{ "cells": [ { "cell_type": "markdown", "id": "667eebfe-66e2-4103-a655-e29088be77c9", "metadata": { "id": "667eebfe-66e2-4103-a655-e29088be77c9" }, "source": [ "```{index} single: AMPL; AMPL Python API\n", "```\n", "```{index} single: AMPL MP Library\n", "```\n", "```{index} single: Solvers; Mosek\n", "```\n", "```{index} single: conic optimization\n", "```\n", "```{index} single: application; support vector machines\n", "```\n", "```{index} single: application; binary classification\n", "```\n", "```{index} single: application; counterfeit banknotes\n", "```\n", "# Training Support Vector Machines with Conic Optimization\n" ] }, { "cell_type": "markdown", "id": "8486fa79", "metadata": { "id": "8486fa79" }, "source": [ "In this notebook we come back to the concept of training support vector machines as we did in [the first support vector machine notebook](../05/svm.ipynb)\n", "\n", "The difference is that we shall now be solving the dual problems related to training the SVM's using the conic quadratic optimization by explicitly calling the Mosek solver, which should yield more stable numerical results than general convex optimization.\n", "\n", "The first part of this notebook shall therefore consist of data imports and other things that need no further explanation. Please move directly to the cell entitled \"Conic optimization model\" if you already have the data loaded from there. \n", "\n", "Point of attention: An important difference with the first notebook will be the fact that we will eliminate the 'intercept' $b$ of the SVM to keep our equations simple." ] }, { "cell_type": "code", "execution_count": 1, "id": "9ce6f829-1d9a-4859-86e3-3edcb7fc6b3f", "metadata": { "id": "9ce6f829-1d9a-4859-86e3-3edcb7fc6b3f" }, "outputs": [], "source": [ "# install dependencies and select solver\n", "%pip install -q amplpy numpy pandas scikit-learn matplotlib\n", "\n", "SOLVER_CONIC = \"mosek\" # ipopt, mosek, gurobi, knitro\n", "\n", "from amplpy import AMPL, ampl_notebook\n", "\n", "ampl = ampl_notebook(\n", " modules=[\"coin\", \"mosek\"], # modules to install\n", " license_uuid=\"default\", # license to use\n", ") # instantiate AMPL object and register notebook magics" ] }, { "cell_type": "markdown", "id": "800ac3a5-be34-4600-b07d-b06352bfd923", "metadata": { "id": "800ac3a5-be34-4600-b07d-b06352bfd923" }, "source": [ "## The Data Set \n", "\n", "The following data set contains data from a collection of known genuine and known counterfeit banknote specimens. The data includes four continuous statistical measures obtained from the wavelet transform of banknote images named \"variance\", \"skewness\", \"curtosis\", and \"entropy\", and a binary variable named \"class\" which is 0 if genuine and 1 if counterfeit.\n", "\n", "https://archive.ics.uci.edu/ml/datasets/banknote+authentication" ] }, { "cell_type": "markdown", "id": "c63ce528-f90b-4f31-8181-1d944558547e", "metadata": { "id": "c63ce528-f90b-4f31-8181-1d944558547e" }, "source": [ "### Read data" ] }, { "cell_type": "code", "execution_count": 2, "id": "e39f2162-09b2-422b-a352-1d13ec3b5add", "metadata": { "id": "e39f2162-09b2-422b-a352-1d13ec3b5add" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from sklearn.model_selection import train_test_split\n", "\n", "# read data set\n", "df = pd.read_csv(\n", " \"https://raw.githubusercontent.com/ampl/mo-book.ampl.com/refs/heads/dev/datasets/data_banknote_authentication.txt\",\n", " header=None,\n", ")\n", "df.columns = [\"variance\", \"skewness\", \"curtosis\", \"entropy\", \"class\"]\n", "df.name = \"Banknotes\"" ] }, { "cell_type": "markdown", "id": "9e488e8c-44b9-4e4e-b1c9-ca0b01a46133", "metadata": { "id": "9e488e8c-44b9-4e4e-b1c9-ca0b01a46133" }, "source": [ "### Select features and training sets\n", "\n", "Following customary practices, we divide the data set into a **training set** used to trail the classifier, and a **testing set** that will be used to evaluate the performance of the classifier. In addition, we select two dimensional subset of the features to enable plotting of the results for exposition. Since our definition of a positive outcome corresponds to detecting a genuine banknote, we rescale the \"class\" feature to have values of 1 for genuine banknotes and -1 for counterfeit banknotes. " ] }, { "cell_type": "code", "execution_count": 3, "id": "f75fd9e2-1c0f-44e7-9732-9fac6bc14656", "metadata": { "id": "f75fd9e2-1c0f-44e7-9732-9fac6bc14656" }, "outputs": [], "source": [ "# create training and validation test sets\n", "df_train, df_test = train_test_split(df, test_size=0.2)\n", "\n", "# select training features\n", "features = [\"variance\", \"skewness\"]\n", "\n", "# separate into features and outputs\n", "X_train = df_train[features]\n", "y_train = 1 - 2 * df_train[\"class\"]\n", "\n", "# separate into features and outputs\n", "X_test = df_test[features]\n", "y_test = 1 - 2 * df_test[\"class\"]" ] }, { "cell_type": "markdown", "id": "8937474b-23b8-4c84-8732-c61c6d87bc1f", "metadata": { "id": "8937474b-23b8-4c84-8732-c61c6d87bc1f" }, "source": [ "The following cell presents a simple function to create a scatter plot for a labeled 2D set of features. The function assigns default labels and colors, and passes along other keyword arguments." ] }, { "cell_type": "code", "execution_count": 4, "id": "20d8ffb5-0e4a-4a6d-8389-c2c050f5cbab", "metadata": { "id": "20d8ffb5-0e4a-4a6d-8389-c2c050f5cbab", "outputId": "28cdb125-06ed-4572-8f27-7bddfc928b17" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def scatter_labeled_data(X, y, labels=[\"+1\", \"-1\"], colors=[\"g\", \"r\"], **kwargs):\n", " \"\"\"\n", " Creates a scatter plot for labeled data with default labels and colors.\n", "\n", " Parameters:\n", " X : DataFrame\n", " Feature matrix as a DataFrame.\n", " y : Series\n", " Target vector as a Series.\n", " labels : list, optional\n", " Labels for the positive and negative classes. Default is [\"+1\", \"-1\"].\n", " colors : list, optional\n", " Colors for the positive and negative classes. Default is [\"g\", \"r\"].\n", " **kwargs : dict\n", " Additional keyword arguments for the scatter plot.\n", "\n", " Returns:\n", " None\n", " \"\"\"\n", "\n", " # Prepend keyword arguments for all scatter plots\n", " kw = {\"x\": 0, \"y\": 1, \"kind\": \"scatter\", \"alpha\": 0.4}\n", " kw.update(kwargs)\n", "\n", " # Ignore warnings from matplotlib scatter plot\n", " import warnings\n", "\n", " with warnings.catch_warnings():\n", " warnings.filterwarnings(\"ignore\")\n", " kw[\"ax\"] = X[y > 0].plot(**kw, c=colors[0], label=labels[0])\n", " X[y < 0].plot(**kw, c=colors[1], label=labels[1])\n", "\n", "\n", "# plot training and test sets in two axes\n", "fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n", "scatter_labeled_data(\n", " X_train,\n", " y_train,\n", " labels=[\"genuine\", \"counterfeit\"],\n", " ax=ax[0],\n", " title=\"Training Set\",\n", ")\n", "scatter_labeled_data(\n", " X_test,\n", " y_test,\n", " labels=[\"genuine\", \"counterfeit\"],\n", " ax=ax[1],\n", " title=\"Test Set\",\n", ")\n", "\n", "\n", "def scatter_comparison(X, y, y_pred):\n", " \"\"\"\n", " Creates scatter plots comparing actual and predicted outcomes for both training and test sets.\n", "\n", " Parameters:\n", " X : DataFrame\n", " Feature matrix as a DataFrame.\n", " y : Series\n", " Actual target vector as a Series.\n", " y_pred : Series\n", " Predicted target vector as a Series.\n", "\n", " Returns:\n", " None\n", " \"\"\"\n", "\n", " xmin, ymin = X.min()\n", " xmax, ymax = X.max()\n", " xlim = [xmin - 0.05 * (xmax - xmin), xmax + 0.05 * (xmax - xmin)]\n", " ylim = [ymin - 0.05 * (ymax - ymin), ymax + 0.05 * (ymax - ymin)]\n", "\n", " # Plot training and test sets\n", " labels = [\"genuine\", \"counterfeit\"]\n", " fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n", " scatter_labeled_data(\n", " X, y, labels, [\"g\", \"r\"], ax=ax[0], xlim=xlim, ylim=ylim, title=\"Actual\"\n", " )\n", " scatter_labeled_data(\n", " X,\n", " y_pred,\n", " labels,\n", " [\"c\", \"m\"],\n", " ax=ax[1],\n", " xlim=xlim,\n", " ylim=ylim,\n", " title=\"Prediction\",\n", " )\n", "\n", " # Plot actual positives and actual negatives\n", " fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n", " scatter_labeled_data(\n", " X[y > 0],\n", " y_pred[y > 0],\n", " [\"true positive\", \"false negative\"],\n", " [\"c\", \"m\"],\n", " xlim=xlim,\n", " ylim=ylim,\n", " ax=ax[0],\n", " title=\"Actual Positives\",\n", " )\n", " scatter_labeled_data(\n", " X[y < 0],\n", " y_pred[y < 0],\n", " [\"false positive\", \"true negative\"],\n", " [\"c\", \"m\"],\n", " xlim=xlim,\n", " ylim=ylim,\n", " ax=ax[1],\n", " title=\"Actual Negatives\",\n", " )" ] }, { "cell_type": "markdown", "id": "1fd259a1-b42b-4bed-aa47-a602a68347b3", "metadata": { "id": "1fd259a1-b42b-4bed-aa47-a602a68347b3" }, "source": [ "### Performance metrics\n", "\n", "The accuracy score alone is not always a reliable metric for evaluating the performance of binary classifiers. For instance, when one outcome is significantly more frequent than the other, a classifier that always predicts the more common outcome without regard to the feature vector can achieve a very high accuracy score while being completely wrong on the less common outcome. \n", "\n", "Moreover, in many applications, the consequences of a false positive can differ from those of a false negative. For these reasons, we seek a more comprehensive set of metrics to compare binary classifiers. \n", "- Sensitivity of a classifier measures how many of the actually positive items in the dataset have been labelled as positive. \n", "- Precision, on the other hand, counts how many of the items marked as positive, are actually positive. \n", "\n", "A [detailed discussion on this topic](https://bmcgenomics.biomedcentral.com/articles/10.1186/s12864-019-6413-7) recommends the [Matthews correlation coefficient (MCC)](https://towardsdatascience.com/the-best-classification-metric-youve-never-heard-of-the-matthews-correlation-coefficient-3bf50a2f3e9a) as a reliable performance measure for binary classifiers.\n", "\n", "The code below demonstrates an example of a function that evaluates the performance of a binary classifier and returns the Matthews correlation coefficient as its output." ] }, { "cell_type": "code", "execution_count": 5, "id": "b3b67b1e-60f3-4484-a09f-6b9a29f83d03", "metadata": { "id": "b3b67b1e-60f3-4484-a09f-6b9a29f83d03" }, "outputs": [], "source": [ "def validate(y_true, y_pred, verbose=True):\n", " \"\"\"\n", " This function calculates and displays the sensitivity, precision, and Matthews correlation coefficient\n", " (MCC) for a binary classifier based on its true labels (y_true) and predicted labels (y_pred).\n", "\n", " Args:\n", " y_true (array-like): A list or array containing the true labels of the samples.\n", " y_pred (array-like): A list or array containing the predicted labels of the samples.\n", " verbose (bool, optional): If True, the function prints and displays the calculated metrics and\n", " confusion matrix. Defaults to True.\n", "\n", " Returns:\n", " float: The calculated Matthews correlation coefficient (MCC).\n", " \"\"\"\n", "\n", " # Calculate the elements of the confusion matrix\n", " true_positives = sum((y_true > 0) & (y_pred > 0))\n", " false_negatives = sum((y_true > 0) & (y_pred < 0))\n", " false_positives = sum((y_true < 0) & (y_pred > 0))\n", " true_negatives = sum((y_true < 0) & (y_pred < 0))\n", " total = true_positives + true_negatives + false_positives + false_negatives\n", "\n", " # Calculate the Matthews correlation coefficient (MCC)\n", " mcc_numerator = (true_positives * true_negatives) - (\n", " false_positives * false_negatives\n", " )\n", " mcc_denominator = np.sqrt(\n", " (true_positives + false_positives)\n", " * (true_positives + false_negatives)\n", " * (true_negatives + false_positives)\n", " * (true_negatives + false_negatives)\n", " )\n", " mcc = mcc_numerator / mcc_denominator\n", "\n", " if verbose:\n", " print(f\"Matthews correlation coefficient (MCC) = {mcc:0.3f}\")\n", "\n", " # report sensitivity and precision, and accuracy\n", " sensitivity = true_positives / (true_positives + false_negatives)\n", " precision = true_positives / (true_positives + false_positives)\n", " accuracy = (true_positives + true_negatives) / total\n", "\n", " print(f\"Sensitivity = {100 * sensitivity: 0.1f}%\")\n", " print(f\"Precision = {100 * precision: 0.1f}%\")\n", " print(f\"Accuracy = {100 * accuracy: 0.1f}%\")\n", "\n", " # Display the binary confusion matrix\n", " confusion_matrix = pd.DataFrame(\n", " [\n", " [true_positives, false_negatives],\n", " [false_positives, true_negatives],\n", " ],\n", " index=[\"Actual Positive\", \"Actual Negative\"],\n", " columns=[\"Predicted Positive\", \"Predicted Negative\"],\n", " )\n", " display(confusion_matrix)\n", "\n", " return mcc" ] }, { "cell_type": "code", "execution_count": 6, "id": "02311db9-9ce2-4354-abf4-87fa01482eea", "metadata": { "id": "02311db9-9ce2-4354-abf4-87fa01482eea" }, "outputs": [], "source": [ "def test(svm, X_test, y_test):\n", " y_pred = svm(X_test)\n", " print(svm, \"\\n\")\n", " validate(y_test, y_pred)\n", " scatter_comparison(X_test, y_test, y_pred)" ] }, { "cell_type": "markdown", "id": "fdea7c1d", "metadata": { "id": "fdea7c1d" }, "source": [ "The following cell presents a simple Python implementation of a linear SVM. An instance of LinearSVM is defined with a coefficient vector and a scalar. In this implementation, all data and parameters are provided as Pandas Series or DataFrame objects, and the Pandas .dot() function is used to compute the dot product." ] }, { "cell_type": "code", "execution_count": 7, "id": "d44f8813", "metadata": { "id": "d44f8813" }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "\n", "# Linear Support Vector Machine (SVM) class\n", "class LinearSVM:\n", " # Initialize the Linear SVM with weights and bias\n", " def __init__(self, w, b):\n", " \"\"\"\n", " Args:\n", " w (Pandas Series or dictionary): Weights of the SVM\n", " b (float): Bias of the SVM\n", " \"\"\"\n", " self.w = pd.Series(w)\n", " self.b = float(b)\n", "\n", " # Call method to compute the decision function\n", " def __call__(self, X):\n", " \"\"\"\n", " Args:\n", " X (pandas.DataFrame): Input data\n", "\n", " Returns:\n", " numpy.array: Array of decision function values\n", " \"\"\"\n", " return np.sign(X.dot(self.w) + self.b)\n", "\n", " # Representation method for the Linear SVM class\n", " def __repr__(self):\n", " \"\"\"\n", " Returns:\n", " str: String representation of the Linear SVM\n", " \"\"\"\n", " return f\"LinearSvm(w = {self.w.to_dict()}, b = {self.b})\"" ] }, { "cell_type": "markdown", "id": "9c9aeb14-92e1-4a23-ae1a-f6244de2d867", "metadata": { "id": "9c9aeb14-92e1-4a23-ae1a-f6244de2d867" }, "source": [ "## Conic optimization model\n", "\n", "### Primal formulation\n", "\n", "As already explained in [the first support vector machine notebook](../05/svm.ipynb), the standard formulation of a linear support vector machine uses training sets with $p$-element feature vectors $x_i\\in\\mathbb{R}^p$ along with classification labels for those vectors, $y_i = \\pm 1$. A classifier is defined by two parameters: a weight vector $w\\in\\mathbb{R}^p$ and a bias term $b\\in\\mathbb{R}$\n", "\n", "$$\n", "\\begin{align*}\n", " y^{pred} & = \\text{sgn}(w^\\top x + b)\n", "\\end{align*}\n", "$$\n", "\n", "We train the classifier by developing and solving an optimization model for the values of $w$ and $b$. The presence of parameter $b$, however, unnecessarily complicates the presentation and derivation of the model. To simplify, we introduce an augmented feature vector $\\bar{x} = (1, x) \\in \\mathbb{R}^{p+1}$ and an augmented weight vector $\\bar{w} = (b, w) \\in \\mathbb{R}^{p+1}$ so the classifier can be presented as\n", "\n", "$$\n", "\\begin{align*}\n", "y^{pred} & = \\text{sgn}(\\bar{w}^\\top \\bar{x})\n", "\\end{align*}\n", "$$\n", "\n", "Given a value of $\\bar{w}$, there is a family of hyperplanes in $\\mathbb{R}^{p+1}$ orthogonal to $\\bar{w}$. A **separating hyperplane**, if one exists, separates all data points with $y_i = 1$ from those with $y_i = -1$. The distance between $\\bar{x}_i$ and the separating hyperplane is the length of the projection $\\bar{x}_i$ onto $\\bar{w}$, which is\n", "\n", "$$\\frac{\\bar{w}^\\top \\bar{x}_i}{\\|\\bar{w}\\|}$$\n", "\n", "If a separating hyperplane exists, then we can choose the norm of $\\bar{w}$ so that a hard-margin classifier exists for the training set $(\\bar{x}_i, y_i)$ where\n", "\n", "$$\n", "\\begin{align*}\n", "y_i \\bar{w}^\\top \\bar{x}_i & \\geq 1 & \\forall i \\in 1, 2, \\dots, n\n", "\\end{align*}\n", "$$\n", "\n", "Otherwise, if a separating hyperplane does not exist, we introduce non-negative slack variables $z_i$ to relax the constraints and settle for a soft-margin classifier \n", "\n", "$$\n", "\\begin{align*}\n", "y_i \\bar{w}^\\top \\bar{x}_i & \\geq 1 - z_i& \\forall i \\in 1, 2, \\dots, n\n", "\\end{align*}\n", "$$ \n", "\n", "Given $\\bar{w}$, training data for which $z_i > 1$ are misclassified. The training objective is to minimize the number and distance to misclassified data points. This leads to the optimization problem\n", "\n", "$$\n", "\\begin{align*}\n", "\\min \\quad & \\frac{1}{2} \\|\\bar{w}\\|_2^2 + \\frac{c}{n}\\sum_{i=1}^n z_i \\\\\n", "\\text{s.t.} \\quad & z_i \\geq 1 - y_i \\bar{w}^\\top \\bar{x}_i & \\forall i = 1, 2, \\dots, n \\\\\n", "& z_i \\geq 0 & \\forall i = 1, 2, \\dots, n\n", "\\end{align*}\n", "$$\n", "\n", "where $\\frac{1}{2} \\|\\bar{w}\\|_2^2$ is included to regularize the solution for $\\bar{w}$. Choosing larger values of $c$ will reduce the number and size of misclassifications. The trade-off will be larger weights $\\bar{w}$ and the accompanying risk of over over-fitting the training data. \n", "\n", "To simplify the presentation of the model, we introduce an $n \\times (p+1)$ matrix $F$ constructed from the training data\n", "\n", "$$\n", "\\begin{align}\n", " F & = \\begin{bmatrix} y_1\\bar{x}_1^\\top \\\\ y_2\\bar{x}_2^\\top \\\\ \\vdots \\\\ y_n\\bar{x}_n^\\top \\end{bmatrix}\n", "\\end{align}\n", "$$\n", "\n", "Next we introduce a **[rotated quadratic cone](https://docs.mosek.com/modeling-cookbook/cqo.html#equation-eq-sec-qo-modeling-qset2)** defined as \n", "\n", "$$\\mathcal{Q}^m_r = \\{u\\in\\mathbb{R}^m | 2u_1u_2 \\geq u_3^2 + \\cdots + u_m^2,\\ u_1, u_2 \\geq 0 \\}$$\n", "\n", "and parameter $r$ where \n", "\n", "$$2 r \\geq \\|\\bar{w}\\|_2^2 = \\bar{w}_1^2 + \\bar{w}_2^2 + \\cdots + \\bar{w}_{p+1}^2$$\n", "\n", "With these additional components, the primal problem is now a [conic optimization problem](https://amplmp.readthedocs.io/en/latest/rst/model-guide.html) ready for implementation with AMPL and Mosek conic solver.\n", "\n", "$$\n", "\\begin{align*}\n", " \\min \\quad & r + \\frac{c}{n} 1^\\top z\\\\\n", " \\text{s.t.}\\quad & (r, 1, \\bar{w}) \\in \\mathcal{Q}_r^{3 + p} \\\\\n", " & z + F \\bar{w} \\geq 1 \\\\\n", " & z \\geq 0 & z\\in\\mathbb{R}^n \\\\\n", " & r\\in\\mathbb{R} \\\\\n", "\\end{align*}\n", "$$\n", "\n", "Like for the previous case, the Python implementation is a \"factory\" function that returns a linear SVM." ] }, { "cell_type": "code", "execution_count": 8, "id": "3dbb10c9", "metadata": { "id": "3dbb10c9", "outputId": "9f30d92f-0886-487d-95ee-27c987fb96cc" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting svm_conic_primal.mod\n" ] } ], "source": [ "%%writefile svm_conic_primal.mod\n", "\n", "param p;\n", "param n;\n", "param c;\n", "param F{1..n, 1..p+1};\n", "\n", "# decision variables\n", "var r;\n", "var w{1..p+1};\n", "var z{1..n} >= 0;\n", "\n", "# objective\n", "minimize primal:\n", " r + (c / n) * sum {i in 1..n} z[i];\n", "\n", "# constraints\n", "s.t. qr:\n", " r >= sum {j in 1..p+1} w[j]^2;\n", " \n", "s.t. d{i in 1..n}:\n", " z[i] + sum {j in 1..p+1} F[i, j] * w[j] >= 1;\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "8628442c-5024-470e-97e6-53f633d81427", "metadata": { "id": "8628442c-5024-470e-97e6-53f633d81427", "outputId": "952d0f3b-8a30-457c-d575-66ec66c5a5d1", "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 3.152925656\n", "0 simplex iterations\n", "17 barrier iterations\n", "variance 0.512465\n", "skewness 0.154969\n", "dtype: float64\n", "-0.1264366951975979\n" ] } ], "source": [ "def conicSvmFactory(X, y, c=1):\n", " # create data matrix F\n", " n, p = X.shape\n", " F = np.array(\n", " [y.iloc[i] * np.append(1, X.iloc[i, :].to_numpy()) for i in range(n)]\n", " ) # Appending 1's to features\n", "\n", " # Create AMPL instance and load the model\n", " ampl = AMPL()\n", " ampl.read(\"svm_conic_primal.mod\")\n", "\n", " # load the data\n", " ampl.param[\"p\"] = p\n", " ampl.param[\"n\"] = n\n", " ampl.param[\"c\"] = c\n", " ampl.param[\"F\"] = {(i + 1, j + 1): F[i, j] for i in range(n) for j in range(p + 1)}\n", "\n", " # solve\n", " ampl.solve(solver=SOLVER_CONIC)\n", " assert ampl.solve_result == \"solved\", ampl.solve_result\n", "\n", " # return svm\n", " wd = ampl.get_variable(\"w\")\n", " w = wd.to_dict()\n", "\n", " b = w[1]\n", " w = pd.Series({k: w[j + 2] for j, k in enumerate(X.columns)})\n", "\n", " return LinearSVM(w, b)\n", "\n", "\n", "svm_v2 = conicSvmFactory(X_train, y_train, c=10)\n", "print(svm_v2.w)\n", "print(svm_v2.b)" ] }, { "cell_type": "markdown", "id": "e6b2bd47", "metadata": { "id": "e6b2bd47" }, "source": [ "The following cell with reveal the performance of this standard SVM." ] }, { "cell_type": "code", "execution_count": 10, "id": "d9431b6e-3df9-4e04-b463-c51b497b48b0", "metadata": { "id": "d9431b6e-3df9-4e04-b463-c51b497b48b0", "outputId": "c7df95dc-8107-4f96-9654-523ebbf77faa" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Matthews correlation coefficient (MCC) = 0.745\n", "Sensitivity = 91.9%\n", "Precision = 85.5%\n", "Accuracy = 87.3%\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Predicted Positive Predicted Negative\n", "Actual Positive 136 12\n", "Actual Negative 23 104" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_pred = svm_v2(X_test)\n", "validate(y_test, y_pred)\n", "scatter_comparison(X_test, y_test, y_pred)" ] }, { "cell_type": "markdown", "id": "1b067abf-da81-49bd-ad8a-606b2598a878", "metadata": { "id": "1b067abf-da81-49bd-ad8a-606b2598a878" }, "source": [ "### Dual formulation\n", "\n", "As we already know, the dual of our problem shall be given by\n", "$$\n", "\\begin{align*}\n", "\\min \\quad & \\frac{1}{2} \\sum_{i=1}^n\\sum_{j=1}^n \\alpha_i \\alpha_j y_i y_j ( \\bar{x}_i^\\top \\bar{x}_j ) - \\sum_{i=1}^n \\alpha_i \\\\\n", "\\text{s.t.}\\quad & \\alpha_i \\in \\left[0, \\frac{c}{n}\\right] & i = 1, \\dots, n. \\\\\n", "\\end{align*}\n", "$$\n", "\n", "The symmetric $n \\times n$ **Gram matrix** is defined as\n", "\n", "$$\n", " G = \\begin{bmatrix} \n", " (y_1\\bar{x}_1^\\top)(y_1\\bar{x}_1) & \\dots & (y_1\\bar{x}_1^\\top)(y_n\\bar{x}_n) \\\\ \n", " \\vdots & \\ddots & \\vdots \\\\ \n", " (y_n\\bar{x}_n^\\top)(y_1\\bar{x}_1) & \\dots & (y_n\\bar{x}_n^\\top)(y_n\\bar{x}_n)\n", " \\end{bmatrix}\n", "$$\n", "\n", "where each entry is dot product of two vectors $(y_i\\bar{x}_i), (y_j\\bar{x}_j) \\in \\mathbb{R}^{p+1}$. \n", "\n", "Compared to the primal, the dual formulation appears to have reduced the number of decision variables from $n + p + 1$ to $n$. But this has come with the penalty of introducing a dense matrix with $n^2$ coefficients and potential processing time of order $n^3$. For large training sets where $n\\sim 10^4-10^6$ or even larger, this becomes a prohibitively expensive calculation. In addition, the Gram matrix will be rank deficient for cases $p+1 < n$. \n", "\n", "Reformulating the dual problem as a conic optimization problem eliminates the need to compute and store the full Gram matrix $G$. The reformulation begins by use the $n \\times (p+1)$ matrix $F$ previously introduced in the primal problem:\n", "\n", "$$\n", " F = \\begin{bmatrix} y_1 \\bar{x}_1^\\top \\\\ y_2 \\bar{x}_2^\\top \\\\ \\vdots \\\\ y_n \\bar{x}_n^\\top \\end{bmatrix}\n", "$$\n", "\n", "Then $G = FF^\\top$ and the optimization problem becomes\n", "\n", "$$\n", "\\begin{align*}\n", "\\min\\quad & \\frac{1}{2} \\alpha^\\top F F^\\top \\alpha - 1^\\top \\alpha \\\\\n", "\\text{s.t.}\\quad & 0 \\leq \\alpha \\leq \\frac{c}{n} & \\alpha\\in\\mathbb{R}^n \\\\\n", "\\end{align*}\n", "$$\n", "\n", "We introduce an additional decision variable $r \\geq 0$ to specify rotated quadratic cones. Let $z = F^\\top\\alpha$, then\n", "\n", "$$\\alpha^\\top F F^\\top \\alpha \\leq 2 r \\iff z^\\top z \\leq 2 r \\iff (r, 1, z) \\in Q_r^{3 + p}$$\n", "\n", "The result is a conic optimization problem for the dual coefficients $\\alpha$ and auxiliary variables $r$ and $z$.\n", "\n", "$$\n", "\\begin{align*}\n", "\\min \\quad & r - 1^\\top \\alpha\\\\\n", "\\text{s.t.} \\quad & (r, 1, z) \\in \\mathcal{Q}_r^{3 + p} & r\\in\\mathbb{R} \\\\\n", "& z = F^\\top \\alpha & z\\in\\mathbb{R}^{p+1} \\\\\n", "& 0 \\leq \\alpha \\leq \\frac{c}{n} & \\alpha\\in\\mathbb{R}^n \\\\\n", "\\end{align*}\n", "$$\n", "\n", "The solution to dual formulation provides an alternative expression for the resulting support vector machine. Let ${SV}$ represent the set of **support vectors**, which can be implemented as the set of indices for which $\\alpha_i > 0$. \n", "Then SVM can be expressed as either\n", "\n", "$$\n", "\\begin{align}\n", "y^{pred} & = \\text{sgn}\\left( \\bar{w}^\\top \\bar{x} \\right)\\quad\n", "\\text{where}\\quad \\bar{w} = \\sum_{i\\in\\cal{SV}} \\alpha_i y_i \\bar{x}_i \n", "\\end{align}\n", "$$\n", "\n", "or, more directly, as\n", "\n", "$$\n", "\\begin{align}\n", "y^{pred} & = \\text{sgn}\\left( \\sum_{i\\in\\cal{SV}} \\alpha_i y_i \\bar{x}_i^\\top \\bar{x} \\right)\n", "\\end{align}\n", "$$\n", "\n", "The first formulation of a linear SVM is a computationally efficient, and used in the following AMPLPY implementation. The second formulation, however, provides additional insight into how an SVM works, and is the basis for important generalizations of SVM including the kernelized SVM discussed below. Remember, we no longer need to derive the value of the primal variable $b$ because we eliminated its existence by stacking 1's into the feature vector.\n", "\n", "The following code implements the above SVM dual formulation." ] }, { "cell_type": "markdown", "id": "ff0dbddd-ce06-429e-b090-fffbcd5f2883", "metadata": { "id": "ff0dbddd-ce06-429e-b090-fffbcd5f2883" }, "source": [ "### AMPL implementation" ] }, { "cell_type": "code", "execution_count": 11, "id": "f14b9bf3", "metadata": { "id": "f14b9bf3", "outputId": "7f1ecb8b-5647-42a6-b24f-8643919de7e7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting svm_conic_dual.mod\n" ] } ], "source": [ "%%writefile svm_conic_dual.mod\n", "\n", "param p;\n", "param n;\n", "param c;\n", "param F{1..n, 1..p+1};\n", "\n", "# decision variables\n", "var r;\n", "var a{1..n} >=0 <=c/n;\n", "var z{1..p+1};\n", "\n", "# objective\n", "minimize dual:\n", " r - sum {i in 1..n} a[i];\n", "\n", "# constraints\n", "s.t. d{j in 1..p+1}:\n", " z[j] == sum {i in 1..n} F[i, j] * a[i];\n", "\n", "s.t. q:\n", " r >= sum {j in 1..p+1} z[j]^2;\n", " " ] }, { "cell_type": "code", "execution_count": 12, "id": "7890f895-c88d-4cb6-a1bb-121e42a94469", "metadata": { "id": "7890f895-c88d-4cb6-a1bb-121e42a94469", "outputId": "2008e8ea-e23d-4278-e6f0-e1d854bc7878", "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective -2.879361347\n", "0 simplex iterations\n", "16 barrier iterations\n", "variance 0.306301\n", "skewness 0.091532\n", "dtype: float64 -0.13436884955210832\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def conicDualSVMFactory(X, y, c=1):\n", " n, p = X.shape\n", " F = np.array(\n", " [y.iloc[i] * np.append(1, X.iloc[i, :].to_numpy()) for i in range(n)]\n", " ) # Appending 1's to features\n", "\n", " # Create AMPL instance and load the model\n", " ampl = AMPL()\n", " ampl.read(\"svm_conic_dual.mod\")\n", "\n", " # load the data\n", " ampl.param[\"p\"] = p\n", " ampl.param[\"n\"] = n\n", " ampl.param[\"c\"] = c\n", " ampl.param[\"F\"] = {(i + 1, j + 1): F[i, j] for i in range(n) for j in range(p + 1)}\n", "\n", " # solve\n", " ampl.solve(solver=SOLVER_CONIC)\n", " assert ampl.solve_result == \"solved\", ampl.solve_result\n", "\n", " # return svm\n", " ad = ampl.get_variable(\"a\")\n", " a = ad.to_dict()\n", "\n", " # get the support\n", " S = [i for i in range(n) if (a[i + 1] > 0)]\n", "\n", " # create and return linear SVM\n", " w_bar = sum(a[i + 1] * F[i, :] for i in S)\n", " w = pd.Series({k: w_bar[j + 1] for j, k in enumerate(X.columns)})\n", " b = w_bar[0]\n", "\n", " y_support = pd.Series([1 if a[i + 1] > 0 else -1 for i in range(n)], index=X.index)\n", " scatter_labeled_data(\n", " X,\n", " y_support,\n", " colors=[\"b\", \"y\"],\n", " labels=[\"Support Vector\", \"\"],\n", " title=\"Support Vectors\",\n", " )\n", "\n", " return LinearSVM(w, b)\n", "\n", "\n", "svm_v3 = conicDualSVMFactory(X_train, y_train, c=10)\n", "print(svm_v3.w, svm_v3.b)" ] }, { "cell_type": "markdown", "id": "86ebf1ad", "metadata": { "id": "86ebf1ad" }, "source": [ "The following cell implements the above conic dual formulation and should obtain exactly the same accuracy results." ] }, { "cell_type": "code", "execution_count": 13, "id": "a4b00b2d-3519-4d2d-aac3-6068ac5308cb", "metadata": { "id": "a4b00b2d-3519-4d2d-aac3-6068ac5308cb", "outputId": "483b84e8-f7ad-47da-b9d3-fc32402b88d9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Matthews correlation coefficient (MCC) = 0.729\n", "Sensitivity = 89.9%\n", "Precision = 85.8%\n", "Accuracy = 86.5%\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Predicted Positive Predicted Negative\n", "Actual Positive 133 15\n", "Actual Negative 22 105" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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f7KEJBAKB4Apl//g4fRMTKJJEt8uFIkn0TUywf3x8sYcmECwoQlQJBA1AMB6k/3w/Xd4uOr2duFQXnd5OOj2d9J/vJxgPLvYQBQKBQHCFEdR1+qem6NI0Oh0OXLJMp8NBp6bRPzVFUNcXe4gCwYIhRJVA0ACEEiEiqQh+p3/W4wFXgEgqQigRWqSRCQQCgeBKJaTrRAwD/5w1VAFVJWIYhISoElxBCFElEDQAfqcfr+adJ56C8SBezTtPbAmWJsF4kMHgoHAmBQJBXeBXVbyKMk88BXUdr6LME1uCpUdQ1xmMx4UriQiqEAiqQq0T+QKuANtWbKPvZB+WZRFwBQjGg4xER9izdo9IAVziiJASgUBQDrVO5AuoKtt8PvomJrCmvw/qOiOpFHtaWkQK4BJGBJTMR3zaBYIKWMib3d1X7Qag/3w/Q6EhvJqXPWv3zDwuqB61EMmV7DMdUtLl7aLb300oEaLvZB8Ae6/eW5XxCQSCpcNC3vDubm0FoH9qiqF4HK+isKelZeZxQfWotkiuZH/pgJIuTaPb5SKk6/RNTACwt7294rE1IkJUCQQVsJA3u07Vyd6r97Kzd6foU1UB+cRNLURypfs8GzzLgdMHCDgCdHo7AXCpLizLov98Pzt7d4rPgUAgmMVC3vA6ZZm97e3sbG4WfaoqIJ/AqbZIrnR/Z+NxDkxOElAUOh0OAFwOBxa2uN7Z3HxFfgauvDMWCKrE3EQ+WJib3YArIG6iy6AYcVMLkVzuPtPjPXDqAIcGD9HmbiOYCLKxfSOaohFwBRgKDRFKhMTnQSAQzDA3kQ8W5oY3IMRUWRQjcKotksvdX3qsByYmOBQM0qZpBHWdjV4vmiQRUFWG4nFCun5FfhauzKJHgaAKiES+xqJQn69axNZXss/0eD0OD22eNpJmkjcuvcHx0eMz+xYhJQKBYC4ika+xKNTnq9qx9ZXsLz1Wj6LQ5nCQtCzeiEY5HonM7PtKDigRokogKBORyNc4FCNuaiGSh0JDXAhfQJO1kvaZOd7eQC9rW9ZiWiYyMifGT3B28iwj0RG2rdgmXCqBQDALkcjXOBQjcKotkkO6zngqhWFZxAyj6P1ljrXX5WKty4VpWcjAiViMs/E4I6kU23y+K9KlAiGqBIKySSfyDUeGGQ4PE9fjDIeHxc1uHVKMYKqmSE7oCZ58+0m+feTbvD78Oj85+ROODB8hZaSK2mdajDlku3RnU/smNndsxqE6GIuNEdWjIqREIBBkJZ3IN5xKMZxMEjdNhpPJK/6Gtx4pRjBVUyQnTJPnQyGORCLsn5hg/8QER8JhUqZZcH8hXWdM120xZpps8njY7PXikGXGUimipnnFB5SInyyBoAKu1ES+WkfIV5tMweRSXTOPZ4qbasbWZ66jurbzWl4dfpX+8/0kjSQ9/p6c+0yvozp09hCvD7/O26Nvs7lzMxvbN7K1aysBZ4BYKsYDOx6gN9BbtfkRCARLiys1ka/WEfLVJlMwuabXv8FswVTN2Pr94+McDAbpdjo5k0gQNU2ORCJM6jotmpZzfwnT5PlgkNfDYXTTpFnTWO1yscnrJaCqxAyDB7q76XW5shz1yqH+P3ECQZWppiC40hL5GrVfUrGCqRoieW6pYYurBYfi4I2RNzg6cpQ2d1vOfWaKsc2dmzkyfIQXzr9A0kjaIRfJEHvW7llUQdVoglogaBT0oI4e0lH9KmqgstuzKy2Rr1F7JhUrmKohkjPL9zZ6PDRHIpyJx5lIpTiXSPDrbW0597d/fJyDoRArnU7OTouxV6fFWPO0GFtsQVUPgrqhfsJ+8Ytf8J//83/mpZde4sKFCzz++OPcd999M89blsWf/Mmf8A//8A9MTk5y66238uCDD7J+/frFG7SgbqilILhSEvkauV9SMYKpGiI5XWrY7e8GQFM0tnRtocffw6nJU3xy6yfZ3Ll53nbp6HSn4kSVVTa0bcChOHhz5E3eGHmDVnfrorqgjSqoa424LgkqxUyYjO8fZ6p/CiNioHgVfNt8tO5uRXZWJgiulES+Ru6ZVIxgqoZITpcadrtcaJLElqYm1nk8TKZSjOk6NwcCWQVoOj7dKUls9HjwKAoXEgkSus5QIsEH2tsX1QGtJ0HdUD9pkUiE6667js9+9rN88IMfnPf8X/7lX/Lf/tt/45/+6Z9Ys2YN/9//9/9x11138eabb+K6wi1JQWMLgnpgsSLkq0UpgqkSkZyr1DBhJFjetHxGbM08Pi1WfnLyJ/SdsJ00n9PH8qblXNVyFXeuuZPBqcGcYiyTWrpI4ucnO+K6JKiU8f3jTPRNoHVpuLpd6CGdiT5bELTvrW9BUA8sVoR8tShFMFUikrOVGrplmZAk0aaq89ZSpcXKTyYm6BsbwwJ8isJyp5OVDgfX+3yEUilu9vvzipdaO0j1JKjr91OWhbvvvpu7774763OWZbFv3z7+w3/4D9x7770A/O///b/p6urihz/8Ib/5m7+5kEMV1BmNLgjqgbkOTJpG65dUa1ex1LVZabEyEh4hYSRQJIWp5BRaTCOqR5mMT7Kudd28ec+k1i6S+PnJjbguCSpBD+pM9U+hdWk4Ou0bXYfLARZM9U/RvLO54lLApU6mA5NJo/VMqrWrWOrarLRYGUkkSFgWCjBlmmjToRQx02Sd250z2GIhHKR6E9T1W2haIqdPn+bixYvs3n25NCYQCHDTTTfx/PPP59wukUgQCoVmfQmWHqKnVOWICPni2X3Vbvas3YNpmQyFhjAtM2vpXlqsBBwBoqkoy5qWockaCgrhRBjTNHl77G02dWzKK1oK9eCqFPHzUx7iuiQohB7SMSIGqn/2jZ8aUDEiBnpI9JQqhIiQL57dra3saWnBtCyG4nFMy8q6NistVgKKQtQ0WaZpaJKEYlmEdR3Tsng7FpsJqshGof5b1aDeerItmU/axYsXAejq6pr1eFdX18xz2fjGN77B1772tZqOTbD4FJP+JshPNdPxFoOFDFgottQwLVa8mpekkaTX34tbdTMaHSWcDNMpddLt7+aGZTfkPNZCuEji56c8xHVJUAjVr6J4FfSQbjtU0+hBHcWrzBNbgvlUMx1vMVjIgIViSw3TYsWrKCRNk16XC3cqxWgySdg06QS6HQ5uaGrKeU4L4SAVk564kNT3J20B+MpXvsKXv/zlme9DoRA9PT2LOCJBLWh0QZDJYqavNWKE/GIGLBQqNUyLlZSRwqE4SJp2yp9bdZMyUly37Dr8Tj8d3o6c+1iIssyl9PPTCIjr0pWDGlDxbfPZa6gs+3s9qJMaSdGyp6WhSv8WM32tESPkFzNgoVCpYVqspCwLhyyTtCy6nU7ckkTKsrjO58OvKHRkCJlMFqoks94EdeP8tBZg2bJlAAwPD7N8+fKZx4eHh7n++utzbud0OnE6r9zkqiuJRhQEmdRD+lojRsjXc8BCplhpdjVzJniGcCJMykzR6+8laSazNpLOFNYL5SI1+s/PYiCuS4JiaN1t3/hP9U8RH4qjeBVa9rTMPF7v1EP6WiNGyNdTwMJcMsVKs6pyJpEgbBikLItep5OkZWVtJJ0W1hYsmINUT4K6vj9xJbBmzRqWLVvGgQMHZi5WoVCIX/3qV3z+859f3MEJ6oJGEgTZ3Kh6EgeNEiFfrdK4WrqDaVFyeOgw0VSU8dg4HZ4O1rSsYUf3jlmiJZewvq7rOg6cOVBTF6mRfn7qBXFdEhSD7JRp39tO887mqvWpqhXZ3Kh6EgeNEiFfrfK4WrqDaVFyeGqKqGEwrut0qCprXC52+P2zREs2YW1ZFudTqZo7SPUkqOv/k5dBOBzmxIkTM9+fPn2aV199ldbWVnp7e3nggQf4+te/zvr162eia1esWDGrZ0hDEAxCKAR+PwTETUu1qWdBkOumefuK7Q2ZvrbYjWIrLY1bCHdwrlixsJCQss5ZLmF95+o72bN2z4K4SPX887MYXDHXJarbnFYwHzVQv/Oay43a7vfXVfpasSx2o9hKy+MWwh2cK1YsQIKsc5ZNWJ9PpehU1ZlQjFo7SPUgqOvvk56H/v5+7rjjjpnv0zXnn/rUp/jWt77FH/3RHxGJRPjd3/1dJicn2blzJ319fY3TCySRgP37ob8fIhHwemHbNti9G0QpyBVBrpvmS5FLVVk3czZ4lgtTF1juW05voLfg6wuJolzP10OpIlQesLCQ7mAhsZLPdXtt+DUe2PGAcJEWgSV/XaK2zWkFjUEuN+pSKlWVtTNn43EuJBIsdzrpLeJno5AoyvV8PZQqQuUBCwvpDhYSK/lcN9Oy+Mzy5TnF2FKjoc7u9ttvx7KsnM9LksSf/dmf8Wd/9mcLOKoqsn8/9PVBVxd0d9tuVZ99A8feIm/ghMvVsOS7aX5r7C0USSlbHITiIb75/Dd5duDZGZFz26rb+PLNX8bvmr9tIVFU6Pl6KVWsJGCh3nozFeO69QR6hJhaYJb8dYnKm9MKh6uxyXfT/FYshiJJZYuDkK7zzbNneTYYnBE5twUCfLm3N+u2hURRoefrpVSxkoCFeuvNVMh1k4CeBvojUiWI3271QjBoO1RdXdBp38DhcoFl2Y/v3JlfJAmXq+HJd9M8lZzimvZreOniS2Wtm/nm89/kseOP0eHtoMffw2RikseOPwbAn97xp/NeX0gU5Xt+S9cWDpw+QMARqAsxUm7Awtz3I5aKEdNjOBUno7HRBW92LGLNBYtBJc1phcO1NMh30zwVj3ONx8NLkUhZa2e+efYsj42N0aFp9LhcTOo6j42NAfCnV1017/WFRFG+57c0NXFgcpKAotSFGCk3YGHu+xEzTWKGgVOWGU0mF7zZcb3Fmi8mV86Z1juhkC2GumffUBMIwNCQ/Xw+UVUNl0uwqBS6ab5n/T10eDtKFgdng2d5duBZOrwdLG+yE8jcmhsseHbgWc4Gz84qBSzk0Gzp2pL1+ZSR4juvf4fmt5t58cKLtLnbCCaCbGzfiKZo80oVF2q9VbkBC+n3Yzw6zlhsjDOTZ0gaSZJGknZPO6PR0aqPPd+ciFhzwWKQbk7r6p59Q60GVOJDcduByiGqKnW4BPVBoZvme9rb6XA4ShYHZ+Nxng0G6dA0lk/v1z39/2eDQc7G47NKAQs5NFuamrI+n7IsvjM8TPPYGC9OTdGmaQR1nY1eL5okzStVXKj1VuUGLKTfj/FUirFUijPxOEnTJGlZtGsao8lk1ceeb07qLdZ8MblyzrTe8fttdykUsh2qNMGg/bg/z1+hK3W5BHVBoZvmzqbOssTBhakLRFIRevyz+9w0u5oZDA1yYerCLFFVqMwsvb+5z18MX+TY6DF29u6kzdNG0kjyxqU3ANu9SotDp+LkybefXPD1VqUGLKTfj4f6H2IkOkK7px1Jkjg/dZ7zU+f5+i++ztaurVUZe7Fr0ESsuWChKbc5bSUOl6C+KHTT3OlwlCUOLiQSRAxjXmlYs6oyOL3GKlNUFSozS+9v7vMXEwmOxWLs9PtpczhImiZvRKOA7V6lxaFTlnlydHTB11uVGrCQfj8eOn+ekVSKdk2zr03xOOcTCb4+MMDWpqaqjL3YNWj1FGu+mIjfaPVCIGCX6/X12WIoELDF0sgI7NmTXxRV6nIJ6oZibppLFQfLfcvxal4mE5O2QwWkjBQXIxdxKk6W+5bPen0hxyy9v8znY6kYb4+9TbOrmbUtazEtk6OXjiIjc2L8BAFngGAyyJ61e3jx/It1sd6qGLav2M4jzkeIpCLohs5EfAKH6qDd3U40FSVlpKoy9mLXoIlYc8FCU25z2kocLkH9UcxNc6niYLnTiVdRmNT1GYcqZVlcTCRwKgrL5yxdKOSYpfeX+XzMNHk7FqNZUVjrdmMCRyMRZEniRCxmC0TDYE9LCy+GQnWx3qoYtvv9PDI8TMQw0C2LiVQKhyzTrmlETZOUZVVl7MWuQaunWPPF5Mo743pm9/SNc3+/LYa8XltQ7S7wV+hKXC5BXVHKTXOx5XO9gV5uW3Ubjx1/DNM0SRpJzk+dJ5wKc037Nbw+/Dpd3q4ZR6SQY9Yb6J33/GBokGAiyLYV23Brbja1bwLg5MRJxqJjRPUoe9buYfuK7TzY/2DdhD8UImEk6PZ3c13XdcRSMQ4PHcapOnFrbiZiEzQ5mwA4cPoAW7q2FJWoOJdyAjFErLlgISmnOW25DpegPinlprnY8rlel4vbAgEeGxvDtCySpsn5ZJKwYXCNx8Pr4TBdDseMI1LIMet1ueY9PxiPE9R1tvn9uBWFTR4PACfjccaSSaKmyZ6WFrb7/Tx47lzdhD8UImGadDudXNfURMw0ORwM4pRl3IrCRCpFk6IAcGByki1NTUUlKs6lnECMeog1X0yu3DOvR5xOe/3Tzp2lJfhV4nIJ6pJ8N83lxJV/+WY75vmxY48xHBnGo3m4cfmNM+IIZjsihRyzuc9rssbG9o2s8K0AQFM0tnZtJeAMEEvFeGDHA/QGehkMDlYlGn6hSLt2KTOFS3NhYeFSXcRSMVRZ5dT4KQZDg4zFxsCCO6+6s+RSwEp7aQkEtaac5rTlOlyC+ibfTXM5ceVf7rX/EPXY6CjDqRQeWeZGn29GHMFsR6SQYzb3eU2W2ejxsGJaFGiyzNamJgKqSswweKC7m16Xi8F4vCrR8AtF2rVLWRYuWcaSJFyyTMw0UWWZU7EYg4kEY6kUWBZ3Ts9RKaWAlfbSuhIRs1GPBAKlC6FyXS5Bw1FOXLnf5edLN3+JYCJINBVlTfMaWj32xWc4PDzPESnkmGV7/tDZQ/Sd7EORlMtBFMnQjLsFjZdgl+na+R1+ZFlmNDqKiUmT1sQ7E+8gSzJtnjY8Dk9ZpYCNNieCK5dSm9OW43AJGpdy4sr9qsqXensJGgZRw2CNy0XrtAAaTibnOSKFHLNszx+anKRvYgJlOpQiqOuEpkv+0g5OoyXYZbp2fkVBliRGdR0TaJJl3onHkYE2hwOPopRVCthoc1IPiBlZKpTrcgkaikp6J4USITRFY3PL5lk37/kckUJlZpnPF7serNES7DLPy6N6GI+Os7p5NZPxSWRJxrRM1raspTfQm1WgFqIR50QgKIZyHC5BY1JJ76SQrqNJEpubmnBlOCn5HJFCZWaZzxe7HqzREuwyz8sjSYwbBqunY+ll7Ma7a10uel2urAK1EI04J4uNmJGlRjkul6BhqKRUrNaOSLHrwRYqwa5ake2Z53UpcomXL77M4aHDnJ48TZunjbUta2fWkJVbsidS/QRLmVIdLkHjUUmpWK0dkWLXgy1Ugl21Itszz+tSMsnL4TCHQyFOx2K0ORysdblm1pCVW7InUv1KQ/yWEwgaiEqE0UI5IoXcrVon2JWz5qwY0ue1rm0dO7p3gAUeh2dej69yBGq152SheoAJBAIBVCaMFsoRKeRu1TrBrpw1Z8WQPq91Hg87/H6wLDyKMq/HVzkCtdpzslA9wBaLpXdGAsESplxhlL7J3r5iO1Afjki1E+zS5/j84PMcHDxY08j23kAvd151J30n+xgOD1dNoFY6J7USlAKBQJCPcoVR+iZ7+3RKcT04ItVOsEuf4/PBIAdDoZpGtve6XNzZ0kLfxATDyWTVBGqlc1IrQVlvCFElEDQYpZSK5brJ/vy2z5MwEnXjZFTirGSe41hsjNeHX2elfyUb2zaiKVrNItvrsWSvnBCTNMLdEggElVBKqVium+zPr1xJwjTrxsmoxFnJPMcxXef1cJiVTicb3W40Wa5ZZHs9luyVE2KSppHcrfoenUAgmEcppWKV3GQvBNVwVjLPsc3dhm7qnA2epdnVzNaurUBpa52KFRf11oi33BAT4W4JBIJqUEqpWCU32QtBNZyVzHNsU1V00+RsIkFzNMrWJrvHYbFrnUoRFvXWiLfcEJNGdLeEqBIIGpRCpWKVJAXWmplSvaHnOXi2cKle+vUWFhLSjICZe46xVIxmVzNRPcrA5ADrW9fj1txFrXUqV1zUSyPeckNM6l14CwSCxqJQqVglSYG1ZqZULxTiYDCYV/SlX2sBEswSL3PPMWaaNGsaUdNkIB5nvduNW1EKrnWqRFjUSyPeckNM6l14Z2PxZ1sgENSEemwqmylcxmPjHBk+Qre/O2epnkt1sf/Ufg4PHebNS28yHhun1d3KNR3XsKN7BxvaN8w6R7fmZnXzal4dfpVEKsFkfJJQIlTUWqdqiYvFKqMrJ8Sk2sJblBAKBIJC1GNT2UzxMp5KcSQSodvpZKPHgyZJs0Tfdr+fF0MhDk9N8WY4zLiu06qqXOP1ssPvZ3dr67xzdMsyq10uXo1ESOg6k9O9sgqtdaqWsFjMErpyQkyqLbwX6vyFqBIIlij12FQ2U7i0ulvRTZ0zwTM0u5rZ0rUFmC360g2FJ2OTjERHcCgOLkUvcXryNJOJSSLJyLxz3Ni+kcn4JEOhoRkRVmitUzXExUKX0c0VMOWEmFRLeIsSQoFAUCz12FQ2U7y0ahq6ZXEmkaA5EmHLnFK9p0ZHeSkSYTKVYkTXcUgSl3Sd0/E4k4YBwM7m5nnnuNHrZVLXGUokGE+laNW0vGudqiEsFqOEbq6AKSfEpFrCe6HPX4iqRiEYFE19BSWR6yZ7MDTILd23VOUYpTgTOUv1UlHOTJ5hXeu6WaV6FragCTgCnJk4Q6u7FZ/DRygRIhgPsiqwimOjx9jUsYmDZw/OOsdmdzMf2PABbu6+uaixVUNc1LKMLnOe0+5dOphDlVV2dO/g3g33lhyeUS3hLUoIr0z0oC6a+gpKJtdN9mAiwS0+X1WOUYozMa9UzzBoVlWipsmZeJx1Hg9uWSao6yiyzFuxGAFF4UwsRquq4psWT0FdZ5XLNSN4sp1js6bxgfZ2bvb7C46tGsKi1iV0mfPskuVZwRyqJLHD7+fe9vaSwzOqJbwXuoRQ/BasdxIJ2L8f+vshEgGvF7Ztg927wSn+AizIT+ZN9pnJM1wMX0RC4sjIEQaCA2W7CeU4E3OFi1tzs6p5FUeGjzARn5hXqichzew7aSRpcbTY26luJuOTOBQHkVSEG5bdgFfzZhUSxZ6X3+lHkRQGg4N0+7txa26geHFRq/Vr2ebZsiwuhC8QTUUZjY4STob55dlf8ubIm3xl11dKCs+oRu+yel67J6gNZsJkfP84U/1TGBEDxavg2+ajdXcrsrM+F5AL6ovMm+wzsRgXk0kk4Eg0ysDgYNluQjnOxLxSPUVhlcvFkUiEiVSKyVSKkCQxkkpxY1MTb0YiuGSZpGnSomn2NrLMpGHgkCQihkFI1/MKiWLOy6+qKJLEYDxOt9OJW1GA4oVFLdeuZZtny7K4kEoRNQxGUynCus4vg0HeDIf5yurVJYVnVKN32WKs3ROiqt7Zvx/6+qCrC7q7bbeqz/4LMHur8Bdg4YAtaTIT6h4/9jjhZJjeQC9+p78iN6EcZyKbK7KpfROTsUnOTZ1jLDZGm7ttRhDF9ThezUvKSOFQHMT0GD6Hj5gew6E4SBpJvJqXDm8H69rWlZTCN9f5OXT2EGeDZzk2eoxmZzPr2taxvGk54/HxosRFrdavzZ3nkcgIz5x6Bq/qxZIs/E4/K10ruRS9xNMnn+aajmv46LUfLSk8o9Jo+HpcuyeoLeP7x5nom0Dr0nB1u9BDOhN99l9/2/dW/tdf4YAtfTIT6h6/dIlwKESv04lfVStyE8pxJrK5Ips8HiZ1nXOJBGO6Tpuqsqelhe1+PwPxOCnLwiHLxEwTn6IQM00ckkTSsmYETzkpfGnnxynLvBgKcTYe51gsRrOisM7jYbnDwbiuFyUsarl2be48jySTPDMxgVeWsSQJv6Kw0uXiUirF0xMTXOP18tGurpLCMyqNhl+MtXvit1U9EwzaDlVXF3TafwHG5QLLsh/fubN8ISQcsCuOgeAAvYHeit2Ecp2JXK5Ii6eFX9/w69zcM7tUz6k6Z17f7GrmTPAM4USYlJmi199LKBmaJXiKERK5nJ+R6AjrW9fT5GjinbF36D/fz8b2jXxiyyeKEhe1WL+WbZ6bHE1ISAyGBlnfth6fwy6VaXe3k0glODx0mLvW3VWSiKk0Gr4e1+4Jaoce1Jnqn0Lr0nB02jegDpcDLJjqn6J5Z3PZQkg4YFcmA/E4vU5nxW5Cuc5ELlekRdP49bY2bg4EZgmi9GubVZUziQRhwyBlWfQ6nYQMY57gKUZIzHV+hhIJpgyD65qaaFIU3onF6A+F2Ojx8ImurqKERa3WrmWb5yZFQQIGEwnWezz4pl21dlUlYZocDoW4q62tJBFTaTT8YqzdE7+l6plQyBY8/jk3JYGA/XgoVP6+0w6YotgOmKLY3+/fX9mYBXVJ2k2Ye4MbcAWIpCKEEsV/lirZ1+6rdrNn7R5My2QoNIRpmexZu4d7N95LT6Bn3s18+vWrm1fT6enEtEw6PB2saVlTVqPdtPOjyArd/m5SZoqnTz7NVGKKFf4V3LjiRu7deC+/tubXWBVYxc7enUWVEKYF43BkmOHwMHE9znB4mJHoCNtWbCvLqck2z27VjVt1E01FUSRl5vGYHsPn8mFYRknv5dxzyPYeFLNdtc9dUL/oIR0jYqD6Z9+QqAEVI2Kgh/Sy9512wCRFwtXtQlIkJvomGN8/XumwBXVK2k2Ye4MbUNWZMrqF2Nfu1lb2tLRgWhZD8TimZbGnpYV7Ozrocblm3cynX7va7aZTVTEtiw5VZY3LVXaT3bTzo0gSbZrGxWSSkVSKoK5zo9/PvR0d/FpLC6vcbnY2NxdVPpgWi8OpFMPJJHHTZHh6v9t8vrJdmmzz7JZl3LJM1DRRMl4bM018qophWSW9l3PPY+57UOx2tTj/fAinqp7x+20HKRSyHao0waD9+Fyxlfl8vpK+Wjpggrqkmm5CudHdaRekFFdkrosyt09VKeRyfjRJYzQ6SiwVw625cWtuegO9JZeuVVpGNzf0I9s8uzU3nd5O3hl/h1AihEfzENNjTCWnWNm0klZ366I4Q5Weu6BxUP0qildBD+m2QzWNHtRRvMo8sZVJvrK+Wjpggvqlmm5CudHdaRekWFdkroOSrU9VKcx1fsZTKTRZpl1RZgVl9LpcJZetVVpCly3wI9s8uxWFTk3jnViMkGHgmS6NnDIMVjqdtGraoqQ6Vnr+pSJ+Q9UzgYBdktfXZwueQMAWRCMjsGfPfOFTbElf2gHr7p5/vKEh+3khqpYU1QgkKGdf+QItSj1mpY5HtrU/btWNz+UjnAgT02MlB1RkUkoZXa40v7lzlG2e2zxtvKf3PZycPMm50Dl8Lh8rm1bid/kXzRmqtIRQ0DioARXfNp+9hsqyv9eDOqmRFC17WrIKn2LK+tIOmKvbNe948aG4LcaEqFpyVCOQoJx95Qu0CMxZg5PveNVwO7L1tHJIEiaQNE1ihjGTPliq0Cy1hG7umq6s85NjntscDt7j93MykeBcMolPVVk5vU6uVs5QISotISwV8Ruq2lQ7+GH39F96+/ttweP12oJqd5a/ABcbalGuAyZoaKrpJhS7r3qK2s7l/LS52hiPjhNOhPFonhmBuKtn10wpXbUEYDaRGUvFOB8+T2+gd94cZZvnvev3sqt3F30n+jg8dBjDMmh1t84IscWkGuJXUH2qHfzQutv+K+9U/xTxoTiKV6FlT8vM43MpJtiiEgdM0NhU000odl8LHbWdj7nOTzp9sH9qCrcsI0vSTNnanhY7BXcwHi9JIBQSgHNF5ulYjAldZ5vfn3V+ss3z3tZWdjU30zc2xuFQCMOyaNW0GTG2mFRLABdCsizLqvlRGohQKEQgECAYDOIvRVzUOvihmJK+ffvstVHpkj6A4WEwTXjggdnbPfmkLbg6O+c7YNVIFRTULaX0lqpkX8F4kH2H96HIyky5XSwVYzA4iKZo/PHOP676DXihc3vy7SfpO9lHp6dzxvm5EL5Ap6cTSbIj3J2KE0VSMCyDhJGoaiPb9PG7vF14NA+/GvoVvzz7S/wuP2tb1rKqeRWb2jcxHhvHtEwe2PHAzDiznVc138t6oOzfv0uccuel1sEPxYg1PagzuG8QSZFmyvoAksNJLNOi54GemW1Hnxy1xVenNs8Bq0aqoKC+KaW3VCX7Cuo6+wYHUSRppi9VulTNIUk80NNT9RvwQuf25OgofRMTdGoaAVVlLJXi5akpO0XP6cSrKFzn9YIk8Vo4XPVGtunjt6kqA/E4P5+cJGGadDudvNvvZ5PHw7iuY1rWrPnJdV7VfC/rgWJ/Bzf+mdYLtY4+DwTyO1+llvSV4oAJlhTpm+9yXJhs+8q1fWa5XcpIcWz0GAOTA0T1KPFUnA1tG/jYlo9VLFSg+L5ZuZyfdIR7KBHi+aHnOXj2IF3eLjq8HVndtXLEzNngWQ6cPkDAEaDT28mR4SMMhgZRZAULC8MyOHrpKABXt13NyfGTHB89zsb2jfPmOfP4PYGeiudPsDSpdfS5GijsfJVS1leqAyZYWqRvvtOBBpXcjOdzJtLldsucTo6EwwzE4yQtC1mS8EgSl5LJqgmBYvtmZXN+PrdiBdv9fhKmiV9VOTQ5WdBdK1XMBHWdoXicQ6EQXdMBGW9Fo6iAe7qs77VwGICrPR6G4nF7XZeqzhwjl5jqKbKMcikhRFU1qIfgh1JL+pxOW+zt3Cn6VF1BlNO0t1wyy+0uhi9y9NJR/A4/LsWFZVo8N/QcHd6OisoA0+Li+cHnOTh4sGCZYb61P2lR9cqFV3LGxW9fsZ0Xz79Y0vyl5/zAqQMcGjxEm7uNkcgI56bO0exqJpQIkdATuFQXqqxyavwUlyKXGImMYGHR5m6bVdq3UO+foLGpl+CHUsr6ZKdM+952mnc2iz5VVxjlNO0tl3S53ctTU5xLJPArCs2KwqiuM24YvBwOs87jqegYaXHxfDDIwWnBkq/MMN/an7nCJ1tc/Ha/P+caqGzzlznfFxIJXo9EuNrtZkTXadY0woZhB3BIEm5ZZmBa6A0lEnx7ZATDNGcdA1iw96+eEb+tqkE9BD+UGmqRuZ0QU1cMC7HGKdNF2bZiG0+89QQnxk7g0eyLVFSPcm3ntXR6O0vukZUmUxyOxcZ4ffh1VvpXsrFtI5qiFeyblen8ZO7rQvgCrw+/zrWd19LiakFTtJnXD4WGeOqdp3jp4kt552+ui5We84AzQJunjaSR5PVLr5PQEzO9sSKpCHE9jlt1c2LsBBYW21ZsY13rulnHAOpmjZqgvqmX4Idygi2KccAES4uFWOOU6aJs8nh4anycJkXBPd281wSudrs5FokQLLMxbKZYGdN1Xg+HWel0stHtRpPlgn2zMp2fbMLnWq+XFk1Dk6SZ1w/F4zw1NsZL4XDRLlam67XG7ebtWIxXIhFkYL3bTZumcSYexynLuGSZcV2nPxTCoyh4ZRm/wzHrGEDdrFFbTMRvrWpQL8EPoqRPkIdym/YWSzYX7Lqu63j3indzdOQokiTh0Txc23EtG9s3YlhGybHlaTLFYZu7Dd3UORs8S7Orma1dW4HLQqjQ/jP3taZ5DW+Pvc2rw6/iUBxs6doC2HOnSApvjb1Vkou1qWMTrw+/PrPNZHySo5eO4pAdjCZGuRi+iEt1cW3HtQCcmzpHVI9y08qb2NG9Y5ZAPHT2EEDN3j/B0qKegh9EWZ8gH+U27S2WbC7YSqeT5Q4HCdNkIpXCIctc6/Gwxu3mYiJRUmx5JpnisE1V0U2Ts4kEzdEoW5uagMtCqNAxMveVFj6vRiI4ZJkt0/sK6jqKJPFWLFa0i6XIMgOxGFd7PDOvv8br5XAoxGgqxeT0HPkUxRZUqRSSJNGqaWz2eucd41AoBJZVs/evkbgyzrLWlOsSVRtR0ifIQ7ZIcShefBQimwt24MwBdvXs4j2r3kPKTNHj75mJLR8Pj5ccWw7zxWEsFaPZ1UxUjzIwOcD61vW4NXdRsehng2c5cOoAAWdgRqhc03EN/ef7eWPkDXr8PSSMBCPREW5cdiNvjr6ZtelxLhfr6XeeJpQIcdvq2wDY1L4JgJMTJ5GQCCaCbOncwruWvYvx2Dhvj71Np7eTW3tvnXHJ0sc4N3UOgOW+5VmPX+n7J1halOMQ1QpR1ifIx9xI8TTFio9CZHPBXpiawivLXOv1zrhVbllmOJksObY8zVxxGDNNmjWNqGkyEI+z3u3GrSgFo9GDus5QIsGhYHCWULnG66V/aoo3IhF6XC4SpslIKsWNXi9vRqP4M3pzQYaLNTrKS5HIzPmfjcc5Ho3SpKqsmA5S2+TxkLQsDk5McC6RoEPTuNnvp1nTGEkm2e73cyYWo1XT5h3jXCQClsXyOaFs1Xr/Gokr4ywXgnpyiURJnyAL1WwAPJd8Ltix0WO8a/m7OHj2IKFECEmSyu6RBfPFoVtzs7p5Na8Ov0oilWAyPkkoEcq7/5l1Tqen1zl52piMT7KpfROb2jeRNJIcHTnKqclTLG9azp61e9i+YjsDwYGs85fLxYqn4pyZPMNIZITeQC+aorG1aysBZ4D1Let51/J3cTZ4louRi3g1Lx++5sO8PvJ61mO0uFpmzr/a759gaVJvDpEo6xNko5oNgOeSzwU7Nt3DyinLeGBWbHk5IiBbv6nVLhevRiIkdJ1JXSdkGDmPMavcL5nk9XCYzU1NtKgqmizPCJ+j4TCnYjGWOxzsaWlhu9/PwLlzWedPkeV5LlaPy0VAVTkRjbLZ48GtKGiyTI/Tyfvb21njdjOYSGCYJh5Z5sMdHWz3+3kwxzFaNA0sqybvX6Nx5ZxprakHl6jaPbIES4pqNgCeSyEX7IZlN+DVvFXpkZVNHG5s38hkfJKh0BDjsXFa3a159z+zzskRoM1tr3NKJ+9t7dpKj7+HNncbn9z6Sbr93TNzk2v+crlYnU2dtLpbGQoN4VScl+PRkyH2rNvD3qv3zluD5X3bm/M9Amry/gmWJvXiEFW7T5ZgaVHNBsBzyeeCLXM42NrUxMB0ol0l/bEguzjc6PUyOe08jadStGpazmNkOmpXud28HY1yJBzGIUlsbWqaET5tqsonly2j2+mcmZtc83djUxNvRiKzhI1blrna7ebFcJjBRIJel2vWfO9tb8+aIpjvPQJq8v41GlfOmS4Ui+ES1bpHlmDJUM0GwJkUcsE6vB2sa1uXNXWvVHKJw2Z3Mx/Y8AFu7r457/7numrBRJA3Lr2BjMzJiZMEnAFb9Kzdw+bOzbO2zTV/mS6WZVnE9Bhu1U0oEeKajmvY0rmFY6PHss753Lj0Yt6jar9/gqXNYjlEte6TJVg6VLMBcCb5XLCAqnJ/RwdAVXoq5RKHzZrGB9rbudnvz3mMbI7aZq+XF6ameDMSocfpJGlZM0Jls9c7a/tc87fd72dgugTPUlVihoFbUVjmdLLJMNAkKet8Z4ukL+Y9qvb712iI5r9zaMjmk+lGvl1dtksVCtlNf0UjX0EOatE0Nltj3bSLUu1kukqi4QeDg/zNC39Dt78bl+oiZaQ4PnqcE+MnGIuNsbNnJ3dedWfefWWbvx8e+yEPv/Iw4WQYWZIxLZMmRxO/9a7f4r5N95U854UaKy+lpr9pGvL37wLQqPMy08y3S0P1q+ghndSwaOYryE0tmsbObaw715WpJuVGww/G4/zN0BDdLheu6delLIsj02uotni9LHc6C+4r2/z98NIlHr5wgbBhIAMm0KQo/Nby5dzR0lLyfBdqrLyUmv6mEc1/rxTqoUeWoOHI17S3WObe2NfKBctGvn5ThZjrqmmKxpauLQScAaJ6lAd2PEBvoDfvPnLOn2T39UACyf5P4W1KPUYZ+xIIFpp66ZMlaCzyNe0tlrk39rVywbKRr99UPrI5apok0e1y0epw8MnOTrqn10LlI+v8TXsnEoAkIaW9FMsqa77zbVON96+RuXLPfKlQDz2yBHVJrdyMfC5RuUKnXIoVF3PnIlv5YDAZZM/aPQUFVa79vzb8GjetvAmfwzer/O+14de4Y80dQgQJrijqpU+WoP6olZuRzyUqR+hUQrHiInMu8q1Z2jwdoV4qQV3ntUiEm/x+fNP9uNyyTMgweC0S4Y4rKJlvIRAz2ejUS48sQd1QSWlcMRRqIJxN6CxWuVquudjVuwuonquWGdThUl0zsfGSJIm4c8EVST31yRLUB+WWxhVLoQbC2YTOYpWrZZuL67xe7mxu5rVwuGqOWmZQh0uWcSsKMH1tusLizhcCMZONTr30yCqESCZcMAqJnkoopoEwMCOgXKqrpgKvEIXmolquWrqkcCQyQpOjCbfqLrpXlkCwFKmnPln5EMmEC0ch0VMJxTQQhsuBFC5ZrqnAK0S2uTgQDLKnpYUHenqqJvT8qooiSQzG43Q7nTOi6kqMO18IxGwuBeqpR9ZcRDLhglKM6KlVdPqZyTM8fuxxBoIDMwLKsixGoiOs8K2ousArRLFzUQ0HKb3fZ049gyZp+Fw+2lxt+F1+9q7fmzeJcCkGTggEUH99sjIRyYQLSzGip1bR6WficR4fGWEgkZgRUJZlMaLrrHA4qi7wClHMXPTMOY9ySJgmhyYnORuPcywWo1lRWOfxsNzhYFzXc8adL9WwiYVAzNZSoB56ZOVi//7LyYTd3fb4+uybapFMWH0K9YuqtAwtX3T6cHiY55LP0RvopdvfzUhkhGdOPcPVrVfTuaz6Aq8QtZ6LTPaf2s9IdISrW69mNDpKOBFmPDrO3evuzlpSWOsSTYGgHqiXPlnZGN8/PpNM6Op2oYd021UDkUxYA/KJnmqUoeWLTh9OJHjOMOh1Oul2uRhJJnlmYoKr3W46p9cqVVPgFaLWc5Em7Yat93hoUhTeicXoD4XY6PHwia6ueWWFtS7PvBKoj99uguqwGD2y8iGSCRecQv2iqlGGtiqwiueGnpsV8jAYGsTCojfQO+MKNTma0CSN0egosVRsZp1RLURNNhZiLtL76z/fzwrfCjqXdRJLxYjpMcKJMJIkEdfj84RSLUs0Sx27cMoEtWax+mTlQiQTLjz5RE+1ytBWuVw8FwrNCnoYTCSwgF6nc8YValIUNEliNJWaCW6A6ouaXCzEXMx1w1Y4nVzT1MRgPI4my+xsbp4nlGpZnlnO+BvRLWuckQoaD5FMuODkSrZL94sq98Y501kJJoKEk2GOjx6nq6mLgDPALd23cGTkyCyh4lbd+Fw+womwnYY3LaoWap1RreZiLnMdMbdmr6fyaJ6s4rHcEs1qCiDhlAmuZEQy4cKTqzFuOt2u3BvnTHclqOuEdZ3juk6X00lAUbjF7+dIODxLqLhlGZ+qEk6l7Ga40+JiodYZ1WouMsnmhrllmV6XK6twrKQ8s5oCqNHdMvFbQ1A7RDLholCLflGZzsrq5tW0uls5GzzL1s6t3L/pfgAGggOzXCG35qbN1cZ4dJxwIoxH89RE1ORjIXpnleqIlVqWWAsBVC9OmUCwGIhkwsWhFv2iMt2V1W43rZrG2USCrR4P909XyAxMi4i0K+RWFNpUlfFUirBh4FGUqouaQtS6d1apblg5JYm1EED15JaVg/jNIagdjZJMuMSopDFuNvI5KwPBASC3K+R3+bl73d0z0eK1bAicjWrPRTZKdcRKFWHVFkC1DjMRCOqdRkkmXGqU2xg3F/nclYFEAsjtCvlVlbtbWmaixWvZEDgb1Z6LuZTqhpVTklhtAVTrMJOFoL5HJ2h86jmZcIlTrWS7Yp2VbK7Q3vV72X3VbuJ6fFHX7lRrLnJRiiNWigirhQBayAAPgaBeqedkwqVOsY1xC1Gsu5LNFdrb2sru1lbiprmoa3eqNRfZKMUNK1WE1UIALVSARy2p79EJGp96TiYUFEWxzko+V8ipOpf0jXqpjlixIqwWAmihAjwEgnqmnpMJBcVRrLuSzxVyynLd36iXS6luWCkirBYCaCECPGpN/Y+wBP70T/+Ur33ta7Me27BhA8ePH1+kEQlmqLdkQkHRlFreVmtXqJ4p9tyLFWG1EEALFeAhuIy4NtUv9ZZMKCieUt2VWrpC9Uyx512KCKuFAFqIAI9aU/8jLJHNmzezf//+me/VBngTBIJ6ZyECH67EeO9CIqxWAmgh3k/BbMS1SSCoPrUOfIDGjfcul2JEWK0E0EK8n7VkyX06VFVl2bJliz0MQTUJBkXp4CJTlLMSDNrr5sCO0S/yvRLx3vmphQBaiAAPwWzEtWnpoQd1UTq4yBTjrgR1naF4HCSJbqez6Bv+Ro/3rjW1EEC1DvCoNY0z0iJ55513WLFiBS6Xi5tvvplvfOMb9Pb25nx9IpEgMZ0SAxAKhRZimIJiSCRg/3475CISsUMutm2zQy6c4mZ7McjqrCQS8PTT8L3vwYCdBsjq1fCRj8Dddxd8r0S8d35qKYCu5FLNhaaUa5O4LtU3ZsJkfP84U/1TGBEDxavg2+ajdXcrslPcbC8G2dyVhGny9Ogo37t0iYF4HIDVLhcf6ezk7ra2gsKo0eO9a00tBVCjlmouqZ/+m266iW9961v09fXx4IMPcvr0aXbt2sXU1FTObb7xjW8QCARmvnp6ehZwxIK87N9vx7Eriu18KIr9fUYJjaAO2L8fHn4YTp2C5mb768QJ+7EC79XcdDuX6qLT20mnp9NuNBwPLsgpNAIBV4CeQI8QQQ1IqdcmcV2qb8b3jzPRN4GkSLi6XUiKxETfBOP7xxd7aIIM9o+P8/DFi5yKx2nWNJo1jRPxOA9fuMD+8fzv1dx0O5cs0+lw0KlpM42GBTYBVaXH5WpIEVRtlpSouvvuu/nIRz7C1q1bueuuu3jqqaeYnJzke9/7Xs5tvvKVrxAMBme+BgcHF3DEgpwEg7ZD1dUFnZ128+DOTvurv99+vtj9DA4W/3pBaQSDcOiQ7SR2dUFLi/21bBmEw/ZzeeY+nW43N3Ah4AoQSUUIJWr4F3rx2RAsEKVem8R1qX7RgzpT/VNoXRqOTgeyS8bR6UDr1Jjqn0IPFr7Z1oM68cF4Ua8VlEdQ1zkUDBIxDLo0jRZVpUVVWeZwEDYMDoVCeYVROt1ubuBCQFWJGAahGoqqoK4zGI8L4daALGlZ2dzczNVXX82JEydyvsbpdOIUpWT1Ryhk36h3z46SJhCw1+2EQvnX7IjSwYUhFIKJCZAkW/imcbttUTUxkfe9WpR4b/HZECwyha5N4rpUv+ghHSNi4OqeHSWtBlTiQ3F7jVWO9VWibHDhCOk6E6kUkiThyijzc8syYWAilcob+70Y8d5iDVfjs6TfpXA4zMmTJ1m+fPliD0VQKn6/fbM7dy1BMGg/7i9wsy1KBxcGv992piwLpmvWAYjFwDTt5/K8V+l0u+HIMMPhYeJ6nOHwMCPREbat2FabUjfx2RAsMuLa1LiofhXFq6CHZrsIelBH8Sqo/tw326JscOHwqyotmoZlWcRNc+bxmGliAi2allcYpdPthlMphpNJ4qbJcDLJSCrFNp+vJqVu6TVciiTR7XKhSBJ9ExMFSxUF9cOSElV/+Id/yLPPPsuZM2d47rnnuP/++1EUhY997GOLPTRBqQQCtnswPGx/xeP2/0dG7MfzuVTVKh0UFCYQsBs7e732+zMxYX9dvAhNTfZzBVIAd1+1mz1r92BaJkOhIUzLrF28t/hsCBYBcW1aOqgBFd82H6nhFMnhJGbcJDmcJDWSwrfNl9OlqkbZoKB4AqrKzkAAr6IwnEoxkUoxoetcTCZpUhR2+v0FhdHu1lb2tLRgWhZD8TimZdUs3lus4VoaLKnyv6GhIT72sY8xNjZGR0cHO3fu5PDhw3R0dCz20ATlsHv6prq/3y7583phz57Lj+ei0tJBQWns3g2p1Oz0v3Xr7PS/Qu8VZaTbVRKxLz4bgkVAXJuWFq277Zvqqf4p4kNxFK9Cy56WmcezUUnZoKA8dre2kjLNWel/66bT/4oRRqWk21Xayyq9hqvbNfvzEVBVhuLxvKWKgvphSb1Djz766GIPQVBNnE7Yu9d2O0q5ic4sHcz8BVVs6aCgNJxOuO8+uOEGeOcde443bSpZnBSM967GWijx2RAsAuLatLSQnTLte9tp3tlcdJ+qzLJBh+vyGp1iygYF5eGUZe7r7OQGv593olG8isImr7dkcZIv3rta66AWYw2XoPqId0mw8ORzGrI9FwjMfl0hpyIQsG/qn37aLhvs7LS3GRmxnS7hRFSXbGJnbKz6wQ/ptVBdXbbTFArZ34MtvoshXVba12evAwsExGdDIBAA+Zv5ZntODVz+d6FGwOmywbEnxtAndRydDsyESWokRcueFuFS1YBsgmcslapq8EO1elml13D1TUxgTX8f1HVGUin2tLQIl6pBEO+SYOHI5zRAYReiGKci/ZrXX7dvus+cgdZWuOYa2LULNmywb6LFzXP1KEPsBONBpkaG8CfA39ld+P2YuxYqFgNVtbfr7y9q7dYM5ZaVCgSCJUm+VD4gb2JfsYl+ZsLETJnoYZ3w0TAArtUuOj/SiX+7n/hgvCjHS1A85QieoK4zFI+DJNHtdOYVM3PXQQFYqsqkrnMoFGJnc3NJYihdktg/NcVQPI5XUWq2hktQG8RPr2DhyHfzDYVvzIu5ec98zW232Q7E2bP2mp9jx+wbaRGhXT3mih2wy+osK6vYSegJ/uX404z/v++x7LVT+KM6zcvXsGrvJ3DcdXfu9yO9FmrZMlswnzkDySTIMng8cOlS8aKq3LJSgUCwJEmn8mldGq5uF3pIZ6JvYub5XM+1723Pu2373vZZxwgeCOK9xkvTdU2kRlPo4zpTr04Rfi0sItarTDbB43I4sLBFy1zBkzBNnh4d5XuXLnEyHsewLNa43Xyis5O729qyOluZ66BSlsXxSIQz8ThRwyBummxwufjYsmVFu2KlrOES1Cfi3RLUjswyPch9833okP19vhvzfNvne01vrx2e8LOfwXvfW37ZmCA7abHT1gbj43Z/Krc7Z/DD/lP7Offdv+e2AydxJ0100yQ5cJHxt8+yzMRem5WN9FqoV16x95uOcr90yT7uyy/b4RilMLesVCAQXBFkluoBs1L5AHvNkwXBQ0EkpKzPTfVP0bSlKee2U/1TNO9sRg2o85L/ALQWjcmDk0w8PUHLe1vyCjJB6aQFT5umMZ5K4ZZl3IqSM/hh//g4f3/hAidjMUzANE0uJpOcjcUAuC9LqEzmOqjhZJI3olH8ioJLlrGA56am6HA4SioDhPxruAT1jXjXBNUnW5neqlW2yFq9evZrAwE4d87+99yeLZk35lA4tS3ba2IxGB0Fh8OO+Ha58jopghIIBu25PX3anktNs+d51SpbZM0JfgjGg7z+9iHueX6IQChJrM2P4dQgEiY5fI7Eo4/gvOOO/Ovknnrq8vsYjdq9sNavt11IUdYpEAjykK1Uz7nKiRE0cK3Oksp3Lo6EhHe5d/5zQ3ESFxJFJfplS/4zYyap0RSSQ0JpUuyI9SyCTFA6QV1nNJnkdDxO/9QUmizjkCRWuVy0adq84IegrnMoGORcIkHSsvCrKg5VZcowOJdI8MjwMHdkWdeUXgf1xNgY70SjeBQFy7KImiabvV66HI6srphg6SLeZUH1yVam99xztuBpbZ2futbSYv+7UCJbMaltc18Ti8HUFPh8toOSRkRol0+maD5yxC7HkyRYs8YWOf390NEBn/vcrLkNJUKoF4dpHwkTb/YSd2sYlgFNbiKpJNbp0/Z7kt5mbiDJDTfYn6doFCYnbQG3eTNcdZXdF0u8lwKBIA/ZSvWmnptCj+ioreq8VD6tRUNCypnY51zuLCrRL1vynxEz0Kd0NJ+G7L5cHiYi1ssnM5jiSDjM65EIErDG7cbELvvr0DQ+t2LFLJETmu5fNTUdZqFJErpl4ZYkkrLM6XicoURiJjwiszRvd2srl1IpjobDyJKER5bZ7PWyyePBABGHfoUh3mVBdcm3xubYMXt9U7bUNSicyFZMatvc14TD9nqqtrbZokpEaJdPWjQHArbA6e62HauJCWhutufZ74ft22dt5nf6catuUmaKqcQUo0xiWCamZdKuy0gOyX5hrkCS7dth61b7/WxqulxqODws3ssaEIwHi+sbJhA0ANlK8NLOkH5MJ3E2ARYz5XrpVD6w11Rle87V68K3zZfz+cyUwLmvM8IGpEBtU1Hcyqxxioj18kgHUwQUhahl0e10Mjrd+LdZVXHLMn5FYfuca4VfVfEoCinLYkrXmQQMy8IEFEACkobBk6OjWaPT7+/o4K1oFH36mG7Ffj/Hk0kRh14DKu0JVkvqazSC+qaYpqv5mqsuW2bfFA8M5E5dy5fIVkxqW7bX3H23Lb6Gh0WEdqVkimZVtZ2pjg7bCUwm4aab7OCI0VFbHGUQcAVYt+U2TgUep/3CBK5mL0mHDPEE7rDFpU1euru7Zzud7e32e/XEE/ZO0qLZ6bSPMzws3ssqk9AT7D+1n/7z/URSEbyal20rtrH7qt04VRHsIqg/CsWZQ/7mu45lDpq2NhEfiOds5pur0W+xjYCzvu7uFvQRneRwMqcgExRHZjCFKkmYlkWHpuFTVZKmyU1+Px5FYTSZJGGas7YNqCq3NTfzw0uXmDAMPIqCbFkkLQsL8Mgy78TjHAwG6dI02h0ORpJJnhgbA+wkwZ2BAH0TE4QMA0mSRBx6DahWT7BaIt5pQWFKabqar7lqIAD3329/n02cFUpkKya1LdtrXK7L4y8lQrsYEVnN7RqBzGCKWMwu+4vHbccoHrfnOpHI6Ry9a8Pt/J9b17HjJ0fxxFK4EzIu1YvV4eHgu7u4Jx4k0N9v7394+HLKXzIJ3/kO/MVf2DsSceg1Y/+p/fSd7KPL20W3v5tQIkTfSTvYZe/VIthFUD8UG2cO+ZvvqgGVjvvtIIJs4ixfo99iGwFne53skmfGn0+QzaUYEVnN7RqBkK4znkrRqmmogEOSiJsmbkUhbhi4ZJmEaeZ0jm5vbmat283RSATdNJElCa+i4JEk2jSNV6amaFNVhpNJzsTjJE2TpGXxHV1nu98v4tAXgGr1BKslS+unSlAbSulDVGxz1Vxio5hEtnJeU0qEdikishrbNRJOpy1m0sEUExO2uGpvtwVVOGy/3zmco4SRYPS2bZxvX8vKI6fxRlLEmn2cvbaXIxubuG30AoFIxN7H229fTvmbmrLLRw8cgE9/WsSh14hgPEj/+X66vF10eu3yXZfqIpaKceDUAbZ0baE30LvIoxQIbIqNM4fsJXi5SvWykdnot5znc72uGEGWphQRWY3tGoWEafJ8KMSRSATdsmhWVSzLYtIwCJsmDkkibBgEDSOnc5QwTbb5/ax1uTidSJAyTXyKwiqXCxOYSKWwgLfjcfyKQoumMWUYHIvFeGp0lE+vWCHi0GtI1p5gimL3BAsG6yYMZPFHIKhvSuxDBNRvc9ViI7TLaGZb0XbFUg8O2Isv2gInErGFVFsbnDoF58/DtdfaQivPe+13+nF5A7y1o5XwTdfjCMdINrkZIoTLMvG2LwdFgXfesc/T57M3VBR7vdZbb112PetETC2ltUehRIhIKkK33y7fTRkpjo0e4+TEScaiYyDBnWvuFKWAgkUn3xqpXOl5xZbqLTTFCrJSRGQ1tiuWxXbA9o+PczAYpNvp5EwiQdQ0SZgm6rSY6nY40CQpr3PkV1UCikKrx8P1fj8xw8A9HZceNU3ipslrU1P4VRXf9JopBWhWFN6KxQhOh1HUUxx6Pa89KpVZPcFMk2PRKAPxuP3eGAYbPB4+1tW16GWAjT3LgtqTb41UrvS8Rm6umikifT47iMHnKxzBXo74LJZ6ccDS53jjjTA2Zpfm6TqsWGELrH//7+0kvjznGXAF2LZiG30n+7A8FoH2AMF4kJHoCHvW7iHQ1QsbNsBPfmKXFKZSlxMc168Hw6iblL+luPbI7/Tj1byEEiFcqotjo8c4eukoMjJt7jY8qkeUAgrqgnxrpHKl5xVbqlePZIpIxadgRA0Un1Iwgr0c8Vks9eCAZToYGz0emqcb8Cam1zZ9fvlydjY30+Fw5BUW6Xj0vokJrOnvM9dFXUqleHZiArcsk5IkYqbJlGGw3uPBsKy6SvhrhLVHpZLZE+xiMsnRSORyTzDL4rlQiA5NW/QywPr4BAjql3xrpAolrtWRm1A0oZB9buEwXLhgr+VxOOweWk1NuW/oyxGfxVJrB6xYMs9xxQq72W4sBrJsB1O0txd1jruvsl2s/vP9DIWG8Gpe9qzdM/M499wDP/2pHZOu65ej09va7GPVScrfUlx7lCl6Y6kYJydOIiNjYrKudR29zb0Mh4fpP9/Pzt6dDe/MCRqXfGukCqXnFesM1RN6SEcP6phhk8SFBFbSQnJIOJc7kZvknBHs5YjPYqm1A1YMmQ6GJklsaWpincfDZCrFmK5zZ2srPS5X4R1B3nVRQV3np+PjXEwm0bHXbG32emnTNGSoq4S/Rlh7VCqZPcFOTPcEQ5KIGgbXer101klPsPr5FAjqk2LXSOWikpK1xSh38/vtm/lTp2wR09xsBzAcOWK7MLlu6CsRn/mopQNWKnPPMU+keb6SOKfqZO/Ve9nZuzP7azo74ROfsBP//H47XTCZnPnMBZ0QCg4uaLnd3PPJtfbIsqyGFxxpcXvg1AHGomO0udtY17qOje0bAVt4DYWGCCVCDXuOgsan2DVSuWi0sAfVr5K8mCR+Km67Vc0KZtwkfCSM6ypXThFZifjMRy0dsFLIdDBc02tt3LJMSJJoU9V5YidfSZxTlnOui+p0OPhEVxdPjI3hVxQ6NI2kZc1K+FuMcru5x8y29sjlcGBBXYiOStjd2sqlZJKj4TAS4FEUrvV42Oj1YlhWXfQEa8yZFSws5ayRqqRkrZhtaym4JMkWLel/g/19+t/ZmCs+nU5bBIRCcO+95Y+xlg5YqRQhsEspiQu4ArlvyjM/c2Nj4PWSfO+dHFiV4oXD+xas3C7X+Wxo2zBr7VHmOTW64EiL3i1dW0ACj+qht/lyOEUwHsSrefE768MxFFy5lLNGqtZhDzUVXRJggYSEJElISGBNP56DTPFpxk0kTcJKWRhBo6Lo9lo6YKVQqGwvfYNdSklcrnVRmU7WWCo142Ttam7O2cOqVuV2uc5ng8cz49zNPad6EB2V4JRl7u/s5K14nJRp0uNy4Z6e3/Hp92OxHcPGnFnBwlLOGqlKStbybbt7d23XF4VC9nGbmuzwhYkJu/zs+usvuzS5zn33bnsN0Pe/b683Ali1yn4skcg+vkLisFYOWLkUENhzS+JGIiN8/83vE0lG+Oi1Hy3+OFk+c88MHyq73K7cMIlcJX5pgZVee5R5nKUiOHoDvdy55k76TvYxHB6ecehm1r81qGgULB3KWSNVq7CHWq8v0kM6zi4nSpNC8nyS1EQK2SHjvd6L6lXzipjmXc2EXgwRfDY4M7bAbQGadzXnPl4BcVgrB6wciokzzyyJa9M0RlOpWX2miiGXk/Xk6GhZ5XaVOFu5Svwi07Hxmc5d+lj1IDoqJaCq7PT77Z5guo6UQ0QvFo09u4KFpdg1UpWUrBXaNhKBgwdrt74oLW5aW+Gaa+w1Q263fRzTzC9inE47/c7rhVtusdcYpVJ2DLimzR5fsU5epeWX1SaPwM4siWtxtXBs9BgDkwNMxCZ4cPJBkODeDfeW5ipNf+bKLbcrxTkrpcTv2KVjbGrfxMHBg1iWtWQFR8H1bwJBHVDsGqlyS9aK2W7y0GRN1xepfhUloKC2qjRd04QRM1DctqixTCuviJk8OIkxZhC4NXDZqRozmDw4OW9sxYrDSssvq0m+sj24HGbRpqpcTCYZiMdJWhYp0+SR6T5TnRkCpBCZTlY55XaluGbZhFe+Yx6LRNjk8XAwFMrr3DUy9dwTrPFnV1B/VFKylm/bkyfh8OHari+qRMSkBWFv7+XxQfbxleLk1WNEfRaBnRnHnU6N8zv8dDV1MRIZ4el3nsareXO6SvncpLlR3zPDKFBuV0yYRM4Sv/b8JX43rLgBr8NbNcFRj9HsBde/CQQNRLkla4W2iw/Fa76+qFwRk00QAiSHk1nHVoqTV28R9bnK9tJhFpOGwTvRKH5FoVlRCEsSx6NRnhob49PLl+fcbz5HKTMoY+5YcpXbFRMkkU94FTrmDT4fXkWpiuiox1j2QiJ6MamPUQiWFpWUrOXbVlHsNLi521d7fVG5IqZYMVmqk1eo/DIYtPcP9rEXKXExHcc9EhlhYHIAv8OPz+ljKjFFs6uZlb6VWV2lYtykuVHfafKV2xXrbuUs8UvmL/Hr8HSw7up1FQuORohmz7v+TSBoEMotWSu0nYS0IOuLyhExpQjJUp28fOWX6fLB9JqvxYyv96sqiiRxYlpQ+aZvwFXLIqCqs/pMZVKMo5QtKANyl9sV62zlE147m5vzHrPD4WCdx1OR6GiEWPZ66gmWpr5GI1gaVOL25Nt21y44diy/WKtGgEW5fbaKFZPlOnlz3aFEAp5+ev4arr174aab7NS8BRRY6Tju77/5fSZiE3Q1dTGVmCKUDHFtx7V0NnVmdZWKcZNm9bcqstyuGHcLyF3iN3qMTR2bOHg2f4lfpYJjKUazCwT1SLluT6HtnN3OgmKtGgEW5awhK0VIluvkZZZfzpQPHp4i/GYYfVxHbVXxXuPFu8WL7wYfjg7HggqsgKqywe3mJxMTuBUF3bKImSYhw+BqtxvDNMt2lIoNykhTjLMFFBRexRyzEtGxFGPZFwIhqgS1oZKStXzber3ZBdedd8KhQ9UNsCi1z1axYrJa4RP798PDD9v7b2+313y99JL9de21sHXrgjcJ3n3VbiLJCA9OPshIZIRmVzPXdlzLxvaNjMfG57lKpayVKnV9TzHuVlp4tbnbGI+N41bduDX35RK/ZTfg1apX4jeXpRzNLhDUI+WWrOXbTnbKOUVX8532eqtqBliU0merFCFZjfCJdPlgajKFPqIjOSRSwymCY0EmfjqBo9tB09amBW8SfE97O89MTHAhmUQ3TRyyzLUeD605+kyVslaqlDU+xThbmcIrZhjETBO3LM8SXrVcV7SUY9lrjZgVQW0o1+0ptG0uwZVK1UeD3GLEZKb4isftEItUyhZVxYZPBIO2iIxEYNky8Png3Dm7n5Mk2c+n5wQWbA6cqtNO+ZPg6XeeZqVvJZ1NnYzHxrO6SkWvlQoGcYZC7O3aWXS5XTHuVkJPMBQaov98P5qs4VAcrGpeRZu7zS7x83awrq3yEr9clLtWTCAQlEc5bk8x2+USXWbKZLJvclEb5BYrJCuNX0+XDyoBhdiZGGqriuJTiL4TJTWUwrXKhRk1sVLWgs9Bp8PBxzP6THU6HCRMsyJHKbM31c7m5qLK7Yp1tpyyzAuhEEFdJ2lZOCSJgKqyxuXCr6o1XVdUzjoxgY2YFUFtKdXtKbRtNsEFsG9ffTTILVZM7toFL74Izz572Vm77Tb78WIIhey4d0my0wlTqZl+Tui6/X1Tkz2ehZ4D7JS/Yhyegm4STnjyyVkOZGDbNgJFum+F3K0Xz7/IVGKKSCpCu7sd0zLpP99Ph7eDz934uaqV+OWinLViAoGgckpxe4rZLpvoAhjcN7joDXJLEZLlxK+nSZcPKl4FM2mitWi2KAsboIISUDATJkqTguyUF3QOYLajNJpMVuQoOWW57N5UhVymgKqiAEciETo0jWZVZVLXGYhEWOdyzRI0tVhXVOo6McFlxMwIGpNMwTU4WD8NcrONLxsHD9oi6NZbLztVY2P243NdpWxBFH4/tLTYwjEWs0M8DONyg2K32/7yeBZlDopNjSvoJh16sSIHMt840qV3Ny6/kbHYGGcmz5A0krhVN36Hn+0rtld1TrJRzloxgUBQv2SKrvhgvC4a5GYbWy6KjV/PGkQxXT5opSxkh4wZM0EBK2Ehu2Qs3X5ccSvgYcHnoBR3p5Cj9GIoVPaao2Ii4A1J4jqvl0ldJ6zreGSZ67xeDEnKGqpRTUpdJya4jJgZQeNTbw1yC5Et/Q9geJj44UOMblmNr7ObgOSygyi+9z0YGLBfs3o1fOQjcPfdtvv0xhtw8aItmJJJW2C1tMD69baoGh4ufw6qEPpRjMOT001q2w7/+F9tR8rns9/bMh3IbOPILL1b4V/ButZ1xPQYMjKjsVESRqKscy4V0QtKIFia1FOD3GLIF78ePBTEvdqN1qERejFE6HCIyJuRmSCKpmua8O3w0XRdE5MHJlGbVRJnEiBjiyyPjBWzcF/rRnbLJIeTZc1BNSK+i3V3cjlK2/1+/uvQEE5JwqequGS5rDVH+SLgE4bBdr8fC4gZBm5FQYIFK7+r515Q9Ux9/UQLBOVQbw1yC5El/S9lpHgrMUTwxBv8/OAE+srl3P2WxY0/egFlbBza2uwXnjhhh1Nomr1OK5W6nP6nqraA2rIF1qyxBVW+OcglmoptTFwlsrpJkgv+7/+FX/zCFlJvvWULyo0bq+ZAzi29c2t2SMVweHhBS+9ELyiBYGlSTw1yiyFb+p+ZMkkMJggfDaNP6OhTOkbIQGlS0C/pSJqEPqIT88TQJ3UCdwZo2dPC1OEpjKiBPq6jrdQgBY5uB+41bpLDyZxzkEs0LUbEdzZHySXL/N+LF/nFxAQuWeataJTVLhcbvd6qrTnKLL/rdDhwT5/f8HTJ4kKU39VzL6h6RsyQYGmQLSBi1y7YsMEWD/UkrLI4a8dGjzNw9lV8bi9ty9YwFZ1i4sDTjI/pdHSttp0asIVTKGSHVOzcCffdB3fcYZ9zMgnvvGPHzl+8mDtxsZBoKqUxcRWZ5SY9+SQ895w9HpcLZNl25cB296rgQNay9K6cRr6iF5RAsPTIFhLh3+XHs8GDHlzY8r9CZHPWoseihI+EkT0yjuUOom9HMaYMkMCx3IHqUzGmDPRJHdcqF5HXIvQ80DOzfgsLzKRJ+OUwkWMREhcTWYMyCommxYz4znSUnhwd5bmpKZyyjEtRkCWJN6JRwA7DqIboqVX5XTkuXz32gqpnxEwJlgaZARGXLsHLL9vior+/5k5Lycxx1qJeJ6On36ArIjG26xrk5hZWXLRoi8uEklP4NQUn2KLJsuzo9ImJy05N5vqtd72rcNlePtG0c2dpjYlrQbo8srcXHA44etQWlR6PLazWr4d7763KOKpdetcIjXwFAsHCkRkSkbyUnBEXU/1TVYlXryZznTXJIRF5MwIWeDd7kZ0ykiahNCkkziZwrJwuEVRAn9SxDAszaaKHdFw9rlmC0bPOk7dXV6Fmt/UQ8Z2OGu91OnFIEkcjEXyKgkeWeSMSYb1lcW9bW1XGUs3yu0Zo5LtUEKJKsLQIBGwX5+DBxY9Xz0EwHiS0fQOtyQjeI8fQz5xC15NcuGUrl27aBECyyY3VEsA8O4IxFYLRcRgfh2jUTvfr7MwtEPOFZGRbz5UpmlavXvzQj8zyyJYW+7GBATt+PpmEW24prt9ZEVS79K6RGvmW46YJBILyUAMqk4cmCR4MLmq8ej70oI5ngwczYhI5FiF+Oo6ZMPFe78W70TsTNGFZFhaWXQo4YZC8mMRMmYR+GcLR7cgpEHMFZRTqi7Ta5aqLiO/MqPGW6eMNxOPETZOkaXKL31+1NUfVLL9rtEa+1Vg3t1g01mgFgkIUEg2lOi1VCGtIM8/FaPGy4/2buNH767x84nvofi+dDg2AVJObdzYu44a3B3GcHoBkynZtUin7fOJxO5K9VJGYZT0XcFk0weKHfmSWR3Z22k2M16+3Ux41De6/v+qOYzVK7xqlka9w0wSChSdbCEQl8er5XJ9SMRMm4/vHZzUo9mzy0PbrbYx+bxTZaztUkibhWu1i6gXbZUudS2FMGUiKhNapYSZMjCmD0IuhkkRiob5ISFJdRHzPXeu0tamJ9W43g4kEmiRxf0dH1Z2fSsvvGqmR71Jw1MoaZSwWIzpdQwowMDDAvn37+OlPf1q1gQkEZZEWDXNv/gMB+/FQqLj9JBL2up59++Bv/sb+/5NP2o+XSdrFUGSFbn83iqzw45GD/Eo+z5ardzIcGWY4PExcjzMcHubFzX6iH/wAqtNll/wZht3o98474YYbbJEYDJY2iEzBkklaNHV326WJw8P2Vzx+OfBi27aFWZuWLo/MHEMoZM/9AvfbKoV0muDcgIuAK0AkFSGUKPKzN00wHmQwOEgwXuJ7XIBsn8O+k33sP7W/qsdZaMR1SVDPpEMg5qbdqQEVI2LY64+KwEyYjD45yuC+QYb+ZojBfYOMPjmKmTDLHtv4/nEm+iaQFAlXtwtJkQgdDJE8n8S/009qOEVyOIkZN9FaNbRODdc6WwBJmoTapuLodOB7tw/fDT6m+qfQg8WdD8wWK5mkRVO308k2n4/hVIrhZJK4aTKcTDKSSrHN51swUZBe65Q5jpBhkLAsdgYCdSNOMkkL1rnCM6CqRAxj3pwXIqjrDMbjBEvcrhjSjpoiSXS7XCiSRN/EBPvHx6t+rFpR1ifg3nvv5YMf/CCf+9znmJyc5KabbkLTNEZHR/nmN7/J5z//+WqPUyAojmrFq1c5rKGQi/H5bfbPTObant0b97J5ywYYTNqNfB0OuxzO7baFRjnleMUkJWYL/cgWeFFL6mEMJVKtRr61dJIaxU0rB3FdEtQz1YpXTwugapUQFnLQVn5+JTA7aGPF51bgXOHk/N+dx7HcLvdT3AqyW8aMmyX3nyommKFeIr7rZRzFUq1GvrV2kRrJUctHWSN8+eWX+a//9b8C8IMf/ICuri5eeeUV/vmf/5mvfvWr4uIlWDyqEa9e7RJCZvdEmjVcV4Ch0BAJI5F9bU8waMepK8rsnlaVlOMVEiyZoR9VKn2cRTEllbUeQw2oVppgLddlFfochhKhhhVV4rokqGeqEa9e7RJCyB6jnh5vfMheU5UO2sgsN9SDOo7lDrv0r1WbNcZy+k8VEiu1jvgudh1Po0WNVytJsNbrsgqVgC7UurlKKWuE0WgU33TE809/+lM++MEPIssyO3bsYCDdpFQgWCwqdTkKrTsqI6yhWBdj3tqeWvTgKlaw5Au8KIdEAp54Ag4ftksZW1sLpzJWeww1Jl+aYDHBELV2kqrlptUj4rokqHeyxavPjRbPRyEBVIo7NLNtkQ7a3JCJavfgKlasVDviO2GaPHHpEodDIQzLolXTinJgGilqPJ9gLUZMLoSLVC1HbbEpa5Tr1q3jhz/8Iffffz8/+clP+NKXvgTAyMgI/oVYyC4Q5KNSl6OYEsICbsvcG+iKXIxalcItpGBJJOAb34Cnn7bLGJuabAdueNh+vg5SGatBtjRBl+oqupxvrpMUS8WI6TGcipPR2GjFTlIte3MtNuK6JKh3MuPVywmZKEYA5QuwyPZcJeKoUpGYjYUUKwnT5BtnzvD0xAQOSaJJVWnTdYZTKaA+k/HKIVcT42LL+ea6SDHTJGYYOGWZ0WSyKi5SrXpzLTRljfKrX/0qH//4x/nSl77EnXfeyc033wzYfx1817veVdUBCgRlU65oyOcO3XmnHdmeo3FuvvUwZfdEqtNSuJIiuZ94whZUTU3Q3m6vCTt3zn6uCv2v6i0ePNNxfPLtJ4su50s7SePRccZiY5yZPEPSSJI0kqzwrcCpVJ7OV+3eXPWCuC4JGoVc0eLFbJdLADXf2czkoclZCX7pHljAvHS/zP5Y5YqjSkVirSi2lO+J0VGenpigSVFoV1Xipsm56TCqajkw9RQPPreJcbHlfGkXaTyVYiyV4kw8TtI0SVoWKxyOqiXzNdp6tWxIlmVZ5Wx48eJFLly4wHXXXYc8PaEvvPACfr+fjRs3VnWQC0koFCIQCBAMBsVfN69kEgk7rGKueEql4MABe72V32+LnOFh2LOH4J07efzY4zw39By9gV78Tj+hRIjhyDB71u6ZuYGuNwFQKiUHKQSD8LWv2RHwK1dC+sISCtnzefXV8Id/CD09tR/LAhOMB9l3eB+KrMyU8wEMh4cxLZMHdjww7zPw5NtP8lD/Q4xER2j3tIMFY7ExOrwdfO7Gz1Wt31U9fg4r/f0rrkuCpU62+HPfNh9myiR4wO6BpfpV9JBOath2m8yIydjTYzhXOnF0OmY9lxluUc2Y9sWglDCFoK7ztTNneDEYZKXLhSpJgO3KpICrXS7+sLeXnjlrfGoxloUmqOvsGxxEkaSZcj6A4WQS07J4oKdnngB8cnSUh86fZySVol3TwLIY03U6NI3PrVhRVVevnoRommJ/B5c92mXLlrFs2bKZg/3Lv/wLGzZsaOgLl0AwQzZ3COxo9TkBFikjxemffIfv6Pt5ZvQFnIoTp+KkxdVCp7dz3nqYavREWkxKDlIIheyGxU1NEIvB9LoX3G67obGilN3/qt6b7RYbDJEpcLav2M4jzkeIpCLoho5DcbBtxTba3G1VS+irR0FVDcR1SbDUyeYOAQzuG5wXYGGlLC586wKpiyksLFKjKVyrXXg3erOGW5TroNULpYQphHQd3bJoUlVipolPUQBwyzLjySSKJFW0jqeeG+6WEgqRFjgbPB58ikLEMNAtC4cksc3no03TauLqlStmF5uyZuCjH/0o73nPe/jCF75ALBZj27ZtnDlzBsuyePTRR/nQhz5U7XEKBItDZgnh4GDWAIu3Uhe5eP4Y6lQTLs2FS3XxxqU3ANjStWVJJKuBfSM+FBri0NlD9FoBVkypJC0LV9N84TgLv99ePzUxcbnBsNsNo6O2U7VjR1mlf40QD14oGMKpOHny7SdnOW2rAqtY1rSM67quw8LCrbpxa27ierziz1G9O3uVIK5LgiuJTAEUH4xnDbBIXEwQOxZDdsu4el1YukX0DbuXm2e9p+xwi3ojqOsMJRIcCgYJKAqqJGFZFp15whT8qkqbqjKhaQwlk4AtqEZ1nZRlscPvL1sk1Hs8eDGhEHOdNh3bfbuzpQVFknDLMm5FIW6aFafz1bOrVypljfYXv/gFu3btAuDxxx/HsiwmJyf5b//tv/H1r3+9qgMUCOqGLI1zo6kYI+ffRvU107ZsDR7Vgyqp+B1+zkyeIZaK1WeyWjBoi8RgcPa/s5DQEzz59pPsO7yPB3+5j9SPfsjV336aTf93P1u+s5+eg0dolb25G9ym16j5fLYgTSZtcRUOw913w733lnUK1W62WwvSwRBzGzuPREfYtmIbL55/cV4j3ueGnuNi+CIpM0WruxW35gaqk9C3VBv/grguCa5cMgMs0pgxk9jbMdRWFa1dw9RNFJ+C4leIn4mTHEmWFX1ea/SgTnwwbpciZvw7GwnT5MnRUfYNDrJvcJAfjo7y9Pg4ByYm2D8xwZFwGO+0uzK3yW06GMGnqnQ7HCSnxUHYMLi7pYV7OzrKPodqN9ytNtmaGM9tpjy3Ea9HlhlKJjkWjdKqabinnb1qpPMthaa/acqahWAwSOv0wrG+vj4+9KEP4fF42Lt3L//u3/27qg5QIKgbsgRYJEcGcYwHGdu1DaWllVXJVRy9dBSP6iGuxxkMDZIwEouTrJYtoTBzrVgwCBcvgiTZJY3p85sTcZ5ZYnfbOzrKm1NcaAqT7PKwSvbS8/xRJmKTjN68PvcNf2aCYUuLva5qxw5bUOWKUy9Ao8SD5wqG2L5iOw/2P5jVaTs+epyzwbPzEvp29e6aEYulfp4awdmrBHFdElypZAuwSIsR/zY/kkMicjQCFsiaTHI4SeJcgo4PdyyKS5Vt7VbmWjE9qJO8mAQJnF1OlMDsYI00mSV2umUxZRhMGQYeScIjyxyNRJjUdda73Vlv+jODEVo0DVWS2OH3c297e0UOSSPEgxeKWZ/rtPW6XFztdvN2LMYql4suh2NWOh/AYDxe8jqoenf1SqWskfb09PD888/T2tpKX18fjz76KAATExO4GrQOUlBHFNMcdrH2mykOTpzAhcH569Zy8roVtAGb2jcB8ObImySMBJqsccfqOxY2WS1XyMbu3fbjfX22iAqH4dQpWyA2Ndl9o/rs9UjpiPPMG/GVlo81J0e5sHwlE9IIkcQlfJ0dRJIygaPvsON9v577prwGCYZz48EdioNLkUuEkiHu3XBv3QiEbDHrAVeAweBgzvVWXU1dbO3cykBwgKHQEE7FSZurjdeHX6f/fH9ZZXtLufEviOuSoPbUKsihGvvNTPCLnYhhGibutW4cKxxoHXZz3vhAnORwElmTabu7raLo83LIFbLRuruV8f3jTPRNoHVpmGGT+Kk4WKA0Kaitqi0YYSZYI/Nm3KeqjKZSdDudDCeTXNJ1OhwOZEninViMX29ry3pjXqtGvnPjwR2SxKVUipBhcG+OsSw0+c59JJnMuubqXT4fUcMgZhgzQuzO5mZSpsm+wcGySveWStPfNGWN9IEHHuATn/gETU1N9Pb2cvvttwN2+cWWLVuqOT7BlUQ+MeB0li+KCu23FJxOe7tIBA4fxmVIXD/hYOyXLzF6i0WTv40ubxfJtiS3dN/C/ZvuX/gb1bRwCgTsc02l7O8jETh2zBZUPh9cuGD/G+D8ebjmGltgZUScZ96IO0ajqLEkgc4eeuJOzk2dYzQ6SqvHy0apm+7WG+x95Xufqtwba/dVu0kZKb735vcYmLQbvK5uXk3KSJHQE3W1TmhuQEk+py3gDHD/pvsBWww9P/g8BwcP0uXtosPbUVYgR6M4e+UirkuCWpFPDMhOuWxRVGi/pZCORjciBqHDISRJQtIkpl6awneDD8/VHtSASuJcgtZ7Wun8aGfhnVaZ8f3jjD0xhhJQ0No1rJTFRN8ERsQgeiyK1qWh+BQSFxJoXRoSEsnzSZquaZoXrJF5Mx41DJKmSY/LhSZJnE8kGEul8CgK3Q4HN0yHI+VKlatFb6zdra2kTJPvXbrEQDwOwGqXi5RlkTDNulkrlO3cczltEcNga1MTn1m+HGn6dYcmJ+mbnCw7kKMRXL1SKGu0v//7v8+73/1uBgcHee973zsTXXvVVVeJ2nVB+WS6KN3d9o15X58tCjStfFGUa79QXtPZ/fvh4MGZWPU1Ey3sOfESzzne4bVtMbyal3s33Ls4i/+DQTh82A6FOHPGXr/kcNhC5tAh+zXr1kE0aj/X3GyX/01M2Ml8gYC93ikUgkBg1o24r8mH7nbgiqZo9rbgcXjZsfImWqZ03LIGXj88+WRl4rVE4exUnWiKRpOjiZt7bqbT00nSTHLgzAE0RauLBMBcZGvEOxIe4dzUOe5ef/eMAAsmghweOkzAGaiobC/b8YbDw5ybOsc96+5paJcKxHVJUDsyXRRXtws9pDPRN4GVsmzhUqYoyrVfYFbUeSnjDB0MzcSqp1pSTL00RfREFGfMieJV6PhIx4I7VADJkSTDjwyTvGg7ZZJDwrXKhdamETocAh3c69wYUQMraaE0K0iSRGoihREz7JLGjGCNzJtxn6rikGWSpkmLqtKkqtzk86FbFtp0it+To6MVBSGUGvPtlGU0WaZJVbk5EKBzet3WgclJNEla9ATAfGRrxDuSTHIukeDutjZ6p12ls/E4ByYmCChK2aV7uZr+DiYS3JJOCm4gypaA27ZtY+vWrZw+fZq1a9eiqip7y7lBFQjAvpnu758XV45lwfe/b9+g9/aWLory7becprNZ9qctX8EaWWF5NMptGz6Jr7N78W5QQyF48024dMleu9TcbDfaPXvWfm7dOvv/Pp8ttuJxW7QaxuXz83pnIs5n3Yh7LFqvXs7yXx7BarK4uvd6VsQUGB+DPXvsPlTlitcy3cR0eWJvoHdWH6hGWSeULgs9PHSYZ888y3hsnFZ3K68Pv45Dti9Svzj7Cw4NHqLN08ZkfJJN7ZvQFK2ssr2cxxt5He/b3oZPARTXJUG10YM6U/1T8+LKsWDk+yOoXhVnr7NkUZRvv3Ojzssdp3OFE0mRMKIGyz65DGe3c9GS/saeGiN6PIpzuRO5ScaMm0SORvCs9yC5JWRVRg/pKD4FySFhxk1IAcbl88sM1ph7M77C4eDVSAQJ2NrUhCJJjOk6e1paeDEUKjvevNxkunR5Yq/TOasXVKOsFUqvuTo8NcWzExOM6zqtqsrr4TAOAEniF8Egh4JB2hwOJnWdTR4PmiyXXLqXub7rTCzGxWQSCTgSjTIwONhQSYBljTAajfJbv/VbeDweNm/ezNmzZwH44he/yF/8xV9UdYCCK4RQyL6ZntuvyOm0HZdAwBYxLpf9/87Oy2EL5ew3ELAfz0jyq2icgQCuhEG3tMh9fyzL7v2kabZwyvz/1BRs3Wo3Kw6FbPFz/DgcOWKLsJ/8BF54Aa67bpbQ3H3Vbvas3YNpmRze2MQ7269iQ/M6Nsa8YJq2oNq+fbbYLPV9SruJimILMkWxv9+fP5WuERIA85Feb7Wlcws+p49be2/lttW34VSdPPzqwzz8ysN4VA9t7jaSRpKjl45ybPQYUF7Z3szxurbgd/q5tefy8Ro9BVBclwS1QA/pGBFjXkqe7JSJn4mjBBQcnQ5kl4yj04HWqc2ELZSzXzWgYkSMWUl+lYxTDahYhoXiVxZNUOlBndhbMdRmFUmVkDUZ1aei+BSiJ6IoHgX/Dj+p4RRGyMDR5SB6PMrUkSmSl5KM/2Sc0Ashmq5rmnUOu1tb2dPSgmlZeFWVdS4XV7lcNMkypmWxp6WF7X7/rCAElyzT6XDQOd1fKVggia/cZLp6TwAsRHrN1RaPB5+qcmsgwG0tLThlmYcvXuThCxfwyDJtmkbSNDkaiXAsasf1l1q6lz7WAz09bG1qoklV2eT1sroBkwDLElVf+cpXeO211/j5z38+awHw7t27+e53v1u1wZXL3/7t37J69WpcLhc33XQTL7zwwmIPSVCILHHlAIyM2P+f+9ekYkVRrv3OcWQqHme5+6s2kmQHTiSTtojSdfv/yaT9+M6dtggyTbtPFNiPt7ba22YhfSP+wI4H+P2dX+L9X3qQq//j/0B94EsMfuZD/Oq6ds5dOlW+eJ3r/pUgyDLLE2ftsoHWCQXjQY6NHmNd6zp6A724VBc+h49IIkIkGaHD28G61nWYlomMzMmJkwxMDszEspeTAnjs0jHWtq6lt9k+Xqe3k05PJ/3n+wnGCwjgOqXer0sgrk2NSLa4crDL2QC0dm3264sURbn2O9eRqXSc5e6vmugh3Q7OWO/GCBkYUwaWboEBxqSBe4Ob9nvbadnTgmVaJEen57ZVQ2vVYPrSZGHN2m/mzfiXurv5Hxs28OCGDXypp4cPdXTQrmmcisXKFjdzk+lKEWSZ5Ylz99koa4WCus6xaJR1bje9LhcuWZ5pABwxDDocDta53ZiALEmcjMcZiMdnRbOXykA8PuPulSqA64Gy3tUf/vCHfPe732XHjh1IGTdimzdv5uTJk1UbXDl897vf5ctf/jIPPfQQN910E/v27eOuu+7irbfeorNz4RdmCookS1z5zPqaVavsErVMihUxufY7OAi33JJ/22zre3Ltb2TEFivVTCssB7/fDpzweGBy0l4r5XDA6tX2V0eHXQK4ZYs97muvtR+LxeyGvKEQvPYa3HHHvHMJJCAQAvwQckp888TDPDvwLJFUhM6Uk387onCzx4FrRe/ljYp5n9Lu35ymylGvE/3MKRgZwp9jXrOtE0rHjy9KjH0ZZEvli+kxJFkCy/73xvaNAJwYP8FYdIxYKsaetXvKSpVcqimA9XxdAnFtalSyxZXrQR0jZOBa5cJKzb7RL1bE5NpvYjCB/5b817VswRi59pcaSdGyp2VRG/ymBZ/iUZAdtsOXmkhhJS3cm9y039OO7JRp39tO05Ym9KBO07VNaB0aZsxEdssYIYPIaxH0O+Y3K/ZGwBkC1Q9RLzx8/jzPBoNEDAOnLKNIEg5ZnlkLBMWJm1zJdA5J4nQ8zlA8TqCpKeu2udYKpSPI67n0L02284+Zpv371bKIGQYbvV4ATsRijCWTxAxjJpq9GseDxkoCLGt0ly5dynoRiEQisy5mi8E3v/lNfud3fofPfOYzADz00EM8+eST/K//9b/44z/+40Udm6AAmXHlQ0P2zfi999qC6sCB8kVM5n7PnLHL3yzLLnsbGJi/didzfc/Y2PyeStnGuWfP5cerRTlph4GAPdbJSVuMapo9f8EgkRu2ME4IfxwCkmSfV9oZctsNZpGkWUEV8+Zjer3T/3O8xf/zHqG5uYsefw+TiUl+4DmJ57UYNynvL+19ynT/XC5SRopjo8cZPf0Gup7k5be+zRZrZ871Prn6QC1ojH0FZEvlc6tuLNOa+bemaGzp2kLAGSCqR3lgxwP0Bnrz7bak40FjuXvZqOfrEohrUyOTGVceH4qjeBXa7m3DTJkEDwTLFjGz9nsmTmI4ARaEj4SJD8TnhV7M6uU0piOpEv4dftrvbZ9J/5s7zpY9LVUPpig17TBT8Dk6Hbh6XCRHkhghg7Z72+xSysG4LUQlkFRppqRScdtNZiVJmhVUMXc+0kEh/29lhB9titLiddDjcjGp65yMxYgZBu9vby9J3MxNpkuZJseiUd6MREiYJt8eGWFnPJ5zvU++XlCNQLZkPrcsY1nT1yZFQZMktjQ1EVBVoqbJA93ds8RrpceDxnL3yhrhtm3bePLJJ/niF78IMHPB+p//839y8803V290JZJMJnnppZf4yle+MvOYLMvs3r2b559/Pus2iUSCRCIx832o1DU2guqRq5dRInE5/a8cEZO538cfh+ees0Mv/P7sYQr798Njj9kuTyhkH/+Xv7QDIL7yleJ6LlXSE2tkBJ56Ct56yw6QKDVFL1P0RSLobicvX9vGT72vE3rB7nG0w7eJO91O1GkhM2vcc52lOemJEyNncR/8Be/b2srgzuUAuDU3J28wefzoKBui4zRPTRX/Ps1x/95KDDFw9lW6IhIXbtmK7vfmjQ/P1QeqUcjmtoUSIbxOL1i2syRJEsF4kGAyyJ61e8oWVLmO12juXjbq9boEpV+bxHWpvki7KM07m2eJCTNhImty2SImc78jj49gPGfg7HWi+tWsoRfj+8cZfWzUTsQLGRgJg+Avg4TfDLP6K6tzjjOTSnpiJUeSjD41SuytmL1Oq4S0w0zBlxxNovgUAjsDmCmTwX2DM6LIu8lrx9SHdDu4I2Pccx3AuemJY+NxYvtDbIuqRHdPiwCHA9OyGE2lGNd1pqZv0IsRN3PdpsFEgiPhMBZwvdeLV5bzBl7Uqg/WQpHNbQtNh3WA7SxJ0yI1OO1QlSuoch2v0dy9skb453/+59x99928+eab6LrOX//1X/Pmm2/y3HPP8eyzz1Z7jEUzOjqKYRh0pXvvTNPV1cXx48ezbvONb3yDr33tawsxPEGxzO1lVM3GsQMDtqCamwR46JBdHudwwCOPwNGjduCD12u/1uOBp5+2S+s++tHs44TKemKlt/3Od+x+Us3Ndqmex1NaBPyc+Tow8jw/HjlIl6uLbqfd4+jHIwdpWdHGu98Yzu8AZkk7nPBpDHstrhtMMRpJEvPaFy+vr5V/uSbCh299P9t8V5f2Pk0Lr/jhQwRPvIHP7WVs1zVcumkTnQ6tqDS/uX2gGolsbttvXf9bALw2/FrVHbhGd/eyUa/XJSj92iSuS/WJGpgtRIoRMcWSGEjg7HXOSgI0YyYTByZo2tKE7JIZfmSYyNEIxriB7JXROjUkj8TE0xN4r/HS9dGurOOEynpipbcd/s4wsWMxlGYFzzoPikcpOu0w21xNHppksm9yVqR88GAQpU0hNZzK6wBmSzsMt0hMNltc9ZbFWzeZpHz2ebVqGhHD4P2trVzt8ZQkbtLC61AwyNFwGI8ss9nrZaPXiyZJRaX51aIP1kKRzW37rWXLQJJ4LRyuugPX6O5eWe/yzp07efXVV/mLv/gLtmzZwk9/+lNuuOEGnn/++YZrsviVr3yFL3/5yzPfh0Ihenp6FnFEgpxU2jg229qdVMpeX3X0qO1MXbxorylSVftYimKXC3Z22qVxzzxjl9f15nAKKumJtX8/PPGE3ZR3+XJ7DO+8Ywu9rq7SI+ADAYJOOHzyGF3ernk9jn66Jsnmzl14jxzL7QBmmbOAK0CqyQMTUdyx1IyomoxP4tW8dK5cD4ESf4amheDoltX8/OAEbcvWIDe3zDpmI6/3KUQ+t+2ONXdU3YFrdHcvG+K6JFgssomYUkgn97m67b/ymymT6LEo8ZNxkmNJJCRMyyTyegQzbqIEFCRFIjmcROu0gxzGnxknsCOAqze7U1BJT6x0097khSSO5Q5QIfpOFMkh4ehylBQBn56rfJHyVtLCv8tvz0EOB3DunIEtXgy/gjls4ghbpKbbHE1Ou1PrPR56SnRS0m7TarebCV3nKreb5jmNgxtlvU855HPb7mhpqboD1+juXtkjXbt2Lf/wD/9QzbFUTHt7O4qiMDw8POvx4eFhli1blnUbp9OJs9jGpIL6pZhyuzlrdwDbETpyxHaDli+3S/zicVtANTeDLNtJeadP2+LmpZdg3z6488757lMlPbHS2/r9l2PQVdXedmAAenrs9V2Za52KIG8oQXKI8V+7Ge+v3ZV77rLMWZu7lWud3RyT3+SMMY6WkpmMT3IpeokPbvxg1tK0YDxY1M27r7MbfeVyRuUUnXO2b+T1PsWSzW2rpQPXyO5eNurxugSlX5vEdWnpUEy5XWZyn8PlIHosSuRoBEmW0No0kCH0sxCWbmFhIbtlJFnCMi0SpxPIDpnwS2GG9g3RfGfzPPepkp5Y6W0Vv4KkSXYfKdUO0YkPxHH2ONHH9FlrnYqalyyiCJhp8hu4OUDbXW05527unIHtSG1MOTnujDLo0HGbEpO6zqVUig9mNK1NU0pD326nk+XTDXzn7qNR1vtUQja3rZYOXKO6e2WP2DRNTpw4wcjICOacD9l73vOeigdWDg6HgxtvvJEDBw5w3333AfY4Dxw4wBe+8IVFGZOgxpRSbjc3uc/hsEWUZcHmzfbr3W5YtswOtAgGL6+7CgZh5UpbMOUqx8uRYkcgMD/8YS7pbTs77XHFYrawcrvt0IlLl+zvS4xs9zv9KJLCYHCQbn83bs0OpJglUlx5HMAcaYe3Oq/mwq3LmXJfIBIaxKt5+eDGD/Llm788a/OEnmD/qf30n+8nkorg1bxsW7EtZ+jEUl3vI1gY6vG6BOLadCVSSrldZpCDGTOJn4zb6Z8muNe50do1ZLeMZVgYUTuSXGmyBYUe1HGsdODociB75KzuUyEBk08Qpbd1dDqQHTJmzETxKXYi36RB6lIKxVdGZLsFlm6RHEnOctcy107lcwBzpR2+O+kh/G6NF5tSjE6Xj32wrY0vZ1SXlNPQdyms9xHUnrI+BYcPH+bjH/84AwMDMykgaSRJwjCMqgyuHL785S/zqU99im3btvHud7+bffv2EYlEZhKXBEuMUsvtMkMcTp+2Rdn118PGjXZPJ4fDFlWhkC1s0n2ePB5oa7PXOPX22iWBc92nbE4YFBcrnt42mbTXdr3xhv24rtsliqFQ1pjzfCT0BIfOHuJs8CzHRo/R7Gxmi6uXXqmZkBLl9q33FidSsqQdOt//63xi9252xYe5MHWB5b7lWR2q/af203eyjy5vF93+bkKJUN7QCaj+ep9iXTJBY1PP1yUQ16YrjVLL7dKlbRMHJkiOJdHaNNzr3Hg3ejF1E9WnYpkW7nY38ZNxzKSJOWUie2QcbQ7c69y4el0kh5Pz3Kdsrg4UF/+e3tZMmrhWu4i+YTd4NXUTM2VihAya7yiu9A9mi834QJzkUBL3ejfea7ykxlMziYAlpydOlwkuu6eNL+xu5T4ryYVEguVO5zyHKt3Qt0vT6Ha5COl63sCJNNVe71OKUyZoDMp6Fz/3uc/NJC0tX768LuJq0/zGb/wGly5d4qtf/SoXL17k+uuvp6+vb94CYcESoJxyu8wQh6Eh+Pa3bTGjafbXqlX2tj09tjP11lu2qOruhhtusMUXZHefKulhlbltaytcfTW8/ba9/caNdpx7iZHtaUGzvnU9zZIb/8EXWHXiGCvlZj6w6gZWO1KwKlE4QCM9Z1u2XF7vNf1Xv15nb84kumA8SP/5/qzrufKFTlRrvU/aJTt09hAT8QlaXC3s7M0dzS5obOr5ugTi2nQlUU65XWafJgkJ2SPPODiKpqC2qaTGU/hv9OPscRJ5PYIxZeDsdtJ0QxPejXa/oGzuUyU9rDK31Vo1XFe7iL0dQw/qeDZ6aLu3raTI9kyx2XxrM6GXQoReDBF6KWTvf5ULM2XayYoFAjQy5yxxIYFzuXNmznpxZU2im9vQF8DlcBQVOFGt9T5pp+xQKMREKkWLprHT78/rlAkag7JE1TvvvMMPfvAD1q1bV+3xVIUvfOELoqTiSqCScrt06MXOnbNFUFub3QzX77dFVWenvf+NG+Gqqy5vn8t9qqSHVea26X5TGzbAPfdcFo1FMlfQ3PTaKMuHApxv85PyuulpXYPjmQOgaIUDNMpMNKy0yWyl632efudpHn7lYSJJu0+RZVm8MfIGKSPFfZvuK3u/gvqk3q9LIK5NVwqVlNu5el0039nMRN8EyeHkjABS/Sotd7cgSRKODgeOXQ5i3TE8Gz24r3JfPnYO96mSHlaZ26oBlcCOAO4NbtruaZsRjUXNSxaxqbVqqD4VySnR+r5WJEUieCCIrMkFAzTKSTSsRoPZStf7PD02xsMXLhAxDCTAAt4Ih0lZFvd1dJS9X8HiU9an4qabbuLEiRN1ffESXAFUUm6XJpsI+tznYPt2W0z4/Xbcel+fXfJXyH2qpIdVFaPjMwWNFo7RcWyAZHsrzmY3sdgEsZYm3IqzuETBMhMNF7PJbDAe5Ptvfp+R6AjLmpbhVt3E9BgXwxf5/pvf5441d4hSwCWGuC4J6oVKyu0guwBq3dtK6+5WzLg5K5J8rvjK5T4Vin/PF6hRrej4eSmHMZP4mTiOLgeWbiE7ZbRWragADSgv0XCxG8wGdZ3vj4wwkkqxzOHALcvETJOLySTfHxnhDrE+q6Ep65374he/yL/9t/+WixcvsmXLFjRNm/X81q1bqzI4gSAvlZTbZQqbQkKmHPepkh5WlUbHM1vQtIVV1FiScFczsVQMh+LApboh4Lns6EH2868g0XAxQyeGQkOcmTxDu6cdn8PO1fU5fOhunTOTZxgKDQlRtcQQ1yVBvVBJuV1a3DTvbM4qYmSnPPPvctynueEPpQZqVBIdP1dsGjEDM2kiqRKSQ0J2yzPHSTt6QE4RWE6i4WIHTgwlEpyJx2nXNHzTTXR9ioKuaZyJxxlKJISoamDKeuc+9KEPAfDZz3525rF0eU09LAgWXEGUKnjyCZtcQqZaDlIlPaxKJFPQOPCz1imTHB9lymuyueNaPDoweNaOjn/+eTtaPpvQq6TEkjpoMmsVfolgaSCuS4J6olTBU04pWzUcpEr6V5XKXLEpO2WspIURNPBt86G4FYyYQWIwARKEng8RORbJOh+VlFguaoNZK8dFKf14rucFDUFZour06dPVHodAUB6lCp5KhE0lDlIlPazKJFPQvLnKw+aXx7nBvZa1AzE49YQd1e73w/HjcOON2eejwhLLxWoy2+3vZlXzKk5NnEKRlZnyv7HYGFe1XDVvnZeg8RHXJUE9UargqUTclOsgVdK/qlwyxWZyNIljhQMjZKAGVKb6p4ieiGJMGsh+mejxKL4bfVnno5ISy8VsMNvtcrHK5eJUPI4CM+V/Y7rOVS7XvLVegsairE/RqlWrqj0OgaAyihE8iyBsZsh0fGIx+8vtLtrxKZV0jPjO3p22oLnmEq2/fBnv938Ix1+2Gxtfd50dKz8yYjcWXrEi+3yUW2KZwUI3mQ24Anz0mo/y8KsPE06EiaQiWKZFh7eDj17zUVH6twQR1yVBPVKM4FkMcQPZ1zgZMQPZKZMcTZbc0Lfg8bKUNspOmdCLIYYfGSZ6PIrarOK5zkPidILUSIrUWArnCmfW+Si3xDLNYjSYDagqH+3o4OGLFwkbBhHTxLIsOjSNj3Z0iNK/Bqesd6+3t5fbb7+d2267jdtvv521a9dWe1wCQfWpsJStIvx+21V78UXbIUom7Z5Yzc12X6oSm/rmIm+z3V/rgBdescVTT48t7M6ftx2nM2fsHlzZhF4liYaLyN3r70ZTtKyR6oKlh7guCRqVSkrZKiHt9qTGbfESP2P3v7KSFo4VjoKR5sVSqLSxeWczoUMhnCucuHpcGDGD1PkUilchfiaOZ50H2S3Pm49KEg0Xk7vb29FkmUPB4OVI9UBgYcoPBTWlrJ/SP//zP+cXv/gF/+k//Sd+53d+h5UrV3LbbbfNXMzWr19f7XEKBJVTjbTAcgkEQFHgtdfsyPbmZltcDQzA2rVVE3N5m+26t4Jh2D2m0ufvcIBp2iIv7Z7NnY8qphIuJItVeihYHMR1SdCoVJoWWPZxp92e8w+dJzWSQmvXkFQJI2hghAxCL4aqsq6qUGmjHtIxDRNXrwvZJWNhITkkMMFMTrtnbnnefFQrlXChWczyQ0FtKetd/OQnP8knP/lJAC5cuMCzzz7Lj3/8Y37/938f0zTFgmBBfVKlUrayCAZtQbN1q/3vcBg8Hvt7w7Afq/D4BZvtbtpCYFpURhWLODE83ctxvXLEFlOybMfG55qPKqQSLgYLXXooWBzEdUnQqFSjlK1c/Nv9DD8yjBExsHRbzPi2+dDatKqUHhZV2pghKlVLxYyZOJc7CR8JI7tlJFkiOZzMOR+VphIuFotRfiioLWW/m9FolEOHDvHzn/+cn/3sZ7zyyitce+213H777VUcnkBQZRarlC0UspMH3/1uW9ClXSFJgpMn7bCIjRsrEi0Fm+26JNzvuo5z33+Y01qYkEsmENXZ5DZpX9aFOjraMKV9AkE2xHVJ0KgsVimbmTBxdjtpuq7JTuRzyyhuBTNuEj0ZJXI8gnejt2zRUkxpo6vHRdN1TVx4+AJG2AAZLN3CMi0cXQ6So8mGKe0TXNmU9VNyyy238Morr7Bp0yZuv/12/viP/5j3vOc9tLS0VHt8AkF1WaxStszSw85OW1ClUnac+blzttBqa8vet6rYQxTRbPfAVXBmHVx9yqBjPEncqfD47V2se98HeG/3exqmtE8gmIu4LgkamcUqZUu7RFbKmnGSzJRJ6IUQiXMJRqwR1Da1YLx7of0XKm200v0vDLvkT1ZkHF0OWj/QSst7WhqmtE9wZVPWKsTjx4/j9XrZuHEjGzduZNOmTeLCJWgsAgE7rGGhBES69HB42P6Kx21BdeSIHZyxbp295qqvz459L+cQ072phiPDDIeHietxhsPDjERH2LZiGwDPjbzEL7cE+PtdHh7cofL3uzz88toAv4gdJ9ghBJWgcRHXJcFSQA2ouHpcCyYg0qWHqeEUyeEkZty0+0MdieDsduJe50ZSJCb6JhjfP16V/adL+XzbfDOljuGXwqgBFckjIasykkdCDajEjseEoBI0DGWJqrGxMf7lX/6FHTt28JOf/IRbb72VlStX8vGPf5x/+Id/qPYYBYKlwe7ddmmdadolf+fO2bHmO3bYwRGdnfZXf7+9xqqcQ1y1mz1r92BaJkOhIUzLnGm2G0qEePPSm5wNniXudZJauYy418nZ0FnevPQmoUSoyif8/7d35/FtlWe+wH/SOdosS/ISL3HsxNlIDA3UwYGEmIYQf4ghwyRh60CAsAwwNEDD0oHOHaDLhZQp2xTmFmhpoDOZocPAQKcuzo25YUmAEpMFskOISZzFjjfJlq3l6Jz7x0GKd2v10fL7fj75OJIlnfdItl89et73eYjGD+cloujk1eQhtzYXiqyg91AvvMe8sJ5jhWO+A3qzHsZCIwyF6h4rySnF9PieZg8UWRmwlE9ySXDvdcN7xAu9SQ9DsQF6kx7eI16497ohuSI/JpEWdIoSW/tmRVHw2Wef4fnnn8eGDRtSfkOwy+WCw+GA0+mEPZHV4ChzOZ3qHqoNG9QMVf9KhB6Putfr7rvVTFq0h/i2T1X/indHnEew+r9XQ6/XY2L2xNBtT3SfgKzIeHXlq5jsmBz1MYliFa+/v5yXiCInOSW497vRuqEVlhkW6M2nP3eXPTI8zR6U3l0Kc1l0DWqDfaoGZ548RzzYt3ofdHodjBNPLxH0nfBBkRVUvFoB82Q2xSXthPs3OKp86vbt2/Hee+/hvffew5YtW9Dd3Y05c+bg7rvvxqJFi6IeNFFScjrju//K4VCLUuTnJ6y8+3AV73TQIc+Sh9beVnR7u2ExWNDn74NP9qEwqxA66GI6JpGWOC9RJhkpQImF6BDVohT5YkLKu49YpU8HiHkipFYJgW61fLrcp/bLEgtFcGqiVBHVb8d5552HyspKLFq0CLfddhu+973vwcG9GJRuvF51f1Njo9o02GqNqZBESDBIq6gAPvxw3Mq72012nFlwJrK6stDl6UJnXyeMghHljnKU55TDbuIn4JS6OC9RJhirkW60+gdp413eXbSLyD4zG31ZfZC6JPg7/dAb9TCVm2AptySsTxdRvEX1k9rR0cElCJT+GhrUwhFFRWoxCZdLvQyoFQQjNThIM5nUbJXPNy7l3R1mB+aXzkeXtwtTHFNgEAzwB/xw+pyYXzqfvZwopXFeokwwViPdSA0XpGWfkw3HEgfcu9zjUt5ddIiwzbdB6pJgnmKGzqCD4lcQcAZgm29jkQpKGVH9pNrtdnR1deG//uu/cOjQIfzoRz9CXl4etm/fjqKiIkyaNCne4yQaX06nGvwUFanFIwB1mZ6iqNdXV0eeTRouSGtpAS68EFiwYFzKmddMUwO2xuONcPvdsBqsoUIWlFyG2xdHI+O8ROkurEa6EQYgwwVpXe92Ibc2F2Vry8atvHv/Pl3B4I59qZKTU5LgkiTY2bx4iKiejc8//xxLlixBTk4OmpqacNtttyEvLw9vvvkmjhw5gt///vfxHifR+HK51GxS6cBGunA41KySyxVZADRakLZvH7B06biUMzeJJiw7YxmqJ1fzDXuS8kpeNHzdMCDwrSqpQs20GpjEGJadpjnOS5TuwmmkG0nwE06QFm1Rikhp1aeLwueVZTR0dKCxuxvuQABWQUCVzYaavDyY9NEvPU0nUT0L9913H26++WZ8+eWXMPfbZH/ZZZfhgw8+iNvgiDTTv1lvf9EWkggGaYPv53Co1w8+ToI5zA6UOcoYUMXI6XFiT+se7GndA6cnujL4gzV83YD6Q/UQ9AJK7aUQ9ALqD9Wj4evo+pdlCs5LlO76N9LtL9oiEsEgbfD9RIeIgDugSSnz8e7TlY6ckoSjHg+OeDw46vHAKcXndWzo6EB9ZycEnQ6lZjMEnQ71nZ1o6Ii8f1m6iuqndtu2bXjxxReHXD9p0iScPHky5kERaS7YrLe+Pj6FJPoHaQmo9kfjyyt58c6X7+D1va+jqasJADAlZwquOfMaXDrz0qgzSk6PE43HG1FkLUKhVc1oKoqCLk8XthzZgurJ1QMCYS4RPI3zEqW7YCPdeBWR6B+kxbvSH42/YCbpk+5u7O3pQYckIU8UcabVivl2e0wZJackobG7G0UGAwqN6s+KIorokiRscblQnZMTWgqYycsDozpbk8kE1zCfrB88eBAFBQUxD4ooKQQLRjQ2xl5IIt5BGmmq4esGvLzjZbT2tmJC1gRAAb7u/Bov73wZBsGAZWdEUcgEgMvrgtvvRqm9FP6AH/vb9qOpqwm9/l54JA9m5c/CtXOuDY2BSwRP47xEmaD/3qNYi0jEO0gjbQUzSV1+P1olCUadDqckCYc9HnR926dv2YTIi5kAgEuS4A4EUGo2w68o2O92o8njQW8gAI8sY5bZjCsKC/FhV1dGLw+M6jfmr//6r/Gzn/0M//mf/wkA0Ol0OHLkCB588EFceeWVcR0gkWZMJrXKX3V1fPpUxTNIC4p3Dy0ak9PjxJYjW+D2uVGcXQyb0QYAEPQCerw9w2aUwmU32WE1WOHyutDS04Ldp3bDbrLDLJqhQMFHzR+hwKoGCPWH6lFkLUKpvRQurwv1h9TKlNEGdKmO8xJlgnjvPYpnkNZfIvpo0ciCmSSHIKCprw95ogibIMAlSXBKEqaYzWjs7h6QUYqEXRRh/fbxWnw+7O7thV0QYNbroQD4qLsbTR4P2gMBFBkMKDWb4ZIk1HeqlSmjDeZSTVQ/6U899RSuuuoqFBYWoq+vD4sWLcLJkyexYMECPPbYY/EeI5G2HI74BCzxDNIS1UOLxuTyutDp6YROp4NFtISut4gWuP1udHo64fK6ogqqHGYHqkqq8PaBt/Fl+5fIMmZBURT0Sr04q+AsFFmLsOXIFgAYsETQLJqhKAoajzdGHdClOs5LlElGbKQboXgHaYnqo0WjC2aSrIIAnywj12AAAFj0enQFAjDqdHAHAnBJUlRBlUMUUWWz4e32dnzZ24ssQVDnJlnGWVYrHKKI951OLHQ4QssDzUYjFCCmYC7VRHWGDocDmzZtwtatW7Fr1y709PRg7ty5qKmpgaIo8R4jUXqJR5AW7x5aFDa7yY5ccy4URUGf1BfKVPVJfVBkBbnm3JgaKc8rmYf9bfux6+Qu6PV6ZIlZOKvgLFRMqEBACeBY9zEAwETbxAH3c5gdaHY1Rx3QpTrOS0TRi1eQFu8+WhSeYCbJrygw6vXok2XYBAF9sgyjTgefosAqCLDHENjMs9uxv7cXu7q7odfpkKXX4yyrFRVZWWjz++EOBGDQ6QbcxyGKaPZ4og7mUk1UZ/jLX/4SP/rRj7Bw4UIsXLgwdH0gEMD111+P//iP/4jbAIlokET00KKwOcwOVE+uxu7W3TjZcxKSRa2s1N7XjgJrQdSZov6l1Nv72mEUjHCYHFhYthA2kxq4dfR0INecC0DNmJnF00VPnB4nrAZrTAFdKuO8RKStRPTRovAEM0n1nZ3IEUU0eb3oCQTgVxRMNpngCgRQm5sbVWDTv5R6uyTBqNfDIQhY6HDA9u3jBYM2/6APsJySFHMwl0qiysX+8pe/xMsvvzzgukAggL/5m7/Bzp074zEuIhpJkpVnz0Q102pwa+WtmJE7A12eLnR5ujAtdxpu/e6tUTdS7l9KfUbeDJTnlOOrjq+w48QOeCQPWnpa0NrbiurJ1aieXI0WdwtaeloGfK+qpCojs1QA5yUirSVjifZMUpOXh9rcXJRbLCgURciKggJRxFSzGbW5uajJi26fXP9S6jMsFpSbzfjK48GOnh54ZBktPh9cgQAWORxwBgJo8flC17f6/aiy2TIiSwVEmamqq6vDJZdcAofDgauuugqSJOGaa67B/v37sXnz5niPkYj6S5Ly7JlcztskmrCiYgUWT12MZlczAKDUXhr18zBcKfVzis+B2+fGN85vkJ+VjzxLHmqn1w4I2hqPN6LZ1QyrwTrke5mG8xKRtpKhRHsmF8gw6fVYNmECqnNy4JIkKAB0QEylzYcrpX5OdjbckoRvPB7kiyLyDAbU5ubiwpycUPW/Zo8HVkGIKZhLRVE9y/PmzcMbb7yBFStWwGg04uWXX8ZXX32FzZs3o6ioKN5jJKL+NC7P3n+ZWqaX83aYHXEJKEcrpe6TfZjsmIwbzr4BhdmFofssO2MZqidXRx3YpltQzHmJSFtalmhngYzTHHHsDzVaKXWfomCy2YwbiotDAVf/oC7aYC6V+1xFPdqLL74Yv//973HllVeioqIC77//PiZkSMlEIs0lojx7mILL1FjOO37GKqV+oP0Ath3fNuT5jSaoS+egmPMSkbYSVaJ9LCyQkRhjlVI/0NeHbS7XgJLp0QZ1/fdupWqfq7DP+oorrhj2+oKCAuTk5OD2228PXffmm2/GPjIiGlm8e2iFabhlaiznHbtwSqnH6/lNp6CY8xJRcol3ifZwsEBG4oxVSr3IaIxbyfTg3q1U7nMV9jPgGOEN29KlS+M2GCKKULx6aIWp/zK1AcPI8HLe8VAzrQan3Kewp3UP9NLpUupTc6aix9eD9r72mJ/fdAuKOS8RJad4lWgPR7BAhrnUPOB60SHC0+xRgzsGVVGrycvDKb8fe3p6QqXUZ2ZlodhohFGvR5vPF3PJ9OH2bqVin6uwR7h+/frQ//v6+iDLMqxWKwCgqakJb731FioqKjiZEaWx/svUWM47NoP3NJlEE1ZWrMSB9gOQZAlF1iJ84/wG7zW9h05PJwx6A979+l1UT6lGQVZBVMFPugXFnJeIKBkKZKSL4fYzmfR6rCwowIHeXnhkGe5AACe8XnzT1wefoqDEaIRXlnHU44l6H1T/vVv9pVqfq6hGuHz5clxxxRX4u7/7O3R1dWH+/PkwGAxoa2vD008/jTvvvDPe4ySiJBBcplZ/qB6KosBhdsDpcaK1txW102uHfUOebgURYuWVvHh7/9v4pPkTBJQA8ix5oT1NwR5Y9Yfqse34NhzuOgyLwQIAUKDg15/9Gv9z8H9wdtHZUe2DSuegmPMSUWaKtkBGJlcKHMwry3j71Cl84nIhoCjIMxgG7GdyiCKqHQ68cPw4jvt8cAgCRJ0O7kAAX/b14dHDhzHJZIp6H1T/vVtm4+nAONX6XEU1yu3bt+OZZ54BAPzXf/0XioqKsGPHDrzxxht45JFHOHkRpbFg2e6xynmnc0GEaHklL9Z9uA7vHHoHRr0R2aZs5Fvy0eJuAaDuabpw8oX48JsP8Zdjf4EkS8gyZMFhckAn6pBtyEavvxf+gD+qfVDRBMWpgvMSUeaKpEAGKwUO5JVlrGtqwjudnTDqdMgWReRLElr8fgCn9zOdnZ0NlyShw+9Hu9+vNgHW66HodDjh8+Ecmw0+WY5qH1T/5sXKt5edkoRWvz/qpsVaiGqUvb29sNlsAID/+3//L6644gro9XrMnz8f33zzTVwHSETJxSSawirnnU4FEeLl7QNv452v3kG2KRsTLBPgkTw41n0MUBDa07TlyBa0uFswMXsicsw5kGQJX3Z8iSJrESbZJ6GzrxPZpmyYRFNU+6DCDYpTDecloswVSYEMVgoc6O22NrzT2YlsQcAEUYRHlnHM6wUwcD/Tu52d6A4EMNNigVmvR58s48u+PkwwGGDQ6SArCgpj2AcV7GeVyn2uogqqZsyYgbfeegsrV67Exo0bce+99wIAWltbYR+nxqNEpK3RynmnW0GEsYSzxNHpceKT5k9gFIwoyCqAqBdhEAxQoKDd0478vnw0u5rReLwRk2yT0NbbBr1eDzPMEPQCenw9cHldMApGWEQLsgxZUe2DCjcoTjWcl4horAIZmVYpcKyeT05JwicuF4wACgwGiDodDN+WS2+XJOT7/XBJEgC1fHqOKMIiCLAJAoRAAALU/VAFBgMsggAg+n1Qg5sXZ0yfqkceeQTXXXcd7r33XixZsgQLFiwAoH46WFlZGdcBElHqScaCCInY2xXJEkeX1wVJlpBtzEaf1AebUc2qWEQLOlwdEHTqhBR83sq95dh9ajcsggVGvRE93h50ebpw7sRzYTFY0NLTEtM+qHg1Lk4WnJeIaCzJWCkwEc1uw+355JIkSIqCbFFEnyzD9m1gZNHr0eHzQdDpYBdFuCQJAVnGTIsFBz0eAIAAQNDr0R0IoMhggOXbx411H1Q8mxePt6hGfdVVV6G6uhonTpzAOeecE7p+yZIlWLlyZdwGR0SpKZkKIiRyb1ckSxztJjvyLfnozOpEc3czoAAWgwVtvW3wK37ML52PUntp6HmbPWE2AKCpqwk6nQ4BBFBmK8PUnKlo6WlJi31Q8cR5iYjGkkyVAhPZ7Dbcnk92UUS+KKLTYECzzwdADajaJAl+RcF8uz0U4FgFAVmCAKNejyaPBx5Zhkmng06vR5HJBI8sp+Q+qHiK+oyLi4tRXFw84Lrzzjsv5gERUepLpoIIidrbNdoSxy1HtqA8pxyl9tLQuQafkxZ3C0pRirbeNrT3tcMf8OPSGZdi+ezlMImmAc/bzPyZcJgcyDXnosRWAovBgpPuk2mzDyreOC8R0WiirRSYCIlqdjtSz6c+Wca7nZ2Yk52Nyd+WLg8WiGjx+1EKoM3vR7vPBz+AS3NzsbygYMDt6js7UWg0osxsRqvPh1JJQpnRCJ1Ol7L7oOIp88JIokzidAIuF2C3j2uTYCA5CiIkcm/XcEsc/QE/jrqOYk/rHnR6OjExe+KArFj/5yTXkgtRL2J+6Xwsn7U8lDUb7nn7/ne+j5ppNfBInrTaB0VEmUnLcuaRVApMlEQ2ux3c88kvy9jX24tDHg/afT5Ap8OSnJxQRqx/gYjcb/dVzbfbsXzChAEZs/63a/P5YBMELP72cTyynLL7oOIpc8+cKJ15vUBDA9DYCLjdgNUKVFUBNTWAaXzKmSeyIEK4+6MGBz59/j70SX0wCSa09bXFtLdruCWO+9r24fOWz5ElZmFazjT4ZN+ArFg4z8lotzGJJgZTRJSykqGceSSVAiMVbrDYP/Dpk2X0BQKwCEJcmt0O7vm0r7cXe9xu6HU65BsMyNLrB2TEwi0QMdrtgr2sMh2fAaJ01NAA1NcDRUVAaamarapX39xj2fiWM49nQYRI90cFA5+O3g6097WjqasJvoAPvoAPJbYSmIToAsxgUFdRUIEPj3wIRVFgFIzY27oXChScVXgWciw5ADBsViyc5yTdCkkQESVTOfOxKgVGItJg0S6KMAkCtrlc6JIk+GQZRr0eOaKIcoslqiIP/QteBJfq9ckyDnk80Ot0kAHMsFgw2WxGi883JCMWboGIVC4kkWh8VojSjdOpZqiKioBCdckbzGZAUdTrq6vHfSlgvES6Pyq4j+mFxhfQ2tuKCVkTIOpFOL1OuHwubDu+LaJ9VYODOpNgQr45H76AD8e6j8Eb8OK7Rd8NFZkIjkGriodERMkincuZRxosOkQRgqJgl9uNAoMBOaKILknCN243ppvNEQUtwxW8OMdqxZKcHHzQ1YV2nw/5BgNmWCyYbbWGjh9rRoyGyrzW0UTpzuVSl/wN7s3jcKjXu1zajCtGg/dHmUUzCq2FKMwqROPxRjg9zmHvN69kHmwmG6wGK6SABL1Oj6qSKswtnjvq/YYTDOoEvYBSeylMogntnnbMKZyDu8+7G9+b8j2UOcpgEAwDxj3eFQ+JiJJNsJz54Ap7okNEwB2A5JI0GllsBgeLerMexkIjDIUGdDd2Q3IOPS+nJCEA4GyrFVl6PXoCAWTp9TjbakXg2++HK1jwQtDpUGo2Q9Dp8K7TCYNOh7VlZajOycG5NhvmZGfDoNOFjh9L2XMaHp9NovGW6OIRdru6h8rlUjNU/Y9rtQ4NtlJEtL2vvAEvSu2lOKfoHChQYBEtsBgs8EieiDJIoxW92Ne2D0tnLEX15OqkqHhIRBSpRBePSKZy5vEUTe8rlyTBK8s4z26Hoijok2VY9PpQFb1wM0jhFLxYkpOD+s5OtPh8cIhixpc9TyQ+mzSQhtXi0t54FY9wONTHra9Xl/w5HOrr2toK1Nam7Osabe+r4P38sj8UDIVzv8HCCeqSoeIhUTrSslpcuhuv4hHJVM48nqIJFvsXkyg0GmH5tului88XUQZpcKW/oP7L+/pX7WPZ88RKzZ/gEZSXl+Obb74ZcN26devw0EMPaTSiFJIE1eLS3ngWj6j59k18YyPQ3Ky+nrW1p69PQdH2vopXz6xwgrpEVjyk1MW5KXrJUC0u3Y1n8YhkKGceb9EEi/37PinfXo4mgzS40l9Q/+V94Vb3o9il3bP6s5/9DLfddlvoss1m03A0KSSJqsWlpfEoHjE4y7hsmfq4aZR5jDYTFI8MUiTBGSv30WCcm6KTTNXi0tF4FI8YnGVMVDlzLUUTLMYjgxRJcMaqfYmXds+uzWZDcXGx1sNILWlcLS5pBItHlA5cOgaHQ80kuVzRP8ejZRkdjrR67aLNBMUrg8TlfRQtzk2RS+dqcckimv1A4RotyxjPcubJIJreV/HKIHF5X/JIn5/ob/3iF7/Az3/+c0yePBnXXXcd7r33Xoij/JB6vV54vd7QZVeKVkaLSSLf8JMqkcUjMjDLGG0mKNYMEpf3UbQimZs4L6kS+YafVIksHpGJWcZogsVYM0hc3pc80upZv+eeezB37lzk5eXho48+wo9//GOcOHECTz/99Ij3WbduHX7605+O4yiTUJpWi0sqiSoewSyjJri8jyIR6dzEeUmVrtXikkmiikcwyzj+uLxPezpFURStBzGahx56CE888cSot9m3bx9mz5495Prf/e53uOOOO9DT0wPTCMUWhvtEsKysDE6nE/ZMCibq6tQ3/IWFQ9/wp2m2Y1SJqIKYiGIgR48Czz2nZqj6B8Qej5plvPtuoKwsPuMnSjCXywWHw5ESf38TOTdxXjqtra5NzXYUGoa84U/XbMdoElEFMRHFQDxHPWh+rhnmUjP05tOPIXtkeJo9KL27FOYy8yiPQJQ8wp2bkj6kvf/++3HTTTeNeptp06YNe/35558PSZLQ1NSEWbNmDXsbk8k0YsCVUdKwWlxUElkF0WSKb/GIYOAnCMwyEo2zRM5NnJdOS8dqcdFIZBXEaPYDjSYY+OkFPbOMlFGS/qe6oKAABQUFUd13586d0Ov1KCwsHPvGmS7eb/hTwXDZqPHYnxRr8YjBgV9zM9DdDcydC+Tnp0VPKqJkx7lpfMT7DX8qGC4bNR77k2ItHjE48PM2exHoDsA21wZDviEtelIRjSZtfqo//vhj/OUvf8HixYths9nw8ccf495778X111+P3NxcrYeXOtKsWtywRspGzZuXGvuTgoGfw6GOffJkYM8e4KuvgL6+zM0yEiUhzk3xkW7V4oYzUjbKPs+eEvuTOho60P52OwSHAMMEA4QsAd2fdaP3q16Y+kwZm2WkzKH9b2GcmEwmvPbaa/jJT34Cr9eLqVOn4t5778V9992n9dAo2YyUjTp1KvmrIDqdwCefAJ2dQFMT4PMBRqM6rokTgdWr1fFrPU4iAsC5icI3UjbKf8qf9FUQfa0+tGxoge+kD3qDHjqjDuYpZtjm2iD7ZBRfXwxTqUnzcRIlUtr8dM+dOxeffPKJ1sOgZDdatbwDB5J/f5LLBezdqwaAublATo5alOLIETVLlQnLNolSCOcmCsdo1fL6DvRBJ+iSen9S+5/b0bu/F6aJJuiz9ZA9Mtx73MiamQUhR4BgFxhQUdqLbXcjUaoJ9uQaHCA5HEAgAMyaBbS0qP88HvVra6u6PDAZghVFATo6AIMBsNkGfu3oUL9PREQpJdiTa3CAJDpEyAEZllkW+Fv88LX4IHtk+Fp88Lf6YauyaR6sSE4JfQf6IOaI0Ik66A16iDYRgk1A71e90Am6pAj8iBKNQRVllv49ufoLZqMuu0zdjyTL6pI/WU6u/Uk6HZCXpy776+4GJEn96vOp1+t0Wo+QiIgi1L8nV3/BbNSEyyYgtzYXiqzA0+yBIitJsz9Jcklq4DfTgoArgEB3AIqkAAEg0BWAZZZF88CPaDzwp5wyy1hNeAsLk7sKot0OnHkmkJUFdHWpe6uMRqC8XP2XDEsUk4zT44TL64LdZGfDXiJKSmM14TUWGpO2CmIwIBSyBOiNeniaPPB3+qH4FFgqLJhwWeb1EwtHInqOkbb4KlLmCacnV7yrIMarmbDDAcyfrwZUU6aoy/78fvXx589PrgBQY17Ji4avG9B4vBFuvxtWgxVVJVWomVYDk8geQESUXMLpyRXvKojxeGPfPyA0FhphLjPD1+pDwBVA/vL80B4xUiWy5xhpi0EVZZ5E9eQaLnBKRDPh/kFh8DGTaYlikmj4ugH1h+pRZC1Cqb0ULq8L9YfUnmPLzohTzzEiojhJVE+u4QKneL+x7x8Q+tp8EGwCchbnJMXyxGQzHj3HSBsMqihzhZuNGivL1D9wam8HRFHNGi1fPrSnlN8fezPhTGzUHCGnx4nG440oshah0KpWeTSLZiiKgsbjjaieXM2lgESUlMLNRo2VZeofOEntEnSiDvb5dkxYPiH0xl5wCBCsAhS/EtMb+0xs0hyN0ao8JlPPMYoOXzmikYSbZWpoAOrq1IIRbW1ATw+wdSuwfTug16tL9fr3lMrJUXtNxdpMOBMaNUfJ5XXB7Xej1D6w55jD7ECzqxkur4tBFRGlpHCzTB0NHeio64DULcHf5ofUI8G51QnXdhf0ej38XX70NfVB9snQG/UQc0R0fxLbG/tMaNIci2CVx2TuOUbR4ytH6S2WvUwjNQkGTmeZgn2vurvV/Vl2OzBpktpHqr5eDb6MRrUyX26u2kuqqQno7U2OZsJpym6yw2qwwuV1wSyenrycHiesBivsJhb0ICLtxLKXKZzlY8GMiNQtwdfsg2AXYJ5khv+UH531ndCZdBCMAsQ8EYZcA+Q+Gd4mLwK9Ab6xT6D+VR6TtecYRY+vHqWnWPcyjdYkuLERmDNHLV/ucqlL/tra1IDKZlNvO2GC+r1jx4Dp009fb7OpmSz2lEooh9mBqpIq1B+qh6IocJgdcHqcaO1tRe30WmapiEgTse5lGm35mHOLE5ZyC0ylJkguCVK7mqES7AIEmwAAECeIkFwSfMd8sEy3hK4XbAICPQFIHRLAqSlhxqryyGA2tfHVo/QUTpZpNMEmwaUDl4/BalWX9j37rLp3ShCAI0fUIKmwUN0zZTCoGansbDWA83jUx7NY1Ov9fqCgIPaeUvGqKJjCRiuXXjNNLdzReLwRza5mWA1W1E6vDV1PRDTeYi1SMNzyMdkvw3vUi549PZA6JRgnGpFVkaXevlOCocAAxa9AZ9BB7pMhZAuACZA9MiSXBL1FD7lPhuJXIBaIQAxTE8uEq0Z7HsKp8kipKXN/4il9jZVlCmcvU/8mweZ+a5+3b1eX+VVUqI/d0aEGVd98A5w8qQZS2dnqfYqL1ebBxcXqcr+uLnUp4OTJwNSp0feUSkRFwRQTTrl0k2jCsjOWoXpyNftUEZHm4lGkYLjlY737etHzeQ/0WXpYplkg+2Q433PCe8oLb7MXnhMeiNkihGwBglmAodgARVZgLDZC7pUR6ApAZ9TBNNkE81RzVEvQWCZcFc7zwKIe6YuvIqWfkbJMDocaEIWzl2m4JsEtLcCXXwJnnKEGRsH9UYqiLusLBNSlfT09wLRpQH6+Gny1t6sBlNGoFqtwuWLrKRVrFi4NRFIu3WF2MJgiIs3Fo0jB4OVjOqMO7r1uQAGsZ1kh5ogI9AXgPemF57AHpnITfEd9kHtkyD0yhGkCjPlqJivQHoBgF6Az6qD4FARcAdjn26N6g88y4apIngcW9Ug/fDUp/YyUZXI61evDzRANbhIsSWoQM2cO8PnnwKFDwMGD6hJAhwOYNUvNXPX0qPe76CK1f9SHH8avp1Q8snApjuXSiSgVxatIwYDlY4c9kL0yrN+1wjLdgp7Pe+A55IH7gBtKQIHjLAeyzsiC54gHco8MAMi5KAd5tXno+rBrQEYl2iVoLBOu4vNAfHUp/QyXZXI6gdZWNaAJN+gY3A9KUYD169WA6tgxde+U0ahmqFwutVT6woXqMr+ODmDBAjWAi2dPqXhk4VIcy6UTUSqKV5GC/svHPM0etP5bK/RWPfq+6oN7jxs6gw4KFOiNeni/8SL7nGxMuHwCpC4J/g4/7AvsEO1i3JagsUy4is8DZc5CV0p9Tidw9Kj6dSw1NWoAJctqsCHL0WeIHA6grExd8ldRoS4B1OvVJX+yrGawCguBEyfU2+v1agn1/hmx4GOE22x4pPPsn4UbfJ9IsnAprH+59P5YLp2IxpvklOA56oHklMK6fV5NHnJrc6HICjzNHiiyEnWGSHSIyD4rG/ZqO7xHvHDvdUPIEqAX9dApOhjyDBBzRXi+8QAAdPpvr+uXERMdIsxl5rCbDQ93rv0zcINvn0llwvk8EF9hSn7RFGYYnGWKV4W8uXPVLFFvr7rMLydH3VuVm6ted/SoOt5IMmJB4ZxnvLJwKYzl0olIa9EWZkhEkYK8mjz4TvnQs6cH0AFClgDrd6wIdAeAgFrlz3vUC8WrRFW2e6xzZZlwFZ8H4itMyS+WwgwOR3wDjYIC4Oyz1bLo2dlqWfVvvgF271aLUBgMwOLF0WXEwj3PwXu9Yt2nlYJYLp2ItBRrYYZ4FinQm/QoXFkIzwEPZL8Mc5kZOlEH93433LvdkH0ydAYdchbnRJURC+dcWSZcxechszGoouSWbIUZ+meKTCYgK0sd18yZwAUXACtXRjeeSM4zUVm4FMJy6USklWQsSCA6RNir7eis7wzt3TEWGqHMVGC/wI6ClQVRjSncc2WZcBWfh8zGV5qSWzIWZhguU7R8eWx9oqI5z3hn4VIQy6UT0XhL1oIEw2VJ8pfnx9QrKtJzZZlwFZ+HzMRXnJJbvMqjx1MiMkXJeJ5ERDREvEqjx1sisiTJeq5EyYjV/yg2kVTki0ZwuV1Li/rP41G/traq12uZqYmkol84j5Ws50lElGIircoXiWBBAn+LH74WH2SPDF+LD/5WP2xVNs0zFJFU9AvnsZL5XImSCX8bKDrRVOSLVqYUZsiU8yQiSpBoq/JFKpMKEmTSuRLFQqcoiqL1IJKJy+WCw+GA0+mEnUuuRlZXd7pSnd2uLltraVGDgLEq8kXL6cyMwgyZcp5Eg/Dv7/D4vISvra4tVKlOtIuQXBL8LWpJ63Cq8kVKckoZU5Agk86VqL9w/wbzt4Iip1VFvkwpzJAp50lEFEdaVOXLpIIEmXSuRNHgniqKXLBS3eBo3eFQr3e5tBkXERFlrGClusHFE0SHiIA7AMkV//1VRERBDKoocv0r1fWXyEp1iS6IQUREKa1/pbr+ElmpLpEFMYgotTCPS5Hr3wBXUdTLTqdaqa62Nr5L18azIAYREaWsYKW6zvpOQFEvS04J/lZ1T1U8l66NV0EMIkod/M2n6NTUqAGULKuV6mQ5MZXqGhrU4E0Q1Ma4gqBebmiI73GIiCjl5dXkIbc2F4qswNPsgSIrCalU19HQgc76TugEHcylZugEHTrrO9HR0BHX4xBR6mCmiqKTiAa4g2lVECNeWMWPiGhcJaIB7mBaFMSIF1bwI0oc/kZRbBJZqS5YEKO0dOgxm5vV7ydjsMIli0REmkpkpbpgQQxzqXnIMT3NHjVoSbKAhcsViRKPv0mUvMItiKFVEYuRjssli0REaSvcghhaFbEY7rhcrkiUeMn1UQpRf2MVxDCb1SbE450RGi0T5fGk9pJFIiIa1VgFMfRmPdrq2sY9KzRSNso+z56yyxWJUgkzVZTcRiuIoVVGaLTjulxAezsQCAB9fafvwx5eRERpY7SCGFplhUY6btuf2xBwB6A36uHv8EPukwGwfxdRvPGjCUpuIxXE0KqIxWjH/eQT4NQp4IsvAEkCcnKA8nJg9uzE9vAiIqJxNVJBDK2KWIx23N49vfA2edHd2A2dQQe9UQ9zuRmGPEPC+ncRZSJmqig1OBxAWdnpQClYxGJwkJLojNBox927F3j/fWDSJECnA3p7gZ071WCrtVVdIsilf0REaUN0iDCXmUOBUrCIxeBAJdFZodGO2/d1H3ydPsi9MnSiDpCB7k+70b29G7YqG5f+EcUJgypKTeEWsRiv47a0AB0dakC1YAFw9tlAVpaawWpuBi68MP49vIiIKKmEW8RivI7ra/FB6pBgr7LDVmWDTq+DIinQW/UQbALs87h6gihe+PEEpaaxilgkKiM00nGPHQPy8tQlgQaDGlTNnAl0danB1oIFLKdORJTmxipikais0EjH9R7zQswTYSoxQW/WwzLTou6p0gH+dj9kr5yQ8RBlIgZVlLqCmZ/GRjUbZLWeLmIRjXCb9Q533MsuU/dSuVxqsNXXB1gsgF6vBlvcS0VElBHyavIAqHuoPM0eCFYhVMQiUpE06x3uuHmX5aH3i174Wn0QsgUIFgGGPAN8LT7upyKKM/42UeoaqYhFpCJt1jvScY1G4OWXgZ4eNZiSZSA7G7j1Vu6lIiLKECMVsYhENM16hzuu3qxH094mdL7TCRgA0SbCMMEA0SYib1ke91MRxRF/myj1ORxDg5Zws07A6RLpRUVqiXSXS70MqMFTJMcF1CIV/b8SEVHGER1Dg6lwM0/B8uiGIgPMpWZILkld2gdgwrIJYR+3ra4NUqsEy0wLpHYJUo8EqUNC7qXRZc6IaGQMqii9RJp1ildpdqcT2LULOP98wGY7vfzP5VKvX7yY2SoiogwVSeYpXmXZg49jLDEi+7vZCPQFIPfJCHQHoNPpIHvkhDYjJso0/G2i9BJpQ+B4lGZ3OoH9+9WCFHa7Gkzl5alf2fSXiCjjRdIQOF5l2T3NHnhPeKEzqKsmgvupjEVGNv0lSgBmqih9RJN16l8i3Wwe+FhjlWbvnxVrb1cLVbS3q5X+DIbwH4eIiNJWpJmn/uXRjWbjgMcJp7hEMCvm2uKC+ws3+g72wXqmFVkVWdAb9Akv706UqZipovQRTdYpWCK9pUX95/GoX8Np1ts/KzZjhpoZ+/xz4OOPI3scIiJKW5FmnoLl0f0tfvhafJA9MnwtPvhb/WE16w1mxfRWPazfsUJ2y+hu7IZ7lzuixyGiyPA3itJHtFmnaEqzD5cVmz9f/drcDBw6pC4BjKXEOxERpbxoMk/RlmUfnBUz5BqgN+rh3u1Gz54eiPli1OXdiWh0KZOpeuyxx3DBBRcgKysLOTk5w97myJEjWLZsGbKyslBYWIgf/ehHkCSuGc4Y0WadgiXS164F7r5b/bps2ejNeofLihkMwLx5wJw5wHXXhfc4RJTSODfRWKLJPAXLo5etLUPp3aUoW1uGCcsmjFlYYnBWTGfQIXtONvIvzUf2nGwUX18c1uMQUeRSJlPl8/lw9dVXY8GCBXj55ZeHfD8QCGDZsmUoLi7GRx99hBMnTuDGG2+EwWDA448/rsGISROxNAQeqUT6cEbLiuXnA7Nnc8kfUQbg3EThiDbzNFxZ9lFvP0JWTPbKME40wlTKD/mIEkWnKIqi9SAi8corr2Dt2rXo6uoacP0777yDv/qrv8Lx48dRVFQEAHjhhRfw4IMP4tSpUzAajcM82lAulwsOhwNOpxN2FhdIXZH0qYpWXZ26p6qwUD2G06lmxWprB/a3Go+xpDBZluHz+bQeBo0Dg8EAQRBG/H4q//1N5NyUys8LDRRun6pYtNW1qT2uCg0QHSIkpwR/qx+5tbkDelyNx1hSWSAQgN/v13oYNA7iNTelzW/Rxx9/jDlz5oQmLQBYunQp7rzzTuzZsweVlZXD3s/r9cLr9YYuu1j6Oj1EknWK1lhZsUh7ZmUgn8+Hw4cPQ5ZlrYdC4yQnJwfFxcXQZUhz7GjmJs5L6SvSzFM0xsqKRdIzKxMpioKTJ08O+YCE0ls85qa0CapOnjw5YNICELp88uTJEe+3bt06/PSnP03o2ChNBfdiVVcPn4kKVgcsKlIrA7pc6mVgYCYrQymKghMnTkAQBJSVlUGv52SezhRFQW9vL1pbWwEAEydO1HhE4yOauYnzEsUiuB8rpzpn2ExUsDqgocgAc6kZkktCZ30nAAzIZGWqYEBVWFiIrKysjPkAKFPFc27SNKh66KGH8MQTT4x6m3379mH27NkJG8OPf/xj3HfffaHLLpcLZWVlCTseaSwRS/GGy4pF0zMrw0iShN7eXpSUlCArK0vr4dA4sFgsAIDW1lYUFhaOutxCS1rPTZyXMk8iluINlxWLtGdWpgkEAqGAKj8/X+vh0DiJ19yk6W/O/fffj5tuumnU20ybNi2sxyouLsann3464LqWlpbQ90ZiMplg4lKs9DfeS/GC1QFLSwde73CoSwVdrowPqgKBAACEvd+R0kMwgPb7/UkbVGk9N3FeyhzjvRQvWB3QXGoecL3oEOFp9qiBXQYHVcE9VPygL/PEY27S9DenoKAABQUFcXmsBQsW4LHHHgtFmQCwadMm2O12nHnmmXE5BqWw8V6KF23PrAzEpRWZJRVeb85NNF7GeyleND2zMlEq/J2i+IrHa54ymxiOHDmCnTt34siRIwgEAti5cyd27tyJnp4eAMAll1yCM888EzfccAN27dqFjRs34h//8R+xZs0afuKX6QYvxTOb1a+Fher1Tmf8jxltzywiSimcmyhag5fi6c16tWFvoQHdjd2QnPHvZRZNzywiCk/KBFWPPPIIKisr8eijj6KnpweVlZWorKxEY2MjAEAQBPzpT3+CIAhYsGABrr/+etx444342c9+pvHISXPDNeoF1MDG7Va/nwg1NWo1QFlWl/zJcvg9s4jCUF5ejmeffVbrYWQ0zk0UrcGNeoNEh4iAOwDJlZgG0Xk1ecitzYUiK/A0e6DISlg9s4jClalzU8p8JPHKK6/glVdeGfU2U6ZMwZ///OfxGRClDq2W4o1VHZAoRtu2bYPVatV6GBmNcxNFS6uleGNVBySKVabOTfwtovQXXIpXX69W3xvcqDfRgc549MyijBSvfT9ENP6CS/E66zsBBUMa9SY60BmPnlmUmTJ1bkqZ5X9EMeFSvLTm9Dhx1HkUTk8C9scNo7u7G6tWrYLVasXEiRPxzDPP4KKLLsLatWsBqM1bH3jgAUyaNAlWqxXnn38+3nvvvdD9X3nlFeTk5GDjxo2oqKhAdnY2amtrceLEidBt+j9e0IoVKwZUpRu8xEKn0+G3v/0tVq5ciaysLMycORN//OMfBzzG7t27cemllyI7OxtFRUW44YYb0NbWFq+nhogiwKV46c0pSTjq8cApJWYp52Ccm7TFoIoyQ3Ap3tq1wN13q1+XLUtMOXUaN17Ji7qDdXj2k2fx3KfP4dlPnkXdwTp4JW9Cj3vfffdh69at+OMf/4hNmzbhww8/xPbt20Pfv+uuu/Dxxx/jtddew+eff46rr74atbW1+PLLL0O36e3txZNPPol//dd/xQcffIAjR47ggQceiHlsP/3pT3HNNdfg888/x2WXXYZVq1aho6MDANDV1YWLL744tOenvr4eLS0tuOaaa2I+LhFFLrgUr2xtGUrvLkXZ2jJMWDYhIeXUafx4ZRl1bW149uhRPNfcjGePHkVdWxu8spzQ43Ju0hZ/aymzOBxAWRmX46WJhq8bUH+oHoJeQKm9FIJeQP2hejR83ZCwY3Z3d+PVV1/Fk08+iSVLluA73/kO1q9fH+q7deTIEaxfvx6vv/46LrzwQkyfPh0PPPAAqqursX79+tDj+P1+vPDCC6iqqsLcuXNx11134d133415fDfddBOuvfZazJgxA48//jh6enpCfZKef/55VFZW4vHHH8fs2bNRWVmJ3/3ud9i8eTMOHjwY87GJKDqiQ4S5zMzleGmioaMD9Z2dEHQ6lJrNEHQ61Hd2ouHbICIRODdpj7+9RJSSnB4nGo83oshahEKr2v/HLJqhKAoajzeienI1HOb4B89ff/01/H4/zjvvvNB1DocDs2bNAgB88cUXCAQCOOOMMwbcz+v1Ij8/P3Q5KysL06dPD12eOHEiWltbYx7f2WefHfq/1WqF3W4PPe6uXbuwefNmZGdnD7nfoUOHhoyZiIgi45QkNHZ3o8hgQOG3ze3NRiMUAI3d3ajOyYFDjP/bb85N2mNQRUQpyeV1we13o9ReOuB6h9mBZlczXF5XQoKqsfT09EAQBHz22WdDurL3nzAMBsOA7+l0OiiKErqs1+sHXAbUTxDHMtzjyt8uOenp6cHll1+OJ554Ysj9Jk6cOOZjExHR6FySBHcggNL+1YYBOEQRzR4PXJKUkKBqLJybEo9BFRGlJLvJDqvBCpfXBbN4evJyepywGqywmxJTKn/atGkwGAzYtm0bJk+erB7T6cTBgwfxve99D5WVlQgEAmhtbcWFF14Y9XEKCgoGbA4OBALYvXs3Fi9eHPVjzp07F2+88QbKy8shajCpExGlO7sowioIcEkSzMbTpfKdkgSrIMCeoL+9nJu0xz1VRJSSHGYHqkqq0OJuQUtPCzySBy09LWjtbUVVSVXCslQ2mw2rV6/Gj370I2zevBl79uzBrbfeCr1eD51OhzPOOAOrVq3CjTfeiDfffBOHDx/Gp59+inXr1qGuri7s41x88cWoq6tDXV0d9u/fjzvvvBNdXV0xjX3NmjXo6OjAtddei23btuHQoUPYuHEjbr755tC6eyIiip5DFFFls6HF70eLzwePLKPF50Or348qmy1hWSrOTdpjUEVEKatmWg1qp9dCVmQ0u5ohKzJqp9eiZlpiS+U//fTTWLBgAf7qr/4KNTU1WLhwISoqKmD+drnH+vXrceONN+L+++/HrFmzsGLFigGfHobjlltuwerVq3HjjTdi0aJFmDZtWkyfBAJASUkJtm7dikAggEsuuQRz5szB2rVrkZOTA72e0wERUTzU5OWhNjcXsqKg2eOBrCiozc1FTV5iS+VzbtKWThm8MDLDuVwuOBwOOJ1O2O2JWT5ERIDH48Hhw4cxderU0B/8aDk9Tri8LthNdk32UbndbkyaNAlPPfUUbr311nE/fioZ7XXn39/h8XkhGh/xnJcAdcmfS5JgF0VN9lFxbgpfPOam1F24SET0LYfZMa7B1I4dO7B//36cd955cDqd+NnPfgYAWL58+biNgYiIkptjnIMpzk3aYlBFRBSFJ598EgcOHIDRaMS5556LDz/8EBMmTNB6WERElME4N2mHQRURUYQqKyvx2WefaT0MIiKiEM5N2kqd3V9ERERERERJiEEVERERERFRDBhUERERERERxYBBFRERERERUQwYVBEREREREcWAQRUREREREVEMGFQRERHeeustzJgxA4IgYO3atWHdp7y8HM8++2xCx0VERJkrleYmBlWkHacTOHpU/Toe9yNKE01NTdDpdNi5c2fcHvOOO+7AVVddhaNHj+LnP/95WPfZtm0bbr/99tBlnU6Ht956K25jItKC5JTgOeqB5JTG5X5E6SLT5yY2/6Xx5/UCDQ1AYyPgdgNWK1BVBdTUACZT/O9HRCPy+/3wer1obW3F0qVLUVJSEvZ9CwoKEjgyovEle2V0NHSgu7EbAXcAglWArcqGvJo86E0jfwYd7f2IaGSpODfxt53GX0MDUF8PCAJQWqp+ra9Xr0/E/Sj9jXP2UpZl/NM//RNmzJgBk8mEyZMn47HHHgMAfPHFF7j44othsViQn5+P22+/HT09PaH7XnTRRUOWMKxYsQI33XRT6HJ5eTkef/xx3HLLLbDZbJg8eTJeeuml0PenTp0KAKisrIROp8NFF10U+t5vf/tbVFRUwGw2Y/bs2fg//+f/hL4X/BTxD3/4AxYtWgSz2YwNGzbAZrMBAC6++GLodDq89957AIAtW7bgwgsvhMViQVlZGe655x643e4B4wwusSgvLwcArFy5EjqdLnSZKFV0NHSgs74TOkEHc6kZOkGHzvpOdDR0JOR+lP7GO3vJuen0OLWYmxhU0fhyOtVMU1ERUFgImM2AzaZmmrZsGflN8XD3KyxU/zU2cilgpvJ6gbo64NlngeeeU7/W1anXJ9CPf/xj/OIXv8DDDz+MvXv34t///d9RVFQEt9uNpUuXIjc3F9u2bcPrr7+OhoYG3HXXXREf46mnnkJVVRV27NiBH/zgB7jzzjtx4MABAMCnn34KAGhoaMCJEyfw5ptvAgA2bNiARx55BI899hj27duHxx9/HA8//DBeffXVAY/90EMP4Yc//CH27duHxYsXhx73jTfewIkTJ3DBBRfg0KFDqK2txZVXXonPP/8cf/jDH7Bly5YRz2Xbtm0AgPXr1+PEiROhy0SpQHJK6G7shqHIAGOhEXqzHqJNhM6kg2uLa8Q3xcPdz1hohKHQgO7Gbi4FzFCyV0ZbXRuOPnsUzc814+izR9FW1wbZKyf0uJybhhrPuYnL/yi+nE7A5QLsdsDhGPp9l0tduldaCvj9wP79QFMT0NsLeDzArFnAtdcOXc7X/379ORxAc7P6/eGOR+ktmL0sKlJ/Nlwu9TIALFuWkEN2d3fjn//5n/H8889j9erVAIDp06ejuroav/nNb+DxePD73/8eVqsVAPD888/j8ssvxxNPPIGioqKwj3PZZZfhBz/4AQDgwQcfxDPPPIPNmzdj1qxZoaUN+fn5KC4uDt3n0UcfxVNPPYUrrrgCgPqp4d69e/Hiiy+GxgoAa9euDd0GALq6ugAAeXl5ocdbt24dVq1aFfrkcubMmfjVr36FRYsW4de//jXMZvOA8QbHlJOTM2BMRMlAckqQXBJEuwjRMfStj+SSEHAHYC41Q/ErcO93w9PkQaA3ANkjwzzLjOJri4cs5+t/v/5EhwhPs0c95jDHo/QWzF4aigwwl5ohuSR01ncCACYsm5CQY3Ju0n5u4m86xUe4+53sdvV7LhfQ0gLs3q1eZzYDigJ89BFQUDD0DXH/+/X/hXE61evt9vE5T0oeg7OXwOmfo8ZGoLo6IYH2vn374PV6sWTJkmG/d84554QmLQBYuHAhZFnGgQMHIpq4zj777ND/dTodiouL0draOuLt3W43Dh06hFtvvRW33XZb6HpJkuAY9DxUVVWNefxdu3bh888/x4YNG0LXKYoCWZZx+PBhVFRUhH0uRFoJd7+TaBchWAVILgm+Fh96d/dCsAvQm/WAAnR/1A1jgXHIG+L+9zOajaHrJacEwSpAtPNtVqYZnL0EoP5sKEB3YzdyqnMSEmhzbtJ+buJvO8VHuBkDh0MNtt5+G/jySyArS30T3NsLnHWWev/h3hAH71dfr97e4VDfVLe2ArW1zFJlIo2ylxaLJab76/V6KIoy4Dq/3z/kdgaDYcBlnU4HWR556UhwbfxvfvMbnH/++QO+JwjCgMv9J9bRHu+OO+7APffcM+R7kydPHvP+RMkg3IyB6BBhq7Kh/e129H7ZCyFLUN+o9cqwnmWFscg47Bvi4P066zsBRb0sOSX4W/3Irc1llioDaZW95Nyk/dzEPVUUnf6FASLd71RTA1xwAeDzqUv+FEUNqCoq1DfBbrf6hniwmho1gJJl9U2zLKuXa2rG55wpufTPXvaX4OzlzJkzYbFY8O677w75XkVFBXbt2jVgw+zWrVuh1+sxa9YsAOpShBMnToS+HwgEsHv37ojGYDQaQ/cNKioqQklJCb7++mvMmDFjwL/g5uFIzJ07F3v37h3yWDNmzAgdfzCDwTBgTETjaXBRgEj3O+XV5MF+gR2yT4bskQEFsJ5lRVZFFkSHiIA7AMk1dI9UXk0ecmtzocgKPM0eKLKC3Npc5NXkjct5U3Lpn73sL9HZS85N2s9N/AiFIjPcMr8pU9Q3soMrqoyUMTCZgJUrgQMHAElSMw3BT1g6OkZ+Q2wyqVmv6urR921RZtAoe2k2m/Hggw/i7//+72E0GrFw4UKcOnUKe/bswapVq/Doo49i9erV+MlPfoJTp07h7rvvxg033BBaXnHxxRfjvvvuQ11dHaZPn46nn346tG48XIWFhbBYLKivr0dpaSnMZjMcDgd++tOf4p577oHD4UBtbS28Xi8aGxvR2dmJ++67L6JjPPjgg5g/fz7uuusu/O3f/i2sViv27t2LTZs24fnnnx/2PuXl5Xj33XexcOFCmEwm5ObmRnRMomiMtMQva1ZWRBkDvUmPgpUF6D3QC0VSYCo1QbCon6T7OnwjviHWm/SYsGwCcqpzRt23RZlBq+wl5ybt5yZmqigyw5U1/+gj4OTJyDIGDocaHHk86v08HnWPVWur+kZ5tDfEDgdQVsaAijTLXj788MO4//778cgjj6CiogLf//730draiqysLGzcuBEdHR2YN28errrqKixZsmTAH/pbbrkFq1evxo033ohFixZh2rRpWLx4cUTHF0URv/rVr/Diiy+ipKQEy5cvBwD87d/+LX77299i/fr1mDNnDhYtWoRXXnklqk8Dzz77bLz//vs4ePAgLrzwQlRWVuKRRx4ZtVfIU089hU2bNqGsrAyVlZURH5MoGiOVNO/Z3hNxxkB0iHBUO6B4FARcapEKX4sP/lY/bFW2Ud8Qiw4R5jIzAyrSLHvJuWl44zU36ZTBCygznMvlgsPhgNPphJ3FDwZyOtWS1YJwujAAoAZD+/erAVQw2OmfMRipChub+WY0j8eDw4cPY+rUqUOq9URsrKqTlDRGe93593d4fF5GJjklHH32KHSCLlQUAAB8LT4osoKsiiy4PnTBUGgYkjEYqQobm/lmrrjOSxi76iQlj3jMTXyFKXyjFQYoKgLOPhv45hs1Y2C1jp0x4HI+iheHgz87RBlorKIAtrk2CFYB3Y3d8DR7IFiFMTMGXM5H8SI6+LOTSfhKU/hGK2vucKj7pIDIAyS+ISYioiiMVdLcWGBE1oysqAIkviEmokgwj03hCxYGaGlR/w23D4r7nYiIaJwEiwL4W/zwtfhG3APF/U5ElGj860KRCS7na2wMf5kfERFRggSX8kWyxI+IKN4YVFFkuA+K4oy1cjILX2+KN+6Bonjj36nME4/XnH91KDrcB0UxCnZS9/l8MXeCp9TR29sLQG3GSBRP3ANFsQr+Xert7eW8lGHiMTfxrw8RaUIURWRlZeHUqVMwGAzQ67nFM50pioLe3l60trYiJycnFFQTESULQRCQk5OD1tZWAEBWVhZ0Op3Go6JEiufcxKCKiDSh0+kwceJEHD58GN98843Ww6FxkpOTg+LiYq2HQUQ0rODfp2BgRZkhHnMTgyoi0ozRaMTMmTPh8/m0HgqNA4PBwAwVESW14Ad+hYWF8Pv9Wg+HxkG85iYGVUSkKb1eH5fO9URERPEiCAI/BKKIcBMDERERERFRDBhUERERERERxYBBFRERERERUQy4p2qQYPMvl8ul8UiIiDJL8O8uG28OxHmJiEg74c5NDKoG6e7uBgCUlZVpPBIioszU3d0NB5uLh3BeIiLS3lhzk07hR4IDyLKM48ePw2azad7wzeVyoaysDEePHoXdbtd0LLFKp3MB0ut80ulcgPQ6n3Q6F2Ds81EUBd3d3SgpKWEz6H44LyVOOp1POp0LwPNJZul0LkD85iZmqgbR6/UoLS3VehgD2O32tPihBdLrXID0Op90Ohcgvc4nnc4FGP18mKEaivNS4qXT+aTTuQA8n2SWTucCxD438aNAIiIiIiKiGDCoIiIiIiIiigGDqiRmMpnw6KOPwmQyaT2UmKXTuQDpdT7pdC5Aep1POp0LkH7nk4nS7TVMp/NJp3MBeD7JLJ3OBYjf+bBQBRERERERUQyYqSIiIiIiIooBgyoiIiIiIqIYMKgiIiIiIiKKAYMqIiIiIiKiGDCoSiF1dXU4//zzYbFYkJubixUrVmg9pJh4vV5897vfhU6nw86dO7UeTlSamppw6623YurUqbBYLJg+fToeffRR+Hw+rYcWtn/5l39BeXk5zGYzzj//fHz66adaDyli69atw7x582Cz2VBYWIgVK1bgwIEDWg8rbn7xi19Ap9Nh7dq1Wg8laseOHcP111+P/Px8WCwWzJkzB42NjVoPi+KAc1Py4dyUHNJ5buK8NBSDqhTxxhtv4IYbbsDNN9+MXbt2YevWrbjuuuu0HlZM/v7v/x4lJSVaDyMm+/fvhyzLePHFF7Fnzx4888wzeOGFF/AP//APWg8tLH/4wx9w33334dFHH8X27dtxzjnnYOnSpWhtbdV6aBF5//33sWbNGnzyySfYtGkT/H4/LrnkErjdbq2HFrNt27bhxRdfxNlnn631UKLW2dmJhQsXwmAw4J133sHevXvx1FNPITc3V+uhUYw4NyUnzk3JIV3nJs5LI1Ao6fn9fmXSpEnKb3/7W62HEjd//vOfldmzZyt79uxRACg7duzQekhx80//9E/K1KlTtR5GWM477zxlzZo1ocuBQEApKSlR1q1bp+GoYtfa2qoAUN5//32thxKT7u5uZebMmcqmTZuURYsWKT/84Q+1HlJUHnzwQaW6ulrrYVCccW5KLZybtJcOcxPnpZExU5UCtm/fjmPHjkGv16OyshITJ07EpZdeit27d2s9tKi0tLTgtttuw7/+678iKytL6+HEndPpRF5entbDGJPP58Nnn32Gmpqa0HV6vR41NTX4+OOPNRxZ7JxOJwCkxOswmjVr1mDZsmUDXqNU9Mc//hFVVVW4+uqrUVhYiMrKSvzmN7/RelgUI85NqYVzk/bSYW7ivDQyBlUp4OuvvwYA/OQnP8E//uM/4k9/+hNyc3Nx0UUXoaOjQ+PRRUZRFNx00034u7/7O1RVVWk9nLj76quv8Nxzz+GOO+7QeihjamtrQyAQQFFR0YDri4qKcPLkSY1GFTtZlrF27VosXLgQ3/nOd7QeTtRee+01bN++HevWrdN6KDH7+uuv8etf/xozZ87Exo0bceedd+Kee+7Bq6++qvXQKAacm1IH5ybtpcPcxHlpdAyqNPTQQw9Bp9ON+i+4LhoA/tf/+l+48sorce6552L9+vXQ6XR4/fXXNT4LVbjn8txzz6G7uxs//vGPtR7yqMI9n/6OHTuG2tpaXH311bjttts0GjmtWbMGu3fvxmuvvab1UKJ29OhR/PCHP8SGDRtgNpu1Hk7MZFnG3Llz8fjjj6OyshK33347brvtNrzwwgtaD42GwbkpeXFuSl2pPjdxXhqbGMfxUYTuv/9+3HTTTaPeZtq0aThx4gQA4MwzzwxdbzKZMG3aNBw5ciSRQwxbuOfy//7f/8PHH38Mk8k04HtVVVVYtWpV0nxyHe75BB0/fhyLFy/GBRdcgJdeeinBo4uPCRMmQBAEtLS0DLi+paUFxcXFGo0qNnfddRf+9Kc/4YMPPkBpaanWw4naZ599htbWVsydOzd0XSAQwAcffIDnn38eXq8XgiBoOMLITJw4ccDfLwCoqKjAG2+8odGIaDScm07j3DT+ODclJ85LY2NQpaGCggIUFBSMebtzzz0XJpMJBw4cQHV1NQDA7/ejqakJU6ZMSfQwwxLuufzqV7/C//7f/zt0+fjx41i6dCn+8Ic/4Pzzz0/kECMS7vkA6qeAixcvDn1Kq9enRgLYaDTi3HPPxbvvvhsqgSzLMt59913cdddd2g4uQoqi4O6778Z///d/47333sPUqVO1HlJMlixZgi+++GLAdTfffDNmz56NBx98MKUmLgBYuHDhkDLCBw8eTJq/XzQQ5ybOTVri3JScOC+FIa5lLyhhfvjDHyqTJk1SNm7cqOzfv1+59dZblcLCQqWjo0ProcXk8OHDKV1hqbm5WZkxY4ayZMkSpbm5WTlx4kToXyp47bXXFJPJpLzyyivK3r17ldtvv13JyclRTp48qfXQInLnnXcqDodDee+99wa8Br29vVoPLW5SucrSp59+qoiiqDz22GPKl19+qWzYsEHJyspS/u3f/k3roVGMODclJ85NySHd5ybOSwMxqEoRPp9Puf/++5XCwkLFZrMpNTU1yu7du7UeVsxSfeJav369AmDYf6niueeeUyZPnqwYjUblvPPOUz755BOthxSxkV6D9evXaz20uEnlyUtRFOV//ud/lO985zuKyWRSZs+erbz00ktaD4nigHNTcuLclBzSfW7ivDSQTlEUJfo8FxERERERUWZLjQW2RERERERESYpBFRERERERUQwYVBEREREREcWAQRUREREREVEMGFQRERERERHFgEEVERERERFRDBhUERERERERxYBBFRERERERUQwYVBGlmKamJuh0OuzcuVProRAREQHg3ESkUxRF0XoQRBS+QCCAU6dOYcKECRBFUevhEBERcW6ijMegiiiF+Hw+GI1GrYdBREQUwrmJiMv/iBLmpZdeQklJCWRZHnD98uXLccstt+DQoUNYvnw5ioqKkJ2djXnz5qGhoWHAbcvLy/Hzn/8cN954I+x2O26//fYhSywCgQBuvfVWTJ06FRaLBbNmzcI///M/D3icm266CStWrMCTTz6JiRMnIj8/H2vWrIHf7w/dxuv14sEHH0RZWRlMJhNmzJiBl19+OfT93bt349JLL0V2djaKiopwww03oK2tLc7PGhERJRLnJqLEYFBFlCBXX3012tvbsXnz5tB1HR0dqK+vx6pVq9DT04PLLrsM7777Lnbs2IHa2lpcfvnlOHLkyIDHefLJJ3HOOedgx44dePjhh4ccR5ZllJaW4vXXX8fevXvxyCOP4B/+4R/wn//5nwNut3nzZhw6dAibN2/Gq6++ildeeQWvvPJK6Ps33ngj/uM//gO/+tWvsG/fPrz44ovIzs4GAHR1deHiiy9GZWUlGhsbUV9fj5aWFlxzzTVxfMaIiCjRODcRJYhCRAmzfPly5ZZbbgldfvHFF5WSkhIlEAgMe/uzzjpLee6550KXp0yZoqxYsWLAbQ4fPqwAUHbs2DHicdesWaNceeWVocurV69WpkyZokiSFLru6quvVr7//e8riqIoBw4cUAAomzZtGvbxfv7znyuXXHLJgOuOHj2qAFAOHDgw4jiIiCj5cG4iij9mqogSaNWqVXjjjTfg9XoBABs2bMDf/M3fQK/Xo6enBw888AAqKiqQk5OD7Oxs7Nu3b8ingVVVVWMe51/+5V9w7rnnoqCgANnZ2XjppZeGPM5ZZ50FQRBClydOnIjW1lYAwM6dOyEIAhYtWjTs4+/atQubN29GdnZ26N/s2bMBAIcOHQr/CSEiIs1xbiKKP5ZnIUqgyy+/HIqioK6uDvPmzcOHH36IZ555BgDwwAMPYNOmTXjyyScxY8YMWCwWXHXVVfD5fAMew2q1jnqM1157DQ888ACeeuopLFiwADabDb/85S/xl7/8ZcDtDAbDgMs6nS60pt5isYx6jJ6eHlx++eV44oknhnxv4sSJo96XiIiSC+cmovhjUEWUQGazGVdccQU2bNiAr776CrNmzcLcuXMBAFu3bsVNN92ElStXAlAnh6ampoiPsXXrVlxwwQX4wQ9+ELou0k/o5syZA1mW8f7776OmpmbI9+fOnYs33ngD5eXlLJVLRJTiODcRxR+X/xEl2KpVq1BXV4ff/e53WLVqVej6mTNn4s0338TOnTuxa9cuXHfddUOqMYVj5syZaGxsxMaNG3Hw4EE8/PDD2LZtW0SPUV5ejtWrV+OWW27BW2+9hcOHD+O9994LbShes2YNOjo6cO2112Lbtm04dOgQNm7ciJtvvhmBQCDiMRMRkbY4NxHFF4MqogS7+OKLkZeXhwMHDuC6664LXf/0008jNzcXF1xwAS6//HIsXbo09ElhJO644w5cccUV+P73v4/zzz8f7e3tAz4ZDNevf/1rXHXVVfjBD36A2bNn47bbboPb7QYAlJSUYOvWrQgEArjkkkswZ84crF27Fjk5OdDr+WeEiCjVcG4iii82/yUiIiIiIooBw3giIiIiIqIYMKgiIiIiIiKKAYMqIiIiIiKiGDCoIiIiIiIiigGDKiIiIiIiohgwqCIiIiIiIooBgyoiIiIiIqIYMKgiIiIiIiKKAYMqIiIiIiKiGDCoIiIiIiIiigGDKiIiIiIiohj8f1ywMRFDVGL8AAAAAElFTkSuQmCC", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_pred = svm_v3(X_test)\n", "validate(y_test, y_pred)\n", "scatter_comparison(X_test, y_test, y_pred)" ] }, { "cell_type": "markdown", "id": "f1eae243-511a-4370-9471-ad6c4c0ff945", "metadata": { "id": "f1eae243-511a-4370-9471-ad6c4c0ff945" }, "source": [ "## Kernelized SVM\n", "\n", "### Nonlinear feature spaces\n", "\n", "A linear SVM assumes the existence of a linear hyperplane that separates labeled sets of data points. Frequently, however, this is not possible and some sort of nonlinear method where the feature vector is appended with nonlinear transformations \n", "\n", "$$\n", "\\bar{x} \\rightarrow \\phi(\\bar{x})\n", "$$\n", "\n", "where $\\phi(\\bar{x})$ is a function mapping $x$ into a higher dimensional \"feature space\". That is, $\\phi : \\mathbb{R}^{p + 1} \\rightarrow \\mathbb{R}^d$ where $d \\geq p +1 $. The additional dimensions may include features such as powers of the terms in $x$, or products of those terms, or other types of nonlinear transformations. In this way, the SVM has more 'room to play' in order to try to separate one point from another. \n", "\n", "Corresponding to such a transformed vector, we have a binary classification tool given by\n", "\n", "$$\n", "y^{pred} = \\text{sgn} \\left( w^\\top \\phi(\\bar{x}) \\right).\n", "$$\n", "\n", "From now onwards, the derivation of the dual problem goes exactly the same way as in the linear SVM case (please refer to [the first support vector machine notebook](../05/svm.ipynb) ), and we arrive at:\n", "\n", "$$\n", "\\begin{align*}\n", "\\min \\ & \\frac{1}{2} \\sum_{i=1}^n\\sum_{j=1}^n \\alpha_i \\alpha_j y_i y_j \\phi(\\bar{x}_i)^\\top \\phi(\\bar{x}_j) - \\sum_{i=1}^n \\alpha_i \\\\\n", "\\text{s. t.}\\quad & \\alpha_i \\in \\left[0, \\frac{c}{n}\\right] & i = 1, \\dots, n \\\\\n", "\\end{align*}\n", "$$\n", "\n", "### The kernel trick\n", "\n", "If you look at the optimization problem above and the corresponding classifier tool, this is an interesting situation where the separating hyperplane is embedded in a high dimensional space of nonlinear features determined by the mapping $\\phi(\\bar{x})$, but all we need to train the classifier and to use the classifier are the inner products $\\phi(\\bar{x}_i)^\\top\\phi(\\bar{x}_j)$ and $\\phi(\\bar{x}_i)^\\top\\phi(x)$, rather than the 'raw' $\\phi(\\bar{x}_i)$ and $\\phi(\\bar{x})$ values. If we had a function $K(\\bar{x}, \\bar{z})$ that returned the value $\\phi(\\bar{x})^\\top\\phi(\\bar{z})$ then we would never need to actually compute $\\phi(\\bar{x})$, $\\phi(\\bar{z})$ or their inner product.\n", "\n", "Mercer's theorem turns the analysis on its head by specifying conditions for which a function $K(\\bar{x}, \\bar{z})$ to be expressed as an inner product for some $\\phi(x)$. If $K(\\bar{x}, z)$ is symmetric (i.e, $K(\\bar{x}, \\bar{z}) = K(\\bar{z}, \\bar{x})$, and if the Gram matrix constructed for any collection of points $x_1, x_2, \\ldots, x_n$ \n", "\n", "$$\n", "\\begin{bmatrix} \n", " K(\\bar{x}_1, \\bar{x}_1) & \\dots & K(\\bar{x}_1, \\bar{x}_n) \\\\ \n", " \\vdots & \\ddots & \\vdots \\\\ \n", " K(\\bar{x}_n, \\bar{x}_1) & \\dots & K(\\bar{x}_n, \\bar{x}_n) \n", "\\end{bmatrix}\n", "$$\n", "\n", "is positive semi-definite, then there is some $\\phi(\\bar{x})$ for which $K(\\bar{x}, \\bar{z})$ is an inner product. We call such functions kernels. The practical consequence is that we can train and implement nonlinear classifiers using kernel and without ever needing to compute the higher dimensional features. This remarkable result is called the \"kernel trick\".\n", "\n", "### Implementation\n", "\n", "To take advantage of the kernel trick, we assume an appropriate kernel $K(\\bar{x}, \\bar{z})$ has been identified, then replace all instances of $\\phi(\\bar{x_i})^\\top \\phi(\\bar{x})$ with the kernel. The \"kernelized\" SVM is then given by solution to \n", "\n", "$$\n", "\\begin{align*}\n", "\\min \\ & \\frac{1}{2} \\sum_{i=1}^n\\sum_{j=1}^n \\alpha_i \\alpha_j y_i y_j K(\\bar{x}_i, \\bar{x}_j) - \\sum_{i=1}^n \\alpha_i \\\\\n", "\\text{s. t.}\\quad & \\alpha_i \\in \\left[0, \\frac{c}{n}\\right] & i = 1, \\dots, n \\\\\n", "\\end{align*}\n", "$$\n", "\n", "where the resulting classifier is given by \n", "\n", "$$y^{pred} = \\text{sgn} \\left( \\sum_{i=1}^n \\alpha_iK(\\bar{x}_i, \\bar{x}) \\right)$$\n", "\n", "We define the $n\\times n$ positive symmetric semi-definite Gram matrix\n", "\n", "$$\n", "G = \\begin{bmatrix} \n", " y_1 y_1 K(\\bar{x}_1, \\bar{x}_1) & \\dots & y_1 y_nK(\\bar{x}_1, \\bar{x}_n) \\\\ \n", " \\vdots & \\ddots & \\vdots \\\\ \n", " y_n y_1 K(\\bar{x}_n, \\bar{x}_1) & \\dots & y_n y_n K(\\bar{x}_n, \\bar{x}_n) \n", "\\end{bmatrix}\n", "$$\n", "\n", "We factor $G = FF^\\top$ where $F$ has dimensions $n \\times q$ and where $q$ is the rank of $G$. This factorization is not unique. As demonstrated in the Python code below, one suitable factorization is the spectral factorization $G = U\\Lambda U^T$ where $\\Lambda$ is a $q\\times q$ diagonal matrix of non-zero eigenvalues, and $U$ is an $n\\times q$ normal matrix such that $U^\\top U = I_q$. Then\n", "\n", "$$F = U\\Lambda^{1/2}$$\n", "\n", "Once this factorization is complete, the optimization problem for the kernalized SVM is the same as for the linear SVM in the dual formulation\n", "\n", "$$\n", "\\begin{align*}\n", "\\min\\quad & \\frac{1}{2} \\alpha^\\top F F^\\top \\alpha - 1^\\top \\alpha \\\\\n", "\\text{s.t.}\\quad & 0 \\leq \\alpha \\leq \\frac{c}{n} & \\alpha\\in\\mathbb{R}^n \\\\\n", "\\end{align*}\n", "$$\n", "\n", "The result is a conic program for the dual coefficients $\\alpha$ and auxiliary variables $r$ and $z$.\n", "\n", "$$\n", "\\begin{align*}\n", "\\min \\quad & r - 1^\\top \\alpha\\\\\n", "\\text{s.t.} \\quad & (r, 1, z) \\in \\mathcal{Q}_r^{2 + q} & r\\in\\mathbb{R} \\\\\n", "& z = F^\\top \\alpha & z\\in\\mathbb{R}^{q} \\\\\n", "& 0 \\leq \\alpha \\leq \\frac{c}{n} & \\alpha\\in\\mathbb{R}^n \\\\\n", "\\end{align*}\n", "$$\n", "\n", "Summarizing, the essential difference between training the linear and kernelized SVM is the need to compute and factor the Gram matrix. The result will be a set of non-zero coefficients $\\alpha_i > 0$ the define a set of support vectors $\\mathcal{SV}$. The classifier is then given by\n", "\n", "$$y^{pred} = \\text{sgn} \\left( \\sum_{i\\in\\mathcal{SV}} \\alpha_iK(\\bar{x}_i, \\bar{x}) \\right)$$\n", "\n", "The following cell implements this model, leaving it to the user to specify the kernel function via a lambda-function argument." ] }, { "cell_type": "code", "execution_count": 14, "id": "4b46d9ae-52ed-4979-8b4f-385d38133eeb", "metadata": { "id": "4b46d9ae-52ed-4979-8b4f-385d38133eeb" }, "outputs": [], "source": [ "def kernelSVMFactory(X, y, c, tol=1e-8, kernel=lambda x, z: (x @ z)):\n", " n, p = X.shape\n", "\n", " # convert to numpy arrays for speed\n", " X_ = np.hstack([np.ones((n, 1)), X.to_numpy()])\n", " y_ = y.to_numpy()\n", "\n", " # kernel matrix\n", " G = [\n", " [y_[i] * y_[j] * kernel(X_[i, :], X_[j, :]) for j in range(n)] for i in range(n)\n", " ]\n", "\n", " # spectral factors for a positive semi-definite matrix\n", " eigvals, V = np.linalg.eigh(G)\n", " idx = eigvals >= tol * max(eigvals)\n", " F = V[:, idx] @ np.diag(np.sqrt(eigvals[idx]))\n", " q = sum(idx)\n", "\n", " # Create AMPL instance and load the model\n", " ampl = AMPL()\n", " ampl.read(\"svm_conic_dual.mod\")\n", "\n", " # load the data\n", " ampl.param[\"p\"] = q - 1.0\n", " ampl.param[\"n\"] = n\n", " ampl.param[\"c\"] = c\n", " ampl.param[\"F\"] = {(i + 1, j + 1): F[i, j] for i in range(n) for j in range(q)}\n", "\n", " # solve\n", " ampl.solve(solver=SOLVER_CONIC)\n", " assert ampl.solve_result == \"solved\", ampl.solve_result\n", "\n", " # return svm\n", " ad = ampl.get_variable(\"a\")\n", " a = ad.to_dict()\n", "\n", " y_support = pd.Series(\n", " [1 if a[i + 1] > 1e-3 * c / n else -1 for i in range(n)], index=X.index\n", " )\n", " scatter_labeled_data(\n", " X,\n", " y_support,\n", " colors=[\"b\", \"y\"],\n", " labels=[\"Support Vector\", \"\"],\n", " title=\"Support Vectors\",\n", " )\n", "\n", " # get indices of the support vectors\n", " SV = [i for i in range(n) if (a[i + 1] > 1e-3)]\n", "\n", " def kernelSVM(Z):\n", " nz, pz = Z.shape\n", " Z_ = np.hstack([np.ones((nz, 1)), Z.to_numpy()])\n", " y_pred = pd.Series(\n", " [\n", " np.sign(sum(a[i + 1] * y_[i] * kernel(X_[i, :], Z_[j, :]) for i in SV))\n", " for j in range(nz)\n", " ],\n", " index=Z.index,\n", " )\n", " return y_pred\n", "\n", " return kernelSVM" ] }, { "cell_type": "markdown", "id": "69d5c0f5-0044-4528-ba59-e77e969181a8", "metadata": { "id": "69d5c0f5-0044-4528-ba59-e77e969181a8" }, "source": [ "### Linear kernel\n", "\n", "A linear kernel reduces the kernelized SVM to the previous case. \n", "\n", "$$K(x, z) = x^\\top z$$\n", "\n", "This is useful for verifying the calculation because we can check if we obtain indeed the same results." ] }, { "cell_type": "code", "execution_count": 15, "id": "b49da001-9eb9-4dc3-8403-9e5ec9c8952d", "metadata": { "id": "b49da001-9eb9-4dc3-8403-9e5ec9c8952d", "outputId": "13ba0ff9-ccce-4165-bcc5-927e957ac6fa" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective -2.879363522\n", "0 simplex iterations\n", "16 barrier iterations\n", "Matthews correlation coefficient (MCC) = 0.729\n", "Sensitivity = 89.9%\n", "Precision = 85.8%\n", "Accuracy = 86.5%\n" ] }, { "data": { "text/html": [ "
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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "svm = kernelSVMFactory(X_train, y_train, c=10, kernel=lambda x, z: x @ z)\n", "\n", "y_pred = svm(X_test)\n", "validate(y_test, y_pred)\n", "scatter_comparison(X_test, y_test, y_pred)" ] }, { "cell_type": "markdown", "id": "a90496d4-f820-4e4c-9910-fbf432e9cfda", "metadata": { "id": "a90496d4-f820-4e4c-9910-fbf432e9cfda" }, "source": [ "### Radial basis function kernel\n", "\n", "A radial basis function kernal is given by\n", "\n", "$$K(x, z) = \\exp\\left(-\\gamma \\|x - z\\|^2\\right)$$\n", "\n", "The radial basis function is commonly used as the default kernel in SVM applications and as we shall see, it can give a significant boost to the predictive performance of our tool." ] }, { "cell_type": "code", "execution_count": 16, "id": "2221635d-4862-491b-8eee-3be0b1f22dfc", "metadata": { "id": "2221635d-4862-491b-8eee-3be0b1f22dfc", "outputId": "3fb79a07-2965-41f4-b744-a1954cc20ac6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MOSEK 10.0.43: MOSEK warning 705: #946 (nearly) zero elements are specified in sparse row ''(0) of matrix 'A'.\n", "MOSEK warning 705: #1013 (nearly) zero elements are specified in sparse row ''(1) of matrix 'A'.\n", "MOSEK warning 705: #701 (nearly) zero elements are specified in sparse row ''(2) of matrix 'A'.\n", "MOSEK warning 705: #740 (nearly) zero elements are specified in sparse row ''(3) of matrix 'A'.\n", "MOSEK warning 705: #985 (nearly) zero elements are specified in sparse row ''(4) of matrix 'A'.\n", "MOSEK warning 705: #721 (nearly) zero elements are specified in sparse row ''(5) of matrix 'A'.\n", "MOSEK warning 705: #650 (nearly) zero elements are specified in sparse row ''(6) of matrix 'A'.\n", "MOSEK warning 705: #704 (nearly) zero elements are specified in sparse row ''(7) of matrix 'A'.\n", "MOSEK warning 705: #812 (nearly) zero elements are specified in sparse row ''(8) of matrix 'A'.\n", "MOSEK warning 705: #708 (nearly) zero elements are specified in sparse row ''(9) of matrix 'A'.\n", "MOSEK 10.0.43: optimal; objective -9.680650134\n", "0 simplex iterations\n", "5 barrier iterations\n", "Matthews correlation coefficient (MCC) = 0.869\n", "Sensitivity = 92.6%\n", "Precision = 95.1%\n", "Accuracy = 93.5%\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Predicted Positive Predicted Negative\n", "Actual Positive 137 11\n", "Actual Negative 7 120" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rbf = lambda x, z: np.exp(-10 * np.linalg.norm(x - z) ** 2)\n", "svm = kernelSVMFactory(X_train, y_train, c=10, kernel=rbf)\n", "\n", "y_pred = svm(X_test)\n", "validate(y_test, y_pred)\n", "scatter_comparison(X_test, y_test, y_pred)" ] }, { "cell_type": "markdown", "id": "158c0d3a-6566-4295-8041-5b7d36af32c6", "metadata": { "id": "158c0d3a-6566-4295-8041-5b7d36af32c6" }, "source": [ "### Polynomial kernel\n", "\n", "Another important kernel function type is the polynomial kernel (which corresponds to including in the feature vector the powers of all featurs up to a certain degree $d$).\n", "$$K(x, z) = (1 + x^\\top z)^d$$\n", "Again, the higher the value of $d$, the more predictive power we can expect from the corresponding SVM, therefore, we encourage you to try this formulation varying $d$." ] }, { "cell_type": "code", "execution_count": 17, "id": "ce2cf127-0456-466d-b4b1-b0e9120c5f5f", "metadata": { "id": "ce2cf127-0456-466d-b4b1-b0e9120c5f5f", "outputId": "3a22131d-eb44-45ed-93b8-83ab281016eb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective -1.866542517\n", "0 simplex iterations\n", "21 barrier iterations\n", "Matthews correlation coefficient (MCC) = 0.367\n", "Sensitivity = 27.0%\n", "Precision = 97.6%\n", "Accuracy = 60.4%\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Predicted Positive Predicted Negative\n", "Actual Positive 40 108\n", "Actual Negative 1 126" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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r1kRPa2vr8R5OyElINBoFoK+vj46OjtDtFRISEjIHhMHNU6Qa0xOLxY7zSEJOZqrnVxhDFhISEjI3hMJnmoTurZC5JDy/QkJCQuaWUPiEhISEhISEnDKEMT4hIScJjpPFcXKoagpVTR/v4YSEhITMS0KLzylAf38/v//7v8/y5cuJRCIsXLiQq666iscee+x4D23KPPTQQ0iSNGEpgR/+8IcoisKhQ4cavr527Vo+9alPHfVYVq5cyZ133nnU+5ktPK/CwMB9dHbeSVfXV+jsvJOBgfvwvMrxHlpISEjIvCMUPqcA73jHO3juuef4zne+w+7du/npT3/K5ZdfzuDg4PEe2pSYaqDvddddR2trK9/5znfGvPbII4+wd+9ePvjBD8728GaMZVmzsp+hoa0MDz+IJCkYxlIkSWF4+EGGhrbOyv5DQkJCTiZC4XOcyGahs1P8O5dkMhkeffRR/uZv/oYrrriCFStW8MY3vpHbbruN6667DoD9+/cjSRLPP/983fskSeKhhx4Cjlhc7rvvPs455xwMw+Ciiy5i586dtfd8+9vfpqmpiZ/85CesXbsWwzC46qqr6OzsrBvT1772NVavXo2u65x++un8+7//e93rkiTxta99jeuuu454PM6HP/xhrrjiCgCam5uRJIn3ve99Yz6rpmn87//9v/n2t7895rV//dd/5cILL2TDhg1kMhk+9KEP0d7eTiqV4i1veQsvvPBC3fY/+9nP2LRpE4Zh0NbWxo033gjA5ZdfzoEDB/jkJz+JJEl1wcg//OEP2bBhA5FIhJUrV/L3f//3dftcuXIlf/7nf8573vMeUqkUv/M7v9PgF5s6jpOlUHiJXG4bmrYAXe9Alg10vQNN6yCf347jzPEJFhISEnKCEQqfY0ylAvfdB3feCV/5ivj3vvvE83NBIpEgkUjwk5/8hMosHOTTn/40f//3f8/TTz9Ne3s7b3/72+ssMqVSib/8y7/k3/7t33jsscfIZDLccssttdd//OMf8/GPf5w/+qM/YufOnfzu7/4u73//+/n1r39dd5zbb7+dG2+8kR07dnDHHXfwwx/+EIBXX32V7u5uvvzlLzcc3wc/+EH27NnDI488UnuuUChwzz331Kw9N910E319fTzwwAM888wznH/++Vx55ZUMDQ0BcN9993HjjTdy7bXX8txzz/GrX/2KN77xjQD86Ec/YunSpXzhC1+gu7ub7u5uAJ555hluvvlmbrnlFnbs2MHtt9/OZz/72TEi7O/+7u8499xzee655/jsZz87k5+g5to6cOCvOXDgiwwN/ZJicReOk6tto6ppXLdY91xISEhICOCH1JHNZn3Az2azdc+Xy2X/5Zdf9svl8lHt/+c/9/2PftT3//zPff/LXxb/fvSj4vm54p577vGbm5t9wzD8Sy65xL/tttv8F154ofb6vn37fMB/7rnnas8NDw/7gP/rX//a933f//Wvf+0D/ve+973aNoODg340GvW///3v+77v+9/61rd8wH/yySdr2+zatcsH/P/5n//xfd/3L7nkEv/DH/5w3fhuuukm/9prr609BvxPfOITddtUjz88PDzp573ooov89773vbXH3/zmN/1YLObncjn/0Ucf9VOplG+aZt17Vq9e7X/jG9/wfd/3L774Yv/d7373uPtfsWKF/w//8A91z916663+W9/61rrnPv3pT/tnnnlm3ftuuOGGCcc+lfOst/fH/gsv/Kb/7LNv9p98coP/yCNp/5FHmv2nn77Af/XVj/pdXV/19+37gv/aa5/x8/mdvm1nJjxmSEhIyMnAeOv3aEKLzzEkm4Xt22HBAujoAMMQ/3Z0iOfnyu31jne8g8OHD/PTn/6Uq6++moceeojzzz+/oUtoMi6++OLa/1taWjj99NPZtWtX7TlVVdm0aVPt8RlnnEFTU1Ntm127dnHppZfW7fPSSy+t2wfAxo0bpz22Kh/4wAe45557yOfzgHBz3XTTTSSTSV544QUKhQKtra01a1gikWDfvn289tprADz//PNceeWV0zrmeJ9rz549uK47K58LhHurv/8H2HY/rlvG9yvIcgLfd6hUuigUniGTeYxc7inK5QP09HznmAQ7O04W0+wMXWshISHznjCd/RiSy0GxCEuX1j+fTkNXl3g9PUdZyIZh8Na3vpW3vvWtfPazn+VDH/oQn//853nf+96HLAv96/t+bfvjXTk4Ho/P+L233HILn/zkJ/nBD37Am970Jh577DG++MUvAsLttWjRolrs0kiampqAI60j5oKj+VwAptmFaR5AVdNUKt0oSgxVbcKyFBwni23nsO3nMYzlxGLr0LQWHCfH8PCDALS1vW02PkYNz6swNLSVfH47rltEUeIkkxtpadmCLEdm9VghISEhs0Fo8TmGpFIQjwuBM5JsVjyfSh27sZx55pkUi0UA2tvbAWrxKkBdoPNInnzyydr/h4eH2b17N+vXr6895zgO27dvrz1+9dVXyWQytW3Wr18/Jo3+scce48wzz5xwvLquA9RZT8YjmUxy00038a//+q9861vfYt26dVx22WUAnH/++fT09KCqKmvWrKn7a2trA+Ccc87hV7/61YRjGT2O8T7XunXrZrXnVjWW2vNsfN9FksT34vviNUmScd0cshxD09rnPNg5zCgLCQk50QgtPseQdBo2boQHHxQLVTotRE9fH1x99dxYewYHB7npppv4wAc+wDnnnEMymWT79u186Utf4vrrrweEheOiiy7ir//6r1m1ahV9fX382Z/9WcP9feELX6C1tZUFCxbwf/7P/6GtrY0bbrih9rqmaXzsYx/jH//xH1FVlY9+9KNcdNFFteDgT3/609x8882cd955bNmyhZ/97Gf86Ec/YuvWiRfKFStWIEkSP//5z7n22muJRqMkEolxt//gBz/IZZddxq5du/jTP/3T2vNbtmzh4osv5oYbbuBLX/oS69at4/Dhw7WA5o0bN/L5z3+eK6+8ktWrV3PLLbfgOA73339/bT8rV67kkUce4ZZbbiESidDW1sYf/dEfsWnTJv78z/+c//W//hdPPPEEX/3qV/nnf/7nKf1OjWhUkDASWYphrKRcfhVw8DwTxyngusOoahJVTeM4GWy7l1JpF4nEOYAIdjbNrmB/s3OiOU6WfH57LaMMQNcNwCef305T0+awkGJISMi8I7T4HGO2bBEix/OEe8vzxOMtW+bmeIlEggsvvJB/+Id/4E1vehNnnXUWn/3sZ/nwhz/MV7/61dp2//qv/4rjOFxwwQV84hOf4C/+4i8a7u+v//qv+fjHP84FF1xAT08PP/vZz2rWGBBNNv/0T/+UW2+9lUsvvZREIsH3v//92us33HADX/7yl/m7v/s7NmzYwDe+8Q2+9a1vcfnll0/4OZYsWcIdd9zBZz7zGRYsWMBHP/rRCbffvHkzp59+Orlcjve85z215yVJ4v777+dNb3oT73//+1m3bh233HILBw4cYMGCBYBIWb/77rv56U9/yhve8Abe8pa38NRTT9X28YUvfIH9+/ezevXqmrXs/PPP5wc/+AHf+973OOuss/jc5z7HF77whYZp95Ph+z7Dww81LEioqmk6Om5CVdvwfRnL6sd1MyiKga4vQZJA09rxfSiXX8N1y4AQKYoSR1Vnz6zoODlctzhmn2FGWUhIyHxG8kcGdoSQy+VIp9Nks1lSI3xPpmmyb98+Vq1ahWEYR32cbFa4vFKpuYvrmU0eeughrrjiCoaHh2uxMKP59re/zSc+8YkJqyuHTIxpmuzd+zKq+iMMw0BVUzhODtvupbn5alpatjA4+AB9fXdTLu/BtvtwnDy6vjhwNalYVg+W1Q3INDVtJhpdi+MM0dx89azG+DhOls7OO5EkpWbxAbCsXnzfY9myT4QWn5CQkGPGeOv3aEJX13EinT4xBE/IscX3HXy/gqa1ousiEHqk+8jzimSzjxKPryeZPBfT7CKbfQTDOA1VTVIq7UHTWvF9sO0+8vnn8DybhQvfR0vL7JoVVTVNMrkxCJz2AzdbFtvuo7n56lD0hISEzEtC4RMSMo/wfQ/f91GUBHDEGKuqaUql18jlnqyLqUkkmrDtAXK5p/B9G1Cx7QF830bTWpAkFdvuwXWLUzp+Na7IcbK4bpFIZBGGsXzc7VtatuB5RXK5J7HtflS1tWaZCgkJCZmPhMInZEpcfvnlTOYVfd/73jejmJaQI0iSjCRJuG4BOJL67jhZJEnB950xMTWyHMf37eC1CK5bwnXLaFobhrEcy+pjaOh+FCVe5+oaGTwtywZDQ1vJ5R5jePhhLOsQoBOJLKKp6QqWL//UmONWU9mLxV14noskqcRi68NU9pCQkHlNKHxCQuYRkqQiSRFsexBFKdS5j1KpyyiVRGsK4f4CzytjmnuJRlcAGuBhWX0oSgLPq+C6ZVS1iUhkSS3TqipyRtbe8X0fx+mjWHwF09yHLBtIkovjDDM4+CMATjvt9rqxVlPZNW0BsdhqHCdHLvfoGIEVEhISMp8Is7pCQuYZsmyQTm/G9z1Mswvf92huvpr29utJJjdi271YVi+eZ9aqJcdiZxCPr8fzKnheBVmO4HklHCeDYaxA1xfUMq2GhrYyOHgvrptH19tw3TyDgz+hXO7Esg6hqil0vT1wt4GqNpPNPoxpHqyNcWQqu6Ikcd0SipIMm6OGhITMe0KLT0jIPEOSJJqbL0dVLx5Tx6caO5PPb8c0u5BljVjsDHR9cZDGbpHJPITjZJDlCPH4WcRi63GcIRQljudV6O29K8j6UnDdLJ5nYdt92PYgrmtiGEuCcWh4XglZjmHbg1Qq3bV4n2ockOcVqFS68X0LSRKuMVlOzGq9oJCQkJDZJBQ+ISHzFFVNjxEPshyhre1tNDVtromiTGYbw8MP4vsOur6EaHQDpdJODGMd0ehqHGeolmmVyWyjXN6Fri/CcfLYdj/gAQrg4fsVLGsAw1iC79tIkornlVCUOJHIohFjS2FZPZjm64HVpwnPMykUXgwyzI7EAzUqxBgSEhJyvAiFT0jIPMRx8hQKryFJolrzaMEwUhQ1NV1GLvc02ezDOE4e3zeRJAPH6Wdg4KcYxgra228mldpEZ+c/BCLFx3EyNYFi24NIkoqqNuM4Q1QqKrKsIMtxHGeY1tbfapDdJQF+0CpDCtpp+MHzYR+vkJCQ+UkofEJC5hG+7+G6JfbtuwPLeg4Aw1hJR8dNtLZe01AwZDKP4rqDpNOXUi6/Trm8B0mSicXORNNag95dGp5XwfddYrE1FAo7alWXfd8BJKLRtUiSRKHwMuDg+zqq2lzL6hqJ4+SIRBagKAks6zC2PYws68Tjb0BV4zhOjkJhWy342TCWzmmz1JCQkJCpEgqfkJB5hOi7VcBxOtG0JgBMcy/d3d9EkrQxgmF0kHGh8AK6vhhJAtseIJl8A46TI5/fTiJxNooSR1FixOM+jvMwrlsIKi8voqXlahwnQzx+Nm1tNyFJ8rh1fFQ1haKkUdUWEokzcd0yihLFcXL4vke14GLYxysETnx354k+/pB6QuETEjJP8H0HzyshqiC3oqoWIFLcRar4tjGCodovyzCW4rolfN9CUZqQJAnbHg7S2UWDUpBqlZYNYzmedwmFwrOARDy+Ac8r47pZmpuvpqnp4gnHOlnVZpBq4xr9vtluljpfCRfLE8vdOfL3Eo9zyHKEXO7pE2L8IVMnFD4hIfMEUbXZBUCSIoAQPrIcBQrY9nBNMFQnafBRFOFaUpQkkqTjeSaSBLKsB1aYIw1Kj2SFPYnjZAAf37cplV7B8yw6Om6actXl0RlmihKvVW32PLM2rmrNIZibZqnzjRNpsZ9rRtZ6mgt359GKS8fJYln95PPPUirtwnWzVCq9gI+uL8SyenHdHMnkBRjGUiyrj/7+u3HdIgsW3HzU4w85PoTC5zgR3g2GjEZUbVYA8P1K7XnPKwMemtaMLEcYGLhvTPFB2z6Mri8iEllEofAi4BOPvyFocFrfO6ut7W24bhHT7CSRuB5FSWLbA9h2P7adwfPMKS3QjTLMqseQ5cgp28drrhf7E4WRbtjZdncerbgc+f5C4UUsqyuIcTMwzb2AhCxHsKxuPK+EZfVi2wOY5gEcZ5jDh7+GJEFb2/XHRMyG68XsEgqfY0x4NxgyHpKkIssxQMJxBgGnFqujaR2kUpvJ5Z4es6ja9mFUtQPf95DlBIZxGiChqvFa8cORVhzHyVIq7SIaXYOud+B5NpVKJ6Z5kFLp/2Gar5JKbZ7yOdko7R4mtgidrMzlYn+iUe+GLeN5ZWQ5OivuzpmIy5HioVoCQlHSQbmGBJXKAVy3QiSyCN/3qVQ6AVDVVvL5Z5DlCKragq4voFLpY3DwAWR5bquUh+vF3BAKn2NMeDcYMhGqmkBREsjyshFZXWvo6LiJVGoThw59reGi6vseixa9HyF4jsQoNLpDHLkgAZRKuygWX0JRhOjyPHvcc3Kki616rEaLV3W7pqbNDS1CJyujv9sqp1JsUxXRAy5CLvdUUOyyhDhnWonF1s3Y3TldcTlaPEiSgmkeJBZbiywb+L6HprVj20PY9mEikaVBFmQRkPF9G8cZxDBWo6pJXDdfu04bxd3NJuF6MTeEwucYEt4NhkyGJMkoSoxlyz4P9NXV8THNzgkXVZAwjGV1z4/EcbKYZheum0eSlCAuyMc0D6AoKSQJFCWGYSyrZYJVz8nq4pHLPUmx+DKOM1TL6EomL6rdgZ6qd6iNYq5OtdimRrhugULhuaAKeCUIwN+B57lYVj8w9jydjOmKy9HiwTQ7KZd3oSgJEokzkWUdzyujqonamGXZQJZj6Poi8vmn8DwbWTZwnAymeRBZjuJ5L+N5JoZxOgsXvmvWz+9wvZg7QuFzDAnvBkOmiqomMYz2Uc+lZrSoel6FgYEH6O//AaZ5AABZ1pDlGLHYuqAthYHrlojFzgrcEVLdOVldPESAdT+SpOE4fZTLsSBIGpqaNtPX92Py+ceJRJaPuUM9GS0/jYReNebqVIttqmJZfQwO3k+x+AK53JM4ThHfLyPLiaBtikyh8Dh7936KZPKCaQvj6VwHjcRDJLIURWmiXN5DInEmhrGSUmknIKNpzTjOIJKkkUicg64vwjQX4vsutj1ci73T9Y4RZRseR9fbZ90CE64Xc0cofI4hM124QkJg8hTy8SbBoaGt9PR8E9vuR9NaAbCsAVy3HFiATHzfJx4/i3j8DKD+nKwuHoqSplzej6I010z+jpMhEllMb+9dZDJbyWafQpYjSJIofigWCJve3v8gl9uG57knlRWokStiZMzVqRLbBEdEYG/vf1AqvRKI6TyyrOL7BrregSSpWFZPUKgzh++P71Ydj+lcB43Eg6JEicXWkMttxzQ7iUZX4TgZyuXdgZsrDvjIcgKQWbr0YzhOhsHB+7CsLnS9HeESLhGPb0DXF8yJBSZcL+aOUPgcQ2a6cIWEVJluwLDjZMlmt+G6RTRtAaqaBI7UBopGl9Hc/BaKxecDkeIGsQ5Hzsmqi01YM0SdIBBp9rY9jGl2Ba6DOLJsoCgGxeJLACQS52BZ3ZRKrxCJLMYwlp80cQoTuSJGx1xVr+2TOTtnaGgrg4P3Ylk9dQHCvu+gaW04Tg5JkgAlOA+VIJ4tMm3hMNXrYDzxoOuLiEZX43llTHM/0ega2treTiJxfiBs6mPkRNVzm8OH/x+SZCLLMeLxDcRi6wF3jAVmNn7nkeuF55WRJB3ft3DdXLheHCWh8DnGnIqZLiGzx0Qp5I0QFohhJElClo0R+xG1gVy3TEvLb2AYK8Y9J6uLh2haqgfp7lowGctYVieK0kQ0ehqW1R3EKSUxzQPo+lJKpb2oahOGsQxZNk6aOIXJXBEjY65Oltin8Rb0kVZB4UZNIMsaut5BufwanlfG90FkKmooShpFiaEoUSA2bdfNVK+DRjebtj1IPv8sipJCLIEKsdj6ManpI/cnyxHa22+kVHoV33cCd1kUAMsaqllgZvt3HtmHr7q/dPrNNDVdNu57TmZxPVuEwucYM92FKySkEeOlkI/dLoWmNVMu+zXBAvW1gXS9nVhszbjn5MjFQ1XTVCoH8bxCYP1px3F6SaU2omkttXgJWY7heSam+TqumyGR2BSIrSP7PNHjFKqC0LL6AstFFEWJYlm9Qf8zv7btiZ6dM9mCXhWBmtZWJ44N4zRsO4PrFgEFWY6gKDFkOYphrESWxfc1U9fNVK6DqoDPZrdhmoew7QEAYrG1aFpLUBX9UQDS6YsnFFHp9GaGhx/EdYX1arTFfmDgvln9nUf24ZMkDd+3cd1BMplH6/Y3thDjiSuujwWh8DlOTHXhCgk5GqqTdbG4E9sWC/Lo2kDV83Cic7K6eORyT+K65SCrq4NodDWKYqDriwFqMULF4k48z0JR4kSj64lEFtXt73jEKcz2nbBIhfYZHv5lYMWIB5lLRSKR5XR3f4tkciOp1KZpZefMxzv2yYTbSKugYawIXJ0+4AZWL+HW8n0fx+klEllGNLoqKAx4bFz9kgS+bwXHX4GmtSPLGqqqUCq9wuHDXyOX24aqto4rGCay2M92Flaj/QFYVm9tf7JsjCnEGImsJBZbN6P4qVOFUPiEhJzkiBYSdl1WV7U20FRdrKMtlSPr+FSLwUmSUpvYfR/S6UtYuvRjFAo76l4/1nFtc+VmGhraiuP0EY2uC6r6HsRxBojFzqSp6VJctxRkwvUH1pBWbHuoZhkabfWar+6wqS7oVaugprUSiaygXN6N5xWJxc5iwYJbSaU24Tg5CoVnKRZ3Uan0HBNXf71oW0GptIdK5SClUhOJxDmUSrsCK6bokSdJSmDVKY6xAE1ksbesvlnNwppKVlehMLIQYwHPq5DPP0WptBvDWIqqNpHPP3lCu5TnglD4hITMc0zzIJVK97id0idDliN0dNxAS8sVmGZXXW2g6dLIKnTElfAQ3d3fxbK6AJdi8RmGhh5k6dI/Jp2+kmLxheMS1zYXbqaqGND1xSQSHdj2EMPDW9H1NhQlASiBSPApFl+mXH6dfH47sqwhSTqGsQJNa62zes1Xd9hU06pHC2zfd4lEVtHaem1NvOl6B7HYmlm1ak20r5GiTVWTVCrdyLIC+JTLryFJWmCd9FAUIeYAKpW+CS1Aja6D8VyfM7VuTpbVVRWemrYgyJbrx/OKwRhtfN+lUtmP65YwzS5UdX5ZEY8nofAJCZmnOE6Ogwf/75jAxuXLPzXjeIhEYvYnvepdcHf3t7GsQ7XgZs+zKZdf48CBv2Lt2v/LsmWfOOYunNlyP4xeXEeLAc8z8X0LVW3G80w8r1yz6uTzzweVi4soShvgBWNqZ/Hi36tZweZrsbqpplXLciRwHSVIpy8O2qFY5PNPoqpNdeJtNlz9U7GQid8pi23nKRZfxLYH8LwijlNGknwKhedwnBy+D4qSDCw/Lr5voyhJFCVdswDBxAJ0tOtTVZOoaiuiOfDbpv15J8sCBmlES5BSUGlauBRdtxA0PYZyeTc9Pf8CaPPGini8kY/3AKbDI488wtvf/nYWL16MJEn85Cc/qXvd930+97nPsWjRIqLRKFu2bGHPnj2zOgbf9yffKCRkhow8vw4e/L8MDv4ISZIxjGVIkszg4I84ePD/HscRNqZQ2Ek+/1Sw8KWDIogpFCWG4/QyNHQfAIaxrOFduWl24jjZWR9XVaCMFoqqmsZ1i4HbbnxE8cf76Oy8k66ur9DZeScDA/cFQbpxbHuIQmEHudz/YJqHKBR2YNsZJEncU1pWH44zRCq1kWTyjYCM5zmBNSBFKrVpVsY5V1QFXyy2HtvuxbJ68TyzFpuTTG6sS+HO57cTiSwPWlI0oesdaFoH+fz2YF+z91tXLWSSpGAYS2sCZWhoa20bVU1RqfSSzT6CbfehKBEkScH3y3heCccpBYUIHTwvj+MUcZwMvm/jeSVsu3fMZ5hoPFXXp2j8W6BU2oUkRUb8ztP7/C0tW2huvrpWE6rae6/qNpRlpXZuyHIc33eoVHqw7SHK5VcplV7Btvvxfcb9jk5FTiiLT7FY5Nxzz+UDH/gAv/VbvzXm9S996Uv84z/+I9/5zndYtWoVn/3sZ7nqqqt4+eWXMQyjwR6njqaJbJhSqUQ0Gp1k65CQmVEqlQBw3R6y2YfRtHZ0XQQG67o477LZhzHNgzNye80V5fLrQXq7WuswDwRl/nNUKt1jYhyORUzL0RaBm8j9lExu5PDhr2PbfWhaG5rWTKXSheNkKJX2YBhLqVQOoaotRCKLkWWDWGwNrlstAzCA51VmZZyzzdjfJoKitOJ51rjuyoldYvvp6/tx0Aj06H/rqVjIAEyzK4h9KeD7Mq47hOvmAA9QkWUVSUriusPB57YAD8+ziESWUKl0E4+XJ43TGe36FPE3OzHN18nlnuLgwb9FluNIkovrVqb8+UfHFIneZ09z6NDXcN0ilYpoQROPn4mut1Mqic8njmUAJSRJCVxgJ08piaPlhBI+11xzDddcc03D13zf58477+TP/uzPuP766wH4t3/7NxYsWMBPfvITbrnllqM6tqIoNDU10dfXB0AsFguKcYWEHD2+71Mqlejr66OpqQnHORgsIsvqtlPVJkyzk0qle14Jn2j0NGQ5GlTjdZEkYUz2PBNJkolEFo1ZvI9FTMvRFA2dbHFdsOBWFCWJ6xbxfQddX4CmLcR1CxSLO9H1Flpbr6FQ2FETNLIcbZjCPd+Kmzb6bRynl3T6MlKpxinfE4m3SqUX123cymQmv/VURVal0h0U4HQAZ+SWgI/nVdD1dny/iOfZ+L6NLCtIko6uL8DzLFy3HLi+xhego8djmgewrAOoahLPMymXX8M09xKPn1uz1kzn81ddg6PT5RUlRj7/TBC7F8H3HQxjOZHICjyvhO8X0LSFNQEnLLFzV0oim4VcDlIpSM9jTXVCCZ+J2LdvHz09PWzZcuQOJJ1Oc+GFF/LEE0+MK3wqlQqVSqX2OJcb36S8cOFCgJr4CQmZbZqamli4cCGVih0sIpmapQfAcTIoSnxMevjxJpE4i1TqUoaGfo5ofhrF8xw8r4yuLxsT43AsY1rGS0FOpTZhmp3jxhxNFtRr20NEIktJJM5FtDgQway2PUy5vI+Ojt8mkdiALMcnFDRVd1LVHXK8i5tO9NsUi7tIpS6quVdGf2+RyAry+ccZ+VkrlU7AJxJZftS/9UTNYEUV5s5A6BSIRJYTja6iWHwRzyuhKFEUpQXHGQw6xfuAjyT5gdVFQdNakeU4rpsJmpXGcN0CrpudUICOFH2q6mOa+1GUVOC6FsU+Na0d0dfOrwW+TzfObGzfscVIkoLrlmhqehNdXV9DBDY7SFIETVuMrrfUBJwszzzYeiIqFdi6FbZvh2IR4nHYuBG2bIHIPAwlOmmET09PDwALFiyoe37BggW11xrxxS9+kTvuuGNKx5AkiUWLFtHR0YFt2zMfbEhIAzRNQ1GEm8gwlpNOv5nBwR8BwtLjOBlsu5/W1t+aV9aeKuvWfZndu10ymV/jukUkSSYaXc3y5beNWbyPZQPGydwF47kdJnM/RSKLarVrRtZZcd08qhqj2h5kPOHV1HQZAwP3jXH1LVny+3he5bhl4Iz32yhKnEzmMTo770SS1Np4m5ouI5N5NPgc2SBOZhe6vhBVTZNKXUKh8GLD+KXJfuuq0Kn+ZqObwVYq+7HtQUTX9P04ziC+75NInIuqNgOiSrnv2ziOGQT9+oAFyEhSLAgMFgUnRTXpGJrWhOeVUNU2JEmrE6CNsshGWuwcJ4Prisa/nlfCMJZjWT3BNVyoCZDpnusTXTOOkycSWU4qdUFgnUqgKFFKpT1BNmE0cK/OTd2krVvhwQdhwQJYulRYfR4UBi3eNg9LCJ00wmem3HbbbXzqU5+qPc7lcixbtmyCdwi3V3WBOpacKGbEkNlh+XJxXoqYnk4UJU5r62/Vnp9v6Ho7Z531fQqFnRQKO9D1dlKpTQ0n2IlEhe/blEqvAv6sCrzx3AXjuR0mcz8ZxvK61xUlTj7/HOXybnR9aa2AYUvLloa1X2a7yu9sMd5vk88/h2V1EY+vR9c7auPN5Z7GdQeDz7ESVW2hUjlIInEO7e03AsL1M534pdExRpXKIVw3RzJ5AYaxFNseIp9/CtctYtt9OE4GTesgFjszcAWLOj1iX8XADSQynUSEQhSQagJOVdNBFlcEVW0jkTiTWOxskknRu6taZ6mRUK0K5iNFPrfheSbgE49vIBJZiW0P4TgZZLnapmP68VuTCXHDWFo7H4WAj6FprWhaO4qSwrIG5sSKmM0KS8+CBdAR6H/DELW8tm+HzZvn33p10gifqhuqt7eXRYuOuAF6e3t5wxveMO77IpEIkfloixtBYzNilssuyxGLhXUZTlZUNcVpp91+1HV8jiWOk0VV07S1XTvhedlIVFhWL0NDv8TzTLLZx446fX+88U3HxTZZb72Rr2cyj2FZXUSja0kmz68VMIRqdeMjKdzzO3290W/TR7m8m2h0Lbrejm0PASBJEbLZh0mnLx3zOarFMqcTv1S1puRyT5DNPhp8P23k89uDLKsBIpHF2PYgtt2HcE+1oWktSJKMqqYC106JYnF34NbKIUkeoKGqLUhSFEWRkeUEkcgSli//MwxjMSAxsjDn6O9/spi0kZZFwzidfP5xdH0BiqKjqmmKxQPE4+cC0owsL1P5Hhudr4sX/x6p1KY5syLmcmJdWlpviCKdhq4u8XoofOaIVatWsXDhQn71q1/VhE4ul+N//ud/+P3f//3jO7ijZKQZcdmyCpK0lf37t6NpRdauDesynOwYxvJ5L3hmkqHV0rIF1y2Syz2JZQ1QKDyPbfdjGKvQtGYcJ1Nz9Z122u2zMs6puthGujMm6q1XXewSibPp7LyTeHx97bcShQzHChnHyVIsvoJtDxGLrZ5wHMeL0QsoOEF2oU5Pz121fleyHMP3TYRoOEKj4oYj9zdaQI48f2x7iGLxRSKRpcRiZ+A4+aAuTmvQ+HYBudxTOE4u6DknYxjLUZQ0liVuEEqlXZhmD55XCHrEKahqFM+rIMsKnqeTSJxJJLIAw1gyJolgNNMRqqqaZuHCd6Hr7bXPaxirMIw1SJJ7VPFbo79HSVKIxy+oxYcdj16QqZS4Gc/lhKWnSjYrnk8d24TEKXFCCZ9CocDevXtrj/ft28fzzz9PS0sLy5cv5xOf+AR/8Rd/wdq1a2vp7IsXL+aGG244foM+SkabEWOxrcTjD5LNLuDAgaUsX57DcY6/eTzk1Ga6GVrVha5U2oWooVLGcQYwjJVEIqLv11yk70/mLpDlyLjuDMOYaAERbpORsT7ieEcEwMi+So4zSLG4A8cZJJW6uNY89nilr4+mUYuS1167jVzusSBTT0NYLgaQJCtokXBEPDQqbjjRgjzy/NG0lqAezX6KxSZisTXIsg54+L5FPv8itt2NJBlB/y8H09yPqraiaSkikQux7Szl8sFaeQVNa0ZRkoCH65aJRlcRja5EkvQpfdfTjUkb7/MebcXq6n5TqU0MDt4f1Op5mUOHDtTdaMxGgcipkk6LQOYHH6y2qhHrVl8fXH31/LP2wAkmfLZv384VV1xRe1yNzXnve9/Lt7/9bf7kT/6EYrHI7/zO75DJZNi8eTMPPvjgUdfwmQ1mesKPNCPKchbD2I7rLkBVO8jnwXUNdL3M8PCvSCTOnveWgZCTj5m4bUYudNHoGgqFl7HtfhRldIr0zNP3JwtCFXWHdHzfwnVzNDdfTS73dG1cut6GZfUxOHgvMPGNxVTq8Iz+zLY9TLH4AgCp1BuPS/r6ZPNSdQEVlafLWFY/YAN+UPhPQpJilEq70PUODGMZnlcZ93M0WpBHnz+uW0ZVRXCxae4nFluDYawMCmRGglo7Kr5vo2kdVCqd2HZ/0Coihuf5RKPLSSbPRZaTWNZBPM8OAp8lfL8SlCHITfm7nmmdpdGfd7YESS73NIXCM8F3ljru8WHVZOrt24V7Kx4XomfLsU1InDInlPC5/PLLJ6ycLEkSX/jCF/jCF75wDEc1MdU722x2G7Y9jKY1k05vnrJraqQZMZHIIUlFXHcp5TIYho3v76JQeA3LGkSSoKnpymm5vcKA6ZCjZbp3w42EUjS6ElmOY1k9RCJLgzv8maXvj3SbOM4gkqSSSl1EW9v1yHKEpqbLyOWeHtMKJJE4h+7uf0VVW7GsXkxzP55nBR297yKV2jTGojPys07cXoAxnzmdvgiASqWLUuk1NK1lRu6PmcSATdc1Wf2Nfd9G1MNRaoUqfV8IolzuCfL5ZzGMleM2wG0ktEafP4oSDTq8v4htD2PbGTStBU3rQJIUKpXDaFoznmdhWb04TgZJ0vB9kallmrvRtAUkk+ciYoBaMM3X8TwLxxlGUZJEo2toarp8yt+1qqaJxdYzNHR/UKJhwXERqjA/48MiEZG9tXnzibGenFDC50RkYOABenq+GaT3SpTLftAUz6aj44ZJ3z/SjCjLKWKxOKaZI583OOusXdj2S0iSHNSfiE1Z9c9W3YVQOJ3aHEk3VqZ8N9xIKGlaC7HYGeTz27GsQ+j6whmn7w8NbWVo6D4cJ49tD+A4BbLZxygUXmblytvIZB7FdQdJpy8NFkwb1x1kePhXuG4Ry+rHNF9BUZrRtGZcN0+5vIuBgftZvPh94x53ojiWUmkvlUo30eiq2vaSpBGPn4UkqbS1XUcqtbEmmCyrb1Lr8NH0cpt+8Ugfz8shy2qQGh1BkuQgzqaILKu0tLwVz3Nw3SySpNUJqImEViNrSiy2HsfJUKkcwnEGUdVWFi/+PWKxdRw69DVkWadS6WFo6GdIkhq0SmkmkTg7qLsziGGcRqHwbM0SZVl92PYATU2X095+45TFwRG37A4cJ49pPo6qthCPn3mc6iwdu1IQ0yWdPjHWgVD4zCGOk6W//wfYdj+atiCo62Bi27309/+AlpYrpnSCHjEjpuns3MiiRQ9y1lll2ttfCyrkekSja4J6Eb1TUv1HW3fhRCtYFTK7jE03FqXzk8nz0bTWCe+Gx3MbJJMX4HllfN+dcfq+42TJ5bZhmj24bj+q2oJhLMG2+xkefgDDWEmlcqDubhnAsnopFl+mVNpNsfgCkqQgy0U8rwVZjqMoTZTLr9ay1hrRKK7D8yr09v4nxeILFIs7KJd3E4+fSTS6hnJ5L8Xiy3hehUxmaxDEC4XCC1OywlR7uWlaO4axbMrB4DOxGLhuHkmKIHqNuSiKFxSorABqkA6exjBa6uYgcbwcw8NbyWQeIRJZ0lBoNbKWaVozra3XkU7XV4pubr4ySNnWkeVYIMR8dH0pqtqMLBuYZieGsabWY0ukcidparpi2okgI0Vic/Obsaw+KpVDJBJnHxe30nxrb3IiEgqfOcQ0uzDNA2haK9ViZrKs4fsm5fJuisVdNXP3RIw0I2azQgVVKr8imx1E01qJRtcQj58BTE31z0bdhROtYFXI7DLaYlAtnV8q7SUSKU+YtTKeW8h1syxb9mkSibNnlL7veRX6+n7M8PB/U6mIhpSgousxVLUNz6uQzT6GqkaJRteMGVM+/zSW1Y3nlVHVFsDDNA+gKKLbuO+7U7qbVtV0LZC5t/c/KJVeQVWbUNVUUH9mO+XyXqpVfOPxNyDLcXp6vglAKnXhpFYY0zw4415u07EYjHTVC6u1AriB4PERrqQEur44yJ6qbxthmq+Rz79AqfQishwnGl2JYZwWzFdHhNZE1rLRIqW67fCwaLTp+w6RyAoikYXB5xPu0Wh0BYax/KgynBqJRMNYjixHKBZ3TSiE54rplAcIaUwofOaQsa28XCqVnuDuuERPz79j24NTvgMRZsQI8DZM82wkSaSTjpzgpqL6j7buwolYsCpk9pisdP7Chb9NJLJ0wgl4soVuJkH6wgL1OCL+REKSNCzrMACKkkRVk0iSgiSpdXfLvm+TyTwWVBduDT5HDkVJIkl6UGW3GVmOTfluemhoK4OD9wYxS4uCY2bR9Q5se5Bi8UUMYyWJxAXE42cELqIiAKqaHLehZNW1WCrtPopebj6+72BZfZPOHSMFbjJ5XiCahtG0dmQ5TaWyH0VJEoutqyvMV+3N5bolHKc3OKaJbVfbRUAstrYmtAwjPeU07JGWNYDh4f9CkuQghmese/RoAornq1tpsvIAIRMTCp85JBJZimGsxDT3Ikkqtj1MpdKJ5zlEIgvRtOa6O7rpZH6JOxlh8rWs3mmp/qOtu3AiFqwKmT0mK52vKJOfv7Ndb6QqxiIRsdgNDXUHgbgalcrhIM5jBZHIIuLx9WSzj1K9W87lnqZYPGKRkGWNSuUgsmwQiSzDcYawrF7a22+a0hirY1GUNLKsIcuJwNLrYll9CHeRCBCuIjLMJHyfWksD2x7CtodxnOFaCnexuAvXLeJ5BVw3F4iXFSOOPX4w+Ej3pGiiObLYYnHM3DFa4IoWEArZ7GM4zjCRSIJYbB2yLCoEe57JyN5cIuPqBRSlFUUpB9lzpSDYeH9gGROxYVXLyXREiqqmWbbsU/g+FArb56S6+Xx1Kx2Pej0nE6HwmUNUNU1Hx010d38TxxnGNDuRJAlNayaZfGMtJieXexLPK9YmtfF8+6OF0WSqfzwhdbR1F07EglUhs8dsLgazld47Uoyp6rmYZjel0g5AdInXtHZUNTXiuoqTz2+nWHyZcnkvsdh6PM/E85xaALLjDGNZ/SiKQUvLtVO+m66ORdPakCQdzzORZQ3HyWHb3WjaYjQtjSTJlEo7AYhG19RlrPb3/wzTfBXLGgRcMpnH0LQk0egZyHIM03wN285gWT24bo5o9LRg/8LaISwS9Q1YR1pvmpourbXXcN0yicQ5YywGowWuLGskk+dhGCspFl9h4cJ3k0icU+uhVZ2Dqr25qplWqtqE77dQqRwOOob7OM4gudyTaFoHPT3fmVLBy5GIMgOijo0sa6RSG9H1pbS1XU8stmbS90/tdxTzZyy2nlzuiFCeT26lY1mv52QiFD5zTGvrNUiSxuDg/di2MHXHYqcTi60HxIk7PPwwlUoX0ejqhr79iTIiGqn+kZOCCEQcO6kcTd2FE7FgVcjscSxjDKZqBa0XYx20tV1NPr+IYnEHvu8Ri51eV0aiWjXaNLvwvEpQAVjFdTOITuJLAGG17ei4iY6Om6c85upYfN8O0rJfwvdtLKsbqGYgnYbr5pBlnXJ5b2D90PE8h4GB+6hUXsP3PXzfQVEi2HY3otDjDgCi0VUkEudQKu3Btvtw3TKRyBJaWq4jHt9AZ+eddXNFKrVpjHuyqekyDGMFnldi0aL3j3GNjSdwfd8iGl1Z68NWrVxdjcsSousAvm/XhJ+uL8J1y7juMKKJZwFVTRGLrUPTWhrGMzX67atz4cjYqWh0LZrWTLG4g0hkGbreflRWkLHzbQRFacXzrGPmVjraQochExMKnzmmvqR9BEWpj8kRdSiGao3/YGyGRSazbcLU06rqrzbRGz0pKMrYNPejrbtwohWsCpld5jrGYLp1ZhqJMcNYhiRBKnXJmPTloaGt5HKPEokswLYXBPV6SshyCvCxrF5kOUpHx020tV0/rbGPHIumtRKLraVQ2BnEsiwJijQ6gWtoANf1g2aZTfj+EKXSDiRJBWQ0rQVFSeF5nThODkkiiDsykCSDeHwdmrYY3zdZsuQPcZyhhnOFZfU3dE/qekfQkmJMQOKUBO54v1M8fi7Z7K9Q1TSVykE8r4Ci6BjGeciyguvaJJPnNpzzUqlNYzqxV3/70bFTIJHLbUOSNCQpQj7/DAMDdxOJLENR0jNq59Mo1d9xekmnLyOVunhOxMjoLvS53JG6b6nU1Ou+hUyNUPgcIwxjeS0Nc2RMTqVyCFVtGbfUvWl2TTn1tFFApWnuRpZ1dL2jYarqTOsuzNeCVWFdoWPDXMcYTL/OTGMx1tp6fUOXcfWaEkHPHZjm60HRRIdYbAO2PUBLy7XTsvSMNxZFaSKdvhBNa0eSNBxnEEVJEY2uw7K6cN1OXDdPKnVh0KdqJ6IisoSmtQIgyzquWwosuOB5dlAheRjf93CcLH1938W2h4nF1o2ZK4RLaOq1lib6TkcK3PF+p6amK4NK2E/iumUcZwhV7SAeX0cksppS6cUxx6zOeQMD91MsPjNmn9VwgCOxU1FKpVepVA4BMrIcDWKlFBSlBVVtmXY144lS/YvFXbS0XDWr5/nYshAHKZdfR5ZjQQadT6GwE9+3aW+/YdaOe6oTCp9jSKNJpKXl2qAwVuMJSZKYclPFRgGVAKa5PyjgNTDrWQjzpWBVWFfo+DAXMQYzrUzreSaJxDkkEmczXodtsX8RTOt5BSqV7iC2pxJkG0mAR3t748rDU6WRMBwc/AVdXX8fNC+VKJVeRXQPr2CaB6hUDhKJLK81/vS8Cq5roqpxQK3V7BLtF4axrN7AMpQMBJISWHoTtX5ncCToPBY7k0LhGabjnpxI4E70OxUKL7Bs2Sfqen1VfxOAzs4DDec8WVYol19tuE8RC+kGGYQ65fI+LOswshzB9/1atpgkqVjWYRKJM5luNeNjncU1UjjqehtDQ7/AtnuIRFYSja4K2oT00Nd3N83NU6v7FjI5ofA5how3iQwMxMc1J0ciS6cUSDpeQKXIDhkO+tgkj1sWwlwT1hU6eZju4jORW6wRqprCsnool3ejKC0oSgJdjwUVo5ewdOknZq3n3UhhKIo7LqJS6aRSeTlwrcWQJBXfd8lmnyYSOQgoOE4G3/fx/V48LwG46PoSHGcY1x2iXK4ALqrahu87xGJnEoutpljcQam0l1hsQ116ubB+XYumtc/IPdm4x9bkv5NhLGu4WI/nQkskLqBYfLmhNci2+4PvyiYSWUSh8HwQEC7h+y5A4BY08bxi0PNreoJltrO4JorVGXmzKrJ+h3DdAoqSDgp5eihKEk0TTVgrla5Q+MwSofA5DoyeRCaraTKVQNJGAZXiLsutNWFsajo57xjCukInF9NdfKp3zYqSrl0Dk3WGr1QOY1k9yHIGWTaQ5TggoSiJObtGdL0dRYkBHooSQ5abkCQZ0zwASMG49hGJrAQW4jgDwbVbxDDWYBhLAqtIDMcZxDRfx3FyRCIricfPQJI0otF1FApPU6l0YhjL6+YKEfQ9e+7JoxEJ4815qdQmTLOxNUhVW2sZVrIcQ1FSgfuvhKqK71JR4riuCcgoSnTagmW2AvenEqNmWf0UCi8GmW4evl+pfRbfdwLx4+B5NiDms5DZIRQ+84DJ4iWmEkjaKKCyVNqL62aIRtfXYh1mg/mWcRDWFTq5mM7iI+6an8S2M5TLoqmoiNVRcZx7MIwVJBJn1e1/cPB+XDcTZBqVcN0KrlskGj2dSGTBrLsz6hFBxJIkoShRbDsTWCskfN8BJERvqmaamm4IAplVOjrew9DQvchyPCiCOMTw8NYgcwo8z0FRNCKRhbjueiRJm3CumI3PdzQiYaI5b6J9trRsQVHi5HLbUNWm4PsUlZtdt0Slsg/fJ6i/lJtRpuHEoqxz3Hlv5Lw4WUKK2P+zWFYXipJA09qx7aEg+68XRYlRKu2hGgRvGKvR9fYpf4aQiQmFzzxivAlpqoGkowMqU6kLiUZPp63t2nG7Sk/GyIu5WoZ/qpk2x4qwrtDJx1SzxhwnR6HwMo7Th6q2oChxCoWXENWCJUqlV2huvqrWuNNxspTLr6KqLVQrJItAYRPPM5GkyJy5g4V1ZgGSpJPPP45tZ/C8IprWHjRKLQcNNw1k2SAePwtZ1jHNLiRJwvNcdF2MTTR1XU+x+DyOU00Rz+E4QyxYcOusFoac6pwzk+y+RnPeZBbw6lxoGKeTyz2K51VwnEFc10WWRfFGTWvG970ZZRqOnm+rmVaHDn2t4bw32rojSQqmeZBYbG3DGDXRSDVPofAc0ehaKpVOyuV9uG4hKGBZwPNsdF0PmsLGA7H39HHpDXYyEgqfE4jGfvb6iWm2TNmNTLWi8Fgfur54Spk2x8oyFNYVOvmYetaYj+MMIUk6ipKkUHihJnpAxfd9+vu/h+eZrFnz14hu4i7R6FpMc3dwrCi+Xwmso6fP2bkqXENpYrEWFEUjn38G2wZFMXBdG9FXrA3DWIXrFvF9B8cp1yoxj3YrxeNnIDqYd2HbQ2haS51AOJrPMdVyAqN/p2oQs4gxnNnN0FR+e1VNs3Dhu9B1EbNk261Eowqp1EU0N1+O51XGBGJPdy6qzrcDA/dNaL0Zndlmmp2Uy7tQlPogc0WJk8k8RmfnnXheiUJhB/H4GchyPHB3qmhaC55nI8sRZDlGJLKUWGwtmtYyrSDtkIkJhc8JykQTU/WCdZzshKbZiRh9MVtWH8PDvyQaXUciMXGmzXRrsMwGYV2hk5PJ3TISqtqC4/RTqfRgWb2IDKhq+4csnlemv/97xOOn09r6NhQlHsTY6Jjm/iAl3CIaXU9T0+YZXzNT+SxVN46uLyIeP4dM5iFsO0MkshRN68Dz8rhuFknScd0CrpuluflqDGP5OB3Mm2hrezvx+AZ8Hwxj6axcY9MtJyDLBoXCtlm95if77acikI52LposwzCROLtB37qlKEoT5fIeEokza81b8/nnsKwu4vH1RCILKZV2Uyi8AMhEo2eiKJEgqN3FMFYgSTLNzZcHYsg8rr3BTjZC4XOCMtHEVC30NZsXu6IkkCQN2x7A88qjOjHXX5AzqcFytMzXukInEjt3wuuvw2mnwVlnTb79fEBVU8TjZ2Ka+yiX9+P7JpIUQ1geHCRJQVWbsO0BBgfvR9M6RoiPjqDMQx+OM4yuL6O39z9wnEEkSSWVuoi2tutnVayPdONoWjvJ5EZseyhoubCAfP5ZyuU96PpSJEmrc9U0cgE1NV2J70Nf3z2zJjhmUk7geFzzVSYSSEc7rsky1yqV7jGvK0qUWGwNuZzoHyZaE/VRLu8mGl1byxiMxzeQzT6KZQ0EmVwADprWhqJEg35u1XEcfW+w+RabeTwJhc8JyGQTk+sWyeUendWLXXSoTmLbhVoTxepY6tPqZ1aDZbaYL3WFTiT6++HjH4fHHxf1kCIRuOQS+PKXoX2ex1OqappU6iJcN4OqNmFZXfi+h+cVR2QdZVGUBIaxgnx+O0uW/D4gBIRYdJLIcgLb7sZ1S9j2AI5TIJt9jELhZVauvG3WxM/oWkOeVyGT2Ua5/CqVSg/R6FpaW68jmTwfXW+vu1YaWTgymW1kMlNf2KuL38i6OjNJUx8bYD431/zRLNazMa7JMtcauSDFcRYRi52BLGtBZWwHXV9KLLYe2x5ClqNEo6spFndhmq9TKu1AVVMYxulEowspFncgy1EkScayeo+qHczxsMDPd0LhcwIy0cRULu8Nmv/N7sWuKFFUtXVErYlYwwyOY10ALOTo+fjH4Re/EIKxowPyefH44x+Hu+463qObnHoryuIgdkdBVZM4ThbXLZBInIdhLK/15hodl9Ld/S1ctxRk2aQwjCXYdj/Dww8Qj5/JggUzq+BcZfTiIxYcBUlycd0KsqwQi51Ja+vkiQgjXdlTXdirx8/lnqRQeB7bHkDX20kkziWZvKhuEZxumvpcXPOzsVjPxrgmy1wbzwUpgszfXTvHPM9k377PMzz8K2RZQ5L0oOhijkhkGZJkoKoJPC+L64osL0VJBcL86NrBHE9r3HwlFD4nIBNNTJKk4nnumMlpNi52VU3R3HwNkiRNkCo7uwXAQuaWnTuFpSedPmLdqWbGPf64eH2+u71GWkLa299Jd/e/MDDwY2x7EEVJkEicR0vLljHnYFVAmGYnjjOIbQ+gKCkUJRnsN4Xj5MhkHqa19ehaFYxefHK5pygWXyQeP5dUalOQnfYMmtY+5cWo6mqpdpOv0uha7++/l6Ghn1Mq7aNSOQhApXIYxylg24OAWASrFpZ4fD3Z7NQ6ko++5l23jOeVcd38jK/52VisZ2sumixzrdHr8fgFKIrIIjSM5QwM3Ifr5vG8IorShudVKJVeRpajpFIXoShRKpXuoNhsD4sX/37DIO3pcrwt8POVUPicgEx0F5JOX0axuGtOLvaWlrfR0rIlaK44frbFsercHXL0vP66cG91jDIyJJMiK+711+e/8KmiqmkSiTRr1/4DicQ5DA7ej2GsGFPIr9HCLUkqjlPAMJbg+y6W1Y1ldeN5Nvn8M/T3/5gFC941I9eA42TJZrchSQaKkgyyI7NoWjuOkwH8YFGa2mJ0xHqzjWJxB+XybuLxM4nF1iPLWt21LhoX38vhw18LFtaeoFL1gqA7/b6gmvOTuG6RUmlXzSKlKK34/uQdyavX/NDQfZRKr+A4gzhOHt+3aW6+Blk2GnyKib+v2VisZ2sumiyIeuTrptlFb++/09v7nRGWqguRZZlk8gJsexDT3I/nlYLGuC6VSieKkkTXF5FIvAHXzZJOXzzjEiQjCS3wjQmFzwnKxLUuxm+BMRsX+2SpsnPduTtk9jjtNBHTk8/X10DK58Xzp512/MZ2NCxYcCua1jGlc7AaJ5TNPoZt9+O6FpbVBYCmtaIoMXK5xye0xowXi+J5Ffr7f0wm8wiKYlAqvRJk6ZRR1SYc50jMnCxHKJdfn7Q1wUhrSDx+FsXi8+Tz2/F9i0hkWd21PjBwH4ODD9SqAIMcFGzMoygpfN/BtnvJ58uYZifR6JqahaVSOUg8/gba29+MYSyd9JoXHdWfAXRUNYmmteE4fQwNbZ2WS2U2F+vZnIsmyzJT1TR9ff/A0ND9aFo7hrEMx8kwOPgTVLWVBQv+F5HIYmKxNWQy/xOksMsoSjKo4L0HzysTja6ZNct4aIFvTCh8TlAmEibH8mIfycjJfy47d4fZCbPHWWeJQOZf/EI8TiaF6Mlm4aqrThxrz2im2z2+re16CoWXGRr6GZbVjyxH0LQWZDlKPL4BXe9oaG2YLBZFWGYeD+qyGIBMufw6nlcB/FqvrkJhB8XiTjzPoqfnu6TTmxvGs4y2hmhaM7KsUyzupFB4CVVtrV3r1W0jkSVUKp34fh+KYuD7Hq5bAnRk2cB1i3hehUTiHHS9A8+zsaweSqW9FAovYVmdpFKNx3PkezCRJInm5reiKAkUJYosRzHNg2QyvyKROHtM/7PxruPZXKzHOw8cJ4tl9c3qHGKaB8lmH0bT2tH1RQDoehTfdzDNA0FRw3UAeF4eVW3GdfP4vossx4AC5fJu2trePmtjCi3wjQmFzwlOI2Ey3Un/aGk0+cdi6xtmpsz2cU717ITZ4MtfPpLV1dcnLD1XXSWen69ks1MrWzBV4S7LEVauvA1d76Cn51+R5XiQZSP6YPm+29DaMFEsSiJxNsPDv0LTOojHI5RKO4MYohSO04llFUkkzqdU2kOx+DwgkUicg6LEx41nGW0NkSQtEBXLKJdfZ+HC3yYe3wCAZfXVto1GT6Ncfg3Pk/F9G8+zEAXz0vi+jaYtqrlWSqVdFIsvBX3FJDxv4t5no8clywa+b1Mo7KBc3ottDwaFRS8ikTgfVU0F1qHtDUsHzMZiPVpUVf+E6+++SeeQmdxcHUltX1b3vKa1YZrdmOYBVDWN73vY9jCqmiISWY4kSbhuBlnWUZSlJBLnT+l4UyW0wI8lFD4nMdOx1hwNIyf/SGQh+fyzDA3dj64vJZE4Z9bESZidMDe0t4vsrROhjk+lAlu3ikKVxaIoVLlxoyhUGTlK7SvLERYufDeW1Ynn2RjGslrZBtseGmNtGC8WxfdtenvvYmioiVzuaXS9lUhkJdHoeiqVzqCqcZxU6iJkWSObfQxZjtfF6YwXzzKeNcTzKuj6IiKRpQ23TSTOpVLpplDYgedVgl5hBpKk09x8JZKk4Tg5FMXHNA+gKCkkCRQlFrhschPG14weV7H4CqXSTkBG05qpVA7R2fn36LoosOi6WRSlCcfpw7YzZDIP15UOaGnZEpTleBLLGqirSj0R490cpVKb8LwKudwTZLPjl/qovj+b3YZtD6NpzeNa30YTiSxCliNYVg+6viToGQeOkyESWURr67WY5kEcZxBZ1ohElpBKXYzj5HHdDL5voyipWe/JdaxvhE8EQuETclSMnvwLhRepVA6hKImg6/Dkd4szOQ5MLeAxdItNnbPOmr+Cp8rWraI1yYIFoiltLicegyhgOVXGsxiJeJ/NDA8/GJw3EpbVR6VyiNbWa+rOoUaxKJ5XplTaS6m0k3T6zWhaK55nUSq9Qjy+gZaWLZhmJ7KssXz5Z2pWpGh0FZrWXDeORham6VhDRm/b3HwFshyjXH4VTVtEPL6eVOoi2tuvr91UOE4GzysFLrASsdhZQQ0vacL4mpHH8jyTcnkvIOP7HpKk4zh9KEoC181h2xUsqwfft2qBz55n0d9/F7HYWjo63snQ0FZKpV2AgyyrxOPrpyQ+Rt8c2fYQhw9/nd7e/0DT2ikWXwzaQIhu9qPnkKGhX9PT882g55ZEuewHLkibjo4bxj2u51UoFHYgSQrF4itUKt3o+kJkOYLjDNLa+lssWvT+2nyUzT5BNvsQudwTRx0MPlWO1Y3wiUAofEKOipGTv+uWa3eLovP0MIqSQJYj44qTqQqT6QY8hm6xk49sVlh6Fiw4koVmGKI/2/btomr3ZMUrG1mM1q+H888Xlq90eqRr4EmGhx/GcYZQ1RYKhR3IcnxEL6wjVg5NEwteuSziYmRZCbpqr6Jc3hUEr74WuDoqpFJXoKppDENYCnzfrhvnRPEs03FdjNy2UukhHj+Tjo53kEjUu6Gr22Wz23BdE9/3icfPIh4/Y9LxjD5WJvMrbHswsHQtC8aYQpIMbLsbcINGnGUikURQqK+MbQ/S13d3YAUTVplodE1gldmK65Zob79x3Hmi0c2RbQ9i21WX3wp836FS2U+x2BQUkRxZhbmL/v4fYNv9aNqCoIGtiW330t//A1parhj32FXBlU5vRpajlEqvYJp70bQFtLW9g+XLP1U7lqqm0fUOisWXZyUYPGT6hMIn5KgYOflLkorvWyhKU9DWQkdRokBsjDiZrjCZbsBj6BY7+cjlhFhZWq99SadFf7ZcbnLhM9JitHAhPPcc3H+/2Oc551TdZsI1INK9O4nH16PrHWPOoZFWjlLpVSqV/XiehyR5aFoHprmHaHQ9sdhZlMt7saxBXLdcJ1JmEs8yHdfFVLcduV0sdjq53OPoege+72LbQ1OKr6nuI5E4G98XbjJFSVAuH0CWU7huCVmO47r5IJNNQZI0JEkOWoskqVQ6yWQeRtcXBce3saxeSqU9FAovUSq9OkHgd/3NkeeVMc39aFobvu8EYrUJzythmvuJxdYgy9HaHGLbeUzzAJrWiqpWazlpI4KTu0gkGluVRwouw1iObQ9RLu9DVWMsX/5JVDVVd5MHNAwGt6zeU7q+zrEiFD4hR8XIiVvc1ck4zgDg1czkltU7RpxMV5hMZ4EIi3adnKRSwkKTy9Wn3mez4vnUJMk+oy1GO3YIwZRIQKkEtn3EbXbVVVlKpV1Eo2vqziHPM+uylERdqyKHDn0N3xcC3fcXo2kdyLJCpdJZaxzseSWWLv3EmOymmQafTtV1MV13bzq9GUWJBe0Uph8MaxjLaW6+snY9S5KMbffj+x7R6Bosqw/PG+nmMnFdE0URP6DrlmtzRbH4ShD4rSHLKr7vjDtPNC6kaCFJKpKko6rNGMYKisUXse1hbDuDJOVqc4imJRt+Hkmq/3c0jazRmtaCoogbPsvqJ5Opb+AaiazAdbMYxso619apXl/nWBEKn3nMVPrqzAdGTtySFMN1h4hG1xGNrmrYZ2amwmSqC0RYtOvkJJ0WFpkHHyTIEhJipq8Prr56cmvPSItRuQz79wuxZBiQyQgBFIkIcfTGN9afQ6WSzcDAK7juXlRVZCk1N19JS8sWUqmLyWQeQ9NaUFXRlbtYfAmIBV21O/H9Su0aGN39fa6CT6djVR1ZFLEa1BuPnzelzMxGwmpkcLLvg2X1oyhpKpWDOE4GWZZxXQvbzqIosdr7IpHlRCILcJwcsmyRyz2F62bxPAdZlnGcLJHIorp5YuTxY7H1DA3dH9RJSuP7Fq6bJZncGDQPXY/jZKhUDuE4g4xM/xeuyZWY5l4kSUWWo3heGdsewDDW1AWOj2Qya3Q+/+yY3on5/OM4ThFVbQnr6xwHQuEzDzkyYT1JofByLcYgHj+TVOqieRenMnLitqx+CoVnKRZ3Uan0NBQnMxUmU10gwqJdJy9bgtNo+3ZhrYnHhejZMgVjxEiLkaqCZUFzsxBPriu2qbrNikVxDlUqOV591eD1118hGt2J78toWisdHTFWrhSWh6amzWhaC5Kk1BZXgGLxZTyvgixrJBKb8X2bzs47xxUhsx18Oh2r6uDgA3R3i6BekACfQmEnsqwTi93QcP/jCaumpsvIZB6lVBLp7K47hOua2PYgqtqEYYiUbdN8HVmOoOutgIKixFmw4LeRZY3h4Qcplw9hWYeCWkcyitKMae5B3ASm6ywp1QB0SVIAN0gdb0HTFuB5xSDI3ERUzG6mtfU60umLxwjQjo6b6O7+ZnDDWQCE27Kj46Zxf5uJrNHVSvqNbvIcZ1fQPiSsr3OsCYXPPKQ6Ydl2BsfpC7Ii+jHNfbhuBpi48/LxsgwdCdxrJx7fgO9TEzcji4U1EiauW6ZS6USStEmFyVQqqIZFu05OIhGRvbV589Tq+IxkpMWo+p6XXxb7aW6Gxx4Tz69aBc3NaWx7I88++yAvvGDS1LQXRZGRJI+urtW8+upyFKUXwxCWh9Hnm64vwPctkslL6Oi4kUxm2zGNOZuOVdVxsvT13Y1ldaOqLShKAnCxrB76+u6mublxUO94wiqXexrXHcS2M7jucODKqaBpzUED2BUkEueSzT6Jae4nEjmNSGRhLXYHwPOK5PNfAWQkSUbXF6Lri/C8EuXybtLpi8jnnyWbfQjLGqBU2oVt9yNJKvH42aRSF2JZvTQ3b0FVm8apcD/25rG19RokSauzfFWLN07EeNZoES+1veFNnq4vJJE4pxY/FNbXOXaEwmeeUZ2wFCVNubw/mIiSOE4O0fBuxbidl6ebwTTbQmnsOCL4vrgD87xK3biqC4UIXuymVNqL62aIRteTyWw7aqtWWLTr5CadnrrgGclIi1E+D729Ish55UohgA4cgDVrxL6Hh7ewYwf4/q9oahrEslrJZleTz6+nUoHXXkuzdKmwUDY631pbr6+5UKoiRFWTuG4pCJ6du5iz6VhVy+XXKRSexfddPK8MKEGAbzOmub9hC42R85RIavCDqs9lstmHSSYvwHEyqGoLogv9oSAGqolKpZt4fAOp1CY0rZmOjncTj59Rd4xU6mISiccwjGWYZmfQXsPD85zA3bWMYnEHxeLLlMuv47qFIJZHFGA0jGVB0ca9LFv2iSm7EWfqdpyoQvR41mdVTdPefmPt95qvoQwnI6HwmWdUJyxFieN5Vq22hyxHcd0MkqTjusW6iWu6gcJzleo9tgP10xSLLxCPn0Mq9ca6cVUXit7e/6BUegVVbSKR2EQksmhW7oTDol0hjahajM4+GwYHYdkyEdhcKkEsBueeK/7/0ksAEfbseRs9PWcTjUI2G6OnZzmuC44D/f1ZymXhOp3ofBMVlLM4ThHLOhwE9uro+mJUNT4nMWfTcfdms0/gOBkUJRnEtdhY1uGgh1QE3x+7f+HSfhHfL9Vq9RjGCjStGdct4vv+iPnLR5IiQVsLFc+r4LplfN9GVVvHiJ7q+DWtBU1rRlVbMM0DuG4Gz7OJxc4gmbyYgYHPY5r7kCQtKBYo43k24FIuvx4EUg/gODkMY9m0vuOZuh1Hv2+q1udwbjq2hMJnnlGdsHzfRpZ1PK+MoiTxvDKSpAfp4mLicpwsptlFLrdtWoHCc5HqPdq07nllHCcTdKDO1u4IR46rqWkzudw2IpHFdVVyJUmZtTvhsGhXSCMkSQQ1X3qpCJQul0Xcz549wuVVdX8NDkIms5znn7+SFSseJJHopVxOE41mkaQ+Ojuv5oIL6he6Rot4pdKLae5F1xeiac14Xpli8XkMY2xDytmwxE624AKYZifgY1mdaFp70DfKDjq8iyKDqdTFY6xGANnso7W6RJq2EM8zKRZfQtPaUZQ4kiTVzV+ioGkR180iyzFct4DrZsd1PY8cv64vCJqv9uO6OVpbr0fXW3GcfnwfNC2FbVeCd3r4vovvW1hWH4qSnJPvdzqE1uf5Ryh85hkjL3hhFt6P6xbwfZtIZDmum6Op6cpaUF+l0k2xuIN4/Cw0rRlJ0mr7aRQoPFep3qNN69VUUlVtqhUrU5Ro3bgAPM/FMJaHKZ0hx5SRgc4dHRCNivT2558Xz69aJdLbTVO4xB5+eAvnnw+rV28nHu/C9+OUSlfz4otbuOKKqbjdRGam7/u1v2oQcZWjscSOl1kFRxZcWVaIxc7BcTK1IGtwKJcPkEhcQKGwPWieWkGSPCQpQlPTb9Rdg6Lb/L309PwbnmdjmgeDbKjleJ5MpXKAdPoKfL9YN3/JsoauLwvcVGkkSZt08R85fscZRFGSNDVdQUvLFiyrD01rp1I5jOsWABXXFXOKJOl4nhPMlUfik45XUdPQ+jz/CIXPPGRk5VjXLQVZXe0YxipSqYvwPJtM5sGgsukqyuXdFIvPI8t6rRrpeBlMc5XqPdq0Lgpy6UHqaqxmzRk9rrnKvjregd4h85vRqfGRCLzwgsj0OvdcYe0BUdEZoFCI8Pzzb2P37s0sWpTjzDNTLFqUpqdn8sKJ4vxeiKomgkaWwmWdSJyDLCdq19xMLLGTLeZtbW8jldrEwMD9lMuvMjT0IJbVRTS6jmTyPGx7CMvqwjBW09R0OaXSniDOxyMSWU5Hx/V1xxsa2srQ0P34vkM8vo5KpRvL6sXzbHR9Abq+lIUL/zemuX/E/DWA53mB+FlONLqSWGzyFhQTCQaRur6aUmk3ltUNSEiS+C0lyScSWVKLsRo59uNZ1DS0Ps8fQuEzDxl9wY+s4wPQ2XlnncUmHj+TfH47xeJODGMZnlcZN4NprlK9G5nWVbWJYvEA8fg5SJLUsKbPbGdfha0qQiaj2qdr0ybx+MknRWf6ffuE4OnqAl0XrSxaW0XT1uXLQVGgpSVNc3OaaFQERk+lcGJ1wZakFmKxDUFV8yium8P3vZrbeiaW2Kks5iLW7hkkKYLjDCHLBpbVRbks2jZEo+sol3cTja6ipeUtQUxS1aXUUTtWdYyRyFJsexDPEwUJNa0F1y0RiSxD11uDdPUNtflrePhXZDIPE4ksqVXAzuUeRVHiUxIcowWD51UCi/dzOM4AshwJ0tgVoEIicRHr1v1Tw7GPDsY+1Yuanqo3iKHwmcc0ukMwzc4xFptYbD2+b1EovES5/Dq6vmhcM/JcpnqPNq1HoysxjNWIuhqNfduz4f8eefEe67ThkBOH8Tq7L18OL74oAp2bm0WsjwhuFlWeW1qECHr0USF+JEmInqkWTpzKNdfouq6+1zS7MM0uVLV+gRotlly3jCSpKEqqtpgD5HJPYtvDmGZnUDsniqLEKZVeJRZbQyx2BrY9gG2L4GFZ1ojHLyGV2lQ3lpHWYlEB+SV838V1M5TLXdj2APH4ObWszOo4TfMA0ejqWXOtDw1tZXDwXgAMYxWOk8PzirVA6Vhs3ZibnPGCsaPR06hUehqGBJzMguBUv0EMhc8JRiOLjSxrRCLLUNVWFi78bSKRpRNerHMVbDdRSud4k8jR+L9HX7yyrFAuHyAWWxe2qggZw+jO7kND8JWvwKFD0NQkihgePAgrVogMr5dfFq6v668XafDx+MwKJ8Lk19x4lljbHqRS6aKv77t4nlu3QFWFSCSykELhRUzzAL5vBb2vYlhWP7IcoVDYgWnuxXGK2HYG3x9AkmRkuQvfrwASnmcHGVc24FMsvoxpHqhbDEeOsVqkMZd7ikqlC1mOkExuwjBWBB3ai6RSF+O6jV3rkqRjmvvG7X81HkcsNykkKUI0uhDwse1hZFkhkTgf2x4cI2QKhWexrC4UJYGqtuE4eXK5/6Fc3k8icXbN0n2qCILj7fY73oTC5wRjsrvHeHzDpPuY62C7Rimdk+1/Jv7v0RevaR4MUuMTRCKL6/YdBkuf2jTq7D44KCw3uZwIZvY8IXz6+iCZFBaiSy4R4mamhROrbrVUauJrbrzrOp9/FgBZjqPrqboFqqlpc60lQqVyCEVJoShNOM4ArjtEofAsqdRFQYPU7iDbqQK4+D64rkku9zSa1kJLy9U4ztC45SdGN2UFn0hkGbL8IrreQTL5RlKpjfi+Tbn8GocOfY1M5jEUJRaMLUYkshjPsymVdtWqWvf1fRfTbNx0tBFVsafrHXVZY6rajOtmsO3+MZlcjpOlWNxFNLqOSuUg5fLrQcf2LKXSKzhOhlTqQlpbrzklBIHjZMnltiFJEVQ1iSwbp9wNYih8TkBmy2JzIgfbNYqJqNbqKJX2EottCDrDh60qQoSVprtbxOvAkV5d7e1CmJimEESyLLK51qwRvbtuvFGInipTLZw4nltty5Y0hpEeIYiO7G/0dS1aYKSIxdaOa8Gs9qaqdviuBiZHo+soFneh68tx3WwgeEBM+S7gIQKChZXH8yqTlp9Q1fSoMe7D912SyQtJJs8BRFPRSmV/kGYu2ni4bo58/hkkSTRtLRReBHzi8Tcgy/FpCYuq1cnzLAxjJaXSTgA8z8Hz7DGZXHBELIlg7gyVyiu1ViKSZOB5Bbq7v4nvW+O2lziRBcFIi7ssG/T1/Zjh4f9GklRKpZcwjDW1Wkqnyg1iKHxOQML0yMbZabIcJRpdR6HwNJVKJ4axfNbil0JOTKoCZNs2ka6+ezds2CAsP5YFmgZtbUII5fPi8dCQ+P9U4nfGY7RbLZcTj21bHGOsIIJIpP66dt0c3d3fQdNa6vY9coESTUSX4nmlwN2jE4udRTS6ikqlB9vuBYTFSKSvu0iSFqTTO6hqB7IMprkfSdLRtPHLT6hqum7uMU3hgpPlOJKk4XllSqU9+L6HLCdR1SYUJUoyeT6l0h4cZ4hC4SVkOUY8voF4/IzgffUd7ydqzjzS6qRpLRiGCMx2nCyx2BljMrnEe4RYsu0hfN9G01KAhiTJgEwkshjXLTA8/DCSpBKLrR73+z6R5pBGbjvft8nl/gfL6gMkbHsQ0zyE77tEIotOmRvEUPicwJzIFpujZbyYiEhkIa67HknSwmJhIXUCZMMGEcT81FNw5plC+GSzImVdVYUFqLdXCJNrr516/M5oGrnVDEOkWv/gB8KStHx5vSAC4UqDI9f1RO0ORhYxjUZXADKa1haUkYhiWb0oShxNWxD03ioADq7rI8vVWB4ANxAuEpIkTVp+ooqqpkkk0pjm5lrrmVJpD6XSy4CHri+mXN5DLLYeTWslEinT0vIbuG6ZaPQ0VLUJ37cpFEQjU5El5iBaXFgUi68yXnPmkVYnVU2TTl9ENHo6ra3X1mVyjRxrMrmR/v67cZxBhKVLxvdtdH0xipLCdSu4bhZJimJZfRjG8obf94nEaLedZfXR13c3AJrWgeMMA+LzZbOPkU5fSGvr9afEmhIKn5ATkvFiIhxniAULbj2lrWEhgtECpLlZpKm//LKw/CxefMTF1doqrDuHDsE118DNN8/8uLmcsOYsHVXwWNdFL7CLLxYxRKWS+Nf3xTg3b663ME0UzzeyiGm5fKCuNs/IshGJxHoSiXPJ55/D9x18v4jripo6IJqHSlIKWY6jKCnK5V0Tlp8YTX3rmZ1IkoKmdaBpreTzzwYuqWUoSjxIOliE51mAcIsVi8/jeR6qmsayeshmH0JV2wB73ObMM7F4t7RswXWLlMuvYVl9yLJEJLKYSGQhjpPHtgeCqvjNlEovEo2uJZk8H9ctTttiPB8ywhqFAkiSiuuWUVWDSGQpihLFtoeQJAvHGSKReMMpc4MYCp+QE5aJYp1EFkooeE5lRgsQTYNzzhFp6/v2we/+Lhw+XJ+p9c53Tt3S0yhOB+qrQhtHDDV0dQmXWnc3vPqqsDjpuhBg1e1Hu9bGO8dHFjFtarqUfP5ZyuXduG6JROKcuuugvf2WoL/fMJIkel75voJhLA9cW8XA/bQuyNYav/zEaGQ5Utd6xraHyeefxjT34XkWltVNNHo6ixf/HoaxvCbkXDdPNvs4jjOM7zu12CJFSWNZh4hGV6OqLUzUnHk6Fm9ZjrBgwc1IEhw69P+rtc5wnByl0l583yKROJtk8nzy+eeC77Jc911OxnzKCGsUCuB5JuDjuhaiQOVSNK0D2x7AdYuk028+qTLXJiIUPiEnLGGsU8hEjCdALAsWLRKBzuedN/1MrfEDl0Ug9Oiq0PE4PPss7NoF/f0ia2zJEuHusizRJmPNmsaFEBud4zC2iGlT05swjBW4bplFi95f56ppa7sGWdbIZrcRja7HsvqQJAnDWIKmdRCLrQ9ihdonLT/RCFFHR7Secd1S7XkROG3i+w6SJJ6rCoju7v9HpdKFpqVR1SXIcoRyeTea1h60zVCCzz9+c+aZ0NZ2PaDT3/8DTPMA4CDLOvH4BaRSFyPLGk1Nl2EYK/C80pjvciLmU0bYyFAAVVUolXZhmq/h+yaeV6FcPkg0ugrft/C8EtHo6oY92U5WQuETcsJzKsc6hYzPaAGSTgsrzejCg1PN1KoyXuAyHInTqVqNtm8XTU+7uoS48f0j4kfXhfut2mphIkae4+MVO9T1BZhmF6IH2BHGE0/jiZvpXk/VRday+qhUOolGVyHLRl1tnULhBZqbRbZVU9NmMpmtWFYfqtqEprXg+zaVShTHGUSSqplnNGzOLMY+M3eSLEfo6LiBlpYrMM0uLKubgYGfEYutDtx/1e+yo+F3OR5z1QNxpox0k5ZKr1CpHESStMCyNoxtHwIqgVuynfb2m0+pOTQUPiEhISctIwXITAoPjmaiwOWRcTrVuj9nnw133ikqPycSInhaVWF4WLjZ4nHhfkskJu/5VWWmbWca1deaDY4ED9+DbQ8TiSzAdcv4vo1hrKsJsqq1RmRsacTjZ2Oau3HdPLIcRVWTmOYQ0egaXDeP51XqmjM3N1+NLBsMDNx31O6kanC24ywlm33sqFv4zFUPxKOhGtd0+PDX8DwLRVGD2J44lUo3tj1EJLKahQvfT1vbNcd0bMebUPiEhISctMy08OB4jBe4nE4LYdXVVX8cSRJCp6UFXnlFxPd4nnhOloVFKhIRz03W86vKXLadmaklpaVlC55XxDT31yw58fgGYrH1OM5QnYioCjdFiSHLOqa5H9seRlESxOMbSCbPp1w+wOjmzC0tW2bdnTRb3+Vc9UAczXR+H1FN+3wUJQn4WNYgrptD1xeQTL4By+pF0+LIsnZMY3vmQ/B3KHxCQgLmwwUZMjdM1501HuPFDQ0OCtHzL/8iApibm4XY2rRJbP/cc+L15maxbaUiWmTs3i2sR9OtGTTbbWeONjBXuJBuxvdhaOj+oCHpAhxnaIyIGCk2dL0Dw1hW1xi1UXPmI5WsZ9+dNBvf5VyKUZj575PPP4tt9yLLBqJ0QSQIKPfR9YUYxqpj5oqbT8HfofAJOeWZTxdkyPxmvLihp58Wgqan50jMzs6domDh+vVw//3CnbV0qXitr08Iov7+6WWSVZntwP7ZsqS0t18ftNGYWESMFBuWNYCiJGlqumLCjMy5cifN1nc5Vz0QYWa/j+NkKZV2EY2upVx+Hc8zUZQknlfGtvtIJs8d44acS+ZV8PcxPdocc/vtt3PHHXfUPXf66afzyiuvHKcRhcw1s2GlmU8XZMj8IZsVVhoQgqVqkRkdN6QooiYPiLo80aiw+vT0wN13wx//sXh/qSQqQnd0wLnnCktPNivq+kRmqK9nI7B/Ni0pUxURMxEbc+1OOtrvcq6yTGf6+xxp1XE+shwjm30Ix8kiyxqKkiQSWX7MijPOu+DvY3akY8SGDRvYunVr7bGqnnQfMYSJrTSeZ0554gkb9oWMplKBBx4QomXvXpFyvngx3HqrsM6Mjhs6dAgeeUS0vkgmxT6SSXAcUQ26UhEBzLYtrD7RqPjr7RWFEyeK7RmvVtBsMheWlKmKiOmIjbl2J80Ws51lOtPfpyoURW2nczHNA5RKL+G6NrLsUSjsQNdbaWl525x/d/Mt+PukUwWqqrJw4cLjPYyQOaaRlWZo6D5yuaeRJGlKLivRHfrHDA8/giwblEqvYhgrT7mGfSH1bN0K/+//ifibYlFYb/bsEXE6u3bBZz97pF5POi2EyUQkk0fcXUuWQCwmRM/otPqRTFYraKpMRTgdq8Dc2WAu3UnzlaPJ4huZ0u55RTStFdsWdZEqlf3EYuuPyXc3386xk0747Nmzh8WLF2MYBhdffDFf/OIXWb58/AJUlUqFSqVSe5ybbBYLOe6MZzYtlV4ln3+G5ua3Bhf4AIOD9wKNXVbCYvQ4shxBUQwkSa51e9b1jnk36YfMPdmsaGja2SkEg+sK64ymQaEA//mfwnozsqXF0qWwYgW8/rpwe1VdXYODsHIlvPSSaJCazwvLUCIBZ501cVr9VGoFTcRI4TQ4KLLILroIrr9+rHA6USwpcGoWLT2a32dkSrvvS0Qiy0kmL8QwluN5JpIk4XnmnMcyzrdz7KQSPhdeeCHf/va3Of300+nu7uaOO+7gsssuY+fOnSSrNuhRfPGLXxwTFxQyv2lcjr2MbQ8AKpVKZ9CJ2cLzbBznP0ilNtU1MKyKp0hkOZKkUyy+hKIkkeUYxeJOfH/tKdOwL+QIuZywxmSz4rFhCNGjaSLlvFyGhx+Gq66qL4B4883wzW8KcVQsigDm9nZRtPDRR4VLq61NBDN3dgrxMx5TrRXU6H1V6862bXDffUJsDQyIcT32mOhTdtttY8XPiWZJOdWKls7095HlCOn0xeRy21DVVjStqdaA1vPMY2rVnk/n2EklfK655kgRpnPOOYcLL7yQFStW8IMf/IAPfvCDDd9z22238alPfar2OJfLsWzZsjkfa8jMaWQ2dd0yjpPH903K5ddR1RYUpQlJKlAqvcLg4P0sWvS+2j5GiidVbQbANA/geSaeZ5FKXTJvJ/2QuSOVEhYb2xbWnmrKum0L4aEoQvyMLjZ4zTVCHG3bJooTNjeLdhg7dggB09srXGfNzcL1NTgI9wpj5BgLzmS1gkYfe7RbTFHg4EHx2uHD4jMtWSJE1wMPiM70o5uwnoqWlBOJo/l9xLatSJJSEz1w7N1M8+kcO6mEz2iamppYt24de/fuHXebSCRCZKYpFSHHhUZmU9ct4HmiWqyut6CqwsLn+yqqmqZcfhXHyY6oJTJSPHWQSJxDNLqWSqUTSdJob78xTGU/BUmn4c1vhl/8QlhJJEkIoHL5SDHCfH6sxaRRocRcToiRZFIEOadS4v+2LQKfU6nGFpxGtYLKZWEp0rSxwdCj3WKdnSKVXtOE4Kkau9vahEh68sl6i9VIqpaUYxFUHTJ9ZmLpmndupnlgrZOP69HnmEKhwGuvvcaiRYuO91BCZpmWli00N1+N73uYZheSpJFOvwlJkgEH33dw3TyumyMaXYfnuUFRNEF1MrDtXiyrF88zcd0cvl8hnQ4zuU5lrr8ebrlFCIZ8XlhRVFUEJafTYJqibk8j0mnR/T2dPiJg+vpEZlg0uNkul0WfrvZ2se/RYYXVWkG9vSJu6KGH4Ic/hP/+b2HJ2bZNCBgY6xYzDCF+qscdmdRaLovP5LrjB2RXKsJFdued8JWviH/vu+/I8UJOTEbPl77vzWtX5lxzUll8/viP/5i3v/3trFixgsOHD/P5z38eRVF417vedbyHFjLLNDKbel6FPXv6sKxuPE90XY7FzkLTWgB5jEl3PvmcQ+YPkYjI3FqxAv72b4VIiEaFsLjgAiFYJoq1qVIVMPfeK4RPPi/cUPk8bNggnovHG6ezX3aZEFc//KEQQPE4nHEGrFpVH+TcyC0WjcK6dbBvn3CNLVggLEzlsrAAtbSMn0J/tEHVIfOT+eRmmg+cVMKnq6uLd73rXQwODtLe3s7mzZt58sknaW9vP95DC5kjRptNFyy4lcHBe1GUFLregedVxjXphpNByHhEIiLrascOEYhc7aQejQqLT6NYm0ZUs7buukukwjc1wdq1Ith5onT2Rx8V8TnNzeJPUYTrLZsVAqwqvEa7xcpl8dfaKv4OHhR1hqJRIXqqafHjBUfPJKh6PhK2n2nMfHAzzQdOKuHzve9973gPIeQ4M7YU/uRWnOMxGYQT8/wnlRLiQVGOCAEQAmE8S81oqrE/mzaJOj6vvipcTbI8fjp7VYDE48I6ZNsio8y2RTr8ddcJ11MuJ9xqGzcKd9Qrr4ig6XxeiKpUCi69VGR1VSpCEC1aNH4K/XSDqucjYfuZkKlwUgmfkJD5bsUJJ+a5Y7YDcsfryzWRpWY8Ojrgfe+b2hirAmR4GDIZYW3yPPG4uxu+/30hpKoB1lu2CLfYM8+IbauVoRUFFi4UbrNy+Uiwtmk2LoI43aDq+UjYfiZkKoTCJ+SkZDIrTtXiMroD9FwTTsyzz2xVOW7E6L5c8fjEhQcnYypd4lMpYd3ZtUu42ap1eDxPWIu6u8Vrjz8ON9wghIwkwVvfKrY3TXjiCRHYfOCAcK21tIjg7IksNyOFnm2L4+zdK8TX+vUiqHo2vtO5Yr71gwqZv4TCJ+SUompxyeWepFh8GccZQlVbSCTOJJm8aELLy9G6p8KJeW6Yy4DcRmnq4wmX2bA4VSrw618L4VJNSS+XhcVJloUlxzCECPrBD+CKK+pdVNU4n6qVyLLE42h0ai66qqD7j/8QrrOmJmFdWrRo/gc5z6Qf1Hx2OY8cm3g8P8d5IhIKn5BTiqrFxbaHcZx+JEnDcfool2M4TgYYa3mZLffUeBOzJOmY5j5Ms4tEYnIr1dFMfo6TpVLpwvcJijee2JPosQrInchS09cn4ndeeEGIjOZmcdzJrCONhNLWraICtG2L5wsFkZGlKEKEjIw5OnBAWHCq6etVF1U0KlplPPWUeF6SJu8NViUSEWPftk00Zl227EgavqLM7yDn6fSDmo8u5+r1LcsRcrmng7FlqVR6AR9dX1grwxG6xo+OUPiEnDJULS6KkqZc3o+iNKMoRiCCBjCMFQ0tL7Plnho9MXueTam0i2Lx5aBh6ncxzc1jJrXZmKQ9r8Lg4AP09d2Nae4HwDBW0N5+M21t15ywk+jxDMitutj+7d+EIPA8IVaam4W1xraFK2q89412zW3aJARHPi/cVJGIeF2SxPuqFpylS4UlaORnXb9eVGU2TSGKWlrEv9Uq0dNx0VV7lC1ffiTWp3qc+RzkPJ1CffPJ5Tz6+q5UunDdPMnkBThOEdPci3DHJ5CkltA1PguEwifklKFqcVGUeFDcsIznFfF9B8+zkeUWDGNBnUl8Nt1ToyfmSqWTQuFFwCcefwOyHG84qU02SU/FEjQ0tJXu7m9i231oWltNdB0+/HVkWTthJ9FGAbkwsVtnPJfUdF1VW7eKGj27dh1pb1EqiX9N84gravS+Grnm7r1XuJZ6emBo6EixQUkSYseyhAhauVJ8rv5+0QesvV1kdO3YIfazf78QPWeeCb/3e6Kez9CQcFVN0Kt50u9UlrOUyzlSqRSp1DxUPQFTqc1lmgfJZH6FoqTnhct55PWtaa3k89vxvCKWdRjL6kbXF+L7PpVKN7HYBjyvzPDwr0gkzsYwpvijhtQRCp+QUwZhcYlQLL5MubwHxymgKFEkyUBRdEzz1aAtwZHVciZxAxNRnYCz2W0UCi8hyzHi8Q3E42cgSRqjJ9+JhdeT2HY/xeKL+L6DqrYSj68nkTgfXW+vE2+53DZct4imteO6BWx7CNct4jgZenq+PaaJ64nCdDKvxrO0XHaZqJszneDoqovNMMR7EokjwqdYFDVzXntNZFtt2nRkHKNdc7YtxM7evcJV5nnCLZVOi2DkWEyIqv5+4WrSNLH/jg649lrhYnv8cSFq3vxm8bm7ukSxQxD1g6Yb8D3yO4UKixdvRZa309RUZOXKOLa9Ec+bn66WibI6q5aV4eFfkc1uQ9NacZxs7dqb6TV9NIy+vm17CFnWUJQ2yuXX8X0fXW/H930cZ5BC4Vlsuw/LGkSSoKnpytDtNQNC4RNyXDgeQYWqmsb3FUqlnXiegyTJQWuLDJLUhiy7eF5l1HumHjcwFaoTczS6EscZJho9DVVtqhvjyMl3POEFMgMDD+B5FVS1CVWN4Xk2g4M/JxJZTiJxTs0d5jg5bHsYkHCcHJbVi6IYqGoKx8lSKu0a08T1RGKqmVejLS19fXDPPUL0FIvTC47O5YQlxXXFXz4vsp8cR/wVCuL5u+4SXdGromO0a27XLnjpJSFwJEkEJe/eLURcVaDIsrDsRKOicvPixWL7558XoicSOVJgsb1dWJt+8hPxePnymQV8V7+7ffvuRdMewPNaWbkyyapV9gnhammU1Vm1rAhLTyueZ1Eq7QQgkTgby+oDHESm57Fh9PUty1EkSQc8wEOS5KAHoY/j5PC8CrKso2mtyHLshPgt5iOh8Ak5phzroMLRmRHgEo2eHri5NDzPQgiCYRTFwLIO0d//YxYseBeyHJmzBn+RyFJ0fVFw/PrxjhRUo4WX79sUi68wPPzfWNZBFKUVXW/CtoexrMNoWiu+X8L3jyxQTU2b0bRmfN/GtvtQFANZNnBdE1nWUZQU+fzTNDe/Zd6YzqfjdppK5tVIS0tzs3Ar7d8vLCm//jW88Y3CSqJpkwdHVyoi6+rFF4XIyOeFpSeRECKlUjkipM44Q7ipHnxQPLdhg7Dc5HLiGAcOHHHHxWJw4YVCvPX1CfEky2I/q1cLK9L73ieE0qOPis9tGOJvxw7xeSRJ7Pv114Wl6dxzp/aZRqNpFTZuvJeOjn/CsgaQZQdVjWOai1DVFvL5J8e4hBwnG/TNE+f3fAqcH21ZcZwMxeJLSJJMubwb2+7DNPej60vp7v7WMQsgHn19K0q0Fmsoy1EikWWUyy/j+y7gI8tCFEWjazCM5VhWb5gROgNC4RNyTJmNoMKpWIsaCSzDWIHrFkmlLsR1S/i+h+vmse0eQELThKsnl3scTWuvjWcuenpNVVCN3s40uygUnsFxBpGkGIqSwLJ68DwbRUngeQ6ua6EoCWQ5Qja7jWh0JYnEeWSzTwcd6ptrn118Vxa53NN0dt5Jc7MwnXueeVzSZ4vFLA8/nOOJJ1L096ennCEFE2dejbS0vPKKCD6udkvfv18IhY4OOOecI/saL5B361YhPJYuFe4sRRHWnWxWvF613LS2ijHH4+KYX/sanH66cG2ZprDeDA2J120bzjpLjOGSS0QH9fPOE9YdWRb7vvxyccx77hFiKJkUlaBlWcQEHTwogpwVRYyhp0dYlKbymUYzNLSVoaH78bx+FKWCJGl4Xh7b1nHdHK5bqlklPa/CwMAD9Pf/ANM8AIBhrKSj4yZaW48+cH52shnrLSux2HoATPM1SqXXUJQ48fgGksnzcd3SMbOkNJoHNK0VTWsP2u404/trakHPkqQTja4hHj+j9v5j7Z47GQiFT8gxY+Rdl6Ikcd0SipJkqkGFk1mLRk6Qmcy2MQIrl3scxymgaS3EYmsoFF7AdYeQJA1JkgCbePwN6HpH3XhkOUJT02YMY2XDu9mZTsxTFVTVx7ncNorFnUiSjqZ14PsOsqzgeRqum0FR0nheEUmS8H2HYnEX5fLrOM4wmtZOMvkGbLsHx8kFn1lHlnVUNYmiGChKjKGh+8jlnkaSpNp3HIutJxpdi6Lo4372qRSCnOh7qv62Tz+9nZdeEsf1vI1s376FnTsj42ZITZWRndL37xfWmVxOCIFKRRQJfPppETycSo0Njq5aoKpWk6o1R1GOiB8Q73EcYWFxXSFIurrEMYeHxfsLBVENeedOEdMTiQjRs2aN2MfCheLxokViX/G4iEM6/XSxr5E1e1auFC6vTEaInXJZvN7WJlxj1QKGU63jU/2dxHXahnD9aIHAMXHdErLcjOMMUXUJicD5r2NZvWhaO7KsYZp76e7+JpI088D52bQOj7asyLJGInEOshzBtjOk05cSi60DQFESgF+7aRh5zs+Fi77RPLB48e+RSm0KXNnCJd3VdSeyHKuzys7U5X6qEwqfkGOG4+RwnCyeV6BS6cb3LSRJJxJZhCwnJr1rGc9a5Ps2kqTVJkhJUjDNg8Ria8cEBDvOK1QqB9H1RRjGsuAO1UPXlxCPv4F4/Ax838U0u6hUurCsfvL5ZymVdo2ZfKtjmunEPF4gpuNksay+2uPqdoaxEssaxjAWkcttx7L6cJwMsqwEMQDDSJIMKAwM/JRKpQtZjuB5FSRJwfcrtLT8JpXKQWQ5gWnuxvNswMEwVmMYy8lkDpDPP0Nz81uJRBaSyz1Nb+9dSJKMqrbU7uSbm99CJvMo+fyTFApHCkHG42eSSJxdF2A9lQVsYOBeenoeYNeuJRw6tJSFC/s477x7SCaLbNt2M3fffSRDaipusGxWiAQQIqEasHvPPUcEyOHD4vXFi4VYOHBApJOfdZZ4/9VXC3Fx331HAp8dR2x36aXChXTGGSKGJx4X4mf5cmFpqTYLNU2xfaEg3m8YQmSVSuLY1To5fX3w8stirENDcOutwtLV3w/PPissN489Jo7f2yvcYosXi+Pn86ITu22Lz5xMirH09IjPncmI76uvTwioXE4ce7zv7kj2YxJZjuO6BTzPBBRcN4eiRNH1pYCEZfXR3f0tSqVXkSQV33drFgvXLZDLbZuxG2a86911i6TTF09LfIxvYR1E1xfXiQnPs4OMy5dwnGF0fRGJxLn4PhSLL8y6i37kPDCeq1BV0zQ1Xcnw8INYVu+sudxPVULhE3LMUNUUltWDab4eWH2a8DyTQuFFDOO0Ce9aJspu6uu7G1WNE4ksxzCWYpqdlMu7UJQEkcjiEcdPE4ksIBY7h0rlAKrajmGsQFXbaWq6pHZ8y+qjUjlET893KZV2Y1ldRKNrx5jBgVmq75Me4TK4b1yBYBhLiUQWAQqGsRLXzQFNNcHjeSaa1oZt92Hbw8iyhq4voFLZj6Ikgm71Fq2tb6Ov725KpT3IcgRNa8P3vSAIegBJ0lGUBOXy6xSLO/G8IrIcDWI8xJ18Pv88rjuIbWdwnD4kSce2e8lmhxge/i90fWktwNr3bTKZXzX8nlpattDffy+HDn2FYrFCPH6IDRsi6LqHrme54IL9uC48++z1vP56hMOHJ86+6usTqeE//7noSq4owpJy003wlreI9+3dK9xCsZiwrrS2CutLJgP/8z+i7s2VVwqR0CgguqtLiJE3vUkcs1orR9fFPjVNPG5pESJjYECILcMQgso0hcXJssTry5eL/+/cKd5TDcyORIQQe+ghsd3goBBQvb1i/NdcI8a+ZInYt64L604yKT7nnj1CFA0NHWm4umPHkQao42V5Va0jvm+j64uw7UE8r4zn5ZBlmUhkJbHYOlQ1RX//jymVXgEkFCWB73tY1mFUNYXn+ZTLB2fkhml0vauqQqn0CocPf41cbhuq2koyubHOMjLRcRpZVlparqVU2lGXvFAq7aJQeBFZjhGNnobnWXR3fxOAVOrCCa/1mVqEPK9CJrNtwpuDuXC5n6qEwifkGCMBPpIEkiQFxdn84HlBo8ljvOwmWY5gmvtJpy+pTZCRyFIUpYlyeQ+JxJnIcrS2X0VJ09FxY22fudwTZLOPBhO7Hky4z4qRSgqeV0JRElQqh1DVJhKJc6iawSWJWW0/MVn8k6qmicXWMzR0P7q+gGj0DMrl3XieSTK5FlApFl/AtofxfbN2J+t5FUxzP4axDMfJ43k2mtaEYaxAURIoSpRyeReeV8Jx8mhaEt+HUmkvvm/XYoJkOYGuR7HtIbLZX5FMXojjZFDVFhQlSam0B9vuwjBW1AKsBwfvxXGKxOPrG35Ptp2hp+dfMc2DeF6Ejo7D6HqZfP40isXlxGJ9nHba/WT//+z9eZQc933dDX9qr95nH+wACRALIYIUCZCUBIqUCFsU+bymtiixpDyO7ciRfKQcSz4+sd6c4ziJEznxiaPESeQ8ieJHfiWvsiQmpkRJoCSaEEmJ4L4AJEESywCYfXrv2uv941fd0z3T3dMzGABDoO45c4Dp6a6u7q6u3637vd/7LaR4/PH7OHaslYT89V+LRf6uu4Sa83/+jyAl9TyddFoQmnxeEJKPflQQkf/234Ri0t8vylCVivDcJJPCWzMzIwhP/fnqqdBbtohsnFdfha1bhWqSzQqCEQRCtRGp2MJ7U1dX6kNDZVn8iKt6QVY8T7Sinz8Pn/iEMEDDvCG7WBQkLpsV+6yqQq16+WWxz4oi3o9aTbxGSZpPet6yBX7t1+YN0aOjovOrW5dXszqiaQMEQRlFMQkCE8O4BsMYIZu9HYBa7RU0bQDX9RBdSCq2nceyzgASrjvB2bP/la1b/7/LKse0+75Xq8ew7dMEQYiqDgIh5879MRMTX4++891VmE4K6/R0qqEESZJOpfIyIltrL6raRxDU8P0ygtxlkGVz0Xddls2e1N9OxKgX7+PC/a+fN4PAitvZl4mY+MS4ZPC8IoYxGhlyz0WqhE4qdROqmsJxpjpe9XRqKxctqER+BAFFSZBM7qBYPIplncE0t3Q0Duv6CLKcalxFybKComRIJnciyyZhGESyfRXLOkUicV1kKDyLJEEqtb7lNa7UbLhUUGI2e4Bi8cno6rSEZZ1CVQfIZveTTO5FkjTm5g7jeetQlAyWdZIgqOI4k1FeyRSWdQZVTVOrvUIisQNFSVOpvEQYmshyEst6gyCooarCyxSGtWjvQiRJQZY1QI+M0WXCMCQInEbHmO+XkSQVWc4Shk5ktrYol18ik7mx5fXKskGlcpxi8Wf4fjHyGoGuO0CAaU5hWcNUq31MTW1k9+6jnD9/kNFRYXg+dkyUkGZmBDn4F/9C/L9YFCUfVRUeG9cVBOP0aaGeHDwIH/mI+P/4+Lwas3Gj8MXIsuigKhaFwdjz5r03dbz97YJY1Wpi+xs3it99XxAhVRWkpb8fbr5ZGI7/3/933lQcBGK72awgWkEgiNP69a0J1PWW+ZmZeSM2CPLiuoKM/dIvidvqnWSnT4vXk0rBTTeJf2ExgVuqy2veV/YEvl/D82bR9c2kUjsbM+2q1RNR6XU7njcXlbLL+H4e0Y5tEIYuk5N/iSSpXHvt7/X8fVj4fff9GpZ1CknS0LQkmtZHtXoC153E9ytRKUoQbdedor//vXTynDVfTDW/VnEOeJMgsBtlbwDfrwEykgRBUENREo3t1L/r5fJiT2EzcelW7g0Ca1khqbJsUi53V4cuBGt5ftlqISY+MS4ZxMksR30oqO+Lk4jnFQnDgFLpaYrFRzuePNrV6H2/GCkMbstz6fp6ksndkdGysyy88CrK84qMj38VTRug3j4aBDVkOYHv56NMDRdN60eSWLV8n6WCEmdmvkO5/BSaNkp//52Nclwmc4CBgfdx5syXMIyNUalKxjA2YVlvUqudiNQUD8+rkMu9G1mWUNX1qGo/AJZ1iiCwCAKfXO7dgI3vl6JOHgewI2O3Ft0uo6pZJElqvD+gEAQ2imJGpmsdWU6gacMAkWepr9GOX6m8iOflcZwJZDkFOARBgUTCwbZVdD2PokwzM3MThqGzc+cMzzxTJJvNNbJvslmhbtQNysmkIBT1KeaqOj/mYXJSlIiKReGr+fjHRUlMvH5BjopF0f6dSIjtTk+LbSxMhZ6dFWrPr/yKIAy2LYjX+fNCcdF1uOUWoTL99V+LFOVcTqg0dTXIssT/Ewnxb7G4OOU5mxXKTbkslJ466qnOiiLuUzduT021HlPV6jzRWe5Yj07qgqpmG+qGMNu/gCRJqOowQeDj++cQyo+Grq9DUdK47izT0/+bDRt+bVlxCYaxlVLpMSCMSrFzSJKEaV4ffW4nomPHx3WnEZlUrzA39yjnz38FTRtZNHy4GwGpe2wmJ7+GLKeiQFEiohMQhlJDPYb573qdoHQjLu2aLerntnR637JCUi/WuI21OL/sYiEmPjEuGbq1cOdyd1CpHOt68mhX4x4cvJ8gcCkUHm7ZpufNMjr68bYJrp32rf7Y+SvNEUxzWxRyVkaW9WjURZH+/nsAVi3fp1tQoiQpUUlh/r0xzS2RanKMVGpv48RZ319FSSFJCVx3LOoE2UQyuYcgKOK6Fqo6gKpmMIxNGMamiDBpbN78ucaAREXJNU7+omtuDtedjhaUW/D9GVS1D9s+CcgR+UxGZbbrohJBKYoREMGJljVGpfIsIGGaO7DtMVx3HFXti7rMqhiGTRAopNNVdP0Ug4Mvk81qnD37OBMTI7z+uoGmiYX9lVfEv2EoVJYgEO9bXVVRFPFjWULNqXc0HTokVJOvf12oJJIk/D51lahQEH6bPXtEiSgMBbl45hlR5tq0Cf7mb4RPZtcuofrceKN43kRC+IjOnBHPNTIinq9WE2rM8PB80KHnCVJz//2LAxdzObj9dmFqnp4Wj6vVBFHZtEl4duoGb0URyc/Dw+Innxe/b9++eIhpHb10ebULApyefpC5uYdQ1cGoxPliVAo1o+7IJIaxDk0bIAx9FCWJ605Rrb66JPFpXXwLeF4FzzuGqvYjSRqGsSlSc5+hXH6FIKgAHpZ1GkHO1OjiZJB2w4eXIg3pdA7LOrjge12MOr3A94tIktTyXQepK3GxrLGuxCidvqHnkNTVHKGzEGtpftnFRkx8YlxSdDLoJZO7KBaPdr3qMc1c2xq9SDPV2pr+RDdK71hIzhKJa/C8PLXaqyjKJiRJX6QcrYbZsBspTKVuoVp9GV1vXaFk2Yja1UuNE2ddnresE/h+BVUdIJd7J+n0LWhaFseZoFx+iULhSJRSLQMBipJm/fpfRZYN0ul9mOZW+vreS6n0NIXCj3Cc84CKae5Y1NUlMl1m0fWNhKGNmEN2imr1ZcLQpa/v58hm91Mq/ZRK5UVkOUUqdT2q2keh8HcEgYfrTiHKCTKyHCDLEgMDk+i6jGn2YRgbue66R3nhhRQvvHBfgwB4nngvJEkQm7ApdNfzhALjuuJvN988r2wYhvhbf78I+hsfF4TlpZdE2am/f95knEqJktBPfiIUkuuuE9uqVueDCVMpoSyNjAhycvLkvNm5r09s+//6v4QvZ2REEJVUSpCme++dV2YW4v77xWO++12hLGUygshkMoJ01bvcfF/k9RQKQiFKJsXvvi+20+tYj6XQvPA6zjhhWEPXN+J5s3heISI6qej4zeP7FXy/AvgUi8/R13dHV/WgdfHdhqoOYNunyWYP0N9/J4XCo1EJ+3WCoBKVZtMROTHw/TyynMI0N0ZZVHl0fZS5uYcbwYBLkYZ256j163+10dXV7hzTjbhIEl2JEUg9h6Su9giddp/rWphfdrERE58YlxTdWrh7vepZeBXabpsXYjZsPvHZ9jiJxA6Ghv4/bWdgpdP7SKdvYKkMm17QiRRmswc4e/ZU471pLhcFgcP09ANIkoHrngNCksnrALCsM6TT++nre2fLeyfKWh4gRV4eiTD0KRaPUio9RaXyMp43TRB4yLKKLOdIpd5OOr2PkZGPNE6MC0shQeBw7tz/pFD4EUHgo6oZNG2okZU0MvKJyBOyGcc5T6HwBEFQBVzCMAR0ZFlFlDYkVFVDli0SiV2k0zcRBLNs2nSUIDhIqZSLPnuxmNd/6mGCdQIUhqJctXev8PbUUTcOb9kilJp6kvPcnDAS/8IvzHc83Xcf3HADfOlLQgGqD/tMp8X2jx1rVYaCQGxHlkVJLBFVRwYHhRn5l35pvkTVSyr1F74gymV1z9Hg4HxHFggCaNsifToMBfGql+vqpaxex3oshfrCq2mDWNYpFKUPw8gQBDVse5xa7U2CoIhtnyMIXCQpJAz9iMC8wuzs4Y7qQbfF17JOsXHjpwE4e/bLhGGILKtIUiLKr5oiCGzCMIja6oVRuVY7ge+XIwJWwnVn6et7V8vzqmqOWu0ElcpxUqndqGr7Cyyxj+9ZdJssG12JS9143e3c1mvH1mqP0Fn4ua42oVqriIlPjMuCheRlNUZDNG+zLse3k237+g52zefpNugQutfCLwTdnndhenO9XJRO70NRUlEL8QhhGGBZY6hqmlRqH4nEtpbncJwJfL9ALvcuNG244V8qlZ4kn/8BhrENz5tCzPSajIheSBBkqdWOUSw+2bJwNb/n4uSboL//5xrdYrKcaMTqp9M3YBjro+6cM4jZQ5FkQ4gkia4ZYZq2IgKnkEhsx7Y1xsZyrF8/Rn9/kVIpRxgKIuBEUz/CUJCN+X0TZZ+dO+HXf71VVWlOctY0QWx27BAlopkZeMc7Wtu8xfDaxcpM3Sdz883zytDMjNjmxo2CENVRLy3Vc4V6hWGIbrT3va99flHzNPWRkXmiNTExX8rqZaxHL6gvvK47HRnY+4B50282+y6Kxb8jCMoINVFBVfsZGPh5DGNzV/VgqcU3CGyy2XeQz/8ESVIolw3C0Mfz5gAIQ6FcCuLjYtvn8P08mpZF0wZR1RyVyvOUSs/Q13dH9BiXYvFJbHuMMPwzNG2gqaFicZmv3W3QvdV8KWJU3163c07z81+METoXi1CtVcTEJ8aawWrlVHS6cvT9MufP/w/y+cPUaqfb5vMsDEdrdyK52LXwds+7ML25Xi5KJvdE3VbCALp+/S9TV5/qhkpJUhonSNGWPxB1s4nZQKJrZ4YwlPG8mciQmkdVs9GVdRrPKzRKBb0sXLI8f/JslvTr7fj1kRj1q3NhHg0AFUXREWGTZXR9GFlOYFkQBAXCMIXvZxkaEgSjuT28XtYxDFEK0jRRZnrnO0XmTTOayUKzSiLL896ZTvdv55MZHhbEqU4sHn9cKECzsxdWWmpGp5Ecy5lQ322sRy+oL7wzMw9Eik4R256LQvX6UVWPROJaPK+CougoSo5Uak80IsLvqh70uvgK75CLSH2XMYwNSJKG580iEuFLUZbVeOQNkkkkdpBM7sRxxqnVXo3yu7Lk809gWa+QTr+dZHJ7x+9yp06n5tu7EZfeFZ3255xmXM4ROlcKYuITY81gKaWlVyy8cqyXhgqFx3CcM1FqtIeq5hr5PMnkHsrlFxgb+4/k8z9E19d3LI1djlr4wvTmROIaNK2/8fdmcmGam4HeA9uCoBb5hAzqBtG6KVWkPquEoY0k6fh+5YIWrkzmZjRtlGr1GCIXJYEwRDsEQTVqiRcddbZ9kjB0qFZfQpbXk0rNcu7cPYRhDsMQ6kZdXQkCUe7p7xdt4YYhjL3XXCNIUb1zq45cTpS4vvKV+WGgQSDKV7/6q4vJQa/kok4sRkbmFaB2paWF6dPLGcraDr2Wsro9T6/7UD+uPO/rFIs/JQjsyMw8hMh16sMwhNFelHmEBOU4s13Vg14X3/p9xPf3NEGgoShpVLUP3y9HcQoBkmREeVc7G943cZFTplx+Edc9j22fQ1X7IxKlRN/ppfN5+vruiDxui1Vf01z85vWa0t4LVus8uRBXU0BiTHxirDn0ctXT/fGtC7DwwzyLmMCeQ1GS1Gqvo6pJFKUfy3qTavVEtBh7yLKB71dw3Qlg4ZXf5a2F19ObF7bvt5OkewlsU9Ucvl+KUno3Rp4bD0lS8P0qkqQThl70r7MqC1cyuQPXnYzykfI4zmTUCm0Shja+n8cwNqLrGwgCi2LxKMnkboaGPs6TTx5iwwbRzWUY4icI5gMLUynxf0kSZavp6XmlptNiLkmt/zajmQwsxyfTqbRk260jMOrlOlUlyoXqnKjcDUuVsmxbpFC3S72Gzn9rtw/14yqZ3MmJE7+F788iywkkSSOT2Y+mDVKtnsD3C/h+dlEX1HLTlRcuvu0yhjRthERiO4nENjKZdyDLGuPj/2vRbCvfryDLqSjVfARJMlHVNNXqcSRJIZ3e1/Jd7pTPUyw+ie/PLFv17TWlvRdc6HlyIS4WoVqLiIlPjCsOzQtwEFjUaicIw4AwdKMFdQTHOYfjTJFKDVOtnkJMO9dRlAyKksRxxoBNi1Scy10LX4kkvfAE2X5xeT+eN4nnadj2aSRJxnWL6PowQVDGMLY02vjbl7mE5J/NHmizbbFw1e+TSt1AofATgqCKpo3i+w5BMImiZAnDGqnUjfT334kYe1DDss4gyxp33HEQ3zcaHVT1NOPhYaHenD4tCMmGDeL2Wk0M8NyxY3HpqlAQ7d633SbKYvVSV7Eobn/nO8XQ0nZkYCmfzELlpPk+DzwgOrRGRwUxe+IJkf+zYYPYl2Syc6LyUuim2CwcvdGc3Ayd/9ZtH2TZJJnciaaJFGVZTqAoCYLAwjBKjdEwnQhMc5lI/L50yUg8b+sCXR/3UKu9Qq12EseZIpPZTy73bvL5h1tmW9n2GUS35g5UNYPjnEeS5Cj0UwSUinlknfN5gsCiUHiEXO5dqKoYtqyqvQ9bhrXdOr7ahGotIiY+Ma5I1E+w+fzDuO4MqppF19ejqrko/VXMsLKsc/h+AdHhpKBpw6jqQOQTmEbT+ltUnLVQC79QSbpbF1z9Khqk6MpYRVWHMM1ryGZvX/QcnYzeGzd+ujE/qblc4LpiqrembcZxThEENrouhp+GoQe49PcfaniEZDmBaW6JXmeR++7LcfAgfPrTYqGvVERpK5cTt5mmUE/qXV6ia23xe9BsbjbNeUNwvRPqO9+Bp57qTAbaEZ6lVJUHHoAvf1koPC+9JO7juqI8Z1miO0zXxXN2SlRuh27PaxjzHWztkpuPHBG/LyfVuY7WmV7zru92o2GaCUzzMSNKPeOAFKW657qWjFqfPxcpmA9SqYhwTzHJXJCIXO5u+vvvafmeZLPvpFx+vnFc1nOvZDlJEFjY9hnC0O6az1MP8qzV3qRcfo4gcJBlHV3fgKqmOqq+daLXS+DhlU48Ljdi4hPjikR9cU+nb4janEWQWaXyEiCjKKLMJQLQFBRFQ1EG0PV10eMTOM4MkqQuUnEudy18tSTphVd27ZJ6mxN72z3H1NQDzM5+J/J0tL9ynZ5+kNnZBxHJ2DN4XjlSBbZFQ1clNG2AZHLPIv8RLFbT6irK5s3z+3HmjAggTKeFgpLPCxKxb5+4bWGpq5tZWVFEKW25ZGApVeU73xGkp79fhCBWKoJoDQ0J8pJIiDEcmzcL71K9FX0pz023573vvlaS14xcTqhmIMjjwr91SnWuo9eLgPrtYmRKtiXFOAjKWNYbQBj5dAaWpXx089xVKs+xefNvtHxPQCSV14+xuvenHg0hSRp9fe/pms8Thi5B4FCrHccwNqFp/QRBjUrlWUxzx6LzRbX6GtPT/ztSkTXAo1Y71bat/kpsHV+LiIlPjCsaprmF/v67oxPtIMnkdZH/IE8q9TYGBg5RKj2D40w05v7IcgLPmwZcstnbl5TaL1ctvJ0kfaFzdpq32Vw6aSYHQORReIBz575MGHq47gymuTXq3pm/cgWiK/sitn0WRcmi6xvwvGkc5zRDQ/fS33+oo/+oVzWtTg4GBkRmT3PpKggWl7q6mZVvuUWEBuq66MpKJMRPNzLQi6qyaZMgNPUU6XRabL9cnh+oWqkI4jY1BV/7muhU6+a56fa8dZLWjeT1R/74yUnx/PXX2kuqMyx9EbBQEZRlhVrtFMnkThQlg22fR9NGkSRwnHOk09ezHOWjF8+daW5u2c5CsqbrI4ThdWSz72R4+ION+3ZrQxeDe23CMGz8zF8ozO/bqVP/lqmpb+P7M8hymmRyN6nUXhxnjFLpafr63t10/yuzdXwtIiY+Ma54NJ+cFaWPbPY2EoldDA3di66PoGkjzM4+iCxreN4MjjNLGLr097+foaH7O273YtTCV0pcVnPOzlKlExAehZmZ7xIEHoYxQhB4kZoGyeTOxqID4LqzUZt8NvJCEBmbbSqVFxge/lBjUUkmdxEEFSqVY8tS09oRmYkJoWjce2971WKhWVlRBOk5cAB+8ANxe3321rZtglR1IgPFoiA1g4PzpKu+X3VV5frrRaDhc8/NzxKTZZEUPTAg3nfXFWGKmjb/XN08N93UnDpJ27y5M8m7+27hg/rud8VzZjLz7fydSnrNWOoiYKGXxbJOU60eR1XT0RBgkQUkSRKuO4fv15alfKzEc9dp9E2770q7+2az70SSTMLQwrbP4/t5JEknnd4XRT8UkWWT48c/RT7/A8LQRZI0wtCjUnkeSVJJJHY22up1ffSKbh1fi4iJT4wrHkudnJtPbq47iCQppFL76Os7SBBYSyY9rwYulLispllyqdKJ5xWYnj6KbW9EkqajaABh7hRT43Mti44kKVEmz/ykTTFqIEMYejjOFPl867TpZHIPmUxrUvZSqBOZJ56ARx4RasrAALzwgiARCxWTeifUgQOiDPXKK0Lp+cEP4LXX5stQQQA/+5lQVD71qcVkwLZFbs8LL4hSVl+fIEpbt86PwjBN8T7WAw1/9jNBTAxDmK89Tyg927cLArJzZ6uCU6vBww+LoMV6cjQsnS/UPJsMFnek5fOCaI2MCCWqXBbv2/vfv7xU507q48IyVF19qVZPYBjXIkk6QWBFI0d0xNDi3pWPlXjumsvgtn0ew1jfcYZYu3MHEE2KV0gm9zYNMRbDllU1y/j4n1Ms/h2ynCAMFcQsOydKk36V4eGP4vvVaOr8ld06vhYRE58YVw06KTTNJzfHmaJcfppK5Rjnzr3cU27HcolRu/vUiYvvj+J5m1DVIp7XG3FZzWyhpUonBw7A0aNFpqcrlEqbyOW2sW7diwwPg6JoOM4Etn2W4eG/13jObPZ2ZmcfwbbPYpojqKqP7xfR9U2o6iCl0tMUi4+2kLZi8dGIAO3o+rqb38c6kalUxOK+Z494DUt1KT355LyRWdfF6wTRLSZKMIIoZDLi9S/E4cMirHDjRtFZVi7DD38oFB1Fgd27BZGpT2ffuXM+42dgQGQNKYqY23XjjfDnfy5uB6EAHTsGr78uFCUQKk2dxPWaL7Sw3d0wBMH7/d+fD4Ls74ebbhIdZu2yj5aLdmUoWU6QSOykXH4Sz5vGMNZTLj8PhKRSN+F5xWUrH8v13K3kImPhuaMb2QIoFH4SPa4Pz5utv3rC0CMIajjOJOn0vpbA0VjpuXRYEfGp1WqEYUgymQTg1KlTfOtb3+L666/n53/+51d1B2PEuFRQ1Rz5/BEKhUeXndvRy8m0032y2QPk80d5441RTp0awbbBMEy2bQuRpKWJy2pmCy1VOvnOd+C557LcdFOKgYEilcpuTp6EMDzJwMAEsqwxMHBvo329XJ7imWdcqtUMicQrwGk0bZiRkV2oaoZUag+VyrG2pK1QOEIiIULw6ouLKCMYjQnyC9/rUsng2DGhnPRiTF5I9GZnheJSJz3vivynkiQIgm23vi/Nj9+9W6g9P/uZmNWlaaJFfcsWQURGRoR6VFdcPv95QaRsuzXIsFnBOXZMdIDVE6XbtbsvJ1+obgx/8EH4f/4fMZ+sPttselrs5333CaWrm7G5F3QqQxnGOnx/D5KkIctpTPNaxOKfIgyDZSsfy/XciTLtAyhKDk0bIgzdZauj3ciW40wiSUrU2u8gyyl8P4/oEqsBacLQJpPZv+S0+hgXBysiPvfffz8f+tCH+NSnPkU+n+e2225D0zSmp6f5wz/8Qz796U+v9n7GiHHR0Uk5CYJaI7ejk6LS3KnSqdTUqRzlOFO88UaFY8c2kUqJK+9aDY4f14E3WbdujHS6u3oky8qqZAv10u00OJhDUfZjmg+haSH5/HWcPZtjdPQs69YJX1Sd4J048TyVyhiuux3YjCy/jmVVCEOJt7/9PpLJXRSLR1tIWxC42PYZyuWX8Lw5dH04Khf4BIGNbY/h+yUymVsWvde12n1Lel6aF/OFRC+REKpPEMzPABsYaJ171YyFM7+uu050bFmW8O6Mj4vPsq9PEJdPflKQqE6dWs0KTq0mlJ56qvSOHYJETUy0krjlzuEqFITh+uRJ8RrrPibHEaWvw4fh4x/vbGzutdzbqQzlebOMjn5sUfnoQkvIvXjuHGeSiYmv4zjjyLKGJOmY5lY0bXBZ6mg3sqWqWQxjPbq+kVrtBJJkEgQSQZCPBrZmMYxtjXlhMS495KXvshhPP/00d9whPrRvfOMbjI6OcurUKf70T/+U//yf//Oq7mCMGJcKdeVkIVGoj2qQJK3ldpF6XMGyxloIkyybDdN0PatkIalqvk8+/wrnzyv09RXJZkHTXIaGnmfz5u9Rrb7A6dNfY3r6QYJgXm6oJ7+eOfMlxse/Sq12imLxp9j2WYLAanSpZTL7ASiXX6JSeQnPKyx4zaLNuH57feGdmBA/liX+nZwUpRjfr4cDHqJSuQcIyGbHcBwNXf8ImnY/r756mNOnH2Jy0mVurookpclkziNJfTjO36dc/jnOnduCLB9E14cbqkAd1eoxyuXnkWWDROJaarWTzMx8E8t6E00bxHHGo1lMM4ve61Sq0CBuzejUpdRM9EAQn23bhPrhuoKk1F///v2LCcXCx9dqoiOrXk4aHhbE5eRJ4R+SJGE27kZMDh0Sik2tJlQmXYe3vU0oSvXPqFJZ/BrrLf5LqTTFomj/r5Pb+oR7XRf/n5kRis/C7TQfc2Njf8SZM19adFwuxMDAIfr772kMz21WdFQ11/D8NP//YmJm5jtUq8dRlEQ0YFWmUnkJxznfGMeyHLTb7zrhSyZ3kUjsIAwrBEEZSdJIJHYzMvL38f0Z8vlHV+11Lfwex+iOFSk+1WqVTEZ0Z3z/+9/nQx/6ELIsc/vtt3Pq1KlV3cEYMS4VOknz9VENncZEiAGZ3UtN0Pk+tl0in7+eDRueQpJCVPUMhvE8vh8yM3MTnpdaUj1SlCSl0lORabSGoqTo67sbz6vyyiufxrLE99I0tzEy8vfo739vR8/SoUOiNLewdHLggMiZEQumQbV6H5Z1kJmZIrValuefz/HyywVM8yiVyiiKorJhQ4CmDTE4aKGqJ3HdHcjyFhxnjEKhyMDA5hZVQJJ0KpWXEZ6Pvciygefl0bRhPK8QGUk1FGUIyzpJMrkDWU403utkssj+/bklPS/NrfoLPTIDA6IsZZrw5ptCgetWOmp+fBAI1cTzRDZOvburbhpuF6a4EHUF54YbxO/JZKuhuddW807IZoV653liO2Eoym2eJ4iZrosOtIVYiYH+ckQ/dBsoWqu9gqr2IUkqsqw1BvxWqyfIZm9rq46upKGhXgpT1SN4XhlNC0mlbiCXO4AkCS/caoQVrmY359WEFRGfHTt28O1vf5sPfvCDfO973+Nzn/scAJOTk2RX+m2MEeMyo5M07/tFcrk78f2Zlvj7uplRDGJcuqW2030SiRTl8r1MTAyzfv0RdP0lfD9JobAX295NKqWhKIuzcZpLcoaxgTB0cd08w8MfIpXaQz5/hMnJr+C6U9FYAbCsE5w//xVKpWe7epY6lU4WG2lzTE7mGBwUBl/XLbJxYwXH2YTvh9i2jutaKEqCgYE5JKmG67ooSopcTrwvrX6JNwkCm1TqJlKp3XheiSBwqA+gBJAkGd+vRYSzFuUuzb/X3Twv7Vr1b7xRGIafe26+0+qWW8TfS6Wlj5vm5zt/fn5mWColVKNaTfxb9w0thTopy+XEfj30kFCdVnPK+113wd/+rZhrlk6LfbYsYcjetAn27ClgWa3DNBcec4oS4nl5CoUjSy7gl2IMQj1bqlh8Iuo0HGwhAWK8hU8icR2W9SogzNbg4/t5EoldLft4IaSiTvgSiW143hyJxLWoal/j76sVVriWR1+sZayI+PzO7/wOH/vYx/jc5z7H3XffzTve8Q5AqD9vf/vbV3UHY8S4lOhkWmzu6lpoZuwWdNZuqvTC+wwN3cNNN43w0EP3YVnb2LZtjmLxWvL5PvbuFapBEHRWj4LApVo9hmW9juPMoCgGtn17ZMiuRFH+QqGVJBXXnaNQeJhc7s6uXWAL50xBeyPtHXeIVu5cDo4dy7JlS4qhoSL5/AjF4lZGRl7CccpUqzqlUpkwLLBp0z0MDMwHxdVVAcsaY3Lya8hyCknSUJQEsqzjeXlk2cS2z+E4M9j2GLJsoOuvkEhswfNmG++1qnb2vDz44OJW/YcfFkTiN35D/P7444LEjY6K0lFzV1i7bTZ7bMbGRPfX+fOCpNQTpLdsEd1b3a4LeyFl3YzLy8HHPiZe0/e+J8iPoojXkU7b/MqvHCYMjzI2Nr/YJ5O7Gsfc/PF2iiCo4vsWyeQuRkd/8bKpDEFg8+ab/4LZ2YeQZRNV7UfT5loGDdcVXUVJIss6lnUS150jDB0SiT0MDd3bss0LJRX1spOq9hMEzqK/XWhY4Wp2c15tWBHx+chHPsLBgwc5f/48N954Y+P2u+++mw9+8IOrtnMxYlxqdJPme80CWmqqdLv71BeyZ57ZxOzsejTNYe/e+dyXbupRtXqMSuUlJElG0waR5SQzM9/FtseRJKkx90pAia58q4Sh3/LaJUnHst7EsjqbqdsZaYtFsVinUlAu58jn97N160MEQUg+fy2pVJ50+jXOndvE3JzG4OA93H774pVbVXOk0zks62ALQVTVPiqVU6jqILXaMRQlhaYNADLV6nOEocPo6McWdQItJG69phwfO7b4Pq4Lf/ZnwhTcKU25/nx33SVIxdat86bhYhFuv335oycWkrKljMu9wjDgf/wP+Lf/Fr7/fUG0BgbgF3/xMO9970NIUutiHwSVxjHnOONUKi+hKNkohDCkWHwMTRu+LCpDENi89trnmJr6BrKsoar90e01YHMLCahffOj6CKa5GceZxPeLDA7ev2je2EpJxUKlyLbP4vtFMpmb0bTBVQsrXM1uzqsNK87xWbduHevWiblGxWKRH/7wh+zatYvddQdejBhvYXSS5nvJAup1qnTzfeYJRY7z5/fjeQ+RTofIcg7H6aweienlryNJMhCQSOxotMjWaicAiSCwCEMPyzqJbZ8hCGpIksTMzP8hl7uDZHIXtdoJKpWXCQKbycmvYVkHu0r6C0lFvayj63DixCFkGbLZoxjGOBMT1/HKK7/A+vU3A8O89lqOn/yk8+TvhQRRtLRvpFB4PPoM0qRSezGMbbjueDRf6eCSakMvKcfQ/j7j44IQbdiwWAVa+DqaVbG6crOUStMLKWueTbYaMAyh1tm2MGSvX19g166jJBLt5l4dI5ncQz5/mGr1BIqSjEqNVZLJ61CULMXi0iWv1UDrVHeJl1/+FfL5h6JZWzph6BGGNqo6uGjQcPOx5TjTKEqmMZur9TmKTQpXDd+voSiJnkhFZ//daw3/3WqEFa4ktTqGwIqIz0c/+lHe/e5385nPfIZarcb+/fs5efIkYRjyF3/xF3z4wx9e7f2MEeMtgV68DN3uk8tBJnOI2dne1KO5uYdxnBk0bZBEYkdj6GK908l156hWj+G60/h+ffioiqYN4LpTzM39EMt6E8/LUw+Rk+XFZurmydILA9eaDb59fXDypEGhcB9BcBDfLyJJWfbtyxFdJ6Gq3Yd9tiOIYiGqoWkDqGofiiJcw4qi93x122vK8cL71GqiRb2vb36ae7dsoHaqGAhvTifFpldStpqqT7PCdM01YFlFTp6sAJsaxmqYVxAymZvx/Srl8kuAhKKYyHI6UjReJwgsTHMX69b1VvJarmm4neemXH6RQuFHgBIpmwGeJ4xZkmRE/84PGu7VbC1IhUGh8BNcdwYIkOUUqtpHIrGtI6lopxQZxgYkSSEIqoyMfALT3LQq5HAlqdUxBFZEfP7u7/6Of/7P/zkA3/rWtwjDkHw+z1e/+lV+7/d+LyY+MWJcAJajHqXTN0Rx/8mWMDTPK5BOX4/n1ZiYONZkDNaQJPG1V5Q+gsCiXH6BRGI76fSNpFK7o7Z9IelnsweisMAnKJdfxvNmUdUBUqnryWZvb6hCzeMiqlXRwWSaOfL5HPv2zbdiQ2+Tv2ExQdS0gUYwXPPr7PXqtteU44X3OXNG3G///vkurebXUX8tYdia0ZPLCYK01Nwz6E7KDENsoz4SY3Cw89DSXtFOYUoms6hqinPniuzYYTZea/091vVhRkY+iGW9QhC4eF4Ry3qtUfISx8xj6Hr3ktdKTcPt5n4Vi48ShiL80PftqPMyxHVLgIQkqW0HDS91gSLLJpXK6xQKPwZMVDWJLBtY1klMc3vHx3YvP5VWvattuanVMQRWRHwKhQIDUab6Qw89xIc//GGSyST33Xcfv/Vbv7WqOxgjxtWKXtQj09xCX9/dURBia8dZNnsHlcozJBJbsCypQX4gjNQfFV0fIQiq9PUdxDS3tTy3ZY0xM/MdyuWncN08njeJJOl43hSW9WaURitUoYUqRxiKjqivfU0s6FpTBNJK2rFX6+q2l5TjhffRNEHcNmxo3dbMjPj7V78qggbrs8Guv174eQ4dWnruWbe2+okJQbqqVeHD0XXRgTU3J/5W30b9PV2OGtRJYZLlrYThY5TLIYbR/j3OZg8yM/MAtdprKEqSMAwJgiqp1F50fXRJD8xKTMOeV6BYPIIkGahqBlk2I4IuRzlEGuASBCHgAS6eJ5HL3cHAwD0dt9lJxZyaegDLeg1NGwUCgsDC82qY5jWAj+cVuihFl678dDniAq4ErIj4bN68mccff5yBgQEeeugh/uIv/gKAubk5zObLlRgxYlx0dLrqSyZ3kc//EEkykSSFMHSj3BKNMHTw/Ty+n0DXR1mYZep5BSRJoVZ7BUXJUaudRFUHUJQMnlfE8wqY5tZFi9xC78/Bg0srLCt9nWKY7C1ks20GaHVALynH7e5z5Ih4HYoy/zqeflrc//x58Zp0XXhl3nxTdHNVKu2N0mEolLH635s7uG6/HX76UzE/rFQSpOfMGREouGWLMEqPjQnCUp+d9uSTYv/m5kTm0MGDS6tBrcGLNpp2mExGhG0aRpkwPI5ljaIoubZlVtedolwWhnpZTpJK7SWZ3AP4XUuPKzENC9/Zt5ib+ztk2aRafQXT3Iauj0Ykw0OWJYJARpYDggBAjYjYMPn8oy2Eal5xaq9iCpXzCWTZjMZphIShGwU1hvh+oePru1zlp0sRF3AlYUXE5zd+4zf4+Mc/TjqdZsuWLdx1112AKIHd0FwcjhEjxkVHp6s+zyugaf1IUkgYhkiSRhgGgBv9LhGGAbncu/D9wiLFKJW6hWr1ZRTFjNpx+7FtUNUEkpRvJFp389e0V1gK3HFHEc9bfHXazfdRf53Z7AFmZr5DrfYK1erLnD17atmhbe1a9bvdZ+HrUBRBHjZvFrO0BgZEG3uxKEjR1q2C3HieGDWxcLuPPCIIzY4dgsTMzsJXvjLfJXfmjPDd+L5QnOqJ0HWFZnpakJz//b/hgQcEeZIkQapefFEYzT/wge6v7cYbxXOuW3eY6657iHPnRoFtvPOdAyQSp0km9zEy8sG2n8Pw8AepVl8hDL0ox0rUxRxntquysZJOJEFSHkOWDRTFRJJkqtUXATCMTXheAVlOIEllwlBBksA0r2Fk5KMEQa0l/0qoSw+Tzz+C71fbqpiOMxWNlkgTBCUkyUSW9ajUNdbiGWqHuPy09rEi4vPrv/7r3HrrrZw5c4af+7mfQ5bF1eK1117L7/3e763qDsaIEaM3LLzqU9Uc2exBisUnCUMPRckSBOWozVdB00ZJpd7G6Og/xLJOLjpRZ7MHOHv2FK7rMjWlUyjUsKwMplmjr08nmXRQ1e7yfbN6UijYwGF8/yiTk63eDqBn30ex+CTl8lORapBd9dC25rKReD7x/4EB4a+56SZBWL76VeH5cRxBQkD8Xs/uKZeFkXuhUfrECaEQ1afHgyAyU1Pznp7BQVHOqlQEofI8QY5GRsRzTE6K5/nbvxX/X7dO3F6riQ60v/5reM97liZ3ul5g48ajlMuj1Goj6DqEoYlhhNh25xR+kfMkYgeEgV3qqGy0ktkssqxgWacxzc1RgGDnUlBdITKMLVGq90soSgZZTlIuP4uuryebfTe2/QZB4AMauj6CYYySzz+Crm9AUQympr6FZb1OqfQclcrzkfE5QNMGMM1NEYEXKmat9gqybOD7FpZ1EmGcNhpJz+08Q83otfy0kkToGKuDFbez79+/n3379vHmm2+yfft2VFXlvk79qTFixLgsJzoxJT3P6dO/H/kS+pHlTaRSe0kktkWm6E2k03vbnqgzmf08/fRDnD/fRy53klyujO+7nD27hSAocvPNvcn3uRy4bmdvB8Dc3EMoSq4xHqQdmbmYoW3NAYKFgiAeYShUqh/8QBCT+kyrvXtFWarewl+rCYJSq81n9wwMCHIjEq0FIXn1VbEd36+3kAtSc+qUeI/yefG3TZtEqWtmRmy3UBAkqFyGs2fF7YYhvEWjo2KshaLMk6STJ4Uy1Yn4FAoiFPG224ps21ahUtmEqor05rExuO66HJLUvVtuKWWj2cTseTMASFISy3qTWu01VDVHIrETw1jXEkDZjGaFqJ7PU6u9gW2P4XlzyLJBEDhRJ5cXPYeCquYIQ59K5VkkKUEQWPh+DceZIAxDwtAiCFwkCRwniaaN4PtCxQyCCkHg4rpTKEomKnOV8TyLXO5uhobu7+l46lR+isdMXH6seFbXZz/7Wb761a8C8Oqrr3Lttdfy2c9+lo0bN/Lbv/3bq7qTMWK8lXE5T3SybLBu3ceRJI2ZmW+jqoMYxibC0MF1J8nl3t04Obc7USvKIY4fh1zuCWS5iizPEobDhOE1HD9+OwcO9CbfdyMshcIRwtDHdfPUaicJAgdZ1lHVPkqlJxpkxvMKVCrHcd1ZksntLdtfjdC2ZiNypQLHj4vZW+fOCaKhKPOzrZ56SpCH97yn3sIvSInrCi9OsThvmk6lRPjhsWPivvv3i/s/+6wgSaOjgsyUSoK0qKr4d8sW8VhVFcSmWhVEJ58XBuoDB+CNN4RalE4vNip3Q93cPDiYRZZTZDJFfN9EkoRXqFotkM12V/OWUjZmZw8zO/sgnlfCdaexrNN43jSJxG4ymbdTq71Jufwkvr+nbQAlLDQLj5BO7yMIHBznfGQ0hlrtVSRJAQxA/K1SUUkkthOGPr4/g6Jkse3z6PogQVCLfizCEFx3BklSCUNh+pdlHQhJp29CzIerEIYymjZAMrmdILAu6Hsbj5m4/FgR8fnCF77Ac889x49//GPuuWfeMX/o0CF+93d/NyY+MWI0YXr6AWZmvothbLxsJ7rh4ftRlBSl0lFcd6Zn30G5bDA2dh+yfLApB0iiWs0yNpajXJ4v83RDd2/HWWz7FEFQRlUH0LR+gqCGbZ/E96s4zhT5/JGGclCpvIDnzZDNviMya19410xze3ciAc88M6+wTE0J8iFGh8yrKGfOiPtLknh8qSTmcV1zzXxXl2GIMt+RI6IrbNMmsZ10Wjzfiy+KEtbkpNjOtm1CLTp7VihQo6PzxGrDBkF6broJ3v1uQY7WrRPm6vPnxefg+0Kp2rhRqD+dUDc35/M5Bgb2kEx+F0myKJVGSKcLKMokmUxval47wlwnup5XwnHGIg+OhCynsKw3MYwN9Pf/PJ433TWAcqFZWJJ0arUTyLKOaV5LqfQ4YgaWTBBMoihDkV/tHIaxnmRyJ9Xqq1HnmYOm9aNpg9j2GJIkEwQ2jjOH606iqn3k83NRlpVJNntr9LhaY/8tawzLGkNVV6bcxmMm1gZWRHy+/e1v85d/+ZfcfvvtSE1T9/bu3cvrr7++ajsXI8ZbGUFgMzX1AOfOfZkg8HDdaUxzWxQyeGlPdCtte21eIHV9/v5zc8trSe/W5quqCarVMrKsoyhitVaUDL5fxvNmKRSONDw9icQOXHeOSuW5aP9uXVbXTKe272JRqDqDg0LNGR8Xfxet0uI+vi9+DwLh2Zmbg5/9TBCdHTtg3z5BcoaHWzvYikXx2M2b570+e/YIgvPcc/DKK6IsBvPZP7WaUHK2bBHqzoc/LMpif/3X4rk0Tfzs3y+M0qWS2OdKRZSrNm2CP/mTznk/ItPI5tlnD+M4L5BMFpHlk5jmAMPD17Nu3YWZcUXn3wyuO42iZAEl8uBI+H6JQuExPC8f+XzSXbvAksldBEGFSuVYyxBbVc0SBDaaNkAYCkIuvDgb8f05UqkbUJQktn0+Il06QVBD19fh+1UAHGeGMKwQBEkcZw5FqeD7jyFJKr5fIJt9RzQeBWz7LLYtZsn5fqWRETQ0dH/PClA8ZmJtYEXEZ2pqipGRkUW3VyqVFiIUI8aVhuX4dITU/52o82WEMPQa3SimubnhVbiUJ7puba/tXluvoX+9PG+nNt90+hZqtdN43hSeV0SWEwRBLWq/76NSeb7lCjmXux0A2x6jWn0dTRtYUr1qNwC0TgpADCZ94QVBGqanBbmRJFGKqpMd1xUEQpYF0QhDobhs3y7IzVNPCdKzebMYhlp/LkURvplkcj4LSNPE/eodW9u3C9Xm1Cmx7Y0bhfrzW78lCFX9ff/hD1vN0nv3ivufPCn2zXFEt9bb3y5KY53GagDccsthNO0hzp4d5ezZO0mlJtmwYYy9e2+4YCVSVbNIkornlTHNjUAYjX4oIEkasmwQhj7l8vOY5rWLlLp25eFkcg+Dg7/A9PRfRUNs1ciEXI06voQ3LAztRveX7xfJ5e7E92dQ1T5s+ySSVEZRDGAI151F07YgSWGUbm4Thj6ybFAqibyCOrkulZ4mDAMsawzXncbzyhQKP6Fcfplt277QE/lZbs5PbIC+OFgR8dm/fz8PPvggn/3sZwEaZOd//s//2ZjUHiPGlQTHmWy0UAeBv6RPZ74bZROuO0MQeKhqhjD0KRZ/Rrn8HGHoMz7+NXK57nOx6ttb7RNgfZuybETpzO09SL2E/jVvr10gHHQ2w2azB6jVXo9GZxQaJlPD2IKqDhCGXsuCIEla9Jh+RkY+Riq1e8n3pFuQIAgD8siIUF8sS5SRJibEa02n50MZTVMQkLqqsnevIBiZzPwIi0plfrp7/blKJUGMmnOAJifhzjuF9ycMBcG57jpBhEolQbrqpAc6k9C+PviVXxHELZkUKhGI/e40VsPzCtRqR9m5c5Tt20ewLBGGqSgGjnOsY0Bf8+fc7VgUHYW3RyMfppDlLOARhuK7I9rDVXxfHCsL0c4HUyw+iqKkyGYPRn8bwTSvpVx+BklSMYzNBEENxzmPpm1HUbJkMvvp67uDfP5RSqUnohb2WWQ5g2W9Go2SKEct8QaynIhmfcmo6jos6xSgoWl9kXIFjjOGomQxzY3R2Jfvkkpdz+joR7seg/X3pVvOD4BlnVnyOxnjwrAi4vNv/+2/5f3vfz8vv/wynufxn/7Tf+Lll1/mscce45FHHlntfYwR47KhfuU5MfF1qtXjiFk916EoyY7zrOZnSwlJ2zS3Uqm8hIjSn8O2T6Pr68hmD6Aoi+ditXv+CzkBtg51BMeZolx+mkrl2ILp0be09SB1Cv3zvAKW1Uycuo+16FZuy2Zvx/fzmObWKB+oiOvOkE7fjG2f6lAiG+yJ9HQbAHrkiCA5c3OCbLiu8PXIslBQ+vvF4158URASyxKEZN068X4cPixUFl0Xao6qiufL5cT/w1A85803izb2alU8TzN5TKVayYzrzpujFypqnUjorl2CQC0U4juNB2k+PnV9fhRHEHQuuSz3WBwaup9y+WXm5r6L5xWRJBVdHyUMXSRJB5SoZJVqeb6lfDAbN34aEAQ6mdxJENSiiwsXVe1nYOAeRkf/YctMrObjDkImJ/86Un8yuG4eQb48wtCj7iXyfQtZVhC5Vw6+X4rUpGyjJKuqQwSBTbH4BIOD7+vpoqTdBUBf390EgcuZM1+KvpNj+H6p5Ts5M/MArjvF8PDibKUYy8OKiM/Bgwd59tln+f3f/31uuOEGvv/973PzzTfz+OOPr4kAw//6X/8rf/AHf8D4+Dg33ngjf/RHf8Stt956uXcrxlsQs7OHmZl5AMcZxzDWI0kqlvUqsqyj6yML5lm1yvKKYuB5xSjRFizrdWz7NLJskskcIJW6MTLndvb7XEgHSGs7cQHHGUdMa6/gOOdJJHaSTO6mVDpKEFRx3WkMY0NHs2U90C8IbE6fPszc3FE0rUIYipO0omTbBsIt3Nf5Ba7I3FyBclkikzlAfz/k8z+mXH6aICijaSPY9uuEoYLrnmOlSbjdBoCePTtfXnJdcXs9g8cwhHpy/LhQUgYHBQm6915BMl57TRCg/n5Bip59VvwdxLaCQGxr2zbhA9q4ET7xCUEcmz1GvSpqsDhVuj4frN52v9QA1vnPYPmjFZZ7LMqywbZtXyCVup58/hFKpadQlCTJ5I5IzRMp4GEYtDzfUj6YILDbDLEtYNvnMYz1LTPrFj6+fvx43jSaNorrzgGzSJJMGEIYVpEkHUkycN1xTPNaUqkb8P0Stv0TgsAlnZ5f44Kg1lBye/XntLsAyOePkM+L91bTBqPvZAXXnUHXh3GcCarV1yiXX6JafaUnlThGZ6w4x2f79u38j//xP1ZzX1YFf/mXf8nnP/95/viP/5jbbruNL33pS7zvfe/jlVdeaetLihGjE+pXnoqSi8LL0o0uIjGscDOOM8309HeoVJ5qyaARsvwgnjcBhCSTOwGJWu0M2ex+stn9jefpZGy80A6Q5oXK88SUdpjPOXGcMUBBkjRUdRDLOhWpWYnGPom8lHl1xrbhRz86zPT0Q1Qqo6jqIFu3HiWbLSLLkxjGuq5jLepkbG7uCU6efJlyeRbLGsC2d7FhQ8DQ0Au47il0fRhNGwIUPG8SVR1p+CvadaR1K790GwCaSAiSUyoRlXsEQTl7VnRQ/eQngrxs3izGRuTzwg9Uq80TjjAU256bE+pPGIoyU3+/8BY9+6x4XJ14LTRW9zJGYyFMU6hVzZ6lMBSt9716sQxjK6XSYyxFKAWpGKNQOLLsY1GWDUZHP8rg4PuYmvoWxeJjGMbmBllp93y9krJmv5qq5joSnoXwvCJB4JNIXEcYvojrJqPsHgsI0bRRgqAWjUTZG3WC9ZNI7KJY/ElUSlsXeZZKGMZGNG1g2R2FzUSs+XvuurMIo3aKWu0EQWBHw2CTEUHz4vb3C8SKiU8QBJw4cYLJyUkCMRylgXe/+90XvGMrxR/+4R/yyU9+kl/+5V8G4I//+I958MEH+V//63/FbfYxloX6laemDUXBZlZEgBK47hyOM4ksa1SrL+G6c9RqJwlDB0nSUdUcspwml7sj6kYZQ1XTpNP70PV1uO4sspxAURJdjI2iM0ZVBxsttdCeKC1c+OsnU0FoTlMs/iQa4OgTBDUMYxOi9DbRSF4PQ4cgqKEoCWz7LNXqq5w79z+RJK1R1vjpTw9w8uRRUqlRUilxkp6e1oAsqdSpxlW6LCcaXp3msRZ1Mvbmm3MUClMoikY6PUk6/Rq+fz7qFusjCJwoQVdH19cThgHDwx/G9ysYxvqIuE325IXoZtC+5RaRjXP6tCBB9fDBdFqoNooiOrDqSo6uC/Oz6wp/z/nzorOrWBQKj+cJUlLvojJNUfJ64w3R4v7Vr3ae0N7LGI062nmWzp0Tpa4g6KwctZarCnheBc87hq6vQ1VzHQMIHec85fILpNN7ESGYWsdjsR1UNcfo6C+iacNLjnK42POu6sRKUZJRp5cXtbdrSJKMomRw3QnS6RtJp29sPC6Xuw3LOhMRJxtZTqBpI6iq8BKtdL+aFa4gcKnVXsdxzhAEouxm2+cxzc0IMpTEMDbh+8W4/f0CsCLi88QTT/Cxj32MU6dORW2E85AkCd/3V2XnlgvHcXjqqaf4whe+0LhNlmUOHTrE448/fln2KcZbF/UTZBi6LT4d8KOaf5FU6p1MT/8fPG8KRelHUfoIAgvbPo3rFhka+gDZ7O3UW23Hxv4bc3PfjVSWDKo6iKpmGRi4r+UEFgQ2hcLjlMsvEAQemtbXaIVvJkqdfBfJ5K5GDH+l8gxB4KAoOcLQxfNmsKxT0X0sdH091eoxZDlFGPrk849SLP6MMPTw/SLJ5A4UJcn4+EOcPj1FLldB1zdFKcYJZFmnUAhJJsHzSuh6Irpi1glDp7GvdTLmujmKxZNIUj+qmkFRjqPrZ3DdFJ5nEQQqnjeHqvZjWSfR9XWUy8/ieQWARsnOMEax7Qk8bwbT3I6qZjsmPrebtXXLLUJlefppQX4kSXhw6nO46upNs0qUSIhOLMcRHVzPPy9IRyIhSI/rim14niBP1arYrueJn3YT2pfCwhb8bp6lIIBf/mXxnPXy1uTk/GNby1XbUNUBbPs06fS+Rd6R5vsmEtdSrb5Kufw8kqSTTu8DlpeftJxIhaVSoZcy0ndDM7HS9RGGhn6BYvEpbPsNVHWYRGIrrpsnnX5bg+AB+H6F/v47CQKLYvGJxvGYTO6hr++Onp67/f7MK1yOM06tdgJF6ScIJgiCgCCYRJZVFCVDKrUXRZnPFIrb31eGFRGfT33qU43OrvXr16+ZFvbp6Wl832e0fnkWYXR0lOPHj7d9jG3b2Lbd+L0oxhXHiNFygtS0QZLJ66hWT+D7eRKJPQwO3k8yuZPx8a82iAyAJMmRv+U04+N/gq6vJ5PZH5GOSRKJnbjuNK5bxnVn6e9//6Kr3tnZwxSLj2IYG7Ht0wRBlUrlWTwvj6IkyGTeiecVmJ7+OsXiEUzz2hbfRRBUkKSQYvHxSJKvRGQkiSyncN1ZHOc8spxE10ejUMMMpdLT2PZJZNnAMK5Bkgyq1dci5WYUTXsFTVOQZZH0G4YJwnArinKUMEwRBGUcxycMXQxjC75fbFylW9YZfL+C66aiMLk+wEWWxXcuDDOEoU0Ygiyb+H4ZRUlSLD6F654lldqD605iWW8QBHZE4N7EcWYolZ5FUVJo2iCJxI6WxGeYLycdOADf+Y7o3nr5ZeHvSSbnf4Rpe97zU6mIDJ46ajVBjK65Rkxhf+MNQXoMY9747HniMaOj4v9TU6LsVSdSIyOdu62a0akFf9euzp6lsTFBekZG2j22wK5di0unQWBRqTxPf/97uxqMU6m9lEo/o1J5GcPY3Ej/Xq4K08sk8U4kKQhspqcfpFh8gkpl3kifTl9PJnN7z76XZmLl+3MoSoJE4jpUtQ9dH0LXN+G6k42ycF1xUpRBoEx//93R0F8X359ZNAF+OaifZ2ZmHqBaPYGiJFGUFEFQRdN0HGeyYfSv+wUvNLDzaseKiM9rr73GN77xDXYsHDv8FsQXv/hF/uW//JeXezdirFE0nyAVpY9s9jYSiV0MDd2Lro9gWWdQ1QFc9xyOM4mipLHts3jeNIrSj66vR5IUZmYewPMqpFJ7SKdHIjJSw/fLSJLUEoPfvOgkErupVvuwrFO4bo1y+VkSiZ1MT3+LM2f+AMeZQJYTGMbrZDI3k0q9DQipVI7heWUc53xUmsji+7OEYQ1dX4/wzhQxzSFkOcmGDZ8imdzJ2bNfxjA2UK2+iqr2IUkqEGJZpzDNzeh6iXz+ekZGnkJks+SoVAZJpYZJpVIoihstRsOY5jWNri6Yv7LVNBdZFl0zqqogSR5hqBGGHkGQQnTRiAwY8fyzpFJva5RJHGcO35+JpoO7gIyiZJFlA9edivwadtur4SefFG3lo6Pzk9CLRdFG/vrrgrBkMmK6eiYjQg1nZgSZAPH/4WH4+MfFdh56SChAnjef+VM3HYtJ9oJADQ8LNaZWE0SpU7dVMzq14NeJTDcj8+HDYmp7Lie8Sa4LjzxSRNMqXH+9YExh6FKpHKdWO4HrzhCG0N9/dzTfbbHBOJXaTRA4VCovUqu9iWGsv+hTxxeSpLoK5bpzeN4UkqTheZPUakk8Lw/05ntpJlaTk9/C9x/DMPZQ78h0nHOLfGXZ7B1Uqy+0kEEAx5m44LLTwMChqNvyOcLQRlWz9PXdFXnknqFafTEiOT6OM7tqZb+rFSsiPrfddhsnTpxYc8RnaGgIRVGYmJhouX1iYoJ169a1fcwXvvAFPv/5zzd+LxaLbN68+aLuZ4y3DpaS5+tTmz2viu9PAkGUJjuEaW5G0/qQ5QSel6dcfolM5sbocYnI45Ns49eZX3RkWSOd3kcicV2UYPwiYehQq72B580Shg6QwHXHmZv7MeCTSr2NavV1IIz8MQ6KoiBJOYLAJQiqmOY21q//VXK5g+j6cEOREXko67Csk5HfJ9Pk1xljdFTjhz88iOsOMzR0FNcdo1JJsW7dp7j++gMEgU2n8kP9ytbzHiKXy5HPn8bzJHTdx3WTSJJI1TVNA8t6PUrHlZEk0QrveSWq1VfxvNnoajukXnoMgiqyrCNJctTBdi762zy6lYgGB+Hnf16UrnxfJCnfeKMgDN/+tggIBLj2WvjoR+H97xfk6L//d0FwDEM8TpLmSVIYCkKUy837h+pt4526rXrZ12PH5oeftjMy2zZ8/esiyVnTxPNu3QojI1nOnUuxZUuRbNakUjkeBWrK6PpgS0RDX9/BRQZjSdKi9vcBRkY+0dIufinQ3GxQq51EUUSp1PdLiBTorSsiILZ9CsPYssi0HQRVBgbuR1EyDTW1VDqKaQ63PH61UpeFeVlvzBATtyVIJsU6K0laV29UN8RBiK1YEfH57Gc/y2/+5m8yPj7ODTfcgKZpLX/ft2/fquzccqHrOrfccgsPP/wwH/jABwBhwn744Yf5zGc+0/YxhmFgLMxzjxFjATrJ88Xik/h+BVnWUNUNBIGDbZ8CfEzz2oYhWdPEydJxxEygOtpJ1gu7WoLApVJ5kVLpKGHoUq2+FJWKBhFEq0QY6oRhiXz+R7huAcMYRZJ0stl3UKu9jCQlUJQ0QVDGts8xOPgB+vvvbjkR1p83CBxMc1sjZdr3bRznPK47zfr123jve7/OK6/s54UXPk0mY3PDDVne854cur70+zh/sn6CkydrlMuzlMubUFWbVCrNwICB644Rhj6p1F4GBn6eubkfUyo9jePk8f0CoEapvXL0uh3C0MFxZqPEZwtJMpib+yGjo7/YUNK6tbWPjcHdd8MHPyjuV5+Gvn69IERjY+K+mzbNKzTnzonwwLExoezIsugQq8/zql9raZqYx7VtmyBFExNLJ18vta833yyIU7sW+D//c9GCv3698BlZFrz0EjhOjkRiP9XqQ+i6Ra12ApAJwwDT3I5pbmlRL7oZjNPpvUt/2KuM+gWB8N05KEofQKPZQJK0FiP9crbZrGyFoYtljVGpvIjjzGEYolRdz91aTgRAr5idPUw+fxhNG8JxzuF5Rcrlp/C8PJrWx+jox5Y9bgbiSfCdsCLi8+EPfxiAX/mVX2ncJkkSYRheVnMzwOc//3l+6Zd+if3793PrrbfypS99iUql0ujyihFjtSCuQJ+IEl0nsO1zQL3DUcE0tzbuG4YOprkV3y/iOBMtC0kud0dk1JwnWM2Ljm2fiXI9LHR9YxStX4lIlRKVyVRE+apKpfIcpvmBqC09RJZ1LOtk5POxUdUhXHeCsbE/ajkRtnqaBjDNndRqr2JZp5EkhXT6RjKZt5PNVtm48SFUFdavv6/nTiRoVdA2by5SKoWUSg6y/DRheAzHOUe5XCSV2ksu985GO6/jjOM44wSBC6iN7jmheCmAj+/PRaMLMuj6OorFx9C04Ubpo97WPjkpCEEiIX6a1RdJgq98Rcy/qpeU7rwTPv/5VnWmrsh86EPw8MPC6xMEguQkk4KYOI5QjnbunFeElsrpqaNbC34qJUpnO3YsboEvFIR/qa9PkLH6TK8wFAGKQ0OHGBoCx3k4yogZxDS3N7wjzerFUgbjS43mZoPmLkvR8agThu6yCUi71vlK5TiVyrPIcopE4poWw/zF6DZznEkmJr4eER6xvSDwGyM/tmz5Zw2istzniCfBt8eKiM+bb7652vuxavj7f//vMzU1xe/8zu8wPj7OTTfdxEMPPbTI8BwjxoVCXJW9jOdNYhjrozbTMrYtTLyOM44s642T2fDwR5FljWLxCJXK2SgBdpBy+QWKxaMtJKS+uIjy1ksoSgbD0FHVNL5fJAjkqKskRJbNRr6HLBuY5nWIktceCoVH0fWRKHNokkrlxciInW34GZpPhM2LnSBCN6GqOZLJ3SQS1wKgKGnS6ZAwPEoqdRBY/gm/TvBMUyzisCPqQDvOxMSfkUxup1p9lUrlJXR9OAqOfJMw9KKW4/5otECBMAwACUXpQ5JkVDVLKnU9ipKlWDzSKH3US0U/+IEgA5mMKHFls8L4nMvB7/4ufPObwow8OCi6sr75TbHPv/u78/s/NiZa2a+5Bj75SaH+TE6KbVSr8LGPCcWl3l1VJyW95vT0OiNtYQt8fSDqddfBq6+K2xIJcVs+Dzt3GmzZch+WdQNhKMorzfk3zerFSgfbXiw0E3ORKXWaICgThg6GsQ3fL6zIaN1MZmTZoFJ5EZBIpa5H0/qjey5OjV4tMjgz8x2q1eNIkhIZ+jNIkoOipCP/n7sidSaeBN8ZKyI+W7duXfpOlxGf+cxnOpa2YsRYPYR43iwgAwqyrKEoI4Shi+tOA37LybE+M6geelervUkYWh1HRQwN3UcisQ3Pm8M0t5DPPxaVuWp4Xg3wIxLTH3VWhihKH2FYpVB4jERiJ319d1MuP4fjTDeCCpPJ67qeCJsXO98vcv78VzGMDS2v/GJMk1bVHKnUbjRtAMeZxLJOoShZVDWDJCloWhbbnsFx3kTXN6CqaSzrDLY9RhiGyLKGpg2gaSM4zllqtdcJAgvT3MW6db/I4cMGZ86IgMJiUZSlZmeFX+fQIZHl86MfCbIyNyfyehRF/P6jH4l5WKOjwjh85IiYjfXqq2J6+p49YmTFxIRQaHbvXkxulpPTA8tLdK6jrhQlk8Lbc/Kk6CqrD0K9915xP9PcQn//3czNPbRIgVwcKLh0F9alQp1gFItP4Pu1yEg/QiKxrdHVtdJtlkpHqdXeIAgc0ul9DRUMuqdGX8h7I2amvYKqpqPmiCSyLDrtgsBCVUep1V6h2+y0ztuOJ8F3woqIz5YtW7jrrru48847ueuuu9i+fftq71eMGGseQeDg+zauexZJOoskGSiKSHdOJHaybt0/bigrqppjevrBhuysaf3MzLy65KgIw9iErq+nUnk58rfohGEZSQoJQ58wlAjDIDJZmxjGhuhvIeXykwwO3s/mzb/RQmI0baDldahqjlrtBJXK8cbsq+ZU2Yvla2iH+hX41NRf43lz6Poovl+K8oTeRl/fe5ic/DYQ4Lri7wMD78P3S9GASZta7TVkOYss19/Px6jVhvn61+9rGH41TRCguipjWULBOX9eqCP1Ulh9dletJv72wgvznVZve5tIZT56VJS1Nm9e/tT6blhJonOzUjQwIPb9lVfEv5omutrqwYlrrZTVCxaqUCvJ8em2TdseY3z8a9Eg1XnvarfU6AtBPUVa1zdTq52MTPs+QeDj+1UymU3LGofRjJWMJblasOIhpX/3d3/Hv/t3/45PfvKTbNy4kTvvvLNBhK677rrV3s8YMdYcyuWnATcKBgyiq7RKFDR4fUvXS7tY+m6jIuonOlFm2sPs7HeitNgASeqLTswmjjMDCBImSQqeN40kqSQSOxrt3319BzHNzW1JjBiv8WSkmvwZmjbQYn682Cm67TAwcAjfr3Du3Jex7Uk0rY9k8m2kUrtx3VkGB9/XkuJsmluYnn4wykER0f5hKLpyUqm96PoozzxzlJMnD9Lfn2sYfk+fFgSgr08Qi1RKEBhZnvfVKIrI9LFt0SX1xBPznVb9/UJVefFFYR4eHFxakVkJVqoU/dmfiQ6wvj5B0jZsaA1OXGulrOXgYqhQ9W3mcgcv2fFeJyemuZlabV1Uxg4IQw9dX49hbEaWkysiKZfju/tWwYqIzyc+8Qk+8YlPAHD+/HkeeeQR/vZv/5Zf//VfJwiCy2pujhHjUkD4UY6RTO7GccaQpASSpOL7BYKgRip1Q8uJZaHsrCgi8RiCllER7a7GMpmb0fVRyuWXAB9FSaNpmwhDD8/LR8qGuEqs1d5E03LIsonrTiBJSRxnqq1pWlVzFItPUqk8Ryq1j2Rye1vz46VWBurznSQJZma+i2FsbJDF+a6it7U8ZmDgEK47Rbn8EpIkI8tJUqm9JJN7qNV85ubGGBkpEoa5RYbf226bNy5v2CDKQ4WCKBdVKqLslUiIFvGzZ4VZWXwucMMNQul54w0xgHTvpW92WgTDECrRkSPi9WzaNN9GryiLgxObYxSaf+8FV2Kb9KU83pu/k8nkLizrdcJQQlFCEolrCYIqudy7V/zevhVVvUuBFc/qqlarHDlyhB//+Mf86Ec/4plnnuFtb3sbd9111yruXowYaxN1IpPJvJ1arS/KvbGjq7MhMpmbW+6/UHaW5QSmuY1S6WfIcgqQcJyJjkMbRduxjSwbUX6Nh+OMo6pZdH0dIOO6BXxflL/qIyJ8f5Zy+elGFkirn+EEtj1GKrWPbPYdyLLWttx2uZSBoaH7keVUTydtkTT9QRTlFTTNI5vdhKKI1b5ancXzUmzalOWll8T9Ewmh+kxOCuJSJwG33y4I0fS0CCssl0UWjywLxefcOZH2/NxzolS2datQetavX9x6fjlRNzlv3tzaFbYwOHGl7c5Xcpv0pT7e57+TT+D71UYa9cIA0JXgrazqXUysiPi8853v5JlnnmHPnj3cdddd/PZv/zbvfve76e/vX/rBMWJcAagTGd+vkk7fQDK5oymJWUPXF4ecLVRb6kZcMRRxpuPCXiw+GU2OBtG6LVGtniIIapjmVhQlF5XMfowkGUiShOeVgYBEYmeU4lxYRGIqleOEoeigavYzdDI/XmqTa68n7fnRDjmSyYOsX/8QIyNFdu6UgAKKMoll3cPQUI63vW1+KGldyTl5UoQUgiA3ti06zTxPeHtyORFcaNuCMIAofzmOUE+Gh+FTn1odX89qobkdPpksIMtFgiBLoZBrCU5cabvz1dAmfamO94vhW1qItWRQXwtYEfE5fvw4qVSK3bt3s3v3bvbs2ROTnhhXFdoRGTG3p3NLbTvZecOGT5HNHojydRaf6OreIDHoVKNafQEIUBSNMLSAANPciqato1J5LsrqcZFlBdPcRSJxDbY93pbE1DuoLqb5cTVKIUudtJtHO5jmIfJ5KBSOAmNcd12KkZE72LFjFz/4QYGRkRzlsjAqDw2JQaXZrMjuAfF7Oi0CAE+cELddc40gN6+9Jh5jWfOkKJEQjz9wYEUv7aJBmJxtnn32MKp6lGSyQrWaQpb3c/PNh8jljBW3O8dt0hcHMTm5dFgR8ZmZmeGFF17gxz/+Md/73vf45//8n6PrOnfeeSfvec97+OQnP7na+xkjxprDcuvnK5Gdm71BQ0P3UCqtp1Z7Iwpxm0RVB9C0wSg5uh9JUkgm30Y2+3YALOtM9LfFJOZimh8vVSlk8WgHA7iP6emDPPPMFDt3Pk2lcozt20VO0osv7uf11w/R32+wd69oO/c8UdKSJGFY3rBB/JTLIvsmkxHhhJ4nVBTfF2Wtu+4SPqDpaaEGrTXccsthNO0hzp4dZWpqE8lkkQMHHkIE69+34nbnuE06xlsdKyI+kiSxb98+9u3bx2c/+1meeuop/st/+S98/etf5y//8i9j4hPjqsBK6+fLubJr9QaNkM3uJ53ei2WdAWQymf1Uq8eiFN51+H4K09xEufwytdqreF6BZHI3+fyRBuloVmF6IW8rUW0uVSmk02iHdDqHbR9hdvZRBgZGSaU2sWtXkVzuIcplSCTuo69P3LdUEh4emFdx+vsFmbIsURLr6xP3yeeFB2jnzvncnm4zty4XRD7MUXbuHGX79hEsC0zTRFFCarWjeN7BFbc7x23SMd7qWBHxefrpp/nxj3/Mj3/8Y44cOUKpVOKGG27gs5/9LHfeeedq72OMGGsaF1Oibq/KFAlDm/7+exgaug/PK2BZY9Hw0teYmnqAWu1YNE1+P7q+gbm5h6ISmNZWhWlH3npRbdqRIs8rUCweQZIMVDUDhEiSiqLkVr0U0mm0Q7lcYMOGoySTreWYvr6QrVuPcv78fOJ0IiEUHUma735KJERZa3paGIRLJXGfSkUEFu7e3dvMrcuFZlWmeThqEMyrMqa5eUWKX9wmHeOtjhURn1tvvZW3v/3t3HnnnXzyk5/k3e9+N7m19s2PEeMKQTdVJghs8vkjDXIiSQpB4JDL3Ylpbmt0NkmSwtTUXyHLOpo2hK6PEAROiwqzcMHqptoMDBxqS4r6+u5gcvJbzM39HbKskc8/ilgcs0iShizPt9evBjqNdiiViuzfXyGdbpWC0ukcGzaM8fLLRTwvRy4nSFM6Lf5eLAoCVCiIEtd994nfZ2fFGIhkUrTCj4/3lqR8udCrKrPSdue4TTrGWxkrIj6zs7Nk15q2GyPGFYogsEin95FO38DCbo/mNGjT3BSNcHgdTRtokB4BmXL5GVS1H0U5jyzrmOY2NG2grQqzlIHV9yvk84dRlByaNtQY5FgsPonrnkOWDXy/FI3ukFAUAwhxnFlKpfn2+tVAu9EOd96Z5dpr2y/8Gzem2Ls3y/HjQslJpeBXf1X8/bnn5rdx331i25a1eBBor0nKlwu9qjIrLdfGbdIx3spYEfHJZrPk83m+8Y1v8Prrr/Nbv/VbDAwM8PTTTzM6OsrGjRtXez9jxLjq0K7UlErtIZ2ezwhaSE4MYxOK0ket9hrp9PXRBHdxP8/LY5qbUdV+gqBGtfoiprmzUT7rFrhYh6rmqFZfYWLi6WhMhIYk6VFbfZpC4RFyuXeRTMLMzPeQJBVJ0rHtSXR9hETiOqrV+fb61UD70Q45pqdbF37bLvD665McP34PY2M5FEWUre69t26Mhve8ZzGpMYxWgrPcJOXLheWoMist18adSDHeilgR8Xn++ee5++676evr4+TJk3zyk59kYGCAb37zm5w+fZo//dM/Xe39jBHjqkNzqckw1lEqPcPs7HfQ9U2k0/swza14XoFEYlvjMYqSIJncQbF4FMs6g2luwXEmsO3TaNpII2FaUTIA1GqvksvdvsiQ2q1UYttnsayTmOYmZDlNEFjRFPX1+H4FkPD9KkHgABUAJEnFMA6Qydzctr2+E5ZjrF5ISLLZAzjOVDTkscTrr6c4evQe4BCbNgmC89RTolX9vvvab+OtjFiViRGjPVZEfD7/+c/zy7/8y/z7f//vyWQyjdvvvfdePvaxj63azsWIcbViYampXH4BxxlDUdKEYTWasfUYnldG0wZayImuryeZ3I0sa5Hp2cMwtqFp/dRqrwMhspwgCLyIOO1atCB2KpXY9hkkSUPTBiM1R/iHZDmB44whywbV6qu47rnI1yMTBA5h6KEoyYZytVTnj+NMMjPzHWq1VwgCf1nt8AuVMllWkKTrOXr0XsJwpKHumKbwBS0c4XClIVZlYsRoxYqIz5NPPsl//+//fdHtGzduZHx8/IJ3KkaMqx3NpaYgqGFZJ1GULJJk4vv5aAq8gecdx7ZP00xOPG+W0dGPtyTBnj//JwjCY2JZp/D9PEHgkkzuZnDw3rb70K5Uks2+k3L5eRSlj1Lpp4ShA4hhp0HgkMnchmWdQFX70PVRbPsMIKHrw9RqJ5AkGBy8v+NCXCctExNfp1o9jqr2RQNckz23w7czZc/OPoWuD2MYrY9dOMIhRowYVz5WRHwMw6BYz25vwquvvsrw8HCbR8SIEWM5aC41SZJKEDhoWj++X0WSdGQ5gSQlMYxRksl92PapRT6O+nR1oKHe6PoohrEZ153C94sMDt7f8ActRLtSCYBlncJxJqJ7BXheBc8rAB7l8lHC0CcMQzStD00bAUIUJUkQ2GQy71zkMWkuZ+XzR5iZeQDHGccw1iNJKpb1KrKso+sjS7bDdzJlJ5Mhw8Oijd005x9bKKzNHJ7LhStx6GiMGAuxIuLzC7/wC/yrf/Wv+Ku/+itABBqePn2af/bP/hkf/vCHV3UHY8S4GtFcalKUHJIk47pThGFAKrUXRUngOBMoSo6RkQ8CdF2wmtUbz5tBUTL09b1n2e3HYtTFnshrNIzv13CcGSQpRJJyBIEYoOp5JdLpfQwNtSZIj4x8sFGqWliSkiQFyzqNro8gyxqynG7MEBOeos04znRXf1AnU3a7NvZCYe3m8FxqXMlDR2PEWIgVEZ//8B/+Ax/5yEcYGRmhVqtx5513Mj4+zjve8Q7+zb/5N6u9jzFiXJVoJisi/2aWROI6Eolr205y73aFvhKja7vFMJncg6YNoKqjhGGFWu11gqAGhIRhhTCsIklJgmCWavUEqdT1BIFNGNpks+9pec6FJSnLOkOtdgxJ0pEknSCwIgKUwHXncJxJFCXT1R+00JTt+zWCoIbvl7j22hR33pltaXtfqzk8lxpXw9DRZixUtmKl6+rCiohPLpfjBz/4AT/5yU947rnnKJfL3HzzzRw6dIgwDFd7H2PEuCrRTFYcZ4pS6Wmq1WPY9viKA+OWY3Rd3FX2NDMz/ztqh7fxvAph6AEyYSiC/sIwQJY1gsDDdSeo1d5A19e3HYPRXJLy/RqKkkKW09j2KZLJHVSrryEmVfuEoYPvF+nre0/X/a8rZbOzD1KtHsfzZvC8EmHo0t//ft7/fnNB2/uy3r4rElfT0NHFxncDUJAkH9+3Y6XrKsGKiM8f/MEf8Fu/9Vu8613v4l3velfjdt/3+cQnPsGf//mfr9oOxohxtaNOVpLJHZfsynThYlgqPUO5/Dy+X8JxZgAf150kDCUgAOQomdlAklxUNY2uD7Fu3T8ildqzaF/rJSnDWEe5/DyWdYowdAiCCq6bJ5W6nmTyOqrVE/h+nkRiD4OD9/dE9AYGDlEsPkmp9BSgo6oZNG0Iz5tkdvYwQ0P3xYSnCVfT0NGFylax+DMqledJpW4kmz2wLKUrVoneulgx8RkYGOBX63GnCNLzD/7BP+DFF19ctZ2LESNGKy5Va3LzYuj7NUolEVioKGk8by4yMMsIRSaIfjRAw/eraFoKRRnGMDa23d96SapUehrbPouiZFGUPoLAwfNKOM4EpnkN2extJBK7GBq6t6MJeyGCwEKSJPr7fw5FSaMoiajdfuKKUzBWA1fL0NF2KqPnFdC0YTwvD4TRMdZd6erkh8pmDxAEdkyE3gJYEfF58MEH+fmf/3lyuRwf+chH8DyPj370oxw/fpwf/ehHq72PMWLEuMRoXgzD0MN1p1GUFMLL46KqAwSBB7hIkkEQVAkCjyAooShK1IlWoFh8PDIrGwu2nyOZFCbpOjkJghqSBNnsbZjmJkZGPoFpblr2ItJM2mR5fiG/EhWMlWChUnG1DB1dqGwFQY0wdFDVPjyvjOvOIcs1JEmPSqTFtv6fhaqR685y7twfMzHxZxjGxrhc9hbAiojPgQMH+Ju/+Rs+8IEPoOs6X/nKVzhx4gQ/+tGPGB0dXe19jBEjxiVG82IobHthFEToI0l6RFaq+P4cmjZCEJRx3TySJGMY69G0fgxjC4XCo8hyqm3ZIJO5GV3fRBBUo0VHJ5l8G4nENdj2+IqvnK8WBWO56Na5dTUMHV14XIhICB3XncX3K1EuVUAQuOj6OkDMwls4MqZcfqHFD+W601E8RIVM5sZFw39jrD2siPgAvPe97+VP//RP+fCHP8yePXt45JFHGBoaWs19ixEjxmVEfdErFo9Eqk4JXV+H71fw/RJiYOo6DGM9lnUaSQrRtGFMcyumeS2p1G5cd7Zj2UDXh0mn9xGG7qKS1IUQlKtFwVgulurc6tb1dyX4WerHxczMA3heHk0bRlVzVCovIEkGuj4cJY3n8f0S5859Bd+faXm/Zma+i+cV6e+/EwDfr2FZp9C0QYLAIwwDdH2EILDI5x8mnb4B09xymV95jIXomfh86EMfanv78PAwfX19/Nqv/Vrjtm9+85sXvmcxYsS4rGjuKtP1a5mZ+RuCwCEIXDxvBllORX9bh6rm8P1ryGZvR9P6GsNRu5WXmgmKKAkk27bprwRXg4KxHPTaubXQQ3Yl5fuIWAUXz6tQLr8EEL0fG4AA37dQlCSZzK0oSrIxcLf5/QoCC8s6ieNMYppbGuUySVKRZR1JUimXX6BWO4HrzhCG0N9/91vy/bqS0TPxyXVog3jf+963ajsTI0aMtQdVzbFhw/+NaW6gUDgSSft5ZFmLwhV1hof/HtXqC425XXUsVV66WAQlHtDZipV2bl1J+T6zs4fJ5x8mldpDJnMjtn2ecvlpPG8uUnskDGM9prkV2z6P7xcIQx/XnUWWEyhKAl0fQVUHsO2xqINRJwhcgiBPJnMrlnWKavVFQEbXB5c1aiXGpUPPxOdP/uRPGv+v1WoEQUAqlQLg5MmTfPvb32bPnj0xEYoR4wpEp/EVzaRiejq17PLSxSYo8YBOgZX4ni5Hvs/FKqlZ1mnm5h5GUXKN1yJUmTmCoIokmciyQaHwBKXSs9Fjxpie/j8YxjpkOYFpbkXTBkmnryeZvIFq9RieNxOVf0soSpJy+XlErlWAaW7HNLfE3YRrECvy+Nx///186EMf4lOf+hT5fJ7bb78dTdOYnp7mD//wD/n0pz+92vsZI0aMNYCFRKL5/xei3sQE5eJiJb6nS5nvc7FKavXt5vMPUygcQdcHcd0ZgsChWDyC73sEgY1tn4kSwqcBGUVJIkkanjcdKT1GRAKH2bDhUwwN3dcgabJsUCw+ST7/MK47g64PYprbSSb3XLT3K8aFYUXE5+mnn+Y//sf/CMA3vvENRkdHeeaZZ/ibv/kbfud3ficmPjFiXIWIy0trG8slppeyO+5ildTq21WUXGRAdigUfkIQuECAqhoEgRSRmFOEYYAkhfh+AtO8FllW8P0iQZCJyl3ZKOiwVZkaGrqPdPoGwhAUJYmmDeP7JcIwge8Xr+puwrWIFRGfarVKJpMB4Pvf/z4f+tCHkGWZ22+/nVOnTq3qDsaIEeOthVi9WZtYLjG9VN1x7YIFJUlFUbLLLhE1ExKgZbuuO0mp9CyeV0CWVcJQikalpPG8PGHoI8tJgMjbM04yuR1FyZLJ3Iqm9eM440xMfAPLOkEY+mjaQEOZMs0t5HLvZnz8K9HQXYkwDFGUFOvW/Wr8nVhDWBHx2bFjB9/+9rf54Ac/yPe+9z0+97nPATA5OUk2G7PaGDFirC6uhHbqtYLlENNL0R3XaXyJJMlIUhLHmVpyf9uVygxjK75fwDA2US6/gG2fJQiqEfHR0fX1hKGH79eirCoZSQJVHSQIygSBg22Pk0jswDDW4bqzFItPEwSPIMtJVDWN5w3iuhOAUKYkaX6fmsdWNt8e4/JjRcTnd37nd/jYxz7G5z73Oe6++27e8Y53AEL9efvb376qOxgjRoyrF2u9nfrxx+Hll+H66yE6DV5RuBTly07jSzxvGt+fpVx+mmRyR9dttCuVlUqP4XkVHGcK2z6JJCUwzWuiobUOicQuIKBU+ingoShGo3sLQnx/Es+bjRShIsXiT3Gcc5jmZlR1iCCwsO2zgCCG6fQNlMvPkc3ehqpmIjUpgecVKZefo7+/+4DdGJcOKyI+H/nIRzh48CDnz5/nxhtvbNx+991388EPfnDVdi5GjBhXN6amHmB29jsYxqZL0k5dKPQ2uX1sDD7+cXjuOXBd0DS48Ub4+tdh06bOj3ur4mKXLzVtmOnpb6EoKSRJIQwtICCR2EmlcgzPK3R8/m7dZ677DKXS85F3x0DMlJMIQ4ly+ckow0eoM6Z5DZrWh+tOEwQVwjAgDENs+yRhCJKko2lDaNpwlNujASGeN4PrDkYt8HUzeEgQWASByAZynOnY3LyGsOLk5nXr1rFu3bqW22699dYL3qEYMWLECAKb6ekHOHfuy9GssBlMc2vUKbP67dS2DYcPw9GjUKlAKgX798OhQ2C0EZY+/nH46U8hkYBMBmo1eOIJcfsjj6zKLl3xqKt5xeITFIs/w7bHAAVFGUfTBkmlbsAwNrTMzWqHbt1nrlshCFwUxUAM1JWAMPL4+NH9+glDJ9rGBjxP/E3XR0mnb472YRrPs1HVHEFQQ1GEx1Ukjc8iSQqGsR5FMSgUfkqt9hquOwOAoqRJpfasCYUyhoB8uXcgRowYMRZidvYwMzPfJQi86CpeplJ5iWr1WJQSXcHziqv2fIcPw0MPgaIIxUZRxO+HDy++7+OPC6UnkQBdF6QJhI/j6NGY+PSKennKst4kCMooShZZNlDVNEFQoVJ5gbm5H1Euv0Ch8DhBYLfdTnP3WTMcZ5IwrJJIbMUwdpBM7iGR2IOiJJAkhWRyJwMDP8e6df83fX13oygmjjOO604jy2lUdQDPK0T75+P7BVQ1i+8Xo44tD8+bJgxdstnbMc0thKFCsfgYtn0+CjhUcN1xarU3KBafvBRva4weEBOfGDFirCnUSxeGsRFN6yMMPVQ1g6JksKxTFzzLayEKBUFYRkdhZARMU/w7MiJuLxRa7//yy6K8JctC6QFQVVHuchz4m79Zld26olH/jBUlF5WxhjDNrRFREAqP604jSQGGsZFi8VFmZ9uwUOa7z1x3AseZIAgsHGcC2z6Lpo2QTO4mDGuEoU8Yeo2xK4axCcPYgKpmyeVup7//LjZt+k0SiV2Y5jpMcyO6PogkybjuOXzfBSQUpZ8gqGJZY/h+mf7+9zM8fD+WdRrHOR8Zn0W4ryybGMY2ZDlBsXgEzyu0fQ0xLi1i4hMjRow1hXrpQtdHMM1tjStsWdbwvDls+yyZzP5VK3MVi6K8tbAhNZcTtxcXCEvXXy+ITqUilCFFEWqP74v/V6uLyVKMVtQ/Y0nSCEMnIgjr0PX1+H4FUZKSMIytJBK7G63tnYjDwMAh+vvvIQwDLGuMMAwYHHw/qdT1qOoAhrGFMHQJwwoQomkDpFJva9qfAqo6SDq9DxBt7YqSidrqM4AaHYc1HGcCzyuiaUNs3PhP2bLl88zOHmZs7EsUi09EpbB+EokdJJO7SSSuQZJUXHduVVXKGCvHij0+MWLEiHEx0Fy6SKV2A0SDISeQZY2BgXtXtZ06mxWenmJRqD11FAri9oWE6B3vgN27hRokScID5DjiZ9s2GBiYJ0vtjNKnT8P587B+PWxZMLj7amnbr3/GYehG864sZDmDoqRR1f6o1dzCdecoFh9dsrW9XfeZLJuUyy+Tz38fSdKQZRNFyZFI7ECWTYKgRhDoi7KJRIlrKkplThAENVx3iiCokUzuRNPeietOR6WvPvL5Rxshibo+Qq1WwnXHURQjKo2VgABN649DDNcIYuITI0aMNYWFwXnJ5HWoag7bPsvg4PsZGfnoqj5fLieMzA89JLp7cjlBeiYn4Z572nd3/cmfwPvfDxMTotylKHDttfALvyCI0OOPw7FjrUbpW2+F//pfhQeofvudd8LnPw/p9Npu219tNH/G4rM9HWXniEBB4bPRkWUDWTZ7bm1v7j6bnn4Qz5skkdjZGKzrutP09R2ir+8g5fJzi7KJgsAilboey3oTzyvg+3kkSUaoT5sxjE0oSiIKM5ygUDiCJNHoKPO8Ao4zgevOYdvnkCQd3y+gaSNks/GsrrWCmPjEiBFjzaFdcN7w8EdWVelpxqFos0ePilb1VEqQnkMdnu766+G//TdBgDwPrrlGKD2Tk5BOw6OPCs/Qpk1C9XnoIdHq/uKLMDwMmzdDPg/f/KbY3mc+c+VMQe8V9c+yWHwC36/hebNo2no0DSqVF9G0IRRFKC6dWts7KWSeV6BYPAIomOZWxOBQF9+Hcvkpcrlb2bjx0wSB3fJYWTbIZm/HdSdQ1X4UJY3vl7HtCVKpnVHGj4CYwXUWSYJUaj0AqdRuwtCPMn/Gcd1ZksldjIz8vYt27MZYPmLiEyNGjDWHTtPgHWdy1cpACzN77rsPDh7sLccHWslSpQJBAHfcAS+8MG+UBlE+m5uDxx6DrVtFiQtEVxjAE08U+MAHjtLXd+mmoK8FLPyM6+3mjjPNqVO/RxBUcd05ZFknmXwbicQ12PZ4VIIyOypkAOPjf8Xk5DcJgipB4EQlya2Y5kZse5qZme8iy6lFpDIIbMLQxfMqWNZLABjGBhKJ6xqZP3V4XgFN60eSaMwzkySNTOYmNG0A151j3bp/SCq154r8/N7KiIlPjBgx1ixUNdd1kVtJGahbZk8utzThqcMwFpOlYlFsd3i49b5hKJ43mWy9va8PisUipVKFoaGLPwV9LWChSrMwHFFVs6TT+whDF0VJoyiJKC9HdPNByPj4n1MqPYamjTS8QnWFLAxdzp37Mo5znrrSI0kSjnMWSZLQtBEMY2NbUlmf5J5K7SGTuRHHmcT3i2iayBOSJGXRzDKgZZ6Z40w2yrK53O2X8J2N0Sti4hMjRow1jdWe3F3P7FlYigJBZJaLhWSpnVG6boKuVmFwcP72fB40LUsmc2mmoF9O9Dp+pNn/I25P4jgTOM55VHWEc+e+zNzcj6OuMBVFSSHLKXR9iHz+x1Srr+F5k5Gx2CIMXYIgwPdLOM44qdSN6PrIIlLZLgFaVftwnAnC0CGbvYNq9VjHmWWl0hPMzT2C582iqgOUyy8gy6kr1qf1VkZMfGLEiLFm0W0cwUrKQAsze0AQlDAUtx882Lvi0w6djNKOA+98p/D4qKpQevJ5mJqCD30ox6ZNF38K+qXGQmVnOQS2ncdLVUfwvElkOYnnlXHdccLQjcIG0zjOGKp6Ds+bRpJ0VLUPWS7gug5B4BEEHrKcxDS3tCWV3RKgLWuMXO4dDA6+r62naGjoPny/gmWdIZXaExmdr3yf1lsVMfGJESPGmsVSi5Ftj7VdiDqhntmzcJ5WLidMzcXihREf6GyUbu7qOnNG3P6hD9W7ui7+FPRLhXbKTiq1h3L5hZ4JbDv/z/nzf4KqDkSJyTOEoYcsm0CAJKl4Xh7ft1HVNLKsAj6aNkQYStH9xe9BYOH7hUWksjlGoZPy1mlmmecVqFaPkUjsuKp8Wm9VxMQnRow1jqsl26UdOi1GrjuDbZ9lfPxrhKHfs+9nuZk9K0E770+dTP3u73bK8Vl6CvpaPw7q+1csPk6h8GiLsjMz8108r0h//50tj2n2MYlttL6+OtGoVk9QLj9PEFTx/UKUjQOQAIJoCKmCLMto2gYs6wSeV0RRfCRJJwwVJEmOzMhaR1JpmlspFh9jucrbUgT9SvNpvdURE58YMdYoevVEXAnotqgbxlZKpdbFqFR6GqBxJd5rWWElmT0AP/gBPPss3HQT/NzP9faaOhmlt2xZHFxYRztFYa0fB83757qzVCrPYxibSCZ3I0kaum4SBFYUQjmJac6/eKGmGBQKj1OtHmv7+jyvwOzs97Htk6hqH4qSQ5JUgsCLfD4KYRigaSNIksrAwPuYmwuxbTFSIgw9DGOAgYFfYOPGT6Hrwy3vseNMMj39HWq1VwgCG88r43nHMYxRFCXXk/JWJ+iOM4mipJHlBIqSuOJ8WlcKYuITI8YaxVKeiLWuAPSCTot6X98d5POPRrcX8LwKnncMXV+HohgoSoZkcueKygq9ZvYUCvD88/BrvwZvvjk/kmLHDnjgAdi+/SK9KQuw2ubu1UDzsZfPH2nsn6aJUpRtn6RS6SOdvgEAXR9BVQew7bFoEOm8mqIogxSLjy56fUHgIssaxeIR5ub+jiBwcZxJdH09spzB96eAMCJCPp5XJJ1+O+vW/QOSye0UCkew7XEUJUlf350MD9/fQhTrx97ExJ9Rqx1DUfpIJneQTO7Ecc6RTO5jZOSDPX23ZNkkDEPm5n6AJGmoagZVHURVswwM3PeW/X5eqYiJT4wYaxDdTb1P4PuVjlfIbyV0WtSLxSfx/Zno9m143gCVymkSiX2MjBxgfPyraNpAy7Z6LSt0K0VBa7v7H/0RzM6KAaTJpPjbsWNw//3CqHyxsdrm7gvFQqIqywq12qkGCfX9GqraFw3xPEkyuQNZFspHOn09yeQNLZ1RudwdHb0/U1N/haqmo6ntJpqWpVY7jeNMABKSRFTCShIEHgDJpPDYLFU2BHHszcw8gOOcR9fXAyrV6mtIko5hbMa2T/X8vszOHl6QEl3GdWfp73//W9KndaUjJj4xYqxBdPMMzM09gmWdIZHY0VEBeCuoQZ0W9SCoUSg8Qi73LmR5hJdeglOnxBW1YZxiePi97Np14e3fnUpR9Xb3UkmoPrJMtMiKVOZyGU6cEOWvXsteK0Wv3pFL9XkvJKqWdZpq9TiqmsYwNqAoCUxzK5XK87juHK6bR5KKDZ/MQqVSeIKOouutwUeSpGNZp8jl3oFpbqZSeRnHmQE8PK+CLIOmjSDLKpq2Dk3LoqpDSJLUSHbuZESG5unwWSRJawwkhRDLOoVhbMbzZnry5tS3pesbSKdHCIIavl/D98tIkhTNIXtrXZBc6YiJT4wYaxCdTL2OM4nnzTZaZqFVAchmD1AsPrkqfpCLvZh2WtTFfCMxufvYMXjpJchkIJXKEYZjPPKIhKLsZ/v21W//bm53P3dOlLd0XZAfzxPKTz2P59lnLz7xaT4OFCUkCGrIcgLfL0b5NQbT0w82/DWSpJDN3t4o63Qb6bDcz7YdUTXNzQ3zcTK5F0VJRAnL5xCDPmdQ1cEWn8xCQtLevD4FiBKZLCcABcc5iywnIzLhAQGmuYf+/ruiURJSz0Zi2x5rKD2yrEczwjKROjVNrfY6uj7YE4leeByL/SXyC/VGnmJcWsTEJ0aMNYiFgzrri7ttn0VVBxoLT/P9q9XXGR///1GrvYJhbFmxH+RSmWk7kbswdFCUFJbl6bbmKQAARUtJREFUcuqUID3ZLChKAUjR15flZz87xPXXg++vbvt3c7v7li3C01P39oShGEth2+L3m266sNffC1Q1Ryp1I+PjX4nIoEQYhsiyzuDgh5mb+zGFwo/xvGK0yJYpFn9Cufw8mcx+KpXnuninlvfZtiOqspwgkdhJufwklvUmvl+jVnsVzytgmteSSt3M0NC9i47X5tfX7jj3/SKmuY0gcPD9GpIUoOsb8f08QQCKkoiIn7Io2bkbWakf24XCkShg8NXoGCwQhj62PYHnTeE406RSe8nnj7S8N3XCWB+vIYjj/HGsaQqVynEs62Q0bkOjUHg8InCx6rNWcEURn23btnHqVGtd9otf/CK//du/fZn2KEaMlaNdiNvg4Pspl19oIQtB4FIs/gzLOkWp9ASynIoC3PqjBWd5fpBLZabttujlcneSz88QhhOkUjkUpYCiTFKp3EM6nWNsDCTpPjZv7u7jWC6a29337BGjJ8bH58lOrQauK/52sdWeOiRp/v9h6OO6swSBzczMtwmCKhAShiGq2oeub8Dzppma+ivK5aPkcge7eKeW99l2IqqGsQ7X3U6l8hquO4aqDpLN7kfXN1CpPIWuD3fddvvj/H7C0CWffxjPyxMEFro+hO/rmOZ2ZFmnWj2O6xYWldO6HQfNx3Y6vZdy+Xl8v4ymDWJZZ3Ddc2jaenK529D1DY33ZmDgELOzhykWn6BSeZl6OnM6fT2ZzO2k0zeSzz9MtfoKtn0SSdKRZRnD2Eix+CiKsngu2EK8FcrTVwquKOID8K/+1b/ik5/8ZOP3TCZzGfcmRoyVo92gTjG7KtVCForFn0UtxDvw/QKKYlKpiAGL6fS+ZWWJXGozbbtFr7//Hvr67kBVH8UwjhKGY0CKSuUearVDLZk73XwcK8HCdvd//I/hy18WQ0Z9X6Qu79kjurouBTyvQLn8HNnsbahqhlLpGUBk0wRBNWq9nkTT1qGq4lynKDl8/7WoPJZBls1GS3ndO7WSz7YdUXXdGUqlp1EUE8eZRpbTJBI7SKVuRJa1aIbWw6TTN7S0sTej03EeBDaSpFEoHIlGT4SkUjdFE9DB96vY9tm25bRO72Xzsa2q/UiS3iAyipIkkbiDXO5djfdSkhRKpaMEQYVC4VFcdw7Pm0KSNDxvklotieflyeXuJpe7g7Nnv0wYgqIkMc2tJJN78LzZru/vWo8ruBJxxRGfTCbDunXrLvduXJWIr1guDhYu7s1koVp9Hds+Syp1Y3TV+QiSJKMoGSzrFInEdQ0/yEr8Cs370C1obqWQZYO+voOY5rZontWmxja3bLmP4eGDPPJIkcHBkGxWYm7OYnLS6Jq5c6Fobne3LPjMZ4TaI8tw4MClU3pg4ecR4rozqOoAkmTiedMoioHrgu9XCAIHWdYjU62CLGuRd0V4TiRJa3inAHy/RhDUkCS9oxdl4Xd6IVG17TEAdH0TjjOLopjUaq8hSQqSpGBZr+M4M0gS9PXd3XUxX3icNxOiZHIXxeJj6PoIYehTn4w+OPgL5HLv6OlYXOzF0Uin92EYm6lUXgA0stm3R2nQ8/tUrb5OsfgEipKjVjuJovSjqhl8v4Tn5SMz93MMD3+EVGofmjYQ5Q0lGtvoduGxFuMKrnRcccTn93//9/nX//pfs2XLFj72sY/xuc99DlW94l7mmkIvVywxKVo9NC8IlcpxJidDEokdyLKJYaynXH4RVU1HnoUzhKHds+m3W2y/LBsUi49TqaxOG30vx81732uiKEcYHxf32bAhxc037+fOOw8BF+dqeKl290uJ5s9DhPY5aFo/vl9FlpPo+mYs6wxBUCIILMLQJgxrEclVGkZbIJp2niIIapTLz2NZpwhDhyBw0fV1bTNu2n029WPPssaYnPwaspxCVTPUaicapLtUegpZNpBlHU0bRJaTy1rMF54vRkd/EU0bplQ6Gj2PSi53B0ND9/d87HXzlJnmZsKQtse9CEj0kCQt8p/1AcLf5LpzTYQSNG0ASVIapKe+jU4XHmstruBqwRXFCP7pP/2n3HzzzQwMDPDYY4/xhS98gfPnz/OHf/iHHR9j2za2bTd+LxaLl2JXryh0u2Kp18ZjGXf1IYyvu1HVQVx3tjHGIQgsqtXzyLJJJnMzfX29m347+W7qQXMLRxFcyJVpL1e6lcphtm9/iG3bRvG8TahqEUV5iEoFEomLezXcqd39UqL58xBBfTKuO0UYBqRSe0ml9mDbp6jVXsNxJtG0fgxjG4oyC8j4frHR4u37BXK5OymXn8J1p9C0wYhM5fH9EsXik433fanPRqgzRYLAR9dFzo5pbqNafRFJ0nDdaQxjPRBEsQtbcJyJJRfzboRrYOAQvl+hWHyCIPCpVI4ta/p5t2O7v/8egLZ/q09lD0MXkPG8OTStP2pT1xuE0jA2dd1++xlf8aiLy4E1T3x++7d/m3/37/5d1/scO3aM3bt38/nPf75x2759+9B1nX/yT/4JX/ziFzGM9l+ML37xi/zLf/kvV3WfryYsdcUSBBXm5g6jKFl0fYQgcGIZdxVRP5mfO/fHuO4kmjaErq+PrjqzpNMHlv0+t/PdiJN/70Mml0IvV7r1fdC0UVKpeleQieNcXVfDzZ+HLCdxnFkSietIJK7FdUW0QTZ7G2HoEIYeqjpIOn0jYQiVynMt3ql0eh+vv/5aVBrzkGWdTOZWNG2g7fve7bNeqKCkUrujxz5FGNrIcoJkck/j9l4W826EC2gkPC9nTEmn97JTN2C7v01P64yPfyXyFM1G5uUE6fSNLQNPe9l+M3oZjBpj9bHmic9v/uZv8o/+0T/qep9rr7227e233XYbnudx8uRJdu3a1fY+X/jCF1oIU7FYZPPmzSve36sN3a5YKpVXKJefiWR6DVnWMc1tLSfZq2HhutjIZg8wMfF1fL8SSfI62extaNog1eqxRqBbr2hnNvW8IqXSUUyzNWhupVemvXqJ4qvh1s/DcaYolZ6mWj0WjWNIMTBwHwMDhwgCa1E52fPe03KbZZ3BMDaSydxIGAaNVnAxS2t573s7BUXXRxopzqnU29rM5eq8mHcjw8XiEcKQFRHvhWWzbqnOnf5W76xT1YHo/RGlRQhaiE0no3YnLKVCXQ3H9+XAmic+w8PDDA8PL33HNnj22WeRZZmRkfYZEgCGYXRUg2IsjW5XLLY9hm2fxDA2oSgZgqBGtfoiprkz+oKvzsJ1tfuHgsDGMDaRTt8IhI0Bic2L2Urel16C5lZ6Zdrrle5b9Wr4YhyT9c8jmdzRdvv1GVjtHjP/ezby+Tgt2Torfd/bKRzDw3+PIHApFB7GcSZ6Xsy7X0SdJQyJymetf+t0jHcrm3XrBlz4t4Wddb5fA8B1p5Ekjb6+g4tKbcvpNlyuShTjwrHmiU+vePzxx/npT3/Ke97zHjKZDI8//jif+9zn+MQnPkF/f//l3r0rFp2D9s5EWTKDgIokqSiKaBGt1V4ll7v9gheuuA1UoL6YhaHbdTG7sOdY3SvTXre3nOcsFC6/GfnShT/OL6zLIVmr/b53a0WXZW1Zi3k3Mqxp/R3Nx52O8dXqlmomZLJsNgzjipJcFeVxuSpRjAvHFUN8DMPgL/7iL/jd3/1dbNvmmmuu4XOf+1xLGSvGxUG7K5ZM5p1Uq8/j+/1Uq69RVyKCwMPzCiQSu5b8ci91Qr9S20CXqxZcKrl8ta9Me9leL/dpHipaqYiMn/37RVv6pRZzL+UxuVKStVrvezO6taKvFimD9ubjdsf4anZLXSofzmpnUsXoDCkMw/By78RaQrFYJJfLUSgUyGbXrpS+FtG8YAOcOfMlRPbI9KLW2euu+1LHGPte2+PPnPkSkqS0bMdxJgjDgM2bf+MtdxIJApupqQcoFp8gDH00baBnteBSql+rXcZZuL122+/2nA8+KAIHR0eF2lMswsQE3HOPaEu/VLjUx+T09IMNklX3YbnuRGMYaC/7u9TneKnLyN2OY6DnY9yyzjA29kcNlWZ++6L8u2nTZzHN3r2c8+/1yCLS9Va+yLrS0Ov6fcUoPjEuPxZesdSv3nR9FMPYjG2P4bozDA19oCPpgaWvmj2vQKVyHNedJZncvmgf3orG1yCwOXnyi8zNfTcqEabxvEFcdwJYeur6asvl3Ra8lV6ZdtpmfXtBYDcGbvbqyWgeKlq38pmmSF0+elRk8VyqstelbE1eDUVjqc/xcnjnljqOez3GV1uliX04VxZi4hPjoqF+UhDzbZ6lPt+mWn2B6en5/I2FSlHnzo4nCIIKlcoxPG+GSuUFPG+GbPYdyLJIo30rGF/bYXr6AebmvouipFHVIYLAwrbPAixr6vqFyuUXQznqdZsrKRM1DxVtRi4HY2Pi75eK+FzK1uSLSbLWgnduOebjTvdZzfJv7MO5shATnxgXDfWTRRBUsO0xUqk96PpIY0ELArdhgKyfYE1za+QB2tayLVXNMTf3CLY9RiKxnURiB647R6XyHADZ7K0XtQ30Yl79el6BYvEJQEfThpEkNSJyIZ43g+sOMj39HSqVpy66d6SZfGjaIK47zczMAxf0PL0QmpUqGM1DRc15rtEyz+tS4VK2Jl9MknWleOcuhkoT+3CuDMTEJ8ZFhShLHSOR2L5oQZua+itUNY1hbGmcYIvFx/C8Mpo20HJCd5wJPG+2QZ4AcrnbAbDtMarV19G0gWWd2HohM5fi6tfzilHwXDqarSS632Q5gePMAh612isXPda+Tj5UdRDHGW/xZXne18lmD3QtUXbb5lL7vlIFY+FQ0VxOkJ7JSS7qPK9OuFQlkYtFsq6kEQqxShOjE2LiE+OiotOCJkk6lnWKXO4di06wnvc8lcoxgsCKFKICtn0WVR1oWXglSSObPUCt1s/IyMei8Q1Ln9iWQ2YuxdWvOCEPomlzOI4Y+ijLCTxvmjB0SSb3YlknF13Fr5Z3pE4A65+V7+epVl9DUbIoSh+SVKZaPc7MzHdYv/4fLXPbvRGaC1EwmoeKjo0Jpeeee+Zvv5S4lIvtxSBZV+IIhVilibEQMfGJcVHRaUFz3SmAFiIThi6WNRadxPtwnHOo6gDp9PUMDNxLtfpC24VRVQd7Jj3QO5lpvvoVwWVVVDXDal/91q/ehZF5E647jePMAC79/e9nZOQjnD375VUvaywkgLKsYFlv4jhT0WIhlKcwVFHVHLXaKyw3BbpXQnMhCsZaGipax6VYbC8GyYpHKMS4GhATnxgXFZ0WNN8vYprbCAKncd9K5TiVyrPIcor+/rvw/RK2PUYyeQOjox9lejp1wdL+cqR8cfVbwPMqOM45gsBBlnV0fQOqmlrVq9/mq3dN60eSVLLZ2xvTpy9GWWMhAXScSWz7PI5zFlm+Ds8LCUOPMKyRSOwkCPxlv+aFn78sGzjOJL5fZHDw/pZtLaVgLBVQuBaGil4OrCbJWg4BvdoT02O8dRETnxgXHe0WtMHB+wlDl3z+YeoLYqXyIiCRSl2PpvWjaf3IstGYN7Ua0v5ypHxVzWLbE1jWCXR9XTSRuUal8iymuWNVr36Xunpf7bJGMwHUtH4qleNY1kmCwMJ15/D9Z5HlJIqiY5q7UNU0YegBy4/9Ghg4RBi6TE7+NZZ1EgDD2EClcgLDeIZE4lpUNdfxPVhLAYVXA5Y61tZC11eMGBeCmPjEuOjoFmsvSaKrq1Z7gyBwSKf3kUzuaTy2mZCYZvcBg71g+VJ+CEiEYdj4AYmVEIDe9q/91fvq5/TME8BK5TjV6osoShZZ1pEkmTD0UdUsuj5CrfYqtdqrpFJv4/z5P1n2IifLBpKkoaopstlbcd1pyuXnKBaPMD7+x6TTNzMy8vcYHHx/Y95U82s7fHg+oHDTJqH6PBQN7O41oHAtjLO4XKjPzQtDMM1NSx43Sx1rV0rXV4yrFzHxiXHJ0C3W3rbHGB//GoqSamTyQHtCciHS/vKk/CK6vg5VTVOrvYHrTqAoGdLpfchy+rIYPVerrFEngI4ziWWdRFGySJKB582gaUOoahbfL+E4U/h+BU0bJJW6Ht8v9dzeXi+F1MuIhrEFxxmnXH4W3y8jyxnC0KdWe4Xz57+CJGmLtnmhAYVXs1oUBDYzM99tUdpMcyvDwx9laOj9SxLXdsfaldT1FePqRUx8Ylx21E+wudzBS5KB0mvZSJADg3L5GWz7dDR40SAM/RUNWV0Y1Hi5/RGGsZW5uR/gunPo+iC2PYbnFTDNazDNrTjOOcIwRNeHcd1Z8vlHEUpXgOfNoesbSCavXbT/C0shYehhWafIZG6mWj1BGLqoahZJ0iPD+AC+X6ZYPLJo4bzQgMLVUIveqpidPcz581/BdSfRtCEALOsNxse/giwvJpm94Ers+opx9SEmPjHWDC5VBkqvZSNVzVGtnqJSeR5FyaFpg3heiUrleTRtfc8n+GYi4HkFHGcckDCMURQld0n9Ea2kpBDNLjpDpXIcSfIIQw/bPkMYeihKBlkGxxFt9qqaQ5JkfL9EufwijlOkr++di/a/nWnaccYolULCsAaIKIIgqAEuYRgAPq47t2jhvJCAwrU0zuJSQ4RiHsH3K+j6ukY2FCj4fplCYTHJ7AVx11eMKwEx8YmxZnCpA8eWKhtZ1mlc9yyGsSny93jRSIkMrnsWyzqNaW5Z8nmaiUAQlLGsN4Aw2tbAJfVHtJKSbTjOFEFQJgxtNG2EILBxnBk8r0g6fTNB4Pz/27vzKDnrKvH/72eptWvpvZOQnUQCEiAQiIH4ZTFDggw/kDE4QwSCHhQIo1E4gzgKgkJGQWV0+LHMIOHMFwcXZHQIhgkYEBCFAAECIRFCSGfpTifdXXs99WzfP6q66H1Jurp6ua9z+mBXP/3Upx9z0jf3c+/9kM2+j6Z50LQgtp3GtjPkA5UmXNfscY5a960Qv386gcBc0ultheDIJpfbj2UlAIVc7iCq6kHX63oEf0cyoHA0HWcx0vIHlrYBCqoaKL6uqgEcJ9VrkDmYLq2RnE4tRKlI4CNGndEycMww9mPbGQKBOSiKXjxiI79104hh7B8w8OkIBDQtWsymeDwNKArkcvsIhY6jr/qI7ltj+UNeE3g8YXy+gYtUu68jm91DPP5CMSixrDip1Du4ro2igGkewnVzgIXjmCSTmwE/jpNBUfKZAstKoigaqhrBcZIoio7HU19cf19bIeHwycWAKZ3eiW2347oamhYETBzHwDAaicdf6REAHu6AwtF0nMVI0/UIHk8V4HaZBu44GVzXxeOpIn+ie4xcroVE4jXS6W3YdgpF0QgEjqG29tM9JnVbVoxg8JjimXlyYKcYiyTwEaIPPt/kQlq/Ha93MpqWL7o2zYNoWgU+3+QB75HLtZBMvonjpLHtNIaxB59vCj7fJEwzjm1netRHdN+OMox9ZLP7yOWacd00mhYkEDiG+vrPUV//2X63yDrfyzD2k0q9RUXF8Xg8VSSTWzHN/SiKBoBtZwEL0MgHP2nAJt/VlsM0DwEuHk99YavKALrXd/S+FWLbKUKhE6ipuYCdO79JIvEqkA+4NK0SXa9FVYO9bsEc7oDC0XacRV9KMQ9H16NEIksKW5JNeDwWrkuheL2OcHgR7e0vkEhsJpl8k1xuD37/0WhagEzmA9ranqKtbSMNDZcWA5ruLezB4LGEwyfj9daNin+oCDFYEvgI0Qe/fzrR6JkcOvQbAHS9EstqxzRbqKm5eFDbXInEa+Rye9C0UOHQz+ZCa7GJx1OHpgV61Ed03o6yrBSJxOuFqc4eNM2LYTSTy7WQTr9LOv1XZs68qUfw0/HLNBZ7iXj8eTyeBgKBWWQyO0iltqAoLqbZjKpW4DjZQtBjoyhaoebGATQUxYOi5Nv4O7apFEXBcTJ4PHXoelWX9Q+0FeL11hEIzMRxMqhqEEXpyPooWNbBXrdgOhzOgMLRdJxFd6Weh9Pb/CS/fzZ1dZegKNDWtgFNi+I4aTQtVJij5eL3z0bTAuRy+4sdfECPFvZ4/PlCADTniNcqxEiSwEeIfkyf/nUAYrHnyGYbC8MXLy6+3h/LipFOb8Pnm4lhNKIoPnS9DsP4gGx2D8HgsYVajI/qI7ofk5HL7QYcFEXHdU0cBzTNj+u6hV+c/0NFxXE0NFwCdC+kPkQy+RY+31EEAvNwXQufbxrp9Nskk1sLs3WimGZLYTihiutCPuujAl5c10ZVA4XgxwRULCuOpkUJhU7AtuMYRiORyOnFn7u/InXHyRYmU2tomre4BZM/qPWjLZjhMhqPs+hQ6nk4quqjru4iqqrO7jLHB6Cx8e7ClquO6zqFAGgPiqIU5i4FcBwLTYsQj7+A6yIt7GLckMBHiH7oeoTZs79DNrsbw9iPzzd5UJmefADzJvH4q7iugW1nsKyDKEoQj6cOx8kWf+l0ro/oXCOTLyROFTIwCo5joet+VNVXaK33ACrx+J+pqVmGrke7/DLV9RocxyKb3YVpthcyNVnyB8EeRFVD6HqEYHB+YevJJN+urpH/q8EGHBxHR9OCuK6B19tAIDAXTQuiaUFSqXcBl2TyzULLej5j0VeRuqr6+t2CiUZL80t0tB1nMZLzcLrXzGWzjZ3qsFxU1YttJ1EUFcgHuK7rFI5nqSeT2Ynr0mNrV1rYxVglgY8Qg+D3Tx9UwNM545JIvEoq9Rq6Xk0weEzh5PM2vN7pBAKzmTTp8z2KlDvXyOh6GE2rKE5SBhdF8Rb/t+vmt99c1y4MCqRYSK0oeqHwuBLD2I1h7CEQOA5drya/jQWh0CIUxcLjqce2E2QyH+C6ZiEgs4EM+a4gBdfN4Dg5fL6jmDXrFjyeGlpb/4Dj/Amfb3qhULZrxqKvIvX+tmAmSoFsOefhdK3Dqsfvn0kqtaUQTOs4joHrZggGj8dxDDyeqkJwKi3sYnyQwEeIYdSRccl3cZmFup5DZLMf4vfPwnUNDGMX9fV/R0XFx3t8f/caGa93Oun0zkIgAradxHXzW1+apqPr1Xg81eh6pEshdce/2B3HxDTbClsYOq6bBRyCwePw+WoIBueTTm/D75+JbacAE8tKYdsxQEVR8lkl1wVNC5NOb2XXrlsIBI4mnf6Aiop5Q85Y9LUFM5GyBuWch9P9z1ggMAvLascwmnEcG8fJH0rr8VQXt2EBaWEX44YEPkIMk87bFx3bWMHgx8hkdmPbbVhWC6rqQ9OmEgqd3Od9OtfI6HoF4fACMpn8kEHbTpLP/HgKNUTvEgwei6r6uxVS1+E4mULbOMXtjHwx6vEEArMwjCai0cXU1CwrtjQnk6+TyewgHn+10AYdKMyBUXFdA8fJkcl8gGE0YxgfkMs1YtuLC2vwDClj0d/YgvF+tla55+F0/jNmGE0EAnOorl5e6DzciePYgNqjTb3Uw0WFGAkS+AgxTLpuX7iFjEsOv38mphkiHD4VRdFQFC9eb12f9+ltkGNr61O0tPyGVGo72eyHuK6N46SwrDiJxMs0N/+abPY9AoG5GMZebDuNqgYKhaoOFRXziUROKwYyuVxzl04sXY8SDM6hpmYZ2ewe9u37/0kkXsPjqUNRNDKZ98n/dWFiWW0EAnVoWhTTbCOZfAOAUOiEI85YTKSztUZqUnlv+hsW2ld7/UgOFxWilCTwEWKYdK+d8Honk0ptRVXzU4/zQwDjg/4XfUdAYlkxUqltBAJzyGR24vFECq3g4LoOpnmAlpZfEgjMIBw+GV2vJJv9ENtuR9OCeL3T0bSKQldWkFyuuc/Mgq5HCYWiRKNnkkhsxnFShZb3NPnCZxtNC+H11uG6JoaxC3DIZt9H16ND+vl6M5HO1hrpSeW96S3r1l8mbrQMFxXiSEjgI8Qw6di+aG1dTzq9HdM8gGW1Y9txvN7p9LZ1AAMPsOvIJCmKjmkeQtPChS4rG9tOo2kRcrkmfL58J1godAKBwNzCVlcCRVGLtTyDzSzU1V1IKvUObW2/x7JSgAJ4gRxeb12xFd5xphQySIew7cwRZSwm6tlaEkwIMbIk8BFiGFVXLyUef4VE4lUUxUsgMANVjaCqPkKh+V3mswx2gF1HJik/OfkjHR1YHR+h0MdJp7fRUTPiumYxA9NxjtZgMwuq6mPmzJsIhY4jHv8z6fRfyeX24Tg6qhoqBmORyKnoeiWOk2bq1DWD6nzry0Q+W0sIMXIk8BET3nAeGZCfz6NQVfU3aFoIVQ0UpuA2k0ptw7JixfcY7AC7jkzSoUO/RdNCWFZ7cdaKrldh2zH8/jnU1X22EHT1XjMy1MyCqvqor7+E6uplhY6x12hp+S2ZzDY0rZJgcG7hxPpWqqqWH1HQAxP7bC0hxMiRwEeMK0MJYkpxZEDnAmdV/ei3d/dup6EOsOs84DAefwXHyaJpEVTVj65HqK9fgddbX5Kakc7Fz5WVZ3Hw4JNkMtsLLfa9b98NVUcX17HHwvPP93+21njv+BJClJYEPmJcOJwgphRHBgx2PstQB9h1FMJGIqdy8OCTpNNvYNsZPJ4qIpElXQKPUtaMeL31TJmyatiyZN27uHw+qKmBXK7n2VoTqeNLCFE6EviIcWGoQUypjgwY7HyWwx1gN9yBx+EaruCqty6u5mb45Cdh8eKuWZ316ydOx5cQonTUci9AiCPVPYhRVT9ebz0eT33hsM5YL9+Tz7h0DjAcJ4PrOljWoeIREIejunopVVXLcV2HbHZPj/O44KMAyTSbyeWacZxssc08HF44qOF/fv+0kgQ9lhUjm23s9bkNp+5dXH5//r/19bBtW9egp79rN2/Of10IIQZDMj5izOtr20hVfWQyOzGMPb3MKvko4+LxaKRS7xYO82xDVT3EYi8Vgihfp/cZXJZlsPNZyjnArjelqHnqz1C6uKTjSwgxXCTwEWNe920j1zVJpd4lldqK4+Roavq/RKP5Ophcrrl4ynrHllQ6vR3D2IWieFFVFY+njtbWJwFoaLjksAOCgbaDHCdLKHQCodB8QCn7NNxS1Dz1ZyhdXNLxJYQYLhL4iDGve11NNruHVGoLoBAKnYCmVXDo0O9oanoE09xfDF4ikTMIhU6hqenhwnlWPhQlgOOkyOX2sW/fvSgKgJdY7Bk0LVqcgHwkAUF/gVS5lKrmqT/RaL44ecOG/ru4hnqtEEL0RwIfMS50BA3x+AuFYyIqqKg4rnh4ZlvbM6TT7xAMzsPvn4ZltdPa+jts+1NUVJyAx1ONYewlk/krmhbB623AMA7Q0vLfhZPOdTKZXbhuDkXxoutR4vE/H1ZAMNKZlcEYapfZR993ZEXWSwux3ubNPbu4juRaIYToiwQ+YlzoqKvx+2eSy7URCMzC46kCwDRbMYw9hZk31ahqAK83AEAyuZlIZCGua5LL7UfTIuh6GMtqRdN8aFqIWOx5PJ4qdL0OTavEcbIYxm5sOzOoU8g7K0dmZTCG2mU2XPVAPl++I2vJkoFn8wzlWiGE6It0dYlxxe+fis83uXAgZ55lxQqnlQdRFE/x9fxRCwZe71QMYw+W1YaqqmQy75FKbcM0W8lkdmCaB3Fd0PUwqupB18MoigfLaiV/cOfg9dZNll9LFNtOHVE32ZHIDyg8lkzmPbLZDwfsMuvIWimKht8/FUXRaGvbQGvr04f1/tEoTJs2uEBmKNcKIUR3EviIcaW3NvH8mVYKiuJBVb3Fay2rHU2roLb2/6O6+tMoiodUage5XDNebz3B4NE4jonrWphmK7adwHWtwn9z6Ho1+cM7h7K+jzIrnQ00v6eUHMfg4MH1pNNvYVkJYrE/0db2HI6T6/NQ1aGODxBCiNFCAh8x7nSfo6NpYSKR/wM45HL7cZwMudx+TLOFaPRMgsG5NDRcwqRJl6OqHvz+6fh8M7FtA0VR8fmmoqpeXDeHabbhug4+30xCoeOGHKgc6fyeUvgoe+OjqupMotEz0PVI8VDV7ltXozVrJYQQgyE1PmLc6W2ODijs3v0jYrHnyGYb0bQKamouZvr0rxe/Lxr9JAcPPoHrprHtdhTFSyh0Io6TIZF4Hb9/Dh5PbeHU8xjh8CcOK1AZTfN7umdvHCeDpoXw+Y7qcahqh8OdOi2EEKOBBD5i3Oo+R2f27O+Qze4uzvHpfpq411tHKHQCrmt2OVndMPZi2xl0PVQs5D2SQGWwAw5HQkf2xuebRDL5FtnsLhwnh6KoqGqQXK6ll8BncMdyCCHEaCSBj5hQ/P7pPQKeDp1/oedn+gTJ5ZqxrFYaGlaW7NTzDkNtDR+O87o6sjeJxOvkcntQ1QCq6sW241hWK4nEawSDc3p832jKWgkhxFBI4CNEJ/39QldVX0myGUNtDR/s9YMJjHQ9SkXFsRw69ASOkykUc5uAi98/g1TqLSxrWY/vH01ZKyGEGAoJfIToZKR+oXcOStrbXxjSQMPuAxBzuQO0tPwax0lRXz/0IzaCwY9jmkksaz+Q737TtCocJ0cq9U6/s4qG65R2IYQYKRL4CNGLUv1C7x6UKIpGNrubYHDuoAYadi5G9niquhyums3uKhy94aW9/ZlBB1KJxCu4bgJNq0TXI7iuA5g4TuqwZhUJIcRoJu3sQoyg7oP/XNcik9mGYezvcl1vreGWFSOVehfTbEXXI6RS75JOby203DfguhYtLb9k//51KIoPRdEBt98ZO5YVI5l8E02LoqoeFEVB0wKAgmm2o2lhhjqrSAghRjPJ+AgxQno7rsLnm4qmVZLJ/JVQ6DhUNVC8tqM1vHOWyLIOkUq9RS7XhG0n0LQImhbGNNtxHINs9kMymZ2kUm+h69FC99psAoFZGEZTcduqY6vNtuO4ro3fP7VwjwyOk0ZRdDStgkBgprSnCyHGFQl8hBghvR0EqmkBgsE5xOObyWYb8fun92gNP3hwfbGmJxCYg2m2kUhsxnUVQqFjsaw4hrEbcAtZnvy0acdJYJoeHCeNZbUTCMxBVX0cPLieePwFTLMNTQtgmgfR9RocJ4fHU4Oi6Nh2DMfJEo2W5+wwIYQoFQl8hBghfQ3+83onEwzOQ1U9PTrJessSRaOfwHVzxON/wTD2oeuVqKofj6eKbHYXqhopTJrWsKwkquonk9lBbe0FxGJ/Yv/+B7HtFPktLBfbTuLxVOPzHYVlHcKyWnFdk6qq86itvbC4zuFonxdCiHKTwEeIEdLX4L/+5gTlcgd6ZIkUxUM0ega2nUFVfXi9k3DdHI5jYtsZAoEZKIqHXO4gjpME6vF6p+L3z6Wx8S5M8wBe7yRUNYDjZLDtBLadJRyehmXVoCgakcgnqKu7EFX1DapLLBaTE9OFEGODBD5CjKChzgnq73iIcPhEgsH5JJOvY9tZVFXD652Erlej61EUJYDrmoTDJ6JpEVzXIJvdhcdTWyhaBk0L4/XWY5rt1NRciM93VI+MTvf2+c5dYuHw+Tz9NGzeDKkUVFTAwoWwdCn4enbOCyFE2UngI8QIGuqcoIGOh6itPZ+ammUEg8cQj/8J285gGLtwnDSua+LzTcd1c4TDC4vBTnduoVtd08L4/dO6fK23rbbO7fZ/+csSNmyI0tAAU6fmsz4b8jER5/fsnBdCiLKTwEeIMhjKnKCBjofQ9SgNDf+Ax1NHIvFnbDuNZbWi63X4/bOIRD5BdfVSHCeL3z+DbHYnoBW3uizrEH7/7C7baR26F2Tnt8byW2zJ5EHeeitOQ0OU+nxMhN+fD6Q2b4YlS2TbSwgx+oyZwOf2229n/fr1bNmyBa/XS3t7e49rdu/ezTXXXMOmTZsIhUJcccUVrF27Fl0fMz+mED0MJkukqj4qK5fg98+kvp7i/J3O16qqj7q6S2hqehDbTuI4KVzXxeOpo67ukl4DsY6tNtNsxTQPFQ8xdd0ctj2FZNJXDHo6RKOwZ08++yOBjxBitBkzEUEul2PFihUsXryYBx98sMfXbdvm/PPPZ9KkSfzpT39i//79XH755Xg8Hu64444yrFiIgQ2lU6qvLNFQjqiorT0PVfUQi+Xb2T2eKqLRJX0eLtqx1bZv332Y5gE8ntpiu7uixKmvf4V4/Hz8H5UfEYvla30iMv5HCDEKKa7rjql59OvWrWPNmjU9Mj6///3v+du//Vv27dtHQ0MDAPfddx833ngjLS0teL3eQd0/Ho8TjUaJxWJE5G9uUSJDPU+rP53n/Oh6BMuKY5rNxRqg3gwl4MrlDvDXv64hl2sqTHf24vfPwOOpYccOlQ0b1lBdHSUazQc9Bw7A8uVS4yOEGFmD/f09bo6seOmll5g/f34x6AFYtmwZ8Xict99+u8/vMwyDeDze5UOIUut+dIWiaLS1baC19ekh3ad78bGq+vs9oqKDrkfx+6cNqs7IcQx8vqlUVy+jsvJsqqqWEgqdgMdTw8yZKf7mb+I4Tn57y3HyQc/S3hNIQghRdmNmq2sgTU1NXYIeoPh5U1NTn9+3du1abr311pKuTYjOBuqU6n4waf/36jkNGvKBTTa7p9+T1Qero87Hdc3iejt+Dq+3gnPPjXDGGTLHRwgxNpQ14/ONb3wDRVH6/Xj33XdLuoabbrqJWCxW/GhsbCzp+wnREawoigfTbMW2M0DvB5MOpPOcn67v8dFZX0eqo87HNJvJ5ZpxnCy5XDOmeYBweCG6nt/mmjZNgh4hxOhX1ozP9ddfz6pVq/q9Zvbs2YO616RJk3j55Ze7vNbc3Fz8Wl98Ph8+mbQmSqxzTY2q+jCMPSQSm3vUzAw1WBlozs9wHS0xUEu9EEKMFWUNfOrq6qirqxuWey1evJjbb7+dAwcOUF/or924cSORSITjjjtuWN5DiKHqrYjZdV0sqx3HSaFptYBT2PqqY8qUqwHIZhsHfSbWSAQlvbXUp1JR9u6V7S0hxNgyZmp8du/eTWtrK7t378a2bbZs2QLAnDlzCIVCnHvuuRx33HFcdtll/OAHP6CpqYlvfetbrF69WjI6omy6H/eQyx2grW0jfv/RBAJHF+fiqGoAVa3AstppbLx7SJ1eQ50GfSTy23FRnnpKjqkQQoxNYybwufnmm3n44YeLny9YsACATZs2cdZZZ6FpGk888QTXXHMNixcvpqKigiuuuILbbrutXEsWE1xvRcyaFgI82HYbkcgigsE52HYGRVGJxf5CW9vTBAJH9zgTq6+29M6GMg36SDz9dP5YCjmmQggxFo2ZwGfdunWsW7eu32tmzJjBk08+OTILEmIAvXVcaVoAXQ9jWUkcJ4PHU42qBshmP8SyWqmoOPaIO72OfN19z/iJxfKZnoYG5JgKIcSYNGYCHyHGmt5OVlfVAB5PLZbVim0n0LQglhXDMPai69Vd2sXz9xi+tnToP6gZzFDFeDy/vTW127FeckyFEGKskMBHiBLpq+NK18NUVZ2HoijFYuTq6k+TTr/VJUiC4WtLH0xQ070eqbettkgkX9MTjyPHVAghxiQJfIQood46rqqrzy+elt45+3LwYEXJ2tIHCmoGO1QxGs0XMm/YkN/e6n5MhWR7hBCjnQQ+QpRQfx1XqurrEtCUqi19MEHNUCZAdxxHsXlzfnurokKOqRBCjB0S+AgxAgbTcVWqtvTBBTU965Hy39tzq83ny3dvLVkix1QIIcYeCXyEGGWGuy19MEHN4UyAjkYl4BFCjD3j5nR2IUTvBnPWFuS32qqqluO6DtnsHlzXkWMphBDjjmR8hJgABlM/NJIToIUQolwk8BFiAhhKUDNSE6CFEKIcJPARYgKRoEYIMdFJjY8QQgghJgwJfIQQQggxYUjgI4QQQogJQwIfIYQQQkwYEvgIIYQQYsKQri4hysyyYjI3RwghRogEPkKUieMYtLY+TSKxGdtOoWkVhMMLqa5eiqr6yr08IYQYl2SrS4jDYFkxstlGLCt22PdobX2atrYNKIqG3z8VRdFoa9tAa+vTw7hSIYQQnUnGR4ghGI4sjWXFMIw9xGIv4PE04PXWAxQOEHVJJDZTWblEtr2EEKIEJPARYgg6sjQeTwN+/1QsK1440Rxqa8/v93s7B0253H6SybcIhT6Orlehqh4gP1k5m91TqPmRwEcIIYabbHUJMUiWFSOR2FzM0qiqH6+3Ho+nnkRi84DbXp23tgKB2aiqj2TyTdLpbV3eQ9Mq0PVIqX8cIYSYkCTwEePScNTgdGcYe8jl9qOq3i6v63oU205hWfF+19M5aNL1SioqPg64pFLvYJpt5HLNmOYBwuGFku0RQogSka0uMWYMpu27FJ1SHfeMxV4gmXyLVOodAoHZVFQcj65HBpWlsaw4tp3C759afK2iYh6OkyOV2kom8wE+32SqqpZTXb30sNYphBBiYBL4iFFvKMHMkdTg9KXjnrpeg66HC4HKX0mlthIMzkPXI1RXn99vlkbXI2haBZYVLxQxg6J48Pun4vVWU1//efz+qZLpEUKIEpOtLjGqWVaM5ub/4tCh3w7Y9n2kNTh9vX/HPU3zII6Twes9Ck0Lk8sdIJ3ehq7XD5il0fUo4fBCTLOZXK4Zx8kWt7YikSWFImcJeoQQotQk4yNGpc7bS+3tf0RVfSiKD4+nqtD+3bPtu7ftJOjaKdVxXeftso72ctelR9al454eTw3Z7IdoWiU+XxjbTmOaBwmFTkRRFBwnO+BWWkdwlEhsJpvdg6ZVDLi1JVOdhRBieEngI0aljzqg/GiaH1X1k05vBSAUml8MZgxjT6fAoOd2EuSDB1X1EY+/RCq1rbhdFgjMKWyF/YFcbh8Afv8M6uouobb2PFTVV7ynaR7EttNoWgWuawI2uh7F759GLndwUO3nquqjtvZ8KiuXlKVWSQghhAQ+YhTqvL2kaWHS6XcBFU2LkM3uIhicg2m2Yhh7aWr6v7iuXQwMQqETaW9/BnDR9SiWFcM0D6BpNcRiz+PxNODzTSKReJ3m5p8XgiIdr3cSHk8t2exOmpoeRFU91Nbm63YqKk5k3777yGZ3Agqq6kVRvESjS3AcA1XVsKw4lhUbVFZG16MDXleKWiUhhBBS4yNGoY7tpXy2JYDfPwPbjuM4FradJp1+j/b2FzHNQ2haRZe6H9eFqqrluK5DNrsH13WIRD6JotjF2p9M5gMMYxeum8V1TVQ1gGUlCpmVCLYdIxZ7oVgTpCigqh40LYzr5nCcHK5rY5qtxOMvk8l8SFPTwzQ23s3Bg+txHKPbzzO01vpS1CoJIYTIk4yPGHW6b1kFg8cCkExuLRQGp7GsdrzeBnK5JnT9o7qfVOoNpk1b02U7ybLiJBKb8fvrcJwM2ewuFCWAouiAi6r6se0k6fQONC0KWCjKFnK5lsL7vkEksoiqqrNIJN7Esg5gWQnS6bfx+Y4iGPwYHk91j6zM4W5XDaZWSep9hBDi8EjGR4w63TugwMbrbUDT/Ph8RxEOn4rXOwVNqyCVers4+bjzIMGO+pv8ttJHgZRtZ3CcHLoeBlQURS1ke5KAi6IoAFjWARKJ17pln8JUVp5BVdVyotFPoqpBKiqOx+eb0mtW5nAPIe283s5kqrMQQhw5CXzEqFRdvbTLlpVtp9H1GiorlxAMHo2mBVEUHU0Lk81+iG1n+gwMOgdStp0sBDvtqGoAVQ1i2zFc1wHAcbJoWgXB4LGFgMrtEYRoWgDXNVEUvXjAaOf3su0UhrFnwO2qvrbA+mt9l6nOQghxZGSrS4xK3TugbDvO/v0P4/FUo6p+/P6ZpNNbUdUgjpPFMBpxXYOqquW9BgadW8lVNUgu10pFxfE4jkks9myhSNmD19tAOHwKweBcDKMJUAiHFxa2sD4qmLbtOH7/TBwn1+V9OoIv16XP7apMZhctLY8XArbet8AOp/VdCCHEwCTwEaNaRwdUR0DRUfdTUTEPgFRqK46TQ1E8VFae3Wdg0DmQSqd3Eo+/hGE04jgpTHMemlZJOHwiHk8digLZbCOq6ilMZe4ZhNTUXIjrmr12kFVVLcfvn9pna30u10Q8nsTnm95nx9ZQWt+FEEIMngQ+Ykzo2P7pnHnxeutx3blEIqdTV/eZAQMDxzFob3+hWGysqhqh0MmEQotIJv+MomikUu+QyezAsmIEg/Nob3+B6uqlvQYhjmOgKJ5eszKq6us1U2QYjYCCzze9uE2WD4x6DmTs+Lkl4BFCiOEjgY8YM/rKvAx2qF9vs3GSyVeprPwUVVXLaW7+OZnMNjStkkhkIV7vlGImprfMy0BZmd7WGw6fTjr9Zq91SNKxJYQQpSeBjxgzjmT7p/tsHPgo05JMvsHkyVcSi03H55uCzzcVTQsUCqbb2b//IeLxF3Acu9d6nL6yMr2tF6Cx8cNet8CkY0sIIUpPAh8x5hzO9s9As3EMYz+ua+P3TwM0ksk3yWY/xDB2k8sdABwqK5dg2+ke9TgDnafVfb29bYF11AZJtkcIIUpLAh8xIfR3jpemVeDzTS5+PZdrIpV6u5j1yU92biGT2UkodAId9TiRyKnE468MeUChdGwJIUT5SOAjJoTeiqO7dmFNJxxeyKFDvyWdfg9NC+I4Jq6bxeebiaZVks1+SCAwt5glOnToSZLJV4d8npZ0bAkhRPlI4CMmjIEyLdXVS8nlWkgm36bjMFKPZzK6HkVVA9h2O46TKQwv1MhktvdaM9Rbd1ZvpGNLCCFGngQ+YsIYKNOiqj7q6z9DNrsdxzHx+6eRTr9HOr0Vx0mjql5sO4Ftx6moOIV0+h28XunOEkKIsUSOrBATTudzvHr7WiSyBNc1sKw4gcAsvN6phaMugiiKl6qq5dTWflrO0xJCiDFIMj5CdNN5S8wwmggE5lBbewGh0Ml4vXXFgEm6s4QQYuyRwEeIbgZbfCzdWUIIMfZI4CNEHwYqPpbuLCGEGHsk8BHiCEl3lhBCjB1S3CyEEEKICUMCHyGEEEJMGBL4CCGEEGLCkMBHCCGEEBOGBD5CCCGEmDDGTOBz++23c/rppxMMBqmsrOz1GkVRenw8+uijI7tQIYQQQoxaY6adPZfLsWLFChYvXsyDDz7Y53UPPfQQy5cvL37eV5AkhBBCiIlnzAQ+t956KwDr1q3r97rKykomTZo0AisSQgghxFgzZra6Bmv16tXU1tZy2mmn8bOf/QzXdfu93jAM4vF4lw8hhBBCjE9jJuMzGLfddhvnnHMOwWCQ//3f/+Xaa68lmUzyla98pc/vWbt2bTGbJIQQQojxTXEHSomU0De+8Q2+//3v93vNtm3bmDdvXvHzdevWsWbNGtrb2we8/80338xDDz1EY2Njn9cYhoFhGMXPY7EY06dPp7GxkUgkMvAPIYQQQoiyi8fjTJs2jfb2dqLRvo8RKmvG5/rrr2fVqlX9XjN79uzDvv+iRYv47ne/i2EY+Hy+Xq/x+Xxdvtax1TVt2rTDfl8hhBBClEcikRi9gU9dXR11dXUlu/+WLVuoqqrqM+jpzZQpU2hsbCQcDqMoSsnWVi4dEfFEzmjJM5BnAPIMQJ4ByDOA8fMMXNclkUgwZcqUfq8bMzU+u3fvprW1ld27d2PbNlu2bAFgzpw5hEIh/ud//ofm5mY+8YlP4Pf72bhxI3fccQc33HDDkN5HVVWmTp1agp9gdIlEImP6D/hwkGcgzwDkGYA8A5BnAOPjGfSX6ekwZgKfm2++mYcffrj4+YIFCwDYtGkTZ511Fh6Ph3vuuYevfe1ruK7LnDlz+NGPfsRVV11VriULIYQQYpQZM4HPunXr+p3hs3z58i6DC4UQQgghuht3c3xE/3w+H7fccsuQ6p7GG3kG8gxAngHIMwB5BjDxnkFZ29mFEEIIIUaSZHyEEEIIMWFI4COEEEKICUMCHyGEEEJMGBL4CCGEEGLCkMBnglu/fj2LFi0iEAhQVVXFRRddVO4llYVhGJx00kkoilIcjjkR7Nq1iy9+8YvMmjWLQCDA0UcfzS233EIulyv30krunnvuYebMmfj9fhYtWsTLL79c7iWNmLVr13LqqacSDoepr6/noosuYvv27eVeVtn8y7/8C4qisGbNmnIvZcTt3buXz3/+89TU1BAIBJg/fz6bN28u97JKSgKfCeyxxx7jsssu48orr+SNN97gxRdf5NJLLy33ssrin/7pnwYccz4evfvuuziOw/3338/bb7/Nj3/8Y+677z6++c1vlntpJfWLX/yCr3/969xyyy289tprnHjiiSxbtowDBw6Ue2kj4rnnnmP16tX8+c9/ZuPGjZimybnnnksqlSr30kbcK6+8wv33388JJ5xQ7qWMuLa2Ns444ww8Hg+///3veeedd/jhD39IVVVVuZdWWq6YkEzTdI866ij3P/7jP8q9lLJ78skn3Xnz5rlvv/22C7ivv/56uZdUVj/4wQ/cWbNmlXsZJXXaaae5q1evLn5u27Y7ZcoUd+3atWVcVfkcOHDABdznnnuu3EsZUYlEwp07d667ceNG98wzz3S/+tWvlntJI+rGG290lyxZUu5ljDjJ+ExQr732Gnv37kVVVRYsWMDkyZM577zz2Lp1a7mXNqKam5u56qqr+M///E+CwWC5lzMqxGIxqqury72Mksnlcrz66qssXbq0+JqqqixdupSXXnqpjCsrn1gsBjCu/3/vzerVqzn//PO7/FmYSH73u9+xcOFCVqxYQX19PQsWLODf//3fy72skpPAZ4LauXMnAN/5znf41re+xRNPPEFVVRVnnXUWra2tZV7dyHBdl1WrVnH11VezcOHCci9nVHjvvff46U9/ype//OVyL6VkDh48iG3bNDQ0dHm9oaGBpqamMq2qfBzHYc2aNZxxxhkcf/zx5V7OiHn00Ud57bXXWLt2bbmXUjY7d+7k3nvvZe7cuTz11FNcc801fOUrX+lyLuZ4JIHPOPONb3wDRVH6/eio6wD453/+Z/7u7/6OU045hYceeghFUfjVr35V5p/iyAz2Gfz0pz8lkUhw0003lXvJw26wz6CzvXv3snz5clasWCGH+04gq1evZuvWrTz66KPlXsqIaWxs5Ktf/SqPPPIIfr+/3MspG8dxOPnkk7njjjtYsGABX/rSl7jqqqu47777yr20khozh5SKwbn++utZtWpVv9fMnj2b/fv3A3DccccVX/f5fMyePZvdu3eXcoklN9hn8Ic//IGXXnqpx/k0CxcuZOXKlWP6Xz2DfQYd9u3bx9lnn83pp5/OAw88UOLVlVdtbS2aptHc3Nzl9ebmZiZNmlSmVZXHddddxxNPPMEf//hHpk6dWu7ljJhXX32VAwcOcPLJJxdfs22bP/7xj/zbv/0bhmGgaVoZVzgyJk+e3OV3AMCxxx7LY489VqYVjQwJfMaZuro66urqBrzulFNOwefzsX37dpYsWQKAaZrs2rWLGTNmlHqZJTXYZ/CTn/yE733ve8XP9+3bx7Jly/jFL37BokWLSrnEkhvsM4B8pufss88uZv1UdXwngr1eL6eccgrPPPNMcXyD4zg888wzXHfddeVd3AhxXZd//Md/5PHHH+fZZ59l1qxZ5V7SiPrUpz7FW2+91eW1K6+8knnz5nHjjTdOiKAH4IwzzugxxmDHjh1j/nfAQCTwmaAikQhXX301t9xyC9OmTWPGjBnceeedAKxYsaLMqxsZ06dP7/J5KBQC4Oijj54w//rdu3cvZ511FjNmzOCuu+6ipaWl+LXxnP34+te/zhVXXMHChQs57bTTuPvuu0mlUlx55ZXlXtqIWL16NT//+c/57W9/SzgcLtY2RaNRAoFAmVdXeuFwuEc9U0VFBTU1NROqzulrX/sap59+OnfccQeXXHIJL7/8Mg888MC4z/pK4DOB3Xnnnei6zmWXXUYmk2HRokX84Q9/GP8zHETRxo0bee+993jvvfd6BHuu65ZpVaX3uc99jpaWFm6++Waampo46aST2LBhQ4+C5/Hq3nvvBeCss87q8vpDDz004BapGD9OPfVUHn/8cW666SZuu+02Zs2axd13383KlSvLvbSSUtzx/LebEEIIIUQn43szXwghhBCiEwl8hBBCCDFhSOAjhBBCiAlDAh8hhBBCTBgS+AghhBBiwpDARwghhBAThgQ+QgghhJgwJPARQowru3btQlEUtmzZUu6lCCFGIRlgKIQYV2zbpqWlhdraWnRdhtMLIbqSwEcIMW7kcjm8Xm+5lyGEGMVkq0sIURYPPPAAU6ZMwXGcLq9feOGFfOELX+D999/nwgsvpKGhgVAoxKmnnsrTTz/d5dqZM2fy3e9+l8svv5xIJMKXvvSlHltdtm3zxS9+kVmzZhEIBDjmmGP413/91y73WbVqFRdddBF33XUXkydPpqamhtWrV2OaZvEawzC48cYbmTZtGj6fjzlz5vDggw8Wv75161bOO+88QqEQDQ0NXHbZZRw8eHCYn5oQ4khJ4COEKIsVK1Zw6NAhNm3aVHyttbWVDRs2sHLlSpLJJJ/+9Kd55plneP3111m+fDkXXHABu3fv7nKfu+66ixNPPJHXX3+db3/72z3ex3Ecpk6dyq9+9Sveeecdbr75Zr75zW/yy1/+sst1mzZt4v3332fTpk08/PDDrFu3jnXr1hW/fvnll/Nf//Vf/OQnP2Hbtm3cf//9hEIhANrb2znnnHNYsGABmzdvZsOGDTQ3N3PJJZcM4xMTQgwH2eoSQpTNRRddRE1NTTFz8sADD3DrrbfS2NiIqvb8d9nxxx/P1VdfzXXXXQfkMz4LFizg8ccfL16za9cuZs2axeuvv85JJ53U6/ted911NDU18etf/xrIZ3yeffZZ3n//fTRNA+CSSy5BVVUeffRRduzYwTHHHMPGjRtZunRpj/t973vf4/nnn+epp54qvrZnzx6mTZvG9u3b+djHPnZ4D0gIMewk4yOEKJuVK1fy2GOPYRgGAI888gh///d/j6qqJJNJbrjhBo499lgqKysJhUJs27atR8Zn4cKFA77PPffcwymnnEJdXR2hUIgHHnigx30+/vGPF4MegMmTJ3PgwAEAtmzZgqZpnHnmmb3e/4033mDTpk2EQqHix7x58wB4//33B/9AhBAlJy0PQoiyueCCC3Bdl/Xr13Pqqafy/PPP8+Mf/xiAG264gY0bN3LXXXcxZ84cAoEAn/3sZ8nlcl3uUVFR0e97PProo9xwww388Ic/ZPHixYTDYe68807+8pe/dLnO4/F0+VxRlGL9USAQ6Pc9kskkF1xwAd///vd7fG3y5Mn9fq8QYmRJ4COEKBu/38/FF1/MI488wnvvvccxxxzDySefDMCLL77IqlWr+MxnPgPkg4tdu3YN+T1efPFFTj/9dK699tria0PNwsyfPx/HcXjuued63eo6+eSTeeyxx5g5c6a00AsxyslWlxCirFauXMn69ev52c9+xsqVK4uvz507l9/85jds2bKFN954g0svvbRHB9hgzJ07l82bN/PUU0+xY8cOvv3tb/PKK68M6R4zZ87kiiuu4Atf+AL//d//zQcffMCzzz5bLJBevXo1ra2t/MM//AOvvPIK77//Pk899RRXXnkltm0Pec1CiNKRwEcIUVbnnHMO1dXVbN++nUsvvbT4+o9+9COqqqo4/fTTueCCC1i2bFkxGzQUX/7yl7n44ov53Oc+x6JFizh06FCX7M9g3XvvvXz2s5/l2muvZd68eVx11VWkUikApkyZwosvvoht25x77rnMnz+fNWvWUFlZ2WuRthCifKSrSwghhBAThvxTRAghhBAThgQ+QgghhJgwJPARQgghxIQhgY8QQgghJgwJfIQQQggxYUjgI4QQQogJQwIfIYQQQkwYEvgIIYQQYsKQwEcIIYQQE4YEPkIIIYSYMCTwEUIIIcSEIYGPEEIIISaM/wd5SuxHCBGv5QAAAABJRU5ErkJggg==", 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", 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MlRhX/vGPf9DR0THgKlmPo48+OrkI47nnnsu3vvUt7r33Xj7/+c/z5S9/mQULFtDa2so//vEPbrvtNg4//HBmzZpFWVkZt912Gz6fD6/Xy1FHHcV+++3Hv/3bv3HvvfeybNkyzjnnHLZv386dd96ZvIrV49RTT+W+++7jjDPOYPny5ezYsYPbbruNgw46KGUHkw0Oh4ObbrqJiy++mBNOOIHzzz8/WVJ95syZXH755QC8//77LFmyhHPOOYeDDjoIXdf5+9//TmNjY7LUeSpD7ZfBnHvuufz85z/nmmuu4dBDD2Xu3Ll97v/iF7/IPffcw9e+9jWefPJJjj32WEzT5N133+Wee+7hkUceYeHChVx//fU8/fTTLF++nBkzZtDU1MSvfvUramtrkxOJhRBirE30PuiCCy7gBz/4Aa+//nqf21VV5Xe/+x2nnHIKBx98MBdffDHTpk3jgw8+4Mknn8Tv9/Pggw8CcO211/Loo49y7LHHcumll2KaJr/4xS845JBD+mz3M5/5DE6nk9NOO41///d/p7Ozk9/+9rdUV1ezZ8+ePq+/YMECbr31Vn74wx8ye/ZsqqurB4zg6G3+/PnMnj2b//7v/yYajQ64AOj3+7n11lv54he/yPz58znvvPOoqqpi9+7drF27lmOPPZZf/OIXGfevokjls/SgENl22mmn2W632w6Hw4M+ZuXKlbbD4bCbm5tt27btlpYW+xvf+IY9bdo02+l02rW1tfZFF12UvN+2bfuBBx6wDzrooGRJ196lbX/84x/b06ZNs10ul33sscfamzZtGlDO1rIs+4YbbrBnzJhhu1wue968efZDDz00oPS4bY+8nO1w7r77bnvevHm2y+WyKyoq7AsuuMBuaGhI3t/c3Gz/x3/8hz1nzhzb6/XagUDAPuqoo+x77rmnz3b6v6eh9kuq99WzH+rq6mzA/uEPf5iyvbFYzL7pppvsgw8+2Ha5XHZ5ebm9YMEC+7rrrrODwaBt27a9fv16e8WKFfbUqVNtp9NpT5061T7//PPt999/f9j9IYQQuSJ9kG3ffvvtNpBy2YvXXnvNPvPMM+3Kykrb5XLZM2bMsM855xx7/fr1fR63fv16e968ebbT6bRnzZpl/+53v7O/+c1v2m63u8/j/vGPf9iHHXaY7Xa77ZkzZ9o33XST/Yc//MEG7B07diQft3fvXnv58uW2z+ezgeS+6V9Svbf//u//tgF79uzZg+6HJ5980j755JPtQCBgu91ue9asWfbKlSvtTZs22badfv8qxgfFttNYAlsIIYQQQog8Of3009m8eXOy8p4QhUbmVAkhhBBCiILR3d3d5++tW7fyz3/+k8WLF+enQUKkQTJVQgghhBCiYEyZMoWVK1ey//77s2vXLm699Vai0SivvfYaBxxwQL6bJ0RKUqhCCCGEEEIUjGXLlvF///d/7N27F5fLxTHHHMMNN9wgAZUoaJKpEkIIIYQQQohRkDlVQgghhBBCCDEKElQJIYQQQgghxCjInKp+LMviww8/xOfzoShKvpsjhBAThm3bdHR0MHXqVFRVrvn1kH5JCCHyJ92+SYKqfj788EPq6ury3QwhhJiw6uvrqa2tzXczCob0S0IIkX/D9U0SVPXj8/mAxI7z+/15bo0QQkwcoVCIurq65HFYJEi/JIQQ+ZNu3yRBVT89Qyv8fr90XkIIkQcyxK0v6ZeEECL/huubZNC6EEIIIYQQQoyCBFVCCCGEEEIIMQoSVAkhhBBCCCHEKMicKiGEEEIIMS7Yto1hGJimme+miCKhaRq6ro96Pq8EVUIIIYQQoujFYjH27NlDV1dXvpsiikxJSQlTpkzB6XRmvA0JqoQQQgghRFGzLIsdO3agaRpTp07F6XRKJVExLNu2icVi7Nu3jx07dnDAAQdkvPi8BFVCCCGEEKKoxWIxLMuirq6OkpKSfDdHFBGPx4PD4WDXrl3EYjHcbndG25GgSogiYwQNjJCB7tfRA/ITFkIIIXpkmmUQE1s2vjdyRiZEkbCiFq2Pt9KxqQMzbKJ5NXwLfVQsrUB1SScihBBCCJEvciYmRJFofbyVtnVtKJqCu9aNoim0rWuj9fHWfDdNCCGEEGJCk6BKiCJgBA06NnXgqHHgrHaiulWc1U4c1Q46NnVgBI18N1EIIYQQI2TbNl/96lepqKhAURRef/31YZ+zc+fOtB9bqBYvXsyqVauGfMwdd9xBWVnZmLQnGySoEqIIGCEDM2yi+/uO2NUDOmbYxAhJUCWEEEIUm3Xr1nHHHXfw0EMPsWfPHg455JB8N2lM3HffffzgBz9I/j1z5kxWr17d5zHnnnsu77///hi3LHMyp0qIIqD7dTSvhhEycLo/XkPBCBpoXm1AsCXGJylSIoQQ48v27duZMmUKn/rUp/LdlDFVUVEx7GM8Hg8ej2cMWpMdkqkSIguMoEGkPpKzYXh6QMe30Ee8MU6sMYYVsYg1xog3xfEt9MkJ9jhnRS2a1zZTv7qehp83UL+6nua1zVhRK99NE0KIcSdoGNRHIgSN3I4CWblyJZdddhm7d+9GURRmzpwJJLJXixYtoqysjMrKSk499VS2b98+6Hba2tq44IILqKqqwuPxcMABB3D77bcn76+vr+ecc86hrKyMiooKVqxYwc6dOwfd3oYNG1AUhbVr13LYYYfhdrs5+uijefvtt/s87m9/+xsHH3wwLpeLmTNn8uMf/7jP/b/61a844IADcLvd1NTUcPbZZyfv6z38b/HixezatYvLL78cRVGS64v1Hv73/vvvoygK7777bp/X+MlPfsKsWbOSf7/99tuccsoplJaWUlNTwxe/+EWam5sHfa/ZJEGVEKMwlie7FUsrKF9Wjm3ZRBoi2JZN+bJyKpYOf7VHjEwuguTRbFOKlAghRO5FLYu1zc2srq/n5w0NrK6vZ21zM1ErNxewfvrTn3L99ddTW1vLnj17ePnllwEIh8NcccUVbNq0ifXr16OqKmeccQbWIO34/ve/zzvvvMPDDz/Mli1buPXWW5k0aRIA8Xick08+GZ/PxzPPPMOzzz5LaWkpy5YtIxaLDdm+b33rW/z4xz/m5ZdfpqqqitNOO414PA7AK6+8wjnnnMN5553HW2+9xbXXXsv3v/997rjjDgA2bdrEf/7nf3L99dfz3nvvsW7dOo4//viUr3PfffdRW1vL9ddfz549e9izZ8+Ax3ziE59g4cKFrFmzps/ta9as4Qtf+AIA7e3tnHTSScybN49Nmzaxbt06GhsbOeecc4Z8n9kil7eFGIWek11HjQN3rRsjZNC2rg2AScsnZfW1VJfKpOWTKFtUJkPARmGoIXS5KFs/2m1GdkdoX9+OFtBwVieGfjrdTrChY1MHZYvK5HsghBBZ8HhrK+va2qhxOKh1uwkZBuvaEn368knZ7dMBAoEAPp8PTdOYPHly8vazzjqrz+P+8Ic/UFVVxTvvvJNyztXu3buZN28eCxcuBEhmvADuvvtuLMvid7/7XTIDdPvtt1NWVsaGDRv4zGc+M2j7rrnmGj796U8D8Mc//pHa2lr+/ve/c84553DLLbewZMkSvv/97wOJoOedd97h5ptvZuXKlezevRuv18upp56Kz+djxowZzJs3L+XrVFRUoGkaPp+vz37o74ILLuAXv/hFci7W+++/zyuvvMKdd94JwC9+8QvmzZvHDTfc0Gff1dXV8f777/OJT3xi0G1ng2SqhMhQviry6QEdd51bTqRHKJ2sYi4yQplus3d72ze20/FKB51vdWLHbUCKlAghRDYFDYNNHR3UOBxUO524VZVqp5Nqh4NNHR05HwrY29atWzn//PPZf//98fv9ySBp9+7dKR9/6aWXctddd3HEEUfw7W9/m+eeey553xtvvMG2bdvw+XyUlpZSWlpKRUUFkUhkyCGFAMccc0zy/ysqKjjwwAPZsmULAFu2bOHYY4/t8/hjjz2WrVu3Ypomn/70p5kxYwb7778/X/ziF1mzZg1dXV2Z7I6k8847j507d/LCCy8AiSzV/PnzmTNnTvK9Pvnkk8n3WVpamrxvuPeaDRJUCZEhqchXXIYLbnIRJI9mmz3t1Uo0nJVO7JhN19tdhN8NJ7ctRUqEECI7QoZB2DTx632PqQFdJ2yahMYwqDrttNNobW3lt7/9LS+++CIvvvgiwKDD9U455ZTknKQPP/yQJUuWcOWVVwLQ2dnJggULeP311/v8e//995PD5nLB5/Px6quv8n//939MmTKFq6++msMPP5z29vaMtzl58mROOukk/vKXvwDwl7/8hQsuuCB5f2dnJ6eddtqA97p169ZBhx5mkwRVQmSod0W+3uRkt/CkE9zkIkiONESI7omiOJQRbbN3e93T3bhnubEtG1To3tZNZHdEipQIIUQW+XUdr6YNCJ6ChoFX0wYEW7nS0tLCe++9x/e+9z2WLFnC3LlzaftoCOJQqqqquOiii7jzzjtZvXo1v/nNbwCYP38+W7dupbq6mtmzZ/f5FwgEhtxmT0YIEsUw3n//febOnQvA3LlzefbZZ/s8/tlnn+UTn/gEmqYBoOs6S5cu5X//939588032blzJ0888UTK13I6nZimOez7vOCCC7j77rt5/vnn+de//sV5552XvG/+/Pls3ryZmTNnDnivXq932G2PlgRVQmRIKvIVj3QCpmwGyT1D95rubCL8VpjWR1rpfLMTK26ltc1oQ5TYnhiqM3GILplbgvdgL6pTJd4Sx+qypEiJEEJkUUDXWejz0RiP0xiLEbEsGmMxmuJxFvp8BMYoqCovL6eyspLf/OY3bNu2jSeeeIIrrrhiyOdcffXVPPDAA2zbto3Nmzfz0EMPJYOfCy64gEmTJrFixQqeeeYZduzYwYYNG/jP//xPGhoahtzu9ddfz/r163n77bdZuXIlkyZN4vTTTwfgm9/8JuvXr+cHP/gB77//Pn/84x/5xS9+kcyQPfTQQ/zsZz/j9ddfZ9euXfzpT3/CsiwOPPDAlK81c+ZMnn76aT744IMhq/WdeeaZdHR0cOmll3LiiScyderU5H3/8R//QWtrK+effz4vv/wy27dv55FHHuHiiy9OK2AbLQmqhBiFiVqRL9cl5LMtnYApm0Fyz9A91aviPcSLFbbo2NRB+I3wkNvsCcb23rmXzrc6aVnXQudbnSgolB5WSun8UgKLAtSuqmXS8kkZF88QQggx0NKKCpaVl2PZNg2RCJZts6y8nKVprKmULaqqctddd/HKK69wyCGHcPnll3PzzTcP+Ryn08lVV13FYYcdxvHHH4+madx1110AlJSU8PTTTzN9+nTOPPNM5s6dy1e+8hUikQh+v3/I7f7oRz/iv/7rv1iwYAF79+7lwQcfxOlMFEyaP38+99xzD3fddReHHHIIV199Nddffz0rV64EoKysjPvuu4+TTjqJuXPnctttt/F///d/HHzwwSlf6/rrr2fnzp3MmjWLqqqqQdvk8/k47bTTeOONN/oM/QOYOnUqzz77LKZp8pnPfIZDDz2UVatWUVZWhqrmvr9UbNu2c/4qRSQUChEIBAgGg8N+2URxysUCqhNlUdZcVMcbK81rmxOVGqsd6AEdI2gQb4pTvqw8WakxG+/PCBrUr65H0RSc1U7suE343TDht8NYMYuy48sILAqk3GayjTUOorujdL7ZCTZ4j/DirnUPaG8+5PK7Lsff1GS/CDG8SCTCjh072G+//XC73aPaVtAwCBkGfl0fswxVIdmwYQMnnngibW1tyXWixruhvj/pHoML+yyon6effprTTjuNqVOnoigK999/f5/7bdvm6quvZsqUKXg8HpYuXcrWrVvz01hRcHK5ptREqchXzOslpZNV7ClbX7eqjtrLaqlbVTfijFD/oYaKQ6H00FIqT6mk9NBSJl84OeU2e0qnKy4FRVcoObAE30IfqldNBGR5HvInCxCnJv2SEONPQNepc7snZEAlMldUQVU4HObwww/nl7/8Zcr7//d//5ef/exn3Hbbbbz44ot4vV5OPvlkIpHIGLdUFKJiDggKQb5KyGfLSAKm0QTJgw01tKIWzilOXLWuAbc3r22m/v/V0/xQM80PNNN0TxNtT7SBAuVLyvEe6qX6wuphA7xcDsuU309q0i8JIYSAIlv895RTTuGUU05JeZ9t26xevZrvfe97rFixAoA//elP1NTUcP/99/epDiImnv4BAcgCqiPVk4Fx1/ZNi+sBnUhDJDEkrAj2oR7I7RDNnrlZbevawGbAUMP+r90TrESbothRGzSwOizijkRBCqPdwDPbM2C/95brYZny+xmc9EtCiPFm8eLFyOygkSuqTNVQduzYwd69e1m6dGnytkAgwFFHHcXzzz8/6POi0SihUKjPPzH+yJpSoycl5NOXbgGTnmBFC2hYXRaOyQ4Uh4Kt2RidBrZl0/1+N9653iGDllxnkeT3kxnpl4QQYuIYN0HV3r17Aaipqelze01NTfK+VG688UYCgUDyX11dXU7bKfJDAoLRK/YS8mNZsTDdoYY9wYriULBiFu7pblxTXCi6ghW2QAVnrZPS+aWDvtZYDMuU309mpF8SQoiJY9wEVZm66qqrCAaDyX/19fX5bpLIgWIPCHrLZznzYiwhn88CC8PNzeoJVuy4jepUsWM2rloXrjoX7tlufPN9lB5WirPKOehrjEUWaTz9foqB9EtCCFF8xk1POHnyZAAaGxuZMmVK8vbGxkaOOOKIQZ/ncrlwuVyD3i/Gj54T/45NHUQaImhereADgt4KoZx5TwambFFZ0ZSQ7xka56hx4K51Y4SMxHwnyGtpcug7/0ov04nujGJ2mthxG9d0F3bMThm09Clr3iuL5HQ7+zwmm1mkYv/95IP0S0IIMXEU9tnQCOy3335MnjyZ9evXJzurUCjEiy++yKWXXprfxomCUEwBQaq1gAopOMh1sYdsyVaBhVyuzZQMVl7owOwyMVoN9Cod935u/Ef7+wQtgwXWpYeX0r6+Pa3CGJkqpt9PoZB+SQghJo6i6hE7OzvZtm1b8u8dO3bw+uuvU1FRwfTp01m1ahU//OEPOeCAA9hvv/34/ve/z9SpUzn99NPz12hRcAo5IBjspNl/pL8oq6/le1Hk0VYsHIvsYP9gBRtQSLnPBgusA0sClC8rH5MsUiH/fvJhIvVL+f49CyFEISuqo+KmTZs48cQTk39fccUVAFx00UXccccdfPvb3yYcDvPVr36V9vZ2Fi1axLp160a9srYQY2Wwk+b4vnhWyplHdkeI7onimuLCPX3438VwJ1GD3V8IQxWBUQ+NG8vs4HDBylBZt/AbYepW1UkWKQ8mQr9UKL9nIcTEtHLlStrb2wcsrl5oFFsK0fcRCoUIBAIEg0H8fn++myMmECNoUL+6HkVTkifNQKIwQJeFjY3m1QbcZ1s2davqhj4hDxnsvmU3waeCyZOiwAkBpl8xPWVgMdxJ1HD3N69tTgYjul/HCBnEGxPD0cZ6qGKyLdWOAUPjhmrLUJ9HOvs82yL1ERp+3oC71o3q/vhE1opYRBoi1F5Wi7uueE7UU5Hjb2r53i+j/T1LhkuMhUgkwo4dO9hvv/2K6qLF4sWLOeKII1i9enW+m5J3O3fuZL/99uO1117rM+80GAxi2zZlZWU5e+2hvj/pHoPl6CZEgRhyqFpHhJKDSgi/Es5o3szuW3bTcl8LjioH7jo3RrtBy30tAOx/7f4DHj9chmao+0sPTczv0QJaQQxVzLTAQv/Pw+q2MLtNVJdKrDk25osdj1VBCiF6G828RMlwCZEdtm1jmia6PjGP84FAIN9NSIsc1YQoEMOtBTTps5MyKmce2R0h+FQQR5UD5xQnqkfFOcWJo8pB8Kkgkd2RAa831LpHkd2RlPfrFTqNf2lk1027aN/YTscrHXS+1YkdTyTD+5f4HqvS8OmuGdVfz+cRb43T+VZnIpB8so2Wh1uI7IgkAqsst32ofSJlzUU+jKZkf64XpRYiV8aqf1q5ciVPPfUUP/3pT1EUBUVR2LlzJxs2bEBRFB5++GEWLFiAy+Vi48aNrFy5csB8zFWrVrF48eLk35ZlceONN7Lffvvh8Xg4/PDDuffee4dsx8yZM7nhhhv48pe/jM/nY/r06fzmN7/p85j6+nrOOeccysrKqKioYMWKFezcuTN5v2EY/Od//idlZWVUVlbyne98h4suuqhPe9etW8eiRYuSjzn11FPZvn178v799tsPgHnz5qEoSvJ99X7fv/nNb5g6dSqW1XdZlBUrVvDlL385+fcDDzzA/Pnzcbvd7L///lx33XUYRo7PN3K6dSFE2oY7aXZWOzMKDqJ7oomTorJ+J0VliZOi6J5on9uHO4lKbq/f/dG9Ubq3dCeGy1U6sWM2XW93EX43nNjuR8Fhz/DAsV43arg1o1I93rfQR8crHXS81AEWKIpC9MMonW92suuHu7LW9nTX0irGdcJEcct04eexWJRaiGwb63UNf/rTn3LMMcdwySWXsGfPHvbs2dNnse/vfve7/OhHP2LLli0cdthhaW3zxhtv5E9/+hO33XYbmzdv5vLLL+fCCy/kqaeeGvJ5P/7xj1m4cCGvvfYaX//617n00kt57733AIjH45x88sn4fD6eeeYZnn32WUpLS1m2bBmxWAyAm266iTVr1nD77bfz7LPPEgqFBsyBCofDXHHFFWzatIn169ejqipnnHFGMkB66aWXAHj88cfZs2cP991334B2fv7zn6elpYUnn3wyeVtrayvr1q3jggsuAOCZZ57hS1/6Ev/1X//FO++8w69//WvuuOMO/ud//ietfZgpubQpRAFJZ6jaSKuvuaa4EidF7QZOT2L4jh23ie6Nork0XFP6rocz3DCz5PZ63W91W3S/341WpuGZ5QELwpvDKKpC97buREAWNClfVk7o5VDBlIYfjv9IP41rGjHDJrZhE2+LozpVHJMciXlucTsrbU+3IIaUNRdjrfdaaiMZejzayptC5MNYL10SCARwOp2UlJQk17Xr7frrr+fTn/502tuLRqPccMMNPP744xxzzDEA7L///mzcuJFf//rXnHDCCYM+97Of/Sxf//rXAfjOd77DT37yE5588kkOPPBA7r77bizL4ne/+x2KogBw++23U1ZWxoYNG/jMZz7Dz3/+c6666irOOOMMAH7xi1/wz3/+s89rnHXWWX3+/sMf/kBVVRXvvPMOhxxyCFVVVQBUVlam3B8A5eXlnHLKKfzlL39hyZIlANx7771MmjQpWTTouuuu47vf/S4XXXRRch/84Ac/4Nvf/jbXXHNN2vtzpOSIJkQBGclJc7qTv93T3QROCNByXwu2ZWPFLGIfxjA7TUoOKqHzrU6cNc5kxmu4kyj3dPeA+3uGSfgX+tE8GiVzSwCIbI8Qa0kU2ihfVo7/SD8f3PpB0ZSGt6IWrloXpYeXYnVbBF8IorpUNI9GvC2OVqoB0L6+ndJDS9OqqNhfJnNWpKy5GEuZzEuUOYCi2GRrXcNsWrhw4Ygev23bNrq6ugYEYrFYjHnz5g353N6ZMEVRmDx5Mk1NTQC88cYbbNu2DZ/P1+c5kUiE7du3EwwGaWxs5JOf/GTyPk3TWLBgQZ9helu3buXqq6/mxRdfpLm5OXnf7t27OeSQQ9J+nxdccAGXXHIJv/rVr3C5XKxZs4bzzjsPVVWT7X322Wf7ZKZM0yQSidDV1UVJSUnarzUSclQTogANddKcyeTv6VdMB6D5vmbijXHUEhXfAt/HwRF9r8INdxLV/37VoVIypwTn1ERHpDpUSg8rTWSouk1qV9Xinu4mUh8pqqvXPSeGdtxGdasotoLqVrG6LVRdpftf3UTro8Rb4tjYlC8pH/EkfLmiLwpdJhnSTDNcQuRLIR6LvV5vn79VVaV/0e54PJ78/87OTgDWrl3LtGnT+jzO5eo7KqU/h8PR529FUZJBT2dnJwsWLGDNmjUDnteTXUrHaaedxowZM/jtb3+bnBd1yCGHJIcQjmQ7tm2zdu1ajjzySJ555hl+8pOfJO/v7Ozkuuuu48wzzxzw3FxWhpSjmhBFJpPhCbpfZ/rl0zGDJmaXiXs/N86KRAAUa4wNuAo33ElUqvvbN7YnJ6X3nECZITOZ3eppRzFdve59Yqj5NRRVwWg2wAK1VCWyNQIqOCudaCVaRsNEim2fiIlrpBnSTCtvCpEP+ToWO51OTNNM67FVVVW8/fbbfW57/fXXkwHRQQcdhMvlYvfu3UMO9Rup+fPnc/fdd1NdXT1oSfGamhpefvlljj/+eCCRGXr11VeTpdFbWlp47733+O1vf8txxx0HwMaNG/tsw+l0Jp87FLfbzZlnnsmaNWvYtm0bBx54IPPnz+/T3vfee4/Zs2dn9H4zJb21EEVkNMMTjJCB4lAoPbi0zzpHQ12FG+4kqvf96c4HK7ar173fl1KiYLaauGcmytKjgm3ZuGe5cU93pwxQh1OM+0SIdMgcQFFM8nUsnjlzJi+++CI7d+6ktLSUiorBLzqcdNJJ3HzzzfzpT3/imGOO4c477+Ttt99ODu3z+XxceeWVXH755ViWxaJFiwgGgzz77LP4/f7kHKORuuCCC7j55ptZsWIF119/PbW1tezatYv77ruPb3/729TW1nLZZZdx4403Mnv2bObMmcPPf/5z2traknOwysvLqays5De/+Q1Tpkxh9+7dfPe73+3zOtXV1Xg8HtatW0dtbS1ut3vQcuoXXHABp556Kps3b+bCCy/sc9/VV1/NqaeeyvTp0zn77LNRVZU33niDt99+mx/+8IcZ7YN0SPU/IYrIaMobZ1rFK13pli4fqwp22SqJ2/t9zbppFnXfrMM1zZUsWuE92JucQ5bO55CKVPUT49lIK28KkS/5OBZfeeWVaJrGQQcdRFVVFbt37x70sSeffDLf//73+fa3v82RRx5JR0cHX/rSl/o85gc/+AHf//73ufHGG5k7dy7Lli1j7dq1yXLlmSgpKeHpp59m+vTpnHnmmcydO5evfOUrRCKRZObqO9/5Dueffz5f+tKXOOaYYygtLeXkk09ODrdTVZW77rqLV155hUMOOYTLL7+cm2++uc/r6LrOz372M379618zdepUVqxYMWibTjrpJCoqKnjvvff4whe+MGA/PfTQQzz66KMceeSRHH300fzkJz9hxowZGe+DdCh2/8GZE1y+V64XYihG0KB+dX2ibHn1x8MTYo0xbMumblXdkCcuzWubE0MHqx0DrsKNdeW9dAttjNRYLDga2R2hfnU9WonWpzhFup/DYLK1T3K1b3NNjr+pyX4RYniRSIQdO3aw3377jXreTLEeQwuJZVnMnTuXc845hx/84Af5bs6whvr+pHsMlm+KEEUk4/LGH3UQ/iMTB4NCmOOQ7Qp2Pe8x+HyQ0DOhnJbEdU93U76knLZ1bcQaY1kbJjLafTIWAaUQQox3UmF15Hbt2sWjjz7KCSecQDQa5Re/+AU7duwYkEUaz+QbI0SRGcnk78FOsqddOg0rahXMVbjRXBXs/R6NFoPOtzpxTXPhmeNBdag5K4lbiJPwR7PGilyZFUIIkSlVVbnjjju48sorsW2bQw45hMcff5y5c+fmu2ljRnpOIYrMSCZ/j/VChiOVjcxK7/eoV+pYhkV0d5Susi5KDysFRlYSN93gotAm4WdaxESyW0IIIUarrq6OZ599Nt/NyCsJqoQoUsMNTyjEhQx7t80IGYSeDxF8Jjhs0NfzeGxAIRnA9H+PVreFo8yB1WUR2RXBc4AHzaOlVYwj0+CiUIaJZLrGSqEH3kIIIUQxyP+ZgBAiJwpxIcPegUu8NU74zTCuWhclc0pQHMqAoE91q4nHv9BB5zudGK0GeoWO9yAv/qP9lBxY0uc9qh4V90w34dfDGFEDoz2xVlY6c52yFVzkaxhdJmusZDvwliGEQoh8k/prIhPZ+N5IryfEOFWIi8r2DlwcFQ5swya6M0q4LEzpoQOH6nVu7KRtXRvx9jhGk4HiVDD2GUR2RDDbzWRGqfd79M7xYrQbRBuixFvjOCocw851ykZwMdbD6PoHMJkUMclW4C1DCIUQ+dazAG5XVxcejyfPrRHFpqurC/j4e5QJCaqEGKcGO8mO1kfxfcqXldcYSWaif+BidpvoZXpiqN7OCCWzS1A9ajLo6wlotIBG985u9AodzZcIoIyggXuGm64tXXjnegk+E+zzHh1lDiadNgn/Mf702paF4CKXw+h67+dk9u6jwhyKruA/2s+kFZNGXDwjW4G3DCGcmCQzKQqJpmmUlZXR1NQEJNZW6ll4VojB2LZNV1cXTU1NlJWVoWlaxtuSo6AQ41jvk+zund3E9sZAga43u6jfVZ9xNiGTzET/wEXzaLhnuAm/GSbeFifeHkcJKcnMCgrJbVsxC0d54uqR6lEx200Up4IZNimdX4rqVVMGEum+L92vo2gKkfoIrloXmidxUE03uMjV/LVU+9m2beJ74phdJvHmOEanQfDZIJ3vdDLzqpkjKp6RaYn+sXjvonBJZlIUqsmTJwMkAysh0lVWVpb8/mRKejohxrHeFer2/X0foc4QrukudL8+qmxCJpmJVFmRkrkliaF6H0QxWgz0Sj0ZEFkRKxFExG1Up4rVbaH5NKxuC8WpYMdsNK+Gs8pJyeySEVXh65/5ad/YTmR3hO4t3WhlGiWzS3BOcWK0GmkFF7mav9Z/P8eaYrQ91obqVVFsBc2v4Z7mJr4vTtvDbXgP8lJzTs2IimeMtjR8Ic7dE7mV68ykZMBEphRFYcqUKVRXVxOPx/PdHFEkHA7HqDJUPeRoJcQEEdkVwTXdNepsQqaZicGyIo5yB5WfqyRwTKDPSZTqUpOP18t0ojujmJ0mdtzGNd2FGTL7BDzpBBKDZX6MJoOSA0rQSjW6t3YT2hSiZE4JNRfUpBVc5GL+Wqr9rJVqoEC0Pppory/RCeiTdKyoReiFEJUnV47oRHS0peELce6eyJ1cZiYlAyayRdO0rJwkCzEScpQSYgLoySb0P8HVAzpm2EyUKx+DbVUsraB8WTm2ZRNpiGBbNuXLyqlaUYW7zj3gZKzn8Z6ZHvRqHduy0at03Pu5M1pot+cKu6IpuGvd2HGbtofbMDoMXFNd+Bf4qVpRRflJ5XhmeBIVCNM4mesJGOONcWKNMayIRawxRrwpjm+hL6OTzFT7WfWoqB4Vq8uCXucLVreF7tOxTXtEn2X/95DqM0jnedl+76JwZfNY0l//36eiKbSta6P18dbRNlsIIXJOejshJoBsZhMyLd3dkwUZSVakfxal/zpVIzFY5kdxKMSb41jdVjJocU93j3jo2qiH0fWv5pdiP2seDUe1g+6t3ZghE7UkMSzS7DBxTXPhqHDkJTM02vcuisdojiVDDeuTuXlCiGInRyghJoBsFCTIZFtDDedxB9xDvMrA1xztCVWquT+qR0X36cQ745jdJqonkZXKJNgcyTC6war59d9Hqfazs9KJ/3g/0e1RYh/E0H06rmmJeXL5ygyNdgihKB6ZHEvSGdYnc/OEEMVOjlBCTBDZzCaku61CKrU9WOZHr9SJt8YxO020Ei15gug/zp8cyjTSoHOwx6c6uTS7TeIfxnFNdw3YR6n2c8XyCsqOK6NlXQuhF0LYpo2jwpE8Sc2nbAS/IvuyXfhhpMeSdI4DMjdPCFHsFFuWnu4jFAoRCAQIBoP4/f58N0eIrMvmCdZww3nqV9ejaEpyOI/ZbRKtj6I4FGZ8d0bWT8CHe2/Na5sTJ3fVjuQV9tieGHq1jqIkSrSrLhU0UEwFM5rdyfLJ169xoJVoBF8MEno2hObX8Mzy4J7hTlREbDWwLZu6VXXJdqZ6X+OtSpocf1PLdL/kuvBDOt+/VMcBgFhjrM93HFL/PnsyYLLemRAiX9I9Bhd/LyyEGJGeE5hMsjCptjXoyVSv4TxW3KJrSxeRXRGsLgszYlJyYAk159dk5eQu3ZPHwTI/PSXcjZBB6PkQwWeCiavqVamvqmcSzER2R2hf344W0HBWO+l8s5NofTRRcMIGTAhvDgNQ8okSurZ3EX43jHeOd8B+7v367rr0h1GKiSXXmeJ0MpMjGdYnc/OEEMVMgiohJpCxLFncezhPbG+M8OYwml9DdavYtk3ouRCOKseoTu56govg80FCz4SGPXkcau5PT1DV+VrnoJPl/Uf6Cb0cGtH+69nnbevbCG4M4qh0EGuKEfsghqPMgRkysaIWiltB0zW6/9VNbF+iel6T3YReqfcZ2iclp0U6CqXww0iG9cncPCFEMZOjlRATyFjMceqdRfEt9NHyQAtd27rQSjQUFMwuE+8hXpzVzoxP7noHh0aLQedbnbimufDM8aA61GFPHntfYe+9reieKOG3wngP8eIod6A4lOTjIw0RWv7ZQucrnUPuv/5ZrJ59rgU0nJVOrJhF11tdmFETzwEetFINM2xiR2xUj0p4Wxhs8C304Znt6fMaQMHMUROFrVAKP2RS2ELm5gkhipEctYSYIHJ95TpVFqz08FJKP1lK5+ZOUEAr0Sg5pATvHC+2aWd8ctc7ONQrdSzDIro7SldZF6WHlQLpnzz23pZnPw/d73cTfj2M6lQpPTSxLSNooGgK3e91jyiL5Z3rpfOtjzNfRrtBeHMYxalgNpvE98ZR3SreQ7wARD5IDI/0HeUjcHQAxaEkXyO0MYSNnffMgygOhVT4QYb1CSEmAumBhZggcn3lOlUWrH19O/7j/JQfX44Vt3DXuZNly+Ot8YxO7voHh1a3haPMgdVlEdkVSWR/PFpaJ4+R3RHa1rcl5zkBeA/y0rGpg/DbYdx1bqyoRbwpjneBl653unD6nX220bP/mv/ZTPiVcJ/33/JwC0bIoPyEcgBK5pYkXnd7BFuxMYIG3kO9+Ob5iLfG6Xq/C1e1i7Jjy5JZsp7XCH8QxsbGNcWV8vWl5LToLZvLKIyWDOsTQkwEclQTYoLI5ZXrobJgXVu6KJ1XSvCZYOKEShndyV3/4FD1qLhnugm/HsaIGhjtBmbITGvdnPb17QQ3BnFWJrJIJXNLKJlbgh2z6dzcSfe/unFOcVK+rBz/kX4+2PVByv2namrKLJYVsYjsjBBriuGe7kZ1qJQeVooe0HEf4MY3z0dkd4To3iiaV6Pq7Cq63upK+RqOcgc2dkFkHkRxKLQMkQzrE0KMZ3J0E2KCyOWV6+GyYKXzS1G9alZO7lIFh945Xox2g2hDlHhrHEeFI611c7SAhqPSgRWzkpX3Sg8rxVXnQq/UmXzhZFy1ruS+GWz/lS4oJfxOeEBg46x2olfoRBuiqC41+RwzZFKxrIJJyycNmIPV7G0e9DMCCiLzIIpDoWSIxlvpfyGESEWObkJMILm6cj1cFsxZ5aRkdklWTu4GCw4dZQ4mnTYJ/zH+YdfN6Z1VM4IGXW93oagKke0R9ICOGTIpX1aO92Bvn+cOtv/8R/qJ7PpoCJ6tY3abiSGIIYPSg0opObQkUVI+xT7vf/U+nc+oUDIPojjkK0M0ltVGhRAi3ySoEmICydWV63SzYNk6uRsq8BjuZK1/Vs07JxE4dW/rJtYSw+w2Bw1Uhtp/pYeXsuf3ezA7TVABC7RSjSlfmULV6VVpX60f7jMqhMyDEOkYi2qjQghRKKQ3FmICykZw0z9IGMv5G6MJDvtn1RSHQumhiXlOVpdF7apa3NOHXlA31f6zsRP/o4CCgq3YfW4f6T4f6vEyN0UUukJZJ0sIIcaKHNGEGKdyNY9hqCE9Y51FSTe46L8vUmXVzGAiQzVcQDXY9sNvhPEf5UfzaVjdFqpHxQyZhN8IY5wolfnExFIo62QJIcRYkSOaEONMrucxDDekJ1Wgk6+J6oPti7LjyoDsZdV6n0CqbhXNowGgKIqcQIoJqZDWyRJCiLEgRzUhxplczmNIZ0gPkAygVLea14nqw+2LbGXVek4gY00xtFIN1aOmvVaWEONRIa2TNRSpTCiEyBY5gggxjuR6HsOQQ3p2Rmj6exPRXdFkAGXbNkaTgXOqc8wnqqe7L7JxIqW6VWzbpu2xNhSHgu7T0St1dL9OxfKKISsRygmdGK8KbZ2s3qQyoRAi26QXF2IcyfU8hqGG9EQbo5jPmbimu3DXuok1xWh7rA3PJzyUVpcCYztRfSzndLQ+3orRZOD5hId4c5x4Z5x4a5zyU1KfQMoJnZgICmWdrFSkMqEQItsK4+gmhMiKsZjH4J7hJvRcqM+Qnmh9FGxwTXcls0JaqYbiUIg3x5OFG2DsJqqP1ZyOnoyYc6qT0upSrG4Ls9vE7DRRFAUrYg0IlArlhE4yZWIsFFq1SqlMKITIBTlqCDGO5GoeQ+/MihE0MDoNjHcNXDUutICG/1N+Ot/s7BOoqB4V3acT74xjdpvJoGqs5hmN1ZyO/hkx1aMm5lSVaCmDx0xP6LIZAEmmTExkUplQCJELctQQYpzJxTyG3pkVz0wPjgoH0d1RSg4rofqMagAiuyJ9skKaR0Ov1Im3xjE7TbQSbcwnqo/FnI6RZsRGekKXiwCoUDJlQuSDVCYUQuSCHDmEGGeyPY9hqMxKdFcUGDwrpPt1yk8pT5YWH+uJ6mMxp2OkGbGRntBlOwCSoU9ioiuWyoRCiOIiRw4hxqlszWNIN7OSKitUsbyCiqUVWBErr3N3cj2nYyQZsZGc0OUiAJKhT0IUdmVCIURxkp5TCDGkdDMrQ2WFVJc6rk/UR5oRS/eELhcBkAx9EqKwKxMKIYrTuJqRfO2116IoSp9/c+bMyXezhChqPZmVeGOcWGMMK2IRa4wRb4rjW+gbOLwtoOOuc0/IE5R033vPCV3dqjpqL6ulblUdk5ZPGjBHqncA1NtoAqCRfp5i9KRvKlwT+XglhMiucXcUOfjgg3n88ceTf+v6uHuLQoy5sRgqMxHLew83LDFXcz9k6NPYk75JCCHGt3F3VNd1ncmTJ+e7GUKMK7kcKiPlvYeWiwBIhj6NPembxp+JeCGoGBlBg0hDBAUFV61LPiuRM+Pum7V161amTp2K2+3mmGOO4cYbb2T69OmDPj4ajRKNRpN/h0KhsWimEEUpFwUfpLz30HIZABXaoqzj2Uj6JumXCptcCCoOVtSi+eFm9t2zj8iuCADumW6qP19N5SmV8lmJrBtX36ijjjqKO+64g3Xr1nHrrbeyY8cOjjvuODo6OgZ9zo033kggEEj+q6urG8MWCzGx9a9up7pVnNVOHNWO5ELDIkHmfhSvkfZN0i8Vtp4LQYqm4K51o2gKbevaaH28Nd9NE720Pt7K3t/vJfKvCI4yB44yB5FtEfb8fo98ViInFNu27Xw3Ilfa29uZMWMGt9xyC1/5yldSPibVFcG6ujqCwSB+v3+smirEhBSpj9Dw8wbctW5U98fXeKyIRaQhQu1ltbjr3ENsQYwnoVCIQCAw7o+/w/VN0i8VLiNoUL+6HkVTksscAMQaY9iWTd2qumEvfMiwwdwzgga7frSL0IshNJ+G7kvsZ7PDxAgZBI4OMP270wty/8v3o/Ck2zeN60+rrKyMT3ziE2zbtm3Qx7hcLlwu1xi2SgjRQ8p7i4louL5J+qXCNZplDmTY4NgxQgbxtjiKovS5YKd6VOiEeFu84Nbkk+9H8RvXn1JnZyfbt29nypQp+W6KECIFKe8tJiLpm4rXaJY5kGGDY0f36zjKHdi2jRWxkrdb3RZY4Ch3FNxFO/l+FL9xFVRdeeWVPPXUU+zcuZPnnnuOM844A03TOP/88/PdNCHEICqWVlC+rBzbsok0RLAtW8p7i3FF+qbxI9MLQTJ/dGzpAZ3AogCaVyPeGE9kptoMYntjaKUa/kX+grpoJ9+P8aFwvlFZ0NDQwPnnn09LSwtVVVUsWrSIF154gaqqqnw3TQgxCCnvLcY76ZvGl0yWORjNsEGRmYqlFVhxq2/1v9mJ6n/Zvmg32nlQ8v0YH8bVJ3TXXXfluwlCiAxJeW8xXknfNL5kciFI5o+OPdWlUn16Nf75frq2dqF5NbxzvVntZ7I1D0q+H+ODfEpCCCGEmPCGyjakuq/3haDhMhU9wwZbHmjBaDdwVjuxohbxpjjly8rlglIOpAp44i3xrBZ+yNY6iz3fj7Z1bWAn/jaChnw/iox8SkKIMSclY4UQhWKobAMwZCYi3UyFFbWw4hZGp0Hn5k7g44Vo/Uf6idRH5HiYZZkGPOn2T/3nQQHoto7RbhDaGKJsUdmIPs9MhpWKwiK/XiHEmJGSsUKIQjPUyTcw5Il5uifurY+3ElwfxHuQl9LDS4k3xzFaDTpe76DzjU45HmZZqoDH6XaCnQhaUgU8Pf1TaGOIeFscR7kD/yL/oJ9H73lQdtwm/G6YyM4IZpeJFbFwH+hm8vmT0/4sZX5x8ZNPSwgxZrI1VEIIITLVOxMBDHryHdwYREEZ9MS89NDStE7cU53gO8odtD/TTtvDbZR/ulyOh1nWE/A4Kh3EW+OoHhXNow1Z+KHl4Rb2/H4PZtgEBbCh8+1O7LhN1ekDi8r0ngcVa4zR9XYXml9LrItlQ8dzHTirnCP+LGV+cfGST00IMSYyuXIohBDZkipT7prhwgyauGemqLr2QQQFBe8U78D7GiJE90TTqtiWqrKb1W0Rb46jOBW00sSJuBwPs8MIGsSaY0R2ROjY1IHqUFGcCu4ZbhyVjpSFH4ygQdNfm4g3xXFOdqJ6VKxui9jeGE1/baL8xIHzmnrPk+va2oVWoiXWxeqy8B7sxVnjlM9ygpH8shBiTPScWPR0Zma3Sbw1cVJhhs0Bi2kKIUQ2pVpcteO5DqKN0ZSL+TrKHTjKHYMu9Oua4kprIeBUCwab3SZGh4FeqqN6Pj4V0wO6HA8zZEUtmtc2U7+6nl0/3EXnG51EP4gmsk5WIljteLUj5Xpi0YYokZ0RHJMcaD4NRVfQfBqOSQ4iOyNEG6JA4rON1EeS60ZVLK3A/yk/VsxKLDJsg/dgLyVzS+SznIAkdBZCjImeE4t4a5x4c5zIrgh2zMaKW4krgzKHoKBIMRExngyVKTe2GER3R1NWXQMGrcjmnu5Oq2JbqspuZqcJcdArdTSP1qedUkI7Mz1BsxbQsLtsXLUu4s2JhX/1skTwqvk1/Ef6BzzXxk65zZ7bzZhJ89rmlPOBq86oouu9Lmwj8Zo9n2esNSaf5QQjn7QQYkz0nFh8eNuHxPfFcVQ6UHQFq93C7DAJvRySeQQFQIqJiGKTzgWAoRZXdU52UnpYKZFdkUGrrg1WkS3dim0pH3dKOUZTYj6OlNAend5Bs6Ir2JaNo8qB7tOxYhb+o/xoJRqx5hhW1BrwfHetG/cMN5F/RUAjOfzPaDFw7+8msjVC8JlgIiif5CTWFKPlgRYgMf8tsChA27o2zJCJoijyWU5Q8kkLIcaM/0g/jX9pxAybWIaF6lTxfdKHo8IhY88LhBQTEcViJBcAhlpcVQ/oVJ2RKESQKjgbqiJbuhXbUj1OdavJ9o+khHamWeTxnH02Qgbx1jiOCgfooDgVrIiF5tEwIyaqO1H+frDMkR7QqTqnir2/34vZaWKFLWw7EZhVLK8gvCWMXqkTa4wR2RnBilnYMRvjLwb+I/1SDl0AElQJIcaQFbVwTXPhO9yHbdloHi1xRTBiDVqRSYydwYZIWd0WbevbKD20FPd09zBbEWJsjOQCQLqLqw52/BmuIlu6Fdv6P24kJbQzzSKP9+yzFbUIPR8i/GYY27DRy3Rs28ZsN7E6rcS83U4TM2gOmTmadMokVIdKcGMwWVI9sChAyYElhN8IJ+ZTvR9B82s4yh2YHSbdW7pp/mczU1dOlXLoQoIqIcTY6blabMWs5Ek7FPc8gvF09bf/ECkrbtG1pYvI9gixlhgKCmVLysbNyZgoXplUEy3UbEK6AVmmWeRcZ5/zfQxsfbyV4DNBXLUuojujWF0WVtRC0RPBlLPWieJQhv2sB8s6GkEDVVPp3tqd6MN8H82B00Ar0+h+rzuZ8ZRy6BObfPJCiDGT7tXiYjAer/72HyLVtaWL8OYwiqrgqHSglqgyFFAUhKHmSA2W9S7mxVV7B5GaT8PsMhMn98OUYM/lUhaFcAzs/f5K5pQQLvtoAd5oYm7TlEunULaoDGeVM+332T8w0gM6ngM9tDzSgupRUeIKVndiLnDJASXYpi2jLAQgQZUQYowV6tXikRqPc496B71Wt0VkewRFVcACz2wP7uluYo0xmf8m8m6oOVLDZb2LMZtghAyMoIHVaRHdE8WO2ShOBdcUF2qpOuhJfSbBZ7oK4RjY+/0pDoXSQ0spmV1CvD2O0WJQsaQCd93ohyxXfraS1kdbie2NgZGYs+U92Iuj0gEqRTnKQmSffAuEEFk31HCQ0V4tzsdQk/6vOZ4XMu4JbtvWtxFrieGodOCZ7cE7J7EAajZOxoQYrdFmvYut2IPu14ntjRH5VySRrSrTsCIWnW924t7fPehJ/WiCz6EUyjEw1ftTPSpKSEGv1LMW7DirndRcUEPLAy2JOVVVDuyYXZSjLETuyLdACJE1I6rGNcKrxfkYajLYa5YcWJKzq7/51hP0lh5aioKCWqL2KU5RzPPfxPiSSdY718Uechp0KYANCgqKoqCggP3R7YPok32OWCgOBTtuD1u0YTi5zICNxFgOKe/9fYu3xIt2lIXIHekVhRBZ0384SKwpxr6/7sMMm9ScU5PVbY9kqEmmJzqDvaYVtnJy9beQuKe7KVtSRtu6NllHRxSkTLLeuSr2kOuLPkbIwFXjQivViH0YI94WR3WqeI/wonv1IYOYsuPKCL0cIvhUMNm2wAkByo4rG/z1hjlm5ioDlomxGlJezHPyxNiQb4MQIit6DwfRy/VE1bhdEYw2gw9v/RAFhUkrJmV0gpHpUJORnOiMZIhfeEuYkrklhJ4JFX3BjaGMl/lvYnxLN+ud6XEknee1b2zP6fwi3a+jBTT0Cp3Sg0oxu000TyKosS17yCCm/Zl2zBaTwLGBjzNVLSbtz7QPaFu6x8xCKjo01sFOMc7JE2NDvhVCiKzoPRykp2qc5tdw1jiJNkVpebgF1asOeoIx1JXRTIeapHNVOtMhfr75PjSvlrWAI2gYhAwDv64T0Avj0CxXZsV4kulxZLjnRRoiOZ9flGkQkyogBAYtODOSTF6hXXSRYEfkm3z7hBBZ0TMcJNYUI7IrsUCi7tMxO0wcZQ5c01wpO/F0roxmMtQk3avSg51E9LRlsNd0VjkpmV0y6oAjalk83trKpo4OwqaJV9NY6POxtKICl1oYpdnlZEWMB5kOWRvueQrKmMwvyiSIGUkgOdJM3lAXXXoukvXM+ZILMmIikG+4ECIreq6k7vvrPow2A2eNE7PDxAyZlBxSgrPamfIEI50ro5lcpU3nZAIY9CSia0sX3rlegs8Eh3zN0QYcj7e2sq6tjRqHg1q3m5BhsK4t8f6XTyrO0uxCFKJMsz3DPc9V6xo2WMtGAYtMMscjCSQzzeT1PgYmL5K90EHnO50YrQZ6hY73IC/eQ7345vtGtGaUEMVEvtVCiKypWFqBGTb58NYPiTZFcZQ5KDmkBO8cL/HW+MBOfARXRkd6lTadk4mekwh7ipNwPI5b1fBoavIkonR+KapXzdnwlqBhsKmjgxqHg2pnoo1upxMb2NTRwaKysoIZCijEeJDpkLWhnqe61EGDrrIliflW2SxgMZILOSMJJLNRfKLnIlm8PY7RZKA4FeKNcYItQdoebcNZ66T0sNKiXyhdiFSktxZCZI3qUqk5pwYFhZaHW3BNc+GsdhJvjafsxEdyZXSkV2nTOZmIWhbblSgfNnTQWa7gUlVmuN3M7nRkdYjfYEKGQdg0qXX3ff8BXachEiFkGBJUCZFFmc4THO55gwVdVtyifV17XhfITTeQHG359Z6LZFpAo3tnN3qFjubT6NraRbwhjnuGG6vLwo7bRb9Qeo98rVsmCpN8A4QQWTdpxaS0MjyZXBkdyVXa4U4mNpghXp9lst+zFh5Vp7MEtjV1oHQ6mH/G1KwN8RuMX9fxahohw8Dt/Pj9Bw0Dr6bhl4BKiJzI9Dc92PNSBV0A9avr875A7kgCyUzKr/fouUimeTWsmIWj3JEIyjpN0EELaFhRC61UQ3WpRb1Qej7WTRSFr/i+yUKIgpduJ57rsrxDtaNn6J1+gg/LHcf5ZoTyfTYdLpV3j9E4crF/VK+djoCus9DnY11bG/ZHfwcNg6Z4nGXl5ZKlEqLI9A66IvWRglggN1XbBpNu+fWUhSg+ukhmx21Up4rVbYEGdtRGdavYRuJ2zaNBCUW9UPpo1k0U41fxfZOFGMfG21CCdDrxsSjLm6odyaF3XjddS11EPulB7bDo8kKDM06nZlGetRYMbmlF4n1u6uigIRLBq2ksKy9P3i6EKE6FtEBuOtIpv666VVofbyX0QojwO+FkIYrSg0rxHe2j9PBS2te3o5fpRHdGQSURZJWo2N02nkM8qB6VWGMso31QCH2kETQIbQyhuBR0n47qVvOSgRSFRz51IQrARB5KkK+1kPoPvbP8GpZfoy0Ww2uP3dA7l6qyfNIkFpWVFdw6VUKIzBXSArnpSGeOa+fGzkQhirY4xj4DxaFgNBl0l3RjtBsElgQoX1ZOxwsdmF0mRquBY5oD4uCsdeLZz0OsMTboPhgsaCqUPtKKWjT9vYm2p9tQ3Spd73XhnunGO8ebtwykKBzyqQtRAGQowdivhZTLoXeZLOQbkGBKiHEnVSbef5yfkgNLMIKFdfI9XGatJxPTU4hCK/94LUKj3cA9w034jTB1q+qSF8mwwYpZdL7aSXhLmOjeaMrRCMMFTYXSR7Y+3krHcx2oLhXNraGoCl1vdwHgrHYWZAZSjB355IXIs5EuuCiyJ9tD74phIV8hxNjpnYmP7Yslg4uOTR0FNyJhuMwaCsmAx47ZaGVa4okaGO0GtmljxSyMkIG7zt2n3yqZXTLk0L2hgqayRWUF0Uf29NWu6S4Up0J4cxjNp6GWqITfDmMfYFO5olL66wlMPnkhxlj/jiXTBRfF6GV76F0xLeSbSTZNCJEZPaDTvrGd4DPBvGdbhjLUHFcrYiULUShOBTNsEu+ME9sbw4pbhJ4N4ax1DhogDjYaYbgLi+6Z7oLoI3v31Xr5R8VIdkWwIhZWzML/KX9W5wKL4iM9qRBjZLDhDf4j/UU1mXk8ysbQu2JZyFeyaUKMvWyPSMhVwYah5rj2XuRYD+h0vt6J0W6gaAqOagdW1MLsMAm9HBpRkDjchUUFpSD6yD7DI6sTixh7DvAQrY+iOBSqzqgqiIyjyJ+MPv3u7m66urqSf+/atYvVq1fz6KOPZq1hQow3PcMbFE3BXetG0RTa1rURejmEb6GPeGOcWGMMK2IlJ/L6FvokS1UkeqoJ9i9wEdB1wqZJyDBGtL2gYVAfiRAc4fOG05NN0xSFWrcbTVFY19bG462tWX2dsSb9kihkPYFD/wBAD+iYYTMx/ygNVtSieW0z9avrafh5A/Wr62le24wVtbLaXj2gDxjCB4lMVvmycpxTnNimjeJQ0Ct1nNVOfJ/04Zvvo2NTB0Yw/eNW72Clt56gyVXrKog+smd4ZO92mCETO2oTWBSQvlpklqlasWIFZ555Jl/72tdob2/nqKOOwuFw0NzczC233MKll16a7XYKUdSGu0o57dJpQG7LiovcytZCvrnMJBVLNi0T0i+JQpat8ur5LtjQk8nyzPRgdpg4pySG+2keDdWjYkWsEQ/JS6dK4lgsvZGOQmmHKEwZ9Z6vvvoqP/nJTwC49957qamp4bXXXuNvf/sbV199tXReQvQz3PAGK2rlpay4yJ5sVRPM5bys5Npc7r7fw4Cu0xCJEDKMog2qpF8ShSwb5dULqaiRq9aFc4ozMfSvwtGnjZkMyRsuWMn10hvpDqfM1xIgojhk9E3o6urC5/MB8Oijj3LmmWeiqipHH300u3btymoDhRgP0r1KOdZlxUV2DVVNMJ3CELnOJGUrm1aIpF8ShW60WY5CKmqU7TW40g1Wst1HWlGLfQ/sI/RCCNu0cVQ40qrIKH21SCWjb8Ts2bO5//77OeOMM3jkkUe4/PLLAWhqasLv92e1gUIUo/5XvYptEUiRmVTVBN2qmvZwvv6ZpG7Lots0cakqzbHYqDNJuVybK9+kXxKFbrRZjnQuzuWqgEUquRgKN5bBihW12HnjTtoebkNxKuilOkalQbwxDhRORUZRPDL65l599dV84Qtf4PLLL2fJkiUcc8wxQOLq4Lx587LaQCGKyVALGI63sdhj2XkPp9DKg/euJri2uTnt4Xw9maTWeJyWeJydkQgxyyJm20x1OrNSnS/ba3MVCumXRLHINHAY6uJc2ZIy2je2D7p4bi4U+1C45geaaXu4Da1UQ5+kY0Usoh9EAVkjUmRGsW3bzuSJe/fuZc+ePRx++OGoH3X0L730En6/nzlz5mS1kWMpFAoRCAQIBoNydVOMiBE02Pf3fYSeC+Ga7kpcNQwlrnqVLytPXvUqpGAkE0MFjmNdTrbQy4MHDYPV9fVoipIczgfQGIth2Tar6uoGBIFrm5u57cMPaYrHmeRwgG3TYhhUORx8berUrK13VWiBKIz++Cv9khjvBjv+WnGL4PrEGliD9T3iY0bQYOd1Owm+HMQ9zY2iK4nbQwbEwf0JN9OvnI67zj3MlsREkO4xOOOedPLkyUyePDn5Yk888QQHHnhgUXdcQmSip5MLbgzS/nQ7qktFcSk4yj+aTNxvEnGxj8XOd/Wp3gp9sd10C0P0DnCO9PtZ09hI2DQxbBunorDQ56PS4chahb5CDKiyQfolMd6lyg4B1K+uL4gCFsXCCBnYho1eqmN1W2g+DQDVoxJrjaFoiqwRKUYso2/MOeecw/HHH883vvENuru7WbhwITt37sS2be666y7OOuusbLdTiIKVXH/KraC5NVS3StfbifVySg8tzcsk4lwwggbRhijBjcGC6LyLoTz4cIUhXKrK2ubmPpm2GW43k51ODi8txQY8qopH04hY1qgr9BV6Zm80pF8SE0nvi3OR+kjBFLDIt3RHguh+Hb1Sx9HmINYQAxIBldFsYMdt/Ef7J8w+E9mTUS/69NNPc9xxxwHw97//Hdu2aW9v52c/+xk//OEPs9pAIQpZ7xK3rloXaokKOmh+jcjOCFa3Nearvmdb/8Um259uJ7o7ihX/eLHJkS5gmQ3ZXmw3F3oKQzTG4zTGYkQsi8ZYjKZ4nIU+Hy+HQgMW4n0uFGJvLEbctqlwOPBoiSuo2ajQN14X/gXpl8TENdziucXU9xhBg0h9JBEc9fr/4Yx0UeSe+Wm6T8dZ68SKJdbXMjtNyk8pp2pFVbbfmpgAMvqlBYNBKj6a1Lxu3TrOOussSkpKWL58Od/61rey2kAhClnvEreqW8U9w014cxi15KNFEOsj2FG7qCv89R7u59nfQ9f7XXS+2YniVCg9rBTIT+ddLOXBBysMcaTfz60ffJAy0/auYbA7Gh1Qoe+4QCAZLI40W1UMmb3RkH5JTFTFVl02VTap91wxI2gQ2xsDBVw1LrTA8PN2MxmW3rt4lKPcgaIr+I/2M2nFpDGfHyzGh4x+aXV1dTz//PNUVFSwbt067rrrLgDa2tpwu2VSn5g4+pe4LZlbAkD4nTBW1EJ1qPhP9Bd1hb/+i016D/bS8VIH4XfCuOpc2DE7L513//LgTkVhXzxOyDRZUVlZMAFCqjLrAV2nPhIZdL5VjcvFYSUl7IpGaYhEcGkalZrGW52dbAqFMhq2N54X/gXpl0Tu5arIUDa22ztA6N7WjaIrBI4LFFTfM1SRo95BkdVpEflXBGwSlfkq9CEDpEwXRS726oWi8GT07Vm1ahUXXHABpaWlTJ8+ncWLFwOJ4ReHHnpoNtsnREFLdYXQWePEjtn4PuWj+ozqoj5Ip1ps0jvHixWzCL8dpntHN64prryVhl9aUUHcsrhn3z52RSIAzHS7ids2UcsqqHlCgX5FIYbKtAU0jTOqq4FEMPR8MMgzoRA1DgdVTmdGBTmKJbOXKemXRK4MV/E006Aom5VUVZdKxdIKzLBJ6IUQlmkR3hJG9ap5qcyaSuvjrbQ80IIW0HBMcmDHbdrWtWGGTbq2dOGocaD5NKJ7ojhqHCgoxD6MUXpQ6ZABUrqLIg/2ORV78ShRODL6Fn3961/nk5/8JPX19Xz6059Olq7df//9Zey6mHBSrT9VuaKyYDqy0Ui12KTiUHDXunFWOKm+sBp3rTtvHZJLVXGoKqW6zjGBANVOJzHLYn17Ow5FKYgKgINJtRBvUyzGB9Eop/TKtAUNgxdCIQKaNqphe6ler/Gj1/tsRUVRZ6lA+iWRO4MNLbPjNopDyTgoynYl1dbHWwk9E+pTVj1flVn7izXFaFzTSGxvDNWhojgV3DPcOCodhF4IgQGe2R7MLhM7ZqOVaSiKQrwtjtltDll0Y7hFkVWXSvPa5lEFr+O1YqrIroy/GQsXLuSwww5jx44dzJo1C13XWb58eTbbJkRRGM9DCIYbq196cGle29czT2i6y9VnHahimSfUM9/qhY4Onmpro9UwqNB13ursxAmgKDwdDLIxGKTS6aTdMJhbUoJDVTMatpd8vVCo7+t1deFtbi76KoDSL4lsG2poWdNfm9C9Oq7prhEHRZkOWRur7WVbyz9b6Hq3C9cUF2ppYs5xeHOYkgNKUDwKqq5ihAw0n4biVLAiFsQB8+P3N9i83eH6qdDLoYyD1/FcMVVkX0bfiK6uLr7yla9QUlLCwQcfzO7duwG47LLL+NGPfpTVBgpRLPSAjrsuf1mbXKlYWkH5snJsyybSEMG27LwN9+uvGCoADqVnvtWhJSX4dJ1jAwFOKC/Hpar8fu9efr9nDyWqSqXDQcyy2BwOs6UrUa4/k2F7ydcrLcXf+/XGQRVA6ZdELvQMLet/Mq+6VCI7I2gBDWe1E9Wt4qx24qh2JIstZLLdTCupZnt72WQEDbrf60Yv01F0BdWhovt0NJ9G17YutBIN/9F+4o1xzJCJs8ZJ17tddLzZQWxfjNZHWgm9FKL08NJB+9fB+in/kf4+weZIP6fxXDFVZF9GQdVVV13FG2+8wYYNG/pMAF66dCl333131hqXqV/+8pfMnDkTt9vNUUcdxUsvvZTvJglRtHoycXWr6qi9rJa6VXVMWp6ojhTZHSH4YpDI7khe2tZ7nlBvxTRPKGgYbOnqYrbHw3S3G7eq4tM0wqZJ2DSpcjqZ7fFgAaqisD0SYVckkizLnkkVwC3hMLN6vV6100n1R4sLBws8EB1MofdLIH1TMRqsXHmsKbG2kWOSo+/j0wxisl0GvZDLqhshA8u08BzgwQyZmB0mtmGDCWa7iedAD5NWTEoGRbHmj/ZthQNHhQOUxHZs7EFfY7B+yopaGQeb/SumjpdjpcidjH5l999/P3fffTdHH300iqIkbz/44IPZvn171hqXibvvvpsrrriC2267jaOOOorVq1dz8skn895771H90cRvIcTI9Z7Ma4QMdt+ym+BTweQY9cAJAaZfMT1rnXc6Y9hTzRPqKT++rLy8oIf+9UhVla/bshLHVtum2zSZ4/UCsK27m5ZYjG7TZFl5eXI432hfD4q/CmAh90sgfVOxGmxomRkycc9wY8f7nuinG8QMtt1ofRT/p/xDPjdVwYVCLqveE/BpJRqqM5Hhi7fFsWM2nrkeJn12UjIoKj20FCNoUHpIKY4qB1a3hepRMUMm4TfCGCcOnFPVf3/0KUIxzHyroT6n8XqsFLmT0bdh3759KTuBcDjcpzPLh1tuuYVLLrmEiy++GIDbbruNtWvX8oc//IHvfve7eW2bEPmUzXLAu2/ZTct9LTiqHLjr3BjtBi33tQCw/7X7j2rbIx3DPtg6UJkEHPmQqiqfR1Wx7cTJmkfTcCgKh5aWEtB1uiyLVbW1TM+wTPh4rQJYyP0SSN9UzAYrRmTFLYLrgxkHMX22uzNCtDEKNnS+2UlkV2RAMYU+azm1GAPWVUrVzlwM1R5pX9I74HNWO3HXuYk1xTBDJpUrKpNzwABQQNGV5FA9zZNY/FxRlAGFKtKpnjiaYHO8HitF7mT0jVi4cCFr167lsssuA0h2WL/73e845phjste6EYrFYrzyyitcddVVydtUVWXp0qU8//zzKZ8TjUaJRqPJv0OhUM7bKcRYymbZXiAx5O+pII4qB84pH02I9iT+G3wqMRTQPT3zdYF6xrDXOBzUut3Dlg8fbB2oYpEq2xb6KJiExNVS5aMMXPCjDFWmAdVgr1ds2b1UCrVfgpH3TdIvFZbBihH1rEWYaRDTe7tNf2/CfM7ENd01aOW+1sdbab6vOVERL2RiRk2CzwbpfKeTmVfNTKto0mgursWaYjT/s5nu97qxTXtEfUnvgC/WHEPzaZSdWDZgX40ks5Ru9cRMg83xeqwUuZPRN+KGG27glFNO4Z133sEwDH7605/yzjvv8Nxzz/HUU09lu41pa25uxjRNampq+txeU1PDu+++m/I5N954I9ddd91YNE+IvMh22d7onmhiTZC6fmuClOlE6iNE90QzDqr6j2GH9MuH918HqpikyrZ9ZfJkUBTe6OzMegau2LN7qRRqvwQj75ukXypM/YeWZbPya3RXFNd0V5/KfVa3Rdv6NkoPLUV1qzSuaSS8OYzZaqJ6VRzVDpQShbaH2/Ae5KXmnJqU7YTRXVzreW7jXxrp3tKNVqZRMrsErURLuy9Jd1+lm1kaSbXD0XxO4/FYKXIno1//okWLeP311/nRj37EoYceyqOPPsr8+fN5/vnni26Rxauuuoorrrgi+XcoFKKuri6PLRIie3JRZtc1xZW4kthuJDNUAEZ74kqia4or4/ZO1DHsQ2XbTiwvz3oGrtize6lIvyTyZbSLx/ZfvNaKW3Rt6SKyPUKsJYaCgmVbhN8KY0UstICGoinEGmM4qhOFHFofayVwdGDQC1qjubjWs2hvbE8sMTpBh66tXShOBWeNc0R9STr7Kp3MUroL/o70tfsbj8dKkTsZfzNmzZrFb3/722y2ZdQmTZqEpmk0Njb2ub2xsZHJkyenfI7L5cLlyvwkUIhClknHMxz3dDeBEwLJOVR6mY7RbhDfF6fyzMqUnXq6CydO9DHsqbJtuczAFXN2L5VC7Jdg5H2T9EvjRzrD7foPeeva0kV4cxhFVXBUOkCF0JMhbMPGxkb1qCiqgm3ZRHdEUZ0qna900rC6gbIlZQOyT6O5uNbzXM2voTiUxDpSugI2RHZFcNW5MFqMjPqSwaSTWRpNAYpMjLdjpciNjL8hlmWxbds2mpqasCyrz33HH3/8qBuWCafTyYIFC1i/fj2nn346kGjn+vXr+cY3vpGXNgmRT7pfR9EUIvURXLWu5KTf0XY806+YDnw0h6r+o4nbZ1Ymb+8x0qITMoZdjEYh9ksgfdNENJLhdr2HvFndFpHtERRVAQs8sz04JjlQPSq2aWN2JUqSa6WJgMIIGjinOXHWOFFL1JTZp9FcXOt5rrPaiepUsbotNJ+WqMjXbhLfF0fz5aZk+1CZpUKudigmroy+dS+88AJf+MIX2LVrV7JCVQ9FUTBNMyuNy8QVV1zBRRddxMKFC/nkJz/J6tWrCYfDyYpLQkwUVtSifWM7kd2RPuPgnVOcGK3GqDoe3a+z/7X7E9mdmEPlmuJKmaEaadEJyP4Y9nSzZKK4FXK/BNI3TTQjHW7XM7StbX0bsZYYjkoHntkevHO8WIaF7tOxLRvPJA+R7RGsmIXVYaGWqDgrnXhme3BPdxNrjA3IPo0mq9PzXCtm4Z7ppuvtxOLjlmFhxS3MkEnZiSMfRt5fJgU0xqraoRDpyuhX8LWvfS1ZaWnKlCkFUa62x7nnnsu+ffu4+uqr2bt3L0cccQTr1q0bMEFYiPGup1MvOaAErVSje2s3oU0hSuaUUHNBTVY6Hvd096Bj+DMtOpGtMew9WbKNoRBt8TjlDgeL/P5Bs2SiuBVyvwTSN00kmQy3671Ok4KCWqImj62aQ0Ov1Im3xvEv8OOqcxF+K4zZYeKqdVE6vxTvnMRadqmyT6PJ6vR+rqPCgfsTbrrf78YIGpTMKaFyReWo+pLRFNDovc+GurgnxFhR7P6X9NLg9Xp54403mD17di7alFehUIhAIEAwGMTvH3oBPiEKlRE0qF9dj6IpyU7d6raI1EdQHSrTvzs958Mj6iMRft7QQK3bjbtXEBOxLBoiES6rraVuFKXBh3P/vn38fs8ewqaJAtiQqKo3ZQqnV1Xl7HVF5kZz/JV+SRSKSH2Ehp834K51o7o/PvZZEYtIQ4Tay2oHVE/trXltcyKIqXYkA6DYnhh6tZ7IuoZNiEP3jm5K5pTg2d+TfG6sMYZt2dStqutzjM9G9b+e56qaiudAD5Wf7bfGVAaS77XGkSwlH29MBHvDFdDI9nIhQgwm3WNwRmdVRx11FNu2bRuXnZcQ40GqMfSqJ3HlM9MCFSOVz6ITQcPgr01NNMXjTHY68agq3ZbF3liMvzY1caLMzxp3pF8ShWK0RRRSDWurWF5BxdIKrIiVHCbXvrGdtnVtxBpjw2afhiv+MNTwu2yWju9ttNVps71ciBCjldGv4rLLLuOb3/wme/fu5dBDD8XhcPS5/7DDDstK44QQmRnrykip5LPoREM0ys5IhEkOB76PFtH1aRqGw8HOSISGaFSCqnFG+iVRKEYz3K4nuClbVJYyiFFdavL/M5lT1L/4w0gLamTzYlw6BTR6HpcqCMz2ciFCjFZG37izzjoLgC9/+cvJ2xRFwbbtgpgQLMREVyiVkfK2cOJgo5p7bh/5qGdR4KRfEoVkpAFPJkPZspFByme2J9XFP7PbJFofBQVCz4cIbwmn3B+5WC5EiNHK6Bu3Y8eObLdDCJFlhVAZKV8LJ9a63cxwu/lXJIIGyeF/LYbB/m73gMWFRfGTfkkUkpEGPKMJbjLNIOU729P74p8dt4ntidG1rQuz3UT1q3S924VvgS/l/iiE0RhC9JfRt27GjBnZbocQIouGG0Iy1sZ64cSArnNOVRW/37uXTtMkbFnYtk2Vw8E5VVUy9G8ckn5JFKJ0Ap58BTf9sz1Wt4XZbaK6VGLNsTHJ9vRc5Gtc00jXu13oZTolh5cQ3REl3hQn3hLHNdWVcn8UwmgMIXrL6Fs3ffp0Fi9ezAknnMDixYuZNWtWttslhMiAVEP62CmTJuFQVTYGgx+XVA8Ecj/0UOSF9EuiWOVrKFtPtifemgheIjsT61/ZMRvnVOeY9BmqS6VsURmhjSFcU12469yY3SbxD+NoXo3Izggls0tQPeqA/VEIozGE6C2jX+kNN9zA008/zU033cQll1zCtGnTOOGEE5Kd2QEHHJDtdgoh0iDVkD6Wr6GHIj+kXxLFKl9D2XqyPR/e9iHxpjiOSQ4UXcEMmpghk9DLoTHpN4yQgWVauKcnStDb2ChOBSywYh9lzzzqgP2Rq6qEQmQqo3WqetuzZw9PPfUUDz30EHfffTeWZRX1hGBZD0QUq1RrU0HqdUsyWb1eiFzL1vFX+iVRbFKtTdUzlC2XgU2sKcbWVVuJ7Y2hOlQUp4J7hhtHpQNUBqx3lQup+q7ONzvp2NSB6lGpPKUSK2qNyf4QIpWcrlMF0NXVxcaNG9mwYQNPPvkkr732GocccgiLFy/OdJNCiFFIZwiJ6lZleKAYt6RfEsUqX0PZrKiFq9ZF6eGlYCfWM9Q8GlbEomt7F+F3w3jneMesYEXP/ChHpQNHlQPNrxFrjsnQPlEUMvqVfOpTn+K1115j7ty5LF68mO9+97scf/zxlJeXZ7t9Qog0pTOEpGd4oBbQ0LwadtyesMMDxfgi/ZIoZvkaytbTb9hxO5klsuIWoZdCRD+I0mQ3oVfqOb/4liqonPq1qfiP9GNFLRlVIYpCRt/Qd999F6/Xy5w5c5gzZw5z586VjkuIPBuuGhJA6IUQ8bY43Tu7sWOJcet6QCf0QkgWSxRFTfolMR5ke4HddF6vf78ReilE+M0w3sO9eGZ7xmRursyPEuNBRpccWlpaeOKJJzj66KN55JFHOPbYY5k2bRpf+MIX+O1vf5vtNgoh0lSxtILyZeXYlk2kIYJt2ckhE0bIIPxOmOjuKKiglWmgQnR3lPA74eTq9UIUI+mXhMhM736ja3sX0Q+ieA/3Ejg6gOpWcVY7cVQ76NjUgRHMbT+hB3TcdW4JqERRGnWhCtu2eeWVV/jFL37BmjVrZEKwEAUgVSGKyO4IWy7agqIqOKf0KmSxJ1HIYu4f5+KeLoviivzJ1vFX+iUhRs4IGoTfDdO0pgnPbA+q++Pr7lbEItIQofayWtx10k+IiSWnhSpeffVVNmzYwIYNG9i4cSMdHR0ceuihXHbZZZxwwgkZN1oIkR0ph5AooFfoGE0GZkeiRK3VnViTRK/WQclPW4XIBumXxESSiwquekBPFKWo1Me8vLsQ40FGv45PfvKTzJs3jxNOOIFLLrmE448/nkAgkO22CSGySPfrlB5USndJN0a7QbwtjupUcc104Znpkc5SFDXpl8REkKsF3nsHaUPNzZVheUIMLqNfR2trqwxBEKLI6AEd39E+jHYD9ww3ikPBjtuYQRPf0T7pLEVRk35JTATZXuA9VZBWengpgSUBwm+Ex7S8uxDFLqOzKL/fT3t7O/feey/bt2/nW9/6FhUVFbz66qvU1NQwbdq0bLdTCJEFvcvW9nSg0lkWpqBhEDIM/LpOQJeAdzjSL4nxzggadGzqwFHjSJY/d7qdYCeO6ZlUcE0VpLWvb6d8WTl1q+qkEp8QI5DRr+TNN99kyZIllJWVsXPnTi655BIqKiq477772L17N3/605+y3U4hRBZI2drCF7UsHm9tZVNHB2HTxKtpLPT5WFpRgUuVBZoHI/2SGO/SWeB9JMfzdII0KUohRPoy6qGvuOIKLr74YrZu3Yrb/fEP7rOf/SxPP/101honhMgNKVubHUHDYHM4zObOToJGdkoNP97ayrq2NjRFodbtRlMU1rW18Xhra1a2P15JvyTGu94LvPeWaRGJniCt//P0gI4ZNmWZDSFGKKMzqpdffplf//rXA26fNm0ae/fuHXWjhBCikEUti4dbWvhrUxM7IxEAZrjdnFNVxSmTJmWcUQoaBps6OqhxOKh2Jq4c27pOu2GwMRRiUVlZn6GAMkTwY9IvifFuuAXeR3qRrHeQJpX+hBi9jH4xLpeLUCg04Pb333+fqqqqUTdKCCEK2eOtrfx+zx6a4nEmORwA/CsS4fd79+JQVZZPGvmEcYCQYRA2TWrdbuK2zbvhMDsjEbpMk4hlcaDbzfmTJyfbIEMEPyb9kpgIes+LHW0RiWwHaUJMdBn9Yj73uc9x/fXXc8899wCgKAq7d+/mO9/5DmeddVZWGyiEEIUk+FHWKGyaTHY68WkaABrQaZpsDAYHZJTS5dd1vJpGyDBojMV4u6sLv6bhVlVs4LmODqo+ymCta2ujxuGg1u0mZBisa0tUAMs0oCt20i+JiSDb82KzGaT1lot1tIQodBl903/84x9z9tlnU11dTXd3NyeccAJ79+7lmGOO4X/+53+y3UYhhCgYIcOgLR5HATy9skIeVSVsWbTF44QMI6OgKqDrLPT5eKClha1dXZRoGrZt02VZHOz1UuN0sjEYBEXpM0TQ7XRiA5s6OjIO6Iqd9EtiIkm5wHsGsh2k5WodLSGKQUa/nEAgwGOPPcazzz7LG2+8QWdnJ/Pnz2fp0qXYtp3tNgohRMHw6zrlDgc20G1ZyUxVt2Vh2zblDgf+UQQ1R/r9vNvVxRsdHaiKQomqcrDXy9ySEkzgg0gEFIUpXm+f5wV0nYZIJOOArthJvyRE5rIVpGV7HS0hiklGv6Cbb76Zb33rWxx77LEce+yxydtN0+TCCy/k//7v/7LWQCGEKCQBXWeR38/bnZ3sjcUwHA6wbVoMgyqHg0WBQEZBTe9S6i2GgVNVCWgaxwYC+D7aXmssRrnDAYpCyDBwOz+eXB40DLyaNqqArphJvyREfuViHS0hiklGudibb76Z3//+931uM02T8847j9dffz0b7RJCiIK1tKKCr0yZwmy3m/Z4nHbDYH+3m69MnszSiszmIvQupT7b42Gm2822SITXOjuJWBaNsRhN8TiLAgEW+f00xuM0xmJ97lvo803ILBVIvyREvkmJdjHRZdT7rl27ls985jMEAgHOPvtsDMPgnHPO4d133+XJJ5/MdhuFEAVoIk9Edqkqp1dVcWJ5OQ3RKNg2tW53xgFNqlLqh5eWEjYMdkUiVOo6FQ4Hy8rL+wRtmzo6aIhE8GragPsmGumXhMgvKdEuJrqMvuFHHnkkf/vb3zj99NNxOp38/ve/Z9u2bTz55JPU1NRku41CiAIiE5E/FsjS+lBDlVKP2TbT3W6+OHlyMuCCRJW/RWVlGa9TNd7WuJJ+SYj8khLtYqLL+Bt+0kkn8ac//YmzzjqLuXPn8tRTTzFpgpbyFWIikYnI2TdcKfX3urt5ORQaUC49k6Cu99yt8bbGlfRLQuRXrkq0C1EM0u6NzzzzzJS3V1VVUVZWxle/+tXkbffdd9/oWyaEKDgyETk30imlnq1y6T1zt8bDGlfSLwlRWLJdol2IYpL2Nz0QCKS8/eSTT85aY4QQha1nIrK71t3ndj2gE2mIJDpR6UAzsrSign3xOJs7O/uUUt/P46HTMGj5aLjeaIKqVHO3inmNK+mXhChM2SrRLkQxSfsbf/vttyf/v7u7G8uy8H60TsrOnTu5//77mTt3rnRmQoxjMhE5e/rPaXKpKmdUVfFeVxeGbVPjdLIrEmFDWxtt8TgOVWV9ayuLysqocjozCn56z93qrVjXuJJ+SQghRKHIqPdcsWIFZ555Jl/72tdob2/n6KOPxuFw0NzczC233MKll16a7XYKIQpAJhORJ3KVwFSilsUD+/bxQiiEadtUOBzJOU0BXWdRIMC6tjZeDoXYEY3iUVVQFGzg1j17eLClhcNKSzOaB9V77tZ4W+NK+iUhhBD5lNGs5FdffZXjjjsOgHvvvZeamhp27drFn/70J372s59ltYFCiMJSsbSC8mXl2JZNpCGCbdkpJyJbUYvmtc3Ur66n4ecN1K+up3ltM1bUylPL8y9qWdy4cyc/bmjg5Y4O3o9E2NrdzdrWVh5vbQXguLIyvKrKix0dfBiNsicWI2qamLZNqabRZVnEbZt1bW3J56SrZ+7WeFzjSvolIYQQ+ZRRD9rV1YXP5wPg0Ucf5cwzz0RVVY4++mh27dqV1QYKIQpLuhORpUrgQA80N/NwWxulmsYkXSdiWXwQjQIfz2na2N5OYyzGFIeDMocDw7bZ2t1NjaIwzeWiLR6nVNNwqWpG86B61rIab2tcSb8khBAinzLKVM2ePZv777+f+vp6HnnkET7zmc8A0NTUhN/vz2oDhRCFSQ/ouOvcgw75610lUHWrOKudOKoddGzqwAgaeWhx7gQNg/pIhKAx+PsKGgYvhEI4gSqHA4eq4tN1fJpGi2HQGo/TEImwqaODaS4Xk5xOnKpKqaahAZ2mScg0caoqHk0joOuETZPQEK+ZiktVWT5pEqvq6ristpZVdXUsnzSp6MupS78khBAinzLqRa+++mquvPJKZs6cyVFHHcUxxxwDJK4Ozps3L6sNFEIUn54qgf0LV+gBHTNsYoTGPqhKJ/AZqahlsba5mdX19fy8oYHV9fWsbW4mag0c4hgyDAzbplTX6e51v0dV6TAMNEUBRSFsmlQ7ncx0uwmZJlHLwqmqdJom7fE4M91uPKo66nlQAV2nzu0u6iF/vUm/JIQQIp8y6k3PPvtsFi1axJ49ezj88MOTty9ZsoQzzjgja40TQhSnQqoSmMvFbkey5pNf16nUddocDhpiMSARUDUbBnHb5mi/n1qXK1lIYk5PFbtIBMW2MYE6l4v9PJ7kPKhl5eXjJigaLemXhBBC5FPGvfHkyZOZPHlyn9s++clPjrpBQojil0mVwFzJ1WK3Q635tDEYZKbHQ63LlQx6eheJqAWa43FaYjHiwCnl5ayoqsKlqiz0+VjX1oYNHFBSQkDXKdd1prpceFSVvdHouJkHlW3SLwkhhMgXucQphMiJnmqAHZs6iDRE0LxayiqBuZTLxW5TrfkUtyzqo1E2d3bSZhhMcTr7ZMV6F4kodzjQFYWj/X5W9JrTlKqQxLnV1SytqCBiWX3WthJCiGIkS22I8Ui+yUKInEi3SmAm+i+cO5j+gU+3ZdFtmrhUleZYbFSL3aZa82lLVxdvdnZSoqrs7/EQs6w+WbGeIhGLysoGbf9Qj3GpqgRTQoiiZUUtWh9vpWNTB2bYRPNq+Bb6qFhageoq7mI5QkjvLITIKT2QvWBqpPOjegKf1niclnicnZEIMcsiZttMdToznlPVE9TN9Xp5JhjEBpyKwjvhMDZwsNdL2UfBT6qsWCCNTFM6jxFCiGIiS22I8UwuCwghikbP/ChNUah1u9EUZchFcHvmMb3S0cFLHR1YgK4odFsWIdPk5VBoRK/fv9rfW52dVGoaMdtmR3c3UcviCK83WWSipw2ZlD4XQojxZKIttSEmHgmqhBBFof/8KLeqUu10Uu1wsKmjY9BS6Uf6/fg0Da+qYtg2qqKw0Odjvs835PNS6R/UuVSVFtPk0JISLqut5fjycurcbhyK0qfdoyl9LoQQ40EhLrUhRDZJLy+EKAqpCkNAIhPUEIkMOj8qalnUulwcXlqKTaKMuUfTiFjWkM/rb6iiF1u6uji5spJFfn+ycl9A1wkahpQ+F0IUhVwXjyikpTaEyAX5BgshikKqwhAwfCao53lx204GQ+k8r790grpUlfuk9LkQoyfV4nJnrIpHFNJSG0Lkwrga/jdz5kwURenz70c/+lG+myWEyILe6zw1xmJELCu5CO5Cn2/QTFCmz+uvd1DXW+/grKdy36q6Oi6rrWVVXV2y6p+YuKRvypwVtWhe20z96noaft5A/ep6mtc2Y0WtfDdt3OgpHqFoCu5aN4qm0LaujdbHU89VHY2KpRWULyvHtmwiDRFsyx7zpTaEyJVxd1ng+uuv55JLLkn+7fP58tgaIUQ2ZZoJykYGqSc4S2d4n1TuE/1J35QZqRaXW/2LRwCJoXl2Yo3BskVlo84g9c8y5mqpDSHybdx9k30+H5MnT853M4QQOZDOOk/ZfF5/MrxPZEr6ppEbixP+ia6neIS7tu+wZj2gE2mIJAKfDPfxUMMKs7nUhhCFYtyNSfnRj35EZWUl8+bN4+abb8YYprJXNBolFAr1+SeEKGwBXafO7R5xYJTp83rI8D6RqZH0TdIvJUi1uNzrXTyit2wUjxjLYYVCFIJxdZngP//zP5k/fz4VFRU899xzXHXVVezZs4dbbrll0OfceOONXHfddWPYSiFEsZPhfWIkRto3Sb+UINXici9XxSMkyygmIsW2bTvfjRjKd7/7XW666aYhH7NlyxbmzJkz4PY//OEP/Pu//zudnZ24XK6Uz41Go0Sj0eTfoVCIuro6gsEgfr9/dI0XQgiRtlAoRCAQKIrjby77JumXPta8tjkxp6raMeCEfyLOqcpFFcRcVP+L1Edo+HkD7lo3qvvjbVgRi0hDhNrLanHXuYfYghCFI92+qeCDqn379tHS0jLkY/bff3+cvUol99i8eTOHHHII7777LgceeGBar1dMnboQQownxXT8Hcu+qZj2S7aNVbnvQjcW+yFbAZsRNIg0RGi6swnVqyYzVQCxxhi2ZVO3qk4yVaJopHsMLvhvdFVVFVVVVRk99/XXX0dVVaqrq7PcKiGEEBOZ9E1jQ3WpE65aXKrgZiyqII62eET/wC/aEMXsMPHN9+GodMiaVGLcGzff6ueff54XX3yRE088EZ/Px/PPP8/ll1/OhRdeSHl5eb6bJ4QQYgKSvik7JkK1uMGyUf4j/UUxP6n18VZaHmhBC2g4JjnQSjQ6Xumga1sXrm4XmleTNanEuJb/X2GWuFwu7rrrLq699lqi0Sj77bcfl19+OVdccUW+myaEEGKCkr5JpGuwbFR8XzxnZc+zJdYUo3FNI7G9MVSHiuJUcM9w45vvw4pZTL5wMq5aV97bKUQujZtv9/z583nhhRfy3QwhhBAiSfomkY6hquV1v9eNoikFXQWx5Z8tdL3bhWuKC7VUxYpYhDeHKTmgBK1MQ/NrElCJcW/izPIUQgghhChAQ63JZZkWngM9xBvjxBpjWBGLWGOMeFMc30Jf3oMVI2jQ/V43epmOoiuoDhXdp6P5NLq2daFoSkEEfkLkmgRVQgghhBB5NNwivJM+O4nyZeXYlk2kIYJt2QUzP8kIGYnA7wAPZsjE7DCxDRtMMNtNPAd68h74CTEW5FsuhBjXgoZByDDwy4K9QogCNdwivM5qZ8FWQewJCLUSDdWpEtkZId4Wx47ZeOZ6mPTZibeemJiYCuMXKYQQWRa1LB5vbWVTRwdh08SraSz0+VhaUYFLlSS9EKKw9GSdOjZ1EGmIpKyWl+0qiNlYm6p3QOisduKucxNrimGGTCpXVPZZp0qI8UyCKiHEuPR4ayvr2tqocTiodbsJGQbr2hLruiyfJFdOhRCFJVdrcqUKnLK9mHDvgDDWHEPzaZSdWFYQwxOFGCsSVAkhxp2gYbCpo4Mah4NqZ+IqqdvpxAY2dXSwqKxMhgIKIQpSutmo4bJMvQMno8VA0RX8R/uZtGJSsny7FtDQvBp23B7VYsITcZFmIfqTb7wQYtwJGQZh06TW3Xddl4Cu0xCJEDIMCaqEEEUp3SxT6+OttK5txegwiDfHMToNgs8GCb0aQlVV4u1xund2Y8UsVKeKXqbT8cLoFhOeCIs0CzEY+eYLIcYdv67j1TRChoHb+fF4/qBh4NU0/BJQCSHyaDRzmQZbJBg+zjL1rHtldBjEGmJofg33NDfxfXHa1rWhuBQ0p4ZeoeMod2B1W0R3RjG7zIJYTFiIYiS/GiHEuBPQdRb6fKxra8P+6O+gYdAUj7OsvFyyVEKIvBjtXKahFgkObgzimenBVevCCBkYLYkMlebX0HwaAPokHSNkEPsghmeWJ3m75tMwO02MVgPs3L1/IcYzObMQQhStocqlL61ITJDe1NFBQySCV9NYVl6evF0IIcZaOlmmofQsEuyu/XhosxW3iNZH6dzcidFm4JzipGRuSeLxbQaOKgd23EZxKFjdFlqpBi6wIhZGyED1qFjdFnbcRq/SQcn8/WWjmqAQxUq+8UKIopNOuXSXqrJ80iQWlZXJOlVCiLwbKsvUsSm9uUy9Fwl2uhPb6NrSReebnaglKp79PVgxi+CGINF9UaINUSJ7IuilOlqphubWcEx2YFs2zslOrC4Ls91EcSq4prtw7+dG94/8OJntaoJCFCM5wxBCFJ2RlEsPSDAlhCgAqbJMkCjuEGmIpDWXqf8iwYpTIfxOGGzwHuxFL9Mxu02ie6NEdkRwzXQRq49hdVpYnRba/hrOykQmy2wx0fwailPBjtmYIRP/0f6MMkyjzcAJMR7ImYYQoqhIuXQhRDFKlWWCRAZL82ppZ4j6LBK8I4IVtfAe4cUzy0Pnm51EtkcIvxfGNm0CBwco+UQJkd0RrE4LgLLFZVQsq6D9mfY+maX+Cw2nKxsZOCHGA/mWCyGKipRLF0IUo/5ZJj2gYwQN4k1xypeVpx149F4TKtIQoenOJlSvSve2bsKbwygOBRsb1akS3RWl9PBSJp02CaPdIN4ax3+MH92vZ21dqWxk4IQYD2SgqxCiqPQul96blEsXQow1I2gQqY9gBI3hH0wiy1S+rBzbsok0RLAtO+MMkR7QKT24FP8iP9HdUcLvhNFKNFRdRbEVHBUO9HKdyK4IAIr60W29MmJ6QMdd5057seFU77V3Bq7/40eSgROi2Mk3XQhRVKRcuhAi3zItzNA7y5StKnkVSyuI7YvRubkTFNBKNLyHeDE7TDATVf6i9VHsqD2ijFi67zVbGTghip1804UQRUfKpQsh8mm0hRn0QPZKjqsuleozqom8F8GKW7jr3Ci6QvjdMOG3w1gxC8WhUHZiWUYZsXTea595Xg2RUc3REqJYSVAlhCg6Ui5dCJEvhViYQQ/o+Bf5aVvXlpzD5Kx2Yh9g4/+Un6ozqjJqU7rvNRcZOCGKjXzjhRBFS8qlCyHGWqEWZkiVLapcUTmqtaJG+l6zmYETotjIN18IIYQQIk3ZKo2ebbnIFhXqexWiEEn1PyGEEEKMKyOtyjcSPYUZ4o1xYo0xrIhFrDFGvCmOb6Ev75makVT0S2dbhfxehSgk8msQQgghxLiQaVW+kZpIhRkm0nsVYjQkqBJCCCHEuDDaqnzpmkiFGSbSexViNORXIYQQQoiil4+qfBOpMMNEeq9CZELmVAkhhBCi6PVUqutfPEEP6JhhEyOU/flVQgjRQ4IqIYQQQhS93pXqestlpbpcFsQQQhQXyeMKIYQQouj1VKprW9cGduJvI2gQb4pTvqw8q0PXxqoghhCieMgvXwghhBDjQsXSCsqXlWNbNpGGCLZl56RSXU9BDEVTcNe6UTSFtnVttD7emtXXEUIUD8lUCSGEEGJcGItKdfkoiJEtRtCQCn5C5Ij8ooQQQggxruSyUl1PQQx3rXvAa0YaIomgpcACFhmuKETuyS9JCCGEECJN6RbEyFcRi1SvK8MVhci9wrqUIoQQQghRwIYriKG6VZrXNo95VmiwbJT/SH/RDlcUophIpkoIIYQQYgSGKoiRr6zQYK/b/M9mzLCJ6lSJt8axui1A1u8SItvk0oQQQgghxAgMVhAjX0Ushnrdrs1dRHdG6djUgeJQUJ0q7pluHBWOnK3fJcREJJkqIYQQQogM6AEdd507GSj1FLHoH6jkOis01Ot2/6ubWFsMq8tC0RWwoOOlDjpe7cC30CdD/4TIEgmqhBBCCCGyIN0iFmP1urHGGEargX+hH99CH4qqYBs2qldF82n4j/TnpD1CTERyeUIIIYQQIguGK2KRq6zQYK8b/SCKXqHjmupCdat4DvAk5lQpEG+JY0WtnLRHiIlIgiohhBBCiCypWFoBJOZQRRoiaF4tWcRipEayWG+q1634bAVdb3URa4qhlWpoHg1HhYNYY0zmUwmRZfJrEkIIIYTIksGKWIxEJov1pnpd1a2y852dtD3cBg7QfTqOSQ50n07F8gqZTyVEFsmcKiGEEEKILOtfxALSXxB4NGXZe79u6+OtGE0GngM8OHwOzE6T7ve70av1jDJnQojBySUKIYQQQogcGknmKVtl2Xu245zqpPSIUsxuE6vbwuwwURQFK2LldDFiISYa+TUJIYQQQuTQSDJP2SrLHmmIEN0TRXEoAMn5VM4apyz6K0QOSFAlhBBCCJEj/TNPqlvFWe3EUe2gY1PHgKGAoy3LbkUtmtc203RnE+G3wrQ+0krnm51YcWtE2xFCjIwEVUIIIYQQOTLSzFNPefR4Y5xYYwwrYhFrjBFviqe1WG9PVkz1qngP8WKFLTo2dRB+Izyi7QghRkZ+UUIIIYQQOdI78+R0O5O3D5UxyrQse/+smKPcgepUCb8dpnNzJ3qlnnF5dyHE0IomU/U///M/fOpTn6KkpISysrKUj9m9ezfLly+npKSE6upqvvWtb2EYMmZYCCFEbkjfJIaTSeappzx63ao6ai+rpW5VHZOWTxq2sET/rJjiUCg9tJTKUyopPbSUyRdOTms7QoiRK5pMVSwW4/Of/zzHHHMMv//97wfcb5omy5cvZ/LkyTz33HPs2bOHL33pSzgcDm644YY8tFgIIcR4J32TSEemmSc9MLI1rgbLillRC+cUJ65aV2ZvQAgxLMW2bTvfjRiJO+64g1WrVtHe3t7n9ocffphTTz2VDz/8kJqaGgBuu+02vvOd77Bv3z6cTmeKrQ0UCoUIBAIEg0H8fn/Kx5imSTweH9X7EBObw+FA07R8N0OIgpLO8bdQ5bJvKub9IvoygkbGCwKnq3ltM23r2nBUO9ADOkbQIN4Up3xZOZOWTxrTtggxHqR7DB43v6Lnn3+eQw89NNlpAZx88slceumlbN68mXnz5qV8XjQaJRqNJv8OhUKDvoZt2+zdu3dApylEJsrKypg8eTKKouS7KUKIHMmkbxpJvySKy0gzT5kYLis2kjWzhBDpGzdB1d69e/t0WkDy77179w76vBtvvJHrrrsu7ddob2+nurqakpISORkWGbFtm66uLpqamgCYMmVKnlskhMiVTPqmkfRLQvTXMx+rbFFZykxUT3VAR40Dd60bI2TQtq4NoE8mSwgxMnkNqr773e9y0003DfmYLVu2MGfOnJy14aqrruKKK65I/h0KhairqxvwONM0kwFVZWVlztojJgaPxwNAU1MT1dXVMhRQiAKS774p3X5JjB+5GIqXKivWvzogkJh7ZScyW2WLymQooBAZyusv55vf/CYrV64c8jH7779/WtuaPHkyL730Up/bGhsbk/cNxuVy4XINP3GzZw5VSUlJWu0RYjg936V4PC5BlRAFJN99U7r9kih+Yz0Ur6c6oLvW3ed2PaATaYgkAjsJqoTISF5/OVVVVVRVVWVlW8cccwz/8z//k7zyD/DYY4/h9/s56KCDsvIagAz5E1kj3yUhClMx9k2iOI31ULxM1swSQqSnaH49u3fvprW1ld27d2OaJq+//joAs2fPprS0lM985jMcdNBBfPGLX+R///d/2bt3L9/73vf4j//4D7niJ4QQIiekbxKZysdQvJ41s9rWtYHNgOqAkqUSInNFU+bl6quvZt68eVxzzTV0dnYyb9485s2bx6ZNmwDQNI2HHnoITdM45phjuPDCC/nSl77E9ddfn+eWi7Fwxx13DLrwZm+KonD//ffnvD1CiIlB+iaRqf4L9fbQAzpm2MQI5WaB6IqlFZQvK8e2bCINEWzLTmvNLCHE0IpunapcG6wWfSQSYceOHey333643e4htlB4Fi9ezBFHHMHq1avz3ZSc6e7upqOjIzm85tprr+X+++9PXjXusXfvXsrLywviCnExf6eEyAVZjyk12S/jkxE0qF9dj6IpyUwVQKwxhm3Z1K2qy2nmSNapEiI9E26dKjE6tm1jmia6XpxfCY/Hk6yoN5ShipYIIYQQYyXfQ/HGYs0sISaSohn+N94EDYP6SISgkZv0fo+VK1fy1FNP8dOf/hRFUVAUhZ07d7JhwwYUReHhhx9mwYIFuFwuNm7cyMqVKzn99NP7bGPVqlUsXrw4+bdlWdx4443st99+eDweDj/8cO69994h2zFz5kx+8IMfcP755+P1epk2bRq//OUv+zxm9+7drFixgtLSUvx+P+ecc06yShbAG2+8wYknnojP58Pv97NgwYLkEJvew//uuOMOrrvuOt54443ke77jjjuAvsP/PvWpT/Gd73ynTxv27duHw+Hg6aefBhKLcF555ZVMmzYNr9fLUUcdxYYNG9LY80IIIcTQZCieEOOHXKIYY1HL4vHWVjZ1dBD+/9u797Co6jQO4N+5cGfkogOCqECComKBkJuXXAsB11xQU1en0DRtCwtMUrugkamtl1xjewxtA9sw2B7TdqVwlRUvZAoqrASiEjhYBikmIMtlZs7+4eOsI4LAAAeG7+d5eB7mXN/fAc7Le87v/I5WCxuZDAEKBYIcHWEh7fgad9u2bbhw4QJGjhyp78OvVCpRWloK4Pb7WDZv3gxPT084ODi0apsbNmzAZ599ho8++gheXl44evQonnnmGSiVSkycOLHZ9TZt2oQ33ngDcXFxOHDgAKKiouDt7Y3JkydDp9PpC6ojR45Ao9EgMjISc+bM0RcxKpUKfn5+2L59O2QyGXJzc2FmZtZkP3PmzEF+fj7S09Nx6NAhAICdnV2T5VQqFTZu3Ij33ntPPxJfamoqXF1dMWHCBADA0qVLUVBQgJSUFLi6umLv3r0IDQ3FuXPn4OXl1arjRUREdD8PelEvEfUc/MvtYocqK5F+4waczczgZmmJKo0G6TduD586tV/HD59qZ2cHc3NzWFtb37fr2zvvvIPJkye3env19fVYv349Dh06hMceewzA7fe1HD9+HAkJCS0WVePGjcOqVasAAN7e3sjKysLWrVsxefJkZGRk4Ny5cygpKdG/5PLTTz/FiBEjkJ2djcDAQKjVarz22mv6F242V9RYWVnB1tYWcrm8xe5+s2fPRnR0NI4fP64vonbv3o25c+dCIpFArVYjMTERarUarq6uAICYmBikp6cjMTER69evb/VxIyIiag674hH1fOz+14VuajTIqa6Gs5kZnMzNYSmVwsncHE5mZsipru70roD3ExAQ0KblL126hNraWkyePBm2trb6r08//RTFxcUtrnunCLv7c2FhIQCgsLAQAwcO1BdUADB8+HDY29vrl3n11Vfx/PPPIygoCO+9994D9/cgSqUSwcHBSE5OBgCUlJTgxIkTUKlUAIBz585Bq9XC29vboK1Hjhwxet9EREREZDp4WaQLVWk0uKXVwu2ekd7s5HJcqatDlUYDuy4eKMLGxsbgs1Qqxb0DQjY2Nuq/r6mpAQCkpaVhwIABBst19oh6b7/9NubNm4e0tDR88803WLNmDVJSUjB9+vR2b1OlUuGVV15BfHw8du/eDV9fX/j6+gK43VaZTIbTp09DJpMZrGdra2tUW4iIiIjIdLCo6kJ95HLYyGSo0mhgaf7/4VNvajSwkcnQp5MKKnNzc2i12lYtq1QqkZ+fbzDt7meXhg8fDgsLC6jV6ha7+t3Pd9991+Szj48PAMDHxwdlZWUoKyvT360qKCjAr7/+iuHDh+vX8fb2hre3N5YtW4a5c+ciMTHxvkVVa9scFhaGJUuWID09Hbt370ZERIR+np+fH7RaLSoqKvTdA4mIiIiI7sXuf13ITi5HgEKB8sZGlDc0oE6nQ3lDAyoaGxGgUHTaXSp3d3ecPHkSpaWluHbtGnQ6XbPLPvHEE8jJycGnn36KixcvYs2aNQZFlkKhQExMDJYtW4Zdu3ahuLgYZ86cQXx8PHbt2tViHFlZWdi4cSMuXLiADz/8EF988QWioqIAAEFBQfD19YVKpcKZM2dw6tQpREREYOLEiQgICMB///tfLF26FJmZmbh8+TKysrKQnZ2tL8ru1+aSkhLk5ubi2rVrqK+vv+9yNjY2CA8PR2xsLAoLCzF37lz9PG9vb6hUKkRERODLL79ESUkJTp06hQ0bNiAtLa3FthIRERFR78GiqosFOToi1MEBOkHAlbo66AQBoQ4OCHLsvOFTY2JiIJPJMHz4cCiVSqjV6maXDQkJQWxsLFasWIHAwEBUV1cb3L0BgLVr1yI2NhYbNmyAj48PQkNDkZaWBg8PjxbjWL58OXJycuDn54d3330X77//PkJCQgDcHur8q6++goODAx5//HEEBQXB09MTqampAACZTIbr168jIiIC3t7emD17NqZMmYK4uLj77mvmzJkIDQ3FpEmToFQq8fnnnzcbl0qlQl5eHiZMmIBBgwYZzEtMTERERASWL1+OoUOHIjw8HNnZ2U2WIyIiIqLeSyLc+wBNL9fcW5Pr6upQUlICDw8PWN7zTFR73NRoUKXRoI9c3uXPUYnB3d0d0dHRiI6OFjuUbqOjf6eIerrWvrW+t+FxISIST2vPwab/33w3ZddLiikiIiIiIlPH7n9ERERERERG4K0S6hKlpaVih0BERERE1Cl4p4qIiIiIiMgILKqIiIiIiIiMwKKKiIiIiIjICCyqiIiIiIiIjMCiioiIiIiIyAgsqoiIiIiIiIzAoqoXEAQBS5YsgaOjIyQSCXJzcx+4TmlpaauXNVUSiQT79u0TOwwiIiIi6ub4nqpeID09HUlJScjMzISnpyf69esndkjdyttvv419+/Y1KSCvXr0KBwcHcYIiIiJRaG5qoKnSQN5HDrld6/9Nau96RGQa+FffCxQXF8PFxQVjx44VO5QepX///mKHQEREXURXr0PloUpU51RDe0sLmY0MigAFHIMcIbVovmNPe9cjItPCv3aRaG5qUFdWB81NTafuZ8GCBXj55ZehVqshkUjg7u4O4Pbdq/Hjx8Pe3h59+/bFU089heLi4ma3c+PGDahUKiiVSlhZWcHLywuJiYn6+WVlZZg9ezbs7e3h6OiIsLAwlJaWNru9zMxMSCQSZGRkICAgANbW1hg7diyKiooMlvvqq6/g7+8PS0tLeHp6Ii4uDhrN/4/Z+fPnMX78eFhaWmL48OE4dOhQk257K1euhLe3N6ytreHp6YnY2Fg0NjYCAJKSkhAXF4e8vDxIJBJIJBIkJSUBMOz+N3bsWKxcudIgtl9++QVmZmY4evQoAKC+vh4xMTEYMGAAbGxsMGbMGGRmZjZ7DIiIqPuoPFSJG+k3IJFJYOlmCYlMghvpN1B5qLJT1iMi08Kiqovp6nW4lnYNZX8uw5X4Kyj7cxmupV2Drl7XKfvbtm0b3nnnHbi5ueHq1avIzs4GANy6dQuvvvoqcnJykJGRAalUiunTp0Onu38csbGxKCgowDfffIPCwkJs375d342wsbERISEhUCgUOHbsGLKysmBra4vQ0FA0NDS0GN+bb76JLVu2ICcnB3K5HAsXLtTPO3bsGCIiIhAVFYWCggIkJCQgKSkJ69atAwBotVqEh4fD2toaJ0+exI4dO/Dmm2822YdCoUBSUhIKCgqwbds27Ny5E1u3bgUAzJkzB8uXL8eIESNw9epVXL16FXPmzGmyDZVKhZSUFAiCoJ+WmpoKV1dXTJgwAQCwdOlSnDhxAikpKfjPf/6DWbNmITQ0FBcvXmzxGBARkbg0NzWozqmGmbMZzJ3MIbWUQq6QQ2IhQdXxqmYvgN5vPXMnc5g5maE6p7rTL5wSUffB7n9d7M4VLTNnM1i6WUJTpcGN9BsAgH5TO/5ZJzs7OygUCshkMoPubDNnzjRY7pNPPoFSqURBQQFGjhzZZDtqtRp+fn4ICAgAAP0dL+B2caHT6fDxxx9DIpEAABITE2Fvb4/MzEwEBwc3G9+6deswceJEAMCqVaswdepU1NXVwdLSEnFxcVi1ahXmz58PAPD09MTatWuxYsUKrFmzBgcPHkRxcTEyMzP1bVu3bh0mT55ssI+33npL/727uztiYmKQkpKCFStWwMrKCra2tpDL5S1295s9ezaio6Nx/PhxfRG1e/duzJ07FxKJBGq1GomJiVCr1XB1dQUAxMTEID09HYmJiVi/fn2z2yYios71oOedNFUaaG9pYelmCaFRwK3zt1BXWgdtrRa6Oh0sh1qi/9z+Tbrz3b3e3eR2ctRdqbu9Tz5fRdQr8C+9C917RQsAzC3NAQGozqmG/Xj7Ljv5Xrx4EatXr8bJkydx7do1/R0qtVp936LqxRdfxMyZM3HmzBkEBwcjPDxc/4xWXl4eLl26BIVCYbBOXV1di10KAWDUqFH6711cXAAAFRUVGDRoEPLy8pCVlaW/MwXcvjtVV1eH2tpaFBUVYeDAgQbF0KOPPtpkH6mpqfjggw9QXFyMmpoaaDQa9OnT50GHyIBSqURwcDCSk5MxYcIElJSU4MSJE0hISAAAnDt3DlqtFt7e3gbr1dfXo2/fvm3aFxERdYzWPu8k7yOHzEYGTZUGDeUNqM2vhayPDFJL6e0c/W01zJXmTS5+3r2euaW5frrmpgYyGxnkffhvFlFvwb/2LtSdrmhNmzYNgwcPxs6dO+Hq6gqdToeRI0c2211vypQpuHz5Mr7++mscPHgQTz75JCIjI7F582bU1NRg9OjRSE5ObrKeUqlsMQ4zMzP993fuct0p8GpqahAXF4cZM2Y0Wc/S0rLJtPs5ceIEVCoV4uLiEBISAjs7O6SkpGDLli2tWv9uKpUKr7zyCuLj47F79274+vrC19dXH6tMJsPp06chk8kM1rO1tW3zvoiIyHit7R0it5NDEaDA9a+uo/ZiLWTWMgiCAF2tDjYjbGDubH7fi5931ruRfgMQbn/W3NSgsaIRDqEOvEtF1Ivwr70LdZcrWtevX0dRURF27typ78p2/PjxB66nVCoxf/58zJ8/HxMmTMBrr72GzZs3w9/fH6mpqXBycmrzHaCW+Pv7o6ioCEOGDLnv/KFDh6KsrAzl5eVwdnYGAP0zY3d8++23GDx4sMGzVpcvXzZYxtzcHFqt9oHxhIWFYcmSJUhPT8fu3bsRERGhn+fn5wetVouKigr9MSUioq5zbxe/tvYOcQxyROMvjaj5vgYSqQRSaylsRtjA2sca0KLZi5+OQY4Abm+z7kodZDYyOIQ66KcTUe/AoqoLdZcrWg4ODujbty927NgBFxcXqNVqrFq1qsV1Vq9ejdGjR2PEiBGor6/H/v374ePjA+D2HZxNmzYhLCxMPyjG5cuX8eWXX2LFihVwc3NrV5yrV6/GU089hUGDBuHpp5+GVCpFXl4e8vPz8e6772Ly5Ml46KGHMH/+fGzcuBHV1dX656fu3PXy8vKCWq1GSkoKAgMDkZaWhr179xrsx93dHSUlJcjNzYWbmxsUCgUsLCyaxGNjY4Pw8HDExsaisLAQc+fO1c/z9vaGSqVCREQEtmzZAj8/P/zyyy/IyMjAqFGjMHXq1HYdAyIiallzXfysh1q3qXeI1EIK5XQlaotqIWgEWLhZQGZ1u+dBQ2VDsxc/pRZS9JvaD/bj7fmeKqJejKP/dTHHIEc4hDpA0Amou1IHQSd0+RUtqVSKlJQUnD59GiNHjsSyZcuwadOmFtcxNzfH66+/jlGjRuHxxx+HTCZDSkoKAMDa2hpHjx7FoEGDMGPGDPj4+GDRokWoq6sz6s5VSEgI9u/fj3/9618IDAzEb37zG2zduhWDBw8GAMhkMuzbtw81NTUIDAzE888/r78jdad74O9//3ssW7YMS5cuxSOPPIJvv/0WsbGxBvuZOXMmQkNDMWnSJCiVSnz++efNxqRSqZCXl4cJEyZg0KBBBvMSExMRERGB5cuXY+jQoQgPD0d2dnaT5YiIqOM0N6R5zZkafe+Qu7XUO0RuJ4fdeDsIdQK0VbcHqWgob0BjRSMUAYoWiyW5nRyWAy1ZUBH1UhLh7jGiCVVVVbCzs8PNmzcNCoK6ujqUlJTAw8Oj1c/ztIRvXu8cWVlZGD9+PC5duoSHHnpI7HBa1NG/U0Q9XXPn396Ox6V5mpsalP25DBKZRN/FDwAayhsg6ARY+1ij6lgVzJzMmvQOaW7EXb7Ml4ju1tpzMP+bF4ncjsVUR9i7dy9sbW3h5eWFS5cuISoqCuPGjev2BRURERnvQQNAKfwVkNnI2vS8E7vzEVF78CxBPVp1dTVWrlwJtVqNfv36ISgoqF0j+xERUc/zoAGgzJXmsB5i3a4CiRc/iagteLagHi0iIsJgFD4iIuo9WjsAFAskIupsPMMQERFRj8UhzYmoO2BR1UYc14M6Cn+XiIiMx2egiKg74FmnlczMzAAAtbW1sLKyEjkaMgW1tbUA/v+7RURE7ccufkQkJp59Wkkmk8He3h4VFRUAbr+b6c4LZonaQhAE1NbWoqKiAvb29pDJZGKHRERERERGYFHVBv379wcAfWFFZAx7e3v97xQRERER9VwsqtpAIpHAxcUFTk5OaGxsFDsc6sHMzMx4h4qIiIjIRLCoageZTMZ/iImIiIiICAAgFTsAIiIiIiKinoxFFRERERERkRFYVBERERERERmBz1Td484LWauqqkSOhIiod7lz3uWLsQ0xLxERiae1uYlF1T2qq6sBAAMHDhQ5EiKi3qm6uhp2dnZih9FtMC8REYnvQblJIvCSoAGdToeffvoJCoVC9Jf7VlVVYeDAgSgrK0OfPn1EjcVYptQWwLTaY0ptAUyrPabUFuDB7REEAdXV1XB1dYVUyt7pdzAvdR5Tao8ptQVge7ozU2oL0HG5iXeq7iGVSuHm5iZ2GAb69OljEr+0gGm1BTCt9phSWwDTao8ptQVouT28Q9UU81LnM6X2mFJbALanOzOltgDG5yZeCiQiIiIiIjICiyoiIiIiIiIjsKjqxiwsLLBmzRpYWFiIHYrRTKktgGm1x5TaAphWe0ypLYDptac3MrWfoSm1x5TaArA93ZkptQXouPZwoAoiIiIiIiIj8E4VERERERGREVhUERERERERGYFFFRERERERkRFYVBERERERERmBRVUPkpaWhjFjxsDKygoODg4IDw8XOySj1NfX45FHHoFEIkFubq7Y4bRLaWkpFi1aBA8PD1hZWeGhhx7CmjVr0NDQIHZorfbhhx/C3d0dlpaWGDNmDE6dOiV2SG22YcMGBAYGQqFQwMnJCeHh4SgqKhI7rA7z3nvvQSKRIDo6WuxQ2u3HH3/EM888g759+8LKygq+vr7IyckROyzqAMxN3Q9zU/dgyrmJeakpFlU9xJ49e/Dss8/iueeeQ15eHrKysjBv3jyxwzLKihUr4OrqKnYYRjl//jx0Oh0SEhLw/fffY+vWrfjoo4/wxhtviB1aq6SmpuLVV1/FmjVrcObMGTz88MMICQlBRUWF2KG1yZEjRxAZGYnvvvsOBw8eRGNjI4KDg3Hr1i2xQzNadnY2EhISMGrUKLFDabcbN25g3LhxMDMzwzfffIOCggJs2bIFDg4OYodGRmJu6p6Ym7oHU81NzEvNEKjba2xsFAYMGCB8/PHHYofSYb7++mth2LBhwvfffy8AEM6ePSt2SB1m48aNgoeHh9hhtMqjjz4qREZG6j9rtVrB1dVV2LBhg4hRGa+iokIAIBw5ckTsUIxSXV0teHl5CQcPHhQmTpwoREVFiR1Su6xcuVIYP3682GFQB2Nu6lmYm8RnCrmJeal5vFPVA5w5cwY//vgjpFIp/Pz84OLigilTpiA/P1/s0NqlvLwcixcvxt/+9jdYW1uLHU6Hu3nzJhwdHcUO44EaGhpw+vRpBAUF6adJpVIEBQXhxIkTIkZmvJs3bwJAj/g5tCQyMhJTp041+Bn1RP/4xz8QEBCAWbNmwcnJCX5+fti5c6fYYZGRmJt6FuYm8ZlCbmJeah6Lqh7ghx9+AAC8/fbbeOutt7B//344ODjgt7/9LSorK0WOrm0EQcCCBQvwxz/+EQEBAWKH0+EuXbqE+Ph4vPDCC2KH8kDXrl2DVquFs7OzwXRnZ2f8/PPPIkVlPJ1Oh+joaIwbNw4jR44UO5x2S0lJwZkzZ7BhwwaxQzHaDz/8gO3bt8PLywsHDhzAiy++iFdeeQW7du0SOzQyAnNTz8HcJD5TyE3MSy1jUSWiVatWQSKRtPh1p180ALz55puYOXMmRo8ejcTEREgkEnzxxRcit+K21rYlPj4e1dXVeP3118UOuUWtbc/dfvzxR4SGhmLWrFlYvHixSJFTZGQk8vPzkZKSInYo7VZWVoaoqCgkJyfD0tJS7HCMptPp4O/vj/Xr18PPzw9LlizB4sWL8dFHH4kdGt0Hc1P3xdzUc/X03MS89GDyDoyP2mj58uVYsGBBi8t4enri6tWrAIDhw4frp1tYWMDT0xNqtbozQ2y11rbl3//+N06cOAELCwuDeQEBAVCpVN3mynVr23PHTz/9hEmTJmHs2LHYsWNHJ0fXMfr16weZTIby8nKD6eXl5ejfv79IURln6dKl2L9/P44ePQo3Nzexw2m306dPo6KiAv7+/vppWq0WR48exV/+8hfU19dDJpOJGGHbuLi4GJy/AMDHxwd79uwRKSJqCXPT/zE3dT3mpu6JeenBWFSJSKlUQqlUPnC50aNHw8LCAkVFRRg/fjwAoLGxEaWlpRg8eHBnh9kqrW3LBx98gHfffVf/+aeffkJISAhSU1MxZsyYzgyxTVrbHuD2VcBJkybpr9JKpT3jBrC5uTlGjx6NjIwM/RDIOp0OGRkZWLp0qbjBtZEgCHj55Zexd+9eZGZmwsPDQ+yQjPLkk0/i3LlzBtOee+45DBs2DCtXruxRiQsAxo0b12QY4QsXLnSb8xcZYm5ibhITc1P3xLzUCh067AV1mqioKGHAgAHCgQMHhPPnzwuLFi0SnJychMrKSrFDM0pJSUmPHmHpypUrwpAhQ4Qnn3xSuHLlinD16lX9V0+QkpIiWFhYCElJSUJBQYGwZMkSwd7eXvj555/FDq1NXnzxRcHOzk7IzMw0+BnU1taKHVqH6cmjLJ06dUqQy+XCunXrhIsXLwrJycmCtbW18Nlnn4kdGhmJual7Ym7qHkw9NzEvGWJR1UM0NDQIy5cvF5ycnASFQiEEBQUJ+fn5YodltJ6euBITEwUA9/3qKeLj44VBgwYJ5ubmwqOPPip89913YofUZs39DBITE8UOrcP05OQlCILwz3/+Uxg5cqRgYWEhDBs2TNixY4fYIVEHYG7qnpibugdTz03MS4YkgiAI7b/PRURERERE1Lv1jA62RERERERE3RSLKiIiIiIiIiOwqCIiIiIiIjICiyoiIiIiIiIjsKgiIiIiIiIyAosqIiIiIiIiI7CoIiIiIiIiMgKLKiIiIiIiIiOwqCLqYUpLSyGRSJCbmyt2KERERACYm4gkgiAIYgdBRK2n1Wrxyy+/oF+/fpDL5WKHQ0RExNxEvR6LKqIepKGhAebm5mKHQUREpMfcRMTuf0SdZseOHXB1dYVOpzOYHhYWhoULF6K4uBhhYWFwdnaGra0tAgMDcejQIYNl3d3dsXbtWkRERKBPnz5YsmRJky4WWq0WixYtgoeHB6ysrDB06FBs27bNYDsLFixAeHg4Nm/eDBcXF/Tt2xeRkZFobGzUL1NfX4+VK1di4MCBsLCwwJAhQ/DXv/5VPz8/Px9TpkyBra0tnJ2d8eyzz+LatWsdfNSIiKgzMTcRdQ4WVUSdZNasWbh+/ToOHz6sn1ZZWYn09HSoVCrU1NTgd7/7HTIyMnD27FmEhoZi2rRpUKvVBtvZvHkzHn74YZw9exaxsbFN9qPT6eDm5oYvvvgCBQUFWL16Nd544w38/e9/N1ju8OHDKC4uxuHDh7Fr1y4kJSUhKSlJPz8iIgKff/45PvjgAxQWFiIhIQG2trYAgF9//RVPPPEE/Pz8kJOTg/T0dJSXl2P27NkdeMSIiKizMTcRdRKBiDpNWFiYsHDhQv3nhIQEwdXVVdBqtfddfsSIEUJ8fLz+8+DBg4Xw8HCDZUpKSgQAwtmzZ5vdb2RkpDBz5kz95/nz5wuDBw8WNBqNftqsWbOEOXPmCIIgCEVFRQIA4eDBg/fd3tq1a4Xg4GCDaWVlZQIAoaioqNk4iIio+2FuIup4vFNF1IlUKhX27NmD+vp6AEBycjL+8Ic/QCqVoqamBjExMfDx8YG9vT1sbW1RWFjY5GpgQEDAA/fz4YcfYvTo0VAqlbC1tcWOHTuabGfEiBGQyWT6zy4uLqioqAAA5ObmQiaTYeLEiffdfl5eHg4fPgxbW1v917BhwwAAxcXFrT8gREQkOuYmoo7H4VmIOtG0adMgCALS0tIQGBiIY8eOYevWrQCAmJgYHDx4EJs3b8aQIUNgZWWFp59+Gg0NDQbbsLGxaXEfKSkpiImJwZYtW/DYY49BoVBg06ZNOHnypMFyZmZmBp8lEom+T72VlVWL+6ipqcG0adPwpz/9qck8FxeXFtclIqLuhbmJqOOxqCLqRJaWlpgxYwaSk5Nx6dIlDB06FP7+/gCArKwsLFiwANOnTwdwOzmUlpa2eR9ZWVkYO3YsXnrpJf20tl6h8/X1hU6nw5EjRxAUFNRkvr+/P/bs2QN3d3cOlUtE1MMxNxF1PHb/I+pkKpUKaWlp+OSTT6BSqfTTvby88OWXXyI3Nxd5eXmYN29ek9GYWsPLyws5OTk4cOAALly4gNjYWGRnZ7dpG+7u7pg/fz4WLlyIffv2oaSkBJmZmfoHiiMjI1FZWYm5c+ciOzsbxcXFOHDgAJ577jlotdo2x0xEROJibiLqWCyqiDrZE088AUdHRxQVFWHevHn66e+//z4cHBwwduxYTJs2DSEhIforhW3xwgsvYMaMGZgzZw7GjBmD69evG1wZbK3t27fj6aefxksvvYRhw4Zh8eLFuHXrFgDA1dUVWVlZ0Gq1CA4Ohq+vL6Kjo2Fvbw+plKcRIqKehrmJqGPx5b9ERERERERGYBlPRERERERkBBZVRERERERERmBRRUREREREZAQWVUREREREREZgUUVERERERGQEFlVERERERERGYFFFRERERERkBBZVRERERERERmBRRUREREREZAQWVUREREREREZgUUVERERERGSE/wGe3B2nq7IpwAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "poly = lambda x, z: (1 + (x @ z)) ** 2\n", "\n", "svm = kernelSVMFactory(X_train, y_train, c=10, kernel=poly)\n", "\n", "y_pred = svm(X_test)\n", "validate(y_test, y_pred)\n", "scatter_comparison(X_test, y_test, y_pred)" ] } ], "metadata": { "colab": { "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": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 5 }