmjUCK1WroOEhS+2MYezLt7i9ebfEz749IbdRbuMnbIk4Yjjx3R64QPBi7/zf3v0cFPwGXvnCL3c934Y6d7dNfGJxHAzCyLC64Oh5RxrnZO9M9hjQm8mQVhlsCdy6LUkRHN610JZvQOCxG8JEKMDcqkrctATbXPdIWwiFxRsAfGF8pLatDLj2B33xBiAu3rbyUHJAsj1DwakqcxoxpZ1z1ueKnHFa7j6lbblY7ppoOw1/L5gr2vRRjUCVP+sWvYzrbfsCl2pL3mDeomUc++vHM9gS+GZiaCb6//zl7Yd64Cl293odLx3/hlj+tP3HU/XLFc+++LB6nOJaR47vSdWXcz+0AnpADbIyfsS+QAWTpsTunerchjeUQMpeXALGhaAvNltniTeOl9k49ZAjHjwO3zd5cA4Fu+voPzGJSKeYMXr7Gli/F12U7IY+e7EOf/UY6lfo4SLcnu2d81F6gtdNfUkpr0pZvgW8aMfD+MzcVU5tGRiy6BZq/U3mPNgSeI6eoEt0A5duLkeOHJlgoCXw0rnAGsC+uKZ+8VZ2uXPOQ3PqglavwGpyWFhy+4IWteDwX1i+DM8dOeTcp6zwlnfMYn4hxDvfekUUiY8Zb/z1GUxOlPGWd3QRYzPCm6+9WzmuhR4+OKEmb+KbCWt/4y7Z085YJLqjj6fqH++cNu2ml9fkna0lmYST1Cp5XEKQgl3DO3SwIDG4f1tas268dqe6Fxh0T+Z75i/BsBZ6dnpoWaRRmFVT4aWSrEhbnuktQYQrBloCTxLAPl1DtmDsvSMwNBf9BzNjfiHEu947jzf++sz64v2u985jfqG6aZJ4SdAbUGkTdwWuCaeBC34Ry9FGKCyH7hz45syTgZbAE0HQfDsH+em9CQCRFYoLDCVkWtCIosgkIrzzrZGk+q73zuNd7408Fv/bT03inW/d3nMUPqJRMKshRwsI0BA/UukW5tCI/CbY7gsehWLY2I2CbWJs1PlPUhR8UxcgGQ9IkBI19Af9DSd7wSzgpfOyAoqL6uBJDomuWKmbNM3rL7E7FPRbYent+qpY/s63XrG+eEfHvS/eAHDx3u8YZT9vqfu+bz/X+bpnbpInMsHM27jtC+340v4u09kDFlNBrhT7H+UwqSLQOB/m+U1apRNtolyi7qjY7NWRR3LVTxgSmPQ4x5agV0bEUEszjbCAaqguYVUUjPdOyod5/5pZ1g/4w9mZ80oYaAolR3K0aJM4WnRKjhw5LixcMBJ4YcnMFs4AKlrskupEMm56+GTs4GnJ+vTJw1crxz6N4JaDX+l63iPHr0Qo2HiHrGbN3uYtK0IQM+PtbzmPv3rf8jpt0uLAq1zHb71lryqJ0wi27fmW0sbsyafI9uVC3TS4YfoYbnreUaO8Hnj4cOlGtekGsO0Lna83f/02qw25YUccMKYeXDDqWlHRwg0wqyZ6UmCrJLBkEzLQKaSr3gdbcKskH3JJVxALTcC6iWS3a+n32GgAevAxZgRD3ZelV7zgHhQL5m6igMAIJSENr4dQ5Ly3GgZ7Abdxg1IENeF0q1WB5CUmJX/QjsPQnNO10BOVdBLHFlgcb3RIizdgdtHYaRJhfJzwoz8xsk6btDjx8nhg0ihSO7Y+Ova9SMOos+pdVxei8ZtZTprnC45AlkQp+gXFYoLAOEoBySDPF7GcxKsKJwtzzcVBJgu4tr1BcKbwLMGs9I+wtHgDEPUyUtPS4i0t6gS2WqFoJXCdQSOF7Ly0B3oBLy1YTKEAeJqreDDsFkS+fD6EV1UXiVLFfJjzl5lDM3fKDJP6B0+8CABw63UPGX+7puKWkzNL/Owbx8HM8Pe0eevffw9j7uT+DWn/x664Wyz/PzT/iDd/7YcSXfeuR9sJJJ7zmv+ZuF86Vg6ojjxDJ33rkkxn7eFrAbS/6pKEmXbR7DVDfJJdgSGeukmmopNRH7Dvs9FifeTl/ZWYnz15GJ8/d4VSZou6CQBffsnb1n/fcNf/KdYZKtdx322/nU0HBWz9PUQOA7q0k+eAzJHjwsRAS+BUtzvyuCAo+4a07a01hGuaQXm2PVQDE7BwaW/bnRdNfgOLoR7ghvHQ43t7ul4SzAYVfP7I5UqZhzKuKvUWklXC/MmrrFz55J5HlKLG6euEus+wXvvlz7p//ffdh5+CgH1c+fe/2a7w6kiwra+0d117PuGexqs+BNSH1am/vGsM2x8wM6kbaAVw0t8cPQFCBxhON74nfmSZGYg75NiSPDCnC1nqsksoFmRBwJHiTNQdKfYJMzgWUyfamKj1Xjz+DRQoxBoXjXPHPHXuP6vyGO5du1Qp+/riPoxpUfLGJs4iYMKh8zFHMjCIgBd8+k3rJePl6LaXa6q+ZKVWxFM/8htK2UihhC9/36+Z99gDBloCT+TI48gtysGsLMb6+iUtFli+EOypINorppOE9d20fXdtthNKbUt26TZbdcdAWq68egFuwfcDS8Q4Q41h09m5nAzYk1Xrg9yHAE62HZJRnqTttHbp3fqStD+uTdtME41rmvXkd06u6wv5ZG1KTb1ustsWvDMb2cWEH2gJvCO0xA7E1IewdSqmH4i+7PNXtyfKM2+I3OXP1XrN5GvH2aC9aJ5qmPz7qWaa5EktAcQwyRNk20Xd7dKztDTphB+dNsOA/unMf+j5emc6ROs6/IY3KsfP/OnfE+vVJ+XkFuV4kmVXe+uMEE8QzK5BrNKitZOQkmFkCSH93erT+79DbWHEc9+RjhTb79RKo/ekzVljoCXwHDly5Mhhx5aVwLmo8YgEc7cSmAZAYcGD13AnDONp9uaviIKze/X2VR/40uXwvBDX35R94KrZmAR+ujFuicvAONtQLSquqxwTr/eG+1+nHOtebAAwVVyWd+QIsb/cTn/1WiEaawuPaeFnp73+TLObr3xs/feX7n2Ktd4l71atVqYscktQUedU+dQyiIFwJC6ZR2Snt9A9EYEVFpNHEXEb9KUEEnhBSLYgJSWWqMeWzXY3LjsLs0StjyFCeXwYoFjS6Ln6MNJQko/Vt2E4gQS+d7jtN/DEyriV+l+qyru4fuHCkcDFRUeql4IbtFhNhTYCNkPYgupkHUTHNjx8AU0VVwg0afMPW8CqJw0vvlH3J7Vj+7hlHDwqzXzuRx6LXjHQb6U1Y0zmDclXTBPvpi4s6p7Q8yQJUVwhORHZspX03kaych3S0BYFxaaUJQUAiloGck9QJEcNCWMu1evV3nr9opsYqmAj2t4CoRgkh7EIbn33HQNhJUE/ki3FMdAUSii41Hpr6QeZGpoCNAD0h7xwWbqt0N+dvQl/+5w/7lrvnqOXZP5F+mZ1P/7rVZ9WynT6JC3ur5kBp1q4rNjF8QXATsHq41d3RYHBvlIdXy/bfZXd5f3r5/et/77phkejstN6Nhdg5XGV7wmEuFdTjyabVzxszg9a0x3PVo06IhyVhdQp65AWezxzhWeHgFuDgg/ORZrsl0/fb/xNNyOUcMvUw3hwdZ9S9sTaZKI+6B7GzNTXb19XsYyIKkT0ZSL6GhE9SERvaZZfQkT3ENGjRPQhIup/Ft8cOXLkyLEOl09/FcAtzLxEREUAXyCiuwC8EcDvMfMHiehPAPwkgO4iZwKwbzouhAULG9xgwJL8NA5/uWacX1iugQEEI9l+gz7wqGrbdmXxlJEFpAAg1MNsIv02679/45XK8bn6tMH7LdbKBrd+cnUcAGOytKb3SFF6VkNfFMA8hPA1e9xjYFxf6i6NHm74YBCm/baC8NLSGWPMAKDBHg4V1LCyjZCwtqaZeAXA0Cn1vhtDjAktJ2dhwZwXzliyZPMZHgZWHJSdvhDoCTAnQalor6dn/xkdMWy3mRmkmUEyM7DkFucmESRKSp8w5ZJxPyOPzGD5qu0Q0ejtCe3xu+8IbZCU+tOlZQRMeOT8bqO+L8RF6ie6SuAcoRXNv9j8xwBuAfB3zfL3A3hF5r1zdcSxlTsGvRLLpRXUssv2hIcmJXmQFiJ3hYi7RkCqKSltkilG1TLb7llyhhCdiCRuUKgnjRkgO20UpABZEi0qdD6Rx682N6zLSlqlYQpHHsnxxrVMmvtiOOK0ChypP5b1T6e3bSoLl+8GEFlV6ZB0R7YhlxyB5Nt213v1AifyjYh8APcBuBzAHwI4BGCemVuf8+MARAt8IroDwB0AcODAgbT9TYQk5oIA4NXbi25xFdAHf8fXov+/9Fdtx5DnfurNAICTKyrP+l8Ofi5R2xL+42XthA2dEiWYLvuDh7Oh+UG7Yq8a7OsxIfD+ZiJsBkgrnBOkaNepJQWGSuIgE8943+nNH9N0Egk4cCrL+h4lmUQY2j9o2gppJG5IiKCsnv+E4N81W7XrYL7/0q8rx/cfM9edS4uzeOYB1dz23Y/cgu0FNZzC8dq0tZ3hQnvXc3zJdLQDgOnRVcwu9i8vptNIM3PAzNcD2AfgJgBXdTklfu57mPlGZr5xx44dPXYzR44cOXLoSGSFwszzRPQZADcDmCSiQlMK3wfgRD86mAS6dQnYThJIaMQCHFXHYEgWi/sAeMDlvxN3xd4D8kLsesbppN3tinhCiDKZzgOLQRkAoUKaBYIgKg17NeP88zAl90tHZ0TaIq2V3ZpmxjiKAEc0hx9CqQOt0xumPlkB6baNIWPkuM7xJwPNxXjVTtYhEnTpuNEwk0a0sOrYz6L2KhcKsiOPlK1+QvPKWossNkRaUUvJxkKZmEHBkTc4f+12g0bZ+9mIQjn5vHbZmeVRY668Zv+9KHoh3v3ILUq5h0vxrOEjRnf0gG87C5PGNTtJ4BXfHu66hbPzZj+zNDtzsULZQUSTzd9DAG4F8DCAzwB4VbPa7QA+klmvWkjJuyVZCoyzZQ2dfK7oyGP2R+LYrMy2UwwlWxAktzKpdRvnnMZijIR2ROpVuB+JqwTkadAIhfMD6TkmuBnpy6WX9cOYP+35WQe4spzvHOTKNWqhxZFHN/OX5krRokCU9DKu88+zzD9XgUYWSLITUlwk8D0A3t/kwT0AdzLzR4noIQAfJKLfAvBVAH+eWa+a8CWb74BhW/bEMJQ6BBfhmiWIURLsGVa5szHPlJxOBRPYW1A14gQg1Bb28xlw2r/5tA8rx3d85XajzmgxWVS0Ud/N9Xg5VMfzYHEuUTtxXFyM3PcfqZoa/9Orpj9/MNP72BVPWmzOV2IWNFLI2E6WJvqbXrA4m0iSMZC9e9+oxsf2muQ4BufEDjr3v7IKnhyX60qnL2283+F1w48DAI7W2pYxDy6Zvgabha4LODN/HULwZmZ+DBEfniNHjhw5NgED7YlZmzDtRAEAIaN0TpUG13ZWzK1xyKjMmlJjdVqV0shxP9SYbCS0N+uOAGTQFhWqQW9ozFsxyjwO+xFP34pdxbaEGiSIwlAXIo3NMWHayz48anlO75c8GP5K3aFW829xHrqDxEoCj617RJKNvrGkMeO1eNt20xdKIMkqkDj2TlK/LsEzR0ku4lg4796+LQ67gOFT7pfVMW+43zK2+erO6bLiGRyqq74Fa1wAQMrcP1GYNGkZZpGqmR5fwtx5u8VMWgx0LBTrRBL56ZRcp1N/Epb3fFG3skEKqtMZ/eUBs8Bg9WYLYfAmmyNcfQ7MerKvg4W77/PwDPYC3geITi7SIKc0u5AC60jKvI2C3La7tYmpTJQr2pSObpCvKQbnEhTHgeCpJz5b14hbADjFPBCdXzbq/DRRlDYocJXYiuXZ6M9RUkVIcwKwKyI3C0+aYFadUN3hpqyqTnVXUK7sNjNsFNYAgHH+UrdP6I6KqsT81Pmn4o+e+Vddz7t3g5xXdpbNfI+7ysBqKIcP2F+eXf/tCy9AlMOdUfFM5ZuLIwUA1DXppnVNoy0CfuyKL60fP+suM5/g+a/IPgaLlxC2f02lPUaPLIl1UVWVupzQxZx1OiJJ1naNauGEykVeUJ+vVbGoW3nY6unUSClBFpqJcbcPiBAQbOzReaxdpCqn56425+iZM2aQqT84dSsA4CXXflMp/8Hpr3Tr8Tp2F1RF9pG6xa0/AYJ6/+TkLbuADxqOLqn2orduf8iwR91fnDW2aYQx7Co4JNNNiI8fvlY5fvYIcKoxpZQthyXoW8S9hVlx2xeyev6OwoJYj1m1XweAbZY1op4gXu9vP/iy9d+LS89CXU9GceUKEAAj96qp7aYeqUG3LqtNVVA5ofK0+gIIADRUiaTgtc7WN9bFltmMR1JPQAsmgW6f7eqJ2YECoYkYr95pDIYd7OCl/iyuAGPq8wrLRZTm1LbGj/pGVODGUBEkmI2yx/jUkJrc4/OHL8Xv33Bn9z5uQTzpKJSNQkGwSZU4tqwdV2yQ1weJB3Q73zn3bB9gLN4tCB8K0TTYMRYKYLFzdkSac58MkKek8GwEYV5avG3l1XBwclhmjYFewG0CmljuyPm5McGWdixUmhTMKh1ce+ke4GozIdPI7vfTyDgZxZZFvxyGssag9UeEm/5H0ulInLqdZ+/vWAw0hbK0z/7l1N9pWxSz4orgbVhXyxqj5hdhZY9RhNJcNFz18XZj1zz9qLWPrtCz5USRzhjF2E3tJIG3bUqcz774sFKs0ydZIW5KlQTnwhHcesnDStlDj5uxzyrN+13m9nO/e7E/95II8QWpae73iXPvXS968ajpJJUZ4qaDzBu6OMZ1ANSJJtHzbALOlBBVNWql0p+0Ap88r86jW8e/qeScXS/X5qlOBwLA0ZLJixf9EO4RzrJDLtrkyJEjxxbFLcDFMQAAIABJREFUQEvgEhpR/CYTzM0QsG1UZoVI1Mzw19QvJXtmBu+h2WjzUxtXv3EMgIvtsm+FB8Skxo/6+/CGWz/R8V5a+NtzqkPrTaOPoiDFDgfjooIenJ4NS5YpIsmnCU9AVWLaFJY6hqlqdRhaZFMyG9HSVzGblig+TOeeZm0sxlzxj6xOocHqNA1nyga/tf0rgBcS9C3ryo4Chs92V+hx1aKkYxZt1l4y/vqu10yEuqWPcYk7C069H7y8S9KKoc0NeXznV29Ujv/eewa+6ynqzrVADazw9UrZXn/ZeEd2F88ZZT+6/x7UQw8fOvGszPrsgoGWwMXNol3b5FY1QZAfF/cTW0b6emB+G/WYJ4DM70qLN+AeGCdrP6ckDkOugatcvaL0xRuAqATxLEotq0mNK1IseM5JEPpBi2QczMpmk+5sq+563y7BwwC7vbiQ1EPMzSL4aUhzLcl7IwXTkuzVs+TFB1oCbwhx0C1JygcS73rwBcrx/ulzRp2nTz1hlPULP3Xl55XjfzhkhLhZx2TMzbjOdnvmSU+VvnTpexBQXBD6tOKYcDgNmM1FU36j+wPXBdvFXr1atS87LgkqLGFx7zrye8rxbZe80agzXDdf+lZ02LU97UVi/soiAELxi+rCsXB9sqBtaTBVUefVg6d2o1Du36I10BJ4jhw5cuSwY6Al8MKyudGmhkwkFM+bfHdIjOHTqvRFK7r/H1CaNzlwINqpV5/eeyCaiY9pkgCGUZtQv5kfu3QPGoEqAX0EN6Hs1/HWl7adD+5bOogQHu7V2iggwMWVWaXs+soxSDC9PqeMOnsLJr83Fwwb9Wwoo+EUyz+AnK7SBaUZAmk0ysIlAELGhGAURFpqPTpzrvddrBR33vMiKsGFTsjaPT4LTtvlui0ao1eHIwttdduOn1YLpHjgk2bY4BaGjrcdsvzVEbF/Uw8DR37ELP+3B1SHn9ue+TV8av6pRr0CGnjt9nusfYhjR1m1Fnve/kN4YFa1uMqSMRtoCTxJCCSx3NVhw8aBS7SdXmDbEQu7JhJa1xfvFqqBakJpC5bTEJZBVxpR4qvl99Pd3tydepXHXO9nICVpsDkISJ0XuFKLikGG49u2aU47G8WfJ0DaGDAGbLST3o7l4yIGvRS6WPDldhqanGuz+ZZi9vgCJ5/lVBloCXwQMP1QZw37yEk51opuvdIL3nno1vXfz9t1yPm8czwiTtAdUKWDfcV5POvAEaVMis0y7Ue8XrzuF49e6twfG2qSDE7AkWo7rsnDc2Yih04oLqsv18hRS9wTvdmhIdz1+B8oZS+Z+IlEbRvXtISIzRwS127BJxbepxy/ZOqnkrUlSAKS275eK02iY+90c4cZs2ThMfddIQBMf0m1L597Ru+89NMqUfbIU412qIF/mrPrk/qJgZbAc+TIkSOHHQMtgY88UZe3u8zGtqg2bkpzY984ayRr4LrJgQMR3x3uNhOYFo/HLEfY3DoVH29KG5qn2uyztwmt9Ae/+7VbleOyV8fv3vD3Xc/79+XL8IWHX6SUjXr7RbrGQ4j5mFdahWQ77mUuYkSIUCjhbGDqFwiMR1YFN9gNQGJpdFBgk7516xICXrL9juzbl/i5XrnyIDR5cM+L7jGWdo5mF6L3btuE02VHT6oLxtwz0vMYcYuricKK+Bi+MrMfYyXTLyIrDLQEbuUqHbeLUqYdK4eeYlAHLWSRa/CeQOLPLVPCLE+kjXDGRgX3umCQhFDdqsG1EvhpbBZsQ+uaULlXDPQCnggpEzBkfk1BeSZdzWbXrpdLGdcBoB64PsLNCzCUxndF1F/ZzpXGPEXgsySQFHdpyjYVWyVolg7L+yq+dw23YFZAZIViXHNAhmKgKZQkGHkivWOGf7q3YE0Spr8u5wUMxlWl5+Ks3cV4dnXX+u+PIvpd3dPeRhbH7A4Kbzv0UqPsC9/7/6jHGn2SFeZD073e73HGz86ZuR4n9GgC6yAUl9Qvn7cm0DlpgkK1xCftfCIyF2Jm9wV7s6Rj3zNXrn4EzZLMAwE5z6de1sHRiBbbRgbl5m+eUKm5lYtNM8T9dwP/+pFfVMpe+W8/a20nHnBujQcnPO2FI4HnyJEjx5MMW1YCLyxpWcWJQP3e19gCDgGgZc3ccBngKU16ZEZhQXUpnvzmGuavNdNDAcD4YU0BC2DsWPvrz34BFAi25RXGImlxCPwQV35ZdVv+mVeKzVrxiw++av33u6/9m0Tn/vXMzVoJQ2IxCwhw71k5BZsLWFOecdF00uKdU/DOmGENDHheImlUT2PGUkaeMDTL+jVvXRWJRj1qBvGK9atTCABBQhZTujl4eLFgKIBmoDEqCya7gos+lVSTweFvz2LlCtOo4LJ3vFM5fro+RQG8ee/HUfbUXV2FGmAGFoRAbhuNwZbAk3BxtnB5advqEa5OSLY45iJvpx8Li3f0B8mhxXzUtYb5ktmGoaYF/1kTgnXZzpeTzcp91x2TxGTM7n5F8lgIC5t1Ec04I49r2abz4llTOhkH1wLg/mF1DD8jzTV98V6vq3Xdlzz30P+EygMtgReXTIlXUj604K1onLAtL6BFW3HXY+9Y/33bgZ/v3sEu8BZVqZxH5S92ZVbt5/LujXksf/LZ77X+LRxpT8jJnWa+yF98+IcAADtHTUcZPZ3c/mErad0V27dHbc893A6iX8giXlZRG2MhJ2ZH9JuzFvjzLByDdIcaUeJNCr2fSRIgJ2kmFvKXXAJoJcTeoWQ6sCDGizN58IQPwE07juFLZw+m7ZoVgy2B58iRI0cOKwZaAk8K1ng3KhRk3k3KIs5sSt0uW7TWtaRr6tp0iwSup3jrhNHjbe6/U8o5HZPfqWHqW2pZ6AOPv0SeAvs/1v62Lwq5C7yPT4ECwixU5ycGozGijvn+1z7g3E8AOPf1tiv98KnIRj9uV9AYBsBAIWZ4NHrc4vRlQ1Ebu+kpYE7jxT2K5o9uQcEMGo65cg9V5GBoAEg7lxuBQR5xGAJnZrr3ueXQYjSUwmpE0utkQd9I753LrsXRdJebTj2KtF8pNx1+3MLHeherO+RPPnYlbr30207nAsBi2LYgu2nkEAIm3LeSPsREEgy0BC46YVorO/LiibITOITVS4I0Qe2lcls9KWKesFO20HsmTSVY4tn4dzFgV8OcZrahbGhcvd2ZSzu0DYWjHThJCj/XuZIiIUjUtuNrmGTubiY2qz8J2g0L5hwIhLj3uu5n/XxhvvnCJOx3/o6BlsDDipAhox6Ki3hhXg4Yn22HUvKFDbfzx05EUlF9tD159DRwADD6RFSvsKJKUZIHamNYftQH7lavG5TMl2Do782wszUh2YYNn/vi04yyYMQ+Fq6TsrTUfTxrO0ZQmlXnhn9ODnCl86qZ8MOOoGnVEmn9Kay1eV+uJkxMUNO+vCSqhLc04mNCHdK21cbUj+TsK2S/keeOqxL40Uake7mmfHK97Du1HbBhNTB3xXXLRyALDLQEniNHjhw57BhoCTwok7EtCiqRba7ucZc5LCmgAAAFxy+qIxenw1+OAm4VljVbdwD1ibaN69CRc3LMcmZQQx2fxuXbzYoCRh+akc2utH3f6RckC/OqY89nAE+gYUKfcdYxMufYYc3KB0B9Ug7v6wT9udbTSeCrF0+aJoshY+iIaYNevWKXUYYwRPnB4713QLfF7lOKN66r85TKJbmesIMQ7cVt0PVMOhch6bya9VZ2qbLq8L1DuPTljyllb957F8pC8PCQCSux+ELH61NgQfYNmHCmqnp9hgys1nWpPLt90GBL4FuF88sYrmGibLxvmuQCVpvZjMdcWrw7lbtg4GZFmkzSQKS0zBIX2nvjqIsQFcyCXkZavAHA0140afEGZA5cftzZPYfBXsBTQlzfNipQj6Ny0pZcJnNIklaKYF16mrIWWBr1FEIeWbKP28rNtt2CimWe6izJ6a5zwLZAbaLTz4YF7Npsx6YBxUBTKJ3Ahe6znkeHQEuaskJSBNXd4levX1eob2QckdK5zZ1TsooA0be4dE7dcoYl+7aycnLZvaMxDD0255Z93BE7P38GAMCaQ0w4JlMYaztVE8qgbJcd9n4uFrBryRxrrwO1oSssAcBbU5+5GHJBD4UAqKaCGni6HSahPpXMpXr1MtOt27N8EIODbarKX+gQsG3RnBcs3JMTmh8KJdOOZCbbgu5UU284kwTcI82YI0JXCZyI9hPRZ4joISJ6kIh+rlk+TUSfJKLvNP83TRVy5MiRI0ff4CKBNwC8iZnvJ6IxAPcR0ScB/CcA/8LMbyeiXwHwKwB+uX9djVA5vpTMYWNFk1qYTecFW6hLDVLuPwBN8yxNQgkA0t21BYRTYwa94S015KxBQPa86HnNhbzTVnU8pqBpSnd6P72VkhmsCcDwqipJL14pB/ACgOFHzqjnE9DY6yYf+CfOaucSMG2GpE2LYLi9awrKHRxsBFSnTOXi0IwsgS/va+8CxjtJ4L2ibD6vqEtsD0XRqmNxYuNqFd6YPZN8x2t2aVNHIiVoCpwK3DL/SFha1XelG6jEZOaTzHx/8/cigIcB7AXwcgDvb1Z7P4BXZNarFqSMOknuXUzF7hY4yJmzS6sYkqgWW1N6QVo+vw+8ohisSapo47CF+NDGM7dZTgjlIl2S0rvC4KyTKM8c60l1rVy5NH9ds1bZnJAyVnhuRCILtsyLUKBbqZAkU4gW6yVBVvpATMSS3dgm4sCJ6CCAZwC4B8AuZm5Zt58CINhBAUR0B4A7AODAgWRhQsvnkvFj3rwmTeqODDbU6sm8PtPASycxKAGyOjl2uJiHJTUhi0vrKSWfsUMLZhCkJbvpZvGx0z23RWc1s72GownqkMltN3bbdw4SGsPqOAUV+eVd3q3qQQqr5rNZvcTchZQWmnN8uynxFmYFh6UljRfvwEEr0m3zd7jmFkmMV0z+3XifSAj/lDSXZsyVfu0K2cHm8A8SIGTVeeG2h5XjMZtrsoaLS3MAgE8vXG387cSyKqmfms9+9xeH836ciEYB/D2An2dmJd0MR59Si3Kf38PMNzLzjTt22D2YcuTIkSNHMjhJ4ERURLR4/zUz/0Oz+DQR7WHmk0S0B8AZ+xUGC6xr1Dtp2OOQpE7PSxTPOdilfqGplozzc+5rQi7RQMZbaFrRMnMDwJDm8CFIbeuIWzoIOw+r2zuzwEWw2+5jNpK04i7ahcdWwEQILtnT/XwAI4+r1iGN4YJBCTHksBGRzqN9HBZNx7b6qN15hQLVisY7fQ6kOys5bnKDJTn8AGDy0BwE5jsGAJqllshfS6d10iXta1vpVE4uRQHaXqruVIaOMVYPdH9vVkIPEr3RYA9Ham1HuH+bu0xMCE5gzCyqMSZ8L8Dqku7iv4EcOEWr058DeJiZ4yks/hHA7c3ftwP4SGa9akHizRLU7XskGaTnEFMH7EpTLw1S8u8b5lLSh0QCBq9uu2dHHY6zziNlcLYk+qNNTygRQ5JkGxILQgI3XfQlAUcey4Lm3SYt3gDAwvny49lYDvy7AfwYgG8QUSsu6K8BeDuAO4noJwEcBfDqzHrVhL9k8m0kJakFgEVBQnDlOvuFke4RnwLBbrqwUDUWcYPfB9qu3zovmYF7dNeFuClh3XX6j5Xi2/b/nFm3ItuG02ICO+WkgZz6jMLMYux39D9rOwoubQE3i+Eh8LyagDvsIG1LEKXtLNEIotC8MUmcrjiY6BLf9dRDRtl/verTyvHXju3vpXebiq4zjJm/APsn44XZdidHjhw5crhiC4gIjhgdAZY0b7SinNDBDLIvbKd8Mxlu63xXGBYLobnJkmyIg8owEDLKZ93sfg3PUIH3lXhE7pSkWUqLJYzlbTt+unsH16rAZHdtfEcb4G5u/0mtF3T+NY0U2dzp0aL5vHhbb/bQLVQeV6VjJmD1UjdLGP+sfq4HnDPT2+kSd1KJWuLAXSAlfXbF7HUTgK+eW33ZPFAEilCtjljozv/Y+zE8dlzXY9iXw2+ttLn2XZXzCBk4WzXn9NqqtgtjgOs6U/1kCWaVhIdz5QddJ4wjt2jj50Q73CRJA/Ts6nItuf2NSpKbhkveiNgz/WgH7mMpjk4SvY4Dh24/V7CJT/qR6zNS2Zr7wrmWBFUkUNYVMeqgfL6U1EEaSke3E2yaHfiGIwQSfa2k8JkOoOHI3leRADtIfErg/7FRsU5gsRde26FqpL2ana9WlGUToxEPONtOvMqrCTzzmjzipkHSUWS5uHLK6/m+eX5zpybuDOLhhvX0bDF48+qu0LNYVLC+IHVQYwwfjknRFs9cWu5PghMnz0c9LlBGbXg7zBgyrvjQzX+iHD923LS5ONwwQy5/auGp1mueWOzdOzMrDLYEniNHjhw5rBhsCTwJ9JgeLThIDOzqsdmqH7M5plbiW0d0krh16DbiDKiREzv1W48Q1yfo0qmelgxojpcQbc+QtAQ3ehFJtt4k1Jdsw6XrNndhBsfrakcOmPb4FglcD8/LHWLe0IIq1TMATKlcO8+aSSOYGVjrTTKnUtlOeeg6pU7JUFKgdunO9d8z1zEMa76jEwAxxg6chw6d754JyobZ3y7/PP5lyS5xDyJyCTwtNjBI/mAxmFsE/bADH7DECO7hxFMkyxiwe7aYYncIGKNVE0ZNt/feChjsBbwfjjgb5aDgmkggwflpsFFB9gfJAWTDkESBmtbh7AIa3yRzpdOOpBuGvN59CGxpoKUgVdIrK95iho9woCkUkszcEiZfEM3DkrwE8bqOYWcBoDC7iIbmNt8YlYdbzypfnOktaYPamDZ2YSjPG8uLwTE1u5GsohOkdizWD0mpq0wh5KrsGa2AULqUKtEla1WgJOSM1PpDzDBCH3cYL5pRzQPTrBFUsCtlXeANVQw6zGpaKIRAoJKq6K/fcEWi9l9z6f3K8Y9M3Jfo/Dh2lSJq9vMzl62XHZuzhzYO6xrdVu/vzmWwJfAcOXLkyGHFQEvgXCkaUg0llcAl08IkEnhcWdX67ZCogcsF+Auqq7h3HqheZBr/F09rCthOkr6jos+IjWw5j23Xi53fGi0vFl7V6nQjZT63QVIuuqBVL0telmCKraWizP0muUcdnmfZFVqeebedQdUS3rVYMBOXWCCZ7bGu6LUFCwNgyIHS3JDGFxBNDkkzzT13eVmw+zb786cveS+GCub68ERjGBcVekwv18TZZdlc2IB+j77JtmfJgg22BO4aED/lNVMhQaAdMZiQM3FmqZujjTQ6E+l5JQgU5dyfDXJ+ShIh0/X8NMjcaUf4BkqLNyArLKWVpGH5iNZDN09K8XEL9bIc2oGWwEWMj0QOLVp4UojRxdxA5YiTlJIVSxNFWUhtkmhF5hErp1R+m1YFBUvIAFiVrpZNpx0qR0Gi2CaFZYww5jhEHZxXWuO5Dpu3aloO3GVBkhx8bB6JWXsqNgJTx5AmEUbC3WPahMHOnpuOoYv163EKgWTqkWhcx191wql+oC2l034NX1o1E8wcWlFzFnzt7EVGnaFydL+Li+0daVDdmNRuOgZbAs+RI0eOHFYMtAS+un/cGnSgPKdKnf4xwXlgqCLzrJLEwKxauLSkAzGJQ/ua3AygRaPdQ8cCgouza+IFKTAXEPVbkMBF5xP9fFfHmdY1XU25xrUATgumY8WGQUi4wWRu6ZnIvs0fURMjRGPeXbrlqTFTh6PvHJMizf4747CviSRoYcwlXpxvuAoNbe5u+8YKQg8491TtOQB45d4HjDIJpxrquQ32cKiqZoH84swlCDQaZdvwMkIGzq26vd8bjcGWwBNsdcXgUSkD4KdC1jbsafud9v6cuWTXy20Mny8mWU7Cd8sX7bleErNgozxBHwfNHt95zG1xUARZo1DUvIAtIymVS047+uK93na6oKR9xUBL4EkQ7t8Bf0HjiR218C3EpVYOE3LquqRVTZnSTLimFZLbfFppyxZitwndUmAdQ3r6KAAT40Z/aHXN7u7fre8ddg59Ty7QwnAs4XGSxX+4LAob1gU3vmGTdDQtm3ItqQfroZUzQhreWoKnzZdOT2/uae2//sItnzD+3snS5EQjnQS9WjV1PmEQe46b5Kg62BJ4jhw5cuSwYqAl8NUpz8qBU121dCjNriEcUVN3efOOUnBLeklDM2jedeybiRooadCssTZvRytVKwdOms03MwOrmixTKJi8b0E4d/049m0vl8xzmwmIaVILqelqI23j9AGAtBRs3LTKaUFPIYeYBZFu6cBhMk9SR4QjbcmRC+azBgBvbQPTwOlp6/okgWcNShAi9qnXHlv/ffeZa1CiOn7t4rvWyxpM4pT68uo+hJqsSp3i9QpoxDwswwZBF7nJD6Npapgc9heDLYEn4MAHLNRO9px6kuS1GfO+G8UPZ1J3MzDo/btAUWOV1rA9Bn3xBgBOtfTJDW3GNBjsBTwlRIXRJmofUimwcmSHlApm15quz9saQE/rU9o5kXbupznfNXOUVYAt9z9SoG+RyrPIEd4vDDSFkhY8OQLUBBpFz2wvbMnXc0LGFWZSnkhH88H18/WJXCr2Z7HW3f0Tmgxmjs2UUqXQBLoCtSC4k4+ZZmtJ0Ngmz42wKLiPa/PCXzHnrX++YMwVmpczyHvbpxHOaTHBA3Mh7eSsk0ZhaVxXUFh7u3caZTPXm2O+71WHe+5HJxxeUTPw7BlZNBx3FpcEpXxHGE8oeccS4IKWwHPkyJHjQsYFLYFngrgkURAy1becaHTzuTAU3KgpygweAwMIxzRTqpKpFPMXa9Ykub6gsNIz4zDXZaemUFfG+ELGGdnJhZlNkz+bq7iLw5IvjG+rn/FmGoKxWacdhhSoP8uZz3K0DX+phvpUxagroTauPa/xgim87akAAWPs0Xbo2HDnlD3Dri6BO6KjKWYfFMJxzD+tbiRr2Nento4tqXlrQwZW1jRjhAAwHkTHjcnG7jQHWwJPQBCLVTfKmUaq6nh+qnq2PrkGUbLcj75Y25SY1kh9LmXyBZOVZ4kE/XbdJLs+W7EV20X1wE4p47psqk5IIpeF77+UPAEASqRSobZb8QRu2zXTfOoF2S2OVs8YaAm8U4YjL9C4PGEy6HkGo0LKPmiRDRv1edRNyDLISejsNq8jSbjfJNJc1guN3s86DJ6WdF0JEIWYBYCg/bewUDbrdUBQUe87LCabjyuXtCXHoZN25xVP08+EQkgDDoINUZjHQxGvY3EZa8+8pOu5Dz+2FwDw1uf9b+NvO7y2/upxi7POgeKckevyc2cu79puZrB8gLLAYEvgOXLkyJHDioGWwEePrYoxtJmA4owmeVRNjpg9TwimziZf2immd3zLu2bhu6Xzq3WQZtzCADBmSiJ6CAb2YWy161NlgBnFecE5RJdkh4aAVTP87IZhRWt7WJC+pDAHkht+C7HgUR3D5zqEa7WGWfU0iVtqx/cN6sibi2Lx8D7TqkJCaUFtJyiZ87Q6YX81KehRZq5UTIesJdmKJS1oWLUm4SAQE0e44M4X/DGGhVjfgWMCY8C0OLlQMNASuJgAwVIuPUqxbBMdTZzpsARccKLzjZMtA6zbH/eaQ7RbOz32ZzNh1QdICZ6lioJpnk05LUJ/NpZHLSa/GTCHIxaoTF+IWiUt3gDgawuBzepR4rul4XXPreKe0EHU1z1ZOPAthaob90uaXXpjh2Oqpia4kOE3l8hcECRdgi0hMppBqZQLCDUFO3sxkFWrXtwm2yFsqwLBgmKjln9vVk2NF06NoDRrctTBaHfOvLjcIWBXTJFZ3RHtbnSpHoC58xFCOXijo8aYicrFJNl8yvL9hfvU8K3HXzJp1Ln56oec2wGAg/tOrv++59FniXU+Pvd0o+zcqmlvvrQk7BSZ7N/SOLfdgefumI0uJQZaAs+RI0eOHHZsWQmc5oUkAZ041Dh0C4RSCUZCh6QINcnPs/B9OgfpUTK6xhVacC3RDjtk0/ICMKWtfiQR7gTJznuQ0dKpLKp8Mi0uGenlGEDxnFpWvWwT+dlSEURqfwgRbcbLnRMB09SU6MnJzECXc7PCJw9fvf77W2uXi3FPLh6awdFVdYxX14rQySvPDxAGCXj6GH8VSdmSWS0Eniu7PWEugbewWfzggPGSAAazT1sQrnqZzUQiG3+9jsUcd7O4dmnxBtztu9N126a3SlC3Bwz2Am7TSrjGaOiHQs0VF7gyLxGydqjaKEiKyX70OwHn7OywNmARmKQkFtSQMuWYO8WqoIQE3JeBdEigsNwEDDSFUjy1kOwEfdvWIXO6COkTHL9Gp+uxtu1PkRnGq0fxr4Ny+/taPN+B3tEDVwEGZSJlkeeECkKKt9PJUkaf3VLdIDBpHtEzL3p5eS2Fc1Kvi1moxSEHgKCp0I3dU6/mcS2UD8+ZYmIncTDuZNXBaasVs30dUlCvDvAmxhPVV9q+zHSAP3OTej3/+XNGndfsuNc8LxwDQuCa4ux62XfqpgK0E44vT3SvBODQD/+acnzwL99uVkpgvthvdF3Aieh9AF4G4AwzX9ssmwbwIQAH8f+3d36xctRVHP989/4p5XJDS1trY6lAJDZEpZBGQYipoAaT+ufBoEaTxpDwYgwmGoO+EE1M9EXlyYSgwoOiBEUIDyqpBI0PmCIglYqi1lBCe/lXoEV67949Pszc3tmZ3+yd2dm9e3/b80lu7sxvdmfO2f3N2d+c3/mdA4eB682sv8QLdVkl31qQXvk88ga735WMGcrCKAvkb/5TC8Uoj2CserkB78qlUuanr/NEkZcnVNCh5EevMOpdyuqY9ZX3kiX/XYQM+tRU9Xwv+XmM9HglQ95uF/tRL9nzBaIBe2HZkJX1Sct/PiXo3OL5T5P53Gx2pqC3Xi8vGnH0qm5jbS3jf1d2v/5LF/2JdRPdMh6Z38j26W5T8pbWa7QEL3eWByGbJk6yaOLJU+eXy5/hxZPdqzTb8y2KrgwrMdh0G+2Q/V4EBQ5YIE/OIAfvVazMHcB1ubabgf1mdjHHR+kvAAAJAElEQVSwP913xpVh5Cipk1emTnHqPqnsCx6Gf3cI5xy4H7rh+RQIs8sbbyBYaKEs80U+DrymRBXbypu7X1LSf0K+9pVPV5kVDbiZ/QHIP+t8Argz3b4T+OQAZRocdXyvI3JqVc3XVSrdWnHGOQWG4S8fdFHhMhmryF72is7kiCYxG06ZVWYN3XL9+sC3mtlSBP1RYGvZCyXdCNwIsGPHjnpXaTqKaLeLfusyV4AU9nFnF5UMoCiC5bPJTapSf1icTWSbem3Z7TFxvJk7STNnhxfZxEhZXwm5slrhGpalZH3HPayBhVZs5ENT6/bpTLhszzSv/TK/UN7/8nMUeWZnMGD+rd1umJfeXS+5V56dGV83wPFOtbmsZ988r9F1a2HdC3lG5RVv7Kg1y1ecLRy/zcx2m9nuLVu2NL2c4ziOk9LvCPyYpG1m9rykbcDcIIU6TWjE2yvxVJ6JifDrA+WzyCW5sg3nlI7W9Wr/Fb87M92jk4nX55nfFFiAZEYrMOCyzGiwM1lMgpScdBq9USHCpN0OfxYBWUoJFYkYNkvfU350bTaU62er2hvDWWRUaXTdSiN8CgnJS/rpVL6oh9Xzja+wsO3Vd20s5icHznppkWPvzzUuQpVx9NXrn2EhF+UxozZm8MYK5ur4/HpCY+FOBxba/UUK2YKC58Ryfv2yhTyt4d4P/Y7A7wf2pdv7gPsGI04DqhYxKKPqZFWDaIxQ9FGphBWuU+u9EVPZl9wkUmaVCOlSy1feYFK1cgGOECHXUcB4A7QWQ4OpYtN8YNXjZMnEZDAStXBDlcgTsHLVp8eqTmzWyCq2msmsJN0F7AE2SzoC3AJ8B7hb0g3Af4HrBydSA5rerLMVCxRnCyjMzwMqxtgGkjV1NvcI2QrQydwg073iwEPk5QmV+65Q5QxYvntCd8IKIXZA9Xj8knhtUWPyLi9jqW9cvfe75LL6r0sJjdjX1E9Kp1MMDwykpNArSRk327Kx70vtvfhg1/6e2X/Uev9z7eXY74NvNi20VpakasCDH9NQv/AVDbiZfbbk0LUDlsVxHMepwZpeicl0YLFHr8CLflfEnbWuf7fDIBJhlZB9mlyYTRavTJ3IDJvLgmLyBRX6IeRfzlInImJhYeWIhhKCq0VDqz2zx1ZisliUoRSp21UQKtPXi/yofBDl/LLnqOuSzz8ZiuLCpHRxUH71ron+7zFg5/rnu/an6PQ93n1p4RyGEvtRcOH0uEbWVdRLlDM2nWxTX+4wfKdNfO3BR+wSQgcaFI5o/FkO2q/e1N3VQJ6hFPVokuemTl8btE+/jg89f+mSykCdidA9UmwLXbn6RxFa9Vj1vRC6weoUb6i8UGPI/rK1PQIPsTHNaXAiNxSvk4S+Qjx3UrbKugooBIvcLpFPHztd9PsuzoRHoZZb+NCa7/GtN7mB8z8gU1PFJ4cBpACoLEv+UqOecFzpqYNMioFsxFKdpxELn7fegCGz3TAPSxPOfTqJUZ+7otsvfuJDJ+jveQteZ7rU6H3sor+e3n74iU8Xjp9sl1+1k5sDWre+zfypXJROu9j3NZ3agVPLn7MWekxYrnIXXtsjcMdxHKcUN+CO4ziR4gbccRwnUta0AV8/U5JTYdC+0orJ8xsnlFrJn1nzOqWvazLfOGo/dFVGKWcsn9GACS1ECy0vCNRkYLpVbGxbdfPTUvcajXWtYqx6qyTcw0KC1/gKCxUGq05sljAz1e8MQRENpcJICbt377YDBw6s2vUcx3HGAUmPmtnufPuaHoE7juM45bgBdxzHiRQ34I7jOJHiBtxxHCdS3IA7juNEyqpGoUh6gST97DDZDLw45GusJq7P2mWcdIHx0mecdAF4u5kVSpqtqgFfDSQdCIXbxIrrs3YZJ11gvPQZJ1164S4Ux3GcSHED7jiOEynjaMBvG7UAA8b1WbuMky4wXvqMky6ljJ0P3HEc50xhHEfgjuM4ZwRuwB3HcSIlagMu6ceS5iQdzLSdJ+lBSf9M/2/sdY61gqTzJT0k6SlJf5N0U9oeqz5nSfqzpCdSfb6Ztl8o6RFJz0j6haTB5dYcMpImJD0m6YF0P2ZdDkt6UtLjkg6kbVH2NQBJGyTdI+nvkg5JujJmfaoStQEH7gCuy7XdDOw3s4uB/el+DLSBr5jZJcAVwBclXUK8+pwCrjGzS4FdwHWSrgC+C3zfzN4BvALcMEIZ63ITcCizH7MuAB80s12ZeOlY+xrArcBvzGwncCnJ9xSzPtUws6j/gAuAg5n9p4Ft6fY24OlRy9inXvcBHx4HfYCzgb8A7yNZHTeZtl8J/HbU8lXUYTuJEbgGeICkbEaUuqTyHgY259qi7GvAucB/SIMyYtenzl/sI/AQW83s+XT7KLB1lML0g6QLgMuAR4hYn9Tl8DgwBzwI/As4bmZL5VmOAG8blXw1+QHwNThd9mUT8eoCSf2Y30l6VNKNaVusfe1C4AXgJ6mL63ZJM8SrT2XG0YCfxpKf3qjiJCWdA/wS+LKZvZY9Fps+ZrZoZrtIRq/vBXaOWKS+kLQXmDOzR0ctywC52swuBz5K4q77QPZgZH1tErgc+KGZXQacJOcuiUyfyoyjAT8maRtA+n9uxPJURtIUifH+qZn9Km2OVp8lzOw48BCJm2GDpMn00HbguZEJVp2rgI9LOgz8nMSNcitx6gKAmT2X/p8D7iX5gY21rx0BjpjZI+n+PSQGPVZ9KjOOBvx+YF+6vY/El7zmkSTgR8AhM/te5lCs+myRtCHdXk/izz9EYsg/lb4sCn3M7Otmtt3MLgA+A/zezD5HhLoASJqRNLu0DXwEOEikfc3MjgLPSnpn2nQt8BSR6lOHqFdiSroL2EOSOvIYcAvwa+BuYAdJ6trrzezlUclYFUlXA38EnmTZz/oNEj94jPq8B7gTmCAZKNxtZt+SdBHJKPY84DHg82Z2anSS1kPSHuCrZrY3Vl1Sue9NdyeBn5nZtyVtIsK+BiBpF3A7MA38G/gCab8jQn2qErUBdxzHOZMZRxeK4zjOGYEbcMdxnEhxA+44jhMpbsAdx3EixQ244zhOpLgBdxzHiRQ34I7jOJHyfyuuBsKWAlsnAAAAAElFTkSuQmCC\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 283 - }, - "id": "bcuGIhxQ4lRK", - "outputId": "0b309abb-6d42-4c9b-b96f-4fac02b223d3" - }, - "source": [ - "plt.imshow(img, origin=\"lower\", cmap='gray')\n", - "plt.scatter(indices_measured[seed_points:, 1], indices_measured[seed_points:, 0],\n", - " c=np.arange(len(indices_measured[seed_points:])), s=50, cmap=\"Reds\")\n", - "plt.colorbar()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 21 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "3bOB0EwY6F2N" - }, - "source": [ - "Overlay with a 'ground truth':" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 283 - }, - "id": "qFnRsp43nM4F", - "outputId": "58905fa6-e083-4a89-d8fb-6712782b1104" - }, - "source": [ - "plt.scatter(indices_all[:, 1], indices_all[:, 0], c=peaks_all, cmap='jet', alpha=0.5)\n", - "plt.scatter(indices_measured[seed_points:, 1], indices_measured[seed_points:, 0],\n", - " c=np.arange(len(indices_measured[seed_points:])), s=50, cmap=\"Greens\")\n", - "plt.colorbar()" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 22 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Jp5I53wknQLn" - }, - "source": [ - "Looks like it did a pretty good job identifying the regions where a physical behavior of interest is maximized." - ] - } - ] -} \ No newline at end of file + { + "cell_type": "markdown", + "metadata": { + "id": "vygoK7MTjJWB" + }, + "source": [ + "Import needed packages:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " # For use on Google Colab\n", + " import gpax\n", + "\n", + "except ImportError:\n", + " # For use locally (where you're using the local version of gpax)\n", + " print(\"Assuming notebook is being run locally, attempting to import local gpax module\")\n", + " import sys\n", + " sys.path.append(\"..\")\n", + " import gpax" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Rhw-FGD_cAQo" + }, + "outputs": [], + "source": [ + "from warnings import filterwarnings\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import math\n", + "\n", + "from scipy.signal import find_peaks\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from atomai.utils import get_coord_grid, extract_patches_and_spectra\n", + "\n", + "gpax.utils.enable_x64()\n", + "\n", + "filterwarnings(\"ignore\", module=\"haiku._src.data_structures\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Enable some pretty plotting." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib as mpl" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpl.rcParams['mathtext.fontset'] = 'stix'\n", + "mpl.rcParams['font.family'] = 'STIXGeneral'\n", + "mpl.rcParams['text.usetex'] = False\n", + "plt.rc('xtick', labelsize=12)\n", + "plt.rc('ytick', labelsize=12)\n", + "plt.rc('axes', labelsize=12)\n", + "mpl.rcParams['figure.dpi'] = 200" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "egEExnWqZN4e" + }, + "source": [ + "## Prepared data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "y3m72GfO1hji" + }, + "source": [ + "Download training data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "qaDtfIvHmb42" + }, + "outputs": [], + "source": [ + "!wget -qq https://www.dropbox.com/s/1tguc2zraiyxg7h/Plasmonic_EELS_FITO0_edgehole_01.npy" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tpmXAAcm1epo" + }, + "source": [ + "Load data into the notebook:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5Zd9NPigT-3e", + "outputId": "ae17064c-1bb5-430c-c640-fbdb2444aaa0" + }, + "outputs": [], + "source": [ + "loadedfile = np.load(\"Plasmonic_EELS_FITO0_edgehole_01.npy\", allow_pickle=True).tolist()\n", + "for key, value in loadedfile.items():\n", + " print(key, value.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "sWB_i6sL0hxd" + }, + "outputs": [], + "source": [ + "img = loadedfile['image']\n", + "specim = loadedfile['spectrum image']\n", + "e_ax = loadedfile['energy axis']\n", + "imscale = loadedfile['scale']" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7eMPatXhjayA" + }, + "source": [ + "Generate training inputs (image patches) and targets (spectra)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IU1nT-SAVLRv", + "outputId": "a1471c22-b8c2-4a73-c910-2bd023b1916c" + }, + "outputs": [], + "source": [ + "window_size = 16\n", + "\n", + "coordinates = get_coord_grid(img, step=1, return_dict=False)\n", + "features, targets, indices = extract_patches_and_spectra(\n", + " specim,\n", + " img,\n", + " coordinates=coordinates,\n", + " window_size=window_size,\n", + " avg_pool=16\n", + ")\n", + "\n", + "features.shape, targets.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pse4bz08ji_w" + }, + "source": [ + "Normalize data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "D6j89EEl0nTx" + }, + "outputs": [], + "source": [ + "norm_ = lambda x: (x - x.min()) / x.ptp()\n", + "features, targets = norm_(features), norm_(targets)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "anfR3ms8ZYhq" + }, + "source": [ + "### Scalarizer\n", + "Next, we select a scalarizer function that will convert a measured spectrum into a scalar physical descriptor. The scalarizer defines the measure of physical interest to the response and acts as a reward towards the specific behavior in the experiment. The scalarizer can be created in almost unlimited number of ways. For example, it can be based\n", + "on the gross characteristic of the spectrum, such as area under curve, integrated intensity within certain energy range, area or width of hysteresis loop, etc. It can incorporate the physical model and physics-based analysis, for example converting predicted spectrum to specific materials parameters. It can be based on hybrid criteria defined via combinations of functional fits, decision trees, etc. Finally, it can be crowd sourced – if the neural network has been trained by human labelled data, or other form of expert system can be used. Ultimately however, the scalarizer should define the measure of physical interest much like the human operator would do." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-dpeNfJIZnG0" + }, + "source": [ + "Let's scalarize our vactor-valued targets. Here we are going to do the scalarization by simply using the intensity of the most prominent plasmonic peak, but more sophisticated scalar descritpors can be derived as well (ratio of peaks, etc.). First, let's do it for a single spectrum:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 302 + }, + "id": "nHxUVIguQjod", + "outputId": "71a2f18a-e001-48a5-c353-27e0f33233b4" + }, + "outputs": [], + "source": [ + "k = 1\n", + "peak_data = find_peaks(targets[k], width=5)\n", + "peak_pos, peak_int = peak_data[0][0], peak_data[1]['prominences'][0]\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(6, 2))\n", + "ax.plot(targets[k], zorder=0)\n", + "print(peak_pos, peak_int)\n", + "ax.scatter(peak_pos, peak_int, marker='x', s=50, c='k', zorder=1)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XelSLYh8WRe4" + }, + "source": [ + "Now for all the data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "nCu0VYT0S5Zi" + }, + "outputs": [], + "source": [ + "peaks_all, features_all, indices_all = [], [], []\n", + "for i, t in enumerate(targets):\n", + " peak = find_peaks(t, width=5)[1][\"prominences\"]\n", + " if len(peak) == 0:\n", + " continue\n", + " peaks_all.append(np.array([peak[0]]) if len(peak) > 1 else peak)\n", + " features_all.append(features[i])\n", + " indices_all.append(indices[i])\n", + "peaks_all = np.concatenate(peaks_all)\n", + "features_all = np.array(features_all)\n", + "indices_all = np.array(indices_all)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "C5sWa98FkeIk" + }, + "source": [ + "Plot the scalarized target values for each feature coordinate:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 281 + }, + "id": "aWJnd_j_Tqfi", + "outputId": "f5bd2085-d8d6-4bfc-ac40-b4770242049f" + }, + "outputs": [], + "source": [ + "_, ax = plt.subplots()\n", + "ax.scatter(indices_all[:, 1], indices_all[:, 0], c=peaks_all)\n", + "ax.set_title('Plasmon peak intensities')\n", + "ax.set_aspect('equal')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "N-pM3h6JiP4B" + }, + "source": [ + "## Reconstruction from partial data\n", + "Here we demonstrate how to use DKL to learn a correlative structure-property relationship from a relatively small number of image-(scalarized)spectrum pairs and then use the trained model to predict a targeted physical property for the entire image space." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Bvif-dhCaD7U" + }, + "source": [ + "Prepare data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VNnP9jFg0t3S", + "outputId": "6eaeb98c-8209-470b-e461-507b8fae461b" + }, + "outputs": [], + "source": [ + "n, d1, d2 = features_all.shape\n", + "X = features_all.reshape(n, d1*d2)\n", + "y = peaks_all\n", + "X.shape, y.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rOP2WywLefsc" + }, + "source": [ + "Split the data in such a way that we use only a relatively small part of data (to the left of the vertical dashed line in the figure below) to train a DKL model and then use the trained model to make a prediction of the \"unmeasured\" plasmon peak values (the part to the right of the vertical dashed line):" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 385 + }, + "id": "9aey5Pi-eens", + "outputId": "135a6f85-210a-40ce-a317-dc9246bf5515" + }, + "outputs": [], + "source": [ + "split_ = 25\n", + "X_train = X[indices_all[:, 1] < split_]\n", + "y_train = y[indices_all[:, 1] < split_]\n", + "indices_train = indices_all[indices_all[:, 1] < split_]\n", + "\n", + "_, ax = plt.subplots()\n", + "ax.scatter(indices_all[:, 1], indices_all[:, 0], s=50, c=peaks_all)\n", + "ax.vlines(split_, indices_all[:, 0].min(), indices_all[:, 0].max(), linestyle='--', color='w')\n", + "ax.text(split_ // 2, 20, 'Training data', c='w', size=12, rotation=90)\n", + "ax.text((split_ + indices[:, 1].max()) // 2, 15, 'Unknown (unmeasured)', c='w', size=12, rotation=90)\n", + "ax.set_title('Plasmon peak intensities');\n", + "ax.set_aspect('equal')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "m2-UfRVk7ARV" + }, + "source": [ + "Initialize and train a DKL model:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KHvaB6xH0e-b", + "outputId": "1f04aec8-0bfc-45d0-9821-ebc5f1ec35b3" + }, + "outputs": [], + "source": [ + "data_dim = X_train.shape[-1]\n", + "\n", + "key1, key2 = gpax.utils.get_keys()\n", + "\n", + "dkl = gpax.viDKL(data_dim, z_dim=2, kernel='RBF')\n", + "dkl.fit(key1, X_train, y_train, num_steps=100, step_size=0.05)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bF__ldsB8fFM" + }, + "source": [ + "Use the trained model to make a probabilsitic prediction for all the image patches:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "eWcmc-bM0fBN" + }, + "outputs": [], + "source": [ + "mean, var = dkl.predict(key2, X)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7qe-4kVCk7GO" + }, + "source": [ + "Visualize predictive mean and uncertainty:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 357 + }, + "id": "OE_kChBz4_ey", + "outputId": "aa901e9f-31b4-4548-d0fd-3ee55cf8158a" + }, + "outputs": [], + "source": [ + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(6, 5))\n", + "ax1.scatter(indices_all[:, 1], indices_all[:, 0], s=50, c=mean)\n", + "ax1.set_title(\"DKL prediction\")\n", + "ax2.scatter(indices_all[:, 1], indices_all[:, 0], s=50, c=var)\n", + "ax2.set_title(\"DKL uncertainty\")\n", + "ax1.vlines(split_, indices_all[:, 0].min(), indices_all[:, 0].max(), linestyle='--', color='w')\n", + "ax2.vlines(split_, indices_all[:, 0].min(), indices_all[:, 0].max(), linestyle='--', color='w')\n", + "for _ax in fig.axes:\n", + " _ax.set_aspect('equal')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "mKlW9R72lWJs" + }, + "source": [ + "We can also visualize the latent/embedding space:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "56dO8Krs-dj3", + "outputId": "7d493643-5920-47e6-d393-271bd30b2f98" + }, + "outputs": [], + "source": [ + "embeded = dkl.embed(X)\n", + "embeded = embeded / embeded.max()\n", + "\n", + "_, (ax1, ax2) = plt.subplots(1, 2, figsize=(6, 2.5))\n", + "ax1.scatter(indices_all[:, 1], indices_all[:, 0], c=embeded[:, 0], cmap='RdBu')\n", + "ax2.scatter(indices_all[:, 1], indices_all[:, 0], c=embeded[:, 1], cmap='RdBu')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "me2CwL18iUQ8" + }, + "source": [ + "## Active learning\n", + "Now we are going to use DKL to actively learn (local) structures where a particular physical behavior or property (here, plasmon resonance peak) is maximized. Starting with just a few \"measured\" point, we use DKL to obtain predictive mean and variance for our property of interest over the entire parameter space, and then use them to compute the upper confedence bound (UCB) acquisition function for sampling the next measurement point." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WsigxGPWEI5a" + }, + "source": [ + "Prepare the data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JsqZ509dUN3L", + "outputId": "846f000a-5fc7-4d29-a374-5a7a71ccd839" + }, + "outputs": [], + "source": [ + "n, d1, d2 = features_all.shape\n", + "X = features_all.reshape(n, d1*d2)\n", + "y = peaks_all\n", + "X.shape, y.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ht5nyGNsEKZ_" + }, + "source": [ + "Get the initial measurements aka training points. Here ```X_measured``` are the already measured points, that is, the image patches for which there are measured spectra, whose scalarized values are stored in ```y_measured```. The ```X_unmeasured``` are unmeasured points, that is, image patches for which there are yet no measured spectra. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "jrPrmYR65aF8" + }, + "outputs": [], + "source": [ + "# use only 0.02% of grid data points as initial training points\n", + "(\n", + " X_measured, \n", + " X_unmeasured,\n", + " y_measured,\n", + " y_unmeasured,\n", + " indices_measured,\n", + " indices_unmeasured\n", + ") = train_test_split(\n", + " X,\n", + " y,\n", + " indices_all,\n", + " test_size=0.998,\n", + " shuffle=True,\n", + " random_state=1\n", + ")\n", + " \n", + "seed_points = len(X_measured)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "7253PSlRX5vY", + "outputId": "fe4b446b-7337-4aae-a5ae-bda16cade514" + }, + "outputs": [], + "source": [ + "plt.figure(figsize=(3, 3))\n", + "plt.scatter(indices_measured[:, 1], indices_measured[:, 0], s=50, c=y_measured)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gphSs8wZ4LKs" + }, + "source": [ + "Do sample exploration based on the pre-acquired data (i.e., we are running a \"dummy\" experiment):" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_result(indices, obj):\n", + " fig, ax = plt.subplots(1, 1, figsize=(3, 3))\n", + " ax.scatter(indices[:, 1], indices[:, 0], s=32, c=obj, marker='s')\n", + " next_point = indices[obj.argmax()]\n", + " ax.scatter(next_point[1], next_point[0], marker='x', c='k')\n", + " ax.set_title(\"Acquisition function values\")\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "g-MX7N6F4LKs", + "outputId": "0638538c-ee21-4791-b54a-3b9991c519fe", + "scrolled": true + }, + "outputs": [], + "source": [ + "data_dim = X_measured.shape[-1]\n", + "\n", + "exploration_steps = 80 if not SMOKE else 5\n", + "\n", + "key1, key2 = gpax.utils.get_keys()\n", + "\n", + "for e in range(exploration_steps):\n", + " print(\"{}/{}\".format(e+1, exploration_steps))\n", + " \n", + " # update GP posterior\n", + " dkl = gpax.viDKL(data_dim, 2)\n", + "\n", + " # you may decrease step size and increase number of steps\n", + " # (e.g. to 0.005 and 1000) for more stable performance\n", + " dkl.fit(\n", + " key1, X_measured, y_measured, num_steps=100, step_size=0.05\n", + " )\n", + "\n", + " # Compute UCB acquisition function\n", + " obj = gpax.acquisition.UCB(key2, dkl, X_unmeasured, beta=0.25, maximize=True)\n", + "\n", + " # Select next point to \"measure\"\n", + " next_point_idx = obj.argmax()\n", + "\n", + " # Do \"measurement\"\n", + " measured_point = y_unmeasured[next_point_idx]\n", + "\n", + " # Plot current result\n", + " plot_result(indices_unmeasured, obj)\n", + "\n", + " # Update the arrays of measured/unmeasured points\n", + " X_measured = np.append(X_measured, X_unmeasured[next_point_idx][None], 0)\n", + " X_unmeasured = np.delete(X_unmeasured, next_point_idx, 0)\n", + " y_measured = np.append(y_measured, measured_point)\n", + " y_unmeasured = np.delete(y_unmeasured, next_point_idx)\n", + " indices_measured = np.append(indices_measured, indices_unmeasured[next_point_idx][None], 0)\n", + " indices_unmeasured = np.delete(indices_unmeasured, next_point_idx, 0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "bcuGIhxQ4lRK", + "outputId": "0b309abb-6d42-4c9b-b96f-4fac02b223d3" + }, + "outputs": [], + "source": [ + "plt.imshow(img, origin=\"lower\", cmap='gray')\n", + "plt.scatter(\n", + " indices_measured[seed_points:, 1],\n", + " indices_measured[seed_points:, 0],\n", + " c=np.arange(len(indices_measured[seed_points:])),\n", + " s=50,\n", + " cmap=\"Reds\"\n", + ")\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3bOB0EwY6F2N" + }, + "source": [ + "Overlay with a 'ground truth':" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "qFnRsp43nM4F", + "outputId": "58905fa6-e083-4a89-d8fb-6712782b1104" + }, + "outputs": [], + "source": [ + "plt.scatter(indices_all[:, 1], indices_all[:, 0], c=peaks_all, cmap='jet', alpha=0.5)\n", + "plt.scatter(\n", + " indices_measured[seed_points:, 1],\n", + " indices_measured[seed_points:, 0],\n", + " c=np.arange(len(indices_measured[seed_points:])),\n", + " s=50,\n", + " cmap=\"Greens\"\n", + ")\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Jp5I53wknQLn" + }, + "source": [ + "Looks like it did a pretty good job identifying the regions where a physical behavior of interest is maximized." + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [], + "include_colab_link": true, + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}